nohup: ignoring input
Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
Device: cuda  |  GPUs visible: 2 ['NVIDIA RTX A4000', 'NVIDIA RTX A4000']
SD302 records discovered: 30567
FVC records discovered: 7040
PolyU records discovered: 5952
CrossSensorBatchSampler: 2612 eligible anchor groups | k_cross=16 anchored pairs/batch | 453 batches/epoch
Resumed model weights from: /home/aiserver/works/fingerprint/sifq/checkpoints_full_v12/last.pt
Using DataParallel on 2 GPUs
AMP fp16: enabled
Computing initial prototypes (max_batches=150)...

Computing prototypes:   0%|                                       | 0/150 [00:00<?, ?it/s]
Computing prototypes:   0%|                        | 0/150 [00:02<?, ?it/s, identities=72]
Computing prototypes:   1%|                | 1/150 [00:02<05:32,  2.23s/it, identities=72]
Computing prototypes:   1%|               | 1/150 [00:02<05:32,  2.23s/it, identities=128]
Computing prototypes:   1%|▏              | 2/150 [00:02<02:43,  1.11s/it, identities=128]
Computing prototypes:   1%|▏              | 2/150 [00:02<02:43,  1.11s/it, identities=169]
Computing prototypes:   2%|▎              | 3/150 [00:02<01:49,  1.34it/s, identities=169]
Computing prototypes:   2%|▎              | 3/150 [00:03<01:49,  1.34it/s, identities=194]
Computing prototypes:   3%|▍              | 4/150 [00:03<01:26,  1.69it/s, identities=194]
Computing prototypes:   3%|▍              | 4/150 [00:03<01:26,  1.69it/s, identities=223]
Computing prototypes:   3%|▌              | 5/150 [00:03<01:11,  2.03it/s, identities=223]
Computing prototypes:   3%|▌              | 5/150 [00:03<01:11,  2.03it/s, identities=245]
Computing prototypes:   4%|▌              | 6/150 [00:03<01:03,  2.26it/s, identities=245]
Computing prototypes:   4%|▌              | 6/150 [00:04<01:03,  2.26it/s, identities=267]
Computing prototypes:   5%|▋              | 7/150 [00:04<00:58,  2.44it/s, identities=267]
Computing prototypes:   5%|▋              | 7/150 [00:04<00:58,  2.44it/s, identities=290]
Computing prototypes:   5%|▊              | 8/150 [00:04<00:55,  2.57it/s, identities=290]
Computing prototypes:   5%|▊              | 8/150 [00:04<00:55,  2.57it/s, identities=303]
Computing prototypes:   6%|▉              | 9/150 [00:04<00:51,  2.72it/s, identities=303]
Computing prototypes:   6%|▉              | 9/150 [00:05<00:51,  2.72it/s, identities=322]
Computing prototypes:   7%|▉             | 10/150 [00:05<00:50,  2.78it/s, identities=322]
Computing prototypes:   7%|▉             | 10/150 [00:05<00:50,  2.78it/s, identities=339]
Computing prototypes:   7%|█             | 11/150 [00:05<00:48,  2.88it/s, identities=339]
Computing prototypes:   7%|█             | 11/150 [00:05<00:48,  2.88it/s, identities=351]
Computing prototypes:   8%|█             | 12/150 [00:05<00:47,  2.88it/s, identities=351]
Computing prototypes:   8%|█             | 12/150 [00:06<00:47,  2.88it/s, identities=363]
Computing prototypes:   9%|█▏            | 13/150 [00:06<00:46,  2.94it/s, identities=363]
Computing prototypes:   9%|█▏            | 13/150 [00:06<00:46,  2.94it/s, identities=373]
Computing prototypes:   9%|█▎            | 14/150 [00:06<00:46,  2.92it/s, identities=373]
Computing prototypes:   9%|█▎            | 14/150 [00:06<00:46,  2.92it/s, identities=387]
Computing prototypes:  10%|█▍            | 15/150 [00:06<00:45,  2.98it/s, identities=387]
Computing prototypes:  10%|█▍            | 15/150 [00:07<00:45,  2.98it/s, identities=400]
Computing prototypes:  11%|█▍            | 16/150 [00:07<00:44,  3.03it/s, identities=400]
Computing prototypes:  11%|█▍            | 16/150 [00:07<00:44,  3.03it/s, identities=411]
Computing prototypes:  11%|█▌            | 17/150 [00:07<00:43,  3.04it/s, identities=411]
Computing prototypes:  11%|█▌            | 17/150 [00:07<00:43,  3.04it/s, identities=424]
Computing prototypes:  12%|█▋            | 18/150 [00:07<00:43,  3.07it/s, identities=424]
Computing prototypes:  12%|█▋            | 18/150 [00:08<00:43,  3.07it/s, identities=437]
Computing prototypes:  13%|█▊            | 19/150 [00:08<00:42,  3.09it/s, identities=437]
Computing prototypes:  13%|█▊            | 19/150 [00:08<00:42,  3.09it/s, identities=453]
Computing prototypes:  13%|█▊            | 20/150 [00:08<00:42,  3.09it/s, identities=453]
Computing prototypes:  13%|█▊            | 20/150 [00:08<00:42,  3.09it/s, identities=461]
Computing prototypes:  14%|█▉            | 21/150 [00:08<00:41,  3.09it/s, identities=461]
Computing prototypes:  14%|█▉            | 21/150 [00:09<00:41,  3.09it/s, identities=470]
Computing prototypes:  15%|██            | 22/150 [00:09<00:41,  3.10it/s, identities=470]
Computing prototypes:  15%|██            | 22/150 [00:09<00:41,  3.10it/s, identities=479]
Computing prototypes:  15%|██▏           | 23/150 [00:09<00:40,  3.10it/s, identities=479]
Computing prototypes:  15%|██▏           | 23/150 [00:09<00:40,  3.10it/s, identities=489]
Computing prototypes:  16%|██▏           | 24/150 [00:09<00:41,  3.02it/s, identities=489]
Computing prototypes:  16%|██▏           | 24/150 [00:10<00:41,  3.02it/s, identities=494]
Computing prototypes:  17%|██▎           | 25/150 [00:10<00:40,  3.06it/s, identities=494]
Computing prototypes:  17%|██▎           | 25/150 [00:10<00:40,  3.06it/s, identities=503]
Computing prototypes:  17%|██▍           | 26/150 [00:10<00:40,  3.07it/s, identities=503]
Computing prototypes:  17%|██▍           | 26/150 [00:10<00:40,  3.07it/s, identities=516]
Computing prototypes:  18%|██▌           | 27/150 [00:10<00:40,  3.06it/s, identities=516]
Computing prototypes:  18%|██▌           | 27/150 [00:11<00:40,  3.06it/s, identities=523]
Computing prototypes:  19%|██▌           | 28/150 [00:11<00:39,  3.08it/s, identities=523]
Computing prototypes:  19%|██▌           | 28/150 [00:11<00:39,  3.08it/s, identities=537]
Computing prototypes:  19%|██▋           | 29/150 [00:11<00:39,  3.09it/s, identities=537]
Computing prototypes:  19%|██▋           | 29/150 [00:11<00:39,  3.09it/s, identities=553]
Computing prototypes:  20%|██▊           | 30/150 [00:11<00:38,  3.08it/s, identities=553]
Computing prototypes:  20%|██▊           | 30/150 [00:12<00:38,  3.08it/s, identities=563]
Computing prototypes:  21%|██▉           | 31/150 [00:12<00:38,  3.09it/s, identities=563]
Computing prototypes:  21%|██▉           | 31/150 [00:12<00:38,  3.09it/s, identities=570]
Computing prototypes:  21%|██▉           | 32/150 [00:12<00:38,  3.09it/s, identities=570]
Computing prototypes:  21%|██▉           | 32/150 [00:12<00:38,  3.09it/s, identities=582]
Computing prototypes:  22%|███           | 33/150 [00:12<00:37,  3.09it/s, identities=582]
Computing prototypes:  22%|███           | 33/150 [00:13<00:37,  3.09it/s, identities=593]
Computing prototypes:  23%|███▏          | 34/150 [00:13<00:37,  3.09it/s, identities=593]
Computing prototypes:  23%|███▏          | 34/150 [00:13<00:37,  3.09it/s, identities=605]
Computing prototypes:  23%|███▎          | 35/150 [00:13<00:37,  3.09it/s, identities=605]
Computing prototypes:  23%|███▎          | 35/150 [00:13<00:37,  3.09it/s, identities=616]
Computing prototypes:  24%|███▎          | 36/150 [00:13<00:36,  3.08it/s, identities=616]
Computing prototypes:  24%|███▎          | 36/150 [00:14<00:36,  3.08it/s, identities=628]
Computing prototypes:  25%|███▍          | 37/150 [00:14<00:36,  3.08it/s, identities=628]
Computing prototypes:  25%|███▍          | 37/150 [00:14<00:36,  3.08it/s, identities=638]
Computing prototypes:  25%|███▌          | 38/150 [00:14<00:36,  3.08it/s, identities=638]
Computing prototypes:  25%|███▌          | 38/150 [00:14<00:36,  3.08it/s, identities=647]
Computing prototypes:  26%|███▋          | 39/150 [00:14<00:36,  3.08it/s, identities=647]
Computing prototypes:  26%|███▋          | 39/150 [00:14<00:36,  3.08it/s, identities=657]
Computing prototypes:  27%|███▋          | 40/150 [00:14<00:35,  3.08it/s, identities=657]
Computing prototypes:  27%|███▋          | 40/150 [00:15<00:35,  3.08it/s, identities=667]
Computing prototypes:  27%|███▊          | 41/150 [00:15<00:35,  3.08it/s, identities=667]
Computing prototypes:  27%|███▊          | 41/150 [00:15<00:35,  3.08it/s, identities=671]
Computing prototypes:  28%|███▉          | 42/150 [00:15<00:35,  3.08it/s, identities=671]
Computing prototypes:  28%|███▉          | 42/150 [00:15<00:35,  3.08it/s, identities=678]
Computing prototypes:  29%|████          | 43/150 [00:15<00:34,  3.07it/s, identities=678]
Computing prototypes:  29%|████          | 43/150 [00:16<00:34,  3.07it/s, identities=690]
Computing prototypes:  29%|████          | 44/150 [00:16<00:34,  3.07it/s, identities=690]
Computing prototypes:  29%|████          | 44/150 [00:16<00:34,  3.07it/s, identities=702]
Computing prototypes:  30%|████▏         | 45/150 [00:16<00:34,  3.07it/s, identities=702]
Computing prototypes:  30%|████▏         | 45/150 [00:16<00:34,  3.07it/s, identities=714]
Computing prototypes:  31%|████▎         | 46/150 [00:16<00:33,  3.06it/s, identities=714]
Computing prototypes:  31%|████▎         | 46/150 [00:17<00:33,  3.06it/s, identities=716]
Computing prototypes:  31%|████▍         | 47/150 [00:17<00:33,  3.06it/s, identities=716]
Computing prototypes:  31%|████▍         | 47/150 [00:17<00:33,  3.06it/s, identities=726]
Computing prototypes:  32%|████▍         | 48/150 [00:17<00:33,  3.06it/s, identities=726]
Computing prototypes:  32%|████▍         | 48/150 [00:17<00:33,  3.06it/s, identities=731]
Computing prototypes:  33%|████▌         | 49/150 [00:17<00:33,  3.05it/s, identities=731]
Computing prototypes:  33%|████▌         | 49/150 [00:18<00:33,  3.05it/s, identities=740]
Computing prototypes:  33%|████▋         | 50/150 [00:18<00:32,  3.05it/s, identities=740]
Computing prototypes:  33%|████▋         | 50/150 [00:18<00:32,  3.05it/s, identities=750]
Computing prototypes:  34%|████▊         | 51/150 [00:18<00:32,  3.06it/s, identities=750]
Computing prototypes:  34%|████▊         | 51/150 [00:18<00:32,  3.06it/s, identities=757]
Computing prototypes:  35%|████▊         | 52/150 [00:18<00:32,  3.05it/s, identities=757]
Computing prototypes:  35%|████▊         | 52/150 [00:19<00:32,  3.05it/s, identities=767]
Computing prototypes:  35%|████▉         | 53/150 [00:19<00:31,  3.05it/s, identities=767]
Computing prototypes:  35%|████▉         | 53/150 [00:19<00:31,  3.05it/s, identities=774]
Computing prototypes:  36%|█████         | 54/150 [00:19<00:31,  3.05it/s, identities=774]
Computing prototypes:  36%|█████         | 54/150 [00:19<00:31,  3.05it/s, identities=781]
Computing prototypes:  37%|█████▏        | 55/150 [00:19<00:31,  3.04it/s, identities=781]
Computing prototypes:  37%|█████▏        | 55/150 [00:20<00:31,  3.04it/s, identities=786]
Computing prototypes:  37%|█████▏        | 56/150 [00:20<00:30,  3.04it/s, identities=786]
Computing prototypes:  37%|█████▏        | 56/150 [00:20<00:30,  3.04it/s, identities=793]
Computing prototypes:  38%|█████▎        | 57/150 [00:20<00:30,  3.04it/s, identities=793]
Computing prototypes:  38%|█████▎        | 57/150 [00:20<00:30,  3.04it/s, identities=799]
Computing prototypes:  39%|█████▍        | 58/150 [00:20<00:30,  3.04it/s, identities=799]
Computing prototypes:  39%|█████▍        | 58/150 [00:21<00:30,  3.04it/s, identities=805]
Computing prototypes:  39%|█████▌        | 59/150 [00:21<00:29,  3.03it/s, identities=805]
Computing prototypes:  39%|█████▌        | 59/150 [00:21<00:29,  3.03it/s, identities=810]
Computing prototypes:  40%|█████▌        | 60/150 [00:21<00:29,  3.04it/s, identities=810]
Computing prototypes:  40%|█████▌        | 60/150 [00:21<00:29,  3.04it/s, identities=815]
Computing prototypes:  41%|█████▋        | 61/150 [00:21<00:29,  3.03it/s, identities=815]
Computing prototypes:  41%|█████▋        | 61/150 [00:22<00:29,  3.03it/s, identities=821]
Computing prototypes:  41%|█████▊        | 62/150 [00:22<00:29,  3.03it/s, identities=821]
Computing prototypes:  41%|█████▊        | 62/150 [00:22<00:29,  3.03it/s, identities=826]
Computing prototypes:  42%|█████▉        | 63/150 [00:22<00:28,  3.03it/s, identities=826]
Computing prototypes:  42%|█████▉        | 63/150 [00:22<00:28,  3.03it/s, identities=829]
Computing prototypes:  43%|█████▉        | 64/150 [00:22<00:28,  3.03it/s, identities=829]
Computing prototypes:  43%|█████▉        | 64/150 [00:23<00:28,  3.03it/s, identities=835]
Computing prototypes:  43%|██████        | 65/150 [00:23<00:28,  3.02it/s, identities=835]
Computing prototypes:  43%|██████        | 65/150 [00:23<00:28,  3.02it/s, identities=843]
Computing prototypes:  44%|██████▏       | 66/150 [00:23<00:27,  3.03it/s, identities=843]
Computing prototypes:  44%|██████▏       | 66/150 [00:23<00:27,  3.03it/s, identities=849]
Computing prototypes:  45%|██████▎       | 67/150 [00:23<00:27,  3.02it/s, identities=849]
Computing prototypes:  45%|██████▎       | 67/150 [00:24<00:27,  3.02it/s, identities=856]
Computing prototypes:  45%|██████▎       | 68/150 [00:24<00:27,  3.02it/s, identities=856]
Computing prototypes:  45%|██████▎       | 68/150 [00:24<00:27,  3.02it/s, identities=860]
Computing prototypes:  46%|██████▍       | 69/150 [00:24<00:26,  3.02it/s, identities=860]
Computing prototypes:  46%|██████▍       | 69/150 [00:24<00:26,  3.02it/s, identities=866]
Computing prototypes:  47%|██████▌       | 70/150 [00:24<00:26,  3.02it/s, identities=866]
Computing prototypes:  47%|██████▌       | 70/150 [00:25<00:26,  3.02it/s, identities=867]
Computing prototypes:  47%|██████▋       | 71/150 [00:25<00:26,  3.02it/s, identities=867]
Computing prototypes:  47%|██████▋       | 71/150 [00:25<00:26,  3.02it/s, identities=870]
Computing prototypes:  48%|██████▋       | 72/150 [00:25<00:25,  3.02it/s, identities=870]
Computing prototypes:  48%|██████▋       | 72/150 [00:25<00:25,  3.02it/s, identities=874]
Computing prototypes:  49%|██████▊       | 73/150 [00:25<00:25,  3.01it/s, identities=874]
Computing prototypes:  49%|██████▊       | 73/150 [00:26<00:25,  3.01it/s, identities=875]
Computing prototypes:  49%|██████▉       | 74/150 [00:26<00:25,  3.01it/s, identities=875]
Computing prototypes:  49%|██████▉       | 74/150 [00:26<00:25,  3.01it/s, identities=882]
Computing prototypes:  50%|███████       | 75/150 [00:26<00:24,  3.00it/s, identities=882]
Computing prototypes:  50%|███████       | 75/150 [00:26<00:24,  3.00it/s, identities=886]
Computing prototypes:  51%|███████       | 76/150 [00:26<00:24,  3.00it/s, identities=886]
Computing prototypes:  51%|███████       | 76/150 [00:27<00:24,  3.00it/s, identities=892]
Computing prototypes:  51%|███████▏      | 77/150 [00:27<00:24,  3.00it/s, identities=892]
Computing prototypes:  51%|███████▏      | 77/150 [00:27<00:24,  3.00it/s, identities=894]
Computing prototypes:  52%|███████▎      | 78/150 [00:27<00:23,  3.00it/s, identities=894]
Computing prototypes:  52%|███████▎      | 78/150 [00:27<00:23,  3.00it/s, identities=898]
Computing prototypes:  53%|███████▎      | 79/150 [00:27<00:23,  3.00it/s, identities=898]
Computing prototypes:  53%|███████▎      | 79/150 [00:28<00:23,  3.00it/s, identities=901]
Computing prototypes:  53%|███████▍      | 80/150 [00:28<00:23,  3.00it/s, identities=901]
Computing prototypes:  53%|███████▍      | 80/150 [00:28<00:23,  3.00it/s, identities=906]
Computing prototypes:  54%|███████▌      | 81/150 [00:28<00:22,  3.00it/s, identities=906]
Computing prototypes:  54%|███████▌      | 81/150 [00:28<00:22,  3.00it/s, identities=910]
Computing prototypes:  55%|███████▋      | 82/150 [00:28<00:22,  3.00it/s, identities=910]
Computing prototypes:  55%|███████▋      | 82/150 [00:29<00:22,  3.00it/s, identities=915]
Computing prototypes:  55%|███████▋      | 83/150 [00:29<00:22,  2.99it/s, identities=915]
Computing prototypes:  55%|███████▋      | 83/150 [00:29<00:22,  2.99it/s, identities=916]
Computing prototypes:  56%|███████▊      | 84/150 [00:29<00:22,  2.99it/s, identities=916]
Computing prototypes:  56%|███████▊      | 84/150 [00:29<00:22,  2.99it/s, identities=918]
Computing prototypes:  57%|███████▉      | 85/150 [00:29<00:21,  2.99it/s, identities=918]
Computing prototypes:  57%|███████▉      | 85/150 [00:30<00:21,  2.99it/s, identities=927]
Computing prototypes:  57%|████████      | 86/150 [00:30<00:21,  2.99it/s, identities=927]
Computing prototypes:  57%|████████      | 86/150 [00:30<00:21,  2.99it/s, identities=930]
Computing prototypes:  58%|████████      | 87/150 [00:30<00:21,  2.99it/s, identities=930]
Computing prototypes:  58%|████████      | 87/150 [00:30<00:21,  2.99it/s, identities=934]
Computing prototypes:  59%|████████▏     | 88/150 [00:30<00:20,  2.98it/s, identities=934]
Computing prototypes:  59%|████████▏     | 88/150 [00:31<00:20,  2.98it/s, identities=935]
Computing prototypes:  59%|████████▎     | 89/150 [00:31<00:20,  2.98it/s, identities=935]
Computing prototypes:  59%|████████▎     | 89/150 [00:31<00:20,  2.98it/s, identities=941]
Computing prototypes:  60%|████████▍     | 90/150 [00:31<00:20,  2.98it/s, identities=941]
Computing prototypes:  60%|████████▍     | 90/150 [00:31<00:20,  2.98it/s, identities=945]
Computing prototypes:  61%|████████▍     | 91/150 [00:31<00:19,  2.98it/s, identities=945]
Computing prototypes:  61%|████████▍     | 91/150 [00:32<00:19,  2.98it/s, identities=948]
Computing prototypes:  61%|████████▌     | 92/150 [00:32<00:19,  2.97it/s, identities=948]
Computing prototypes:  61%|████████▌     | 92/150 [00:32<00:19,  2.97it/s, identities=951]
Computing prototypes:  62%|████████▋     | 93/150 [00:32<00:19,  2.97it/s, identities=951]
Computing prototypes:  62%|████████▋     | 93/150 [00:32<00:19,  2.97it/s, identities=956]
Computing prototypes:  63%|████████▊     | 94/150 [00:32<00:18,  2.96it/s, identities=956]
Computing prototypes:  63%|████████▊     | 94/150 [00:33<00:18,  2.96it/s, identities=957]
Computing prototypes:  63%|████████▊     | 95/150 [00:33<00:18,  2.96it/s, identities=957]
Computing prototypes:  63%|████████▊     | 95/150 [00:33<00:18,  2.96it/s, identities=959]
Computing prototypes:  64%|████████▉     | 96/150 [00:33<00:18,  2.95it/s, identities=959]
Computing prototypes:  64%|████████▉     | 96/150 [00:33<00:18,  2.95it/s, identities=961]
Computing prototypes:  65%|█████████     | 97/150 [00:33<00:17,  2.95it/s, identities=961]
Computing prototypes:  65%|█████████     | 97/150 [00:34<00:17,  2.95it/s, identities=962]
Computing prototypes:  65%|█████████▏    | 98/150 [00:34<00:17,  2.95it/s, identities=962]
Computing prototypes:  65%|█████████▏    | 98/150 [00:34<00:17,  2.95it/s, identities=964]
Computing prototypes:  66%|█████████▏    | 99/150 [00:34<00:17,  2.95it/s, identities=964]
Computing prototypes:  66%|█████████▏    | 99/150 [00:34<00:17,  2.95it/s, identities=966]
Computing prototypes:  67%|████████▋    | 100/150 [00:34<00:16,  2.94it/s, identities=966]
Computing prototypes:  67%|████████▋    | 100/150 [00:35<00:16,  2.94it/s, identities=970]
Computing prototypes:  67%|████████▊    | 101/150 [00:35<00:16,  2.94it/s, identities=970]
Computing prototypes:  67%|████████▊    | 101/150 [00:35<00:16,  2.94it/s, identities=971]
Computing prototypes:  68%|████████▊    | 102/150 [00:35<00:16,  2.95it/s, identities=971]
Computing prototypes:  68%|████████▊    | 102/150 [00:35<00:16,  2.95it/s, identities=976]
Computing prototypes:  69%|████████▉    | 103/150 [00:35<00:15,  2.94it/s, identities=976]
Computing prototypes:  69%|████████▉    | 103/150 [00:36<00:15,  2.94it/s, identities=978]
Computing prototypes:  69%|█████████    | 104/150 [00:36<00:15,  2.94it/s, identities=978]
Computing prototypes:  69%|█████████    | 104/150 [00:36<00:15,  2.94it/s, identities=981]
Computing prototypes:  70%|█████████    | 105/150 [00:36<00:15,  2.94it/s, identities=981]
Computing prototypes:  70%|█████████    | 105/150 [00:36<00:15,  2.94it/s, identities=983]
Computing prototypes:  71%|█████████▏   | 106/150 [00:36<00:15,  2.93it/s, identities=983]
Computing prototypes:  71%|█████████▏   | 106/150 [00:37<00:15,  2.93it/s, identities=985]
Computing prototypes:  71%|█████████▎   | 107/150 [00:37<00:14,  2.93it/s, identities=985]
Computing prototypes:  71%|█████████▎   | 107/150 [00:37<00:14,  2.93it/s, identities=986]
Computing prototypes:  72%|█████████▎   | 108/150 [00:37<00:14,  2.93it/s, identities=986]
Computing prototypes:  72%|█████████▎   | 108/150 [00:38<00:14,  2.93it/s, identities=988]
Computing prototypes:  73%|█████████▍   | 109/150 [00:38<00:14,  2.92it/s, identities=988]
Computing prototypes:  73%|█████████▍   | 109/150 [00:38<00:14,  2.92it/s, identities=991]
Computing prototypes:  73%|█████████▌   | 110/150 [00:38<00:13,  2.92it/s, identities=991]
Computing prototypes:  73%|█████████▌   | 110/150 [00:38<00:13,  2.92it/s, identities=991]
Computing prototypes:  74%|█████████▌   | 111/150 [00:38<00:13,  2.92it/s, identities=991]
Computing prototypes:  74%|█████████▌   | 111/150 [00:39<00:13,  2.92it/s, identities=994]
Computing prototypes:  75%|█████████▋   | 112/150 [00:39<00:13,  2.91it/s, identities=994]
Computing prototypes:  75%|█████████▋   | 112/150 [00:39<00:13,  2.91it/s, identities=997]
Computing prototypes:  75%|█████████▊   | 113/150 [00:39<00:12,  2.91it/s, identities=997]
Computing prototypes:  75%|█████████▊   | 113/150 [00:39<00:12,  2.91it/s, identities=998]
Computing prototypes:  76%|█████████▉   | 114/150 [00:39<00:12,  2.91it/s, identities=998]
Computing prototypes:  76%|█████████   | 114/150 [00:40<00:12,  2.91it/s, identities=1000]
Computing prototypes:  77%|█████████▏  | 115/150 [00:40<00:12,  2.90it/s, identities=1000]
Computing prototypes:  77%|█████████▏  | 115/150 [00:40<00:12,  2.90it/s, identities=1001]
Computing prototypes:  77%|█████████▎  | 116/150 [00:40<00:11,  2.90it/s, identities=1001]
Computing prototypes:  77%|█████████▎  | 116/150 [00:40<00:11,  2.90it/s, identities=1006]
Computing prototypes:  78%|█████████▎  | 117/150 [00:40<00:11,  2.90it/s, identities=1006]
Computing prototypes:  78%|█████████▎  | 117/150 [00:41<00:11,  2.90it/s, identities=1007]
Computing prototypes:  79%|█████████▍  | 118/150 [00:41<00:11,  2.89it/s, identities=1007]
Computing prototypes:  79%|█████████▍  | 118/150 [00:41<00:11,  2.89it/s, identities=1009]
Computing prototypes:  79%|█████████▌  | 119/150 [00:41<00:10,  2.90it/s, identities=1009]
Computing prototypes:  79%|█████████▌  | 119/150 [00:41<00:10,  2.90it/s, identities=1009]
Computing prototypes:  80%|█████████▌  | 120/150 [00:41<00:10,  2.89it/s, identities=1009]
Computing prototypes:  80%|█████████▌  | 120/150 [00:42<00:10,  2.89it/s, identities=1011]
Computing prototypes:  81%|█████████▋  | 121/150 [00:42<00:10,  2.86it/s, identities=1011]
Computing prototypes:  81%|█████████▋  | 121/150 [00:42<00:10,  2.86it/s, identities=1013]
Computing prototypes:  81%|█████████▊  | 122/150 [00:42<00:09,  2.88it/s, identities=1013]
Computing prototypes:  81%|█████████▊  | 122/150 [00:42<00:09,  2.88it/s, identities=1014]
Computing prototypes:  82%|█████████▊  | 123/150 [00:42<00:09,  2.87it/s, identities=1014]
Computing prototypes:  82%|█████████▊  | 123/150 [00:43<00:09,  2.87it/s, identities=1016]
Computing prototypes:  83%|█████████▉  | 124/150 [00:43<00:09,  2.87it/s, identities=1016]
Computing prototypes:  83%|█████████▉  | 124/150 [00:43<00:09,  2.87it/s, identities=1017]
Computing prototypes:  83%|██████████  | 125/150 [00:43<00:08,  2.88it/s, identities=1017]
Computing prototypes:  83%|██████████  | 125/150 [00:43<00:08,  2.88it/s, identities=1017]
Computing prototypes:  84%|██████████  | 126/150 [00:43<00:08,  2.88it/s, identities=1017]
Computing prototypes:  84%|██████████  | 126/150 [00:44<00:08,  2.88it/s, identities=1019]
Computing prototypes:  85%|██████████▏ | 127/150 [00:44<00:08,  2.87it/s, identities=1019]
Computing prototypes:  85%|██████████▏ | 127/150 [00:44<00:08,  2.87it/s, identities=1021]
Computing prototypes:  85%|██████████▏ | 128/150 [00:44<00:07,  2.88it/s, identities=1021]
Computing prototypes:  85%|██████████▏ | 128/150 [00:44<00:07,  2.88it/s, identities=1021]
Computing prototypes:  86%|██████████▎ | 129/150 [00:44<00:07,  2.88it/s, identities=1021]
Computing prototypes:  86%|██████████▎ | 129/150 [00:45<00:07,  2.88it/s, identities=1022]
Computing prototypes:  87%|██████████▍ | 130/150 [00:45<00:06,  2.87it/s, identities=1022]
Computing prototypes:  87%|██████████▍ | 130/150 [00:45<00:06,  2.87it/s, identities=1023]
Computing prototypes:  87%|██████████▍ | 131/150 [00:45<00:06,  2.88it/s, identities=1023]
Computing prototypes:  87%|██████████▍ | 131/150 [00:45<00:06,  2.88it/s, identities=1023]
Computing prototypes:  88%|██████████▌ | 132/150 [00:45<00:06,  2.88it/s, identities=1023]
Computing prototypes:  88%|██████████▌ | 132/150 [00:46<00:06,  2.88it/s, identities=1024]
Computing prototypes:  89%|██████████▋ | 133/150 [00:46<00:05,  2.87it/s, identities=1024]
Computing prototypes:  89%|██████████▋ | 133/150 [00:46<00:05,  2.87it/s, identities=1026]
Computing prototypes:  89%|██████████▋ | 134/150 [00:46<00:05,  2.87it/s, identities=1026]
Computing prototypes:  89%|██████████▋ | 134/150 [00:47<00:05,  2.87it/s, identities=1030]
Computing prototypes:  90%|██████████▊ | 135/150 [00:47<00:05,  2.86it/s, identities=1030]
Computing prototypes:  90%|██████████▊ | 135/150 [00:47<00:05,  2.86it/s, identities=1032]
Computing prototypes:  91%|██████████▉ | 136/150 [00:47<00:04,  2.86it/s, identities=1032]
Computing prototypes:  91%|██████████▉ | 136/150 [00:47<00:04,  2.86it/s, identities=1033]
Computing prototypes:  91%|██████████▉ | 137/150 [00:47<00:04,  2.87it/s, identities=1033]
Computing prototypes:  91%|██████████▉ | 137/150 [00:48<00:04,  2.87it/s, identities=1035]
Computing prototypes:  92%|███████████ | 138/150 [00:48<00:04,  2.86it/s, identities=1035]
Computing prototypes:  92%|███████████ | 138/150 [00:48<00:04,  2.86it/s, identities=1035]
Computing prototypes:  93%|███████████ | 139/150 [00:48<00:03,  2.86it/s, identities=1035]
Computing prototypes:  93%|███████████ | 139/150 [00:48<00:03,  2.86it/s, identities=1035]
Computing prototypes:  93%|███████████▏| 140/150 [00:48<00:03,  2.86it/s, identities=1035]
Computing prototypes:  93%|███████████▏| 140/150 [00:49<00:03,  2.86it/s, identities=1036]
Computing prototypes:  94%|███████████▎| 141/150 [00:49<00:03,  2.85it/s, identities=1036]
Computing prototypes:  94%|███████████▎| 141/150 [00:49<00:03,  2.85it/s, identities=1036]
Computing prototypes:  95%|███████████▎| 142/150 [00:49<00:02,  2.85it/s, identities=1036]
Computing prototypes:  95%|███████████▎| 142/150 [00:49<00:02,  2.85it/s, identities=1038]
Computing prototypes:  95%|███████████▍| 143/150 [00:49<00:02,  2.86it/s, identities=1038]
Computing prototypes:  95%|███████████▍| 143/150 [00:50<00:02,  2.86it/s, identities=1038]
Computing prototypes:  96%|███████████▌| 144/150 [00:50<00:02,  2.85it/s, identities=1038]
Computing prototypes:  96%|███████████▌| 144/150 [00:50<00:02,  2.85it/s, identities=1039]
Computing prototypes:  97%|███████████▌| 145/150 [00:50<00:01,  2.85it/s, identities=1039]
Computing prototypes:  97%|███████████▌| 145/150 [00:50<00:01,  2.85it/s, identities=1039]
Computing prototypes:  97%|███████████▋| 146/150 [00:50<00:01,  2.85it/s, identities=1039]
Computing prototypes:  97%|███████████▋| 146/150 [00:51<00:01,  2.85it/s, identities=1039]
Computing prototypes:  98%|███████████▊| 147/150 [00:51<00:01,  2.84it/s, identities=1039]
Computing prototypes:  98%|███████████▊| 147/150 [00:51<00:01,  2.84it/s, identities=1041]
Computing prototypes:  99%|███████████▊| 148/150 [00:51<00:00,  2.84it/s, identities=1041]
Computing prototypes:  99%|███████████▊| 148/150 [00:51<00:00,  2.84it/s, identities=1041]
Computing prototypes:  99%|███████████▉| 149/150 [00:51<00:00,  2.85it/s, identities=1041]
Computing prototypes:  99%|███████████▉| 149/150 [00:52<00:00,  2.85it/s, identities=1044]
Computing prototypes: 100%|████████████| 150/150 [00:52<00:00,  2.84it/s, identities=1044]
Computing prototypes: 100%|████████████| 150/150 [00:52<00:00,  2.87it/s, identities=1044]
Prototypes computed: 1044 identities from 150 batches

Training: 80 epochs | 43559 samples | 453 steps/epoch | batch=96


Ep 001/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]/home/aiserver/works/fingerprint/.venv/lib/python3.11/site-packages/torch/nn/parallel/parallel_apply.py:79: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.device(device), torch.cuda.stream(stream), autocast(enabled=autocast_enabled):

Ep 001/80 [S1:deg_only]:   0%|         | 0/453 [00:03<?, ?it/s, loss=0.289, pair=0.001, adv=7.196, sprd=0.029]
Ep 001/80 [S1:deg_only]:   0%| | 1/453 [00:03<29:40,  3.94s/it, loss=0.289, pair=0.001, adv=7.196, sprd=0.029]
Ep 001/80 [S1:deg_only]:   0%| | 1/453 [00:04<29:40,  3.94s/it, loss=0.231, pair=0.003, adv=8.362, sprd=0.020]
Ep 001/80 [S1:deg_only]:   0%| | 2/453 [00:04<13:56,  1.86s/it, loss=0.231, pair=0.003, adv=8.362, sprd=0.020]
Ep 001/80 [S1:deg_only]:   0%| | 2/453 [00:04<13:56,  1.86s/it, loss=0.241, pair=0.000, adv=7.128, sprd=0.021]
Ep 001/80 [S1:deg_only]:   1%| | 3/453 [00:04<09:37,  1.28s/it, loss=0.241, pair=0.000, adv=7.128, sprd=0.021]
Ep 001/80 [S1:deg_only]:   1%| | 3/453 [00:05<09:37,  1.28s/it, loss=0.247, pair=0.000, adv=4.598, sprd=0.020]
Ep 001/80 [S1:deg_only]:   1%| | 4/453 [00:05<06:56,  1.08it/s, loss=0.247, pair=0.000, adv=4.598, sprd=0.020]
Ep 001/80 [S1:deg_only]:   1%| | 4/453 [00:06<06:56,  1.08it/s, loss=0.238, pair=0.000, adv=6.933, sprd=0.021]
Ep 001/80 [S1:deg_only]:   1%| | 5/453 [00:06<06:15,  1.19it/s, loss=0.238, pair=0.000, adv=6.933, sprd=0.021]
Ep 001/80 [S1:deg_only]:   1%| | 5/453 [00:06<06:15,  1.19it/s, loss=0.290, pair=0.000, adv=5.923, sprd=0.029]
Ep 001/80 [S1:deg_only]:   1%| | 6/453 [00:06<05:08,  1.45it/s, loss=0.290, pair=0.000, adv=5.923, sprd=0.029]
Ep 001/80 [S1:deg_only]:   1%| | 6/453 [00:07<05:08,  1.45it/s, loss=0.194, pair=0.000, adv=7.762, sprd=0.017]
Ep 001/80 [S1:deg_only]:   2%| | 7/453 [00:07<05:02,  1.47it/s, loss=0.194, pair=0.000, adv=7.762, sprd=0.017]
Ep 001/80 [S1:deg_only]:   2%| | 7/453 [00:07<05:02,  1.47it/s, loss=0.261, pair=0.007, adv=6.192, sprd=0.027]
Ep 001/80 [S1:deg_only]:   2%| | 8/453 [00:07<04:36,  1.61it/s, loss=0.261, pair=0.007, adv=6.192, sprd=0.027]
Ep 001/80 [S1:deg_only]:   2%| | 8/453 [00:08<04:36,  1.61it/s, loss=0.248, pair=0.005, adv=8.258, sprd=0.023]
Ep 001/80 [S1:deg_only]:   2%| | 9/453 [00:08<04:53,  1.51it/s, loss=0.248, pair=0.005, adv=8.258, sprd=0.023]
Ep 001/80 [S1:deg_only]:   2%| | 9/453 [00:08<04:53,  1.51it/s, loss=0.285, pair=0.003, adv=4.493, sprd=0.027]
Ep 001/80 [S1:deg_only]:   2%| | 10/453 [00:08<04:21,  1.70it/s, loss=0.285, pair=0.003, adv=4.493, sprd=0.027
Ep 001/80 [S1:deg_only]:   2%| | 10/453 [00:09<04:21,  1.70it/s, loss=0.280, pair=0.000, adv=5.769, sprd=0.024
Ep 001/80 [S1:deg_only]:   2%| | 11/453 [00:09<04:18,  1.71it/s, loss=0.280, pair=0.000, adv=5.769, sprd=0.024
Ep 001/80 [S1:deg_only]:   2%| | 11/453 [00:09<04:18,  1.71it/s, loss=0.213, pair=0.000, adv=5.992, sprd=0.017
Ep 001/80 [S1:deg_only]:   3%| | 12/453 [00:09<03:53,  1.89it/s, loss=0.213, pair=0.000, adv=5.992, sprd=0.017
Ep 001/80 [S1:deg_only]:   3%| | 12/453 [00:10<03:53,  1.89it/s, loss=0.223, pair=0.001, adv=9.791, sprd=0.020
Ep 001/80 [S1:deg_only]:   3%| | 13/453 [00:10<03:58,  1.84it/s, loss=0.223, pair=0.001, adv=9.791, sprd=0.020
Ep 001/80 [S1:deg_only]:   3%| | 13/453 [00:10<03:58,  1.84it/s, loss=0.244, pair=0.003, adv=7.983, sprd=0.027
Ep 001/80 [S1:deg_only]:   3%| | 14/453 [00:10<03:46,  1.94it/s, loss=0.244, pair=0.003, adv=7.983, sprd=0.027
Ep 001/80 [S1:deg_only]:   3%| | 14/453 [00:11<03:46,  1.94it/s, loss=0.228, pair=0.000, adv=8.222, sprd=0.023
Ep 001/80 [S1:deg_only]:   3%| | 15/453 [00:11<03:51,  1.89it/s, loss=0.228, pair=0.000, adv=8.222, sprd=0.023
Ep 001/80 [S1:deg_only]:   3%| | 15/453 [00:11<03:51,  1.89it/s, loss=0.246, pair=0.003, adv=10.491, sprd=0.02
Ep 001/80 [S1:deg_only]:   4%| | 16/453 [00:11<03:36,  2.02it/s, loss=0.246, pair=0.003, adv=10.491, sprd=0.02
Ep 001/80 [S1:deg_only]:   4%| | 16/453 [00:12<03:36,  2.02it/s, loss=0.292, pair=0.027, adv=8.735, sprd=0.014
Ep 001/80 [S1:deg_only]:   4%| | 17/453 [00:12<03:42,  1.96it/s, loss=0.292, pair=0.027, adv=8.735, sprd=0.014
Ep 001/80 [S1:deg_only]:   4%| | 17/453 [00:12<03:42,  1.96it/s, loss=0.224, pair=0.027, adv=9.980, sprd=0.017
Ep 001/80 [S1:deg_only]:   4%| | 18/453 [00:12<03:26,  2.11it/s, loss=0.224, pair=0.027, adv=9.980, sprd=0.017
Ep 001/80 [S1:deg_only]:   4%| | 18/453 [00:13<03:26,  2.11it/s, loss=0.251, pair=0.014, adv=5.283, sprd=0.022
Ep 001/80 [S1:deg_only]:   4%| | 19/453 [00:13<03:38,  1.99it/s, loss=0.251, pair=0.014, adv=5.283, sprd=0.022
Ep 001/80 [S1:deg_only]:   4%| | 19/453 [00:13<03:38,  1.99it/s, loss=0.189, pair=0.018, adv=7.559, sprd=0.018
Ep 001/80 [S1:deg_only]:   4%| | 20/453 [00:13<03:29,  2.07it/s, loss=0.189, pair=0.018, adv=7.559, sprd=0.018
Ep 001/80 [S1:deg_only]:   4%| | 20/453 [00:14<03:29,  2.07it/s, loss=0.275, pair=0.032, adv=6.135, sprd=0.029
Ep 001/80 [S1:deg_only]:   5%| | 21/453 [00:14<03:40,  1.96it/s, loss=0.275, pair=0.032, adv=6.135, sprd=0.029
Ep 001/80 [S1:deg_only]:   5%| | 21/453 [00:14<03:40,  1.96it/s, loss=0.228, pair=0.086, adv=5.138, sprd=0.015
Ep 001/80 [S1:deg_only]:   5%| | 22/453 [00:14<03:24,  2.11it/s, loss=0.228, pair=0.086, adv=5.138, sprd=0.015
Ep 001/80 [S1:deg_only]:   5%| | 22/453 [00:15<03:24,  2.11it/s, loss=0.233, pair=0.032, adv=6.026, sprd=0.022
Ep 001/80 [S1:deg_only]:   5%| | 23/453 [00:15<03:35,  2.00it/s, loss=0.233, pair=0.032, adv=6.026, sprd=0.022
Ep 001/80 [S1:deg_only]:   5%| | 23/453 [00:15<03:35,  2.00it/s, loss=0.203, pair=0.029, adv=5.683, sprd=0.017
Ep 001/80 [S1:deg_only]:   5%| | 24/453 [00:15<03:22,  2.12it/s, loss=0.203, pair=0.029, adv=5.683, sprd=0.017
Ep 001/80 [S1:deg_only]:   5%| | 24/453 [00:16<03:22,  2.12it/s, loss=0.193, pair=0.047, adv=7.321, sprd=0.017
Ep 001/80 [S1:deg_only]:   6%| | 25/453 [00:16<03:53,  1.84it/s, loss=0.193, pair=0.047, adv=7.321, sprd=0.017
Ep 001/80 [S1:deg_only]:   6%| | 25/453 [00:16<03:53,  1.84it/s, loss=0.233, pair=0.032, adv=4.034, sprd=0.026
Ep 001/80 [S1:deg_only]:   6%| | 26/453 [00:16<03:40,  1.94it/s, loss=0.233, pair=0.032, adv=4.034, sprd=0.026
Ep 001/80 [S1:deg_only]:   6%| | 26/453 [00:17<03:40,  1.94it/s, loss=0.209, pair=0.059, adv=6.149, sprd=0.021
Ep 001/80 [S1:deg_only]:   6%| | 27/453 [00:17<04:11,  1.69it/s, loss=0.209, pair=0.059, adv=6.149, sprd=0.021
Ep 001/80 [S1:deg_only]:   6%| | 27/453 [00:17<04:11,  1.69it/s, loss=0.200, pair=0.060, adv=5.648, sprd=0.017
Ep 001/80 [S1:deg_only]:   6%| | 28/453 [00:17<03:49,  1.86it/s, loss=0.200, pair=0.060, adv=5.648, sprd=0.017
Ep 001/80 [S1:deg_only]:   6%| | 28/453 [00:18<03:49,  1.86it/s, loss=0.225, pair=0.092, adv=6.965, sprd=0.023
Ep 001/80 [S1:deg_only]:   6%| | 29/453 [00:18<03:53,  1.82it/s, loss=0.225, pair=0.092, adv=6.965, sprd=0.023
Ep 001/80 [S1:deg_only]:   6%| | 29/453 [00:18<03:53,  1.82it/s, loss=0.193, pair=0.103, adv=7.400, sprd=0.013
Ep 001/80 [S1:deg_only]:   7%| | 30/453 [00:18<03:32,  1.99it/s, loss=0.193, pair=0.103, adv=7.400, sprd=0.013
Ep 001/80 [S1:deg_only]:   7%| | 30/453 [00:19<03:32,  1.99it/s, loss=0.226, pair=0.042, adv=10.036, sprd=0.02
Ep 001/80 [S1:deg_only]:   7%| | 31/453 [00:19<03:46,  1.86it/s, loss=0.226, pair=0.042, adv=10.036, sprd=0.02
Ep 001/80 [S1:deg_only]:   7%| | 31/453 [00:19<03:46,  1.86it/s, loss=0.217, pair=0.090, adv=4.910, sprd=0.020
Ep 001/80 [S1:deg_only]:   7%| | 32/453 [00:19<03:32,  1.98it/s, loss=0.217, pair=0.090, adv=4.910, sprd=0.020
Ep 001/80 [S1:deg_only]:   7%| | 32/453 [00:20<03:32,  1.98it/s, loss=0.262, pair=0.101, adv=5.279, sprd=0.025
Ep 001/80 [S1:deg_only]:   7%| | 33/453 [00:20<03:43,  1.88it/s, loss=0.262, pair=0.101, adv=5.279, sprd=0.025
Ep 001/80 [S1:deg_only]:   7%| | 33/453 [00:20<03:43,  1.88it/s, loss=0.221, pair=0.088, adv=6.731, sprd=0.018
Ep 001/80 [S1:deg_only]:   8%| | 34/453 [00:20<03:28,  2.01it/s, loss=0.221, pair=0.088, adv=6.731, sprd=0.018
Ep 001/80 [S1:deg_only]:   8%| | 34/453 [00:21<03:28,  2.01it/s, loss=0.214, pair=0.092, adv=6.037, sprd=0.018
Ep 001/80 [S1:deg_only]:   8%| | 35/453 [00:21<03:37,  1.92it/s, loss=0.214, pair=0.092, adv=6.037, sprd=0.018
Ep 001/80 [S1:deg_only]:   8%| | 35/453 [00:21<03:37,  1.92it/s, loss=0.247, pair=0.101, adv=9.740, sprd=0.024
Ep 001/80 [S1:deg_only]:   8%| | 36/453 [00:21<03:24,  2.04it/s, loss=0.247, pair=0.101, adv=9.740, sprd=0.024
Ep 001/80 [S1:deg_only]:   8%| | 36/453 [00:22<03:24,  2.04it/s, loss=0.242, pair=0.110, adv=8.614, sprd=0.017
Ep 001/80 [S1:deg_only]:   8%| | 37/453 [00:22<03:31,  1.97it/s, loss=0.242, pair=0.110, adv=8.614, sprd=0.017
Ep 001/80 [S1:deg_only]:   8%| | 37/453 [00:22<03:31,  1.97it/s, loss=0.256, pair=0.208, adv=6.365, sprd=0.025
Ep 001/80 [S1:deg_only]:   8%| | 38/453 [00:22<03:21,  2.06it/s, loss=0.256, pair=0.208, adv=6.365, sprd=0.025
Ep 001/80 [S1:deg_only]:   8%| | 38/453 [00:23<03:21,  2.06it/s, loss=0.221, pair=0.210, adv=3.979, sprd=0.019
Ep 001/80 [S1:deg_only]:   9%| | 39/453 [00:23<03:30,  1.97it/s, loss=0.221, pair=0.210, adv=3.979, sprd=0.019
Ep 001/80 [S1:deg_only]:   9%| | 39/453 [00:23<03:30,  1.97it/s, loss=0.215, pair=0.182, adv=8.637, sprd=0.019
Ep 001/80 [S1:deg_only]:   9%| | 40/453 [00:23<03:19,  2.07it/s, loss=0.215, pair=0.182, adv=8.637, sprd=0.019
Ep 001/80 [S1:deg_only]:   9%| | 40/453 [00:24<03:19,  2.07it/s, loss=0.258, pair=0.266, adv=5.377, sprd=0.027
Ep 001/80 [S1:deg_only]:   9%| | 41/453 [00:24<03:36,  1.91it/s, loss=0.258, pair=0.266, adv=5.377, sprd=0.027
Ep 001/80 [S1:deg_only]:   9%| | 41/453 [00:24<03:36,  1.91it/s, loss=0.219, pair=0.254, adv=4.977, sprd=0.020
Ep 001/80 [S1:deg_only]:   9%| | 42/453 [00:24<03:21,  2.04it/s, loss=0.219, pair=0.254, adv=4.977, sprd=0.020
Ep 001/80 [S1:deg_only]:   9%| | 42/453 [00:25<03:21,  2.04it/s, loss=0.204, pair=0.196, adv=7.088, sprd=0.016
Ep 001/80 [S1:deg_only]:   9%| | 43/453 [00:25<03:37,  1.89it/s, loss=0.204, pair=0.196, adv=7.088, sprd=0.016
Ep 001/80 [S1:deg_only]:   9%| | 43/453 [00:25<03:37,  1.89it/s, loss=0.222, pair=0.169, adv=5.949, sprd=0.017
Ep 001/80 [S1:deg_only]:  10%| | 44/453 [00:25<03:23,  2.01it/s, loss=0.222, pair=0.169, adv=5.949, sprd=0.017
Ep 001/80 [S1:deg_only]:  10%| | 44/453 [00:26<03:23,  2.01it/s, loss=0.211, pair=0.287, adv=4.440, sprd=0.019
Ep 001/80 [S1:deg_only]:  10%| | 45/453 [00:26<03:31,  1.93it/s, loss=0.211, pair=0.287, adv=4.440, sprd=0.019
Ep 001/80 [S1:deg_only]:  10%| | 45/453 [00:26<03:31,  1.93it/s, loss=0.253, pair=0.346, adv=5.648, sprd=0.025
Ep 001/80 [S1:deg_only]:  10%| | 46/453 [00:26<03:19,  2.04it/s, loss=0.253, pair=0.346, adv=5.648, sprd=0.025
Ep 001/80 [S1:deg_only]:  10%| | 46/453 [00:27<03:19,  2.04it/s, loss=0.213, pair=0.507, adv=7.324, sprd=0.017
Ep 001/80 [S1:deg_only]:  10%| | 47/453 [00:27<03:23,  1.99it/s, loss=0.213, pair=0.507, adv=7.324, sprd=0.017
Ep 001/80 [S1:deg_only]:  10%| | 47/453 [00:27<03:23,  1.99it/s, loss=0.211, pair=0.603, adv=4.481, sprd=0.015
Ep 001/80 [S1:deg_only]:  11%| | 48/453 [00:27<03:11,  2.12it/s, loss=0.211, pair=0.603, adv=4.481, sprd=0.015
Ep 001/80 [S1:deg_only]:  11%| | 48/453 [00:28<03:11,  2.12it/s, loss=0.230, pair=0.383, adv=4.946, sprd=0.019
Ep 001/80 [S1:deg_only]:  11%| | 49/453 [00:28<03:22,  1.99it/s, loss=0.230, pair=0.383, adv=4.946, sprd=0.019
Ep 001/80 [S1:deg_only]:  11%| | 49/453 [00:28<03:22,  1.99it/s, loss=0.209, pair=0.385, adv=8.233, sprd=0.013
Ep 001/80 [S1:deg_only]:  11%| | 50/453 [00:28<03:07,  2.15it/s, loss=0.209, pair=0.385, adv=8.233, sprd=0.013
Ep 001/80 [S1:deg_only]:  11%| | 50/453 [00:29<03:07,  2.15it/s, loss=0.211, pair=0.313, adv=8.265, sprd=0.016
Ep 001/80 [S1:deg_only]:  11%| | 51/453 [00:29<03:22,  1.98it/s, loss=0.211, pair=0.313, adv=8.265, sprd=0.016
Ep 001/80 [S1:deg_only]:  11%| | 51/453 [00:29<03:22,  1.98it/s, loss=0.195, pair=0.739, adv=13.815, sprd=0.01
Ep 001/80 [S1:deg_only]:  11%| | 52/453 [00:29<03:09,  2.11it/s, loss=0.195, pair=0.739, adv=13.815, sprd=0.01
Ep 001/80 [S1:deg_only]:  11%| | 52/453 [00:30<03:09,  2.11it/s, loss=0.206, pair=0.628, adv=6.060, sprd=0.016
Ep 001/80 [S1:deg_only]:  12%| | 53/453 [00:30<03:18,  2.02it/s, loss=0.206, pair=0.628, adv=6.060, sprd=0.016
Ep 001/80 [S1:deg_only]:  12%| | 53/453 [00:30<03:18,  2.02it/s, loss=0.180, pair=0.518, adv=6.929, sprd=0.012
Ep 001/80 [S1:deg_only]:  12%| | 54/453 [00:30<03:04,  2.16it/s, loss=0.180, pair=0.518, adv=6.929, sprd=0.012
Ep 001/80 [S1:deg_only]:  12%| | 54/453 [00:31<03:04,  2.16it/s, loss=0.202, pair=0.745, adv=10.574, sprd=0.01
Ep 001/80 [S1:deg_only]:  12%| | 55/453 [00:31<03:31,  1.88it/s, loss=0.202, pair=0.745, adv=10.574, sprd=0.01
Ep 001/80 [S1:deg_only]:  12%| | 55/453 [00:31<03:31,  1.88it/s, loss=0.222, pair=2.254, adv=3.139, sprd=0.021
Ep 001/80 [S1:deg_only]:  12%| | 56/453 [00:31<03:17,  2.01it/s, loss=0.222, pair=2.254, adv=3.139, sprd=0.021
Ep 001/80 [S1:deg_only]:  12%| | 56/453 [00:32<03:17,  2.01it/s, loss=0.181, pair=0.683, adv=5.423, sprd=0.015
Ep 001/80 [S1:deg_only]:  13%|▏| 57/453 [00:32<03:27,  1.91it/s, loss=0.181, pair=0.683, adv=5.423, sprd=0.015
Ep 001/80 [S1:deg_only]:  13%|▏| 57/453 [00:32<03:27,  1.91it/s, loss=0.214, pair=1.670, adv=6.800, sprd=0.020
Ep 001/80 [S1:deg_only]:  13%|▏| 58/453 [00:32<03:18,  1.99it/s, loss=0.214, pair=1.670, adv=6.800, sprd=0.020
Ep 001/80 [S1:deg_only]:  13%|▏| 58/453 [00:33<03:18,  1.99it/s, loss=0.226, pair=1.590, adv=6.829, sprd=0.019
Ep 001/80 [S1:deg_only]:  13%|▏| 59/453 [00:33<03:36,  1.82it/s, loss=0.226, pair=1.590, adv=6.829, sprd=0.019
Ep 001/80 [S1:deg_only]:  13%|▏| 59/453 [00:34<03:36,  1.82it/s, loss=0.178, pair=2.824, adv=5.239, sprd=0.012
Ep 001/80 [S1:deg_only]:  13%|▏| 60/453 [00:34<03:24,  1.92it/s, loss=0.178, pair=2.824, adv=5.239, sprd=0.012
Ep 001/80 [S1:deg_only]:  13%|▏| 60/453 [00:34<03:24,  1.92it/s, loss=0.184, pair=1.755, adv=3.832, sprd=0.015
Ep 001/80 [S1:deg_only]:  13%|▏| 61/453 [00:34<03:32,  1.85it/s, loss=0.184, pair=1.755, adv=3.832, sprd=0.015
Ep 001/80 [S1:deg_only]:  13%|▏| 61/453 [00:35<03:32,  1.85it/s, loss=0.210, pair=4.066, adv=9.091, sprd=0.017
Ep 001/80 [S1:deg_only]:  14%|▏| 62/453 [00:35<03:20,  1.95it/s, loss=0.210, pair=4.066, adv=9.091, sprd=0.017
Ep 001/80 [S1:deg_only]:  14%|▏| 62/453 [00:35<03:20,  1.95it/s, loss=0.208, pair=6.070, adv=7.593, sprd=0.013
Ep 001/80 [S1:deg_only]:  14%|▏| 63/453 [00:35<03:29,  1.86it/s, loss=0.208, pair=6.070, adv=7.593, sprd=0.013
Ep 001/80 [S1:deg_only]:  14%|▏| 63/453 [00:36<03:29,  1.86it/s, loss=0.148, pair=5.020, adv=6.016, sprd=0.010
Ep 001/80 [S1:deg_only]:  14%|▏| 64/453 [00:36<03:16,  1.98it/s, loss=0.148, pair=5.020, adv=6.016, sprd=0.010
Ep 001/80 [S1:deg_only]:  14%|▏| 64/453 [00:36<03:16,  1.98it/s, loss=0.249, pair=2.951, adv=15.790, sprd=0.00
Ep 001/80 [S1:deg_only]:  14%|▏| 65/453 [00:36<03:26,  1.88it/s, loss=0.249, pair=2.951, adv=15.790, sprd=0.00
Ep 001/80 [S1:deg_only]:  14%|▏| 65/453 [00:37<03:26,  1.88it/s, loss=0.192, pair=6.871, adv=5.460, sprd=0.014
Ep 001/80 [S1:deg_only]:  15%|▏| 66/453 [00:37<03:14,  1.99it/s, loss=0.192, pair=6.871, adv=5.460, sprd=0.014
Ep 001/80 [S1:deg_only]:  15%|▏| 66/453 [00:37<03:14,  1.99it/s, loss=0.155, pair=6.059, adv=8.417, sprd=0.011
Ep 001/80 [S1:deg_only]:  15%|▏| 67/453 [00:37<03:23,  1.89it/s, loss=0.155, pair=6.059, adv=8.417, sprd=0.011
Ep 001/80 [S1:deg_only]:  15%|▏| 67/453 [00:38<03:23,  1.89it/s, loss=0.136, pair=5.867, adv=7.519, sprd=0.009
Ep 001/80 [S1:deg_only]:  15%|▏| 68/453 [00:38<03:11,  2.01it/s, loss=0.136, pair=5.867, adv=7.519, sprd=0.009
Ep 001/80 [S1:deg_only]:  15%|▏| 68/453 [00:38<03:11,  2.01it/s, loss=0.207, pair=8.211, adv=4.122, sprd=0.013
Ep 001/80 [S1:deg_only]:  15%|▏| 69/453 [00:38<03:20,  1.92it/s, loss=0.207, pair=8.211, adv=4.122, sprd=0.013
Ep 001/80 [S1:deg_only]:  15%|▏| 69/453 [00:39<03:20,  1.92it/s, loss=0.194, pair=7.957, adv=6.096, sprd=0.007
Ep 001/80 [S1:deg_only]:  15%|▏| 70/453 [00:39<03:11,  2.00it/s, loss=0.194, pair=7.957, adv=6.096, sprd=0.007
Ep 001/80 [S1:deg_only]:  15%|▏| 70/453 [00:39<03:11,  2.00it/s, loss=0.206, pair=3.432, adv=5.721, sprd=0.006
Ep 001/80 [S1:deg_only]:  16%|▏| 71/453 [00:39<03:17,  1.93it/s, loss=0.206, pair=3.432, adv=5.721, sprd=0.006
Ep 001/80 [S1:deg_only]:  16%|▏| 71/453 [00:40<03:17,  1.93it/s, loss=0.133, pair=8.008, adv=5.906, sprd=0.008
Ep 001/80 [S1:deg_only]:  16%|▏| 72/453 [00:40<03:07,  2.04it/s, loss=0.133, pair=8.008, adv=5.906, sprd=0.008
Ep 001/80 [S1:deg_only]:  16%|▏| 72/453 [00:40<03:07,  2.04it/s, loss=0.160, pair=6.910, adv=6.625, sprd=0.008
Ep 001/80 [S1:deg_only]:  16%|▏| 73/453 [00:40<03:14,  1.96it/s, loss=0.160, pair=6.910, adv=6.625, sprd=0.008
Ep 001/80 [S1:deg_only]:  16%|▏| 73/453 [00:41<03:14,  1.96it/s, loss=0.141, pair=6.000, adv=7.378, sprd=0.010
Ep 001/80 [S1:deg_only]:  16%|▏| 74/453 [00:41<03:05,  2.05it/s, loss=0.141, pair=6.000, adv=7.378, sprd=0.010
Ep 001/80 [S1:deg_only]:  16%|▏| 74/453 [00:41<03:05,  2.05it/s, loss=0.128, pair=5.559, adv=11.872, sprd=0.00
Ep 001/80 [S1:deg_only]:  17%|▏| 75/453 [00:41<03:26,  1.83it/s, loss=0.128, pair=5.559, adv=11.872, sprd=0.00
Ep 001/80 [S1:deg_only]:  17%|▏| 75/453 [00:42<03:26,  1.83it/s, loss=0.137, pair=10.438, adv=5.264, sprd=0.00
Ep 001/80 [S1:deg_only]:  17%|▏| 76/453 [00:42<03:15,  1.93it/s, loss=0.137, pair=10.438, adv=5.264, sprd=0.00
Ep 001/80 [S1:deg_only]:  17%|▏| 76/453 [00:42<03:15,  1.93it/s, loss=0.144, pair=10.070, adv=3.385, sprd=0.01
Ep 001/80 [S1:deg_only]:  17%|▏| 77/453 [00:42<03:30,  1.78it/s, loss=0.144, pair=10.070, adv=3.385, sprd=0.01
Ep 001/80 [S1:deg_only]:  17%|▏| 77/453 [00:43<03:30,  1.78it/s, loss=0.133, pair=10.094, adv=11.334, sprd=0.0
Ep 001/80 [S1:deg_only]:  17%|▏| 78/453 [00:43<03:16,  1.91it/s, loss=0.133, pair=10.094, adv=11.334, sprd=0.0
Ep 001/80 [S1:deg_only]:  17%|▏| 78/453 [00:44<03:16,  1.91it/s, loss=0.149, pair=8.016, adv=5.850, sprd=0.008
Ep 001/80 [S1:deg_only]:  17%|▏| 79/453 [00:44<03:24,  1.83it/s, loss=0.149, pair=8.016, adv=5.850, sprd=0.008
Ep 001/80 [S1:deg_only]:  17%|▏| 79/453 [00:44<03:24,  1.83it/s, loss=0.127, pair=9.617, adv=12.274, sprd=0.00
Ep 001/80 [S1:deg_only]:  18%|▏| 80/453 [00:44<03:08,  1.98it/s, loss=0.127, pair=9.617, adv=12.274, sprd=0.00
Ep 001/80 [S1:deg_only]:  18%|▏| 80/453 [00:45<03:08,  1.98it/s, loss=0.123, pair=5.977, adv=6.856, sprd=0.005
Ep 001/80 [S1:deg_only]:  18%|▏| 81/453 [00:45<03:22,  1.84it/s, loss=0.123, pair=5.977, adv=6.856, sprd=0.005
Ep 001/80 [S1:deg_only]:  18%|▏| 81/453 [00:45<03:22,  1.84it/s, loss=0.161, pair=9.766, adv=4.801, sprd=0.010
Ep 001/80 [S1:deg_only]:  18%|▏| 82/453 [00:45<03:10,  1.95it/s, loss=0.161, pair=9.766, adv=4.801, sprd=0.010
Ep 001/80 [S1:deg_only]:  18%|▏| 82/453 [00:46<03:10,  1.95it/s, loss=0.145, pair=9.578, adv=6.916, sprd=0.007
Ep 001/80 [S1:deg_only]:  18%|▏| 83/453 [00:46<03:15,  1.90it/s, loss=0.145, pair=9.578, adv=6.916, sprd=0.007
Ep 001/80 [S1:deg_only]:  18%|▏| 83/453 [00:46<03:15,  1.90it/s, loss=0.136, pair=13.641, adv=4.582, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 84/453 [00:46<03:01,  2.03it/s, loss=0.136, pair=13.641, adv=4.582, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 84/453 [00:47<03:01,  2.03it/s, loss=0.136, pair=7.562, adv=6.765, sprd=0.009
Ep 001/80 [S1:deg_only]:  19%|▏| 85/453 [00:47<03:20,  1.84it/s, loss=0.136, pair=7.562, adv=6.765, sprd=0.009
Ep 001/80 [S1:deg_only]:  19%|▏| 85/453 [00:47<03:20,  1.84it/s, loss=0.122, pair=6.602, adv=15.170, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 86/453 [00:47<03:04,  1.99it/s, loss=0.122, pair=6.602, adv=15.170, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 86/453 [00:48<03:04,  1.99it/s, loss=0.127, pair=10.273, adv=8.125, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 87/453 [00:48<03:13,  1.89it/s, loss=0.127, pair=10.273, adv=8.125, sprd=0.00
Ep 001/80 [S1:deg_only]:  19%|▏| 87/453 [00:48<03:13,  1.89it/s, loss=0.128, pair=9.430, adv=7.513, sprd=0.008
Ep 001/80 [S1:deg_only]:  19%|▏| 88/453 [00:48<03:02,  2.00it/s, loss=0.128, pair=9.430, adv=7.513, sprd=0.008
Ep 001/80 [S1:deg_only]:  19%|▏| 88/453 [00:49<03:02,  2.00it/s, loss=0.243, pair=8.188, adv=7.005, sprd=0.008
Ep 001/80 [S1:deg_only]:  20%|▏| 89/453 [00:49<03:06,  1.95it/s, loss=0.243, pair=8.188, adv=7.005, sprd=0.008
Ep 001/80 [S1:deg_only]:  20%|▏| 89/453 [00:49<03:06,  1.95it/s, loss=0.122, pair=8.109, adv=9.983, sprd=0.005
Ep 001/80 [S1:deg_only]:  20%|▏| 90/453 [00:49<02:56,  2.05it/s, loss=0.122, pair=8.109, adv=9.983, sprd=0.005
Ep 001/80 [S1:deg_only]:  20%|▏| 90/453 [00:50<02:56,  2.05it/s, loss=0.185, pair=9.688, adv=6.863, sprd=0.011
Ep 001/80 [S1:deg_only]:  20%|▏| 91/453 [00:50<03:02,  1.98it/s, loss=0.185, pair=9.688, adv=6.863, sprd=0.011
Ep 001/80 [S1:deg_only]:  20%|▏| 91/453 [00:50<03:02,  1.98it/s, loss=0.169, pair=19.125, adv=4.342, sprd=0.00
Ep 001/80 [S1:deg_only]:  20%|▏| 92/453 [00:50<02:58,  2.03it/s, loss=0.169, pair=19.125, adv=4.342, sprd=0.00
Ep 001/80 [S1:deg_only]:  20%|▏| 92/453 [00:51<02:58,  2.03it/s, loss=0.181, pair=8.742, adv=7.291, sprd=0.007
Ep 001/80 [S1:deg_only]:  21%|▏| 93/453 [00:51<03:09,  1.90it/s, loss=0.181, pair=8.742, adv=7.291, sprd=0.007
Ep 001/80 [S1:deg_only]:  21%|▏| 93/453 [00:51<03:09,  1.90it/s, loss=0.142, pair=9.633, adv=9.028, sprd=0.010
Ep 001/80 [S1:deg_only]:  21%|▏| 94/453 [00:51<03:01,  1.98it/s, loss=0.142, pair=9.633, adv=9.028, sprd=0.010
Ep 001/80 [S1:deg_only]:  21%|▏| 94/453 [00:52<03:01,  1.98it/s, loss=0.235, pair=11.359, adv=3.039, sprd=0.00
Ep 001/80 [S1:deg_only]:  21%|▏| 95/453 [00:52<03:08,  1.90it/s, loss=0.235, pair=11.359, adv=3.039, sprd=0.00
Ep 001/80 [S1:deg_only]:  21%|▏| 95/453 [00:52<03:08,  1.90it/s, loss=0.120, pair=9.453, adv=11.360, sprd=0.00
Ep 001/80 [S1:deg_only]:  21%|▏| 96/453 [00:52<02:57,  2.01it/s, loss=0.120, pair=9.453, adv=11.360, sprd=0.00
Ep 001/80 [S1:deg_only]:  21%|▏| 96/453 [00:53<02:57,  2.01it/s, loss=0.122, pair=12.000, adv=13.022, sprd=0.0
Ep 001/80 [S1:deg_only]:  21%|▏| 97/453 [00:53<03:06,  1.91it/s, loss=0.122, pair=12.000, adv=13.022, sprd=0.0
Ep 001/80 [S1:deg_only]:  21%|▏| 97/453 [00:53<03:06,  1.91it/s, loss=0.152, pair=13.352, adv=5.964, sprd=0.00
Ep 001/80 [S1:deg_only]:  22%|▏| 98/453 [00:53<02:58,  1.99it/s, loss=0.152, pair=13.352, adv=5.964, sprd=0.00
Ep 001/80 [S1:deg_only]:  22%|▏| 98/453 [00:54<02:58,  1.99it/s, loss=0.138, pair=8.547, adv=4.524, sprd=0.010
Ep 001/80 [S1:deg_only]:  22%|▏| 99/453 [00:54<03:07,  1.89it/s, loss=0.138, pair=8.547, adv=4.524, sprd=0.010
Ep 001/80 [S1:deg_only]:  22%|▏| 99/453 [00:54<03:07,  1.89it/s, loss=0.127, pair=10.586, adv=4.990, sprd=0.00
Ep 001/80 [S1:deg_only]:  22%|▏| 100/453 [00:54<02:56,  2.00it/s, loss=0.127, pair=10.586, adv=4.990, sprd=0.0
Ep 001/80 [S1:deg_only]:  22%|▏| 100/453 [00:55<02:56,  2.00it/s, loss=0.118, pair=10.961, adv=5.413, sprd=0.0
Ep 001/80 [S1:deg_only]:  22%|▏| 101/453 [00:55<03:01,  1.94it/s, loss=0.118, pair=10.961, adv=5.413, sprd=0.0
Ep 001/80 [S1:deg_only]:  22%|▏| 101/453 [00:55<03:01,  1.94it/s, loss=0.156, pair=5.488, adv=6.880, sprd=0.01
Ep 001/80 [S1:deg_only]:  23%|▏| 102/453 [00:55<02:51,  2.04it/s, loss=0.156, pair=5.488, adv=6.880, sprd=0.01
Ep 001/80 [S1:deg_only]:  23%|▏| 102/453 [00:56<02:51,  2.04it/s, loss=0.135, pair=12.430, adv=10.061, sprd=0.
Ep 001/80 [S1:deg_only]:  23%|▏| 103/453 [00:56<02:59,  1.95it/s, loss=0.135, pair=12.430, adv=10.061, sprd=0.
Ep 001/80 [S1:deg_only]:  23%|▏| 103/453 [00:56<02:59,  1.95it/s, loss=0.115, pair=10.008, adv=7.328, sprd=0.0
Ep 001/80 [S1:deg_only]:  23%|▏| 104/453 [00:56<02:47,  2.08it/s, loss=0.115, pair=10.008, adv=7.328, sprd=0.0
Ep 001/80 [S1:deg_only]:  23%|▏| 104/453 [00:57<02:47,  2.08it/s, loss=0.114, pair=7.746, adv=6.245, sprd=0.00
Ep 001/80 [S1:deg_only]:  23%|▏| 105/453 [00:57<02:56,  1.97it/s, loss=0.114, pair=7.746, adv=6.245, sprd=0.00
Ep 001/80 [S1:deg_only]:  23%|▏| 105/453 [00:57<02:56,  1.97it/s, loss=0.178, pair=8.734, adv=2.841, sprd=0.01
Ep 001/80 [S1:deg_only]:  23%|▏| 106/453 [00:57<02:47,  2.07it/s, loss=0.178, pair=8.734, adv=2.841, sprd=0.01
Ep 001/80 [S1:deg_only]:  23%|▏| 106/453 [00:58<02:47,  2.07it/s, loss=0.114, pair=16.016, adv=3.776, sprd=0.0
Ep 001/80 [S1:deg_only]:  24%|▏| 107/453 [00:58<03:01,  1.91it/s, loss=0.114, pair=16.016, adv=3.776, sprd=0.0
Ep 001/80 [S1:deg_only]:  24%|▏| 107/453 [00:58<03:01,  1.91it/s, loss=0.124, pair=12.414, adv=9.657, sprd=0.0
Ep 001/80 [S1:deg_only]:  24%|▏| 108/453 [00:58<02:52,  2.00it/s, loss=0.124, pair=12.414, adv=9.657, sprd=0.0
Ep 001/80 [S1:deg_only]:  24%|▏| 108/453 [00:59<02:52,  2.00it/s, loss=0.122, pair=7.684, adv=7.133, sprd=0.00
Ep 001/80 [S1:deg_only]:  24%|▏| 109/453 [00:59<03:21,  1.70it/s, loss=0.122, pair=7.684, adv=7.133, sprd=0.00
Ep 001/80 [S1:deg_only]:  24%|▏| 109/453 [00:59<03:21,  1.70it/s, loss=0.178, pair=13.477, adv=10.183, sprd=0.
Ep 001/80 [S1:deg_only]:  24%|▏| 110/453 [00:59<03:08,  1.82it/s, loss=0.178, pair=13.477, adv=10.183, sprd=0.
Ep 001/80 [S1:deg_only]:  24%|▏| 110/453 [01:00<03:08,  1.82it/s, loss=0.139, pair=10.367, adv=3.613, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▏| 111/453 [01:00<03:13,  1.77it/s, loss=0.139, pair=10.367, adv=3.613, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▏| 111/453 [01:00<03:13,  1.77it/s, loss=0.125, pair=14.258, adv=7.782, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▏| 112/453 [01:00<03:00,  1.89it/s, loss=0.125, pair=14.258, adv=7.782, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▏| 112/453 [01:01<03:00,  1.89it/s, loss=0.189, pair=6.914, adv=7.749, sprd=0.00
Ep 001/80 [S1:deg_only]:  25%|▏| 113/453 [01:01<03:00,  1.88it/s, loss=0.189, pair=6.914, adv=7.749, sprd=0.00
Ep 001/80 [S1:deg_only]:  25%|▏| 113/453 [01:01<03:00,  1.88it/s, loss=0.149, pair=10.727, adv=3.922, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▎| 114/453 [01:01<02:51,  1.98it/s, loss=0.149, pair=10.727, adv=3.922, sprd=0.0
Ep 001/80 [S1:deg_only]:  25%|▎| 114/453 [01:02<02:51,  1.98it/s, loss=0.101, pair=8.250, adv=8.216, sprd=0.00
Ep 001/80 [S1:deg_only]:  25%|▎| 115/453 [01:02<03:00,  1.87it/s, loss=0.101, pair=8.250, adv=8.216, sprd=0.00
Ep 001/80 [S1:deg_only]:  25%|▎| 115/453 [01:02<03:00,  1.87it/s, loss=0.106, pair=10.805, adv=13.857, sprd=0.
Ep 001/80 [S1:deg_only]:  26%|▎| 116/453 [01:02<02:48,  1.99it/s, loss=0.106, pair=10.805, adv=13.857, sprd=0.
Ep 001/80 [S1:deg_only]:  26%|▎| 116/453 [01:03<02:48,  1.99it/s, loss=0.123, pair=6.992, adv=4.929, sprd=0.00
Ep 001/80 [S1:deg_only]:  26%|▎| 117/453 [01:03<02:56,  1.91it/s, loss=0.123, pair=6.992, adv=4.929, sprd=0.00
Ep 001/80 [S1:deg_only]:  26%|▎| 117/453 [01:03<02:56,  1.91it/s, loss=0.113, pair=6.652, adv=7.884, sprd=0.00
Ep 001/80 [S1:deg_only]:  26%|▎| 118/453 [01:03<02:42,  2.06it/s, loss=0.113, pair=6.652, adv=7.884, sprd=0.00
Ep 001/80 [S1:deg_only]:  26%|▎| 118/453 [01:04<02:42,  2.06it/s, loss=0.114, pair=9.938, adv=10.541, sprd=0.0
Ep 001/80 [S1:deg_only]:  26%|▎| 119/453 [01:04<02:50,  1.95it/s, loss=0.114, pair=9.938, adv=10.541, sprd=0.0
Ep 001/80 [S1:deg_only]:  26%|▎| 119/453 [01:04<02:50,  1.95it/s, loss=0.110, pair=14.688, adv=6.799, sprd=0.0
Ep 001/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<02:42,  2.05it/s, loss=0.110, pair=14.688, adv=6.799, sprd=0.0
Ep 001/80 [S1:deg_only]:  26%|▎| 120/453 [01:05<02:42,  2.05it/s, loss=0.143, pair=12.422, adv=6.865, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 121/453 [01:05<02:52,  1.93it/s, loss=0.143, pair=12.422, adv=6.865, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 121/453 [01:05<02:52,  1.93it/s, loss=0.096, pair=5.195, adv=11.596, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 122/453 [01:05<02:43,  2.03it/s, loss=0.096, pair=5.195, adv=11.596, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 122/453 [01:06<02:43,  2.03it/s, loss=0.130, pair=12.328, adv=7.753, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 123/453 [01:06<02:49,  1.95it/s, loss=0.130, pair=12.328, adv=7.753, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 123/453 [01:06<02:49,  1.95it/s, loss=0.102, pair=8.062, adv=12.161, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 124/453 [01:06<02:42,  2.02it/s, loss=0.102, pair=8.062, adv=12.161, sprd=0.0
Ep 001/80 [S1:deg_only]:  27%|▎| 124/453 [01:07<02:42,  2.02it/s, loss=0.132, pair=9.844, adv=7.880, sprd=0.00
Ep 001/80 [S1:deg_only]:  28%|▎| 125/453 [01:07<02:58,  1.84it/s, loss=0.132, pair=9.844, adv=7.880, sprd=0.00
Ep 001/80 [S1:deg_only]:  28%|▎| 125/453 [01:08<02:58,  1.84it/s, loss=0.136, pair=12.961, adv=4.127, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 126/453 [01:08<02:47,  1.95it/s, loss=0.136, pair=12.961, adv=4.127, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 126/453 [01:08<02:47,  1.95it/s, loss=0.150, pair=14.008, adv=5.402, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 127/453 [01:08<02:51,  1.90it/s, loss=0.150, pair=14.008, adv=5.402, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 127/453 [01:09<02:51,  1.90it/s, loss=0.096, pair=11.000, adv=7.148, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 128/453 [01:09<02:41,  2.01it/s, loss=0.096, pair=11.000, adv=7.148, sprd=0.0
Ep 001/80 [S1:deg_only]:  28%|▎| 128/453 [01:09<02:41,  2.01it/s, loss=0.111, pair=10.484, adv=12.392, sprd=0.
Ep 001/80 [S1:deg_only]:  28%|▎| 129/453 [01:09<02:55,  1.84it/s, loss=0.111, pair=10.484, adv=12.392, sprd=0.
Ep 001/80 [S1:deg_only]:  28%|▎| 129/453 [01:10<02:55,  1.84it/s, loss=0.101, pair=13.117, adv=4.633, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:44,  1.96it/s, loss=0.101, pair=13.117, adv=4.633, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:44,  1.96it/s, loss=0.119, pair=8.195, adv=6.043, sprd=0.00
Ep 001/80 [S1:deg_only]:  29%|▎| 131/453 [01:10<02:54,  1.85it/s, loss=0.119, pair=8.195, adv=6.043, sprd=0.00
Ep 001/80 [S1:deg_only]:  29%|▎| 131/453 [01:11<02:54,  1.85it/s, loss=0.110, pair=11.922, adv=8.316, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<02:47,  1.91it/s, loss=0.110, pair=11.922, adv=8.316, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<02:47,  1.91it/s, loss=0.103, pair=11.156, adv=5.877, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 133/453 [01:11<02:55,  1.82it/s, loss=0.103, pair=11.156, adv=5.877, sprd=0.0
Ep 001/80 [S1:deg_only]:  29%|▎| 133/453 [01:12<02:55,  1.82it/s, loss=0.091, pair=10.617, adv=6.298, sprd=0.0
Ep 001/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:44,  1.94it/s, loss=0.091, pair=10.617, adv=6.298, sprd=0.0
Ep 001/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:44,  1.94it/s, loss=0.141, pair=9.016, adv=6.189, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 135/453 [01:12<02:52,  1.84it/s, loss=0.141, pair=9.016, adv=6.189, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 135/453 [01:13<02:52,  1.84it/s, loss=0.099, pair=9.477, adv=5.633, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 136/453 [01:13<02:49,  1.87it/s, loss=0.099, pair=9.477, adv=5.633, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 136/453 [01:13<02:49,  1.87it/s, loss=0.112, pair=8.484, adv=8.280, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 137/453 [01:13<02:51,  1.84it/s, loss=0.112, pair=8.484, adv=8.280, sprd=0.00
Ep 001/80 [S1:deg_only]:  30%|▎| 137/453 [01:14<02:51,  1.84it/s, loss=0.107, pair=12.859, adv=6.312, sprd=0.0
Ep 001/80 [S1:deg_only]:  30%|▎| 138/453 [01:14<02:41,  1.95it/s, loss=0.107, pair=12.859, adv=6.312, sprd=0.0
Ep 001/80 [S1:deg_only]:  30%|▎| 138/453 [01:15<02:41,  1.95it/s, loss=0.117, pair=10.102, adv=5.968, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 139/453 [01:15<02:48,  1.86it/s, loss=0.117, pair=10.102, adv=5.968, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 139/453 [01:15<02:48,  1.86it/s, loss=0.113, pair=10.500, adv=6.935, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 140/453 [01:15<02:42,  1.93it/s, loss=0.113, pair=10.500, adv=6.935, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 140/453 [01:16<02:42,  1.93it/s, loss=0.123, pair=12.586, adv=14.662, sprd=0.
Ep 001/80 [S1:deg_only]:  31%|▎| 141/453 [01:16<02:47,  1.87it/s, loss=0.123, pair=12.586, adv=14.662, sprd=0.
Ep 001/80 [S1:deg_only]:  31%|▎| 141/453 [01:16<02:47,  1.87it/s, loss=0.098, pair=11.562, adv=6.781, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 142/453 [01:16<02:37,  1.97it/s, loss=0.098, pair=11.562, adv=6.781, sprd=0.0
Ep 001/80 [S1:deg_only]:  31%|▎| 142/453 [01:17<02:37,  1.97it/s, loss=0.153, pair=9.961, adv=4.210, sprd=0.00
Ep 001/80 [S1:deg_only]:  32%|▎| 143/453 [01:17<02:45,  1.88it/s, loss=0.153, pair=9.961, adv=4.210, sprd=0.00
Ep 001/80 [S1:deg_only]:  32%|▎| 143/453 [01:17<02:45,  1.88it/s, loss=0.100, pair=15.359, adv=7.119, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 144/453 [01:17<02:36,  1.97it/s, loss=0.100, pair=15.359, adv=7.119, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 144/453 [01:18<02:36,  1.97it/s, loss=0.093, pair=9.523, adv=5.748, sprd=0.00
Ep 001/80 [S1:deg_only]:  32%|▎| 145/453 [01:18<02:44,  1.87it/s, loss=0.093, pair=9.523, adv=5.748, sprd=0.00
Ep 001/80 [S1:deg_only]:  32%|▎| 145/453 [01:18<02:44,  1.87it/s, loss=0.097, pair=11.875, adv=8.528, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 146/453 [01:18<02:35,  1.98it/s, loss=0.097, pair=11.875, adv=8.528, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 146/453 [01:19<02:35,  1.98it/s, loss=0.088, pair=11.086, adv=6.379, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 147/453 [01:19<02:43,  1.88it/s, loss=0.088, pair=11.086, adv=6.379, sprd=0.0
Ep 001/80 [S1:deg_only]:  32%|▎| 147/453 [01:19<02:43,  1.88it/s, loss=0.093, pair=10.180, adv=5.553, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 148/453 [01:19<02:30,  2.03it/s, loss=0.093, pair=10.180, adv=5.553, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 148/453 [01:20<02:30,  2.03it/s, loss=0.089, pair=11.352, adv=7.063, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 149/453 [01:20<02:40,  1.89it/s, loss=0.089, pair=11.352, adv=7.063, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 149/453 [01:20<02:40,  1.89it/s, loss=0.089, pair=11.680, adv=4.021, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 150/453 [01:20<02:31,  2.00it/s, loss=0.089, pair=11.680, adv=4.021, sprd=0.0
Ep 001/80 [S1:deg_only]:  33%|▎| 150/453 [01:21<02:31,  2.00it/s, loss=0.114, pair=11.258, adv=11.490, sprd=0.
Ep 001/80 [S1:deg_only]:  33%|▎| 151/453 [01:21<02:39,  1.90it/s, loss=0.114, pair=11.258, adv=11.490, sprd=0.
Ep 001/80 [S1:deg_only]:  33%|▎| 151/453 [01:21<02:39,  1.90it/s, loss=0.097, pair=8.656, adv=10.005, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 152/453 [01:21<02:28,  2.03it/s, loss=0.097, pair=8.656, adv=10.005, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 152/453 [01:22<02:28,  2.03it/s, loss=0.101, pair=14.406, adv=5.970, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:36,  1.92it/s, loss=0.101, pair=14.406, adv=5.970, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:36,  1.92it/s, loss=0.085, pair=15.203, adv=8.289, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 154/453 [01:22<02:29,  2.00it/s, loss=0.085, pair=15.203, adv=8.289, sprd=0.0
Ep 001/80 [S1:deg_only]:  34%|▎| 154/453 [01:23<02:29,  2.00it/s, loss=0.194, pair=6.727, adv=6.184, sprd=0.00
Ep 001/80 [S1:deg_only]:  34%|▎| 155/453 [01:23<02:38,  1.88it/s, loss=0.194, pair=6.727, adv=6.184, sprd=0.00
Ep 001/80 [S1:deg_only]:  34%|▎| 155/453 [01:23<02:38,  1.88it/s, loss=0.084, pair=15.273, adv=10.323, sprd=0.
Ep 001/80 [S1:deg_only]:  34%|▎| 156/453 [01:23<02:30,  1.97it/s, loss=0.084, pair=15.273, adv=10.323, sprd=0.
Ep 001/80 [S1:deg_only]:  34%|▎| 156/453 [01:24<02:30,  1.97it/s, loss=0.092, pair=13.328, adv=6.709, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:42,  1.82it/s, loss=0.092, pair=13.328, adv=6.709, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:42,  1.82it/s, loss=0.086, pair=16.359, adv=7.047, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 158/453 [01:24<02:30,  1.96it/s, loss=0.086, pair=16.359, adv=7.047, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 158/453 [01:25<02:30,  1.96it/s, loss=0.096, pair=14.859, adv=15.453, sprd=0.
Ep 001/80 [S1:deg_only]:  35%|▎| 159/453 [01:25<02:37,  1.86it/s, loss=0.096, pair=14.859, adv=15.453, sprd=0.
Ep 001/80 [S1:deg_only]:  35%|▎| 159/453 [01:25<02:37,  1.86it/s, loss=0.094, pair=16.219, adv=5.090, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 160/453 [01:25<02:26,  2.00it/s, loss=0.094, pair=16.219, adv=5.090, sprd=0.0
Ep 001/80 [S1:deg_only]:  35%|▎| 160/453 [01:26<02:26,  2.00it/s, loss=0.189, pair=11.703, adv=6.422, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 161/453 [01:26<02:28,  1.96it/s, loss=0.189, pair=11.703, adv=6.422, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 161/453 [01:26<02:28,  1.96it/s, loss=0.094, pair=15.406, adv=4.994, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 162/453 [01:26<02:23,  2.02it/s, loss=0.094, pair=15.406, adv=4.994, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 162/453 [01:27<02:23,  2.02it/s, loss=0.092, pair=10.188, adv=16.209, sprd=0.
Ep 001/80 [S1:deg_only]:  36%|▎| 163/453 [01:27<02:40,  1.81it/s, loss=0.092, pair=10.188, adv=16.209, sprd=0.
Ep 001/80 [S1:deg_only]:  36%|▎| 163/453 [01:27<02:40,  1.81it/s, loss=0.099, pair=10.492, adv=4.142, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 164/453 [01:27<02:32,  1.89it/s, loss=0.099, pair=10.492, adv=4.142, sprd=0.0
Ep 001/80 [S1:deg_only]:  36%|▎| 164/453 [01:28<02:32,  1.89it/s, loss=0.193, pair=9.195, adv=4.616, sprd=0.00
Ep 001/80 [S1:deg_only]:  36%|▎| 165/453 [01:28<02:36,  1.84it/s, loss=0.193, pair=9.195, adv=4.616, sprd=0.00
Ep 001/80 [S1:deg_only]:  36%|▎| 165/453 [01:28<02:36,  1.84it/s, loss=0.079, pair=11.609, adv=4.580, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 166/453 [01:28<02:25,  1.98it/s, loss=0.079, pair=11.609, adv=4.580, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 166/453 [01:29<02:25,  1.98it/s, loss=0.094, pair=13.445, adv=6.871, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 167/453 [01:29<02:27,  1.93it/s, loss=0.094, pair=13.445, adv=6.871, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 167/453 [01:29<02:27,  1.93it/s, loss=0.094, pair=20.500, adv=11.781, sprd=0.
Ep 001/80 [S1:deg_only]:  37%|▎| 168/453 [01:29<02:18,  2.05it/s, loss=0.094, pair=20.500, adv=11.781, sprd=0.
Ep 001/80 [S1:deg_only]:  37%|▎| 168/453 [01:30<02:18,  2.05it/s, loss=0.093, pair=14.227, adv=6.648, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 169/453 [01:30<02:27,  1.93it/s, loss=0.093, pair=14.227, adv=6.648, sprd=0.0
Ep 001/80 [S1:deg_only]:  37%|▎| 169/453 [01:30<02:27,  1.93it/s, loss=0.100, pair=11.664, adv=5.035, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 170/453 [01:30<02:17,  2.05it/s, loss=0.100, pair=11.664, adv=5.035, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 170/453 [01:31<02:17,  2.05it/s, loss=0.079, pair=7.258, adv=7.490, sprd=0.00
Ep 001/80 [S1:deg_only]:  38%|▍| 171/453 [01:31<02:27,  1.91it/s, loss=0.079, pair=7.258, adv=7.490, sprd=0.00
Ep 001/80 [S1:deg_only]:  38%|▍| 171/453 [01:31<02:27,  1.91it/s, loss=0.086, pair=13.508, adv=5.478, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 172/453 [01:31<02:17,  2.04it/s, loss=0.086, pair=13.508, adv=5.478, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 172/453 [01:32<02:17,  2.04it/s, loss=0.095, pair=15.742, adv=10.345, sprd=0.
Ep 001/80 [S1:deg_only]:  38%|▍| 173/453 [01:32<02:24,  1.94it/s, loss=0.095, pair=15.742, adv=10.345, sprd=0.
Ep 001/80 [S1:deg_only]:  38%|▍| 173/453 [01:32<02:24,  1.94it/s, loss=0.085, pair=10.086, adv=3.980, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 174/453 [01:32<02:16,  2.04it/s, loss=0.085, pair=10.086, adv=3.980, sprd=0.0
Ep 001/80 [S1:deg_only]:  38%|▍| 174/453 [01:33<02:16,  2.04it/s, loss=0.110, pair=5.723, adv=2.640, sprd=0.00
Ep 001/80 [S1:deg_only]:  39%|▍| 175/453 [01:33<02:22,  1.95it/s, loss=0.110, pair=5.723, adv=2.640, sprd=0.00
Ep 001/80 [S1:deg_only]:  39%|▍| 175/453 [01:33<02:22,  1.95it/s, loss=0.104, pair=16.172, adv=6.502, sprd=0.0
Ep 001/80 [S1:deg_only]:  39%|▍| 176/453 [01:33<02:16,  2.03it/s, loss=0.104, pair=16.172, adv=6.502, sprd=0.0
Ep 001/80 [S1:deg_only]:  39%|▍| 176/453 [01:34<02:16,  2.03it/s, loss=0.108, pair=9.352, adv=8.229, sprd=0.00
Ep 001/80 [S1:deg_only]:  39%|▍| 177/453 [01:34<02:22,  1.93it/s, loss=0.108, pair=9.352, adv=8.229, sprd=0.00
Ep 001/80 [S1:deg_only]:  39%|▍| 177/453 [01:34<02:22,  1.93it/s, loss=0.080, pair=12.031, adv=8.709, sprd=0.0
Ep 001/80 [S1:deg_only]:  39%|▍| 178/453 [01:34<02:15,  2.03it/s, loss=0.080, pair=12.031, adv=8.709, sprd=0.0
Ep 001/80 [S1:deg_only]:  39%|▍| 178/453 [01:35<02:15,  2.03it/s, loss=0.081, pair=12.734, adv=6.758, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 179/453 [01:35<02:23,  1.91it/s, loss=0.081, pair=12.734, adv=6.758, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 179/453 [01:36<02:23,  1.91it/s, loss=0.112, pair=6.441, adv=12.175, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 180/453 [01:36<02:15,  2.02it/s, loss=0.112, pair=6.441, adv=12.175, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 180/453 [01:36<02:15,  2.02it/s, loss=0.078, pair=15.281, adv=16.963, sprd=0.
Ep 001/80 [S1:deg_only]:  40%|▍| 181/453 [01:36<02:23,  1.90it/s, loss=0.078, pair=15.281, adv=16.963, sprd=0.
Ep 001/80 [S1:deg_only]:  40%|▍| 181/453 [01:37<02:23,  1.90it/s, loss=0.078, pair=17.094, adv=6.169, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 182/453 [01:37<02:15,  2.00it/s, loss=0.078, pair=17.094, adv=6.169, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 182/453 [01:37<02:15,  2.00it/s, loss=0.077, pair=10.750, adv=6.210, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 183/453 [01:37<02:23,  1.88it/s, loss=0.077, pair=10.750, adv=6.210, sprd=0.0
Ep 001/80 [S1:deg_only]:  40%|▍| 183/453 [01:38<02:23,  1.88it/s, loss=0.085, pair=19.984, adv=5.864, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 184/453 [01:38<02:15,  1.99it/s, loss=0.085, pair=19.984, adv=5.864, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 184/453 [01:38<02:15,  1.99it/s, loss=0.078, pair=19.281, adv=6.689, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 185/453 [01:38<02:20,  1.91it/s, loss=0.078, pair=19.281, adv=6.689, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 185/453 [01:39<02:20,  1.91it/s, loss=0.086, pair=16.078, adv=7.098, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 186/453 [01:39<02:12,  2.01it/s, loss=0.086, pair=16.078, adv=7.098, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 186/453 [01:39<02:12,  2.01it/s, loss=0.082, pair=12.578, adv=8.977, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 187/453 [01:39<02:18,  1.92it/s, loss=0.082, pair=12.578, adv=8.977, sprd=0.0
Ep 001/80 [S1:deg_only]:  41%|▍| 187/453 [01:40<02:18,  1.92it/s, loss=0.084, pair=12.250, adv=9.070, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 188/453 [01:40<02:11,  2.01it/s, loss=0.084, pair=12.250, adv=9.070, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 188/453 [01:40<02:11,  2.01it/s, loss=0.083, pair=5.621, adv=7.829, sprd=0.00
Ep 001/80 [S1:deg_only]:  42%|▍| 189/453 [01:40<02:17,  1.92it/s, loss=0.083, pair=5.621, adv=7.829, sprd=0.00
Ep 001/80 [S1:deg_only]:  42%|▍| 189/453 [01:41<02:17,  1.92it/s, loss=0.071, pair=9.547, adv=6.343, sprd=0.00
Ep 001/80 [S1:deg_only]:  42%|▍| 190/453 [01:41<02:11,  2.01it/s, loss=0.071, pair=9.547, adv=6.343, sprd=0.00
Ep 001/80 [S1:deg_only]:  42%|▍| 190/453 [01:41<02:11,  2.01it/s, loss=0.088, pair=12.758, adv=5.392, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 191/453 [01:41<02:16,  1.92it/s, loss=0.088, pair=12.758, adv=5.392, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 191/453 [01:42<02:16,  1.92it/s, loss=0.102, pair=13.977, adv=5.410, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 192/453 [01:42<02:23,  1.82it/s, loss=0.102, pair=13.977, adv=5.410, sprd=0.0
Ep 001/80 [S1:deg_only]:  42%|▍| 192/453 [01:42<02:23,  1.82it/s, loss=0.087, pair=14.016, adv=12.881, sprd=0.
Ep 001/80 [S1:deg_only]:  43%|▍| 193/453 [01:42<02:28,  1.75it/s, loss=0.087, pair=14.016, adv=12.881, sprd=0.
Ep 001/80 [S1:deg_only]:  43%|▍| 193/453 [01:43<02:28,  1.75it/s, loss=0.076, pair=11.586, adv=8.578, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 194/453 [01:43<02:18,  1.88it/s, loss=0.076, pair=11.586, adv=8.578, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 194/453 [01:43<02:18,  1.88it/s, loss=0.081, pair=15.117, adv=3.916, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 195/453 [01:43<02:21,  1.82it/s, loss=0.081, pair=15.117, adv=3.916, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 195/453 [01:44<02:21,  1.82it/s, loss=0.077, pair=11.750, adv=5.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 196/453 [01:44<02:13,  1.92it/s, loss=0.077, pair=11.750, adv=5.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  43%|▍| 196/453 [01:45<02:13,  1.92it/s, loss=0.083, pair=6.672, adv=5.069, sprd=0.00
Ep 001/80 [S1:deg_only]:  43%|▍| 197/453 [01:45<02:17,  1.86it/s, loss=0.083, pair=6.672, adv=5.069, sprd=0.00
Ep 001/80 [S1:deg_only]:  43%|▍| 197/453 [01:45<02:17,  1.86it/s, loss=0.079, pair=15.000, adv=3.980, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 198/453 [01:45<02:09,  1.96it/s, loss=0.079, pair=15.000, adv=3.980, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 198/453 [01:46<02:09,  1.96it/s, loss=0.098, pair=13.828, adv=4.357, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 199/453 [01:46<02:15,  1.87it/s, loss=0.098, pair=13.828, adv=4.357, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 199/453 [01:46<02:15,  1.87it/s, loss=0.080, pair=16.625, adv=10.239, sprd=0.
Ep 001/80 [S1:deg_only]:  44%|▍| 200/453 [01:46<02:08,  1.97it/s, loss=0.080, pair=16.625, adv=10.239, sprd=0.
Ep 001/80 [S1:deg_only]:  44%|▍| 200/453 [01:47<02:08,  1.97it/s, loss=0.074, pair=10.383, adv=6.313, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 201/453 [01:47<02:12,  1.90it/s, loss=0.074, pair=10.383, adv=6.313, sprd=0.0
Ep 001/80 [S1:deg_only]:  44%|▍| 201/453 [01:47<02:12,  1.90it/s, loss=0.080, pair=11.633, adv=12.685, sprd=0.
Ep 001/80 [S1:deg_only]:  45%|▍| 202/453 [01:47<02:06,  1.99it/s, loss=0.080, pair=11.633, adv=12.685, sprd=0.
Ep 001/80 [S1:deg_only]:  45%|▍| 202/453 [01:48<02:06,  1.99it/s, loss=0.111, pair=10.875, adv=6.733, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 203/453 [01:48<02:10,  1.91it/s, loss=0.111, pair=10.875, adv=6.733, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 203/453 [01:48<02:10,  1.91it/s, loss=0.109, pair=9.383, adv=6.930, sprd=0.00
Ep 001/80 [S1:deg_only]:  45%|▍| 204/453 [01:48<02:01,  2.04it/s, loss=0.109, pair=9.383, adv=6.930, sprd=0.00
Ep 001/80 [S1:deg_only]:  45%|▍| 204/453 [01:49<02:01,  2.04it/s, loss=0.087, pair=15.062, adv=6.575, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 205/453 [01:49<02:11,  1.89it/s, loss=0.087, pair=15.062, adv=6.575, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 205/453 [01:49<02:11,  1.89it/s, loss=0.075, pair=12.242, adv=6.578, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 206/453 [01:49<02:01,  2.03it/s, loss=0.075, pair=12.242, adv=6.578, sprd=0.0
Ep 001/80 [S1:deg_only]:  45%|▍| 206/453 [01:50<02:01,  2.03it/s, loss=0.072, pair=9.570, adv=8.408, sprd=0.00
Ep 001/80 [S1:deg_only]:  46%|▍| 207/453 [01:50<02:12,  1.86it/s, loss=0.072, pair=9.570, adv=8.408, sprd=0.00
Ep 001/80 [S1:deg_only]:  46%|▍| 207/453 [01:50<02:12,  1.86it/s, loss=0.081, pair=15.445, adv=9.959, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 208/453 [01:50<02:04,  1.97it/s, loss=0.081, pair=15.445, adv=9.959, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 208/453 [01:51<02:04,  1.97it/s, loss=0.092, pair=10.859, adv=4.538, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 209/453 [01:51<02:08,  1.89it/s, loss=0.092, pair=10.859, adv=4.538, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 209/453 [01:51<02:08,  1.89it/s, loss=0.080, pair=10.031, adv=9.869, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 210/453 [01:51<02:02,  1.99it/s, loss=0.080, pair=10.031, adv=9.869, sprd=0.0
Ep 001/80 [S1:deg_only]:  46%|▍| 210/453 [01:52<02:02,  1.99it/s, loss=0.075, pair=14.258, adv=7.638, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 211/453 [01:52<02:05,  1.92it/s, loss=0.075, pair=14.258, adv=7.638, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 211/453 [01:52<02:05,  1.92it/s, loss=0.072, pair=11.648, adv=7.878, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 212/453 [01:52<01:58,  2.03it/s, loss=0.072, pair=11.648, adv=7.878, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 212/453 [01:53<01:58,  2.03it/s, loss=0.084, pair=13.047, adv=3.987, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 213/453 [01:53<02:05,  1.92it/s, loss=0.084, pair=13.047, adv=3.987, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 213/453 [01:53<02:05,  1.92it/s, loss=0.066, pair=12.445, adv=8.465, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 214/453 [01:53<01:58,  2.02it/s, loss=0.066, pair=12.445, adv=8.465, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 214/453 [01:54<01:58,  2.02it/s, loss=0.082, pair=11.414, adv=9.428, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 215/453 [01:54<02:16,  1.74it/s, loss=0.082, pair=11.414, adv=9.428, sprd=0.0
Ep 001/80 [S1:deg_only]:  47%|▍| 215/453 [01:54<02:16,  1.74it/s, loss=0.067, pair=16.203, adv=6.489, sprd=0.0
Ep 001/80 [S1:deg_only]:  48%|▍| 216/453 [01:54<02:07,  1.87it/s, loss=0.067, pair=16.203, adv=6.489, sprd=0.0
Ep 001/80 [S1:deg_only]:  48%|▍| 216/453 [01:55<02:07,  1.87it/s, loss=0.185, pair=13.695, adv=11.033, sprd=0.
Ep 001/80 [S1:deg_only]:  48%|▍| 217/453 [01:55<02:11,  1.79it/s, loss=0.185, pair=13.695, adv=11.033, sprd=0.
Ep 001/80 [S1:deg_only]:  48%|▍| 217/453 [01:55<02:11,  1.79it/s, loss=0.069, pair=16.625, adv=8.094, sprd=0.0
Ep 001/80 [S1:deg_only]:  48%|▍| 218/453 [01:55<02:03,  1.91it/s, loss=0.069, pair=16.625, adv=8.094, sprd=0.0
Ep 001/80 [S1:deg_only]:  48%|▍| 218/453 [01:56<02:03,  1.91it/s, loss=0.072, pair=7.863, adv=6.984, sprd=0.00
Ep 001/80 [S1:deg_only]:  48%|▍| 219/453 [01:56<02:13,  1.76it/s, loss=0.072, pair=7.863, adv=6.984, sprd=0.00
Ep 001/80 [S1:deg_only]:  48%|▍| 219/453 [01:56<02:13,  1.76it/s, loss=0.068, pair=11.023, adv=10.089, sprd=0.
Ep 001/80 [S1:deg_only]:  49%|▍| 220/453 [01:56<02:03,  1.89it/s, loss=0.068, pair=11.023, adv=10.089, sprd=0.
Ep 001/80 [S1:deg_only]:  49%|▍| 220/453 [01:57<02:03,  1.89it/s, loss=0.090, pair=17.328, adv=5.906, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 221/453 [01:57<02:12,  1.75it/s, loss=0.090, pair=17.328, adv=5.906, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 221/453 [01:58<02:12,  1.75it/s, loss=0.067, pair=10.969, adv=9.554, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 222/453 [01:58<02:05,  1.84it/s, loss=0.067, pair=10.969, adv=9.554, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 222/453 [01:58<02:05,  1.84it/s, loss=0.075, pair=11.367, adv=13.847, sprd=0.
Ep 001/80 [S1:deg_only]:  49%|▍| 223/453 [01:58<02:14,  1.71it/s, loss=0.075, pair=11.367, adv=13.847, sprd=0.
Ep 001/80 [S1:deg_only]:  49%|▍| 223/453 [01:59<02:14,  1.71it/s, loss=0.065, pair=20.250, adv=6.821, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 224/453 [01:59<02:05,  1.83it/s, loss=0.065, pair=20.250, adv=6.821, sprd=0.0
Ep 001/80 [S1:deg_only]:  49%|▍| 224/453 [01:59<02:05,  1.83it/s, loss=0.072, pair=10.188, adv=8.940, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▍| 225/453 [01:59<02:07,  1.79it/s, loss=0.072, pair=10.188, adv=8.940, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▍| 225/453 [02:00<02:07,  1.79it/s, loss=0.071, pair=13.172, adv=7.937, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▍| 226/453 [02:00<01:57,  1.94it/s, loss=0.071, pair=13.172, adv=7.937, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▍| 226/453 [02:00<01:57,  1.94it/s, loss=0.072, pair=16.031, adv=7.366, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▌| 227/453 [02:00<02:04,  1.81it/s, loss=0.072, pair=16.031, adv=7.366, sprd=0.0
Ep 001/80 [S1:deg_only]:  50%|▌| 227/453 [02:01<02:04,  1.81it/s, loss=0.065, pair=11.547, adv=10.353, sprd=0.
Ep 001/80 [S1:deg_only]:  50%|▌| 228/453 [02:01<01:56,  1.93it/s, loss=0.065, pair=11.547, adv=10.353, sprd=0.
Ep 001/80 [S1:deg_only]:  50%|▌| 228/453 [02:01<01:56,  1.93it/s, loss=0.070, pair=10.750, adv=5.749, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 229/453 [02:01<02:01,  1.84it/s, loss=0.070, pair=10.750, adv=5.749, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 229/453 [02:02<02:01,  1.84it/s, loss=0.073, pair=6.281, adv=7.557, sprd=0.00
Ep 001/80 [S1:deg_only]:  51%|▌| 230/453 [02:02<01:53,  1.97it/s, loss=0.073, pair=6.281, adv=7.557, sprd=0.00
Ep 001/80 [S1:deg_only]:  51%|▌| 230/453 [02:02<01:53,  1.97it/s, loss=0.177, pair=13.180, adv=9.602, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 231/453 [02:02<01:57,  1.89it/s, loss=0.177, pair=13.180, adv=9.602, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 231/453 [02:03<01:57,  1.89it/s, loss=0.067, pair=14.633, adv=11.514, sprd=0.
Ep 001/80 [S1:deg_only]:  51%|▌| 232/453 [02:03<01:50,  1.99it/s, loss=0.067, pair=14.633, adv=11.514, sprd=0.
Ep 001/80 [S1:deg_only]:  51%|▌| 232/453 [02:03<01:50,  1.99it/s, loss=0.088, pair=16.406, adv=5.615, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 233/453 [02:03<01:56,  1.90it/s, loss=0.088, pair=16.406, adv=5.615, sprd=0.0
Ep 001/80 [S1:deg_only]:  51%|▌| 233/453 [02:04<01:56,  1.90it/s, loss=0.069, pair=13.734, adv=6.325, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 234/453 [02:04<01:46,  2.05it/s, loss=0.069, pair=13.734, adv=6.325, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 234/453 [02:05<01:46,  2.05it/s, loss=0.069, pair=18.094, adv=7.057, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 235/453 [02:05<01:54,  1.91it/s, loss=0.069, pair=18.094, adv=7.057, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 235/453 [02:05<01:54,  1.91it/s, loss=0.066, pair=16.984, adv=6.001, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 236/453 [02:05<01:49,  1.97it/s, loss=0.066, pair=16.984, adv=6.001, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 236/453 [02:06<01:49,  1.97it/s, loss=0.082, pair=10.609, adv=4.259, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 237/453 [02:06<01:57,  1.84it/s, loss=0.082, pair=10.609, adv=4.259, sprd=0.0
Ep 001/80 [S1:deg_only]:  52%|▌| 237/453 [02:06<01:57,  1.84it/s, loss=0.073, pair=13.469, adv=7.247, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 238/453 [02:06<01:50,  1.95it/s, loss=0.073, pair=13.469, adv=7.247, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 238/453 [02:07<01:50,  1.95it/s, loss=0.076, pair=16.375, adv=9.318, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 239/453 [02:07<01:58,  1.81it/s, loss=0.076, pair=16.375, adv=9.318, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 239/453 [02:07<01:58,  1.81it/s, loss=0.064, pair=11.508, adv=4.430, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 240/453 [02:07<01:49,  1.95it/s, loss=0.064, pair=11.508, adv=4.430, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 240/453 [02:08<01:49,  1.95it/s, loss=0.177, pair=14.930, adv=7.857, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 241/453 [02:08<01:54,  1.85it/s, loss=0.177, pair=14.930, adv=7.857, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 241/453 [02:08<01:54,  1.85it/s, loss=0.074, pair=15.578, adv=8.340, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 242/453 [02:08<02:00,  1.76it/s, loss=0.074, pair=15.578, adv=8.340, sprd=0.0
Ep 001/80 [S1:deg_only]:  53%|▌| 242/453 [02:09<02:00,  1.76it/s, loss=0.070, pair=15.086, adv=7.600, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 243/453 [02:09<02:01,  1.73it/s, loss=0.070, pair=15.086, adv=7.600, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 243/453 [02:09<02:01,  1.73it/s, loss=0.076, pair=12.703, adv=7.060, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 244/453 [02:09<01:49,  1.91it/s, loss=0.076, pair=12.703, adv=7.060, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 244/453 [02:10<01:49,  1.91it/s, loss=0.069, pair=16.531, adv=9.781, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 245/453 [02:10<01:53,  1.83it/s, loss=0.069, pair=16.531, adv=9.781, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 245/453 [02:10<01:53,  1.83it/s, loss=0.063, pair=11.203, adv=8.875, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 246/453 [02:10<01:44,  1.98it/s, loss=0.063, pair=11.203, adv=8.875, sprd=0.0
Ep 001/80 [S1:deg_only]:  54%|▌| 246/453 [02:11<01:44,  1.98it/s, loss=0.079, pair=17.016, adv=5.550, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 247/453 [02:11<01:50,  1.87it/s, loss=0.079, pair=17.016, adv=5.550, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 247/453 [02:11<01:50,  1.87it/s, loss=0.069, pair=10.828, adv=5.619, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 248/453 [02:11<01:42,  2.01it/s, loss=0.069, pair=10.828, adv=5.619, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 248/453 [02:12<01:42,  2.01it/s, loss=0.067, pair=10.250, adv=5.852, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 249/453 [02:12<01:44,  1.95it/s, loss=0.067, pair=10.250, adv=5.852, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 249/453 [02:12<01:44,  1.95it/s, loss=0.066, pair=12.375, adv=12.014, sprd=0.
Ep 001/80 [S1:deg_only]:  55%|▌| 250/453 [02:12<01:39,  2.05it/s, loss=0.066, pair=12.375, adv=12.014, sprd=0.
Ep 001/80 [S1:deg_only]:  55%|▌| 250/453 [02:13<01:39,  2.05it/s, loss=0.067, pair=17.688, adv=5.668, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 251/453 [02:13<01:46,  1.90it/s, loss=0.067, pair=17.688, adv=5.668, sprd=0.0
Ep 001/80 [S1:deg_only]:  55%|▌| 251/453 [02:13<01:46,  1.90it/s, loss=0.070, pair=14.938, adv=3.378, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 252/453 [02:13<01:40,  2.01it/s, loss=0.070, pair=14.938, adv=3.378, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 252/453 [02:14<01:40,  2.01it/s, loss=0.087, pair=13.586, adv=5.769, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 253/453 [02:14<01:44,  1.91it/s, loss=0.087, pair=13.586, adv=5.769, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 253/453 [02:14<01:44,  1.91it/s, loss=0.063, pair=9.422, adv=5.253, sprd=0.00
Ep 001/80 [S1:deg_only]:  56%|▌| 254/453 [02:14<01:39,  2.00it/s, loss=0.063, pair=9.422, adv=5.253, sprd=0.00
Ep 001/80 [S1:deg_only]:  56%|▌| 254/453 [02:15<01:39,  2.00it/s, loss=0.091, pair=13.758, adv=5.763, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 255/453 [02:15<01:45,  1.88it/s, loss=0.091, pair=13.758, adv=5.763, sprd=0.0
Ep 001/80 [S1:deg_only]:  56%|▌| 255/453 [02:15<01:45,  1.88it/s, loss=0.072, pair=16.453, adv=3.051, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 256/453 [02:15<01:38,  1.99it/s, loss=0.072, pair=16.453, adv=3.051, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 256/453 [02:16<01:38,  1.99it/s, loss=0.069, pair=19.141, adv=4.134, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 257/453 [02:16<01:45,  1.86it/s, loss=0.069, pair=19.141, adv=4.134, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 257/453 [02:17<01:45,  1.86it/s, loss=0.064, pair=14.602, adv=4.026, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 258/453 [02:17<01:38,  1.99it/s, loss=0.064, pair=14.602, adv=4.026, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 258/453 [02:17<01:38,  1.99it/s, loss=0.064, pair=17.516, adv=13.648, sprd=0.
Ep 001/80 [S1:deg_only]:  57%|▌| 259/453 [02:17<01:42,  1.89it/s, loss=0.064, pair=17.516, adv=13.648, sprd=0.
Ep 001/80 [S1:deg_only]:  57%|▌| 259/453 [02:18<01:42,  1.89it/s, loss=0.062, pair=21.297, adv=6.996, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 260/453 [02:18<01:36,  1.99it/s, loss=0.062, pair=21.297, adv=6.996, sprd=0.0
Ep 001/80 [S1:deg_only]:  57%|▌| 260/453 [02:18<01:36,  1.99it/s, loss=0.070, pair=20.312, adv=8.123, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 261/453 [02:18<01:39,  1.93it/s, loss=0.070, pair=20.312, adv=8.123, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 261/453 [02:19<01:39,  1.93it/s, loss=0.058, pair=13.375, adv=7.716, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 262/453 [02:19<01:34,  2.03it/s, loss=0.058, pair=13.375, adv=7.716, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 262/453 [02:19<01:34,  2.03it/s, loss=0.067, pair=11.797, adv=6.907, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 263/453 [02:19<01:38,  1.93it/s, loss=0.067, pair=11.797, adv=6.907, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 263/453 [02:20<01:38,  1.93it/s, loss=0.061, pair=14.664, adv=5.364, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 264/453 [02:20<01:32,  2.04it/s, loss=0.061, pair=14.664, adv=5.364, sprd=0.0
Ep 001/80 [S1:deg_only]:  58%|▌| 264/453 [02:20<01:32,  2.04it/s, loss=0.074, pair=8.773, adv=4.716, sprd=0.00
Ep 001/80 [S1:deg_only]:  58%|▌| 265/453 [02:20<01:35,  1.97it/s, loss=0.074, pair=8.773, adv=4.716, sprd=0.00
Ep 001/80 [S1:deg_only]:  58%|▌| 265/453 [02:21<01:35,  1.97it/s, loss=0.059, pair=16.344, adv=7.421, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 266/453 [02:21<01:30,  2.06it/s, loss=0.059, pair=16.344, adv=7.421, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 266/453 [02:21<01:30,  2.06it/s, loss=0.067, pair=19.625, adv=5.750, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 267/453 [02:21<01:34,  1.96it/s, loss=0.067, pair=19.625, adv=5.750, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 267/453 [02:22<01:34,  1.96it/s, loss=0.063, pair=23.656, adv=7.431, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 268/453 [02:22<01:30,  2.04it/s, loss=0.063, pair=23.656, adv=7.431, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 268/453 [02:22<01:30,  2.04it/s, loss=0.164, pair=16.750, adv=8.960, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 269/453 [02:22<01:43,  1.78it/s, loss=0.164, pair=16.750, adv=8.960, sprd=0.0
Ep 001/80 [S1:deg_only]:  59%|▌| 269/453 [02:23<01:43,  1.78it/s, loss=0.079, pair=13.734, adv=3.390, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 270/453 [02:23<01:34,  1.94it/s, loss=0.079, pair=13.734, adv=3.390, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 270/453 [02:23<01:34,  1.94it/s, loss=0.068, pair=12.242, adv=6.336, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 271/453 [02:23<01:41,  1.80it/s, loss=0.068, pair=12.242, adv=6.336, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 271/453 [02:24<01:41,  1.80it/s, loss=0.064, pair=14.289, adv=4.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 272/453 [02:24<01:34,  1.91it/s, loss=0.064, pair=14.289, adv=4.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 272/453 [02:24<01:34,  1.91it/s, loss=0.062, pair=18.812, adv=11.038, sprd=0.
Ep 001/80 [S1:deg_only]:  60%|▌| 273/453 [02:24<01:36,  1.86it/s, loss=0.062, pair=18.812, adv=11.038, sprd=0.
Ep 001/80 [S1:deg_only]:  60%|▌| 273/453 [02:25<01:36,  1.86it/s, loss=0.065, pair=12.141, adv=6.104, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 274/453 [02:25<01:31,  1.96it/s, loss=0.065, pair=12.141, adv=6.104, sprd=0.0
Ep 001/80 [S1:deg_only]:  60%|▌| 274/453 [02:25<01:31,  1.96it/s, loss=0.072, pair=10.836, adv=6.476, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 275/453 [02:25<01:33,  1.90it/s, loss=0.072, pair=10.836, adv=6.476, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 275/453 [02:26<01:33,  1.90it/s, loss=0.062, pair=15.492, adv=5.356, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 276/453 [02:26<01:27,  2.03it/s, loss=0.062, pair=15.492, adv=5.356, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 276/453 [02:26<01:27,  2.03it/s, loss=0.073, pair=10.289, adv=7.487, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 277/453 [02:26<01:30,  1.94it/s, loss=0.073, pair=10.289, adv=7.487, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 277/453 [02:27<01:30,  1.94it/s, loss=0.061, pair=11.930, adv=7.993, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 278/453 [02:27<01:25,  2.05it/s, loss=0.061, pair=11.930, adv=7.993, sprd=0.0
Ep 001/80 [S1:deg_only]:  61%|▌| 278/453 [02:27<01:25,  2.05it/s, loss=0.085, pair=18.156, adv=6.524, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 279/453 [02:27<01:30,  1.92it/s, loss=0.085, pair=18.156, adv=6.524, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 279/453 [02:28<01:30,  1.92it/s, loss=0.063, pair=13.234, adv=3.399, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 280/453 [02:28<01:24,  2.05it/s, loss=0.063, pair=13.234, adv=3.399, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 280/453 [02:28<01:24,  2.05it/s, loss=0.069, pair=17.281, adv=6.295, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 281/453 [02:28<01:28,  1.94it/s, loss=0.069, pair=17.281, adv=6.295, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 281/453 [02:29<01:28,  1.94it/s, loss=0.072, pair=21.094, adv=5.849, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 282/453 [02:29<01:23,  2.05it/s, loss=0.072, pair=21.094, adv=5.849, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 282/453 [02:29<01:23,  2.05it/s, loss=0.068, pair=16.547, adv=4.646, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 283/453 [02:29<01:27,  1.94it/s, loss=0.068, pair=16.547, adv=4.646, sprd=0.0
Ep 001/80 [S1:deg_only]:  62%|▌| 283/453 [02:30<01:27,  1.94it/s, loss=0.062, pair=13.453, adv=8.722, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 284/453 [02:30<01:23,  2.02it/s, loss=0.062, pair=13.453, adv=8.722, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 284/453 [02:30<01:23,  2.02it/s, loss=0.076, pair=15.969, adv=6.557, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 285/453 [02:30<01:28,  1.89it/s, loss=0.076, pair=15.969, adv=6.557, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 285/453 [02:31<01:28,  1.89it/s, loss=0.066, pair=20.422, adv=5.142, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 286/453 [02:31<01:26,  1.92it/s, loss=0.066, pair=20.422, adv=5.142, sprd=0.0
Ep 001/80 [S1:deg_only]:  63%|▋| 286/453 [02:32<01:26,  1.92it/s, loss=0.082, pair=8.516, adv=6.416, sprd=0.00
Ep 001/80 [S1:deg_only]:  63%|▋| 287/453 [02:32<01:32,  1.80it/s, loss=0.082, pair=8.516, adv=6.416, sprd=0.00
Ep 001/80 [S1:deg_only]:  63%|▋| 287/453 [02:32<01:32,  1.80it/s, loss=0.062, pair=12.672, adv=8.974, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 288/453 [02:32<01:26,  1.90it/s, loss=0.062, pair=12.672, adv=8.974, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 288/453 [02:33<01:26,  1.90it/s, loss=0.071, pair=22.672, adv=6.127, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 289/453 [02:33<01:35,  1.72it/s, loss=0.071, pair=22.672, adv=6.127, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 289/453 [02:33<01:35,  1.72it/s, loss=0.070, pair=14.711, adv=8.587, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 290/453 [02:33<01:29,  1.82it/s, loss=0.070, pair=14.711, adv=8.587, sprd=0.0
Ep 001/80 [S1:deg_only]:  64%|▋| 290/453 [02:34<01:29,  1.82it/s, loss=0.070, pair=13.656, adv=11.037, sprd=0.
Ep 001/80 [S1:deg_only]:  64%|▋| 291/453 [02:34<01:28,  1.84it/s, loss=0.070, pair=13.656, adv=11.037, sprd=0.
Ep 001/80 [S1:deg_only]:  64%|▋| 291/453 [02:34<01:28,  1.84it/s, loss=0.066, pair=14.523, adv=10.184, sprd=0.
Ep 001/80 [S1:deg_only]:  64%|▋| 292/453 [02:34<01:22,  1.95it/s, loss=0.066, pair=14.523, adv=10.184, sprd=0.
Ep 001/80 [S1:deg_only]:  64%|▋| 292/453 [02:35<01:22,  1.95it/s, loss=0.177, pair=19.156, adv=5.239, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 293/453 [02:35<01:24,  1.90it/s, loss=0.177, pair=19.156, adv=5.239, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 293/453 [02:35<01:24,  1.90it/s, loss=0.060, pair=15.844, adv=7.991, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 294/453 [02:35<01:18,  2.01it/s, loss=0.060, pair=15.844, adv=7.991, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 294/453 [02:36<01:18,  2.01it/s, loss=0.066, pair=14.961, adv=7.698, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 295/453 [02:36<01:23,  1.90it/s, loss=0.066, pair=14.961, adv=7.698, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 295/453 [02:36<01:23,  1.90it/s, loss=0.060, pair=17.672, adv=5.362, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 296/453 [02:36<01:18,  2.01it/s, loss=0.060, pair=17.672, adv=5.362, sprd=0.0
Ep 001/80 [S1:deg_only]:  65%|▋| 296/453 [02:37<01:18,  2.01it/s, loss=0.087, pair=19.031, adv=11.779, sprd=0.
Ep 001/80 [S1:deg_only]:  66%|▋| 297/453 [02:37<01:22,  1.90it/s, loss=0.087, pair=19.031, adv=11.779, sprd=0.
Ep 001/80 [S1:deg_only]:  66%|▋| 297/453 [02:37<01:22,  1.90it/s, loss=0.072, pair=13.406, adv=4.475, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 298/453 [02:37<01:17,  1.99it/s, loss=0.072, pair=13.406, adv=4.475, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 298/453 [02:38<01:17,  1.99it/s, loss=0.070, pair=17.641, adv=6.772, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 299/453 [02:38<01:26,  1.77it/s, loss=0.070, pair=17.641, adv=6.772, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 299/453 [02:38<01:26,  1.77it/s, loss=0.067, pair=21.906, adv=6.640, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 300/453 [02:38<01:20,  1.89it/s, loss=0.067, pair=21.906, adv=6.640, sprd=0.0
Ep 001/80 [S1:deg_only]:  66%|▋| 300/453 [02:39<01:20,  1.89it/s, loss=0.165, pair=14.492, adv=10.757, sprd=0.
Ep 001/80 [S1:deg_only]:  66%|▋| 301/453 [02:39<01:23,  1.82it/s, loss=0.165, pair=14.492, adv=10.757, sprd=0.
Ep 001/80 [S1:deg_only]:  66%|▋| 301/453 [02:39<01:23,  1.82it/s, loss=0.066, pair=14.938, adv=6.868, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 302/453 [02:39<01:21,  1.85it/s, loss=0.066, pair=14.938, adv=6.868, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 302/453 [02:40<01:21,  1.85it/s, loss=0.077, pair=15.500, adv=5.263, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 303/453 [02:40<01:30,  1.66it/s, loss=0.077, pair=15.500, adv=5.263, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 303/453 [02:41<01:30,  1.66it/s, loss=0.089, pair=18.109, adv=4.197, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 304/453 [02:41<01:22,  1.80it/s, loss=0.089, pair=18.109, adv=4.197, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 304/453 [02:41<01:22,  1.80it/s, loss=0.073, pair=13.438, adv=3.962, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 305/453 [02:41<01:21,  1.81it/s, loss=0.073, pair=13.438, adv=3.962, sprd=0.0
Ep 001/80 [S1:deg_only]:  67%|▋| 305/453 [02:42<01:21,  1.81it/s, loss=0.066, pair=14.383, adv=9.395, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 306/453 [02:42<01:14,  1.98it/s, loss=0.066, pair=14.383, adv=9.395, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 306/453 [02:42<01:14,  1.98it/s, loss=0.085, pair=12.883, adv=7.640, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 307/453 [02:42<01:16,  1.90it/s, loss=0.085, pair=12.883, adv=7.640, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 307/453 [02:43<01:16,  1.90it/s, loss=0.063, pair=16.062, adv=4.899, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 308/453 [02:43<01:12,  2.01it/s, loss=0.063, pair=16.062, adv=4.899, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 308/453 [02:43<01:12,  2.01it/s, loss=0.062, pair=11.328, adv=6.048, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 309/453 [02:43<01:15,  1.92it/s, loss=0.062, pair=11.328, adv=6.048, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 309/453 [02:44<01:15,  1.92it/s, loss=0.059, pair=10.406, adv=7.604, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 310/453 [02:44<01:10,  2.04it/s, loss=0.059, pair=10.406, adv=7.604, sprd=0.0
Ep 001/80 [S1:deg_only]:  68%|▋| 310/453 [02:44<01:10,  2.04it/s, loss=0.062, pair=23.266, adv=4.677, sprd=0.0
Ep 001/80 [S1:deg_only]:  69%|▋| 311/453 [02:44<01:13,  1.92it/s, loss=0.062, pair=23.266, adv=4.677, sprd=0.0
Ep 001/80 [S1:deg_only]:  69%|▋| 311/453 [02:45<01:13,  1.92it/s, loss=0.065, pair=8.414, adv=5.913, sprd=0.00
Ep 001/80 [S1:deg_only]:  69%|▋| 312/453 [02:45<01:09,  2.03it/s, loss=0.065, pair=8.414, adv=5.913, sprd=0.00
Ep 001/80 [S1:deg_only]:  69%|▋| 312/453 [02:45<01:09,  2.03it/s, loss=0.058, pair=11.117, adv=4.736, sprd=0.0
Ep 001/80 [S1:deg_only]:  69%|▋| 313/453 [02:45<01:12,  1.92it/s, loss=0.058, pair=11.117, adv=4.736, sprd=0.0
Ep 001/80 [S1:deg_only]:  69%|▋| 313/453 [02:46<01:12,  1.92it/s, loss=0.060, pair=14.688, adv=11.696, sprd=0.
Ep 001/80 [S1:deg_only]:  69%|▋| 314/453 [02:46<01:07,  2.06it/s, loss=0.060, pair=14.688, adv=11.696, sprd=0.
Ep 001/80 [S1:deg_only]:  69%|▋| 314/453 [02:46<01:07,  2.06it/s, loss=0.061, pair=14.977, adv=4.304, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 315/453 [02:46<01:12,  1.90it/s, loss=0.061, pair=14.977, adv=4.304, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 315/453 [02:47<01:12,  1.90it/s, loss=0.058, pair=16.828, adv=7.888, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 316/453 [02:47<01:08,  2.01it/s, loss=0.058, pair=16.828, adv=7.888, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 316/453 [02:47<01:08,  2.01it/s, loss=0.062, pair=17.016, adv=11.253, sprd=0.
Ep 001/80 [S1:deg_only]:  70%|▋| 317/453 [02:47<01:12,  1.87it/s, loss=0.062, pair=17.016, adv=11.253, sprd=0.
Ep 001/80 [S1:deg_only]:  70%|▋| 317/453 [02:48<01:12,  1.87it/s, loss=0.058, pair=13.414, adv=4.676, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 318/453 [02:48<01:08,  1.96it/s, loss=0.058, pair=13.414, adv=4.676, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 318/453 [02:48<01:08,  1.96it/s, loss=0.072, pair=18.203, adv=6.658, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 319/453 [02:48<01:14,  1.79it/s, loss=0.072, pair=18.203, adv=6.658, sprd=0.0
Ep 001/80 [S1:deg_only]:  70%|▋| 319/453 [02:49<01:14,  1.79it/s, loss=0.062, pair=21.969, adv=9.780, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 320/453 [02:49<01:09,  1.91it/s, loss=0.062, pair=21.969, adv=9.780, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 320/453 [02:49<01:09,  1.91it/s, loss=0.071, pair=15.500, adv=4.611, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 321/453 [02:49<01:09,  1.89it/s, loss=0.071, pair=15.500, adv=4.611, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 321/453 [02:50<01:09,  1.89it/s, loss=0.082, pair=17.719, adv=5.730, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 322/453 [02:50<01:06,  1.98it/s, loss=0.082, pair=17.719, adv=5.730, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 322/453 [02:51<01:06,  1.98it/s, loss=0.068, pair=22.547, adv=3.698, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 323/453 [02:51<01:12,  1.80it/s, loss=0.068, pair=22.547, adv=3.698, sprd=0.0
Ep 001/80 [S1:deg_only]:  71%|▋| 323/453 [02:51<01:12,  1.80it/s, loss=0.056, pair=14.641, adv=6.565, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 324/453 [02:51<01:06,  1.93it/s, loss=0.056, pair=14.641, adv=6.565, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 324/453 [02:52<01:06,  1.93it/s, loss=0.061, pair=20.078, adv=7.188, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 325/453 [02:52<01:09,  1.84it/s, loss=0.061, pair=20.078, adv=7.188, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 325/453 [02:52<01:09,  1.84it/s, loss=0.069, pair=17.656, adv=9.898, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 326/453 [02:52<01:05,  1.94it/s, loss=0.069, pair=17.656, adv=9.898, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 326/453 [02:53<01:05,  1.94it/s, loss=0.074, pair=18.266, adv=8.886, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 327/453 [02:53<01:08,  1.83it/s, loss=0.074, pair=18.266, adv=8.886, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 327/453 [02:53<01:08,  1.83it/s, loss=0.060, pair=17.297, adv=4.631, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 328/453 [02:53<01:04,  1.94it/s, loss=0.060, pair=17.297, adv=4.631, sprd=0.0
Ep 001/80 [S1:deg_only]:  72%|▋| 328/453 [02:54<01:04,  1.94it/s, loss=0.056, pair=15.562, adv=10.003, sprd=0.
Ep 001/80 [S1:deg_only]:  73%|▋| 329/453 [02:54<01:07,  1.83it/s, loss=0.056, pair=15.562, adv=10.003, sprd=0.
Ep 001/80 [S1:deg_only]:  73%|▋| 329/453 [02:54<01:07,  1.83it/s, loss=0.072, pair=19.188, adv=9.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 330/453 [02:54<01:03,  1.94it/s, loss=0.072, pair=19.188, adv=9.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 330/453 [02:55<01:03,  1.94it/s, loss=0.094, pair=17.625, adv=7.020, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 331/453 [02:55<01:05,  1.85it/s, loss=0.094, pair=17.625, adv=7.020, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 331/453 [02:55<01:05,  1.85it/s, loss=0.061, pair=21.875, adv=6.815, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 332/453 [02:55<01:01,  1.96it/s, loss=0.061, pair=21.875, adv=6.815, sprd=0.0
Ep 001/80 [S1:deg_only]:  73%|▋| 332/453 [02:56<01:01,  1.96it/s, loss=0.074, pair=17.828, adv=7.933, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 333/453 [02:56<01:06,  1.80it/s, loss=0.074, pair=17.828, adv=7.933, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 333/453 [02:56<01:06,  1.80it/s, loss=0.058, pair=11.219, adv=8.304, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 334/453 [02:56<01:03,  1.88it/s, loss=0.058, pair=11.219, adv=8.304, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 334/453 [02:57<01:03,  1.88it/s, loss=0.063, pair=14.461, adv=8.672, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 335/453 [02:57<01:06,  1.78it/s, loss=0.063, pair=14.461, adv=8.672, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 335/453 [02:57<01:06,  1.78it/s, loss=0.078, pair=16.312, adv=6.186, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 336/453 [02:57<01:01,  1.91it/s, loss=0.078, pair=16.312, adv=6.186, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 336/453 [02:58<01:01,  1.91it/s, loss=0.166, pair=18.828, adv=5.947, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 337/453 [02:58<01:02,  1.87it/s, loss=0.166, pair=18.828, adv=5.947, sprd=0.0
Ep 001/80 [S1:deg_only]:  74%|▋| 337/453 [02:58<01:02,  1.87it/s, loss=0.066, pair=15.844, adv=4.343, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▋| 338/453 [02:58<00:57,  2.00it/s, loss=0.066, pair=15.844, adv=4.343, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▋| 338/453 [02:59<00:57,  2.00it/s, loss=0.057, pair=18.750, adv=8.589, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▋| 339/453 [02:59<01:00,  1.90it/s, loss=0.057, pair=18.750, adv=8.589, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▋| 339/453 [02:59<01:00,  1.90it/s, loss=0.070, pair=16.031, adv=6.716, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 340/453 [02:59<00:56,  2.01it/s, loss=0.070, pair=16.031, adv=6.716, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 340/453 [03:00<00:56,  2.01it/s, loss=0.070, pair=10.148, adv=3.953, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 341/453 [03:00<00:58,  1.91it/s, loss=0.070, pair=10.148, adv=3.953, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 341/453 [03:00<00:58,  1.91it/s, loss=0.058, pair=16.016, adv=4.397, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 342/453 [03:00<00:55,  2.01it/s, loss=0.058, pair=16.016, adv=4.397, sprd=0.0
Ep 001/80 [S1:deg_only]:  75%|▊| 342/453 [03:01<00:55,  2.01it/s, loss=0.063, pair=17.500, adv=4.804, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 343/453 [03:01<00:58,  1.88it/s, loss=0.063, pair=17.500, adv=4.804, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 343/453 [03:01<00:58,  1.88it/s, loss=0.058, pair=17.766, adv=8.540, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 344/453 [03:01<00:54,  1.99it/s, loss=0.058, pair=17.766, adv=8.540, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 344/453 [03:02<00:54,  1.99it/s, loss=0.063, pair=15.883, adv=7.057, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 345/453 [03:02<00:55,  1.94it/s, loss=0.063, pair=15.883, adv=7.057, sprd=0.0
Ep 001/80 [S1:deg_only]:  76%|▊| 345/453 [03:02<00:55,  1.94it/s, loss=0.054, pair=16.406, adv=10.187, sprd=0.
Ep 001/80 [S1:deg_only]:  76%|▊| 346/453 [03:02<00:52,  2.03it/s, loss=0.054, pair=16.406, adv=10.187, sprd=0.
Ep 001/80 [S1:deg_only]:  76%|▊| 346/453 [03:03<00:52,  2.03it/s, loss=0.063, pair=16.750, adv=7.738, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 347/453 [03:03<00:54,  1.94it/s, loss=0.063, pair=16.750, adv=7.738, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 347/453 [03:03<00:54,  1.94it/s, loss=0.063, pair=19.594, adv=6.047, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 348/453 [03:03<00:51,  2.02it/s, loss=0.063, pair=19.594, adv=6.047, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 348/453 [03:04<00:51,  2.02it/s, loss=0.074, pair=14.258, adv=3.873, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 349/453 [03:04<00:54,  1.92it/s, loss=0.074, pair=14.258, adv=3.873, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 349/453 [03:05<00:54,  1.92it/s, loss=0.061, pair=21.969, adv=7.563, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 350/453 [03:05<00:57,  1.78it/s, loss=0.061, pair=21.969, adv=7.563, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 350/453 [03:05<00:57,  1.78it/s, loss=0.063, pair=12.508, adv=9.095, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 351/453 [03:05<00:58,  1.74it/s, loss=0.063, pair=12.508, adv=9.095, sprd=0.0
Ep 001/80 [S1:deg_only]:  77%|▊| 351/453 [03:06<00:58,  1.74it/s, loss=0.065, pair=13.125, adv=7.148, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 352/453 [03:06<00:54,  1.87it/s, loss=0.065, pair=13.125, adv=7.148, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 352/453 [03:06<00:54,  1.87it/s, loss=0.070, pair=22.141, adv=10.415, sprd=0.
Ep 001/80 [S1:deg_only]:  78%|▊| 353/453 [03:06<00:55,  1.81it/s, loss=0.070, pair=22.141, adv=10.415, sprd=0.
Ep 001/80 [S1:deg_only]:  78%|▊| 353/453 [03:07<00:55,  1.81it/s, loss=0.064, pair=13.852, adv=4.530, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 354/453 [03:07<00:51,  1.91it/s, loss=0.064, pair=13.852, adv=4.530, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 354/453 [03:07<00:51,  1.91it/s, loss=0.075, pair=17.828, adv=4.705, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 355/453 [03:07<00:52,  1.86it/s, loss=0.075, pair=17.828, adv=4.705, sprd=0.0
Ep 001/80 [S1:deg_only]:  78%|▊| 355/453 [03:08<00:52,  1.86it/s, loss=0.054, pair=16.578, adv=5.350, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 356/453 [03:08<00:48,  1.98it/s, loss=0.054, pair=16.578, adv=5.350, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 356/453 [03:08<00:48,  1.98it/s, loss=0.067, pair=22.578, adv=6.516, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 357/453 [03:08<00:50,  1.89it/s, loss=0.067, pair=22.578, adv=6.516, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 357/453 [03:09<00:50,  1.89it/s, loss=0.060, pair=10.891, adv=5.756, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 358/453 [03:09<00:47,  2.00it/s, loss=0.060, pair=10.891, adv=5.756, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 358/453 [03:09<00:47,  2.00it/s, loss=0.176, pair=15.141, adv=5.442, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 359/453 [03:09<00:49,  1.89it/s, loss=0.176, pair=15.141, adv=5.442, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 359/453 [03:10<00:49,  1.89it/s, loss=0.056, pair=15.914, adv=7.368, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 360/453 [03:10<00:46,  2.00it/s, loss=0.056, pair=15.914, adv=7.368, sprd=0.0
Ep 001/80 [S1:deg_only]:  79%|▊| 360/453 [03:10<00:46,  2.00it/s, loss=0.056, pair=19.797, adv=7.043, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 361/453 [03:10<00:48,  1.89it/s, loss=0.056, pair=19.797, adv=7.043, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 361/453 [03:11<00:48,  1.89it/s, loss=0.056, pair=12.641, adv=7.859, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 362/453 [03:11<00:44,  2.03it/s, loss=0.056, pair=12.641, adv=7.859, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 362/453 [03:11<00:44,  2.03it/s, loss=0.058, pair=18.312, adv=6.374, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 363/453 [03:11<00:46,  1.92it/s, loss=0.058, pair=18.312, adv=6.374, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 363/453 [03:12<00:46,  1.92it/s, loss=0.056, pair=21.422, adv=6.610, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 364/453 [03:12<00:43,  2.05it/s, loss=0.056, pair=21.422, adv=6.610, sprd=0.0
Ep 001/80 [S1:deg_only]:  80%|▊| 364/453 [03:12<00:43,  2.05it/s, loss=0.067, pair=9.336, adv=5.256, sprd=0.00
Ep 001/80 [S1:deg_only]:  81%|▊| 365/453 [03:12<00:44,  1.97it/s, loss=0.067, pair=9.336, adv=5.256, sprd=0.00
Ep 001/80 [S1:deg_only]:  81%|▊| 365/453 [03:13<00:44,  1.97it/s, loss=0.060, pair=18.594, adv=7.491, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 366/453 [03:13<00:42,  2.07it/s, loss=0.060, pair=18.594, adv=7.491, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 366/453 [03:13<00:42,  2.07it/s, loss=0.062, pair=18.312, adv=9.540, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 367/453 [03:13<00:46,  1.83it/s, loss=0.062, pair=18.312, adv=9.540, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 367/453 [03:14<00:46,  1.83it/s, loss=0.064, pair=13.578, adv=6.184, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 368/453 [03:14<00:44,  1.92it/s, loss=0.064, pair=13.578, adv=6.184, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 368/453 [03:15<00:44,  1.92it/s, loss=0.066, pair=17.094, adv=7.692, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 369/453 [03:15<00:46,  1.82it/s, loss=0.066, pair=17.094, adv=7.692, sprd=0.0
Ep 001/80 [S1:deg_only]:  81%|▊| 369/453 [03:15<00:46,  1.82it/s, loss=0.063, pair=17.359, adv=4.638, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 370/453 [03:15<00:42,  1.95it/s, loss=0.063, pair=17.359, adv=4.638, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 370/453 [03:16<00:42,  1.95it/s, loss=0.056, pair=12.195, adv=9.499, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 371/453 [03:16<00:44,  1.83it/s, loss=0.056, pair=12.195, adv=9.499, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 371/453 [03:16<00:44,  1.83it/s, loss=0.059, pair=13.477, adv=5.975, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 372/453 [03:16<00:42,  1.91it/s, loss=0.059, pair=13.477, adv=5.975, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 372/453 [03:17<00:42,  1.91it/s, loss=0.061, pair=16.422, adv=9.849, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 373/453 [03:17<00:46,  1.74it/s, loss=0.061, pair=16.422, adv=9.849, sprd=0.0
Ep 001/80 [S1:deg_only]:  82%|▊| 373/453 [03:17<00:46,  1.74it/s, loss=0.059, pair=16.359, adv=5.746, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 374/453 [03:17<00:42,  1.84it/s, loss=0.059, pair=16.359, adv=5.746, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 374/453 [03:18<00:42,  1.84it/s, loss=0.067, pair=14.820, adv=6.741, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 375/453 [03:18<00:43,  1.80it/s, loss=0.067, pair=14.820, adv=6.741, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 375/453 [03:18<00:43,  1.80it/s, loss=0.063, pair=11.203, adv=6.096, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 376/453 [03:18<00:40,  1.92it/s, loss=0.063, pair=11.203, adv=6.096, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 376/453 [03:19<00:40,  1.92it/s, loss=0.055, pair=12.586, adv=5.721, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 377/453 [03:19<00:43,  1.73it/s, loss=0.055, pair=12.586, adv=5.721, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 377/453 [03:19<00:43,  1.73it/s, loss=0.052, pair=11.797, adv=7.508, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 378/453 [03:19<00:39,  1.88it/s, loss=0.052, pair=11.797, adv=7.508, sprd=0.0
Ep 001/80 [S1:deg_only]:  83%|▊| 378/453 [03:20<00:39,  1.88it/s, loss=0.172, pair=16.094, adv=9.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  84%|▊| 379/453 [03:20<00:41,  1.80it/s, loss=0.172, pair=16.094, adv=9.204, sprd=0.0
Ep 001/80 [S1:deg_only]:  84%|▊| 379/453 [03:20<00:41,  1.80it/s, loss=0.054, pair=19.469, adv=10.485, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 380/453 [03:20<00:37,  1.94it/s, loss=0.054, pair=19.469, adv=10.485, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 380/453 [03:21<00:37,  1.94it/s, loss=0.061, pair=12.414, adv=10.056, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 381/453 [03:21<00:39,  1.84it/s, loss=0.061, pair=12.414, adv=10.056, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 381/453 [03:21<00:39,  1.84it/s, loss=0.055, pair=14.781, adv=10.791, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 382/453 [03:21<00:36,  1.96it/s, loss=0.055, pair=14.781, adv=10.791, sprd=0.
Ep 001/80 [S1:deg_only]:  84%|▊| 382/453 [03:22<00:36,  1.96it/s, loss=0.070, pair=16.344, adv=8.009, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 383/453 [03:22<00:38,  1.80it/s, loss=0.070, pair=16.344, adv=8.009, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 383/453 [03:23<00:38,  1.80it/s, loss=0.051, pair=17.078, adv=11.957, sprd=0.
Ep 001/80 [S1:deg_only]:  85%|▊| 384/453 [03:23<00:36,  1.91it/s, loss=0.051, pair=17.078, adv=11.957, sprd=0.
Ep 001/80 [S1:deg_only]:  85%|▊| 384/453 [03:23<00:36,  1.91it/s, loss=0.060, pair=14.320, adv=6.595, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 385/453 [03:23<00:37,  1.82it/s, loss=0.060, pair=14.320, adv=6.595, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 385/453 [03:24<00:37,  1.82it/s, loss=0.050, pair=16.375, adv=6.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 386/453 [03:24<00:34,  1.92it/s, loss=0.050, pair=16.375, adv=6.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 386/453 [03:24<00:34,  1.92it/s, loss=0.072, pair=21.859, adv=4.635, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 387/453 [03:24<00:35,  1.87it/s, loss=0.072, pair=21.859, adv=4.635, sprd=0.0
Ep 001/80 [S1:deg_only]:  85%|▊| 387/453 [03:25<00:35,  1.87it/s, loss=0.055, pair=18.016, adv=7.895, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 388/453 [03:25<00:32,  1.99it/s, loss=0.055, pair=18.016, adv=7.895, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 388/453 [03:25<00:32,  1.99it/s, loss=0.059, pair=20.219, adv=9.385, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 389/453 [03:25<00:33,  1.89it/s, loss=0.059, pair=20.219, adv=9.385, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 389/453 [03:26<00:33,  1.89it/s, loss=0.052, pair=13.250, adv=9.120, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 390/453 [03:26<00:31,  2.00it/s, loss=0.052, pair=13.250, adv=9.120, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 390/453 [03:26<00:31,  2.00it/s, loss=0.064, pair=19.531, adv=5.445, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 391/453 [03:26<00:33,  1.84it/s, loss=0.064, pair=19.531, adv=5.445, sprd=0.0
Ep 001/80 [S1:deg_only]:  86%|▊| 391/453 [03:27<00:33,  1.84it/s, loss=0.069, pair=16.125, adv=8.265, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 392/453 [03:27<00:31,  1.95it/s, loss=0.069, pair=16.125, adv=8.265, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 392/453 [03:27<00:31,  1.95it/s, loss=0.058, pair=16.062, adv=9.519, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 393/453 [03:27<00:31,  1.92it/s, loss=0.058, pair=16.062, adv=9.519, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 393/453 [03:28<00:31,  1.92it/s, loss=0.054, pair=19.812, adv=4.856, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 394/453 [03:28<00:29,  2.02it/s, loss=0.054, pair=19.812, adv=4.856, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 394/453 [03:28<00:29,  2.02it/s, loss=0.058, pair=17.766, adv=6.070, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 395/453 [03:28<00:30,  1.92it/s, loss=0.058, pair=17.766, adv=6.070, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 395/453 [03:29<00:30,  1.92it/s, loss=0.048, pair=15.867, adv=7.420, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 396/453 [03:29<00:28,  2.03it/s, loss=0.048, pair=15.867, adv=7.420, sprd=0.0
Ep 001/80 [S1:deg_only]:  87%|▊| 396/453 [03:29<00:28,  2.03it/s, loss=0.060, pair=17.797, adv=6.128, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 397/453 [03:29<00:28,  1.93it/s, loss=0.060, pair=17.797, adv=6.128, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 397/453 [03:30<00:28,  1.93it/s, loss=0.056, pair=18.703, adv=7.908, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 398/453 [03:30<00:26,  2.04it/s, loss=0.056, pair=18.703, adv=7.908, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 398/453 [03:31<00:26,  2.04it/s, loss=0.087, pair=14.422, adv=4.017, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 399/453 [03:31<00:31,  1.73it/s, loss=0.087, pair=14.422, adv=4.017, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 399/453 [03:31<00:31,  1.73it/s, loss=0.066, pair=10.773, adv=5.665, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 400/453 [03:31<00:28,  1.86it/s, loss=0.066, pair=10.773, adv=5.665, sprd=0.0
Ep 001/80 [S1:deg_only]:  88%|▉| 400/453 [03:32<00:28,  1.86it/s, loss=0.059, pair=16.531, adv=6.340, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 401/453 [03:32<00:28,  1.83it/s, loss=0.059, pair=16.531, adv=6.340, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 401/453 [03:32<00:28,  1.83it/s, loss=0.051, pair=20.000, adv=13.857, sprd=0.
Ep 001/80 [S1:deg_only]:  89%|▉| 402/453 [03:32<00:26,  1.94it/s, loss=0.051, pair=20.000, adv=13.857, sprd=0.
Ep 001/80 [S1:deg_only]:  89%|▉| 402/453 [03:32<00:26,  1.94it/s, loss=0.062, pair=8.609, adv=8.771, sprd=0.00
Ep 001/80 [S1:deg_only]:  89%|▉| 403/453 [03:32<00:25,  1.93it/s, loss=0.062, pair=8.609, adv=8.771, sprd=0.00
Ep 001/80 [S1:deg_only]:  89%|▉| 403/453 [03:33<00:25,  1.93it/s, loss=0.050, pair=18.016, adv=5.415, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 404/453 [03:33<00:24,  2.01it/s, loss=0.050, pair=18.016, adv=5.415, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 404/453 [03:34<00:24,  2.01it/s, loss=0.060, pair=15.523, adv=5.132, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 405/453 [03:34<00:25,  1.88it/s, loss=0.060, pair=15.523, adv=5.132, sprd=0.0
Ep 001/80 [S1:deg_only]:  89%|▉| 405/453 [03:34<00:25,  1.88it/s, loss=0.058, pair=14.492, adv=6.670, sprd=0.0
Ep 001/80 [S1:deg_only]:  90%|▉| 406/453 [03:34<00:24,  1.89it/s, loss=0.058, pair=14.492, adv=6.670, sprd=0.0
Ep 001/80 [S1:deg_only]:  90%|▉| 406/453 [03:35<00:24,  1.89it/s, loss=0.158, pair=17.859, adv=12.460, sprd=0.
Ep 001/80 [S1:deg_only]:  90%|▉| 407/453 [03:35<00:25,  1.84it/s, loss=0.158, pair=17.859, adv=12.460, sprd=0.
Ep 001/80 [S1:deg_only]:  90%|▉| 407/453 [03:35<00:25,  1.84it/s, loss=0.059, pair=16.047, adv=11.554, sprd=0.
Ep 001/80 [S1:deg_only]:  90%|▉| 408/453 [03:35<00:23,  1.95it/s, loss=0.059, pair=16.047, adv=11.554, sprd=0.
Ep 001/80 [S1:deg_only]:  90%|▉| 408/453 [03:36<00:23,  1.95it/s, loss=0.059, pair=17.859, adv=4.425, sprd=0.0
Ep 001/80 [S1:deg_only]:  90%|▉| 409/453 [03:36<00:23,  1.85it/s, loss=0.059, pair=17.859, adv=4.425, sprd=0.0
Ep 001/80 [S1:deg_only]:  90%|▉| 409/453 [03:36<00:23,  1.85it/s, loss=0.086, pair=14.867, adv=5.071, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 410/453 [03:36<00:21,  2.01it/s, loss=0.086, pair=14.867, adv=5.071, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 410/453 [03:37<00:21,  2.01it/s, loss=0.060, pair=16.406, adv=7.480, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 411/453 [03:37<00:21,  1.94it/s, loss=0.060, pair=16.406, adv=7.480, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 411/453 [03:37<00:21,  1.94it/s, loss=0.057, pair=15.562, adv=4.908, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 412/453 [03:37<00:19,  2.05it/s, loss=0.057, pair=15.562, adv=4.908, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 412/453 [03:38<00:19,  2.05it/s, loss=0.068, pair=25.875, adv=6.552, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 413/453 [03:38<00:20,  1.93it/s, loss=0.068, pair=25.875, adv=6.552, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 413/453 [03:38<00:20,  1.93it/s, loss=0.064, pair=22.047, adv=5.045, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 414/453 [03:38<00:19,  2.01it/s, loss=0.064, pair=22.047, adv=5.045, sprd=0.0
Ep 001/80 [S1:deg_only]:  91%|▉| 414/453 [03:39<00:19,  2.01it/s, loss=0.158, pair=14.719, adv=5.237, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 415/453 [03:39<00:20,  1.84it/s, loss=0.158, pair=14.719, adv=5.237, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 415/453 [03:39<00:20,  1.84it/s, loss=0.054, pair=20.203, adv=5.215, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 416/453 [03:39<00:18,  1.96it/s, loss=0.054, pair=20.203, adv=5.215, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 416/453 [03:40<00:18,  1.96it/s, loss=0.074, pair=15.758, adv=10.613, sprd=0.
Ep 001/80 [S1:deg_only]:  92%|▉| 417/453 [03:40<00:19,  1.84it/s, loss=0.074, pair=15.758, adv=10.613, sprd=0.
Ep 001/80 [S1:deg_only]:  92%|▉| 417/453 [03:40<00:19,  1.84it/s, loss=0.057, pair=18.031, adv=5.528, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 418/453 [03:40<00:17,  1.97it/s, loss=0.057, pair=18.031, adv=5.528, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 418/453 [03:41<00:17,  1.97it/s, loss=0.078, pair=24.281, adv=4.462, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 419/453 [03:41<00:18,  1.88it/s, loss=0.078, pair=24.281, adv=4.462, sprd=0.0
Ep 001/80 [S1:deg_only]:  92%|▉| 419/453 [03:41<00:18,  1.88it/s, loss=0.058, pair=16.203, adv=7.475, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 420/453 [03:41<00:16,  1.98it/s, loss=0.058, pair=16.203, adv=7.475, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 420/453 [03:42<00:16,  1.98it/s, loss=0.168, pair=18.047, adv=8.947, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 421/453 [03:42<00:16,  1.93it/s, loss=0.168, pair=18.047, adv=8.947, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 421/453 [03:42<00:16,  1.93it/s, loss=0.055, pair=15.453, adv=6.190, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 422/453 [03:42<00:15,  2.04it/s, loss=0.055, pair=15.453, adv=6.190, sprd=0.0
Ep 001/80 [S1:deg_only]:  93%|▉| 422/453 [03:43<00:15,  2.04it/s, loss=0.053, pair=12.617, adv=11.445, sprd=0.
Ep 001/80 [S1:deg_only]:  93%|▉| 423/453 [03:43<00:15,  1.96it/s, loss=0.053, pair=12.617, adv=11.445, sprd=0.
Ep 001/80 [S1:deg_only]:  93%|▉| 423/453 [03:43<00:15,  1.96it/s, loss=0.053, pair=14.672, adv=5.762, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 424/453 [03:43<00:14,  2.04it/s, loss=0.053, pair=14.672, adv=5.762, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 424/453 [03:44<00:14,  2.04it/s, loss=0.058, pair=15.531, adv=8.994, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 425/453 [03:44<00:14,  1.90it/s, loss=0.058, pair=15.531, adv=8.994, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 425/453 [03:44<00:14,  1.90it/s, loss=0.058, pair=22.359, adv=6.348, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 426/453 [03:44<00:13,  2.00it/s, loss=0.058, pair=22.359, adv=6.348, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 426/453 [03:45<00:13,  2.00it/s, loss=0.057, pair=21.328, adv=6.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 427/453 [03:45<00:13,  1.91it/s, loss=0.057, pair=21.328, adv=6.083, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 427/453 [03:45<00:13,  1.91it/s, loss=0.063, pair=10.961, adv=7.133, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 428/453 [03:45<00:12,  2.01it/s, loss=0.063, pair=10.961, adv=7.133, sprd=0.0
Ep 001/80 [S1:deg_only]:  94%|▉| 428/453 [03:46<00:12,  2.01it/s, loss=0.055, pair=19.094, adv=7.635, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 429/453 [03:46<00:13,  1.76it/s, loss=0.055, pair=19.094, adv=7.635, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 429/453 [03:46<00:13,  1.76it/s, loss=0.073, pair=21.297, adv=4.443, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 430/453 [03:46<00:12,  1.89it/s, loss=0.073, pair=21.297, adv=4.443, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 430/453 [03:47<00:12,  1.89it/s, loss=0.160, pair=12.500, adv=6.608, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 431/453 [03:47<00:12,  1.81it/s, loss=0.160, pair=12.500, adv=6.608, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 431/453 [03:48<00:12,  1.81it/s, loss=0.054, pair=19.203, adv=6.389, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 432/453 [03:48<00:10,  1.92it/s, loss=0.054, pair=19.203, adv=6.389, sprd=0.0
Ep 001/80 [S1:deg_only]:  95%|▉| 432/453 [03:48<00:10,  1.92it/s, loss=0.057, pair=15.070, adv=4.609, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 433/453 [03:48<00:10,  1.83it/s, loss=0.057, pair=15.070, adv=4.609, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 433/453 [03:49<00:10,  1.83it/s, loss=0.055, pair=15.711, adv=9.449, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 434/453 [03:49<00:09,  1.94it/s, loss=0.055, pair=15.711, adv=9.449, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 434/453 [03:49<00:09,  1.94it/s, loss=0.054, pair=20.016, adv=5.925, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 435/453 [03:49<00:09,  1.85it/s, loss=0.054, pair=20.016, adv=5.925, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 435/453 [03:50<00:09,  1.85it/s, loss=0.050, pair=14.984, adv=4.531, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 436/453 [03:50<00:08,  1.90it/s, loss=0.050, pair=14.984, adv=4.531, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 436/453 [03:50<00:08,  1.90it/s, loss=0.087, pair=16.766, adv=4.954, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 437/453 [03:50<00:08,  1.78it/s, loss=0.087, pair=16.766, adv=4.954, sprd=0.0
Ep 001/80 [S1:deg_only]:  96%|▉| 437/453 [03:51<00:08,  1.78it/s, loss=0.062, pair=17.000, adv=7.141, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 438/453 [03:51<00:07,  1.88it/s, loss=0.062, pair=17.000, adv=7.141, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 438/453 [03:51<00:07,  1.88it/s, loss=0.166, pair=13.055, adv=6.030, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 439/453 [03:51<00:07,  1.76it/s, loss=0.166, pair=13.055, adv=6.030, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 439/453 [03:52<00:07,  1.76it/s, loss=0.055, pair=15.914, adv=5.777, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 440/453 [03:52<00:06,  1.87it/s, loss=0.055, pair=15.914, adv=5.777, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 440/453 [03:53<00:06,  1.87it/s, loss=0.050, pair=18.812, adv=4.914, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 441/453 [03:53<00:06,  1.78it/s, loss=0.050, pair=18.812, adv=4.914, sprd=0.0
Ep 001/80 [S1:deg_only]:  97%|▉| 441/453 [03:53<00:06,  1.78it/s, loss=0.049, pair=19.109, adv=4.653, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 442/453 [03:53<00:05,  1.86it/s, loss=0.049, pair=19.109, adv=4.653, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 442/453 [03:54<00:05,  1.86it/s, loss=0.061, pair=17.922, adv=5.703, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 443/453 [03:54<00:05,  1.68it/s, loss=0.061, pair=17.922, adv=5.703, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 443/453 [03:54<00:05,  1.68it/s, loss=0.052, pair=19.359, adv=6.019, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 444/453 [03:54<00:05,  1.80it/s, loss=0.052, pair=19.359, adv=6.019, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 444/453 [03:55<00:05,  1.80it/s, loss=0.070, pair=16.188, adv=4.391, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 445/453 [03:55<00:04,  1.69it/s, loss=0.070, pair=16.188, adv=4.391, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 445/453 [03:55<00:04,  1.69it/s, loss=0.056, pair=16.953, adv=3.876, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 446/453 [03:55<00:03,  1.80it/s, loss=0.056, pair=16.953, adv=3.876, sprd=0.0
Ep 001/80 [S1:deg_only]:  98%|▉| 446/453 [03:56<00:03,  1.80it/s, loss=0.062, pair=16.562, adv=5.114, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 447/453 [03:56<00:03,  1.60it/s, loss=0.062, pair=16.562, adv=5.114, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 447/453 [03:57<00:03,  1.60it/s, loss=0.052, pair=16.031, adv=6.062, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 448/453 [03:57<00:02,  1.73it/s, loss=0.052, pair=16.031, adv=6.062, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 448/453 [03:57<00:02,  1.73it/s, loss=0.054, pair=25.203, adv=7.121, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 449/453 [03:57<00:02,  1.65it/s, loss=0.054, pair=25.203, adv=7.121, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 449/453 [03:58<00:02,  1.65it/s, loss=0.054, pair=16.422, adv=6.213, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 450/453 [03:58<00:01,  1.78it/s, loss=0.054, pair=16.422, adv=6.213, sprd=0.0
Ep 001/80 [S1:deg_only]:  99%|▉| 450/453 [03:58<00:01,  1.78it/s, loss=0.052, pair=11.320, adv=6.265, sprd=0.0
Ep 001/80 [S1:deg_only]: 100%|▉| 451/453 [03:58<00:01,  1.66it/s, loss=0.052, pair=11.320, adv=6.265, sprd=0.0
Ep 001/80 [S1:deg_only]: 100%|▉| 451/453 [03:59<00:01,  1.66it/s, loss=0.067, pair=15.031, adv=5.976, sprd=0.0
Ep 001/80 [S1:deg_only]: 100%|▉| 452/453 [03:59<00:00,  1.77it/s, loss=0.067, pair=15.031, adv=5.976, sprd=0.0
Ep 001/80 [S1:deg_only]: 100%|▉| 452/453 [04:00<00:00,  1.77it/s, loss=0.060, pair=16.500, adv=5.074, sprd=0.0
Ep 001/80 [S1:deg_only]: 100%|█| 453/453 [04:00<00:00,  1.64it/s, loss=0.060, pair=16.500, adv=5.074, sprd=0.0
                                                                                                              
Epoch 001/80 [S1:deg_only]  loss=0.1079  mat=0.3458  sens=13.1475  pair=12.1097  adv=7.1128(rand=3.47)  deg=0.0065  orth=0.0102  spread=0.0054  q_mean=49.3  q_std=21.9  α=0.10 β=0.00 γ=1.00 λ_grl=0.000  lr=1.00e-04  240s

Ep 002/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 002/80 [S1:deg_only]:   0%|        | 0/453 [00:01<?, ?it/s, loss=0.093, pair=14.578, adv=4.754, sprd=0.002]
Ep 002/80 [S1:deg_only]:   0%| | 1/453 [00:01<09:35,  1.27s/it, loss=0.093, pair=14.578, adv=4.754, sprd=0.002
Ep 002/80 [S1:deg_only]:   0%| | 1/453 [00:01<09:35,  1.27s/it, loss=0.069, pair=13.336, adv=6.577, sprd=0.001
Ep 002/80 [S1:deg_only]:   0%| | 2/453 [00:01<06:03,  1.24it/s, loss=0.069, pair=13.336, adv=6.577, sprd=0.001
Ep 002/80 [S1:deg_only]:   0%| | 2/453 [00:02<06:03,  1.24it/s, loss=0.059, pair=18.172, adv=6.934, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 3/453 [00:02<06:16,  1.20it/s, loss=0.059, pair=18.172, adv=6.934, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 3/453 [00:03<06:16,  1.20it/s, loss=0.058, pair=15.648, adv=6.283, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 4/453 [00:03<05:10,  1.45it/s, loss=0.058, pair=15.648, adv=6.283, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 4/453 [00:03<05:10,  1.45it/s, loss=0.066, pair=21.734, adv=8.203, sprd=0.002
Ep 002/80 [S1:deg_only]:   1%| | 5/453 [00:03<05:06,  1.46it/s, loss=0.066, pair=21.734, adv=8.203, sprd=0.002
Ep 002/80 [S1:deg_only]:   1%| | 5/453 [00:04<05:06,  1.46it/s, loss=0.062, pair=13.711, adv=7.040, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:30,  1.65it/s, loss=0.062, pair=13.711, adv=7.040, sprd=0.001
Ep 002/80 [S1:deg_only]:   1%| | 6/453 [00:05<04:30,  1.65it/s, loss=0.054, pair=15.945, adv=10.308, sprd=0.00
Ep 002/80 [S1:deg_only]:   2%| | 7/453 [00:05<05:19,  1.40it/s, loss=0.054, pair=15.945, adv=10.308, sprd=0.00
Ep 002/80 [S1:deg_only]:   2%| | 7/453 [00:05<05:19,  1.40it/s, loss=0.050, pair=16.609, adv=6.332, sprd=0.001
Ep 002/80 [S1:deg_only]:   2%| | 8/453 [00:05<04:46,  1.55it/s, loss=0.050, pair=16.609, adv=6.332, sprd=0.001
Ep 002/80 [S1:deg_only]:   2%| | 8/453 [00:06<04:46,  1.55it/s, loss=0.076, pair=18.219, adv=8.078, sprd=0.001
Ep 002/80 [S1:deg_only]:   2%| | 9/453 [00:06<04:59,  1.48it/s, loss=0.076, pair=18.219, adv=8.078, sprd=0.001
Ep 002/80 [S1:deg_only]:   2%| | 9/453 [00:06<04:59,  1.48it/s, loss=0.063, pair=13.406, adv=6.029, sprd=0.001
Ep 002/80 [S1:deg_only]:   2%| | 10/453 [00:06<04:25,  1.67it/s, loss=0.063, pair=13.406, adv=6.029, sprd=0.00
Ep 002/80 [S1:deg_only]:   2%| | 10/453 [00:07<04:25,  1.67it/s, loss=0.068, pair=13.508, adv=7.608, sprd=0.00
Ep 002/80 [S1:deg_only]:   2%| | 11/453 [00:07<04:42,  1.56it/s, loss=0.068, pair=13.508, adv=7.608, sprd=0.00
Ep 002/80 [S1:deg_only]:   2%| | 11/453 [00:08<04:42,  1.56it/s, loss=0.062, pair=18.203, adv=5.297, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 12/453 [00:08<04:22,  1.68it/s, loss=0.062, pair=18.203, adv=5.297, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 12/453 [00:08<04:22,  1.68it/s, loss=0.064, pair=18.891, adv=7.103, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 13/453 [00:08<04:42,  1.56it/s, loss=0.064, pair=18.891, adv=7.103, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 13/453 [00:09<04:42,  1.56it/s, loss=0.054, pair=20.094, adv=7.690, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 14/453 [00:09<04:17,  1.71it/s, loss=0.054, pair=20.094, adv=7.690, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 14/453 [00:09<04:17,  1.71it/s, loss=0.053, pair=18.500, adv=4.070, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 15/453 [00:09<04:32,  1.61it/s, loss=0.053, pair=18.500, adv=4.070, sprd=0.00
Ep 002/80 [S1:deg_only]:   3%| | 15/453 [00:10<04:32,  1.61it/s, loss=0.055, pair=18.500, adv=6.826, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 16/453 [00:10<04:09,  1.75it/s, loss=0.055, pair=18.500, adv=6.826, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 16/453 [00:11<04:09,  1.75it/s, loss=0.065, pair=21.500, adv=8.241, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 17/453 [00:11<04:22,  1.66it/s, loss=0.065, pair=21.500, adv=8.241, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 17/453 [00:11<04:22,  1.66it/s, loss=0.054, pair=17.141, adv=6.289, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 18/453 [00:11<04:06,  1.77it/s, loss=0.054, pair=17.141, adv=6.289, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 18/453 [00:12<04:06,  1.77it/s, loss=0.059, pair=12.070, adv=4.592, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 19/453 [00:12<04:10,  1.73it/s, loss=0.059, pair=12.070, adv=4.592, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 19/453 [00:12<04:10,  1.73it/s, loss=0.064, pair=14.000, adv=6.406, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 20/453 [00:12<03:53,  1.85it/s, loss=0.064, pair=14.000, adv=6.406, sprd=0.00
Ep 002/80 [S1:deg_only]:   4%| | 20/453 [00:13<03:53,  1.85it/s, loss=0.058, pair=16.531, adv=6.156, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 21/453 [00:13<04:14,  1.70it/s, loss=0.058, pair=16.531, adv=6.156, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 21/453 [00:13<04:14,  1.70it/s, loss=0.051, pair=14.273, adv=4.316, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 22/453 [00:13<03:56,  1.82it/s, loss=0.051, pair=14.273, adv=4.316, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 22/453 [00:14<03:56,  1.82it/s, loss=0.053, pair=18.500, adv=6.330, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 23/453 [00:14<04:03,  1.76it/s, loss=0.053, pair=18.500, adv=6.330, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 23/453 [00:14<04:03,  1.76it/s, loss=0.059, pair=15.297, adv=6.177, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 24/453 [00:14<03:45,  1.91it/s, loss=0.059, pair=15.297, adv=6.177, sprd=0.00
Ep 002/80 [S1:deg_only]:   5%| | 24/453 [00:15<03:45,  1.91it/s, loss=0.066, pair=13.391, adv=4.975, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 25/453 [00:15<03:49,  1.86it/s, loss=0.066, pair=13.391, adv=4.975, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 25/453 [00:15<03:49,  1.86it/s, loss=0.058, pair=10.227, adv=6.723, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 26/453 [00:15<03:31,  2.02it/s, loss=0.058, pair=10.227, adv=6.723, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 26/453 [00:16<03:31,  2.02it/s, loss=0.058, pair=24.328, adv=5.830, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 27/453 [00:16<03:53,  1.83it/s, loss=0.058, pair=24.328, adv=5.830, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 27/453 [00:16<03:53,  1.83it/s, loss=0.049, pair=12.258, adv=3.761, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 28/453 [00:16<03:34,  1.98it/s, loss=0.049, pair=12.258, adv=3.761, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 28/453 [00:17<03:34,  1.98it/s, loss=0.166, pair=19.922, adv=5.863, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 29/453 [00:17<03:43,  1.89it/s, loss=0.166, pair=19.922, adv=5.863, sprd=0.00
Ep 002/80 [S1:deg_only]:   6%| | 29/453 [00:17<03:43,  1.89it/s, loss=0.050, pair=18.078, adv=8.870, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 30/453 [00:17<03:28,  2.03it/s, loss=0.050, pair=18.078, adv=8.870, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 30/453 [00:18<03:28,  2.03it/s, loss=0.056, pair=16.484, adv=5.302, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 31/453 [00:18<03:36,  1.95it/s, loss=0.056, pair=16.484, adv=5.302, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 31/453 [00:18<03:36,  1.95it/s, loss=0.051, pair=9.258, adv=8.578, sprd=0.001
Ep 002/80 [S1:deg_only]:   7%| | 32/453 [00:18<03:25,  2.05it/s, loss=0.051, pair=9.258, adv=8.578, sprd=0.001
Ep 002/80 [S1:deg_only]:   7%| | 32/453 [00:19<03:25,  2.05it/s, loss=0.054, pair=21.312, adv=7.184, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 33/453 [00:19<03:33,  1.97it/s, loss=0.054, pair=21.312, adv=7.184, sprd=0.00
Ep 002/80 [S1:deg_only]:   7%| | 33/453 [00:19<03:33,  1.97it/s, loss=0.055, pair=14.555, adv=5.250, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 34/453 [00:19<03:23,  2.06it/s, loss=0.055, pair=14.555, adv=5.250, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 34/453 [00:20<03:23,  2.06it/s, loss=0.054, pair=22.219, adv=6.127, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 35/453 [00:20<03:31,  1.98it/s, loss=0.054, pair=22.219, adv=6.127, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 35/453 [00:20<03:31,  1.98it/s, loss=0.057, pair=16.594, adv=6.314, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 36/453 [00:20<03:20,  2.08it/s, loss=0.057, pair=16.594, adv=6.314, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 36/453 [00:21<03:20,  2.08it/s, loss=0.054, pair=11.891, adv=6.541, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 37/453 [00:21<03:32,  1.96it/s, loss=0.054, pair=11.891, adv=6.541, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 37/453 [00:21<03:32,  1.96it/s, loss=0.054, pair=23.484, adv=7.929, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 38/453 [00:21<03:22,  2.05it/s, loss=0.054, pair=23.484, adv=7.929, sprd=0.00
Ep 002/80 [S1:deg_only]:   8%| | 38/453 [00:22<03:22,  2.05it/s, loss=0.051, pair=15.547, adv=9.649, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 39/453 [00:22<03:34,  1.93it/s, loss=0.051, pair=15.547, adv=9.649, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 39/453 [00:22<03:34,  1.93it/s, loss=0.053, pair=17.094, adv=7.946, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:22,  2.04it/s, loss=0.053, pair=17.094, adv=7.946, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 40/453 [00:23<03:22,  2.04it/s, loss=0.055, pair=17.609, adv=6.376, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 41/453 [00:23<03:34,  1.92it/s, loss=0.055, pair=17.609, adv=6.376, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 41/453 [00:23<03:34,  1.92it/s, loss=0.053, pair=13.953, adv=4.860, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 42/453 [00:23<03:23,  2.02it/s, loss=0.053, pair=13.953, adv=4.860, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 42/453 [00:24<03:23,  2.02it/s, loss=0.157, pair=18.453, adv=9.866, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 43/453 [00:24<03:35,  1.90it/s, loss=0.157, pair=18.453, adv=9.866, sprd=0.00
Ep 002/80 [S1:deg_only]:   9%| | 43/453 [00:24<03:35,  1.90it/s, loss=0.048, pair=21.516, adv=4.799, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 44/453 [00:24<03:27,  1.97it/s, loss=0.048, pair=21.516, adv=4.799, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 44/453 [00:25<03:27,  1.97it/s, loss=0.049, pair=16.969, adv=11.237, sprd=0.0
Ep 002/80 [S1:deg_only]:  10%| | 45/453 [00:25<03:39,  1.86it/s, loss=0.049, pair=16.969, adv=11.237, sprd=0.0
Ep 002/80 [S1:deg_only]:  10%| | 45/453 [00:25<03:39,  1.86it/s, loss=0.050, pair=17.266, adv=7.113, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:24,  1.99it/s, loss=0.050, pair=17.266, adv=7.113, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 46/453 [00:26<03:24,  1.99it/s, loss=0.047, pair=15.070, adv=7.128, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 47/453 [00:26<03:35,  1.89it/s, loss=0.047, pair=15.070, adv=7.128, sprd=0.00
Ep 002/80 [S1:deg_only]:  10%| | 47/453 [00:26<03:35,  1.89it/s, loss=0.052, pair=23.312, adv=6.393, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 48/453 [00:26<03:23,  1.99it/s, loss=0.052, pair=23.312, adv=6.393, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 48/453 [00:27<03:23,  1.99it/s, loss=0.051, pair=17.141, adv=6.427, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:30,  1.92it/s, loss=0.051, pair=17.141, adv=6.427, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:30,  1.92it/s, loss=0.050, pair=8.109, adv=7.781, sprd=0.001
Ep 002/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:17,  2.04it/s, loss=0.050, pair=8.109, adv=7.781, sprd=0.001
Ep 002/80 [S1:deg_only]:  11%| | 50/453 [00:28<03:17,  2.04it/s, loss=0.065, pair=19.000, adv=4.837, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:26,  1.95it/s, loss=0.065, pair=19.000, adv=4.837, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:26,  1.95it/s, loss=0.052, pair=13.594, adv=5.408, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:13,  2.07it/s, loss=0.052, pair=13.594, adv=5.408, sprd=0.00
Ep 002/80 [S1:deg_only]:  11%| | 52/453 [00:29<03:13,  2.07it/s, loss=0.049, pair=11.656, adv=5.193, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:26,  1.94it/s, loss=0.049, pair=11.656, adv=5.193, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 53/453 [00:30<03:26,  1.94it/s, loss=0.072, pair=19.141, adv=11.031, sprd=0.0
Ep 002/80 [S1:deg_only]:  12%| | 54/453 [00:30<03:31,  1.89it/s, loss=0.072, pair=19.141, adv=11.031, sprd=0.0
Ep 002/80 [S1:deg_only]:  12%| | 54/453 [00:30<03:31,  1.89it/s, loss=0.056, pair=17.516, adv=9.103, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:49,  1.74it/s, loss=0.056, pair=17.516, adv=9.103, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 55/453 [00:31<03:49,  1.74it/s, loss=0.073, pair=21.125, adv=4.861, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 56/453 [00:31<03:33,  1.86it/s, loss=0.073, pair=21.125, adv=4.861, sprd=0.00
Ep 002/80 [S1:deg_only]:  12%| | 56/453 [00:31<03:33,  1.86it/s, loss=0.050, pair=14.109, adv=4.095, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:43,  1.77it/s, loss=0.050, pair=14.109, adv=4.095, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 57/453 [00:32<03:43,  1.77it/s, loss=0.051, pair=20.578, adv=10.058, sprd=0.0
Ep 002/80 [S1:deg_only]:  13%|▏| 58/453 [00:32<03:27,  1.91it/s, loss=0.051, pair=20.578, adv=10.058, sprd=0.0
Ep 002/80 [S1:deg_only]:  13%|▏| 58/453 [00:32<03:27,  1.91it/s, loss=0.056, pair=25.172, adv=4.430, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:34,  1.84it/s, loss=0.056, pair=25.172, adv=4.430, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 59/453 [00:33<03:34,  1.84it/s, loss=0.046, pair=22.281, adv=5.513, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 60/453 [00:33<03:19,  1.97it/s, loss=0.046, pair=22.281, adv=5.513, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 60/453 [00:33<03:19,  1.97it/s, loss=0.052, pair=19.453, adv=5.749, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:27,  1.89it/s, loss=0.052, pair=19.453, adv=5.749, sprd=0.00
Ep 002/80 [S1:deg_only]:  13%|▏| 61/453 [00:34<03:27,  1.89it/s, loss=0.053, pair=22.500, adv=4.688, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 62/453 [00:34<03:12,  2.03it/s, loss=0.053, pair=22.500, adv=4.688, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 62/453 [00:34<03:12,  2.03it/s, loss=0.058, pair=15.570, adv=7.640, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:27,  1.88it/s, loss=0.058, pair=15.570, adv=7.640, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 63/453 [00:35<03:27,  1.88it/s, loss=0.053, pair=17.312, adv=5.694, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 64/453 [00:35<03:16,  1.98it/s, loss=0.053, pair=17.312, adv=5.694, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 64/453 [00:35<03:16,  1.98it/s, loss=0.054, pair=18.031, adv=6.016, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:23,  1.90it/s, loss=0.054, pair=18.031, adv=6.016, sprd=0.00
Ep 002/80 [S1:deg_only]:  14%|▏| 65/453 [00:36<03:23,  1.90it/s, loss=0.053, pair=16.969, adv=9.233, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 66/453 [00:36<03:11,  2.02it/s, loss=0.053, pair=16.969, adv=9.233, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 66/453 [00:36<03:11,  2.02it/s, loss=0.054, pair=13.852, adv=8.502, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:16,  1.96it/s, loss=0.054, pair=13.852, adv=8.502, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 67/453 [00:37<03:16,  1.96it/s, loss=0.050, pair=18.766, adv=6.940, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 68/453 [00:37<03:06,  2.07it/s, loss=0.050, pair=18.766, adv=6.940, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 68/453 [00:37<03:06,  2.07it/s, loss=0.056, pair=19.781, adv=8.801, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:16,  1.95it/s, loss=0.056, pair=19.781, adv=8.801, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 69/453 [00:38<03:16,  1.95it/s, loss=0.048, pair=12.305, adv=5.909, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 70/453 [00:38<03:03,  2.08it/s, loss=0.048, pair=12.305, adv=5.909, sprd=0.00
Ep 002/80 [S1:deg_only]:  15%|▏| 70/453 [00:38<03:03,  2.08it/s, loss=0.058, pair=16.141, adv=7.407, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:24,  1.87it/s, loss=0.058, pair=16.141, adv=7.407, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 71/453 [00:39<03:24,  1.87it/s, loss=0.059, pair=19.078, adv=5.660, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 72/453 [00:39<03:14,  1.96it/s, loss=0.059, pair=19.078, adv=5.660, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 72/453 [00:40<03:14,  1.96it/s, loss=0.054, pair=22.188, adv=7.430, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 73/453 [00:40<03:30,  1.81it/s, loss=0.054, pair=22.188, adv=7.430, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 73/453 [00:40<03:30,  1.81it/s, loss=0.051, pair=21.672, adv=5.779, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 74/453 [00:40<03:18,  1.91it/s, loss=0.051, pair=21.672, adv=5.779, sprd=0.00
Ep 002/80 [S1:deg_only]:  16%|▏| 74/453 [00:41<03:18,  1.91it/s, loss=0.050, pair=19.172, adv=7.666, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 75/453 [00:41<03:27,  1.82it/s, loss=0.050, pair=19.172, adv=7.666, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 75/453 [00:41<03:27,  1.82it/s, loss=0.048, pair=21.422, adv=8.655, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 76/453 [00:41<03:16,  1.92it/s, loss=0.048, pair=21.422, adv=8.655, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 76/453 [00:42<03:16,  1.92it/s, loss=0.052, pair=15.578, adv=6.115, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 77/453 [00:42<03:30,  1.79it/s, loss=0.052, pair=15.578, adv=6.115, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 77/453 [00:42<03:30,  1.79it/s, loss=0.060, pair=22.719, adv=4.219, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 78/453 [00:42<03:10,  1.97it/s, loss=0.060, pair=22.719, adv=4.219, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 78/453 [00:43<03:10,  1.97it/s, loss=0.057, pair=18.422, adv=8.439, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 79/453 [00:43<03:19,  1.88it/s, loss=0.057, pair=18.422, adv=8.439, sprd=0.00
Ep 002/80 [S1:deg_only]:  17%|▏| 79/453 [00:43<03:19,  1.88it/s, loss=0.051, pair=15.773, adv=6.502, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 80/453 [00:43<03:05,  2.01it/s, loss=0.051, pair=15.773, adv=6.502, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 80/453 [00:44<03:05,  2.01it/s, loss=0.154, pair=16.641, adv=4.577, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 81/453 [00:44<03:27,  1.80it/s, loss=0.154, pair=16.641, adv=4.577, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 81/453 [00:44<03:27,  1.80it/s, loss=0.065, pair=19.562, adv=9.291, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 82/453 [00:44<03:14,  1.90it/s, loss=0.065, pair=19.562, adv=9.291, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 82/453 [00:45<03:14,  1.90it/s, loss=0.048, pair=24.672, adv=5.007, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 83/453 [00:45<03:32,  1.74it/s, loss=0.048, pair=24.672, adv=5.007, sprd=0.00
Ep 002/80 [S1:deg_only]:  18%|▏| 83/453 [00:45<03:32,  1.74it/s, loss=0.056, pair=16.672, adv=7.043, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 84/453 [00:45<03:18,  1.85it/s, loss=0.056, pair=16.672, adv=7.043, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 84/453 [00:46<03:18,  1.85it/s, loss=0.050, pair=20.500, adv=9.138, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 85/453 [00:46<03:41,  1.66it/s, loss=0.050, pair=20.500, adv=9.138, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 85/453 [00:47<03:41,  1.66it/s, loss=0.053, pair=20.703, adv=9.412, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 86/453 [00:47<03:27,  1.77it/s, loss=0.053, pair=20.703, adv=9.412, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 86/453 [00:47<03:27,  1.77it/s, loss=0.049, pair=10.406, adv=5.778, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 87/453 [00:47<03:44,  1.63it/s, loss=0.049, pair=10.406, adv=5.778, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 87/453 [00:48<03:44,  1.63it/s, loss=0.048, pair=19.469, adv=4.800, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 88/453 [00:48<03:36,  1.69it/s, loss=0.048, pair=19.469, adv=4.800, sprd=0.00
Ep 002/80 [S1:deg_only]:  19%|▏| 88/453 [00:49<03:36,  1.69it/s, loss=0.050, pair=15.680, adv=5.985, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 89/453 [00:49<03:54,  1.55it/s, loss=0.050, pair=15.680, adv=5.985, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 89/453 [00:49<03:54,  1.55it/s, loss=0.048, pair=17.531, adv=5.989, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 90/453 [00:49<03:33,  1.70it/s, loss=0.048, pair=17.531, adv=5.989, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 90/453 [00:50<03:33,  1.70it/s, loss=0.151, pair=17.297, adv=7.498, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 91/453 [00:50<03:47,  1.59it/s, loss=0.151, pair=17.297, adv=7.498, sprd=0.00
Ep 002/80 [S1:deg_only]:  20%|▏| 91/453 [00:50<03:47,  1.59it/s, loss=0.053, pair=8.844, adv=5.172, sprd=0.001
Ep 002/80 [S1:deg_only]:  20%|▏| 92/453 [00:50<03:30,  1.71it/s, loss=0.053, pair=8.844, adv=5.172, sprd=0.001
Ep 002/80 [S1:deg_only]:  20%|▏| 92/453 [00:51<03:30,  1.71it/s, loss=0.172, pair=18.281, adv=4.998, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 93/453 [00:51<03:44,  1.60it/s, loss=0.172, pair=18.281, adv=4.998, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 93/453 [00:52<03:44,  1.60it/s, loss=0.052, pair=18.188, adv=10.126, sprd=0.0
Ep 002/80 [S1:deg_only]:  21%|▏| 94/453 [00:52<03:25,  1.75it/s, loss=0.052, pair=18.188, adv=10.126, sprd=0.0
Ep 002/80 [S1:deg_only]:  21%|▏| 94/453 [00:52<03:25,  1.75it/s, loss=0.060, pair=15.461, adv=4.395, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 95/453 [00:52<03:41,  1.62it/s, loss=0.060, pair=15.461, adv=4.395, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 95/453 [00:53<03:41,  1.62it/s, loss=0.048, pair=20.828, adv=6.288, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 96/453 [00:53<03:25,  1.74it/s, loss=0.048, pair=20.828, adv=6.288, sprd=0.00
Ep 002/80 [S1:deg_only]:  21%|▏| 96/453 [00:53<03:25,  1.74it/s, loss=0.058, pair=15.773, adv=11.215, sprd=0.0
Ep 002/80 [S1:deg_only]:  21%|▏| 97/453 [00:53<03:37,  1.64it/s, loss=0.058, pair=15.773, adv=11.215, sprd=0.0
Ep 002/80 [S1:deg_only]:  21%|▏| 97/453 [00:54<03:37,  1.64it/s, loss=0.048, pair=15.609, adv=7.382, sprd=0.00
Ep 002/80 [S1:deg_only]:  22%|▏| 98/453 [00:54<03:20,  1.77it/s, loss=0.048, pair=15.609, adv=7.382, sprd=0.00
Ep 002/80 [S1:deg_only]:  22%|▏| 98/453 [00:54<03:20,  1.77it/s, loss=0.050, pair=21.172, adv=11.089, sprd=0.0
Ep 002/80 [S1:deg_only]:  22%|▏| 99/453 [00:54<03:24,  1.73it/s, loss=0.050, pair=21.172, adv=11.089, sprd=0.0
Ep 002/80 [S1:deg_only]:  22%|▏| 99/453 [00:55<03:24,  1.73it/s, loss=0.054, pair=15.469, adv=5.203, sprd=0.00
Ep 002/80 [S1:deg_only]:  22%|▏| 100/453 [00:55<03:04,  1.91it/s, loss=0.054, pair=15.469, adv=5.203, sprd=0.0
Ep 002/80 [S1:deg_only]:  22%|▏| 100/453 [00:55<03:04,  1.91it/s, loss=0.057, pair=17.203, adv=3.790, sprd=0.0
Ep 002/80 [S1:deg_only]:  22%|▏| 101/453 [00:55<03:12,  1.83it/s, loss=0.057, pair=17.203, adv=3.790, sprd=0.0
Ep 002/80 [S1:deg_only]:  22%|▏| 101/453 [00:56<03:12,  1.83it/s, loss=0.050, pair=10.000, adv=4.818, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 102/453 [00:56<03:04,  1.91it/s, loss=0.050, pair=10.000, adv=4.818, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 102/453 [00:57<03:04,  1.91it/s, loss=0.049, pair=15.203, adv=6.684, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 103/453 [00:57<03:14,  1.80it/s, loss=0.049, pair=15.203, adv=6.684, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 103/453 [00:57<03:14,  1.80it/s, loss=0.058, pair=21.688, adv=6.558, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 104/453 [00:57<02:59,  1.94it/s, loss=0.058, pair=21.688, adv=6.558, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 104/453 [00:58<02:59,  1.94it/s, loss=0.057, pair=22.406, adv=8.096, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 105/453 [00:58<03:11,  1.82it/s, loss=0.057, pair=22.406, adv=8.096, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 105/453 [00:58<03:11,  1.82it/s, loss=0.090, pair=15.453, adv=5.080, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 106/453 [00:58<02:56,  1.96it/s, loss=0.090, pair=15.453, adv=5.080, sprd=0.0
Ep 002/80 [S1:deg_only]:  23%|▏| 106/453 [00:59<02:56,  1.96it/s, loss=0.052, pair=17.078, adv=9.948, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 107/453 [00:59<03:02,  1.89it/s, loss=0.052, pair=17.078, adv=9.948, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 107/453 [00:59<03:02,  1.89it/s, loss=0.047, pair=17.641, adv=7.657, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 108/453 [00:59<02:51,  2.01it/s, loss=0.047, pair=17.641, adv=7.657, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 108/453 [01:00<02:51,  2.01it/s, loss=0.048, pair=18.984, adv=8.261, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 109/453 [01:00<03:03,  1.87it/s, loss=0.048, pair=18.984, adv=8.261, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 109/453 [01:00<03:03,  1.87it/s, loss=0.059, pair=24.922, adv=7.753, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 110/453 [01:00<03:06,  1.84it/s, loss=0.059, pair=24.922, adv=7.753, sprd=0.0
Ep 002/80 [S1:deg_only]:  24%|▏| 110/453 [01:01<03:06,  1.84it/s, loss=0.055, pair=12.445, adv=8.377, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 111/453 [01:01<03:08,  1.82it/s, loss=0.055, pair=12.445, adv=8.377, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 111/453 [01:01<03:08,  1.82it/s, loss=0.048, pair=19.594, adv=4.477, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 112/453 [01:01<02:56,  1.93it/s, loss=0.048, pair=19.594, adv=4.477, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 112/453 [01:02<02:56,  1.93it/s, loss=1.503, pair=20.047, adv=9.462, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 113/453 [01:02<03:03,  1.85it/s, loss=1.503, pair=20.047, adv=9.462, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▏| 113/453 [01:02<03:03,  1.85it/s, loss=0.053, pair=19.719, adv=7.762, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▎| 114/453 [01:02<02:53,  1.95it/s, loss=0.053, pair=19.719, adv=7.762, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▎| 114/453 [01:03<02:53,  1.95it/s, loss=0.076, pair=19.594, adv=7.277, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▎| 115/453 [01:03<02:58,  1.90it/s, loss=0.076, pair=19.594, adv=7.277, sprd=0.0
Ep 002/80 [S1:deg_only]:  25%|▎| 115/453 [01:03<02:58,  1.90it/s, loss=0.068, pair=14.625, adv=4.666, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 116/453 [01:03<02:48,  2.00it/s, loss=0.068, pair=14.625, adv=4.666, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 116/453 [01:04<02:48,  2.00it/s, loss=0.063, pair=24.375, adv=3.681, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 117/453 [01:04<02:59,  1.87it/s, loss=0.063, pair=24.375, adv=3.681, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 117/453 [01:04<02:59,  1.87it/s, loss=0.053, pair=23.312, adv=4.858, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 118/453 [01:04<02:48,  1.98it/s, loss=0.053, pair=23.312, adv=4.858, sprd=0.0
Ep 002/80 [S1:deg_only]:  26%|▎| 118/453 [01:05<02:48,  1.98it/s, loss=0.052, pair=9.031, adv=4.235, sprd=0.00
Ep 002/80 [S1:deg_only]:  26%|▎| 119/453 [01:05<02:56,  1.89it/s, loss=0.052, pair=9.031, adv=4.235, sprd=0.00
Ep 002/80 [S1:deg_only]:  26%|▎| 119/453 [01:05<02:56,  1.89it/s, loss=0.050, pair=16.750, adv=10.745, sprd=0.
Ep 002/80 [S1:deg_only]:  26%|▎| 120/453 [01:05<02:45,  2.02it/s, loss=0.050, pair=16.750, adv=10.745, sprd=0.
Ep 002/80 [S1:deg_only]:  26%|▎| 120/453 [01:06<02:45,  2.02it/s, loss=0.059, pair=17.594, adv=7.193, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 121/453 [01:06<02:56,  1.88it/s, loss=0.059, pair=17.594, adv=7.193, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 121/453 [01:06<02:56,  1.88it/s, loss=0.052, pair=14.953, adv=6.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 122/453 [01:06<02:46,  1.99it/s, loss=0.052, pair=14.953, adv=6.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 122/453 [01:07<02:46,  1.99it/s, loss=0.051, pair=20.844, adv=5.098, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 123/453 [01:07<02:52,  1.91it/s, loss=0.051, pair=20.844, adv=5.098, sprd=0.0
Ep 002/80 [S1:deg_only]:  27%|▎| 123/453 [01:07<02:52,  1.91it/s, loss=0.048, pair=19.719, adv=10.096, sprd=0.
Ep 002/80 [S1:deg_only]:  27%|▎| 124/453 [01:07<02:43,  2.01it/s, loss=0.048, pair=19.719, adv=10.096, sprd=0.
Ep 002/80 [S1:deg_only]:  27%|▎| 124/453 [01:08<02:43,  2.01it/s, loss=0.055, pair=25.234, adv=7.442, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 125/453 [01:08<02:52,  1.90it/s, loss=0.055, pair=25.234, adv=7.442, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 125/453 [01:08<02:52,  1.90it/s, loss=0.048, pair=12.906, adv=8.983, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 126/453 [01:08<02:42,  2.01it/s, loss=0.048, pair=12.906, adv=8.983, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 126/453 [01:09<02:42,  2.01it/s, loss=0.052, pair=16.656, adv=10.030, sprd=0.
Ep 002/80 [S1:deg_only]:  28%|▎| 127/453 [01:09<02:46,  1.95it/s, loss=0.052, pair=16.656, adv=10.030, sprd=0.
Ep 002/80 [S1:deg_only]:  28%|▎| 127/453 [01:09<02:46,  1.95it/s, loss=0.045, pair=18.406, adv=4.362, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 128/453 [01:09<02:39,  2.04it/s, loss=0.045, pair=18.406, adv=4.362, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 128/453 [01:10<02:39,  2.04it/s, loss=0.049, pair=19.422, adv=6.296, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 129/453 [01:10<02:48,  1.92it/s, loss=0.049, pair=19.422, adv=6.296, sprd=0.0
Ep 002/80 [S1:deg_only]:  28%|▎| 129/453 [01:10<02:48,  1.92it/s, loss=0.047, pair=13.344, adv=7.236, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:40,  2.01it/s, loss=0.047, pair=13.344, adv=7.236, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 130/453 [01:11<02:40,  2.01it/s, loss=0.056, pair=11.953, adv=6.337, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 131/453 [01:11<02:42,  1.98it/s, loss=0.056, pair=11.953, adv=6.337, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 131/453 [01:11<02:42,  1.98it/s, loss=0.048, pair=14.984, adv=5.826, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<02:31,  2.12it/s, loss=0.048, pair=14.984, adv=5.826, sprd=0.0
Ep 002/80 [S1:deg_only]:  29%|▎| 132/453 [01:12<02:31,  2.12it/s, loss=0.048, pair=15.422, adv=12.690, sprd=0.
Ep 002/80 [S1:deg_only]:  29%|▎| 133/453 [01:12<02:53,  1.84it/s, loss=0.048, pair=15.422, adv=12.690, sprd=0.
Ep 002/80 [S1:deg_only]:  29%|▎| 133/453 [01:12<02:53,  1.84it/s, loss=0.049, pair=10.102, adv=5.958, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:42,  1.97it/s, loss=0.049, pair=10.102, adv=5.958, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 134/453 [01:13<02:42,  1.97it/s, loss=0.053, pair=22.484, adv=9.238, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 135/453 [01:13<02:53,  1.83it/s, loss=0.053, pair=22.484, adv=9.238, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 135/453 [01:14<02:53,  1.83it/s, loss=0.058, pair=20.844, adv=4.895, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 136/453 [01:14<02:39,  1.99it/s, loss=0.058, pair=20.844, adv=4.895, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 136/453 [01:14<02:39,  1.99it/s, loss=0.060, pair=19.828, adv=4.126, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 137/453 [01:14<02:56,  1.79it/s, loss=0.060, pair=19.828, adv=4.126, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 137/453 [01:15<02:56,  1.79it/s, loss=0.057, pair=20.141, adv=4.135, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 138/453 [01:15<02:46,  1.89it/s, loss=0.057, pair=20.141, adv=4.135, sprd=0.0
Ep 002/80 [S1:deg_only]:  30%|▎| 138/453 [01:15<02:46,  1.89it/s, loss=0.076, pair=18.062, adv=5.245, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 139/453 [01:15<02:50,  1.84it/s, loss=0.076, pair=18.062, adv=5.245, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 139/453 [01:16<02:50,  1.84it/s, loss=0.064, pair=19.031, adv=5.880, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 140/453 [01:16<02:38,  1.98it/s, loss=0.064, pair=19.031, adv=5.880, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 140/453 [01:16<02:38,  1.98it/s, loss=0.056, pair=12.094, adv=6.274, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 141/453 [01:16<02:49,  1.84it/s, loss=0.056, pair=12.094, adv=6.274, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 141/453 [01:17<02:49,  1.84it/s, loss=0.049, pair=22.875, adv=5.952, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 142/453 [01:17<02:38,  1.96it/s, loss=0.049, pair=22.875, adv=5.952, sprd=0.0
Ep 002/80 [S1:deg_only]:  31%|▎| 142/453 [01:17<02:38,  1.96it/s, loss=0.051, pair=21.438, adv=8.829, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 143/453 [01:17<02:44,  1.89it/s, loss=0.051, pair=21.438, adv=8.829, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 143/453 [01:18<02:44,  1.89it/s, loss=0.052, pair=13.984, adv=5.440, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 144/453 [01:18<02:33,  2.01it/s, loss=0.052, pair=13.984, adv=5.440, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 144/453 [01:18<02:33,  2.01it/s, loss=0.054, pair=26.922, adv=9.764, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 145/453 [01:18<02:43,  1.89it/s, loss=0.054, pair=26.922, adv=9.764, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 145/453 [01:19<02:43,  1.89it/s, loss=0.056, pair=19.266, adv=6.115, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 146/453 [01:19<02:33,  2.00it/s, loss=0.056, pair=19.266, adv=6.115, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 146/453 [01:19<02:33,  2.00it/s, loss=0.054, pair=21.938, adv=5.956, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 147/453 [01:19<02:42,  1.88it/s, loss=0.054, pair=21.938, adv=5.956, sprd=0.0
Ep 002/80 [S1:deg_only]:  32%|▎| 147/453 [01:20<02:42,  1.88it/s, loss=0.049, pair=17.453, adv=7.930, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 148/453 [01:20<02:34,  1.97it/s, loss=0.049, pair=17.453, adv=7.930, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 148/453 [01:20<02:34,  1.97it/s, loss=0.059, pair=25.188, adv=6.047, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 149/453 [01:20<02:41,  1.88it/s, loss=0.059, pair=25.188, adv=6.047, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 149/453 [01:21<02:41,  1.88it/s, loss=0.049, pair=19.078, adv=7.301, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 150/453 [01:21<02:33,  1.97it/s, loss=0.049, pair=19.078, adv=7.301, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 150/453 [01:21<02:33,  1.97it/s, loss=0.061, pair=15.180, adv=4.138, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 151/453 [01:21<02:40,  1.88it/s, loss=0.061, pair=15.180, adv=4.138, sprd=0.0
Ep 002/80 [S1:deg_only]:  33%|▎| 151/453 [01:22<02:40,  1.88it/s, loss=0.056, pair=17.094, adv=5.010, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 152/453 [01:22<02:29,  2.01it/s, loss=0.056, pair=17.094, adv=5.010, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 152/453 [01:22<02:29,  2.01it/s, loss=0.059, pair=18.859, adv=9.480, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:41,  1.86it/s, loss=0.059, pair=18.859, adv=9.480, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 153/453 [01:23<02:41,  1.86it/s, loss=0.052, pair=17.266, adv=6.140, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 154/453 [01:23<02:31,  1.98it/s, loss=0.052, pair=17.266, adv=6.140, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 154/453 [01:24<02:31,  1.98it/s, loss=0.049, pair=17.984, adv=4.175, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 155/453 [01:24<02:43,  1.82it/s, loss=0.049, pair=17.984, adv=4.175, sprd=0.0
Ep 002/80 [S1:deg_only]:  34%|▎| 155/453 [01:24<02:43,  1.82it/s, loss=0.050, pair=9.789, adv=4.444, sprd=0.00
Ep 002/80 [S1:deg_only]:  34%|▎| 156/453 [01:24<02:30,  1.98it/s, loss=0.050, pair=9.789, adv=4.444, sprd=0.00
Ep 002/80 [S1:deg_only]:  34%|▎| 156/453 [01:25<02:30,  1.98it/s, loss=0.062, pair=21.766, adv=7.608, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 157/453 [01:25<02:39,  1.86it/s, loss=0.062, pair=21.766, adv=7.608, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 157/453 [01:25<02:39,  1.86it/s, loss=0.067, pair=18.391, adv=6.211, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 158/453 [01:25<02:31,  1.95it/s, loss=0.067, pair=18.391, adv=6.211, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 158/453 [01:26<02:31,  1.95it/s, loss=0.054, pair=20.750, adv=8.738, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 159/453 [01:26<02:39,  1.84it/s, loss=0.054, pair=20.750, adv=8.738, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 159/453 [01:26<02:39,  1.84it/s, loss=0.046, pair=16.969, adv=8.531, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 160/453 [01:26<02:28,  1.97it/s, loss=0.046, pair=16.969, adv=8.531, sprd=0.0
Ep 002/80 [S1:deg_only]:  35%|▎| 160/453 [01:27<02:28,  1.97it/s, loss=0.054, pair=19.500, adv=7.535, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 161/453 [01:27<02:42,  1.80it/s, loss=0.054, pair=19.500, adv=7.535, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 161/453 [01:27<02:42,  1.80it/s, loss=0.050, pair=17.953, adv=6.106, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 162/453 [01:27<02:31,  1.91it/s, loss=0.050, pair=17.953, adv=6.106, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 162/453 [01:28<02:31,  1.91it/s, loss=0.051, pair=21.828, adv=8.734, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 163/453 [01:28<02:46,  1.74it/s, loss=0.051, pair=21.828, adv=8.734, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 163/453 [01:28<02:46,  1.74it/s, loss=0.048, pair=10.703, adv=9.947, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 164/453 [01:28<02:34,  1.87it/s, loss=0.048, pair=10.703, adv=9.947, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 164/453 [01:29<02:34,  1.87it/s, loss=0.056, pair=23.500, adv=9.954, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 165/453 [01:29<02:52,  1.67it/s, loss=0.056, pair=23.500, adv=9.954, sprd=0.0
Ep 002/80 [S1:deg_only]:  36%|▎| 165/453 [01:30<02:52,  1.67it/s, loss=0.052, pair=19.469, adv=6.696, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 166/453 [01:30<02:41,  1.78it/s, loss=0.052, pair=19.469, adv=6.696, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 166/453 [01:30<02:41,  1.78it/s, loss=0.054, pair=19.875, adv=4.852, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 167/453 [01:30<02:50,  1.68it/s, loss=0.054, pair=19.875, adv=4.852, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 167/453 [01:31<02:50,  1.68it/s, loss=0.062, pair=19.938, adv=8.760, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 168/453 [01:31<02:36,  1.82it/s, loss=0.062, pair=19.938, adv=8.760, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 168/453 [01:31<02:36,  1.82it/s, loss=0.056, pair=20.094, adv=9.899, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 169/453 [01:31<02:57,  1.60it/s, loss=0.056, pair=20.094, adv=9.899, sprd=0.0
Ep 002/80 [S1:deg_only]:  37%|▎| 169/453 [01:32<02:57,  1.60it/s, loss=0.073, pair=16.078, adv=7.116, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 170/453 [01:32<02:42,  1.74it/s, loss=0.073, pair=16.078, adv=7.116, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 170/453 [01:33<02:42,  1.74it/s, loss=0.051, pair=20.391, adv=5.581, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 171/453 [01:33<02:59,  1.57it/s, loss=0.051, pair=20.391, adv=5.581, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 171/453 [01:33<02:59,  1.57it/s, loss=0.050, pair=21.250, adv=10.525, sprd=0.
Ep 002/80 [S1:deg_only]:  38%|▍| 172/453 [01:33<02:45,  1.70it/s, loss=0.050, pair=21.250, adv=10.525, sprd=0.
Ep 002/80 [S1:deg_only]:  38%|▍| 172/453 [01:34<02:45,  1.70it/s, loss=0.050, pair=21.094, adv=5.817, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 173/453 [01:34<02:56,  1.58it/s, loss=0.050, pair=21.094, adv=5.817, sprd=0.0
Ep 002/80 [S1:deg_only]:  38%|▍| 173/453 [01:34<02:56,  1.58it/s, loss=0.051, pair=18.094, adv=10.604, sprd=0.
Ep 002/80 [S1:deg_only]:  38%|▍| 174/453 [01:34<02:44,  1.69it/s, loss=0.051, pair=18.094, adv=10.604, sprd=0.
Ep 002/80 [S1:deg_only]:  38%|▍| 174/453 [01:35<02:44,  1.69it/s, loss=0.153, pair=23.859, adv=6.739, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 175/453 [01:35<03:00,  1.54it/s, loss=0.153, pair=23.859, adv=6.739, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 175/453 [01:36<03:00,  1.54it/s, loss=0.045, pair=19.609, adv=4.372, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 176/453 [01:36<02:43,  1.69it/s, loss=0.045, pair=19.609, adv=4.372, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 176/453 [01:36<02:43,  1.69it/s, loss=0.049, pair=16.031, adv=6.274, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 177/453 [01:36<02:54,  1.58it/s, loss=0.049, pair=16.031, adv=6.274, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 177/453 [01:37<02:54,  1.58it/s, loss=0.050, pair=17.516, adv=6.308, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 178/453 [01:37<02:42,  1.70it/s, loss=0.050, pair=17.516, adv=6.308, sprd=0.0
Ep 002/80 [S1:deg_only]:  39%|▍| 178/453 [01:38<02:42,  1.70it/s, loss=0.058, pair=23.562, adv=6.694, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 179/453 [01:38<02:45,  1.66it/s, loss=0.058, pair=23.562, adv=6.694, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 179/453 [01:38<02:45,  1.66it/s, loss=0.061, pair=17.344, adv=3.606, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 180/453 [01:38<02:28,  1.84it/s, loss=0.061, pair=17.344, adv=3.606, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 180/453 [01:39<02:28,  1.84it/s, loss=0.055, pair=14.672, adv=6.740, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 181/453 [01:39<02:34,  1.77it/s, loss=0.055, pair=14.672, adv=6.740, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 181/453 [01:39<02:34,  1.77it/s, loss=0.052, pair=10.695, adv=4.383, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 182/453 [01:39<02:22,  1.91it/s, loss=0.052, pair=10.695, adv=4.383, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 182/453 [01:40<02:22,  1.91it/s, loss=0.057, pair=18.656, adv=5.833, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 183/453 [01:40<02:31,  1.78it/s, loss=0.057, pair=18.656, adv=5.833, sprd=0.0
Ep 002/80 [S1:deg_only]:  40%|▍| 183/453 [01:40<02:31,  1.78it/s, loss=0.051, pair=22.344, adv=5.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 184/453 [01:40<02:19,  1.92it/s, loss=0.051, pair=22.344, adv=5.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 184/453 [01:41<02:19,  1.92it/s, loss=0.061, pair=22.531, adv=11.219, sprd=0.
Ep 002/80 [S1:deg_only]:  41%|▍| 185/453 [01:41<02:36,  1.71it/s, loss=0.061, pair=22.531, adv=11.219, sprd=0.
Ep 002/80 [S1:deg_only]:  41%|▍| 185/453 [01:41<02:36,  1.71it/s, loss=0.047, pair=13.156, adv=7.404, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 186/453 [01:41<02:23,  1.86it/s, loss=0.047, pair=13.156, adv=7.404, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 186/453 [01:42<02:23,  1.86it/s, loss=0.048, pair=13.156, adv=7.179, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 187/453 [01:42<02:26,  1.82it/s, loss=0.048, pair=13.156, adv=7.179, sprd=0.0
Ep 002/80 [S1:deg_only]:  41%|▍| 187/453 [01:42<02:26,  1.82it/s, loss=0.048, pair=11.688, adv=8.108, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 188/453 [01:42<02:15,  1.95it/s, loss=0.048, pair=11.688, adv=8.108, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 188/453 [01:43<02:15,  1.95it/s, loss=0.054, pair=12.102, adv=5.631, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 189/453 [01:43<02:24,  1.83it/s, loss=0.054, pair=12.102, adv=5.631, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 189/453 [01:43<02:24,  1.83it/s, loss=0.055, pair=14.922, adv=9.685, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 190/453 [01:43<02:13,  1.98it/s, loss=0.055, pair=14.922, adv=9.685, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 190/453 [01:44<02:13,  1.98it/s, loss=0.050, pair=16.141, adv=7.464, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 191/453 [01:44<02:18,  1.90it/s, loss=0.050, pair=16.141, adv=7.464, sprd=0.0
Ep 002/80 [S1:deg_only]:  42%|▍| 191/453 [01:44<02:18,  1.90it/s, loss=0.048, pair=16.156, adv=10.484, sprd=0.
Ep 002/80 [S1:deg_only]:  42%|▍| 192/453 [01:44<02:11,  1.98it/s, loss=0.048, pair=16.156, adv=10.484, sprd=0.
Ep 002/80 [S1:deg_only]:  42%|▍| 192/453 [01:45<02:11,  1.98it/s, loss=0.047, pair=21.109, adv=9.111, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 193/453 [01:45<02:14,  1.93it/s, loss=0.047, pair=21.109, adv=9.111, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 193/453 [01:45<02:14,  1.93it/s, loss=0.049, pair=17.531, adv=5.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 194/453 [01:45<02:05,  2.07it/s, loss=0.049, pair=17.531, adv=5.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 194/453 [01:46<02:05,  2.07it/s, loss=0.055, pair=21.328, adv=6.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 195/453 [01:46<02:13,  1.93it/s, loss=0.055, pair=21.328, adv=6.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 195/453 [01:46<02:13,  1.93it/s, loss=0.046, pair=21.453, adv=6.363, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 196/453 [01:46<02:05,  2.05it/s, loss=0.046, pair=21.453, adv=6.363, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 196/453 [01:47<02:05,  2.05it/s, loss=0.048, pair=21.969, adv=4.770, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 197/453 [01:47<02:12,  1.93it/s, loss=0.048, pair=21.969, adv=4.770, sprd=0.0
Ep 002/80 [S1:deg_only]:  43%|▍| 197/453 [01:47<02:12,  1.93it/s, loss=0.058, pair=21.375, adv=5.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 198/453 [01:47<02:05,  2.02it/s, loss=0.058, pair=21.375, adv=5.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 198/453 [01:48<02:05,  2.02it/s, loss=0.062, pair=22.234, adv=9.147, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 199/453 [01:48<02:12,  1.91it/s, loss=0.062, pair=22.234, adv=9.147, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 199/453 [01:48<02:12,  1.91it/s, loss=0.050, pair=20.406, adv=7.407, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 200/453 [01:48<02:03,  2.06it/s, loss=0.050, pair=20.406, adv=7.407, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 200/453 [01:49<02:03,  2.06it/s, loss=0.152, pair=17.984, adv=7.402, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 201/453 [01:49<02:15,  1.86it/s, loss=0.152, pair=17.984, adv=7.402, sprd=0.0
Ep 002/80 [S1:deg_only]:  44%|▍| 201/453 [01:49<02:15,  1.86it/s, loss=0.047, pair=17.625, adv=6.942, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 202/453 [01:49<02:11,  1.92it/s, loss=0.047, pair=17.625, adv=6.942, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 202/453 [01:50<02:11,  1.92it/s, loss=0.049, pair=15.375, adv=8.151, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 203/453 [01:50<02:16,  1.83it/s, loss=0.049, pair=15.375, adv=8.151, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 203/453 [01:50<02:16,  1.83it/s, loss=0.047, pair=21.219, adv=5.681, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 204/453 [01:50<02:07,  1.95it/s, loss=0.047, pair=21.219, adv=5.681, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 204/453 [01:51<02:07,  1.95it/s, loss=0.050, pair=18.938, adv=5.357, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 205/453 [01:51<02:13,  1.85it/s, loss=0.050, pair=18.938, adv=5.357, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 205/453 [01:51<02:13,  1.85it/s, loss=0.053, pair=14.031, adv=3.139, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 206/453 [01:51<02:04,  1.98it/s, loss=0.053, pair=14.031, adv=3.139, sprd=0.0
Ep 002/80 [S1:deg_only]:  45%|▍| 206/453 [01:52<02:04,  1.98it/s, loss=0.056, pair=17.906, adv=9.007, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 207/453 [01:52<02:11,  1.87it/s, loss=0.056, pair=17.906, adv=9.007, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 207/453 [01:52<02:11,  1.87it/s, loss=0.047, pair=14.172, adv=7.218, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 208/453 [01:52<02:02,  2.00it/s, loss=0.047, pair=14.172, adv=7.218, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 208/453 [01:53<02:02,  2.00it/s, loss=0.050, pair=13.875, adv=4.281, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 209/453 [01:53<02:08,  1.90it/s, loss=0.050, pair=13.875, adv=4.281, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 209/453 [01:53<02:08,  1.90it/s, loss=0.047, pair=16.500, adv=4.057, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 210/453 [01:53<01:59,  2.03it/s, loss=0.047, pair=16.500, adv=4.057, sprd=0.0
Ep 002/80 [S1:deg_only]:  46%|▍| 210/453 [01:54<01:59,  2.03it/s, loss=0.054, pair=9.773, adv=5.049, sprd=0.00
Ep 002/80 [S1:deg_only]:  47%|▍| 211/453 [01:54<02:04,  1.94it/s, loss=0.054, pair=9.773, adv=5.049, sprd=0.00
Ep 002/80 [S1:deg_only]:  47%|▍| 211/453 [01:54<02:04,  1.94it/s, loss=0.046, pair=16.766, adv=5.040, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 212/453 [01:54<01:57,  2.06it/s, loss=0.046, pair=16.766, adv=5.040, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 212/453 [01:55<01:57,  2.06it/s, loss=0.054, pair=14.516, adv=5.491, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 213/453 [01:55<02:02,  1.96it/s, loss=0.054, pair=14.516, adv=5.491, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 213/453 [01:55<02:02,  1.96it/s, loss=0.048, pair=15.906, adv=6.184, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 214/453 [01:55<01:57,  2.04it/s, loss=0.048, pair=15.906, adv=6.184, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 214/453 [01:56<01:57,  2.04it/s, loss=0.056, pair=20.125, adv=5.080, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 215/453 [01:56<02:09,  1.84it/s, loss=0.056, pair=20.125, adv=5.080, sprd=0.0
Ep 002/80 [S1:deg_only]:  47%|▍| 215/453 [01:57<02:09,  1.84it/s, loss=0.048, pair=13.547, adv=8.352, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 216/453 [01:57<01:58,  2.00it/s, loss=0.048, pair=13.547, adv=8.352, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 216/453 [01:57<01:58,  2.00it/s, loss=0.050, pair=20.219, adv=8.988, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 217/453 [01:57<02:13,  1.77it/s, loss=0.050, pair=20.219, adv=8.988, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 217/453 [01:58<02:13,  1.77it/s, loss=0.047, pair=22.141, adv=8.519, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 218/453 [01:58<02:02,  1.91it/s, loss=0.047, pair=22.141, adv=8.519, sprd=0.0
Ep 002/80 [S1:deg_only]:  48%|▍| 218/453 [01:58<02:02,  1.91it/s, loss=0.046, pair=19.125, adv=11.617, sprd=0.
Ep 002/80 [S1:deg_only]:  48%|▍| 219/453 [01:58<02:08,  1.82it/s, loss=0.046, pair=19.125, adv=11.617, sprd=0.
Ep 002/80 [S1:deg_only]:  48%|▍| 219/453 [01:59<02:08,  1.82it/s, loss=0.051, pair=22.094, adv=9.152, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 220/453 [01:59<01:58,  1.97it/s, loss=0.051, pair=22.094, adv=9.152, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 220/453 [01:59<01:58,  1.97it/s, loss=0.051, pair=14.406, adv=8.380, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 221/453 [01:59<02:02,  1.90it/s, loss=0.051, pair=14.406, adv=8.380, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 221/453 [02:00<02:02,  1.90it/s, loss=0.053, pair=17.859, adv=3.748, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 222/453 [02:00<01:52,  2.05it/s, loss=0.053, pair=17.859, adv=3.748, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 222/453 [02:00<01:52,  2.05it/s, loss=0.050, pair=13.805, adv=5.155, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 223/453 [02:00<01:55,  1.99it/s, loss=0.050, pair=13.805, adv=5.155, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 223/453 [02:01<01:55,  1.99it/s, loss=0.048, pair=19.094, adv=3.698, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 224/453 [02:01<01:50,  2.06it/s, loss=0.048, pair=19.094, adv=3.698, sprd=0.0
Ep 002/80 [S1:deg_only]:  49%|▍| 224/453 [02:01<01:50,  2.06it/s, loss=0.048, pair=21.469, adv=9.113, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▍| 225/453 [02:01<01:57,  1.94it/s, loss=0.048, pair=21.469, adv=9.113, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▍| 225/453 [02:02<01:57,  1.94it/s, loss=0.056, pair=15.195, adv=3.693, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▍| 226/453 [02:02<01:51,  2.03it/s, loss=0.056, pair=15.195, adv=3.693, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▍| 226/453 [02:02<01:51,  2.03it/s, loss=0.050, pair=18.844, adv=8.288, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▌| 227/453 [02:02<01:56,  1.93it/s, loss=0.050, pair=18.844, adv=8.288, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▌| 227/453 [02:03<01:56,  1.93it/s, loss=0.049, pair=13.555, adv=8.934, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▌| 228/453 [02:03<01:51,  2.02it/s, loss=0.049, pair=13.555, adv=8.934, sprd=0.0
Ep 002/80 [S1:deg_only]:  50%|▌| 228/453 [02:03<01:51,  2.02it/s, loss=0.058, pair=18.719, adv=7.630, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 229/453 [02:03<01:58,  1.90it/s, loss=0.058, pair=18.719, adv=7.630, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 229/453 [02:04<01:58,  1.90it/s, loss=0.055, pair=24.484, adv=11.351, sprd=0.
Ep 002/80 [S1:deg_only]:  51%|▌| 230/453 [02:04<01:51,  1.99it/s, loss=0.055, pair=24.484, adv=11.351, sprd=0.
Ep 002/80 [S1:deg_only]:  51%|▌| 230/453 [02:04<01:51,  1.99it/s, loss=0.050, pair=21.484, adv=5.207, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 231/453 [02:04<01:56,  1.91it/s, loss=0.050, pair=21.484, adv=5.207, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 231/453 [02:05<01:56,  1.91it/s, loss=0.053, pair=21.109, adv=8.693, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 232/453 [02:05<01:49,  2.01it/s, loss=0.053, pair=21.109, adv=8.693, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 232/453 [02:05<01:49,  2.01it/s, loss=0.156, pair=23.891, adv=6.068, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 233/453 [02:05<01:56,  1.89it/s, loss=0.156, pair=23.891, adv=6.068, sprd=0.0
Ep 002/80 [S1:deg_only]:  51%|▌| 233/453 [02:06<01:56,  1.89it/s, loss=0.054, pair=21.344, adv=8.257, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 234/453 [02:06<01:48,  2.01it/s, loss=0.054, pair=21.344, adv=8.257, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 234/453 [02:06<01:48,  2.01it/s, loss=0.157, pair=14.297, adv=6.568, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 235/453 [02:06<01:56,  1.87it/s, loss=0.157, pair=14.297, adv=6.568, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 235/453 [02:07<01:56,  1.87it/s, loss=0.056, pair=27.391, adv=7.221, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 236/453 [02:07<01:52,  1.93it/s, loss=0.056, pair=27.391, adv=7.221, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 236/453 [02:08<01:52,  1.93it/s, loss=0.065, pair=20.484, adv=7.395, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 237/453 [02:08<01:59,  1.81it/s, loss=0.065, pair=20.484, adv=7.395, sprd=0.0
Ep 002/80 [S1:deg_only]:  52%|▌| 237/453 [02:08<01:59,  1.81it/s, loss=0.059, pair=13.797, adv=3.808, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 238/453 [02:08<01:49,  1.96it/s, loss=0.059, pair=13.797, adv=3.808, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 238/453 [02:08<01:49,  1.96it/s, loss=0.048, pair=24.438, adv=8.172, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 239/453 [02:08<01:53,  1.89it/s, loss=0.048, pair=24.438, adv=8.172, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 239/453 [02:09<01:53,  1.89it/s, loss=0.052, pair=18.391, adv=3.676, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 240/453 [02:09<01:45,  2.01it/s, loss=0.052, pair=18.391, adv=3.676, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 240/453 [02:10<01:45,  2.01it/s, loss=0.055, pair=18.984, adv=6.500, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 241/453 [02:10<01:59,  1.77it/s, loss=0.055, pair=18.984, adv=6.500, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 241/453 [02:10<01:59,  1.77it/s, loss=0.047, pair=15.016, adv=6.499, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 242/453 [02:10<01:50,  1.90it/s, loss=0.047, pair=15.016, adv=6.499, sprd=0.0
Ep 002/80 [S1:deg_only]:  53%|▌| 242/453 [02:11<01:50,  1.90it/s, loss=0.050, pair=18.641, adv=7.918, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 243/453 [02:11<02:00,  1.74it/s, loss=0.050, pair=18.641, adv=7.918, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 243/453 [02:11<02:00,  1.74it/s, loss=0.045, pair=16.328, adv=8.222, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 244/453 [02:11<01:55,  1.81it/s, loss=0.045, pair=16.328, adv=8.222, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 244/453 [02:12<01:55,  1.81it/s, loss=0.047, pair=22.328, adv=9.188, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 245/453 [02:12<02:04,  1.67it/s, loss=0.047, pair=22.328, adv=9.188, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 245/453 [02:12<02:04,  1.67it/s, loss=0.048, pair=12.727, adv=8.018, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 246/453 [02:12<01:54,  1.82it/s, loss=0.048, pair=12.727, adv=8.018, sprd=0.0
Ep 002/80 [S1:deg_only]:  54%|▌| 246/453 [02:13<01:54,  1.82it/s, loss=0.053, pair=17.609, adv=6.527, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 247/453 [02:13<01:58,  1.74it/s, loss=0.053, pair=17.609, adv=6.527, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 247/453 [02:13<01:58,  1.74it/s, loss=0.063, pair=12.750, adv=4.456, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 248/453 [02:13<01:47,  1.90it/s, loss=0.063, pair=12.750, adv=4.456, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 248/453 [02:14<01:47,  1.90it/s, loss=0.057, pair=18.625, adv=6.142, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 249/453 [02:14<01:54,  1.78it/s, loss=0.057, pair=18.625, adv=6.142, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 249/453 [02:15<01:54,  1.78it/s, loss=0.065, pair=11.477, adv=4.779, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 250/453 [02:15<01:46,  1.91it/s, loss=0.065, pair=11.477, adv=4.779, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 250/453 [02:15<01:46,  1.91it/s, loss=0.057, pair=13.383, adv=8.312, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 251/453 [02:15<02:02,  1.65it/s, loss=0.057, pair=13.383, adv=8.312, sprd=0.0
Ep 002/80 [S1:deg_only]:  55%|▌| 251/453 [02:16<02:02,  1.65it/s, loss=0.059, pair=12.195, adv=6.047, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 252/453 [02:16<01:52,  1.78it/s, loss=0.059, pair=12.195, adv=6.047, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 252/453 [02:16<01:52,  1.78it/s, loss=0.049, pair=17.375, adv=3.841, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 253/453 [02:16<02:00,  1.65it/s, loss=0.049, pair=17.375, adv=3.841, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 253/453 [02:17<02:00,  1.65it/s, loss=0.048, pair=22.484, adv=7.704, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 254/453 [02:17<01:53,  1.76it/s, loss=0.048, pair=22.484, adv=7.704, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 254/453 [02:18<01:53,  1.76it/s, loss=0.050, pair=17.484, adv=6.993, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 255/453 [02:18<01:56,  1.70it/s, loss=0.050, pair=17.484, adv=6.993, sprd=0.0
Ep 002/80 [S1:deg_only]:  56%|▌| 255/453 [02:18<01:56,  1.70it/s, loss=0.050, pair=21.016, adv=7.195, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 256/453 [02:18<01:48,  1.81it/s, loss=0.050, pair=21.016, adv=7.195, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 256/453 [02:19<01:48,  1.81it/s, loss=0.049, pair=18.266, adv=11.150, sprd=0.
Ep 002/80 [S1:deg_only]:  57%|▌| 257/453 [02:19<01:54,  1.71it/s, loss=0.049, pair=18.266, adv=11.150, sprd=0.
Ep 002/80 [S1:deg_only]:  57%|▌| 257/453 [02:19<01:54,  1.71it/s, loss=0.050, pair=20.359, adv=5.381, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 258/453 [02:19<01:46,  1.83it/s, loss=0.050, pair=20.359, adv=5.381, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 258/453 [02:20<01:46,  1.83it/s, loss=0.048, pair=19.359, adv=4.989, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 259/453 [02:20<01:51,  1.73it/s, loss=0.048, pair=19.359, adv=4.989, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 259/453 [02:20<01:51,  1.73it/s, loss=0.045, pair=15.742, adv=7.236, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 260/453 [02:20<01:44,  1.85it/s, loss=0.045, pair=15.742, adv=7.236, sprd=0.0
Ep 002/80 [S1:deg_only]:  57%|▌| 260/453 [02:21<01:44,  1.85it/s, loss=0.065, pair=23.000, adv=6.194, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 261/453 [02:21<01:45,  1.82it/s, loss=0.065, pair=23.000, adv=6.194, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 261/453 [02:21<01:45,  1.82it/s, loss=0.047, pair=12.594, adv=10.291, sprd=0.
Ep 002/80 [S1:deg_only]:  58%|▌| 262/453 [02:21<01:36,  1.98it/s, loss=0.047, pair=12.594, adv=10.291, sprd=0.
Ep 002/80 [S1:deg_only]:  58%|▌| 262/453 [02:22<01:36,  1.98it/s, loss=0.048, pair=19.016, adv=10.377, sprd=0.
Ep 002/80 [S1:deg_only]:  58%|▌| 263/453 [02:22<01:40,  1.88it/s, loss=0.048, pair=19.016, adv=10.377, sprd=0.
Ep 002/80 [S1:deg_only]:  58%|▌| 263/453 [02:22<01:40,  1.88it/s, loss=0.047, pair=14.211, adv=6.009, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 264/453 [02:22<01:34,  2.00it/s, loss=0.047, pair=14.211, adv=6.009, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 264/453 [02:23<01:34,  2.00it/s, loss=0.149, pair=14.922, adv=8.071, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 265/453 [02:23<01:38,  1.91it/s, loss=0.149, pair=14.922, adv=8.071, sprd=0.0
Ep 002/80 [S1:deg_only]:  58%|▌| 265/453 [02:23<01:38,  1.91it/s, loss=0.069, pair=17.672, adv=8.347, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 266/453 [02:23<01:32,  2.03it/s, loss=0.069, pair=17.672, adv=8.347, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 266/453 [02:24<01:32,  2.03it/s, loss=0.048, pair=16.172, adv=10.019, sprd=0.
Ep 002/80 [S1:deg_only]:  59%|▌| 267/453 [02:24<01:38,  1.89it/s, loss=0.048, pair=16.172, adv=10.019, sprd=0.
Ep 002/80 [S1:deg_only]:  59%|▌| 267/453 [02:24<01:38,  1.89it/s, loss=0.050, pair=22.078, adv=5.864, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 268/453 [02:24<01:33,  1.98it/s, loss=0.050, pair=22.078, adv=5.864, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 268/453 [02:25<01:33,  1.98it/s, loss=0.058, pair=14.555, adv=7.823, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 269/453 [02:25<01:47,  1.71it/s, loss=0.058, pair=14.555, adv=7.823, sprd=0.0
Ep 002/80 [S1:deg_only]:  59%|▌| 269/453 [02:26<01:47,  1.71it/s, loss=0.045, pair=28.719, adv=5.554, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 270/453 [02:26<01:38,  1.86it/s, loss=0.045, pair=28.719, adv=5.554, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 270/453 [02:26<01:38,  1.86it/s, loss=0.068, pair=15.430, adv=4.632, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 271/453 [02:26<01:38,  1.86it/s, loss=0.068, pair=15.430, adv=4.632, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 271/453 [02:27<01:38,  1.86it/s, loss=0.048, pair=12.148, adv=5.880, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 272/453 [02:27<01:32,  1.96it/s, loss=0.048, pair=12.148, adv=5.880, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 272/453 [02:27<01:32,  1.96it/s, loss=0.046, pair=13.883, adv=5.809, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 273/453 [02:27<01:35,  1.89it/s, loss=0.046, pair=13.883, adv=5.809, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 273/453 [02:28<01:35,  1.89it/s, loss=0.052, pair=17.219, adv=5.134, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 274/453 [02:28<01:28,  2.03it/s, loss=0.052, pair=17.219, adv=5.134, sprd=0.0
Ep 002/80 [S1:deg_only]:  60%|▌| 274/453 [02:28<01:28,  2.03it/s, loss=0.053, pair=14.617, adv=6.934, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 275/453 [02:28<01:31,  1.95it/s, loss=0.053, pair=14.617, adv=6.934, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 275/453 [02:28<01:31,  1.95it/s, loss=0.049, pair=19.562, adv=5.708, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 276/453 [02:28<01:25,  2.07it/s, loss=0.049, pair=19.562, adv=5.708, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 276/453 [02:29<01:25,  2.07it/s, loss=0.057, pair=21.016, adv=6.704, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 277/453 [02:29<01:29,  1.96it/s, loss=0.057, pair=21.016, adv=6.704, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 277/453 [02:30<01:29,  1.96it/s, loss=0.055, pair=18.297, adv=7.210, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 278/453 [02:30<01:26,  2.03it/s, loss=0.055, pair=18.297, adv=7.210, sprd=0.0
Ep 002/80 [S1:deg_only]:  61%|▌| 278/453 [02:30<01:26,  2.03it/s, loss=0.050, pair=14.648, adv=4.590, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 279/453 [02:30<01:30,  1.93it/s, loss=0.050, pair=14.648, adv=4.590, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 279/453 [02:31<01:30,  1.93it/s, loss=0.043, pair=20.172, adv=5.356, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 280/453 [02:31<01:24,  2.04it/s, loss=0.043, pair=20.172, adv=5.356, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 280/453 [02:31<01:24,  2.04it/s, loss=0.055, pair=15.930, adv=11.952, sprd=0.
Ep 002/80 [S1:deg_only]:  62%|▌| 281/453 [02:31<01:26,  1.99it/s, loss=0.055, pair=15.930, adv=11.952, sprd=0.
Ep 002/80 [S1:deg_only]:  62%|▌| 281/453 [02:31<01:26,  1.99it/s, loss=0.047, pair=26.672, adv=7.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 282/453 [02:31<01:22,  2.06it/s, loss=0.047, pair=26.672, adv=7.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 282/453 [02:32<01:22,  2.06it/s, loss=0.048, pair=18.953, adv=7.327, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 283/453 [02:32<01:27,  1.95it/s, loss=0.048, pair=18.953, adv=7.327, sprd=0.0
Ep 002/80 [S1:deg_only]:  62%|▌| 283/453 [02:32<01:27,  1.95it/s, loss=0.048, pair=15.812, adv=6.006, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 284/453 [02:32<01:21,  2.06it/s, loss=0.048, pair=15.812, adv=6.006, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 284/453 [02:33<01:21,  2.06it/s, loss=0.049, pair=15.047, adv=6.659, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 285/453 [02:33<01:27,  1.93it/s, loss=0.049, pair=15.047, adv=6.659, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 285/453 [02:34<01:27,  1.93it/s, loss=0.047, pair=24.312, adv=7.187, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 286/453 [02:34<01:22,  2.02it/s, loss=0.047, pair=24.312, adv=7.187, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 286/453 [02:34<01:22,  2.02it/s, loss=0.050, pair=10.688, adv=9.544, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 287/453 [02:34<01:26,  1.93it/s, loss=0.050, pair=10.688, adv=9.544, sprd=0.0
Ep 002/80 [S1:deg_only]:  63%|▋| 287/453 [02:35<01:26,  1.93it/s, loss=0.053, pair=19.375, adv=7.487, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 288/453 [02:35<01:20,  2.06it/s, loss=0.053, pair=19.375, adv=7.487, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 288/453 [02:35<01:20,  2.06it/s, loss=0.052, pair=27.031, adv=4.442, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 289/453 [02:35<01:24,  1.95it/s, loss=0.052, pair=27.031, adv=4.442, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 289/453 [02:35<01:24,  1.95it/s, loss=0.050, pair=21.266, adv=6.803, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 290/453 [02:35<01:18,  2.08it/s, loss=0.050, pair=21.266, adv=6.803, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 290/453 [02:36<01:18,  2.08it/s, loss=0.048, pair=20.625, adv=7.094, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 291/453 [02:36<01:22,  1.97it/s, loss=0.048, pair=20.625, adv=7.094, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 291/453 [02:37<01:22,  1.97it/s, loss=0.047, pair=17.938, adv=9.388, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 292/453 [02:37<01:18,  2.05it/s, loss=0.047, pair=17.938, adv=9.388, sprd=0.0
Ep 002/80 [S1:deg_only]:  64%|▋| 292/453 [02:37<01:18,  2.05it/s, loss=0.050, pair=16.016, adv=6.687, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 293/453 [02:37<01:23,  1.91it/s, loss=0.050, pair=16.016, adv=6.687, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 293/453 [02:38<01:23,  1.91it/s, loss=0.048, pair=11.836, adv=5.092, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 294/453 [02:38<01:17,  2.05it/s, loss=0.048, pair=11.836, adv=5.092, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 294/453 [02:38<01:17,  2.05it/s, loss=0.053, pair=16.172, adv=4.185, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 295/453 [02:38<01:21,  1.94it/s, loss=0.053, pair=16.172, adv=4.185, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 295/453 [02:38<01:21,  1.94it/s, loss=0.053, pair=19.484, adv=6.200, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 296/453 [02:38<01:15,  2.08it/s, loss=0.053, pair=19.484, adv=6.200, sprd=0.0
Ep 002/80 [S1:deg_only]:  65%|▋| 296/453 [02:39<01:15,  2.08it/s, loss=0.048, pair=23.375, adv=8.165, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 297/453 [02:39<01:25,  1.83it/s, loss=0.048, pair=23.375, adv=8.165, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 297/453 [02:40<01:25,  1.83it/s, loss=0.046, pair=16.859, adv=11.831, sprd=0.
Ep 002/80 [S1:deg_only]:  66%|▋| 298/453 [02:40<01:17,  1.99it/s, loss=0.046, pair=16.859, adv=11.831, sprd=0.
Ep 002/80 [S1:deg_only]:  66%|▋| 298/453 [02:40<01:17,  1.99it/s, loss=0.052, pair=11.156, adv=8.603, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 299/453 [02:40<01:23,  1.84it/s, loss=0.052, pair=11.156, adv=8.603, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 299/453 [02:41<01:23,  1.84it/s, loss=0.047, pair=22.984, adv=10.209, sprd=0.
Ep 002/80 [S1:deg_only]:  66%|▋| 300/453 [02:41<01:17,  1.97it/s, loss=0.047, pair=22.984, adv=10.209, sprd=0.
Ep 002/80 [S1:deg_only]:  66%|▋| 300/453 [02:41<01:17,  1.97it/s, loss=0.047, pair=20.703, adv=9.765, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 301/453 [02:41<01:25,  1.79it/s, loss=0.047, pair=20.703, adv=9.765, sprd=0.0
Ep 002/80 [S1:deg_only]:  66%|▋| 301/453 [02:42<01:25,  1.79it/s, loss=0.050, pair=13.445, adv=8.966, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 302/453 [02:42<01:19,  1.90it/s, loss=0.050, pair=13.445, adv=8.966, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 302/453 [02:42<01:19,  1.90it/s, loss=0.047, pair=20.328, adv=9.382, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 303/453 [02:42<01:22,  1.83it/s, loss=0.047, pair=20.328, adv=9.382, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 303/453 [02:43<01:22,  1.83it/s, loss=0.043, pair=17.250, adv=5.417, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 304/453 [02:43<01:16,  1.94it/s, loss=0.043, pair=17.250, adv=5.417, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 304/453 [02:43<01:16,  1.94it/s, loss=0.044, pair=25.656, adv=5.817, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 305/453 [02:43<01:19,  1.87it/s, loss=0.044, pair=25.656, adv=5.817, sprd=0.0
Ep 002/80 [S1:deg_only]:  67%|▋| 305/453 [02:44<01:19,  1.87it/s, loss=0.054, pair=24.219, adv=6.453, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 306/453 [02:44<01:13,  1.99it/s, loss=0.054, pair=24.219, adv=6.453, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 306/453 [02:44<01:13,  1.99it/s, loss=0.054, pair=21.812, adv=3.872, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 307/453 [02:44<01:19,  1.84it/s, loss=0.054, pair=21.812, adv=3.872, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 307/453 [02:45<01:19,  1.84it/s, loss=0.046, pair=17.578, adv=4.641, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 308/453 [02:45<01:13,  1.96it/s, loss=0.046, pair=17.578, adv=4.641, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 308/453 [02:45<01:13,  1.96it/s, loss=0.051, pair=23.953, adv=8.400, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 309/453 [02:45<01:17,  1.87it/s, loss=0.051, pair=23.953, adv=8.400, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 309/453 [02:46<01:17,  1.87it/s, loss=0.051, pair=17.828, adv=4.495, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 310/453 [02:46<01:11,  1.99it/s, loss=0.051, pair=17.828, adv=4.495, sprd=0.0
Ep 002/80 [S1:deg_only]:  68%|▋| 310/453 [02:46<01:11,  1.99it/s, loss=0.054, pair=17.391, adv=6.372, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 311/453 [02:46<01:13,  1.94it/s, loss=0.054, pair=17.391, adv=6.372, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 311/453 [02:47<01:13,  1.94it/s, loss=0.060, pair=16.719, adv=7.028, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 312/453 [02:47<01:08,  2.07it/s, loss=0.060, pair=16.719, adv=7.028, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 312/453 [02:47<01:08,  2.07it/s, loss=0.050, pair=23.406, adv=7.358, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 313/453 [02:47<01:12,  1.93it/s, loss=0.050, pair=23.406, adv=7.358, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 313/453 [02:48<01:12,  1.93it/s, loss=0.049, pair=21.219, adv=5.437, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 314/453 [02:48<01:08,  2.04it/s, loss=0.049, pair=21.219, adv=5.437, sprd=0.0
Ep 002/80 [S1:deg_only]:  69%|▋| 314/453 [02:48<01:08,  2.04it/s, loss=0.052, pair=15.375, adv=4.477, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 315/453 [02:48<01:12,  1.92it/s, loss=0.052, pair=15.375, adv=4.477, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 315/453 [02:49<01:12,  1.92it/s, loss=0.043, pair=21.859, adv=7.471, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 316/453 [02:49<01:07,  2.04it/s, loss=0.043, pair=21.859, adv=7.471, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 316/453 [02:50<01:07,  2.04it/s, loss=0.051, pair=24.719, adv=9.403, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 317/453 [02:50<01:17,  1.75it/s, loss=0.051, pair=24.719, adv=9.403, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 317/453 [02:50<01:17,  1.75it/s, loss=0.047, pair=21.078, adv=7.640, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 318/453 [02:50<01:13,  1.85it/s, loss=0.047, pair=21.078, adv=7.640, sprd=0.0
Ep 002/80 [S1:deg_only]:  70%|▋| 318/453 [02:51<01:13,  1.85it/s, loss=0.058, pair=16.297, adv=12.313, sprd=0.
Ep 002/80 [S1:deg_only]:  70%|▋| 319/453 [02:51<01:18,  1.71it/s, loss=0.058, pair=16.297, adv=12.313, sprd=0.
Ep 002/80 [S1:deg_only]:  70%|▋| 319/453 [02:51<01:18,  1.71it/s, loss=0.044, pair=23.609, adv=5.912, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 320/453 [02:51<01:11,  1.85it/s, loss=0.044, pair=23.609, adv=5.912, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 320/453 [02:52<01:11,  1.85it/s, loss=0.050, pair=22.156, adv=5.913, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 321/453 [02:52<01:17,  1.70it/s, loss=0.050, pair=22.156, adv=5.913, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 321/453 [02:52<01:17,  1.70it/s, loss=0.045, pair=17.109, adv=11.520, sprd=0.
Ep 002/80 [S1:deg_only]:  71%|▋| 322/453 [02:52<01:11,  1.84it/s, loss=0.045, pair=17.109, adv=11.520, sprd=0.
Ep 002/80 [S1:deg_only]:  71%|▋| 322/453 [02:53<01:11,  1.84it/s, loss=0.052, pair=16.750, adv=5.816, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 323/453 [02:53<01:11,  1.81it/s, loss=0.052, pair=16.750, adv=5.816, sprd=0.0
Ep 002/80 [S1:deg_only]:  71%|▋| 323/453 [02:53<01:11,  1.81it/s, loss=0.053, pair=23.031, adv=5.102, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 324/453 [02:53<01:07,  1.92it/s, loss=0.053, pair=23.031, adv=5.102, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 324/453 [02:54<01:07,  1.92it/s, loss=0.152, pair=22.594, adv=7.591, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 325/453 [02:54<01:11,  1.78it/s, loss=0.152, pair=22.594, adv=7.591, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 325/453 [02:55<01:11,  1.78it/s, loss=0.049, pair=25.875, adv=8.615, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 326/453 [02:55<01:08,  1.86it/s, loss=0.049, pair=25.875, adv=8.615, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 326/453 [02:55<01:08,  1.86it/s, loss=0.046, pair=21.609, adv=8.698, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 327/453 [02:55<01:13,  1.71it/s, loss=0.046, pair=21.609, adv=8.698, sprd=0.0
Ep 002/80 [S1:deg_only]:  72%|▋| 327/453 [02:56<01:13,  1.71it/s, loss=0.063, pair=27.031, adv=13.522, sprd=0.
Ep 002/80 [S1:deg_only]:  72%|▋| 328/453 [02:56<01:07,  1.84it/s, loss=0.063, pair=27.031, adv=13.522, sprd=0.
Ep 002/80 [S1:deg_only]:  72%|▋| 328/453 [02:56<01:07,  1.84it/s, loss=0.055, pair=18.953, adv=6.641, sprd=0.0
Ep 002/80 [S1:deg_only]:  73%|▋| 329/453 [02:56<01:14,  1.66it/s, loss=0.055, pair=18.953, adv=6.641, sprd=0.0
Ep 002/80 [S1:deg_only]:  73%|▋| 329/453 [02:57<01:14,  1.66it/s, loss=0.055, pair=23.359, adv=12.037, sprd=0.
Ep 002/80 [S1:deg_only]:  73%|▋| 330/453 [02:57<01:10,  1.75it/s, loss=0.055, pair=23.359, adv=12.037, sprd=0.
Ep 002/80 [S1:deg_only]:  73%|▋| 330/453 [02:58<01:10,  1.75it/s, loss=0.048, pair=23.422, adv=9.383, sprd=0.0
Ep 002/80 [S1:deg_only]:  73%|▋| 331/453 [02:58<01:14,  1.65it/s, loss=0.048, pair=23.422, adv=9.383, sprd=0.0
Ep 002/80 [S1:deg_only]:  73%|▋| 331/453 [02:58<01:14,  1.65it/s, loss=0.051, pair=22.500, adv=19.008, sprd=0.
Ep 002/80 [S1:deg_only]:  73%|▋| 332/453 [02:58<01:08,  1.78it/s, loss=0.051, pair=22.500, adv=19.008, sprd=0.
Ep 002/80 [S1:deg_only]:  73%|▋| 332/453 [02:59<01:08,  1.78it/s, loss=0.163, pair=23.234, adv=11.855, sprd=0.
Ep 002/80 [S1:deg_only]:  74%|▋| 333/453 [02:59<01:18,  1.53it/s, loss=0.163, pair=23.234, adv=11.855, sprd=0.
Ep 002/80 [S1:deg_only]:  74%|▋| 333/453 [02:59<01:18,  1.53it/s, loss=0.050, pair=13.664, adv=8.802, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 334/453 [02:59<01:11,  1.67it/s, loss=0.050, pair=13.664, adv=8.802, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 334/453 [03:00<01:11,  1.67it/s, loss=0.057, pair=12.250, adv=4.369, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 335/453 [03:00<01:15,  1.55it/s, loss=0.057, pair=12.250, adv=4.369, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 335/453 [03:01<01:15,  1.55it/s, loss=0.047, pair=23.750, adv=6.699, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 336/453 [03:01<01:09,  1.69it/s, loss=0.047, pair=23.750, adv=6.699, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 336/453 [03:01<01:09,  1.69it/s, loss=0.056, pair=16.375, adv=7.675, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 337/453 [03:01<01:13,  1.59it/s, loss=0.056, pair=16.375, adv=7.675, sprd=0.0
Ep 002/80 [S1:deg_only]:  74%|▋| 337/453 [03:02<01:13,  1.59it/s, loss=0.050, pair=18.438, adv=12.439, sprd=0.
Ep 002/80 [S1:deg_only]:  75%|▋| 338/453 [03:02<01:07,  1.70it/s, loss=0.050, pair=18.438, adv=12.439, sprd=0.
Ep 002/80 [S1:deg_only]:  75%|▋| 338/453 [03:03<01:07,  1.70it/s, loss=0.048, pair=18.922, adv=7.655, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▋| 339/453 [03:03<01:12,  1.56it/s, loss=0.048, pair=18.922, adv=7.655, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▋| 339/453 [03:03<01:12,  1.56it/s, loss=0.051, pair=20.938, adv=15.418, sprd=0.
Ep 002/80 [S1:deg_only]:  75%|▊| 340/453 [03:03<01:05,  1.73it/s, loss=0.051, pair=20.938, adv=15.418, sprd=0.
Ep 002/80 [S1:deg_only]:  75%|▊| 340/453 [03:04<01:05,  1.73it/s, loss=0.050, pair=28.969, adv=5.547, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▊| 341/453 [03:04<01:05,  1.70it/s, loss=0.050, pair=28.969, adv=5.547, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▊| 341/453 [03:04<01:05,  1.70it/s, loss=0.051, pair=20.797, adv=7.682, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▊| 342/453 [03:04<00:59,  1.87it/s, loss=0.051, pair=20.797, adv=7.682, sprd=0.0
Ep 002/80 [S1:deg_only]:  75%|▊| 342/453 [03:05<00:59,  1.87it/s, loss=0.049, pair=23.062, adv=7.718, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 343/453 [03:05<01:00,  1.82it/s, loss=0.049, pair=23.062, adv=7.718, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 343/453 [03:05<01:00,  1.82it/s, loss=0.047, pair=24.297, adv=8.675, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 344/453 [03:05<00:56,  1.94it/s, loss=0.047, pair=24.297, adv=8.675, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 344/453 [03:06<00:56,  1.94it/s, loss=0.056, pair=19.281, adv=7.596, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 345/453 [03:06<00:56,  1.91it/s, loss=0.056, pair=19.281, adv=7.596, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 345/453 [03:06<00:56,  1.91it/s, loss=0.056, pair=20.094, adv=5.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 346/453 [03:06<00:53,  2.01it/s, loss=0.056, pair=20.094, adv=5.941, sprd=0.0
Ep 002/80 [S1:deg_only]:  76%|▊| 346/453 [03:07<00:53,  2.01it/s, loss=0.047, pair=28.266, adv=4.904, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 347/453 [03:07<00:55,  1.93it/s, loss=0.047, pair=28.266, adv=4.904, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 347/453 [03:07<00:55,  1.93it/s, loss=0.053, pair=28.719, adv=8.370, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 348/453 [03:07<00:52,  2.01it/s, loss=0.053, pair=28.719, adv=8.370, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 348/453 [03:08<00:52,  2.01it/s, loss=0.053, pair=23.016, adv=6.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 349/453 [03:08<01:01,  1.69it/s, loss=0.053, pair=23.016, adv=6.867, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 349/453 [03:08<01:01,  1.69it/s, loss=0.051, pair=20.047, adv=7.222, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 350/453 [03:08<00:55,  1.87it/s, loss=0.051, pair=20.047, adv=7.222, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 350/453 [03:09<00:55,  1.87it/s, loss=0.057, pair=18.406, adv=8.205, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 351/453 [03:09<00:56,  1.81it/s, loss=0.057, pair=18.406, adv=8.205, sprd=0.0
Ep 002/80 [S1:deg_only]:  77%|▊| 351/453 [03:09<00:56,  1.81it/s, loss=0.056, pair=24.047, adv=12.069, sprd=0.
Ep 002/80 [S1:deg_only]:  78%|▊| 352/453 [03:09<00:52,  1.91it/s, loss=0.056, pair=24.047, adv=12.069, sprd=0.
Ep 002/80 [S1:deg_only]:  78%|▊| 352/453 [03:10<00:52,  1.91it/s, loss=0.152, pair=24.375, adv=5.777, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 353/453 [03:10<00:55,  1.79it/s, loss=0.152, pair=24.375, adv=5.777, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 353/453 [03:10<00:55,  1.79it/s, loss=0.063, pair=18.109, adv=4.786, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 354/453 [03:10<00:50,  1.95it/s, loss=0.063, pair=18.109, adv=4.786, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 354/453 [03:11<00:50,  1.95it/s, loss=0.052, pair=16.312, adv=6.094, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 355/453 [03:11<00:51,  1.89it/s, loss=0.052, pair=16.312, adv=6.094, sprd=0.0
Ep 002/80 [S1:deg_only]:  78%|▊| 355/453 [03:11<00:51,  1.89it/s, loss=0.048, pair=20.734, adv=8.769, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 356/453 [03:11<00:48,  2.01it/s, loss=0.048, pair=20.734, adv=8.769, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 356/453 [03:12<00:48,  2.01it/s, loss=0.054, pair=24.719, adv=4.355, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 357/453 [03:12<00:49,  1.94it/s, loss=0.054, pair=24.719, adv=4.355, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 357/453 [03:12<00:49,  1.94it/s, loss=0.053, pair=20.031, adv=6.996, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 358/453 [03:12<00:46,  2.06it/s, loss=0.053, pair=20.031, adv=6.996, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 358/453 [03:13<00:46,  2.06it/s, loss=0.051, pair=20.297, adv=7.503, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 359/453 [03:13<00:48,  1.94it/s, loss=0.051, pair=20.297, adv=7.503, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 359/453 [03:13<00:48,  1.94it/s, loss=0.045, pair=22.750, adv=5.816, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 360/453 [03:13<00:45,  2.03it/s, loss=0.045, pair=22.750, adv=5.816, sprd=0.0
Ep 002/80 [S1:deg_only]:  79%|▊| 360/453 [03:14<00:45,  2.03it/s, loss=0.052, pair=18.312, adv=10.850, sprd=0.
Ep 002/80 [S1:deg_only]:  80%|▊| 361/453 [03:14<00:48,  1.90it/s, loss=0.052, pair=18.312, adv=10.850, sprd=0.
Ep 002/80 [S1:deg_only]:  80%|▊| 361/453 [03:14<00:48,  1.90it/s, loss=0.044, pair=19.250, adv=7.180, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 362/453 [03:14<00:45,  2.01it/s, loss=0.044, pair=19.250, adv=7.180, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 362/453 [03:15<00:45,  2.01it/s, loss=0.062, pair=15.453, adv=8.454, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 363/453 [03:15<00:45,  1.99it/s, loss=0.062, pair=15.453, adv=8.454, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 363/453 [03:15<00:45,  1.99it/s, loss=0.047, pair=24.984, adv=7.216, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 364/453 [03:15<00:43,  2.05it/s, loss=0.047, pair=24.984, adv=7.216, sprd=0.0
Ep 002/80 [S1:deg_only]:  80%|▊| 364/453 [03:16<00:43,  2.05it/s, loss=0.049, pair=17.797, adv=8.020, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 365/453 [03:16<00:46,  1.91it/s, loss=0.049, pair=17.797, adv=8.020, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 365/453 [03:16<00:46,  1.91it/s, loss=0.045, pair=23.641, adv=8.320, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 366/453 [03:16<00:43,  1.99it/s, loss=0.045, pair=23.641, adv=8.320, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 366/453 [03:17<00:43,  1.99it/s, loss=0.053, pair=20.281, adv=8.099, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 367/453 [03:17<00:45,  1.89it/s, loss=0.053, pair=20.281, adv=8.099, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 367/453 [03:17<00:45,  1.89it/s, loss=0.047, pair=18.719, adv=10.447, sprd=0.
Ep 002/80 [S1:deg_only]:  81%|▊| 368/453 [03:17<00:42,  2.01it/s, loss=0.047, pair=18.719, adv=10.447, sprd=0.
Ep 002/80 [S1:deg_only]:  81%|▊| 368/453 [03:18<00:42,  2.01it/s, loss=0.125, pair=16.078, adv=3.552, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 369/453 [03:18<00:46,  1.79it/s, loss=0.125, pair=16.078, adv=3.552, sprd=0.0
Ep 002/80 [S1:deg_only]:  81%|▊| 369/453 [03:19<00:46,  1.79it/s, loss=0.048, pair=18.875, adv=5.074, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 370/453 [03:19<00:42,  1.94it/s, loss=0.048, pair=18.875, adv=5.074, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 370/453 [03:19<00:42,  1.94it/s, loss=0.047, pair=12.547, adv=7.162, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 371/453 [03:19<00:44,  1.85it/s, loss=0.047, pair=12.547, adv=7.162, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 371/453 [03:20<00:44,  1.85it/s, loss=0.047, pair=10.477, adv=9.160, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 372/453 [03:20<00:40,  2.00it/s, loss=0.047, pair=10.477, adv=9.160, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 372/453 [03:20<00:40,  2.00it/s, loss=0.053, pair=26.078, adv=7.055, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 373/453 [03:20<00:43,  1.85it/s, loss=0.053, pair=26.078, adv=7.055, sprd=0.0
Ep 002/80 [S1:deg_only]:  82%|▊| 373/453 [03:21<00:43,  1.85it/s, loss=0.049, pair=24.609, adv=5.977, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 374/453 [03:21<00:40,  1.95it/s, loss=0.049, pair=24.609, adv=5.977, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 374/453 [03:21<00:40,  1.95it/s, loss=0.049, pair=19.266, adv=10.202, sprd=0.
Ep 002/80 [S1:deg_only]:  83%|▊| 375/453 [03:21<00:40,  1.93it/s, loss=0.049, pair=19.266, adv=10.202, sprd=0.
Ep 002/80 [S1:deg_only]:  83%|▊| 375/453 [03:22<00:40,  1.93it/s, loss=0.053, pair=23.875, adv=3.878, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 376/453 [03:22<00:37,  2.04it/s, loss=0.053, pair=23.875, adv=3.878, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 376/453 [03:22<00:37,  2.04it/s, loss=0.055, pair=22.156, adv=4.061, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 377/453 [03:22<00:41,  1.83it/s, loss=0.055, pair=22.156, adv=4.061, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 377/453 [03:23<00:41,  1.83it/s, loss=0.053, pair=22.688, adv=5.401, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 378/453 [03:23<00:38,  1.93it/s, loss=0.053, pair=22.688, adv=5.401, sprd=0.0
Ep 002/80 [S1:deg_only]:  83%|▊| 378/453 [03:23<00:38,  1.93it/s, loss=0.051, pair=18.781, adv=12.683, sprd=0.
Ep 002/80 [S1:deg_only]:  84%|▊| 379/453 [03:23<00:39,  1.87it/s, loss=0.051, pair=18.781, adv=12.683, sprd=0.
Ep 002/80 [S1:deg_only]:  84%|▊| 379/453 [03:24<00:39,  1.87it/s, loss=0.054, pair=17.000, adv=9.892, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 380/453 [03:24<00:36,  2.01it/s, loss=0.054, pair=17.000, adv=9.892, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 380/453 [03:24<00:36,  2.01it/s, loss=0.060, pair=21.812, adv=5.862, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 381/453 [03:24<00:37,  1.91it/s, loss=0.060, pair=21.812, adv=5.862, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 381/453 [03:25<00:37,  1.91it/s, loss=0.049, pair=21.641, adv=7.947, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 382/453 [03:25<00:35,  1.99it/s, loss=0.049, pair=21.641, adv=7.947, sprd=0.0
Ep 002/80 [S1:deg_only]:  84%|▊| 382/453 [03:25<00:35,  1.99it/s, loss=0.051, pair=22.125, adv=8.304, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 383/453 [03:25<00:37,  1.89it/s, loss=0.051, pair=22.125, adv=8.304, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 383/453 [03:26<00:37,  1.89it/s, loss=0.057, pair=22.797, adv=9.406, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 384/453 [03:26<00:34,  1.99it/s, loss=0.057, pair=22.797, adv=9.406, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 384/453 [03:26<00:34,  1.99it/s, loss=0.048, pair=19.844, adv=4.542, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 385/453 [03:26<00:35,  1.90it/s, loss=0.048, pair=19.844, adv=4.542, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 385/453 [03:27<00:35,  1.90it/s, loss=0.046, pair=15.789, adv=10.567, sprd=0.
Ep 002/80 [S1:deg_only]:  85%|▊| 386/453 [03:27<00:33,  2.01it/s, loss=0.046, pair=15.789, adv=10.567, sprd=0.
Ep 002/80 [S1:deg_only]:  85%|▊| 386/453 [03:27<00:33,  2.01it/s, loss=0.151, pair=13.672, adv=6.007, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 387/453 [03:27<00:34,  1.92it/s, loss=0.151, pair=13.672, adv=6.007, sprd=0.0
Ep 002/80 [S1:deg_only]:  85%|▊| 387/453 [03:28<00:34,  1.92it/s, loss=0.048, pair=17.328, adv=10.100, sprd=0.
Ep 002/80 [S1:deg_only]:  86%|▊| 388/453 [03:28<00:32,  2.02it/s, loss=0.048, pair=17.328, adv=10.100, sprd=0.
Ep 002/80 [S1:deg_only]:  86%|▊| 388/453 [03:28<00:32,  2.02it/s, loss=0.055, pair=20.234, adv=6.840, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 389/453 [03:28<00:33,  1.92it/s, loss=0.055, pair=20.234, adv=6.840, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 389/453 [03:29<00:33,  1.92it/s, loss=0.057, pair=25.094, adv=8.882, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 390/453 [03:29<00:31,  1.99it/s, loss=0.057, pair=25.094, adv=8.882, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 390/453 [03:29<00:31,  1.99it/s, loss=0.056, pair=22.031, adv=5.888, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 391/453 [03:29<00:33,  1.88it/s, loss=0.056, pair=22.031, adv=5.888, sprd=0.0
Ep 002/80 [S1:deg_only]:  86%|▊| 391/453 [03:30<00:33,  1.88it/s, loss=0.044, pair=17.234, adv=7.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 392/453 [03:30<00:30,  2.00it/s, loss=0.044, pair=17.234, adv=7.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 392/453 [03:30<00:30,  2.00it/s, loss=0.047, pair=18.000, adv=13.168, sprd=0.
Ep 002/80 [S1:deg_only]:  87%|▊| 393/453 [03:30<00:30,  1.94it/s, loss=0.047, pair=18.000, adv=13.168, sprd=0.
Ep 002/80 [S1:deg_only]:  87%|▊| 393/453 [03:31<00:30,  1.94it/s, loss=0.057, pair=22.969, adv=3.622, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 394/453 [03:31<00:28,  2.05it/s, loss=0.057, pair=22.969, adv=3.622, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 394/453 [03:31<00:28,  2.05it/s, loss=0.051, pair=25.625, adv=7.284, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 395/453 [03:31<00:29,  1.99it/s, loss=0.051, pair=25.625, adv=7.284, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 395/453 [03:32<00:29,  1.99it/s, loss=0.054, pair=16.922, adv=8.368, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 396/453 [03:32<00:27,  2.09it/s, loss=0.054, pair=16.922, adv=8.368, sprd=0.0
Ep 002/80 [S1:deg_only]:  87%|▊| 396/453 [03:32<00:27,  2.09it/s, loss=0.053, pair=21.672, adv=5.815, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 397/453 [03:32<00:29,  1.92it/s, loss=0.053, pair=21.672, adv=5.815, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 397/453 [03:33<00:29,  1.92it/s, loss=0.046, pair=25.891, adv=6.225, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 398/453 [03:33<00:27,  1.99it/s, loss=0.046, pair=25.891, adv=6.225, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 398/453 [03:34<00:27,  1.99it/s, loss=0.050, pair=19.781, adv=5.517, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 399/453 [03:34<00:29,  1.84it/s, loss=0.050, pair=19.781, adv=5.517, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 399/453 [03:34<00:29,  1.84it/s, loss=0.048, pair=24.109, adv=6.366, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 400/453 [03:34<00:27,  1.94it/s, loss=0.048, pair=24.109, adv=6.366, sprd=0.0
Ep 002/80 [S1:deg_only]:  88%|▉| 400/453 [03:35<00:27,  1.94it/s, loss=0.047, pair=17.859, adv=8.176, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 401/453 [03:35<00:28,  1.82it/s, loss=0.047, pair=17.859, adv=8.176, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 401/453 [03:35<00:28,  1.82it/s, loss=0.047, pair=11.922, adv=10.361, sprd=0.
Ep 002/80 [S1:deg_only]:  89%|▉| 402/453 [03:35<00:26,  1.94it/s, loss=0.047, pair=11.922, adv=10.361, sprd=0.
Ep 002/80 [S1:deg_only]:  89%|▉| 402/453 [03:36<00:26,  1.94it/s, loss=0.048, pair=21.078, adv=5.725, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 403/453 [03:36<00:27,  1.84it/s, loss=0.048, pair=21.078, adv=5.725, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 403/453 [03:36<00:27,  1.84it/s, loss=0.048, pair=16.875, adv=8.042, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 404/453 [03:36<00:24,  1.98it/s, loss=0.048, pair=16.875, adv=8.042, sprd=0.0
Ep 002/80 [S1:deg_only]:  89%|▉| 404/453 [03:37<00:24,  1.98it/s, loss=0.048, pair=14.188, adv=16.909, sprd=0.
Ep 002/80 [S1:deg_only]:  89%|▉| 405/453 [03:37<00:25,  1.85it/s, loss=0.048, pair=14.188, adv=16.909, sprd=0.
Ep 002/80 [S1:deg_only]:  89%|▉| 405/453 [03:37<00:25,  1.85it/s, loss=0.044, pair=12.875, adv=7.714, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 406/453 [03:37<00:24,  1.94it/s, loss=0.044, pair=12.875, adv=7.714, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 406/453 [03:38<00:24,  1.94it/s, loss=0.096, pair=18.078, adv=4.133, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 407/453 [03:38<00:29,  1.57it/s, loss=0.096, pair=18.078, adv=4.133, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 407/453 [03:39<00:29,  1.57it/s, loss=0.051, pair=31.172, adv=6.062, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 408/453 [03:39<00:26,  1.69it/s, loss=0.051, pair=31.172, adv=6.062, sprd=0.0
Ep 002/80 [S1:deg_only]:  90%|▉| 408/453 [03:39<00:26,  1.69it/s, loss=0.049, pair=19.438, adv=18.867, sprd=0.
Ep 002/80 [S1:deg_only]:  90%|▉| 409/453 [03:39<00:27,  1.62it/s, loss=0.049, pair=19.438, adv=18.867, sprd=0.
Ep 002/80 [S1:deg_only]:  90%|▉| 409/453 [03:40<00:27,  1.62it/s, loss=0.043, pair=17.281, adv=10.551, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 410/453 [03:40<00:24,  1.74it/s, loss=0.043, pair=17.281, adv=10.551, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 410/453 [03:40<00:24,  1.74it/s, loss=0.047, pair=19.703, adv=10.982, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 411/453 [03:40<00:25,  1.65it/s, loss=0.047, pair=19.703, adv=10.982, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 411/453 [03:41<00:25,  1.65it/s, loss=0.050, pair=36.438, adv=13.406, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 412/453 [03:41<00:22,  1.79it/s, loss=0.050, pair=36.438, adv=13.406, sprd=0.
Ep 002/80 [S1:deg_only]:  91%|▉| 412/453 [03:42<00:22,  1.79it/s, loss=0.046, pair=16.234, adv=6.996, sprd=0.0
Ep 002/80 [S1:deg_only]:  91%|▉| 413/453 [03:42<00:24,  1.66it/s, loss=0.046, pair=16.234, adv=6.996, sprd=0.0
Ep 002/80 [S1:deg_only]:  91%|▉| 413/453 [03:42<00:24,  1.66it/s, loss=0.046, pair=24.891, adv=7.341, sprd=0.0
Ep 002/80 [S1:deg_only]:  91%|▉| 414/453 [03:42<00:21,  1.78it/s, loss=0.046, pair=24.891, adv=7.341, sprd=0.0
Ep 002/80 [S1:deg_only]:  91%|▉| 414/453 [03:43<00:21,  1.78it/s, loss=0.055, pair=27.953, adv=5.599, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 415/453 [03:43<00:24,  1.57it/s, loss=0.055, pair=27.953, adv=5.599, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 415/453 [03:43<00:24,  1.57it/s, loss=0.045, pair=14.000, adv=9.197, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 416/453 [03:43<00:21,  1.71it/s, loss=0.045, pair=14.000, adv=9.197, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 416/453 [03:44<00:21,  1.71it/s, loss=0.048, pair=18.047, adv=7.107, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 417/453 [03:44<00:22,  1.63it/s, loss=0.048, pair=18.047, adv=7.107, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 417/453 [03:44<00:22,  1.63it/s, loss=0.049, pair=19.516, adv=5.511, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 418/453 [03:44<00:19,  1.75it/s, loss=0.049, pair=19.516, adv=5.511, sprd=0.0
Ep 002/80 [S1:deg_only]:  92%|▉| 418/453 [03:45<00:19,  1.75it/s, loss=0.058, pair=17.578, adv=22.678, sprd=0.
Ep 002/80 [S1:deg_only]:  92%|▉| 419/453 [03:45<00:20,  1.65it/s, loss=0.058, pair=17.578, adv=22.678, sprd=0.
Ep 002/80 [S1:deg_only]:  92%|▉| 419/453 [03:46<00:20,  1.65it/s, loss=0.045, pair=27.094, adv=10.551, sprd=0.
Ep 002/80 [S1:deg_only]:  93%|▉| 420/453 [03:46<00:18,  1.77it/s, loss=0.045, pair=27.094, adv=10.551, sprd=0.
Ep 002/80 [S1:deg_only]:  93%|▉| 420/453 [03:46<00:18,  1.77it/s, loss=0.167, pair=22.844, adv=3.612, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 421/453 [03:46<00:18,  1.73it/s, loss=0.167, pair=22.844, adv=3.612, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 421/453 [03:47<00:18,  1.73it/s, loss=0.045, pair=14.195, adv=8.605, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 422/453 [03:47<00:16,  1.86it/s, loss=0.045, pair=14.195, adv=8.605, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 422/453 [03:47<00:16,  1.86it/s, loss=0.050, pair=17.859, adv=6.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 423/453 [03:47<00:16,  1.78it/s, loss=0.050, pair=17.859, adv=6.555, sprd=0.0
Ep 002/80 [S1:deg_only]:  93%|▉| 423/453 [03:48<00:16,  1.78it/s, loss=0.050, pair=20.141, adv=7.298, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 424/453 [03:48<00:15,  1.90it/s, loss=0.050, pair=20.141, adv=7.298, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 424/453 [03:48<00:15,  1.90it/s, loss=0.053, pair=21.234, adv=11.908, sprd=0.
Ep 002/80 [S1:deg_only]:  94%|▉| 425/453 [03:48<00:15,  1.86it/s, loss=0.053, pair=21.234, adv=11.908, sprd=0.
Ep 002/80 [S1:deg_only]:  94%|▉| 425/453 [03:49<00:15,  1.86it/s, loss=0.054, pair=19.453, adv=9.534, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 426/453 [03:49<00:13,  1.98it/s, loss=0.054, pair=19.453, adv=9.534, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 426/453 [03:49<00:13,  1.98it/s, loss=0.156, pair=22.406, adv=4.328, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 427/453 [03:49<00:13,  1.89it/s, loss=0.156, pair=22.406, adv=4.328, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 427/453 [03:50<00:13,  1.89it/s, loss=0.047, pair=17.547, adv=4.309, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 428/453 [03:50<00:12,  1.99it/s, loss=0.047, pair=17.547, adv=4.309, sprd=0.0
Ep 002/80 [S1:deg_only]:  94%|▉| 428/453 [03:50<00:12,  1.99it/s, loss=0.055, pair=25.672, adv=6.509, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 429/453 [03:50<00:12,  1.93it/s, loss=0.055, pair=25.672, adv=6.509, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 429/453 [03:51<00:12,  1.93it/s, loss=0.049, pair=24.281, adv=11.264, sprd=0.
Ep 002/80 [S1:deg_only]:  95%|▉| 430/453 [03:51<00:11,  2.03it/s, loss=0.049, pair=24.281, adv=11.264, sprd=0.
Ep 002/80 [S1:deg_only]:  95%|▉| 430/453 [03:52<00:11,  2.03it/s, loss=0.049, pair=19.484, adv=8.853, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 431/453 [03:52<00:12,  1.70it/s, loss=0.049, pair=19.484, adv=8.853, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 431/453 [03:52<00:12,  1.70it/s, loss=0.049, pair=21.125, adv=6.839, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 432/453 [03:52<00:11,  1.87it/s, loss=0.049, pair=21.125, adv=6.839, sprd=0.0
Ep 002/80 [S1:deg_only]:  95%|▉| 432/453 [03:53<00:11,  1.87it/s, loss=0.050, pair=19.594, adv=8.476, sprd=0.0
Ep 002/80 [S1:deg_only]:  96%|▉| 433/453 [03:53<00:11,  1.80it/s, loss=0.050, pair=19.594, adv=8.476, sprd=0.0
Ep 002/80 [S1:deg_only]:  96%|▉| 433/453 [03:53<00:11,  1.80it/s, loss=0.050, pair=22.625, adv=6.809, sprd=0.0
Ep 002/80 [S1:deg_only]:  96%|▉| 434/453 [03:53<00:10,  1.89it/s, loss=0.050, pair=22.625, adv=6.809, sprd=0.0
Ep 002/80 [S1:deg_only]:  96%|▉| 434/453 [03:54<00:10,  1.89it/s, loss=0.050, pair=15.133, adv=10.004, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 435/453 [03:54<00:09,  1.83it/s, loss=0.050, pair=15.133, adv=10.004, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 435/453 [03:54<00:09,  1.83it/s, loss=0.050, pair=25.031, adv=18.290, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 436/453 [03:54<00:08,  1.97it/s, loss=0.050, pair=25.031, adv=18.290, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 436/453 [03:55<00:08,  1.97it/s, loss=0.053, pair=27.203, adv=17.739, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 437/453 [03:55<00:08,  1.89it/s, loss=0.053, pair=27.203, adv=17.739, sprd=0.
Ep 002/80 [S1:deg_only]:  96%|▉| 437/453 [03:55<00:08,  1.89it/s, loss=0.047, pair=20.922, adv=6.364, sprd=0.0
Ep 002/80 [S1:deg_only]:  97%|▉| 438/453 [03:55<00:07,  1.98it/s, loss=0.047, pair=20.922, adv=6.364, sprd=0.0
Ep 002/80 [S1:deg_only]:  97%|▉| 438/453 [03:56<00:07,  1.98it/s, loss=0.046, pair=15.867, adv=10.323, sprd=0.
Ep 002/80 [S1:deg_only]:  97%|▉| 439/453 [03:56<00:07,  1.87it/s, loss=0.046, pair=15.867, adv=10.323, sprd=0.
Ep 002/80 [S1:deg_only]:  97%|▉| 439/453 [03:56<00:07,  1.87it/s, loss=0.051, pair=23.344, adv=6.603, sprd=0.0
Ep 002/80 [S1:deg_only]:  97%|▉| 440/453 [03:56<00:06,  1.97it/s, loss=0.051, pair=23.344, adv=6.603, sprd=0.0
Ep 002/80 [S1:deg_only]:  97%|▉| 440/453 [03:57<00:06,  1.97it/s, loss=0.148, pair=22.031, adv=16.550, sprd=0.
Ep 002/80 [S1:deg_only]:  97%|▉| 441/453 [03:57<00:06,  1.93it/s, loss=0.148, pair=22.031, adv=16.550, sprd=0.
Ep 002/80 [S1:deg_only]:  97%|▉| 441/453 [03:57<00:06,  1.93it/s, loss=0.048, pair=23.906, adv=9.892, sprd=0.0
Ep 002/80 [S1:deg_only]:  98%|▉| 442/453 [03:57<00:05,  2.05it/s, loss=0.048, pair=23.906, adv=9.892, sprd=0.0
Ep 002/80 [S1:deg_only]:  98%|▉| 442/453 [03:58<00:05,  2.05it/s, loss=0.055, pair=22.141, adv=8.406, sprd=0.0
Ep 002/80 [S1:deg_only]:  98%|▉| 443/453 [03:58<00:05,  1.91it/s, loss=0.055, pair=22.141, adv=8.406, sprd=0.0
Ep 002/80 [S1:deg_only]:  98%|▉| 443/453 [03:58<00:05,  1.91it/s, loss=0.052, pair=23.078, adv=18.901, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 444/453 [03:58<00:04,  2.07it/s, loss=0.052, pair=23.078, adv=18.901, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 444/453 [03:59<00:04,  2.07it/s, loss=0.047, pair=24.578, adv=14.108, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 445/453 [03:59<00:04,  1.97it/s, loss=0.047, pair=24.578, adv=14.108, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 445/453 [03:59<00:04,  1.97it/s, loss=0.049, pair=19.734, adv=19.725, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 446/453 [03:59<00:03,  2.03it/s, loss=0.049, pair=19.734, adv=19.725, sprd=0.
Ep 002/80 [S1:deg_only]:  98%|▉| 446/453 [04:00<00:03,  2.03it/s, loss=0.062, pair=20.094, adv=19.132, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 447/453 [04:00<00:03,  1.79it/s, loss=0.062, pair=20.094, adv=19.132, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 447/453 [04:00<00:03,  1.79it/s, loss=0.051, pair=17.844, adv=21.409, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 448/453 [04:00<00:02,  1.94it/s, loss=0.051, pair=17.844, adv=21.409, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 448/453 [04:01<00:02,  1.94it/s, loss=0.048, pair=22.719, adv=13.059, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 449/453 [04:01<00:02,  1.87it/s, loss=0.048, pair=22.719, adv=13.059, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 449/453 [04:01<00:02,  1.87it/s, loss=0.046, pair=30.609, adv=14.222, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 450/453 [04:01<00:01,  2.02it/s, loss=0.046, pair=30.609, adv=14.222, sprd=0.
Ep 002/80 [S1:deg_only]:  99%|▉| 450/453 [04:02<00:01,  2.02it/s, loss=0.058, pair=20.391, adv=23.951, sprd=0.
Ep 002/80 [S1:deg_only]: 100%|▉| 451/453 [04:02<00:01,  1.99it/s, loss=0.058, pair=20.391, adv=23.951, sprd=0.
Ep 002/80 [S1:deg_only]: 100%|▉| 451/453 [04:02<00:01,  1.99it/s, loss=0.046, pair=25.938, adv=13.990, sprd=0.
Ep 002/80 [S1:deg_only]: 100%|▉| 452/453 [04:02<00:00,  2.08it/s, loss=0.046, pair=25.938, adv=13.990, sprd=0.
Ep 002/80 [S1:deg_only]: 100%|▉| 452/453 [04:03<00:00,  2.08it/s, loss=0.064, pair=22.875, adv=16.962, sprd=0.
Ep 002/80 [S1:deg_only]: 100%|█| 453/453 [04:03<00:00,  1.97it/s, loss=0.064, pair=22.875, adv=16.962, sprd=0.
                                                                                                              
Epoch 002/80 [S1:deg_only]  loss=0.0600  mat=0.3463  sens=19.8771  pair=18.8376  adv=7.5572(rand=3.47)  deg=0.0053  orth=0.0099  spread=0.0010  q_mean=50.6  q_std=24.1  α=0.10 β=0.00 γ=1.00 λ_grl=0.062  lr=1.00e-04  243s

Ep 003/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 003/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.052, pair=18.969, adv=17.622, sprd=0.000]
Ep 003/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:18,  1.10s/it, loss=0.052, pair=18.969, adv=17.622, sprd=0.00
Ep 003/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:18,  1.10s/it, loss=0.054, pair=20.344, adv=17.861, sprd=0.00
Ep 003/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:23,  1.40it/s, loss=0.054, pair=20.344, adv=17.861, sprd=0.00
Ep 003/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:23,  1.40it/s, loss=0.050, pair=23.688, adv=23.709, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:54,  1.53it/s, loss=0.050, pair=23.688, adv=23.709, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:54,  1.53it/s, loss=0.046, pair=25.562, adv=14.440, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 4/453 [00:02<04:18,  1.74it/s, loss=0.046, pair=25.562, adv=14.440, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 4/453 [00:03<04:18,  1.74it/s, loss=0.050, pair=19.266, adv=5.692, sprd=0.000
Ep 003/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:40,  1.60it/s, loss=0.050, pair=19.266, adv=5.692, sprd=0.000
Ep 003/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:40,  1.60it/s, loss=0.070, pair=14.977, adv=17.622, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 6/453 [00:03<04:10,  1.78it/s, loss=0.070, pair=14.977, adv=17.622, sprd=0.00
Ep 003/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:10,  1.78it/s, loss=0.050, pair=31.609, adv=13.993, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:17,  1.73it/s, loss=0.050, pair=31.609, adv=13.993, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:17,  1.73it/s, loss=0.050, pair=17.719, adv=26.147, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 8/453 [00:04<04:01,  1.84it/s, loss=0.050, pair=17.719, adv=26.147, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 8/453 [00:05<04:01,  1.84it/s, loss=0.057, pair=18.953, adv=14.896, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:15,  1.74it/s, loss=0.057, pair=18.953, adv=14.896, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:15,  1.74it/s, loss=0.046, pair=22.875, adv=19.225, sprd=0.00
Ep 003/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:50,  1.92it/s, loss=0.046, pair=22.875, adv=19.225, sprd=0.0
Ep 003/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:50,  1.92it/s, loss=0.052, pair=21.156, adv=17.287, sprd=0.0
Ep 003/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:55,  1.87it/s, loss=0.052, pair=21.156, adv=17.287, sprd=0.0
Ep 003/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:55,  1.87it/s, loss=0.071, pair=27.391, adv=18.672, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:40,  2.00it/s, loss=0.071, pair=27.391, adv=18.672, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:40,  2.00it/s, loss=0.164, pair=28.297, adv=13.699, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:48,  1.93it/s, loss=0.164, pair=28.297, adv=13.699, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:48,  1.93it/s, loss=0.076, pair=30.609, adv=14.012, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:35,  2.04it/s, loss=0.076, pair=30.609, adv=14.012, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:35,  2.04it/s, loss=0.064, pair=21.266, adv=10.903, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:47,  1.92it/s, loss=0.064, pair=21.266, adv=10.903, sprd=0.0
Ep 003/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:47,  1.92it/s, loss=0.052, pair=24.922, adv=11.372, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:37,  2.01it/s, loss=0.052, pair=24.922, adv=11.372, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:37,  2.01it/s, loss=0.052, pair=27.859, adv=16.645, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:48,  1.91it/s, loss=0.052, pair=27.859, adv=16.645, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:48,  1.91it/s, loss=0.050, pair=12.727, adv=13.361, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:38,  1.99it/s, loss=0.050, pair=12.727, adv=13.361, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:38,  1.99it/s, loss=0.061, pair=24.828, adv=17.823, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 19/453 [00:10<03:46,  1.92it/s, loss=0.061, pair=24.828, adv=17.823, sprd=0.0
Ep 003/80 [S1:deg_only]:   4%| | 19/453 [00:10<03:46,  1.92it/s, loss=0.056, pair=23.469, adv=5.497, sprd=0.00
Ep 003/80 [S1:deg_only]:   4%| | 20/453 [00:10<03:33,  2.02it/s, loss=0.056, pair=23.469, adv=5.497, sprd=0.00
Ep 003/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:33,  2.02it/s, loss=0.060, pair=24.375, adv=20.726, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 21/453 [00:11<03:41,  1.95it/s, loss=0.060, pair=24.375, adv=20.726, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 21/453 [00:11<03:41,  1.95it/s, loss=0.063, pair=25.766, adv=21.098, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 22/453 [00:11<03:29,  2.05it/s, loss=0.063, pair=25.766, adv=21.098, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:29,  2.05it/s, loss=0.054, pair=27.609, adv=29.030, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:39,  1.96it/s, loss=0.054, pair=27.609, adv=29.030, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:39,  1.96it/s, loss=0.050, pair=17.531, adv=16.371, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 24/453 [00:12<03:30,  2.04it/s, loss=0.050, pair=17.531, adv=16.371, sprd=0.0
Ep 003/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:30,  2.04it/s, loss=0.160, pair=13.430, adv=11.301, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:43,  1.92it/s, loss=0.160, pair=13.430, adv=11.301, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:43,  1.92it/s, loss=0.046, pair=32.375, adv=14.194, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 26/453 [00:13<03:34,  1.99it/s, loss=0.046, pair=32.375, adv=14.194, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:34,  1.99it/s, loss=0.065, pair=24.344, adv=6.393, sprd=0.00
Ep 003/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:51,  1.84it/s, loss=0.065, pair=24.344, adv=6.393, sprd=0.00
Ep 003/80 [S1:deg_only]:   6%| | 27/453 [00:15<03:51,  1.84it/s, loss=0.061, pair=26.953, adv=7.282, sprd=0.00
Ep 003/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:39,  1.94it/s, loss=0.061, pair=26.953, adv=7.282, sprd=0.00
Ep 003/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:39,  1.94it/s, loss=0.078, pair=21.875, adv=12.074, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:49,  1.85it/s, loss=0.078, pair=21.875, adv=12.074, sprd=0.0
Ep 003/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:49,  1.85it/s, loss=0.058, pair=35.188, adv=27.480, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:31,  2.00it/s, loss=0.058, pair=35.188, adv=27.480, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:31,  2.00it/s, loss=0.050, pair=18.188, adv=10.542, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:49,  1.84it/s, loss=0.050, pair=18.188, adv=10.542, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:49,  1.84it/s, loss=0.048, pair=15.820, adv=10.245, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:44,  1.88it/s, loss=0.048, pair=15.820, adv=10.245, sprd=0.0
Ep 003/80 [S1:deg_only]:   7%| | 32/453 [00:18<03:44,  1.88it/s, loss=0.050, pair=14.367, adv=7.590, sprd=0.00
Ep 003/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:28,  1.57it/s, loss=0.050, pair=14.367, adv=7.590, sprd=0.00
Ep 003/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:28,  1.57it/s, loss=1.435, pair=15.391, adv=9.040, sprd=0.00
Ep 003/80 [S1:deg_only]:   8%| | 34/453 [00:18<04:09,  1.68it/s, loss=1.435, pair=15.391, adv=9.040, sprd=0.00
Ep 003/80 [S1:deg_only]:   8%| | 34/453 [00:19<04:09,  1.68it/s, loss=0.055, pair=24.516, adv=13.506, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 35/453 [00:19<04:21,  1.60it/s, loss=0.055, pair=24.516, adv=13.506, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 35/453 [00:19<04:21,  1.60it/s, loss=0.044, pair=21.016, adv=14.222, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 36/453 [00:19<04:01,  1.73it/s, loss=0.044, pair=21.016, adv=14.222, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 36/453 [00:20<04:01,  1.73it/s, loss=0.058, pair=15.773, adv=6.862, sprd=0.00
Ep 003/80 [S1:deg_only]:   8%| | 37/453 [00:20<04:17,  1.61it/s, loss=0.058, pair=15.773, adv=6.862, sprd=0.00
Ep 003/80 [S1:deg_only]:   8%| | 37/453 [00:20<04:17,  1.61it/s, loss=0.047, pair=18.297, adv=11.766, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:57,  1.75it/s, loss=0.047, pair=18.297, adv=11.766, sprd=0.0
Ep 003/80 [S1:deg_only]:   8%| | 38/453 [00:21<03:57,  1.75it/s, loss=0.054, pair=16.781, adv=9.332, sprd=0.00
Ep 003/80 [S1:deg_only]:   9%| | 39/453 [00:21<04:08,  1.66it/s, loss=0.054, pair=16.781, adv=9.332, sprd=0.00
Ep 003/80 [S1:deg_only]:   9%| | 39/453 [00:22<04:08,  1.66it/s, loss=0.042, pair=24.672, adv=10.405, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:49,  1.80it/s, loss=0.042, pair=24.672, adv=10.405, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:49,  1.80it/s, loss=0.047, pair=27.203, adv=18.432, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 41/453 [00:22<04:13,  1.63it/s, loss=0.047, pair=27.203, adv=18.432, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 41/453 [00:23<04:13,  1.63it/s, loss=0.046, pair=19.156, adv=9.412, sprd=0.00
Ep 003/80 [S1:deg_only]:   9%| | 42/453 [00:23<03:58,  1.72it/s, loss=0.046, pair=19.156, adv=9.412, sprd=0.00
Ep 003/80 [S1:deg_only]:   9%| | 42/453 [00:24<03:58,  1.72it/s, loss=0.052, pair=18.016, adv=12.031, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 43/453 [00:24<04:15,  1.60it/s, loss=0.052, pair=18.016, adv=12.031, sprd=0.0
Ep 003/80 [S1:deg_only]:   9%| | 43/453 [00:24<04:15,  1.60it/s, loss=0.053, pair=21.547, adv=18.933, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 44/453 [00:24<03:55,  1.74it/s, loss=0.053, pair=21.547, adv=18.933, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 44/453 [00:25<03:55,  1.74it/s, loss=0.155, pair=24.219, adv=24.731, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 45/453 [00:25<04:07,  1.65it/s, loss=0.155, pair=24.219, adv=24.731, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 45/453 [00:25<04:07,  1.65it/s, loss=0.052, pair=32.594, adv=9.704, sprd=0.00
Ep 003/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:49,  1.77it/s, loss=0.052, pair=32.594, adv=9.704, sprd=0.00
Ep 003/80 [S1:deg_only]:  10%| | 46/453 [00:26<03:49,  1.77it/s, loss=0.053, pair=20.438, adv=13.894, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 47/453 [00:26<03:55,  1.73it/s, loss=0.053, pair=20.438, adv=13.894, sprd=0.0
Ep 003/80 [S1:deg_only]:  10%| | 47/453 [00:26<03:55,  1.73it/s, loss=0.046, pair=20.125, adv=6.464, sprd=0.00
Ep 003/80 [S1:deg_only]:  11%| | 48/453 [00:26<03:36,  1.87it/s, loss=0.046, pair=20.125, adv=6.464, sprd=0.00
Ep 003/80 [S1:deg_only]:  11%| | 48/453 [00:27<03:36,  1.87it/s, loss=0.058, pair=27.391, adv=27.828, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:42,  1.82it/s, loss=0.058, pair=27.391, adv=27.828, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:42,  1.82it/s, loss=0.045, pair=27.953, adv=14.117, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:27,  1.94it/s, loss=0.045, pair=27.953, adv=14.117, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 50/453 [00:28<03:27,  1.94it/s, loss=0.054, pair=30.688, adv=24.053, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:30,  1.91it/s, loss=0.054, pair=30.688, adv=24.053, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:30,  1.91it/s, loss=0.044, pair=26.328, adv=15.046, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:18,  2.02it/s, loss=0.044, pair=26.328, adv=15.046, sprd=0.0
Ep 003/80 [S1:deg_only]:  11%| | 52/453 [00:29<03:18,  2.02it/s, loss=0.051, pair=26.797, adv=26.883, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:25,  1.94it/s, loss=0.051, pair=26.797, adv=26.883, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:25,  1.94it/s, loss=0.048, pair=18.609, adv=10.918, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:17,  2.02it/s, loss=0.048, pair=18.609, adv=10.918, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 54/453 [00:30<03:17,  2.02it/s, loss=0.054, pair=12.016, adv=23.282, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:26,  1.92it/s, loss=0.054, pair=12.016, adv=23.282, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:26,  1.92it/s, loss=0.050, pair=24.984, adv=21.322, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:14,  2.04it/s, loss=0.050, pair=24.984, adv=21.322, sprd=0.0
Ep 003/80 [S1:deg_only]:  12%| | 56/453 [00:31<03:14,  2.04it/s, loss=0.047, pair=23.547, adv=8.116, sprd=0.00
Ep 003/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:30,  1.88it/s, loss=0.047, pair=23.547, adv=8.116, sprd=0.00
Ep 003/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:30,  1.88it/s, loss=0.045, pair=25.938, adv=22.225, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:19,  1.98it/s, loss=0.045, pair=25.938, adv=22.225, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 58/453 [00:32<03:19,  1.98it/s, loss=0.063, pair=25.531, adv=26.480, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:29,  1.88it/s, loss=0.063, pair=25.531, adv=26.480, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:29,  1.88it/s, loss=0.055, pair=16.906, adv=19.494, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:16,  2.00it/s, loss=0.055, pair=16.906, adv=19.494, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 60/453 [00:33<03:16,  2.00it/s, loss=0.047, pair=14.828, adv=15.219, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:26,  1.90it/s, loss=0.047, pair=14.828, adv=15.219, sprd=0.0
Ep 003/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:26,  1.90it/s, loss=0.043, pair=27.828, adv=22.152, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:12,  2.03it/s, loss=0.043, pair=27.828, adv=22.152, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 62/453 [00:34<03:12,  2.03it/s, loss=0.049, pair=20.656, adv=20.003, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:42,  1.75it/s, loss=0.049, pair=20.656, adv=20.003, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:42,  1.75it/s, loss=0.064, pair=21.938, adv=16.942, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:25,  1.90it/s, loss=0.064, pair=21.938, adv=16.942, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 64/453 [00:35<03:25,  1.90it/s, loss=0.150, pair=22.141, adv=26.850, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:29,  1.85it/s, loss=0.150, pair=22.141, adv=26.850, sprd=0.0
Ep 003/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:29,  1.85it/s, loss=0.044, pair=16.484, adv=13.937, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<03:15,  1.97it/s, loss=0.044, pair=16.484, adv=13.937, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 66/453 [00:36<03:15,  1.97it/s, loss=0.055, pair=20.531, adv=21.057, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:25,  1.88it/s, loss=0.055, pair=20.531, adv=21.057, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:25,  1.88it/s, loss=0.063, pair=20.391, adv=23.603, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<03:13,  1.99it/s, loss=0.063, pair=20.391, adv=23.603, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 68/453 [00:37<03:13,  1.99it/s, loss=0.131, pair=31.109, adv=26.239, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:24,  1.88it/s, loss=0.131, pair=31.109, adv=26.239, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:24,  1.88it/s, loss=0.045, pair=12.492, adv=30.533, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<03:08,  2.04it/s, loss=0.045, pair=12.492, adv=30.533, sprd=0.0
Ep 003/80 [S1:deg_only]:  15%|▏| 70/453 [00:38<03:08,  2.04it/s, loss=0.157, pair=22.328, adv=27.245, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:15,  1.95it/s, loss=0.157, pair=22.328, adv=27.245, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:15,  1.95it/s, loss=0.074, pair=24.125, adv=21.942, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 72/453 [00:38<03:05,  2.05it/s, loss=0.074, pair=24.125, adv=21.942, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 72/453 [00:39<03:05,  2.05it/s, loss=0.068, pair=26.328, adv=18.035, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 73/453 [00:39<03:14,  1.95it/s, loss=0.068, pair=26.328, adv=18.035, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 73/453 [00:39<03:14,  1.95it/s, loss=0.043, pair=22.281, adv=18.521, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 74/453 [00:39<03:05,  2.04it/s, loss=0.043, pair=22.281, adv=18.521, sprd=0.0
Ep 003/80 [S1:deg_only]:  16%|▏| 74/453 [00:40<03:05,  2.04it/s, loss=0.053, pair=22.344, adv=16.370, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 75/453 [00:40<03:25,  1.84it/s, loss=0.053, pair=22.344, adv=16.370, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 75/453 [00:41<03:25,  1.84it/s, loss=0.050, pair=25.562, adv=17.901, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 76/453 [00:41<03:10,  1.98it/s, loss=0.050, pair=25.562, adv=17.901, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 76/453 [00:41<03:10,  1.98it/s, loss=0.053, pair=26.281, adv=11.063, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 77/453 [00:41<03:18,  1.90it/s, loss=0.053, pair=26.281, adv=11.063, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 77/453 [00:42<03:18,  1.90it/s, loss=0.064, pair=15.375, adv=14.127, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 78/453 [00:42<03:05,  2.03it/s, loss=0.064, pair=15.375, adv=14.127, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 78/453 [00:42<03:05,  2.03it/s, loss=0.065, pair=26.406, adv=18.050, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 79/453 [00:42<03:15,  1.91it/s, loss=0.065, pair=26.406, adv=18.050, sprd=0.0
Ep 003/80 [S1:deg_only]:  17%|▏| 79/453 [00:43<03:15,  1.91it/s, loss=0.056, pair=31.781, adv=16.044, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 80/453 [00:43<03:03,  2.03it/s, loss=0.056, pair=31.781, adv=16.044, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 80/453 [00:43<03:03,  2.03it/s, loss=0.055, pair=16.109, adv=11.217, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 81/453 [00:43<03:13,  1.92it/s, loss=0.055, pair=16.109, adv=11.217, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 81/453 [00:44<03:13,  1.92it/s, loss=0.055, pair=21.547, adv=15.598, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 82/453 [00:44<03:03,  2.02it/s, loss=0.055, pair=21.547, adv=15.598, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 82/453 [00:44<03:03,  2.02it/s, loss=0.052, pair=24.688, adv=18.349, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 83/453 [00:44<03:12,  1.92it/s, loss=0.052, pair=24.688, adv=18.349, sprd=0.0
Ep 003/80 [S1:deg_only]:  18%|▏| 83/453 [00:45<03:12,  1.92it/s, loss=0.068, pair=13.250, adv=19.855, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 84/453 [00:45<02:59,  2.06it/s, loss=0.068, pair=13.250, adv=19.855, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 84/453 [00:45<02:59,  2.06it/s, loss=0.056, pair=26.062, adv=22.085, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 85/453 [00:45<03:07,  1.96it/s, loss=0.056, pair=26.062, adv=22.085, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 85/453 [00:46<03:07,  1.96it/s, loss=0.046, pair=19.109, adv=13.115, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 86/453 [00:46<02:58,  2.06it/s, loss=0.046, pair=19.109, adv=13.115, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 86/453 [00:46<02:58,  2.06it/s, loss=0.054, pair=24.797, adv=9.376, sprd=0.00
Ep 003/80 [S1:deg_only]:  19%|▏| 87/453 [00:46<03:24,  1.79it/s, loss=0.054, pair=24.797, adv=9.376, sprd=0.00
Ep 003/80 [S1:deg_only]:  19%|▏| 87/453 [00:47<03:24,  1.79it/s, loss=0.049, pair=16.688, adv=15.369, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 88/453 [00:47<03:11,  1.91it/s, loss=0.049, pair=16.688, adv=15.369, sprd=0.0
Ep 003/80 [S1:deg_only]:  19%|▏| 88/453 [00:47<03:11,  1.91it/s, loss=0.066, pair=25.125, adv=15.829, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 89/453 [00:47<03:18,  1.84it/s, loss=0.066, pair=25.125, adv=15.829, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 89/453 [00:48<03:18,  1.84it/s, loss=0.078, pair=15.828, adv=11.189, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 90/453 [00:48<03:02,  1.99it/s, loss=0.078, pair=15.828, adv=11.189, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 90/453 [00:48<03:02,  1.99it/s, loss=0.061, pair=18.234, adv=15.097, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 91/453 [00:48<03:13,  1.88it/s, loss=0.061, pair=18.234, adv=15.097, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 91/453 [00:49<03:13,  1.88it/s, loss=0.049, pair=20.344, adv=15.014, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 92/453 [00:49<03:02,  1.98it/s, loss=0.049, pair=20.344, adv=15.014, sprd=0.0
Ep 003/80 [S1:deg_only]:  20%|▏| 92/453 [00:49<03:02,  1.98it/s, loss=0.159, pair=23.828, adv=17.323, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 93/453 [00:49<03:16,  1.83it/s, loss=0.159, pair=23.828, adv=17.323, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 93/453 [00:50<03:16,  1.83it/s, loss=0.053, pair=18.125, adv=15.599, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 94/453 [00:50<03:02,  1.96it/s, loss=0.053, pair=18.125, adv=15.599, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 94/453 [00:50<03:02,  1.96it/s, loss=0.057, pair=16.438, adv=13.536, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 95/453 [00:50<03:12,  1.86it/s, loss=0.057, pair=16.438, adv=13.536, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 95/453 [00:51<03:12,  1.86it/s, loss=0.067, pair=19.688, adv=8.539, sprd=0.00
Ep 003/80 [S1:deg_only]:  21%|▏| 96/453 [00:51<02:58,  2.00it/s, loss=0.067, pair=19.688, adv=8.539, sprd=0.00
Ep 003/80 [S1:deg_only]:  21%|▏| 96/453 [00:51<02:58,  2.00it/s, loss=0.093, pair=20.359, adv=15.200, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 97/453 [00:51<03:07,  1.90it/s, loss=0.093, pair=20.359, adv=15.200, sprd=0.0
Ep 003/80 [S1:deg_only]:  21%|▏| 97/453 [00:52<03:07,  1.90it/s, loss=0.046, pair=14.562, adv=13.139, sprd=0.0
Ep 003/80 [S1:deg_only]:  22%|▏| 98/453 [00:52<02:54,  2.04it/s, loss=0.046, pair=14.562, adv=13.139, sprd=0.0
Ep 003/80 [S1:deg_only]:  22%|▏| 98/453 [00:52<02:54,  2.04it/s, loss=0.152, pair=12.734, adv=13.426, sprd=0.0
Ep 003/80 [S1:deg_only]:  22%|▏| 99/453 [00:52<03:02,  1.94it/s, loss=0.152, pair=12.734, adv=13.426, sprd=0.0
Ep 003/80 [S1:deg_only]:  22%|▏| 99/453 [00:53<03:02,  1.94it/s, loss=0.045, pair=17.625, adv=9.416, sprd=0.00
Ep 003/80 [S1:deg_only]:  22%|▏| 100/453 [00:53<02:53,  2.04it/s, loss=0.045, pair=17.625, adv=9.416, sprd=0.0
Ep 003/80 [S1:deg_only]:  22%|▏| 100/453 [00:53<02:53,  2.04it/s, loss=0.053, pair=16.750, adv=13.569, sprd=0.
Ep 003/80 [S1:deg_only]:  22%|▏| 101/453 [00:53<03:00,  1.95it/s, loss=0.053, pair=16.750, adv=13.569, sprd=0.
Ep 003/80 [S1:deg_only]:  22%|▏| 101/453 [00:54<03:00,  1.95it/s, loss=0.046, pair=24.281, adv=17.973, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 102/453 [00:54<02:52,  2.03it/s, loss=0.046, pair=24.281, adv=17.973, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 102/453 [00:54<02:52,  2.03it/s, loss=0.147, pair=19.766, adv=12.236, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 103/453 [00:54<02:58,  1.96it/s, loss=0.147, pair=19.766, adv=12.236, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 103/453 [00:55<02:58,  1.96it/s, loss=0.045, pair=24.281, adv=14.157, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<02:50,  2.05it/s, loss=0.045, pair=24.281, adv=14.157, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<02:50,  2.05it/s, loss=0.051, pair=17.594, adv=22.038, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 105/453 [00:55<02:54,  2.00it/s, loss=0.051, pair=17.594, adv=22.038, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 105/453 [00:56<02:54,  2.00it/s, loss=0.048, pair=17.375, adv=11.152, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<02:44,  2.11it/s, loss=0.048, pair=17.375, adv=11.152, sprd=0.
Ep 003/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<02:44,  2.11it/s, loss=0.051, pair=19.719, adv=18.240, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 107/453 [00:56<02:53,  2.00it/s, loss=0.051, pair=19.719, adv=18.240, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 107/453 [00:57<02:53,  2.00it/s, loss=0.043, pair=26.656, adv=12.934, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 108/453 [00:57<02:46,  2.07it/s, loss=0.043, pair=26.656, adv=12.934, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 108/453 [00:57<02:46,  2.07it/s, loss=0.062, pair=29.547, adv=21.085, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 109/453 [00:57<03:02,  1.88it/s, loss=0.062, pair=29.547, adv=21.085, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 109/453 [00:58<03:02,  1.88it/s, loss=0.051, pair=24.234, adv=16.082, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 110/453 [00:58<02:56,  1.94it/s, loss=0.051, pair=24.234, adv=16.082, sprd=0.
Ep 003/80 [S1:deg_only]:  24%|▏| 110/453 [00:59<02:56,  1.94it/s, loss=0.059, pair=25.641, adv=19.153, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▏| 111/453 [00:59<03:04,  1.86it/s, loss=0.059, pair=25.641, adv=19.153, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▏| 111/453 [00:59<03:04,  1.86it/s, loss=0.051, pair=25.094, adv=23.025, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▏| 112/453 [00:59<02:51,  1.99it/s, loss=0.051, pair=25.094, adv=23.025, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▏| 112/453 [01:00<02:51,  1.99it/s, loss=0.165, pair=23.422, adv=7.856, sprd=0.0
Ep 003/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:06,  1.82it/s, loss=0.165, pair=23.422, adv=7.856, sprd=0.0
Ep 003/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:06,  1.82it/s, loss=0.054, pair=17.109, adv=35.833, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▎| 114/453 [01:00<02:54,  1.94it/s, loss=0.054, pair=17.109, adv=35.833, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▎| 114/453 [01:01<02:54,  1.94it/s, loss=0.058, pair=26.422, adv=23.918, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:35,  1.57it/s, loss=0.058, pair=26.422, adv=23.918, sprd=0.
Ep 003/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:35,  1.57it/s, loss=0.047, pair=14.789, adv=10.353, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 116/453 [01:01<03:17,  1.71it/s, loss=0.047, pair=14.789, adv=10.353, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 116/453 [01:02<03:17,  1.71it/s, loss=0.071, pair=25.719, adv=19.970, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 117/453 [01:02<03:26,  1.63it/s, loss=0.071, pair=25.719, adv=19.970, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 117/453 [01:03<03:26,  1.63it/s, loss=0.067, pair=15.016, adv=23.010, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 118/453 [01:03<03:11,  1.75it/s, loss=0.067, pair=15.016, adv=23.010, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 118/453 [01:03<03:11,  1.75it/s, loss=0.168, pair=18.344, adv=11.637, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 119/453 [01:03<03:25,  1.63it/s, loss=0.168, pair=18.344, adv=11.637, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 119/453 [01:04<03:25,  1.63it/s, loss=0.060, pair=13.820, adv=15.194, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<03:08,  1.76it/s, loss=0.060, pair=13.820, adv=15.194, sprd=0.
Ep 003/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<03:08,  1.76it/s, loss=0.056, pair=20.719, adv=19.752, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 121/453 [01:04<03:21,  1.64it/s, loss=0.056, pair=20.719, adv=19.752, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 121/453 [01:05<03:21,  1.64it/s, loss=0.054, pair=20.531, adv=16.156, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 122/453 [01:05<03:07,  1.76it/s, loss=0.054, pair=20.531, adv=16.156, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 122/453 [01:06<03:07,  1.76it/s, loss=0.059, pair=26.906, adv=17.651, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 123/453 [01:06<03:22,  1.63it/s, loss=0.059, pair=26.906, adv=17.651, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 123/453 [01:06<03:22,  1.63it/s, loss=0.051, pair=18.062, adv=16.118, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 124/453 [01:06<03:08,  1.74it/s, loss=0.051, pair=18.062, adv=16.118, sprd=0.
Ep 003/80 [S1:deg_only]:  27%|▎| 124/453 [01:07<03:08,  1.74it/s, loss=0.055, pair=19.016, adv=11.349, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 125/453 [01:07<03:34,  1.53it/s, loss=0.055, pair=19.016, adv=11.349, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 125/453 [01:07<03:34,  1.53it/s, loss=0.047, pair=15.289, adv=14.630, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 126/453 [01:07<03:19,  1.64it/s, loss=0.047, pair=15.289, adv=14.630, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 126/453 [01:08<03:19,  1.64it/s, loss=0.062, pair=23.672, adv=21.805, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 127/453 [01:08<03:25,  1.58it/s, loss=0.062, pair=23.672, adv=21.805, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 127/453 [01:09<03:25,  1.58it/s, loss=0.046, pair=22.359, adv=25.080, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 128/453 [01:09<03:06,  1.74it/s, loss=0.046, pair=22.359, adv=25.080, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 128/453 [01:09<03:06,  1.74it/s, loss=0.051, pair=20.531, adv=17.095, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 129/453 [01:09<03:10,  1.70it/s, loss=0.051, pair=20.531, adv=17.095, sprd=0.
Ep 003/80 [S1:deg_only]:  28%|▎| 129/453 [01:10<03:10,  1.70it/s, loss=0.044, pair=20.453, adv=17.578, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:54,  1.86it/s, loss=0.044, pair=20.453, adv=17.578, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:54,  1.86it/s, loss=0.050, pair=19.844, adv=27.311, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 131/453 [01:10<02:55,  1.83it/s, loss=0.050, pair=19.844, adv=27.311, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 131/453 [01:11<02:55,  1.83it/s, loss=0.055, pair=27.266, adv=21.440, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<02:40,  2.00it/s, loss=0.055, pair=27.266, adv=21.440, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<02:40,  2.00it/s, loss=0.057, pair=23.609, adv=13.792, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 133/453 [01:11<02:51,  1.86it/s, loss=0.057, pair=23.609, adv=13.792, sprd=0.
Ep 003/80 [S1:deg_only]:  29%|▎| 133/453 [01:12<02:51,  1.86it/s, loss=0.048, pair=18.188, adv=13.381, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:38,  2.01it/s, loss=0.048, pair=18.188, adv=13.381, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:38,  2.01it/s, loss=0.041, pair=18.875, adv=19.865, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 135/453 [01:12<02:43,  1.94it/s, loss=0.041, pair=18.875, adv=19.865, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 135/453 [01:13<02:43,  1.94it/s, loss=0.047, pair=16.547, adv=10.498, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 136/453 [01:13<02:36,  2.02it/s, loss=0.047, pair=16.547, adv=10.498, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 136/453 [01:13<02:36,  2.02it/s, loss=0.049, pair=29.156, adv=16.252, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 137/453 [01:13<02:42,  1.95it/s, loss=0.049, pair=29.156, adv=16.252, sprd=0.
Ep 003/80 [S1:deg_only]:  30%|▎| 137/453 [01:14<02:42,  1.95it/s, loss=0.046, pair=23.625, adv=7.902, sprd=0.0
Ep 003/80 [S1:deg_only]:  30%|▎| 138/453 [01:14<02:33,  2.05it/s, loss=0.046, pair=23.625, adv=7.902, sprd=0.0
Ep 003/80 [S1:deg_only]:  30%|▎| 138/453 [01:14<02:33,  2.05it/s, loss=0.159, pair=20.219, adv=11.390, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 139/453 [01:14<02:45,  1.90it/s, loss=0.159, pair=20.219, adv=11.390, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 139/453 [01:15<02:45,  1.90it/s, loss=0.048, pair=18.844, adv=11.527, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 140/453 [01:15<02:35,  2.02it/s, loss=0.048, pair=18.844, adv=11.527, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 140/453 [01:15<02:35,  2.02it/s, loss=0.048, pair=15.719, adv=15.661, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 141/453 [01:15<02:44,  1.89it/s, loss=0.048, pair=15.719, adv=15.661, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 141/453 [01:16<02:44,  1.89it/s, loss=0.048, pair=16.062, adv=13.056, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 142/453 [01:16<02:36,  1.98it/s, loss=0.048, pair=16.062, adv=13.056, sprd=0.
Ep 003/80 [S1:deg_only]:  31%|▎| 142/453 [01:16<02:36,  1.98it/s, loss=0.049, pair=19.047, adv=12.039, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 143/453 [01:16<02:57,  1.75it/s, loss=0.049, pair=19.047, adv=12.039, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 143/453 [01:17<02:57,  1.75it/s, loss=0.047, pair=23.359, adv=12.925, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 144/453 [01:17<02:44,  1.88it/s, loss=0.047, pair=23.359, adv=12.925, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 144/453 [01:17<02:44,  1.88it/s, loss=0.052, pair=26.359, adv=14.221, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 145/453 [01:17<02:42,  1.89it/s, loss=0.052, pair=26.359, adv=14.221, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 145/453 [01:18<02:42,  1.89it/s, loss=0.043, pair=22.688, adv=13.782, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 146/453 [01:18<02:35,  1.97it/s, loss=0.043, pair=22.688, adv=13.782, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 146/453 [01:18<02:35,  1.97it/s, loss=0.282, pair=12.477, adv=13.072, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 147/453 [01:18<02:43,  1.88it/s, loss=0.282, pair=12.477, adv=13.072, sprd=0.
Ep 003/80 [S1:deg_only]:  32%|▎| 147/453 [01:19<02:43,  1.88it/s, loss=0.065, pair=25.375, adv=20.653, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 148/453 [01:19<02:35,  1.96it/s, loss=0.065, pair=25.375, adv=20.653, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 148/453 [01:19<02:35,  1.96it/s, loss=0.044, pair=21.359, adv=12.121, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 149/453 [01:19<02:38,  1.91it/s, loss=0.044, pair=21.359, adv=12.121, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 149/453 [01:20<02:38,  1.91it/s, loss=0.045, pair=16.438, adv=16.902, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 150/453 [01:20<02:30,  2.02it/s, loss=0.045, pair=16.438, adv=16.902, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 150/453 [01:20<02:30,  2.02it/s, loss=0.046, pair=17.969, adv=16.019, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 151/453 [01:20<02:37,  1.91it/s, loss=0.046, pair=17.969, adv=16.019, sprd=0.
Ep 003/80 [S1:deg_only]:  33%|▎| 151/453 [01:21<02:37,  1.91it/s, loss=0.046, pair=19.672, adv=7.780, sprd=0.0
Ep 003/80 [S1:deg_only]:  34%|▎| 152/453 [01:21<02:30,  2.00it/s, loss=0.046, pair=19.672, adv=7.780, sprd=0.0
Ep 003/80 [S1:deg_only]:  34%|▎| 152/453 [01:21<02:30,  2.00it/s, loss=0.047, pair=26.141, adv=6.918, sprd=0.0
Ep 003/80 [S1:deg_only]:  34%|▎| 153/453 [01:21<02:36,  1.92it/s, loss=0.047, pair=26.141, adv=6.918, sprd=0.0
Ep 003/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:36,  1.92it/s, loss=0.049, pair=25.297, adv=21.710, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 154/453 [01:22<02:29,  2.01it/s, loss=0.049, pair=25.297, adv=21.710, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 154/453 [01:22<02:29,  2.01it/s, loss=0.150, pair=17.156, adv=14.644, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 155/453 [01:22<02:35,  1.91it/s, loss=0.150, pair=17.156, adv=14.644, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 155/453 [01:23<02:35,  1.91it/s, loss=0.046, pair=24.078, adv=12.027, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 156/453 [01:23<02:31,  1.96it/s, loss=0.046, pair=24.078, adv=12.027, sprd=0.
Ep 003/80 [S1:deg_only]:  34%|▎| 156/453 [01:24<02:31,  1.96it/s, loss=0.043, pair=17.938, adv=5.417, sprd=0.0
Ep 003/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:39,  1.86it/s, loss=0.043, pair=17.938, adv=5.417, sprd=0.0
Ep 003/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:39,  1.86it/s, loss=0.045, pair=16.141, adv=7.286, sprd=0.0
Ep 003/80 [S1:deg_only]:  35%|▎| 158/453 [01:24<02:31,  1.95it/s, loss=0.045, pair=16.141, adv=7.286, sprd=0.0
Ep 003/80 [S1:deg_only]:  35%|▎| 158/453 [01:25<02:31,  1.95it/s, loss=0.051, pair=22.047, adv=10.737, sprd=0.
Ep 003/80 [S1:deg_only]:  35%|▎| 159/453 [01:25<02:36,  1.87it/s, loss=0.051, pair=22.047, adv=10.737, sprd=0.
Ep 003/80 [S1:deg_only]:  35%|▎| 159/453 [01:25<02:36,  1.87it/s, loss=0.047, pair=27.688, adv=17.004, sprd=0.
Ep 003/80 [S1:deg_only]:  35%|▎| 160/453 [01:25<02:24,  2.02it/s, loss=0.047, pair=27.688, adv=17.004, sprd=0.
Ep 003/80 [S1:deg_only]:  35%|▎| 160/453 [01:26<02:24,  2.02it/s, loss=0.056, pair=25.281, adv=24.676, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 161/453 [01:26<02:28,  1.97it/s, loss=0.056, pair=25.281, adv=24.676, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 161/453 [01:26<02:28,  1.97it/s, loss=0.046, pair=14.680, adv=11.120, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 162/453 [01:26<02:23,  2.03it/s, loss=0.046, pair=14.680, adv=11.120, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 162/453 [01:27<02:23,  2.03it/s, loss=0.045, pair=16.391, adv=18.052, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 163/453 [01:27<02:28,  1.95it/s, loss=0.045, pair=16.391, adv=18.052, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 163/453 [01:27<02:28,  1.95it/s, loss=0.049, pair=24.516, adv=16.762, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 164/453 [01:27<02:22,  2.03it/s, loss=0.049, pair=24.516, adv=16.762, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 164/453 [01:28<02:22,  2.03it/s, loss=0.054, pair=16.438, adv=23.254, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 165/453 [01:28<02:29,  1.92it/s, loss=0.054, pair=16.438, adv=23.254, sprd=0.
Ep 003/80 [S1:deg_only]:  36%|▎| 165/453 [01:28<02:29,  1.92it/s, loss=0.044, pair=23.484, adv=15.684, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 166/453 [01:28<02:23,  2.00it/s, loss=0.044, pair=23.484, adv=15.684, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 166/453 [01:29<02:23,  2.00it/s, loss=0.151, pair=13.297, adv=16.165, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 167/453 [01:29<02:30,  1.90it/s, loss=0.151, pair=13.297, adv=16.165, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 167/453 [01:29<02:30,  1.90it/s, loss=0.049, pair=25.406, adv=19.061, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 168/453 [01:29<02:18,  2.06it/s, loss=0.049, pair=25.406, adv=19.061, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 168/453 [01:30<02:18,  2.06it/s, loss=0.148, pair=25.453, adv=17.738, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 169/453 [01:30<02:27,  1.93it/s, loss=0.148, pair=25.453, adv=17.738, sprd=0.
Ep 003/80 [S1:deg_only]:  37%|▎| 169/453 [01:30<02:27,  1.93it/s, loss=0.047, pair=20.438, adv=14.546, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 170/453 [01:30<02:19,  2.03it/s, loss=0.047, pair=20.438, adv=14.546, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 170/453 [01:31<02:19,  2.03it/s, loss=0.049, pair=20.547, adv=16.249, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 171/453 [01:31<02:28,  1.90it/s, loss=0.049, pair=20.547, adv=16.249, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 171/453 [01:31<02:28,  1.90it/s, loss=0.046, pair=25.109, adv=19.749, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 172/453 [01:31<02:18,  2.03it/s, loss=0.046, pair=25.109, adv=19.749, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 172/453 [01:32<02:18,  2.03it/s, loss=0.046, pair=27.938, adv=13.692, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 173/453 [01:32<02:55,  1.60it/s, loss=0.046, pair=27.938, adv=13.692, sprd=0.
Ep 003/80 [S1:deg_only]:  38%|▍| 173/453 [01:33<02:55,  1.60it/s, loss=0.044, pair=18.281, adv=9.781, sprd=0.0
Ep 003/80 [S1:deg_only]:  38%|▍| 174/453 [01:33<02:45,  1.69it/s, loss=0.044, pair=18.281, adv=9.781, sprd=0.0
Ep 003/80 [S1:deg_only]:  38%|▍| 174/453 [01:33<02:45,  1.69it/s, loss=0.154, pair=26.781, adv=18.823, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 175/453 [01:33<02:43,  1.70it/s, loss=0.154, pair=26.781, adv=18.823, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 175/453 [01:34<02:43,  1.70it/s, loss=0.055, pair=17.859, adv=17.689, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 176/453 [01:34<02:29,  1.86it/s, loss=0.055, pair=17.859, adv=17.689, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 176/453 [01:34<02:29,  1.86it/s, loss=0.045, pair=22.656, adv=11.047, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 177/453 [01:34<02:32,  1.81it/s, loss=0.045, pair=22.656, adv=11.047, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 177/453 [01:35<02:32,  1.81it/s, loss=0.050, pair=16.766, adv=14.848, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 178/453 [01:35<02:18,  1.98it/s, loss=0.050, pair=16.766, adv=14.848, sprd=0.
Ep 003/80 [S1:deg_only]:  39%|▍| 178/453 [01:35<02:18,  1.98it/s, loss=0.050, pair=20.609, adv=13.467, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 179/453 [01:35<02:23,  1.91it/s, loss=0.050, pair=20.609, adv=13.467, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 179/453 [01:36<02:23,  1.91it/s, loss=0.043, pair=29.453, adv=20.271, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 180/453 [01:36<02:17,  1.99it/s, loss=0.043, pair=29.453, adv=20.271, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 180/453 [01:36<02:17,  1.99it/s, loss=0.059, pair=20.500, adv=5.119, sprd=0.0
Ep 003/80 [S1:deg_only]:  40%|▍| 181/453 [01:36<02:23,  1.90it/s, loss=0.059, pair=20.500, adv=5.119, sprd=0.0
Ep 003/80 [S1:deg_only]:  40%|▍| 181/453 [01:37<02:23,  1.90it/s, loss=0.046, pair=21.812, adv=21.216, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 182/453 [01:37<02:15,  2.01it/s, loss=0.046, pair=21.812, adv=21.216, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 182/453 [01:37<02:15,  2.01it/s, loss=0.047, pair=15.523, adv=14.794, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 183/453 [01:37<02:20,  1.92it/s, loss=0.047, pair=15.523, adv=14.794, sprd=0.
Ep 003/80 [S1:deg_only]:  40%|▍| 183/453 [01:38<02:20,  1.92it/s, loss=0.049, pair=19.641, adv=16.623, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 184/453 [01:38<02:15,  1.98it/s, loss=0.049, pair=19.641, adv=16.623, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 184/453 [01:38<02:15,  1.98it/s, loss=0.052, pair=8.492, adv=10.724, sprd=0.0
Ep 003/80 [S1:deg_only]:  41%|▍| 185/453 [01:38<02:18,  1.93it/s, loss=0.052, pair=8.492, adv=10.724, sprd=0.0
Ep 003/80 [S1:deg_only]:  41%|▍| 185/453 [01:39<02:18,  1.93it/s, loss=0.042, pair=18.719, adv=14.464, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 186/453 [01:39<02:11,  2.03it/s, loss=0.042, pair=18.719, adv=14.464, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 186/453 [01:39<02:11,  2.03it/s, loss=0.047, pair=24.062, adv=17.493, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 187/453 [01:39<02:16,  1.95it/s, loss=0.047, pair=24.062, adv=17.493, sprd=0.
Ep 003/80 [S1:deg_only]:  41%|▍| 187/453 [01:40<02:16,  1.95it/s, loss=0.058, pair=20.125, adv=12.407, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 188/453 [01:40<02:09,  2.05it/s, loss=0.058, pair=20.125, adv=12.407, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 188/453 [01:40<02:09,  2.05it/s, loss=0.046, pair=21.781, adv=13.565, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 189/453 [01:40<02:15,  1.95it/s, loss=0.046, pair=21.781, adv=13.565, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 189/453 [01:41<02:15,  1.95it/s, loss=0.044, pair=21.125, adv=14.469, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 190/453 [01:41<02:09,  2.03it/s, loss=0.044, pair=21.125, adv=14.469, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 190/453 [01:41<02:09,  2.03it/s, loss=0.049, pair=17.719, adv=10.175, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 191/453 [01:41<02:15,  1.93it/s, loss=0.049, pair=17.719, adv=10.175, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 191/453 [01:42<02:15,  1.93it/s, loss=0.045, pair=23.594, adv=17.326, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 192/453 [01:42<02:08,  2.04it/s, loss=0.045, pair=23.594, adv=17.326, sprd=0.
Ep 003/80 [S1:deg_only]:  42%|▍| 192/453 [01:42<02:08,  2.04it/s, loss=0.053, pair=24.125, adv=15.526, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 193/453 [01:42<02:19,  1.87it/s, loss=0.053, pair=24.125, adv=15.526, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 193/453 [01:43<02:19,  1.87it/s, loss=0.059, pair=16.594, adv=11.472, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 194/453 [01:43<02:12,  1.96it/s, loss=0.059, pair=16.594, adv=11.472, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 194/453 [01:43<02:12,  1.96it/s, loss=0.047, pair=18.000, adv=15.719, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 195/453 [01:43<02:34,  1.67it/s, loss=0.047, pair=18.000, adv=15.719, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 195/453 [01:44<02:34,  1.67it/s, loss=0.045, pair=15.289, adv=15.317, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 196/453 [01:44<02:24,  1.78it/s, loss=0.045, pair=15.289, adv=15.317, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 196/453 [01:45<02:24,  1.78it/s, loss=0.046, pair=17.812, adv=13.971, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 197/453 [01:45<02:48,  1.52it/s, loss=0.046, pair=17.812, adv=13.971, sprd=0.
Ep 003/80 [S1:deg_only]:  43%|▍| 197/453 [01:45<02:48,  1.52it/s, loss=0.043, pair=18.016, adv=14.390, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 198/453 [01:45<02:34,  1.65it/s, loss=0.043, pair=18.016, adv=14.390, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 198/453 [01:46<02:34,  1.65it/s, loss=0.052, pair=27.578, adv=12.977, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 199/453 [01:46<02:47,  1.52it/s, loss=0.052, pair=27.578, adv=12.977, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 199/453 [01:47<02:47,  1.52it/s, loss=0.044, pair=26.500, adv=12.275, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 200/453 [01:47<02:31,  1.67it/s, loss=0.044, pair=26.500, adv=12.275, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 200/453 [01:47<02:31,  1.67it/s, loss=0.154, pair=26.312, adv=13.548, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 201/453 [01:47<02:40,  1.57it/s, loss=0.154, pair=26.312, adv=13.548, sprd=0.
Ep 003/80 [S1:deg_only]:  44%|▍| 201/453 [01:48<02:40,  1.57it/s, loss=0.046, pair=10.383, adv=14.279, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 202/453 [01:48<02:24,  1.74it/s, loss=0.046, pair=10.383, adv=14.279, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 202/453 [01:48<02:24,  1.74it/s, loss=0.042, pair=21.812, adv=18.654, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 203/453 [01:48<02:36,  1.59it/s, loss=0.042, pair=21.812, adv=18.654, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 203/453 [01:49<02:36,  1.59it/s, loss=0.041, pair=19.203, adv=21.499, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 204/453 [01:49<02:23,  1.74it/s, loss=0.041, pair=19.203, adv=21.499, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 204/453 [01:50<02:23,  1.74it/s, loss=0.045, pair=20.438, adv=20.804, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 205/453 [01:50<02:38,  1.56it/s, loss=0.045, pair=20.438, adv=20.804, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 205/453 [01:50<02:38,  1.56it/s, loss=0.042, pair=15.203, adv=19.122, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 206/453 [01:50<02:28,  1.67it/s, loss=0.042, pair=15.203, adv=19.122, sprd=0.
Ep 003/80 [S1:deg_only]:  45%|▍| 206/453 [01:51<02:28,  1.67it/s, loss=0.044, pair=24.844, adv=14.740, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 207/453 [01:51<02:37,  1.56it/s, loss=0.044, pair=24.844, adv=14.740, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 207/453 [01:51<02:37,  1.56it/s, loss=0.048, pair=17.953, adv=12.427, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 208/453 [01:51<02:22,  1.72it/s, loss=0.048, pair=17.953, adv=12.427, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 208/453 [01:52<02:22,  1.72it/s, loss=0.043, pair=25.828, adv=14.033, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 209/453 [01:52<02:25,  1.68it/s, loss=0.043, pair=25.828, adv=14.033, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 209/453 [01:52<02:25,  1.68it/s, loss=0.045, pair=14.781, adv=16.153, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 210/453 [01:52<02:13,  1.82it/s, loss=0.045, pair=14.781, adv=16.153, sprd=0.
Ep 003/80 [S1:deg_only]:  46%|▍| 210/453 [01:53<02:13,  1.82it/s, loss=0.046, pair=17.812, adv=19.716, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 211/453 [01:53<02:15,  1.79it/s, loss=0.046, pair=17.812, adv=19.716, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 211/453 [01:53<02:15,  1.79it/s, loss=0.043, pair=19.438, adv=18.659, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 212/453 [01:53<02:04,  1.94it/s, loss=0.043, pair=19.438, adv=18.659, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 212/453 [01:54<02:04,  1.94it/s, loss=0.045, pair=15.453, adv=15.906, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 213/453 [01:54<02:06,  1.89it/s, loss=0.045, pair=15.453, adv=15.906, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 213/453 [01:54<02:06,  1.89it/s, loss=0.047, pair=17.000, adv=13.646, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 214/453 [01:54<01:57,  2.03it/s, loss=0.047, pair=17.000, adv=13.646, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 214/453 [01:55<01:57,  2.03it/s, loss=0.049, pair=17.547, adv=15.863, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 215/453 [01:55<02:00,  1.97it/s, loss=0.049, pair=17.547, adv=15.863, sprd=0.
Ep 003/80 [S1:deg_only]:  47%|▍| 215/453 [01:55<02:00,  1.97it/s, loss=0.042, pair=20.172, adv=13.782, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 216/453 [01:55<01:55,  2.06it/s, loss=0.042, pair=20.172, adv=13.782, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 216/453 [01:56<01:55,  2.06it/s, loss=0.060, pair=11.008, adv=7.799, sprd=0.0
Ep 003/80 [S1:deg_only]:  48%|▍| 217/453 [01:56<01:57,  2.00it/s, loss=0.060, pair=11.008, adv=7.799, sprd=0.0
Ep 003/80 [S1:deg_only]:  48%|▍| 217/453 [01:56<01:57,  2.00it/s, loss=0.045, pair=21.078, adv=17.410, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 218/453 [01:56<01:52,  2.08it/s, loss=0.045, pair=21.078, adv=17.410, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 218/453 [01:57<01:52,  2.08it/s, loss=0.045, pair=18.688, adv=10.419, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 219/453 [01:57<01:58,  1.98it/s, loss=0.045, pair=18.688, adv=10.419, sprd=0.
Ep 003/80 [S1:deg_only]:  48%|▍| 219/453 [01:57<01:58,  1.98it/s, loss=0.047, pair=21.344, adv=12.614, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 220/453 [01:57<01:51,  2.09it/s, loss=0.047, pair=21.344, adv=12.614, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 220/453 [01:58<01:51,  2.09it/s, loss=0.059, pair=14.305, adv=11.755, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 221/453 [01:58<01:57,  1.98it/s, loss=0.059, pair=14.305, adv=11.755, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 221/453 [01:58<01:57,  1.98it/s, loss=0.044, pair=19.734, adv=8.627, sprd=0.0
Ep 003/80 [S1:deg_only]:  49%|▍| 222/453 [01:58<01:53,  2.04it/s, loss=0.044, pair=19.734, adv=8.627, sprd=0.0
Ep 003/80 [S1:deg_only]:  49%|▍| 222/453 [01:59<01:53,  2.04it/s, loss=0.044, pair=17.312, adv=9.163, sprd=0.0
Ep 003/80 [S1:deg_only]:  49%|▍| 223/453 [01:59<02:02,  1.87it/s, loss=0.044, pair=17.312, adv=9.163, sprd=0.0
Ep 003/80 [S1:deg_only]:  49%|▍| 223/453 [01:59<02:02,  1.87it/s, loss=0.046, pair=23.672, adv=15.239, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 224/453 [01:59<01:53,  2.01it/s, loss=0.046, pair=23.672, adv=15.239, sprd=0.
Ep 003/80 [S1:deg_only]:  49%|▍| 224/453 [02:00<01:53,  2.01it/s, loss=0.054, pair=17.000, adv=18.365, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▍| 225/453 [02:00<02:11,  1.73it/s, loss=0.054, pair=17.000, adv=18.365, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▍| 225/453 [02:01<02:11,  1.73it/s, loss=0.054, pair=19.031, adv=11.461, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▍| 226/453 [02:01<01:59,  1.90it/s, loss=0.054, pair=19.031, adv=11.461, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▍| 226/453 [02:01<01:59,  1.90it/s, loss=0.052, pair=18.406, adv=16.887, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▌| 227/453 [02:01<01:58,  1.91it/s, loss=0.052, pair=18.406, adv=16.887, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▌| 227/453 [02:02<01:58,  1.91it/s, loss=0.043, pair=19.281, adv=18.171, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▌| 228/453 [02:02<01:52,  2.00it/s, loss=0.043, pair=19.281, adv=18.171, sprd=0.
Ep 003/80 [S1:deg_only]:  50%|▌| 228/453 [02:02<01:52,  2.00it/s, loss=0.067, pair=19.109, adv=15.399, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 229/453 [02:02<01:57,  1.90it/s, loss=0.067, pair=19.109, adv=15.399, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 229/453 [02:03<01:57,  1.90it/s, loss=0.048, pair=12.305, adv=13.894, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 230/453 [02:03<01:50,  2.03it/s, loss=0.048, pair=12.305, adv=13.894, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 230/453 [02:03<01:50,  2.03it/s, loss=0.056, pair=20.750, adv=22.874, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 231/453 [02:03<01:57,  1.89it/s, loss=0.056, pair=20.750, adv=22.874, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 231/453 [02:04<01:57,  1.89it/s, loss=0.044, pair=24.422, adv=11.571, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 232/453 [02:04<01:49,  2.02it/s, loss=0.044, pair=24.422, adv=11.571, sprd=0.
Ep 003/80 [S1:deg_only]:  51%|▌| 232/453 [02:04<01:49,  2.02it/s, loss=0.052, pair=24.688, adv=8.166, sprd=0.0
Ep 003/80 [S1:deg_only]:  51%|▌| 233/453 [02:04<01:55,  1.91it/s, loss=0.052, pair=24.688, adv=8.166, sprd=0.0
Ep 003/80 [S1:deg_only]:  51%|▌| 233/453 [02:05<01:55,  1.91it/s, loss=0.052, pair=18.656, adv=26.767, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 234/453 [02:05<01:44,  2.09it/s, loss=0.052, pair=18.656, adv=26.767, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 234/453 [02:05<01:44,  2.09it/s, loss=0.054, pair=20.938, adv=14.817, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 235/453 [02:05<01:51,  1.95it/s, loss=0.054, pair=20.938, adv=14.817, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 235/453 [02:06<01:51,  1.95it/s, loss=0.046, pair=23.938, adv=11.709, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 236/453 [02:06<01:44,  2.08it/s, loss=0.046, pair=23.938, adv=11.709, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 236/453 [02:06<01:44,  2.08it/s, loss=0.047, pair=18.281, adv=19.134, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 237/453 [02:06<01:51,  1.94it/s, loss=0.047, pair=18.281, adv=19.134, sprd=0.
Ep 003/80 [S1:deg_only]:  52%|▌| 237/453 [02:07<01:51,  1.94it/s, loss=0.047, pair=20.125, adv=13.681, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 238/453 [02:07<01:43,  2.09it/s, loss=0.047, pair=20.125, adv=13.681, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 238/453 [02:07<01:43,  2.09it/s, loss=0.049, pair=20.125, adv=21.639, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 239/453 [02:07<01:52,  1.91it/s, loss=0.049, pair=20.125, adv=21.639, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 239/453 [02:08<01:52,  1.91it/s, loss=0.044, pair=22.078, adv=8.184, sprd=0.0
Ep 003/80 [S1:deg_only]:  53%|▌| 240/453 [02:08<01:46,  2.00it/s, loss=0.044, pair=22.078, adv=8.184, sprd=0.0
Ep 003/80 [S1:deg_only]:  53%|▌| 240/453 [02:08<01:46,  2.00it/s, loss=0.052, pair=27.953, adv=24.361, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 241/453 [02:08<01:52,  1.89it/s, loss=0.052, pair=27.953, adv=24.361, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 241/453 [02:09<01:52,  1.89it/s, loss=0.051, pair=23.906, adv=23.330, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 242/453 [02:09<01:45,  2.01it/s, loss=0.051, pair=23.906, adv=23.330, sprd=0.
Ep 003/80 [S1:deg_only]:  53%|▌| 242/453 [02:09<01:45,  2.01it/s, loss=0.147, pair=20.141, adv=15.997, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 243/453 [02:09<01:52,  1.87it/s, loss=0.147, pair=20.141, adv=15.997, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 243/453 [02:10<01:52,  1.87it/s, loss=0.048, pair=17.656, adv=12.916, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 244/453 [02:10<01:44,  1.99it/s, loss=0.048, pair=17.656, adv=12.916, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 244/453 [02:10<01:44,  1.99it/s, loss=0.152, pair=23.047, adv=11.791, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 245/453 [02:10<01:49,  1.89it/s, loss=0.152, pair=23.047, adv=11.791, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 245/453 [02:11<01:49,  1.89it/s, loss=0.047, pair=26.297, adv=14.755, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 246/453 [02:11<01:42,  2.03it/s, loss=0.047, pair=26.297, adv=14.755, sprd=0.
Ep 003/80 [S1:deg_only]:  54%|▌| 246/453 [02:11<01:42,  2.03it/s, loss=0.048, pair=22.359, adv=12.894, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 247/453 [02:11<01:47,  1.91it/s, loss=0.048, pair=22.359, adv=12.894, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 247/453 [02:12<01:47,  1.91it/s, loss=0.047, pair=21.156, adv=24.795, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 248/453 [02:12<01:42,  2.01it/s, loss=0.047, pair=21.156, adv=24.795, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 248/453 [02:12<01:42,  2.01it/s, loss=0.046, pair=24.031, adv=15.701, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 249/453 [02:12<01:48,  1.88it/s, loss=0.046, pair=24.031, adv=15.701, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 249/453 [02:13<01:48,  1.88it/s, loss=0.045, pair=27.375, adv=10.037, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 250/453 [02:13<01:41,  1.99it/s, loss=0.045, pair=27.375, adv=10.037, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 250/453 [02:13<01:41,  1.99it/s, loss=0.051, pair=22.297, adv=27.183, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 251/453 [02:13<01:43,  1.95it/s, loss=0.051, pair=22.297, adv=27.183, sprd=0.
Ep 003/80 [S1:deg_only]:  55%|▌| 251/453 [02:14<01:43,  1.95it/s, loss=0.050, pair=19.734, adv=32.063, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 252/453 [02:14<01:36,  2.08it/s, loss=0.050, pair=19.734, adv=32.063, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 252/453 [02:14<01:36,  2.08it/s, loss=0.049, pair=14.336, adv=17.934, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 253/453 [02:14<01:51,  1.79it/s, loss=0.049, pair=14.336, adv=17.934, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 253/453 [02:15<01:51,  1.79it/s, loss=0.046, pair=22.188, adv=17.792, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 254/453 [02:15<01:44,  1.91it/s, loss=0.046, pair=22.188, adv=17.792, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 254/453 [02:16<01:44,  1.91it/s, loss=0.052, pair=28.750, adv=17.026, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 255/453 [02:16<01:51,  1.77it/s, loss=0.052, pair=28.750, adv=17.026, sprd=0.
Ep 003/80 [S1:deg_only]:  56%|▌| 255/453 [02:16<01:51,  1.77it/s, loss=0.050, pair=24.906, adv=23.728, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 256/453 [02:16<01:44,  1.89it/s, loss=0.050, pair=24.906, adv=23.728, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 256/453 [02:17<01:44,  1.89it/s, loss=0.055, pair=16.438, adv=22.534, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 257/453 [02:17<01:48,  1.81it/s, loss=0.055, pair=16.438, adv=22.534, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 257/453 [02:17<01:48,  1.81it/s, loss=0.047, pair=21.906, adv=25.204, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 258/453 [02:17<01:40,  1.94it/s, loss=0.047, pair=21.906, adv=25.204, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 258/453 [02:18<01:40,  1.94it/s, loss=0.047, pair=30.172, adv=30.387, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 259/453 [02:18<01:44,  1.86it/s, loss=0.047, pair=30.172, adv=30.387, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 259/453 [02:18<01:44,  1.86it/s, loss=0.047, pair=17.609, adv=13.804, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 260/453 [02:18<01:37,  1.98it/s, loss=0.047, pair=17.609, adv=13.804, sprd=0.
Ep 003/80 [S1:deg_only]:  57%|▌| 260/453 [02:19<01:37,  1.98it/s, loss=0.056, pair=16.469, adv=20.146, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 261/453 [02:19<01:43,  1.86it/s, loss=0.056, pair=16.469, adv=20.146, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 261/453 [02:19<01:43,  1.86it/s, loss=0.047, pair=22.625, adv=13.278, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 262/453 [02:19<01:37,  1.96it/s, loss=0.047, pair=22.625, adv=13.278, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 262/453 [02:20<01:37,  1.96it/s, loss=0.049, pair=27.250, adv=24.696, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 263/453 [02:20<01:38,  1.92it/s, loss=0.049, pair=27.250, adv=24.696, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 263/453 [02:20<01:38,  1.92it/s, loss=0.047, pair=18.562, adv=33.170, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 264/453 [02:20<01:32,  2.05it/s, loss=0.047, pair=18.562, adv=33.170, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 264/453 [02:21<01:32,  2.05it/s, loss=0.048, pair=19.797, adv=24.139, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 265/453 [02:21<01:39,  1.89it/s, loss=0.048, pair=19.797, adv=24.139, sprd=0.
Ep 003/80 [S1:deg_only]:  58%|▌| 265/453 [02:21<01:39,  1.89it/s, loss=0.045, pair=24.516, adv=26.281, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 266/453 [02:21<01:33,  2.01it/s, loss=0.045, pair=24.516, adv=26.281, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 266/453 [02:22<01:33,  2.01it/s, loss=0.050, pair=15.578, adv=19.378, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 267/453 [02:22<01:35,  1.96it/s, loss=0.050, pair=15.578, adv=19.378, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 267/453 [02:22<01:35,  1.96it/s, loss=0.040, pair=23.984, adv=20.455, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 268/453 [02:22<01:29,  2.06it/s, loss=0.040, pair=23.984, adv=20.455, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 268/453 [02:23<01:29,  2.06it/s, loss=0.152, pair=22.359, adv=25.379, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 269/453 [02:23<01:34,  1.96it/s, loss=0.152, pair=22.359, adv=25.379, sprd=0.
Ep 003/80 [S1:deg_only]:  59%|▌| 269/453 [02:23<01:34,  1.96it/s, loss=0.044, pair=23.609, adv=23.050, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 270/453 [02:23<01:28,  2.07it/s, loss=0.044, pair=23.609, adv=23.050, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 270/453 [02:24<01:28,  2.07it/s, loss=0.047, pair=18.219, adv=17.726, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 271/453 [02:24<01:35,  1.90it/s, loss=0.047, pair=18.219, adv=17.726, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 271/453 [02:24<01:35,  1.90it/s, loss=0.043, pair=24.641, adv=26.659, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 272/453 [02:24<01:36,  1.87it/s, loss=0.043, pair=24.641, adv=26.659, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 272/453 [02:25<01:36,  1.87it/s, loss=0.047, pair=21.266, adv=18.200, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 273/453 [02:25<01:42,  1.75it/s, loss=0.047, pair=21.266, adv=18.200, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 273/453 [02:25<01:42,  1.75it/s, loss=0.041, pair=19.812, adv=27.059, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 274/453 [02:25<01:34,  1.89it/s, loss=0.041, pair=19.812, adv=27.059, sprd=0.
Ep 003/80 [S1:deg_only]:  60%|▌| 274/453 [02:26<01:34,  1.89it/s, loss=0.150, pair=21.906, adv=20.155, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 275/453 [02:26<01:41,  1.75it/s, loss=0.150, pair=21.906, adv=20.155, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 275/453 [02:26<01:41,  1.75it/s, loss=0.045, pair=26.562, adv=24.205, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 276/453 [02:26<01:35,  1.85it/s, loss=0.045, pair=26.562, adv=24.205, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 276/453 [02:27<01:35,  1.85it/s, loss=0.048, pair=21.984, adv=20.913, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 277/453 [02:27<01:45,  1.67it/s, loss=0.048, pair=21.984, adv=20.913, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 277/453 [02:28<01:45,  1.67it/s, loss=0.043, pair=22.359, adv=23.692, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 278/453 [02:28<01:38,  1.78it/s, loss=0.043, pair=22.359, adv=23.692, sprd=0.
Ep 003/80 [S1:deg_only]:  61%|▌| 278/453 [02:28<01:38,  1.78it/s, loss=0.047, pair=22.188, adv=17.740, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 279/453 [02:28<01:44,  1.67it/s, loss=0.047, pair=22.188, adv=17.740, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 279/453 [02:29<01:44,  1.67it/s, loss=0.046, pair=24.453, adv=18.639, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 280/453 [02:29<01:37,  1.77it/s, loss=0.046, pair=24.453, adv=18.639, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 280/453 [02:30<01:37,  1.77it/s, loss=0.045, pair=16.656, adv=25.305, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 281/453 [02:30<01:43,  1.65it/s, loss=0.045, pair=16.656, adv=25.305, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 281/453 [02:30<01:43,  1.65it/s, loss=0.043, pair=28.781, adv=24.910, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 282/453 [02:30<01:36,  1.77it/s, loss=0.043, pair=28.781, adv=24.910, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 282/453 [02:31<01:36,  1.77it/s, loss=0.048, pair=19.359, adv=23.650, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 283/453 [02:31<01:50,  1.54it/s, loss=0.048, pair=19.359, adv=23.650, sprd=0.
Ep 003/80 [S1:deg_only]:  62%|▌| 283/453 [02:31<01:50,  1.54it/s, loss=0.045, pair=19.703, adv=20.165, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 284/453 [02:31<01:40,  1.67it/s, loss=0.045, pair=19.703, adv=20.165, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 284/453 [02:32<01:40,  1.67it/s, loss=0.050, pair=20.844, adv=16.924, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 285/453 [02:32<01:44,  1.61it/s, loss=0.050, pair=20.844, adv=16.924, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 285/453 [02:33<01:44,  1.61it/s, loss=0.046, pair=18.328, adv=15.368, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 286/453 [02:33<01:36,  1.73it/s, loss=0.046, pair=18.328, adv=15.368, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 286/453 [02:33<01:36,  1.73it/s, loss=0.068, pair=17.078, adv=22.106, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 287/453 [02:33<01:43,  1.61it/s, loss=0.068, pair=17.078, adv=22.106, sprd=0.
Ep 003/80 [S1:deg_only]:  63%|▋| 287/453 [02:34<01:43,  1.61it/s, loss=0.044, pair=17.453, adv=28.163, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 288/453 [02:34<01:34,  1.74it/s, loss=0.044, pair=17.453, adv=28.163, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 288/453 [02:34<01:34,  1.74it/s, loss=0.045, pair=20.797, adv=16.199, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 289/453 [02:34<01:38,  1.67it/s, loss=0.045, pair=20.797, adv=16.199, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 289/453 [02:35<01:38,  1.67it/s, loss=0.044, pair=21.000, adv=17.905, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 290/453 [02:35<01:29,  1.82it/s, loss=0.044, pair=21.000, adv=17.905, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 290/453 [02:35<01:29,  1.82it/s, loss=0.048, pair=28.562, adv=29.364, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 291/453 [02:35<01:28,  1.83it/s, loss=0.048, pair=28.562, adv=29.364, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 291/453 [02:36<01:28,  1.83it/s, loss=0.043, pair=24.062, adv=22.970, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 292/453 [02:36<01:22,  1.94it/s, loss=0.043, pair=24.062, adv=22.970, sprd=0.
Ep 003/80 [S1:deg_only]:  64%|▋| 292/453 [02:36<01:22,  1.94it/s, loss=0.043, pair=20.203, adv=23.308, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 293/453 [02:36<01:27,  1.84it/s, loss=0.043, pair=20.203, adv=23.308, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 293/453 [02:37<01:27,  1.84it/s, loss=0.047, pair=15.320, adv=18.951, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 294/453 [02:37<01:20,  1.99it/s, loss=0.047, pair=15.320, adv=18.951, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 294/453 [02:37<01:20,  1.99it/s, loss=0.047, pair=28.438, adv=22.466, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 295/453 [02:37<01:24,  1.86it/s, loss=0.047, pair=28.438, adv=22.466, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 295/453 [02:38<01:24,  1.86it/s, loss=0.043, pair=20.547, adv=22.023, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 296/453 [02:38<01:19,  1.97it/s, loss=0.043, pair=20.547, adv=22.023, sprd=0.
Ep 003/80 [S1:deg_only]:  65%|▋| 296/453 [02:38<01:19,  1.97it/s, loss=0.043, pair=21.438, adv=20.976, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 297/453 [02:38<01:23,  1.88it/s, loss=0.043, pair=21.438, adv=20.976, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 297/453 [02:39<01:23,  1.88it/s, loss=0.042, pair=14.773, adv=22.676, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 298/453 [02:39<01:17,  2.00it/s, loss=0.042, pair=14.773, adv=22.676, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 298/453 [02:39<01:17,  2.00it/s, loss=0.051, pair=22.906, adv=23.848, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 299/453 [02:39<01:20,  1.91it/s, loss=0.051, pair=22.906, adv=23.848, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 299/453 [02:40<01:20,  1.91it/s, loss=0.046, pair=23.156, adv=15.552, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 300/453 [02:40<01:14,  2.05it/s, loss=0.046, pair=23.156, adv=15.552, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 300/453 [02:40<01:14,  2.05it/s, loss=0.052, pair=22.625, adv=20.491, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 301/453 [02:40<01:20,  1.89it/s, loss=0.052, pair=22.625, adv=20.491, sprd=0.
Ep 003/80 [S1:deg_only]:  66%|▋| 301/453 [02:41<01:20,  1.89it/s, loss=0.071, pair=17.156, adv=17.377, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 302/453 [02:41<01:14,  2.02it/s, loss=0.071, pair=17.156, adv=17.377, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 302/453 [02:41<01:14,  2.02it/s, loss=0.059, pair=20.219, adv=18.779, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 303/453 [02:41<01:19,  1.88it/s, loss=0.059, pair=20.219, adv=18.779, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 303/453 [02:42<01:19,  1.88it/s, loss=0.048, pair=13.953, adv=21.869, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 304/453 [02:42<01:16,  1.95it/s, loss=0.048, pair=13.953, adv=21.869, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 304/453 [02:43<01:16,  1.95it/s, loss=0.052, pair=25.312, adv=21.658, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 305/453 [02:43<01:22,  1.79it/s, loss=0.052, pair=25.312, adv=21.658, sprd=0.
Ep 003/80 [S1:deg_only]:  67%|▋| 305/453 [02:43<01:22,  1.79it/s, loss=0.045, pair=25.906, adv=16.211, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 306/453 [02:43<01:14,  1.96it/s, loss=0.045, pair=25.906, adv=16.211, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 306/453 [02:44<01:14,  1.96it/s, loss=0.047, pair=16.906, adv=17.592, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 307/453 [02:44<01:25,  1.71it/s, loss=0.047, pair=16.906, adv=17.592, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 307/453 [02:44<01:25,  1.71it/s, loss=0.047, pair=18.359, adv=16.822, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 308/453 [02:44<01:17,  1.87it/s, loss=0.047, pair=18.359, adv=16.822, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 308/453 [02:45<01:17,  1.87it/s, loss=0.050, pair=16.219, adv=24.202, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 309/453 [02:45<01:18,  1.83it/s, loss=0.050, pair=16.219, adv=24.202, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 309/453 [02:45<01:18,  1.83it/s, loss=0.045, pair=19.109, adv=17.136, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 310/453 [02:45<01:12,  1.97it/s, loss=0.045, pair=19.109, adv=17.136, sprd=0.
Ep 003/80 [S1:deg_only]:  68%|▋| 310/453 [02:46<01:12,  1.97it/s, loss=0.046, pair=21.641, adv=27.123, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 311/453 [02:46<01:13,  1.93it/s, loss=0.046, pair=21.641, adv=27.123, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 311/453 [02:46<01:13,  1.93it/s, loss=0.045, pair=22.906, adv=27.740, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 312/453 [02:46<01:07,  2.08it/s, loss=0.045, pair=22.906, adv=27.740, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 312/453 [02:47<01:07,  2.08it/s, loss=0.049, pair=30.422, adv=22.781, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 313/453 [02:47<01:12,  1.93it/s, loss=0.049, pair=30.422, adv=22.781, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 313/453 [02:47<01:12,  1.93it/s, loss=0.043, pair=29.969, adv=19.686, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 314/453 [02:47<01:08,  2.03it/s, loss=0.043, pair=29.969, adv=19.686, sprd=0.
Ep 003/80 [S1:deg_only]:  69%|▋| 314/453 [02:48<01:08,  2.03it/s, loss=0.052, pair=18.359, adv=24.612, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 315/453 [02:48<01:10,  1.96it/s, loss=0.052, pair=18.359, adv=24.612, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 315/453 [02:48<01:10,  1.96it/s, loss=0.040, pair=19.141, adv=21.370, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 316/453 [02:48<01:07,  2.03it/s, loss=0.040, pair=19.141, adv=21.370, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 316/453 [02:49<01:07,  2.03it/s, loss=0.048, pair=23.406, adv=23.027, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 317/453 [02:49<01:10,  1.92it/s, loss=0.048, pair=23.406, adv=23.027, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 317/453 [02:49<01:10,  1.92it/s, loss=0.046, pair=21.812, adv=18.140, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 318/453 [02:49<01:05,  2.05it/s, loss=0.046, pair=21.812, adv=18.140, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 318/453 [02:50<01:05,  2.05it/s, loss=0.152, pair=18.641, adv=24.065, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 319/453 [02:50<01:12,  1.85it/s, loss=0.152, pair=18.641, adv=24.065, sprd=0.
Ep 003/80 [S1:deg_only]:  70%|▋| 319/453 [02:50<01:12,  1.85it/s, loss=0.052, pair=13.734, adv=27.882, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 320/453 [02:50<01:08,  1.95it/s, loss=0.052, pair=13.734, adv=27.882, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 320/453 [02:51<01:08,  1.95it/s, loss=0.049, pair=21.375, adv=24.561, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 321/453 [02:51<01:13,  1.81it/s, loss=0.049, pair=21.375, adv=24.561, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 321/453 [02:51<01:13,  1.81it/s, loss=0.047, pair=28.438, adv=32.133, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 322/453 [02:51<01:06,  1.98it/s, loss=0.047, pair=28.438, adv=32.133, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 322/453 [02:52<01:06,  1.98it/s, loss=0.158, pair=19.547, adv=27.426, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 323/453 [02:52<01:07,  1.92it/s, loss=0.158, pair=19.547, adv=27.426, sprd=0.
Ep 003/80 [S1:deg_only]:  71%|▋| 323/453 [02:52<01:07,  1.92it/s, loss=0.048, pair=21.328, adv=16.407, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 324/453 [02:52<01:03,  2.03it/s, loss=0.048, pair=21.328, adv=16.407, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 324/453 [02:53<01:03,  2.03it/s, loss=0.056, pair=21.328, adv=22.965, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 325/453 [02:53<01:05,  1.95it/s, loss=0.056, pair=21.328, adv=22.965, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 325/453 [02:53<01:05,  1.95it/s, loss=0.046, pair=27.156, adv=26.025, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 326/453 [02:53<01:02,  2.04it/s, loss=0.046, pair=27.156, adv=26.025, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 326/453 [02:54<01:02,  2.04it/s, loss=0.051, pair=13.234, adv=31.991, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 327/453 [02:54<01:08,  1.85it/s, loss=0.051, pair=13.234, adv=31.991, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 327/453 [02:54<01:08,  1.85it/s, loss=0.043, pair=26.953, adv=20.259, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 328/453 [02:54<01:03,  1.96it/s, loss=0.043, pair=26.953, adv=20.259, sprd=0.
Ep 003/80 [S1:deg_only]:  72%|▋| 328/453 [02:55<01:03,  1.96it/s, loss=0.048, pair=28.125, adv=24.450, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 329/453 [02:55<01:06,  1.86it/s, loss=0.048, pair=28.125, adv=24.450, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 329/453 [02:55<01:06,  1.86it/s, loss=0.048, pair=16.609, adv=23.993, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 330/453 [02:55<01:02,  1.97it/s, loss=0.048, pair=16.609, adv=23.993, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 330/453 [02:56<01:02,  1.97it/s, loss=0.056, pair=19.297, adv=27.308, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 331/453 [02:56<01:03,  1.93it/s, loss=0.056, pair=19.297, adv=27.308, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 331/453 [02:56<01:03,  1.93it/s, loss=0.051, pair=21.141, adv=26.829, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 332/453 [02:56<00:59,  2.05it/s, loss=0.051, pair=21.141, adv=26.829, sprd=0.
Ep 003/80 [S1:deg_only]:  73%|▋| 332/453 [02:57<00:59,  2.05it/s, loss=0.047, pair=23.625, adv=25.434, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 333/453 [02:57<01:02,  1.93it/s, loss=0.047, pair=23.625, adv=25.434, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 333/453 [02:57<01:02,  1.93it/s, loss=0.042, pair=26.125, adv=29.038, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 334/453 [02:57<00:59,  2.00it/s, loss=0.042, pair=26.125, adv=29.038, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 334/453 [02:58<00:59,  2.00it/s, loss=0.043, pair=28.062, adv=23.349, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 335/453 [02:58<01:06,  1.78it/s, loss=0.043, pair=28.062, adv=23.349, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 335/453 [02:59<01:06,  1.78it/s, loss=0.046, pair=24.547, adv=21.365, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 336/453 [02:59<01:00,  1.94it/s, loss=0.046, pair=24.547, adv=21.365, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 336/453 [02:59<01:00,  1.94it/s, loss=0.046, pair=21.266, adv=18.516, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 337/453 [02:59<01:05,  1.78it/s, loss=0.046, pair=21.266, adv=18.516, sprd=0.
Ep 003/80 [S1:deg_only]:  74%|▋| 337/453 [03:00<01:05,  1.78it/s, loss=0.047, pair=23.281, adv=22.212, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▋| 338/453 [03:00<01:01,  1.86it/s, loss=0.047, pair=23.281, adv=22.212, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▋| 338/453 [03:00<01:01,  1.86it/s, loss=0.154, pair=28.219, adv=26.890, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▋| 339/453 [03:00<01:02,  1.84it/s, loss=0.154, pair=28.219, adv=26.890, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▋| 339/453 [03:01<01:02,  1.84it/s, loss=0.043, pair=25.609, adv=27.613, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 340/453 [03:01<00:58,  1.94it/s, loss=0.043, pair=25.609, adv=27.613, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 340/453 [03:01<00:58,  1.94it/s, loss=0.062, pair=16.594, adv=23.589, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 341/453 [03:01<00:59,  1.89it/s, loss=0.062, pair=16.594, adv=23.589, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 341/453 [03:02<00:59,  1.89it/s, loss=0.048, pair=19.297, adv=28.679, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 342/453 [03:02<00:55,  2.00it/s, loss=0.048, pair=19.297, adv=28.679, sprd=0.
Ep 003/80 [S1:deg_only]:  75%|▊| 342/453 [03:02<00:55,  2.00it/s, loss=0.153, pair=25.422, adv=22.445, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 343/453 [03:02<00:57,  1.90it/s, loss=0.153, pair=25.422, adv=22.445, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 343/453 [03:03<00:57,  1.90it/s, loss=0.043, pair=23.219, adv=21.582, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 344/453 [03:03<00:54,  2.01it/s, loss=0.043, pair=23.219, adv=21.582, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 344/453 [03:03<00:54,  2.01it/s, loss=0.046, pair=32.094, adv=24.334, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 345/453 [03:03<00:56,  1.92it/s, loss=0.046, pair=32.094, adv=24.334, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 345/453 [03:04<00:56,  1.92it/s, loss=0.057, pair=27.281, adv=29.297, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 346/453 [03:04<00:53,  2.00it/s, loss=0.057, pair=27.281, adv=29.297, sprd=0.
Ep 003/80 [S1:deg_only]:  76%|▊| 346/453 [03:04<00:53,  2.00it/s, loss=0.059, pair=33.562, adv=24.675, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 347/453 [03:04<00:54,  1.94it/s, loss=0.059, pair=33.562, adv=24.675, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 347/453 [03:05<00:54,  1.94it/s, loss=0.046, pair=30.312, adv=29.049, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 348/453 [03:05<00:51,  2.04it/s, loss=0.046, pair=30.312, adv=29.049, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 348/453 [03:05<00:51,  2.04it/s, loss=0.046, pair=23.406, adv=16.239, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 349/453 [03:05<00:54,  1.91it/s, loss=0.046, pair=23.406, adv=16.239, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 349/453 [03:06<00:54,  1.91it/s, loss=0.049, pair=15.664, adv=14.932, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 350/453 [03:06<00:50,  2.04it/s, loss=0.049, pair=15.664, adv=14.932, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 350/453 [03:06<00:50,  2.04it/s, loss=0.045, pair=20.672, adv=26.841, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 351/453 [03:06<00:51,  1.97it/s, loss=0.045, pair=20.672, adv=26.841, sprd=0.
Ep 003/80 [S1:deg_only]:  77%|▊| 351/453 [03:07<00:51,  1.97it/s, loss=0.042, pair=17.609, adv=27.074, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 352/453 [03:07<00:48,  2.07it/s, loss=0.042, pair=17.609, adv=27.074, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 352/453 [03:07<00:48,  2.07it/s, loss=0.050, pair=25.578, adv=35.295, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 353/453 [03:07<00:50,  2.00it/s, loss=0.050, pair=25.578, adv=35.295, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 353/453 [03:08<00:50,  2.00it/s, loss=0.050, pair=15.945, adv=15.422, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 354/453 [03:08<00:47,  2.07it/s, loss=0.050, pair=15.945, adv=15.422, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 354/453 [03:08<00:47,  2.07it/s, loss=0.154, pair=24.406, adv=21.235, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 355/453 [03:08<00:51,  1.89it/s, loss=0.154, pair=24.406, adv=21.235, sprd=0.
Ep 003/80 [S1:deg_only]:  78%|▊| 355/453 [03:09<00:51,  1.89it/s, loss=0.045, pair=25.625, adv=19.390, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 356/453 [03:09<00:49,  1.97it/s, loss=0.045, pair=25.625, adv=19.390, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 356/453 [03:09<00:49,  1.97it/s, loss=0.044, pair=17.578, adv=27.061, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 357/453 [03:09<00:53,  1.81it/s, loss=0.044, pair=17.578, adv=27.061, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 357/453 [03:10<00:53,  1.81it/s, loss=0.044, pair=17.203, adv=18.170, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 358/453 [03:10<00:49,  1.90it/s, loss=0.044, pair=17.203, adv=18.170, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 358/453 [03:11<00:49,  1.90it/s, loss=0.046, pair=24.984, adv=23.910, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 359/453 [03:11<00:52,  1.79it/s, loss=0.046, pair=24.984, adv=23.910, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 359/453 [03:11<00:52,  1.79it/s, loss=0.045, pair=23.938, adv=19.331, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 360/453 [03:11<00:49,  1.86it/s, loss=0.045, pair=23.938, adv=19.331, sprd=0.
Ep 003/80 [S1:deg_only]:  79%|▊| 360/453 [03:12<00:49,  1.86it/s, loss=0.046, pair=21.094, adv=18.649, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 361/453 [03:12<00:54,  1.70it/s, loss=0.046, pair=21.094, adv=18.649, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 361/453 [03:12<00:54,  1.70it/s, loss=0.048, pair=20.438, adv=20.329, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 362/453 [03:12<00:50,  1.79it/s, loss=0.048, pair=20.438, adv=20.329, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 362/453 [03:13<00:50,  1.79it/s, loss=0.045, pair=35.000, adv=27.405, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 363/453 [03:13<00:58,  1.55it/s, loss=0.045, pair=35.000, adv=27.405, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 363/453 [03:14<00:58,  1.55it/s, loss=0.044, pair=14.016, adv=19.315, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 364/453 [03:14<00:52,  1.71it/s, loss=0.044, pair=14.016, adv=19.315, sprd=0.
Ep 003/80 [S1:deg_only]:  80%|▊| 364/453 [03:14<00:52,  1.71it/s, loss=0.045, pair=19.906, adv=24.965, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 365/453 [03:14<00:56,  1.57it/s, loss=0.045, pair=19.906, adv=24.965, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 365/453 [03:15<00:56,  1.57it/s, loss=0.043, pair=19.500, adv=15.042, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 366/453 [03:15<00:52,  1.67it/s, loss=0.043, pair=19.500, adv=15.042, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 366/453 [03:16<00:52,  1.67it/s, loss=0.045, pair=12.133, adv=18.855, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 367/453 [03:16<00:55,  1.54it/s, loss=0.045, pair=12.133, adv=18.855, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 367/453 [03:16<00:55,  1.54it/s, loss=0.049, pair=17.844, adv=22.109, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 368/453 [03:16<00:49,  1.70it/s, loss=0.049, pair=17.844, adv=22.109, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 368/453 [03:17<00:49,  1.70it/s, loss=0.043, pair=26.438, adv=25.027, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 369/453 [03:17<00:54,  1.53it/s, loss=0.043, pair=26.438, adv=25.027, sprd=0.
Ep 003/80 [S1:deg_only]:  81%|▊| 369/453 [03:17<00:54,  1.53it/s, loss=0.049, pair=23.250, adv=22.137, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 370/453 [03:17<00:49,  1.66it/s, loss=0.049, pair=23.250, adv=22.137, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 370/453 [03:18<00:49,  1.66it/s, loss=0.049, pair=7.594, adv=21.560, sprd=0.0
Ep 003/80 [S1:deg_only]:  82%|▊| 371/453 [03:18<00:51,  1.59it/s, loss=0.049, pair=7.594, adv=21.560, sprd=0.0
Ep 003/80 [S1:deg_only]:  82%|▊| 371/453 [03:18<00:51,  1.59it/s, loss=0.042, pair=24.375, adv=24.714, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 372/453 [03:18<00:46,  1.75it/s, loss=0.042, pair=24.375, adv=24.714, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 372/453 [03:19<00:46,  1.75it/s, loss=0.046, pair=20.906, adv=19.590, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 373/453 [03:19<00:44,  1.78it/s, loss=0.046, pair=20.906, adv=19.590, sprd=0.
Ep 003/80 [S1:deg_only]:  82%|▊| 373/453 [03:19<00:44,  1.78it/s, loss=0.043, pair=25.906, adv=23.799, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 374/453 [03:19<00:41,  1.91it/s, loss=0.043, pair=25.906, adv=23.799, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 374/453 [03:20<00:41,  1.91it/s, loss=0.052, pair=26.203, adv=19.134, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 375/453 [03:20<00:40,  1.93it/s, loss=0.052, pair=26.203, adv=19.134, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 375/453 [03:20<00:40,  1.93it/s, loss=0.045, pair=15.320, adv=18.605, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 376/453 [03:20<00:37,  2.05it/s, loss=0.045, pair=15.320, adv=18.605, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 376/453 [03:21<00:37,  2.05it/s, loss=0.049, pair=21.172, adv=17.889, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 377/453 [03:21<00:38,  1.97it/s, loss=0.049, pair=21.172, adv=17.889, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 377/453 [03:21<00:38,  1.97it/s, loss=0.048, pair=19.875, adv=20.983, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 378/453 [03:21<00:35,  2.10it/s, loss=0.048, pair=19.875, adv=20.983, sprd=0.
Ep 003/80 [S1:deg_only]:  83%|▊| 378/453 [03:22<00:35,  2.10it/s, loss=0.050, pair=19.031, adv=27.434, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 379/453 [03:22<00:36,  2.01it/s, loss=0.050, pair=19.031, adv=27.434, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 379/453 [03:22<00:36,  2.01it/s, loss=0.051, pair=13.281, adv=24.419, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 380/453 [03:22<00:34,  2.14it/s, loss=0.051, pair=13.281, adv=24.419, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 380/453 [03:23<00:34,  2.14it/s, loss=0.048, pair=24.844, adv=30.138, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 381/453 [03:23<00:35,  2.03it/s, loss=0.048, pair=24.844, adv=30.138, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 381/453 [03:23<00:35,  2.03it/s, loss=0.044, pair=25.234, adv=24.915, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 382/453 [03:23<00:33,  2.14it/s, loss=0.044, pair=25.234, adv=24.915, sprd=0.
Ep 003/80 [S1:deg_only]:  84%|▊| 382/453 [03:24<00:33,  2.14it/s, loss=0.044, pair=20.375, adv=15.665, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 383/453 [03:24<00:34,  2.03it/s, loss=0.044, pair=20.375, adv=15.665, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 383/453 [03:24<00:34,  2.03it/s, loss=0.049, pair=21.938, adv=26.667, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 384/453 [03:24<00:31,  2.17it/s, loss=0.049, pair=21.938, adv=26.667, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 384/453 [03:25<00:31,  2.17it/s, loss=0.051, pair=23.172, adv=15.753, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 385/453 [03:25<00:32,  2.09it/s, loss=0.051, pair=23.172, adv=15.753, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 385/453 [03:25<00:32,  2.09it/s, loss=0.045, pair=16.844, adv=17.718, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 386/453 [03:25<00:30,  2.20it/s, loss=0.045, pair=16.844, adv=17.718, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 386/453 [03:26<00:30,  2.20it/s, loss=0.042, pair=22.188, adv=20.729, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 387/453 [03:26<00:31,  2.07it/s, loss=0.042, pair=22.188, adv=20.729, sprd=0.
Ep 003/80 [S1:deg_only]:  85%|▊| 387/453 [03:26<00:31,  2.07it/s, loss=0.042, pair=17.938, adv=22.604, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 388/453 [03:26<00:30,  2.14it/s, loss=0.042, pair=17.938, adv=22.604, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 388/453 [03:27<00:30,  2.14it/s, loss=0.146, pair=22.438, adv=21.653, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 389/453 [03:27<00:31,  2.05it/s, loss=0.146, pair=22.438, adv=21.653, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 389/453 [03:27<00:31,  2.05it/s, loss=0.047, pair=22.328, adv=25.776, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 390/453 [03:27<00:29,  2.12it/s, loss=0.047, pair=22.328, adv=25.776, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 390/453 [03:28<00:29,  2.12it/s, loss=0.052, pair=19.438, adv=23.488, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 391/453 [03:28<00:30,  2.00it/s, loss=0.052, pair=19.438, adv=23.488, sprd=0.
Ep 003/80 [S1:deg_only]:  86%|▊| 391/453 [03:28<00:30,  2.00it/s, loss=0.046, pair=22.344, adv=19.796, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 392/453 [03:28<00:28,  2.11it/s, loss=0.046, pair=22.344, adv=19.796, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 392/453 [03:29<00:28,  2.11it/s, loss=0.053, pair=19.328, adv=28.173, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 393/453 [03:29<00:31,  1.92it/s, loss=0.053, pair=19.328, adv=28.173, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 393/453 [03:29<00:31,  1.92it/s, loss=0.061, pair=17.359, adv=23.528, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 394/453 [03:29<00:29,  2.01it/s, loss=0.061, pair=17.359, adv=23.528, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 394/453 [03:30<00:29,  2.01it/s, loss=0.051, pair=19.219, adv=23.393, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 395/453 [03:30<00:29,  1.94it/s, loss=0.051, pair=19.219, adv=23.393, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 395/453 [03:30<00:29,  1.94it/s, loss=0.056, pair=15.188, adv=15.857, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 396/453 [03:30<00:27,  2.08it/s, loss=0.056, pair=15.188, adv=15.857, sprd=0.
Ep 003/80 [S1:deg_only]:  87%|▊| 396/453 [03:31<00:27,  2.08it/s, loss=0.057, pair=19.984, adv=19.499, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 397/453 [03:31<00:27,  2.03it/s, loss=0.057, pair=19.984, adv=19.499, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 397/453 [03:31<00:27,  2.03it/s, loss=0.041, pair=19.984, adv=16.216, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 398/453 [03:31<00:25,  2.12it/s, loss=0.041, pair=19.984, adv=16.216, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 398/453 [03:31<00:25,  2.12it/s, loss=0.048, pair=19.422, adv=19.740, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 399/453 [03:31<00:26,  2.06it/s, loss=0.048, pair=19.422, adv=19.740, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 399/453 [03:32<00:26,  2.06it/s, loss=0.045, pair=15.898, adv=20.621, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 400/453 [03:32<00:24,  2.13it/s, loss=0.045, pair=15.898, adv=20.621, sprd=0.
Ep 003/80 [S1:deg_only]:  88%|▉| 400/453 [03:32<00:24,  2.13it/s, loss=0.049, pair=24.406, adv=18.249, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 401/453 [03:32<00:25,  2.07it/s, loss=0.049, pair=24.406, adv=18.249, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 401/453 [03:33<00:25,  2.07it/s, loss=0.045, pair=22.797, adv=22.760, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 402/453 [03:33<00:23,  2.16it/s, loss=0.045, pair=22.797, adv=22.760, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 402/453 [03:33<00:23,  2.16it/s, loss=0.051, pair=20.109, adv=26.742, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 403/453 [03:33<00:23,  2.10it/s, loss=0.051, pair=20.109, adv=26.742, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 403/453 [03:34<00:23,  2.10it/s, loss=0.044, pair=20.750, adv=20.172, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 404/453 [03:34<00:22,  2.21it/s, loss=0.044, pair=20.750, adv=20.172, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 404/453 [03:34<00:22,  2.21it/s, loss=0.056, pair=15.867, adv=24.321, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 405/453 [03:34<00:22,  2.12it/s, loss=0.056, pair=15.867, adv=24.321, sprd=0.
Ep 003/80 [S1:deg_only]:  89%|▉| 405/453 [03:35<00:22,  2.12it/s, loss=0.048, pair=23.453, adv=22.836, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 406/453 [03:35<00:21,  2.22it/s, loss=0.048, pair=23.453, adv=22.836, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 406/453 [03:35<00:21,  2.22it/s, loss=0.152, pair=16.891, adv=20.567, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 407/453 [03:35<00:22,  2.07it/s, loss=0.152, pair=16.891, adv=20.567, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 407/453 [03:36<00:22,  2.07it/s, loss=0.049, pair=23.438, adv=18.880, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 408/453 [03:36<00:21,  2.12it/s, loss=0.049, pair=23.438, adv=18.880, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 408/453 [03:36<00:21,  2.12it/s, loss=0.150, pair=16.453, adv=20.410, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 409/453 [03:36<00:21,  2.03it/s, loss=0.150, pair=16.453, adv=20.410, sprd=0.
Ep 003/80 [S1:deg_only]:  90%|▉| 409/453 [03:37<00:21,  2.03it/s, loss=0.057, pair=25.188, adv=30.114, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 410/453 [03:37<00:19,  2.17it/s, loss=0.057, pair=25.188, adv=30.114, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 410/453 [03:37<00:19,  2.17it/s, loss=0.065, pair=18.328, adv=19.843, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 411/453 [03:37<00:19,  2.11it/s, loss=0.065, pair=18.328, adv=19.843, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 411/453 [03:38<00:19,  2.11it/s, loss=0.055, pair=15.875, adv=22.148, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 412/453 [03:38<00:18,  2.20it/s, loss=0.055, pair=15.875, adv=22.148, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 412/453 [03:38<00:18,  2.20it/s, loss=0.049, pair=36.031, adv=36.379, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 413/453 [03:38<00:18,  2.11it/s, loss=0.049, pair=36.031, adv=36.379, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 413/453 [03:38<00:18,  2.11it/s, loss=0.044, pair=16.781, adv=23.998, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 414/453 [03:38<00:17,  2.18it/s, loss=0.044, pair=16.781, adv=23.998, sprd=0.
Ep 003/80 [S1:deg_only]:  91%|▉| 414/453 [03:39<00:17,  2.18it/s, loss=0.048, pair=22.953, adv=18.560, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 415/453 [03:39<00:18,  2.08it/s, loss=0.048, pair=22.953, adv=18.560, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 415/453 [03:39<00:18,  2.08it/s, loss=0.045, pair=26.422, adv=18.575, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 416/453 [03:39<00:16,  2.18it/s, loss=0.045, pair=26.422, adv=18.575, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 416/453 [03:40<00:16,  2.18it/s, loss=0.088, pair=24.734, adv=12.039, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 417/453 [03:40<00:18,  1.96it/s, loss=0.088, pair=24.734, adv=12.039, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 417/453 [03:40<00:18,  1.96it/s, loss=0.050, pair=31.844, adv=22.994, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 418/453 [03:40<00:16,  2.08it/s, loss=0.050, pair=31.844, adv=22.994, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 418/453 [03:41<00:16,  2.08it/s, loss=0.050, pair=22.219, adv=13.987, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 419/453 [03:41<00:17,  1.97it/s, loss=0.050, pair=22.219, adv=13.987, sprd=0.
Ep 003/80 [S1:deg_only]:  92%|▉| 419/453 [03:41<00:17,  1.97it/s, loss=0.044, pair=31.344, adv=21.575, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 420/453 [03:41<00:15,  2.10it/s, loss=0.044, pair=31.344, adv=21.575, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 420/453 [03:42<00:15,  2.10it/s, loss=0.048, pair=23.750, adv=15.711, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 421/453 [03:42<00:15,  2.03it/s, loss=0.048, pair=23.750, adv=15.711, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 421/453 [03:42<00:15,  2.03it/s, loss=0.044, pair=19.688, adv=19.304, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 422/453 [03:42<00:14,  2.12it/s, loss=0.044, pair=19.688, adv=19.304, sprd=0.
Ep 003/80 [S1:deg_only]:  93%|▉| 422/453 [03:43<00:14,  2.12it/s, loss=0.044, pair=9.055, adv=18.304, sprd=0.0
Ep 003/80 [S1:deg_only]:  93%|▉| 423/453 [03:43<00:14,  2.05it/s, loss=0.044, pair=9.055, adv=18.304, sprd=0.0
Ep 003/80 [S1:deg_only]:  93%|▉| 423/453 [03:43<00:14,  2.05it/s, loss=0.046, pair=19.172, adv=13.025, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 424/453 [03:43<00:13,  2.13it/s, loss=0.046, pair=19.172, adv=13.025, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 424/453 [03:44<00:13,  2.13it/s, loss=0.043, pair=21.734, adv=22.726, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 425/453 [03:44<00:13,  2.06it/s, loss=0.043, pair=21.734, adv=22.726, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 425/453 [03:44<00:13,  2.06it/s, loss=0.044, pair=21.906, adv=17.736, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 426/453 [03:44<00:12,  2.17it/s, loss=0.044, pair=21.906, adv=17.736, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 426/453 [03:45<00:12,  2.17it/s, loss=0.053, pair=21.609, adv=22.627, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 427/453 [03:45<00:12,  2.14it/s, loss=0.053, pair=21.609, adv=22.627, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 427/453 [03:45<00:12,  2.14it/s, loss=0.048, pair=22.984, adv=18.245, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 428/453 [03:45<00:11,  2.23it/s, loss=0.048, pair=22.984, adv=18.245, sprd=0.
Ep 003/80 [S1:deg_only]:  94%|▉| 428/453 [03:46<00:11,  2.23it/s, loss=0.056, pair=23.984, adv=20.384, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 429/453 [03:46<00:11,  2.11it/s, loss=0.056, pair=23.984, adv=20.384, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 429/453 [03:46<00:11,  2.11it/s, loss=0.047, pair=27.562, adv=18.443, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 430/453 [03:46<00:10,  2.15it/s, loss=0.047, pair=27.562, adv=18.443, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 430/453 [03:47<00:10,  2.15it/s, loss=0.049, pair=20.016, adv=28.215, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 431/453 [03:47<00:10,  2.08it/s, loss=0.049, pair=20.016, adv=28.215, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 431/453 [03:47<00:10,  2.08it/s, loss=0.051, pair=24.547, adv=17.452, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 432/453 [03:47<00:09,  2.18it/s, loss=0.051, pair=24.547, adv=17.452, sprd=0.
Ep 003/80 [S1:deg_only]:  95%|▉| 432/453 [03:48<00:09,  2.18it/s, loss=0.049, pair=24.688, adv=25.045, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 433/453 [03:48<00:09,  2.05it/s, loss=0.049, pair=24.688, adv=25.045, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 433/453 [03:48<00:09,  2.05it/s, loss=0.045, pair=22.734, adv=27.917, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 434/453 [03:48<00:08,  2.15it/s, loss=0.045, pair=22.734, adv=27.917, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 434/453 [03:49<00:08,  2.15it/s, loss=0.148, pair=20.344, adv=25.303, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 435/453 [03:49<00:08,  2.05it/s, loss=0.148, pair=20.344, adv=25.303, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 435/453 [03:49<00:08,  2.05it/s, loss=0.041, pair=28.953, adv=22.958, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 436/453 [03:49<00:07,  2.15it/s, loss=0.041, pair=28.953, adv=22.958, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 436/453 [03:50<00:07,  2.15it/s, loss=0.047, pair=18.531, adv=16.786, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 437/453 [03:50<00:07,  2.02it/s, loss=0.047, pair=18.531, adv=16.786, sprd=0.
Ep 003/80 [S1:deg_only]:  96%|▉| 437/453 [03:50<00:07,  2.02it/s, loss=0.048, pair=28.875, adv=24.980, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 438/453 [03:50<00:07,  2.13it/s, loss=0.048, pair=28.875, adv=24.980, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 438/453 [03:50<00:07,  2.13it/s, loss=0.060, pair=23.875, adv=26.626, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 439/453 [03:50<00:06,  2.04it/s, loss=0.060, pair=23.875, adv=26.626, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 439/453 [03:51<00:06,  2.04it/s, loss=0.044, pair=25.844, adv=25.398, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 440/453 [03:51<00:06,  2.13it/s, loss=0.044, pair=25.844, adv=25.398, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 440/453 [03:52<00:06,  2.13it/s, loss=0.047, pair=27.422, adv=24.287, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 441/453 [03:52<00:06,  1.94it/s, loss=0.047, pair=27.422, adv=24.287, sprd=0.
Ep 003/80 [S1:deg_only]:  97%|▉| 441/453 [03:52<00:06,  1.94it/s, loss=0.044, pair=21.469, adv=17.290, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 442/453 [03:52<00:05,  2.01it/s, loss=0.044, pair=21.469, adv=17.290, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 442/453 [03:53<00:05,  2.01it/s, loss=0.050, pair=17.078, adv=19.897, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 443/453 [03:53<00:05,  1.89it/s, loss=0.050, pair=17.078, adv=19.897, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 443/453 [03:53<00:05,  1.89it/s, loss=0.053, pair=23.016, adv=25.357, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 444/453 [03:53<00:04,  1.99it/s, loss=0.053, pair=23.016, adv=25.357, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 444/453 [03:54<00:04,  1.99it/s, loss=0.053, pair=20.297, adv=15.072, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 445/453 [03:54<00:04,  1.70it/s, loss=0.053, pair=20.297, adv=15.072, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 445/453 [03:54<00:04,  1.70it/s, loss=0.042, pair=24.359, adv=20.913, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 446/453 [03:54<00:03,  1.81it/s, loss=0.042, pair=24.359, adv=20.913, sprd=0.
Ep 003/80 [S1:deg_only]:  98%|▉| 446/453 [03:55<00:03,  1.81it/s, loss=0.042, pair=26.844, adv=22.690, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 447/453 [03:55<00:03,  1.75it/s, loss=0.042, pair=26.844, adv=22.690, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 447/453 [03:55<00:03,  1.75it/s, loss=0.042, pair=29.406, adv=21.929, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 448/453 [03:55<00:02,  1.86it/s, loss=0.042, pair=29.406, adv=21.929, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 448/453 [03:56<00:02,  1.86it/s, loss=0.153, pair=31.219, adv=27.225, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 449/453 [03:56<00:02,  1.80it/s, loss=0.153, pair=31.219, adv=27.225, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 449/453 [03:56<00:02,  1.80it/s, loss=0.050, pair=25.547, adv=19.235, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 450/453 [03:56<00:01,  1.94it/s, loss=0.050, pair=25.547, adv=19.235, sprd=0.
Ep 003/80 [S1:deg_only]:  99%|▉| 450/453 [03:57<00:01,  1.94it/s, loss=0.054, pair=10.359, adv=23.321, sprd=0.
Ep 003/80 [S1:deg_only]: 100%|▉| 451/453 [03:57<00:01,  1.83it/s, loss=0.054, pair=10.359, adv=23.321, sprd=0.
Ep 003/80 [S1:deg_only]: 100%|▉| 451/453 [03:57<00:01,  1.83it/s, loss=0.045, pair=23.906, adv=23.685, sprd=0.
Ep 003/80 [S1:deg_only]: 100%|▉| 452/453 [03:57<00:00,  1.93it/s, loss=0.045, pair=23.906, adv=23.685, sprd=0.
Ep 003/80 [S1:deg_only]: 100%|▉| 452/453 [03:58<00:00,  1.93it/s, loss=0.046, pair=19.922, adv=25.743, sprd=0.
Ep 003/80 [S1:deg_only]: 100%|█| 453/453 [03:58<00:00,  1.82it/s, loss=0.046, pair=19.922, adv=25.743, sprd=0.
                                                                                                              
Epoch 003/80 [S1:deg_only]  loss=0.0605  mat=0.3436  sens=22.5073  pair=21.4676  adv=18.6830(rand=3.47)  deg=0.0088  orth=0.0090  spread=0.0011  q_mean=50.8  q_std=24.6  α=0.10 β=0.00 γ=1.00 λ_grl=0.124  lr=9.99e-05  239s

Ep 004/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 004/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.044, pair=19.875, adv=19.360, sprd=0.001]
Ep 004/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:19,  1.11s/it, loss=0.044, pair=19.875, adv=19.360, sprd=0.00
Ep 004/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:19,  1.11s/it, loss=0.045, pair=18.266, adv=16.132, sprd=0.00
Ep 004/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:26,  1.38it/s, loss=0.045, pair=18.266, adv=16.132, sprd=0.00
Ep 004/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:26,  1.38it/s, loss=0.045, pair=23.516, adv=27.595, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:59,  1.50it/s, loss=0.045, pair=23.516, adv=27.595, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:59,  1.50it/s, loss=0.041, pair=14.578, adv=15.406, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 4/453 [00:02<04:18,  1.73it/s, loss=0.041, pair=14.578, adv=15.406, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 4/453 [00:03<04:18,  1.73it/s, loss=0.043, pair=16.484, adv=23.927, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:24,  1.69it/s, loss=0.043, pair=16.484, adv=23.927, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:24,  1.69it/s, loss=0.042, pair=20.797, adv=24.291, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 6/453 [00:03<04:02,  1.84it/s, loss=0.042, pair=20.797, adv=24.291, sprd=0.00
Ep 004/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:02,  1.84it/s, loss=0.047, pair=15.312, adv=8.415, sprd=0.001
Ep 004/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:11,  1.77it/s, loss=0.047, pair=15.312, adv=8.415, sprd=0.001
Ep 004/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:11,  1.77it/s, loss=0.045, pair=12.289, adv=17.764, sprd=0.00
Ep 004/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:55,  1.89it/s, loss=0.045, pair=12.289, adv=17.764, sprd=0.00
Ep 004/80 [S1:deg_only]:   2%| | 8/453 [00:05<03:55,  1.89it/s, loss=0.044, pair=16.922, adv=17.566, sprd=0.00
Ep 004/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:06,  1.80it/s, loss=0.044, pair=16.922, adv=17.566, sprd=0.00
Ep 004/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:06,  1.80it/s, loss=0.045, pair=17.500, adv=27.655, sprd=0.00
Ep 004/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:46,  1.95it/s, loss=0.045, pair=17.500, adv=27.655, sprd=0.0
Ep 004/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:46,  1.95it/s, loss=0.045, pair=21.641, adv=17.543, sprd=0.0
Ep 004/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:59,  1.84it/s, loss=0.045, pair=21.641, adv=17.543, sprd=0.0
Ep 004/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:59,  1.84it/s, loss=0.052, pair=31.031, adv=28.863, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:45,  1.95it/s, loss=0.052, pair=31.031, adv=28.863, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:45,  1.95it/s, loss=0.149, pair=27.172, adv=33.579, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:53,  1.88it/s, loss=0.149, pair=27.172, adv=33.579, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:53,  1.88it/s, loss=0.063, pair=19.609, adv=28.218, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:42,  1.97it/s, loss=0.063, pair=19.609, adv=28.218, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:42,  1.97it/s, loss=0.150, pair=19.984, adv=28.146, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:56,  1.85it/s, loss=0.150, pair=19.984, adv=28.146, sprd=0.0
Ep 004/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:56,  1.85it/s, loss=0.042, pair=33.312, adv=27.207, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:40,  1.98it/s, loss=0.042, pair=33.312, adv=27.207, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:40,  1.98it/s, loss=0.045, pair=38.344, adv=32.906, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:51,  1.89it/s, loss=0.045, pair=38.344, adv=32.906, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:51,  1.89it/s, loss=0.041, pair=22.422, adv=23.168, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:40,  1.97it/s, loss=0.041, pair=22.422, adv=23.168, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:40,  1.97it/s, loss=0.044, pair=22.109, adv=37.205, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 19/453 [00:10<04:08,  1.75it/s, loss=0.044, pair=22.109, adv=37.205, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 19/453 [00:11<04:08,  1.75it/s, loss=0.042, pair=18.578, adv=35.309, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:47,  1.90it/s, loss=0.042, pair=18.578, adv=35.309, sprd=0.0
Ep 004/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:47,  1.90it/s, loss=0.045, pair=16.109, adv=26.540, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 21/453 [00:11<03:57,  1.82it/s, loss=0.045, pair=16.109, adv=26.540, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 21/453 [00:12<03:57,  1.82it/s, loss=0.042, pair=21.344, adv=26.018, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:41,  1.94it/s, loss=0.042, pair=21.344, adv=26.018, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:41,  1.94it/s, loss=0.047, pair=25.281, adv=24.344, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:48,  1.88it/s, loss=0.047, pair=25.281, adv=24.344, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 23/453 [00:13<03:48,  1.88it/s, loss=0.043, pair=13.719, adv=31.491, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:37,  1.97it/s, loss=0.043, pair=13.719, adv=31.491, sprd=0.0
Ep 004/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:37,  1.97it/s, loss=0.044, pair=19.016, adv=24.830, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:46,  1.89it/s, loss=0.044, pair=19.016, adv=24.830, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 25/453 [00:14<03:46,  1.89it/s, loss=0.042, pair=27.078, adv=22.265, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:32,  2.01it/s, loss=0.042, pair=27.078, adv=22.265, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:32,  2.01it/s, loss=0.048, pair=19.188, adv=20.072, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:40,  1.93it/s, loss=0.048, pair=19.188, adv=20.072, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 27/453 [00:15<03:40,  1.93it/s, loss=0.043, pair=23.219, adv=22.520, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:29,  2.03it/s, loss=0.043, pair=23.219, adv=22.520, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:29,  2.03it/s, loss=0.052, pair=18.719, adv=27.543, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:34,  1.97it/s, loss=0.052, pair=18.719, adv=27.543, sprd=0.0
Ep 004/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:34,  1.97it/s, loss=0.043, pair=17.766, adv=23.078, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:24,  2.07it/s, loss=0.043, pair=17.766, adv=23.078, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:24,  2.07it/s, loss=0.055, pair=21.422, adv=21.954, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:31,  1.99it/s, loss=0.055, pair=21.422, adv=21.954, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:31,  1.99it/s, loss=0.042, pair=16.125, adv=26.685, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:19,  2.11it/s, loss=0.042, pair=16.125, adv=26.685, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:19,  2.11it/s, loss=0.046, pair=17.328, adv=20.490, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 33/453 [00:17<03:35,  1.95it/s, loss=0.046, pair=17.328, adv=20.490, sprd=0.0
Ep 004/80 [S1:deg_only]:   7%| | 33/453 [00:18<03:35,  1.95it/s, loss=0.040, pair=20.312, adv=23.974, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:28,  2.01it/s, loss=0.040, pair=20.312, adv=23.974, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:28,  2.01it/s, loss=0.049, pair=34.906, adv=41.822, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 35/453 [00:18<03:41,  1.89it/s, loss=0.049, pair=34.906, adv=41.822, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:41,  1.89it/s, loss=0.042, pair=22.672, adv=24.545, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:31,  1.97it/s, loss=0.042, pair=22.672, adv=24.545, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:31,  1.97it/s, loss=0.045, pair=21.625, adv=22.405, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 37/453 [00:19<03:50,  1.81it/s, loss=0.045, pair=21.625, adv=22.405, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:50,  1.81it/s, loss=0.044, pair=15.703, adv=26.184, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:38,  1.90it/s, loss=0.044, pair=15.703, adv=26.184, sprd=0.0
Ep 004/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:38,  1.90it/s, loss=0.047, pair=25.891, adv=22.593, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 39/453 [00:20<03:53,  1.77it/s, loss=0.047, pair=25.891, adv=22.593, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:53,  1.77it/s, loss=0.044, pair=22.422, adv=24.879, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:40,  1.87it/s, loss=0.044, pair=22.422, adv=24.879, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:40,  1.87it/s, loss=0.050, pair=13.734, adv=27.224, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:52,  1.77it/s, loss=0.050, pair=13.734, adv=27.224, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:52,  1.77it/s, loss=0.048, pair=21.828, adv=24.134, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:34,  1.92it/s, loss=0.048, pair=21.828, adv=24.134, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 42/453 [00:23<03:34,  1.92it/s, loss=0.044, pair=13.805, adv=25.071, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:49,  1.78it/s, loss=0.044, pair=13.805, adv=25.071, sprd=0.0
Ep 004/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:49,  1.78it/s, loss=0.042, pair=21.125, adv=27.431, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:33,  1.91it/s, loss=0.042, pair=21.125, adv=27.431, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 44/453 [00:24<03:33,  1.91it/s, loss=0.045, pair=18.453, adv=21.046, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:48,  1.79it/s, loss=0.045, pair=18.453, adv=21.046, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:48,  1.79it/s, loss=0.044, pair=17.312, adv=26.964, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:36,  1.88it/s, loss=0.044, pair=17.312, adv=26.964, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:36,  1.88it/s, loss=0.045, pair=18.484, adv=34.376, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 47/453 [00:25<04:01,  1.68it/s, loss=0.045, pair=18.484, adv=34.376, sprd=0.0
Ep 004/80 [S1:deg_only]:  10%| | 47/453 [00:25<04:01,  1.68it/s, loss=0.053, pair=16.938, adv=20.387, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:41,  1.83it/s, loss=0.053, pair=16.938, adv=20.387, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 48/453 [00:26<03:41,  1.83it/s, loss=0.152, pair=26.969, adv=26.166, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 49/453 [00:26<03:52,  1.73it/s, loss=0.152, pair=26.969, adv=26.166, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 49/453 [00:26<03:52,  1.73it/s, loss=0.038, pair=19.984, adv=24.572, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 50/453 [00:26<03:37,  1.86it/s, loss=0.038, pair=19.984, adv=24.572, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:37,  1.86it/s, loss=0.043, pair=17.906, adv=31.465, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 51/453 [00:27<03:43,  1.80it/s, loss=0.043, pair=17.906, adv=31.465, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 51/453 [00:27<03:43,  1.80it/s, loss=0.042, pair=17.375, adv=14.801, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 52/453 [00:27<03:27,  1.93it/s, loss=0.042, pair=17.375, adv=14.801, sprd=0.0
Ep 004/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:27,  1.93it/s, loss=0.049, pair=15.531, adv=29.601, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 53/453 [00:28<03:42,  1.80it/s, loss=0.049, pair=15.531, adv=29.601, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:42,  1.80it/s, loss=0.048, pair=22.594, adv=26.967, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:26,  1.93it/s, loss=0.048, pair=22.594, adv=26.967, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:26,  1.93it/s, loss=0.046, pair=20.766, adv=25.133, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 55/453 [00:29<03:40,  1.81it/s, loss=0.046, pair=20.766, adv=25.133, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:40,  1.81it/s, loss=0.042, pair=13.117, adv=24.971, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:25,  1.93it/s, loss=0.042, pair=13.117, adv=24.971, sprd=0.0
Ep 004/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:25,  1.93it/s, loss=0.048, pair=24.188, adv=22.738, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 57/453 [00:30<03:42,  1.78it/s, loss=0.048, pair=24.188, adv=22.738, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:42,  1.78it/s, loss=0.048, pair=16.938, adv=16.442, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:26,  1.91it/s, loss=0.048, pair=16.938, adv=16.442, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:26,  1.91it/s, loss=0.048, pair=11.477, adv=24.227, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 59/453 [00:31<03:36,  1.82it/s, loss=0.048, pair=11.477, adv=24.227, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:36,  1.82it/s, loss=0.043, pair=27.422, adv=23.243, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:25,  1.91it/s, loss=0.043, pair=27.422, adv=23.243, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:25,  1.91it/s, loss=0.047, pair=15.094, adv=29.681, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 61/453 [00:32<03:39,  1.79it/s, loss=0.047, pair=15.094, adv=29.681, sprd=0.0
Ep 004/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:39,  1.79it/s, loss=0.041, pair=17.672, adv=21.689, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:26,  1.89it/s, loss=0.041, pair=17.672, adv=21.689, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:26,  1.89it/s, loss=0.053, pair=20.875, adv=29.804, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 63/453 [00:33<03:21,  1.93it/s, loss=0.053, pair=20.875, adv=29.804, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:21,  1.93it/s, loss=0.043, pair=23.062, adv=23.050, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:06,  2.08it/s, loss=0.043, pair=23.062, adv=23.050, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:06,  2.08it/s, loss=0.053, pair=15.766, adv=19.865, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 65/453 [00:34<03:09,  2.05it/s, loss=0.053, pair=15.766, adv=19.865, sprd=0.0
Ep 004/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:09,  2.05it/s, loss=0.044, pair=26.156, adv=20.872, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<02:59,  2.16it/s, loss=0.044, pair=26.156, adv=20.872, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<02:59,  2.16it/s, loss=0.047, pair=20.109, adv=27.587, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 67/453 [00:35<03:01,  2.12it/s, loss=0.047, pair=20.109, adv=27.587, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:01,  2.12it/s, loss=0.041, pair=25.234, adv=25.244, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<02:55,  2.20it/s, loss=0.041, pair=25.234, adv=25.244, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<02:55,  2.20it/s, loss=0.047, pair=24.188, adv=24.781, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 69/453 [00:36<03:01,  2.11it/s, loss=0.047, pair=24.188, adv=24.781, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:01,  2.11it/s, loss=0.043, pair=19.922, adv=19.611, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<02:55,  2.18it/s, loss=0.043, pair=19.922, adv=19.611, sprd=0.0
Ep 004/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<02:55,  2.18it/s, loss=0.054, pair=19.531, adv=22.434, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 71/453 [00:37<03:04,  2.07it/s, loss=0.054, pair=19.531, adv=22.434, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 71/453 [00:37<03:04,  2.07it/s, loss=0.041, pair=20.969, adv=20.892, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 72/453 [00:37<02:53,  2.19it/s, loss=0.041, pair=20.969, adv=20.892, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 72/453 [00:38<02:53,  2.19it/s, loss=0.053, pair=24.500, adv=28.180, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 73/453 [00:38<03:07,  2.03it/s, loss=0.053, pair=24.500, adv=28.180, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 73/453 [00:38<03:07,  2.03it/s, loss=0.040, pair=25.703, adv=29.583, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 74/453 [00:38<02:56,  2.15it/s, loss=0.040, pair=25.703, adv=29.583, sprd=0.0
Ep 004/80 [S1:deg_only]:  16%|▏| 74/453 [00:39<02:56,  2.15it/s, loss=0.049, pair=23.203, adv=22.078, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 75/453 [00:39<03:04,  2.04it/s, loss=0.049, pair=23.203, adv=22.078, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 75/453 [00:39<03:04,  2.04it/s, loss=0.043, pair=14.742, adv=24.983, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 76/453 [00:39<03:06,  2.02it/s, loss=0.043, pair=14.742, adv=24.983, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 76/453 [00:40<03:06,  2.02it/s, loss=0.150, pair=19.859, adv=18.127, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 77/453 [00:40<03:12,  1.95it/s, loss=0.150, pair=19.859, adv=18.127, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 77/453 [00:40<03:12,  1.95it/s, loss=0.043, pair=15.086, adv=25.054, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 78/453 [00:40<03:01,  2.07it/s, loss=0.043, pair=15.086, adv=25.054, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 78/453 [00:41<03:01,  2.07it/s, loss=0.049, pair=14.648, adv=14.342, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 79/453 [00:41<03:06,  2.00it/s, loss=0.049, pair=14.648, adv=14.342, sprd=0.0
Ep 004/80 [S1:deg_only]:  17%|▏| 79/453 [00:41<03:06,  2.00it/s, loss=0.043, pair=13.328, adv=27.128, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 80/453 [00:41<02:55,  2.12it/s, loss=0.043, pair=13.328, adv=27.128, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 80/453 [00:42<02:55,  2.12it/s, loss=0.043, pair=21.438, adv=25.514, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 81/453 [00:42<03:05,  2.00it/s, loss=0.043, pair=21.438, adv=25.514, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 81/453 [00:42<03:05,  2.00it/s, loss=0.046, pair=17.391, adv=16.419, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 82/453 [00:42<02:53,  2.13it/s, loss=0.046, pair=17.391, adv=16.419, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 82/453 [00:43<02:53,  2.13it/s, loss=0.047, pair=34.562, adv=31.356, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 83/453 [00:43<02:57,  2.08it/s, loss=0.047, pair=34.562, adv=31.356, sprd=0.0
Ep 004/80 [S1:deg_only]:  18%|▏| 83/453 [00:43<02:57,  2.08it/s, loss=0.044, pair=20.172, adv=15.363, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 84/453 [00:43<02:49,  2.18it/s, loss=0.044, pair=20.172, adv=15.363, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 84/453 [00:44<02:49,  2.18it/s, loss=0.046, pair=17.375, adv=23.169, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 85/453 [00:44<02:58,  2.06it/s, loss=0.046, pair=17.375, adv=23.169, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 85/453 [00:44<02:58,  2.06it/s, loss=0.047, pair=25.656, adv=23.052, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 86/453 [00:44<02:51,  2.14it/s, loss=0.047, pair=25.656, adv=23.052, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 86/453 [00:45<02:51,  2.14it/s, loss=0.045, pair=16.328, adv=28.788, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 87/453 [00:45<02:57,  2.06it/s, loss=0.045, pair=16.328, adv=28.788, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 87/453 [00:45<02:57,  2.06it/s, loss=0.046, pair=27.000, adv=21.198, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 88/453 [00:45<02:50,  2.14it/s, loss=0.046, pair=27.000, adv=21.198, sprd=0.0
Ep 004/80 [S1:deg_only]:  19%|▏| 88/453 [00:46<02:50,  2.14it/s, loss=0.045, pair=20.969, adv=20.649, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 89/453 [00:46<02:57,  2.05it/s, loss=0.045, pair=20.969, adv=20.649, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 89/453 [00:46<02:57,  2.05it/s, loss=0.044, pair=30.094, adv=20.661, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 90/453 [00:46<02:49,  2.15it/s, loss=0.044, pair=30.094, adv=20.661, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 90/453 [00:47<02:49,  2.15it/s, loss=0.044, pair=26.531, adv=22.888, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 91/453 [00:47<02:56,  2.05it/s, loss=0.044, pair=26.531, adv=22.888, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 91/453 [00:47<02:56,  2.05it/s, loss=0.043, pair=25.125, adv=19.269, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 92/453 [00:47<02:47,  2.15it/s, loss=0.043, pair=25.125, adv=19.269, sprd=0.0
Ep 004/80 [S1:deg_only]:  20%|▏| 92/453 [00:48<02:47,  2.15it/s, loss=0.055, pair=27.422, adv=15.673, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 93/453 [00:48<02:51,  2.10it/s, loss=0.055, pair=27.422, adv=15.673, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 93/453 [00:48<02:51,  2.10it/s, loss=0.043, pair=24.766, adv=21.546, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 94/453 [00:48<02:43,  2.20it/s, loss=0.043, pair=24.766, adv=21.546, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 94/453 [00:49<02:43,  2.20it/s, loss=0.043, pair=27.719, adv=28.753, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 95/453 [00:49<02:51,  2.09it/s, loss=0.043, pair=27.719, adv=28.753, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 95/453 [00:49<02:51,  2.09it/s, loss=0.042, pair=21.562, adv=13.941, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 96/453 [00:49<02:43,  2.18it/s, loss=0.042, pair=21.562, adv=13.941, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 96/453 [00:49<02:43,  2.18it/s, loss=0.044, pair=18.078, adv=18.596, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<02:50,  2.08it/s, loss=0.044, pair=18.078, adv=18.596, sprd=0.0
Ep 004/80 [S1:deg_only]:  21%|▏| 97/453 [00:50<02:50,  2.08it/s, loss=0.044, pair=24.812, adv=30.019, sprd=0.0
Ep 004/80 [S1:deg_only]:  22%|▏| 98/453 [00:50<02:44,  2.16it/s, loss=0.044, pair=24.812, adv=30.019, sprd=0.0
Ep 004/80 [S1:deg_only]:  22%|▏| 98/453 [00:51<02:44,  2.16it/s, loss=0.051, pair=17.156, adv=24.596, sprd=0.0
Ep 004/80 [S1:deg_only]:  22%|▏| 99/453 [00:51<03:03,  1.93it/s, loss=0.051, pair=17.156, adv=24.596, sprd=0.0
Ep 004/80 [S1:deg_only]:  22%|▏| 99/453 [00:51<03:03,  1.93it/s, loss=0.048, pair=16.234, adv=26.499, sprd=0.0
Ep 004/80 [S1:deg_only]:  22%|▏| 100/453 [00:51<02:49,  2.08it/s, loss=0.048, pair=16.234, adv=26.499, sprd=0.
Ep 004/80 [S1:deg_only]:  22%|▏| 100/453 [00:52<02:49,  2.08it/s, loss=0.045, pair=24.609, adv=21.442, sprd=0.
Ep 004/80 [S1:deg_only]:  22%|▏| 101/453 [00:52<03:00,  1.96it/s, loss=0.045, pair=24.609, adv=21.442, sprd=0.
Ep 004/80 [S1:deg_only]:  22%|▏| 101/453 [00:52<03:00,  1.96it/s, loss=0.040, pair=30.672, adv=25.817, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 102/453 [00:52<02:48,  2.08it/s, loss=0.040, pair=30.672, adv=25.817, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 102/453 [00:52<02:48,  2.08it/s, loss=0.045, pair=21.578, adv=22.921, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 103/453 [00:52<02:48,  2.08it/s, loss=0.045, pair=21.578, adv=22.921, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 103/453 [00:53<02:48,  2.08it/s, loss=0.046, pair=14.773, adv=23.065, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 104/453 [00:53<02:38,  2.20it/s, loss=0.046, pair=14.773, adv=23.065, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 104/453 [00:53<02:38,  2.20it/s, loss=0.050, pair=16.156, adv=16.946, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 105/453 [00:53<02:47,  2.08it/s, loss=0.050, pair=16.156, adv=16.946, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 105/453 [00:54<02:47,  2.08it/s, loss=0.044, pair=17.250, adv=20.793, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 106/453 [00:54<02:38,  2.20it/s, loss=0.044, pair=17.250, adv=20.793, sprd=0.
Ep 004/80 [S1:deg_only]:  23%|▏| 106/453 [00:54<02:38,  2.20it/s, loss=0.043, pair=19.438, adv=27.232, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 107/453 [00:54<02:48,  2.06it/s, loss=0.043, pair=19.438, adv=27.232, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 107/453 [00:55<02:48,  2.06it/s, loss=0.044, pair=24.406, adv=26.879, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 108/453 [00:55<02:39,  2.16it/s, loss=0.044, pair=24.406, adv=26.879, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 108/453 [00:55<02:39,  2.16it/s, loss=0.051, pair=28.547, adv=27.858, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 109/453 [00:55<02:46,  2.07it/s, loss=0.051, pair=28.547, adv=27.858, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 109/453 [00:56<02:46,  2.07it/s, loss=0.049, pair=22.594, adv=22.675, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 110/453 [00:56<02:39,  2.14it/s, loss=0.049, pair=22.594, adv=22.675, sprd=0.
Ep 004/80 [S1:deg_only]:  24%|▏| 110/453 [00:56<02:39,  2.14it/s, loss=0.043, pair=18.125, adv=30.835, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 111/453 [00:56<02:47,  2.04it/s, loss=0.043, pair=18.125, adv=30.835, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 111/453 [00:57<02:47,  2.04it/s, loss=0.047, pair=29.406, adv=33.805, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 112/453 [00:57<02:39,  2.14it/s, loss=0.047, pair=29.406, adv=33.805, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 112/453 [00:57<02:39,  2.14it/s, loss=0.049, pair=27.344, adv=24.805, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 113/453 [00:57<02:44,  2.07it/s, loss=0.049, pair=27.344, adv=24.805, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▏| 113/453 [00:58<02:44,  2.07it/s, loss=0.043, pair=16.891, adv=21.353, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▎| 114/453 [00:58<02:37,  2.15it/s, loss=0.043, pair=16.891, adv=21.353, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▎| 114/453 [00:58<02:37,  2.15it/s, loss=0.043, pair=20.750, adv=27.425, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▎| 115/453 [00:58<02:43,  2.07it/s, loss=0.043, pair=20.750, adv=27.425, sprd=0.
Ep 004/80 [S1:deg_only]:  25%|▎| 115/453 [00:59<02:43,  2.07it/s, loss=0.047, pair=26.875, adv=22.542, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 116/453 [00:59<02:37,  2.14it/s, loss=0.047, pair=26.875, adv=22.542, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 116/453 [00:59<02:37,  2.14it/s, loss=0.066, pair=19.594, adv=27.764, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 117/453 [00:59<02:44,  2.05it/s, loss=0.066, pair=19.594, adv=27.764, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 117/453 [00:59<02:44,  2.05it/s, loss=0.041, pair=28.219, adv=30.675, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:35,  2.15it/s, loss=0.041, pair=28.219, adv=30.675, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 118/453 [01:00<02:35,  2.15it/s, loss=0.148, pair=15.023, adv=25.777, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 119/453 [01:00<02:41,  2.07it/s, loss=0.148, pair=15.023, adv=25.777, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 119/453 [01:00<02:41,  2.07it/s, loss=0.044, pair=23.156, adv=21.279, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:32,  2.18it/s, loss=0.044, pair=23.156, adv=21.279, sprd=0.
Ep 004/80 [S1:deg_only]:  26%|▎| 120/453 [01:01<02:32,  2.18it/s, loss=0.045, pair=22.625, adv=23.220, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<02:40,  2.07it/s, loss=0.045, pair=22.625, adv=23.220, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<02:40,  2.07it/s, loss=0.041, pair=16.812, adv=25.438, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:33,  2.16it/s, loss=0.041, pair=16.812, adv=25.438, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 122/453 [01:02<02:33,  2.16it/s, loss=0.042, pair=18.562, adv=25.126, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 123/453 [01:02<02:38,  2.09it/s, loss=0.042, pair=18.562, adv=25.126, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 123/453 [01:02<02:38,  2.09it/s, loss=0.049, pair=15.836, adv=30.294, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:27,  2.23it/s, loss=0.049, pair=15.836, adv=30.294, sprd=0.
Ep 004/80 [S1:deg_only]:  27%|▎| 124/453 [01:03<02:27,  2.23it/s, loss=0.043, pair=23.453, adv=22.804, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 125/453 [01:03<02:37,  2.08it/s, loss=0.043, pair=23.453, adv=22.804, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 125/453 [01:03<02:37,  2.08it/s, loss=0.045, pair=26.672, adv=23.357, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:30,  2.17it/s, loss=0.045, pair=26.672, adv=23.357, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 126/453 [01:04<02:30,  2.17it/s, loss=0.046, pair=24.078, adv=24.213, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 127/453 [01:04<02:46,  1.96it/s, loss=0.046, pair=24.078, adv=24.213, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 127/453 [01:04<02:46,  1.96it/s, loss=0.044, pair=19.297, adv=26.628, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:35,  2.09it/s, loss=0.044, pair=19.297, adv=26.628, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 128/453 [01:05<02:35,  2.09it/s, loss=0.044, pair=18.391, adv=21.570, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 129/453 [01:05<02:42,  2.00it/s, loss=0.044, pair=18.391, adv=21.570, sprd=0.
Ep 004/80 [S1:deg_only]:  28%|▎| 129/453 [01:05<02:42,  2.00it/s, loss=0.043, pair=21.062, adv=22.501, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 130/453 [01:05<02:33,  2.10it/s, loss=0.043, pair=21.062, adv=22.501, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 130/453 [01:06<02:33,  2.10it/s, loss=0.044, pair=24.406, adv=18.496, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<02:39,  2.02it/s, loss=0.044, pair=24.406, adv=18.496, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<02:39,  2.02it/s, loss=0.043, pair=18.953, adv=14.697, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 132/453 [01:06<02:32,  2.11it/s, loss=0.043, pair=18.953, adv=14.697, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 132/453 [01:07<02:32,  2.11it/s, loss=0.046, pair=20.766, adv=21.926, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<02:45,  1.94it/s, loss=0.046, pair=20.766, adv=21.926, sprd=0.
Ep 004/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<02:45,  1.94it/s, loss=0.040, pair=15.984, adv=21.002, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 134/453 [01:07<02:36,  2.03it/s, loss=0.040, pair=15.984, adv=21.002, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 134/453 [01:08<02:36,  2.03it/s, loss=0.043, pair=24.906, adv=23.536, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<02:50,  1.86it/s, loss=0.043, pair=24.906, adv=23.536, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<02:50,  1.86it/s, loss=0.041, pair=20.609, adv=20.298, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 136/453 [01:08<02:41,  1.96it/s, loss=0.041, pair=20.609, adv=20.298, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 136/453 [01:09<02:41,  1.96it/s, loss=0.046, pair=17.188, adv=28.302, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:49,  1.86it/s, loss=0.046, pair=17.188, adv=28.302, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:49,  1.86it/s, loss=0.044, pair=15.227, adv=20.217, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 138/453 [01:09<02:39,  1.98it/s, loss=0.044, pair=15.227, adv=20.217, sprd=0.
Ep 004/80 [S1:deg_only]:  30%|▎| 138/453 [01:10<02:39,  1.98it/s, loss=0.042, pair=19.062, adv=22.232, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:48,  1.87it/s, loss=0.042, pair=19.062, adv=22.232, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:48,  1.87it/s, loss=0.046, pair=23.203, adv=22.557, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 140/453 [01:10<02:40,  1.95it/s, loss=0.046, pair=23.203, adv=22.557, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 140/453 [01:11<02:40,  1.95it/s, loss=0.041, pair=21.453, adv=21.764, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 141/453 [01:11<02:51,  1.82it/s, loss=0.041, pair=21.453, adv=21.764, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 141/453 [01:12<02:51,  1.82it/s, loss=0.050, pair=20.547, adv=21.948, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 142/453 [01:12<02:42,  1.91it/s, loss=0.050, pair=20.547, adv=21.948, sprd=0.
Ep 004/80 [S1:deg_only]:  31%|▎| 142/453 [01:12<02:42,  1.91it/s, loss=0.044, pair=21.188, adv=28.321, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 143/453 [01:12<02:55,  1.77it/s, loss=0.044, pair=21.188, adv=28.321, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 143/453 [01:13<02:55,  1.77it/s, loss=0.042, pair=26.219, adv=26.569, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 144/453 [01:13<02:45,  1.86it/s, loss=0.042, pair=26.219, adv=26.569, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 144/453 [01:13<02:45,  1.86it/s, loss=0.044, pair=13.602, adv=22.301, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 145/453 [01:13<02:58,  1.73it/s, loss=0.044, pair=13.602, adv=22.301, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 145/453 [01:14<02:58,  1.73it/s, loss=0.043, pair=10.031, adv=22.665, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 146/453 [01:14<02:42,  1.89it/s, loss=0.043, pair=10.031, adv=22.665, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 146/453 [01:14<02:42,  1.89it/s, loss=0.050, pair=25.562, adv=31.259, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 147/453 [01:14<02:47,  1.82it/s, loss=0.050, pair=25.562, adv=31.259, sprd=0.
Ep 004/80 [S1:deg_only]:  32%|▎| 147/453 [01:15<02:47,  1.82it/s, loss=0.048, pair=14.758, adv=24.043, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 148/453 [01:15<02:37,  1.94it/s, loss=0.048, pair=14.758, adv=24.043, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 148/453 [01:15<02:37,  1.94it/s, loss=0.046, pair=18.375, adv=32.222, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 149/453 [01:15<02:46,  1.83it/s, loss=0.046, pair=18.375, adv=32.222, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 149/453 [01:16<02:46,  1.83it/s, loss=0.044, pair=19.688, adv=33.837, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 150/453 [01:16<02:36,  1.94it/s, loss=0.044, pair=19.688, adv=33.837, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 150/453 [01:16<02:36,  1.94it/s, loss=0.046, pair=26.281, adv=20.470, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 151/453 [01:16<02:45,  1.82it/s, loss=0.046, pair=26.281, adv=20.470, sprd=0.
Ep 004/80 [S1:deg_only]:  33%|▎| 151/453 [01:17<02:45,  1.82it/s, loss=0.046, pair=21.844, adv=24.897, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 152/453 [01:17<02:35,  1.93it/s, loss=0.046, pair=21.844, adv=24.897, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 152/453 [01:18<02:35,  1.93it/s, loss=0.147, pair=22.281, adv=25.504, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 153/453 [01:18<02:44,  1.83it/s, loss=0.147, pair=22.281, adv=25.504, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 153/453 [01:18<02:44,  1.83it/s, loss=0.040, pair=20.219, adv=30.495, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 154/453 [01:18<02:34,  1.94it/s, loss=0.040, pair=20.219, adv=30.495, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 154/453 [01:19<02:34,  1.94it/s, loss=0.051, pair=21.625, adv=27.096, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 155/453 [01:19<02:53,  1.71it/s, loss=0.051, pair=21.625, adv=27.096, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 155/453 [01:19<02:53,  1.71it/s, loss=0.086, pair=19.016, adv=23.531, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 156/453 [01:19<02:42,  1.83it/s, loss=0.086, pair=19.016, adv=23.531, sprd=0.
Ep 004/80 [S1:deg_only]:  34%|▎| 156/453 [01:20<02:42,  1.83it/s, loss=0.048, pair=29.094, adv=17.980, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 157/453 [01:20<02:45,  1.78it/s, loss=0.048, pair=29.094, adv=17.980, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 157/453 [01:20<02:45,  1.78it/s, loss=0.045, pair=23.031, adv=21.445, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 158/453 [01:20<02:33,  1.92it/s, loss=0.045, pair=23.031, adv=21.445, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 158/453 [01:21<02:33,  1.92it/s, loss=0.048, pair=26.312, adv=33.535, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 159/453 [01:21<02:39,  1.84it/s, loss=0.048, pair=26.312, adv=33.535, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 159/453 [01:21<02:39,  1.84it/s, loss=0.049, pair=24.047, adv=19.941, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 160/453 [01:21<02:32,  1.93it/s, loss=0.049, pair=24.047, adv=19.941, sprd=0.
Ep 004/80 [S1:deg_only]:  35%|▎| 160/453 [01:22<02:32,  1.93it/s, loss=0.050, pair=29.156, adv=32.233, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 161/453 [01:22<02:38,  1.84it/s, loss=0.050, pair=29.156, adv=32.233, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 161/453 [01:22<02:38,  1.84it/s, loss=0.041, pair=23.766, adv=23.338, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 162/453 [01:22<02:28,  1.96it/s, loss=0.041, pair=23.766, adv=23.338, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 162/453 [01:23<02:28,  1.96it/s, loss=0.145, pair=20.969, adv=22.045, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 163/453 [01:23<02:30,  1.93it/s, loss=0.145, pair=20.969, adv=22.045, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 163/453 [01:23<02:30,  1.93it/s, loss=0.050, pair=23.344, adv=31.672, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 164/453 [01:23<02:17,  2.10it/s, loss=0.050, pair=23.344, adv=31.672, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 164/453 [01:24<02:17,  2.10it/s, loss=0.051, pair=22.766, adv=37.048, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 165/453 [01:24<02:18,  2.08it/s, loss=0.051, pair=22.766, adv=37.048, sprd=0.
Ep 004/80 [S1:deg_only]:  36%|▎| 165/453 [01:24<02:18,  2.08it/s, loss=0.050, pair=12.734, adv=27.408, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 166/453 [01:24<02:09,  2.22it/s, loss=0.050, pair=12.734, adv=27.408, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 166/453 [01:25<02:09,  2.22it/s, loss=0.044, pair=13.227, adv=24.525, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 167/453 [01:25<02:15,  2.11it/s, loss=0.044, pair=13.227, adv=24.525, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 167/453 [01:25<02:15,  2.11it/s, loss=0.040, pair=29.047, adv=29.449, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 168/453 [01:25<02:10,  2.18it/s, loss=0.040, pair=29.047, adv=29.449, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 168/453 [01:26<02:10,  2.18it/s, loss=0.054, pair=18.281, adv=22.532, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 169/453 [01:26<02:17,  2.06it/s, loss=0.054, pair=18.281, adv=22.532, sprd=0.
Ep 004/80 [S1:deg_only]:  37%|▎| 169/453 [01:26<02:17,  2.06it/s, loss=0.046, pair=29.438, adv=20.452, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 170/453 [01:26<02:12,  2.14it/s, loss=0.046, pair=29.438, adv=20.452, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 170/453 [01:27<02:12,  2.14it/s, loss=0.048, pair=21.109, adv=34.151, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 171/453 [01:27<02:18,  2.03it/s, loss=0.048, pair=21.109, adv=34.151, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 171/453 [01:27<02:18,  2.03it/s, loss=0.042, pair=22.016, adv=30.667, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 172/453 [01:27<02:09,  2.16it/s, loss=0.042, pair=22.016, adv=30.667, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 172/453 [01:27<02:09,  2.16it/s, loss=0.046, pair=31.781, adv=21.881, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 173/453 [01:27<02:17,  2.04it/s, loss=0.046, pair=31.781, adv=21.881, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 173/453 [01:28<02:17,  2.04it/s, loss=0.044, pair=12.812, adv=25.821, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 174/453 [01:28<02:09,  2.15it/s, loss=0.044, pair=12.812, adv=25.821, sprd=0.
Ep 004/80 [S1:deg_only]:  38%|▍| 174/453 [01:28<02:09,  2.15it/s, loss=0.045, pair=22.000, adv=21.229, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 175/453 [01:28<02:13,  2.08it/s, loss=0.045, pair=22.000, adv=21.229, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 175/453 [01:29<02:13,  2.08it/s, loss=0.051, pair=24.906, adv=30.382, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 176/453 [01:29<02:06,  2.19it/s, loss=0.051, pair=24.906, adv=30.382, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 176/453 [01:29<02:06,  2.19it/s, loss=0.046, pair=29.812, adv=25.580, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 177/453 [01:29<02:12,  2.08it/s, loss=0.046, pair=29.812, adv=25.580, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 177/453 [01:30<02:12,  2.08it/s, loss=0.045, pair=19.922, adv=25.524, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 178/453 [01:30<02:05,  2.19it/s, loss=0.045, pair=19.922, adv=25.524, sprd=0.
Ep 004/80 [S1:deg_only]:  39%|▍| 178/453 [01:30<02:05,  2.19it/s, loss=0.150, pair=20.203, adv=19.357, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 179/453 [01:30<02:10,  2.10it/s, loss=0.150, pair=20.203, adv=19.357, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 179/453 [01:31<02:10,  2.10it/s, loss=0.048, pair=19.531, adv=16.537, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 180/453 [01:31<02:03,  2.20it/s, loss=0.048, pair=19.531, adv=16.537, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 180/453 [01:31<02:03,  2.20it/s, loss=0.044, pair=13.266, adv=20.327, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 181/453 [01:31<02:11,  2.06it/s, loss=0.044, pair=13.266, adv=20.327, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 181/453 [01:32<02:11,  2.06it/s, loss=0.044, pair=16.969, adv=21.246, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 182/453 [01:32<02:05,  2.16it/s, loss=0.044, pair=16.969, adv=21.246, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 182/453 [01:32<02:05,  2.16it/s, loss=0.048, pair=22.516, adv=20.165, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 183/453 [01:32<02:15,  2.00it/s, loss=0.048, pair=22.516, adv=20.165, sprd=0.
Ep 004/80 [S1:deg_only]:  40%|▍| 183/453 [01:33<02:15,  2.00it/s, loss=0.043, pair=14.328, adv=22.680, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 184/453 [01:33<02:05,  2.14it/s, loss=0.043, pair=14.328, adv=22.680, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 184/453 [01:33<02:05,  2.14it/s, loss=0.048, pair=22.031, adv=31.866, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 185/453 [01:33<02:10,  2.06it/s, loss=0.048, pair=22.031, adv=31.866, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 185/453 [01:34<02:10,  2.06it/s, loss=0.045, pair=12.266, adv=20.055, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 186/453 [01:34<02:04,  2.15it/s, loss=0.045, pair=12.266, adv=20.055, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 186/453 [01:34<02:04,  2.15it/s, loss=0.042, pair=23.219, adv=24.646, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 187/453 [01:34<02:09,  2.05it/s, loss=0.042, pair=23.219, adv=24.646, sprd=0.
Ep 004/80 [S1:deg_only]:  41%|▍| 187/453 [01:35<02:09,  2.05it/s, loss=0.041, pair=21.562, adv=25.813, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 188/453 [01:35<02:03,  2.15it/s, loss=0.041, pair=21.562, adv=25.813, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 188/453 [01:35<02:03,  2.15it/s, loss=0.050, pair=18.734, adv=26.062, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 189/453 [01:35<02:05,  2.10it/s, loss=0.050, pair=18.734, adv=26.062, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 189/453 [01:35<02:05,  2.10it/s, loss=0.043, pair=21.406, adv=19.982, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:01,  2.16it/s, loss=0.043, pair=21.406, adv=19.982, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 190/453 [01:36<02:01,  2.16it/s, loss=0.044, pair=20.359, adv=28.062, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 191/453 [01:36<02:08,  2.04it/s, loss=0.044, pair=20.359, adv=28.062, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 191/453 [01:36<02:08,  2.04it/s, loss=0.041, pair=13.047, adv=20.742, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<02:01,  2.15it/s, loss=0.041, pair=13.047, adv=20.742, sprd=0.
Ep 004/80 [S1:deg_only]:  42%|▍| 192/453 [01:37<02:01,  2.15it/s, loss=0.048, pair=15.625, adv=20.845, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 193/453 [01:37<02:06,  2.06it/s, loss=0.048, pair=15.625, adv=20.845, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 193/453 [01:37<02:06,  2.06it/s, loss=0.042, pair=17.203, adv=23.583, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<02:00,  2.15it/s, loss=0.042, pair=17.203, adv=23.583, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 194/453 [01:38<02:00,  2.15it/s, loss=0.041, pair=17.734, adv=24.365, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 195/453 [01:38<02:05,  2.06it/s, loss=0.041, pair=17.734, adv=24.365, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 195/453 [01:38<02:05,  2.06it/s, loss=0.044, pair=20.000, adv=25.164, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<01:58,  2.17it/s, loss=0.044, pair=20.000, adv=25.164, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 196/453 [01:39<01:58,  2.17it/s, loss=0.042, pair=26.578, adv=27.486, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 197/453 [01:39<02:04,  2.05it/s, loss=0.042, pair=26.578, adv=27.486, sprd=0.
Ep 004/80 [S1:deg_only]:  43%|▍| 197/453 [01:39<02:04,  2.05it/s, loss=0.042, pair=19.234, adv=25.914, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.042, pair=19.234, adv=25.914, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 198/453 [01:40<01:59,  2.14it/s, loss=0.051, pair=15.492, adv=30.917, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 199/453 [01:40<02:02,  2.07it/s, loss=0.051, pair=15.492, adv=30.917, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 199/453 [01:40<02:02,  2.07it/s, loss=0.041, pair=19.109, adv=19.224, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<01:57,  2.15it/s, loss=0.041, pair=19.109, adv=19.224, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 200/453 [01:41<01:57,  2.15it/s, loss=0.045, pair=22.078, adv=26.714, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 201/453 [01:41<02:01,  2.07it/s, loss=0.045, pair=22.078, adv=26.714, sprd=0.
Ep 004/80 [S1:deg_only]:  44%|▍| 201/453 [01:41<02:01,  2.07it/s, loss=0.041, pair=26.969, adv=31.268, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<01:55,  2.18it/s, loss=0.041, pair=26.969, adv=31.268, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 202/453 [01:42<01:55,  2.18it/s, loss=0.046, pair=26.266, adv=28.988, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 203/453 [01:42<01:58,  2.12it/s, loss=0.046, pair=26.266, adv=28.988, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 203/453 [01:42<01:58,  2.12it/s, loss=0.043, pair=23.828, adv=29.871, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<01:54,  2.18it/s, loss=0.043, pair=23.828, adv=29.871, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 204/453 [01:43<01:54,  2.18it/s, loss=0.050, pair=27.156, adv=32.716, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 205/453 [01:43<01:59,  2.07it/s, loss=0.050, pair=27.156, adv=32.716, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 205/453 [01:43<01:59,  2.07it/s, loss=0.052, pair=23.922, adv=27.738, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<01:53,  2.17it/s, loss=0.052, pair=23.922, adv=27.738, sprd=0.
Ep 004/80 [S1:deg_only]:  45%|▍| 206/453 [01:44<01:53,  2.17it/s, loss=0.047, pair=14.406, adv=29.175, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 207/453 [01:44<02:03,  1.99it/s, loss=0.047, pair=14.406, adv=29.175, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 207/453 [01:44<02:03,  1.99it/s, loss=0.049, pair=21.016, adv=22.664, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<01:59,  2.06it/s, loss=0.049, pair=21.016, adv=22.664, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 208/453 [01:45<01:59,  2.06it/s, loss=0.050, pair=19.750, adv=27.347, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 209/453 [01:45<02:01,  2.00it/s, loss=0.050, pair=19.750, adv=27.347, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 209/453 [01:45<02:01,  2.00it/s, loss=0.045, pair=26.688, adv=27.144, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<01:56,  2.09it/s, loss=0.045, pair=26.688, adv=27.144, sprd=0.
Ep 004/80 [S1:deg_only]:  46%|▍| 210/453 [01:46<01:56,  2.09it/s, loss=0.044, pair=19.000, adv=23.384, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 211/453 [01:46<01:59,  2.03it/s, loss=0.044, pair=19.000, adv=23.384, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 211/453 [01:46<01:59,  2.03it/s, loss=0.053, pair=32.969, adv=40.456, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<01:51,  2.16it/s, loss=0.053, pair=32.969, adv=40.456, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<01:51,  2.16it/s, loss=0.044, pair=26.203, adv=25.015, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 213/453 [01:46<01:56,  2.06it/s, loss=0.044, pair=26.203, adv=25.015, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 213/453 [01:47<01:56,  2.06it/s, loss=0.044, pair=26.031, adv=24.158, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<01:53,  2.11it/s, loss=0.044, pair=26.031, adv=24.158, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<01:53,  2.11it/s, loss=0.045, pair=20.750, adv=23.245, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 215/453 [01:47<01:57,  2.02it/s, loss=0.045, pair=20.750, adv=23.245, sprd=0.
Ep 004/80 [S1:deg_only]:  47%|▍| 215/453 [01:48<01:57,  2.02it/s, loss=0.044, pair=21.828, adv=18.566, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:52,  2.10it/s, loss=0.044, pair=21.828, adv=18.566, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:52,  2.10it/s, loss=0.049, pair=12.422, adv=27.648, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<01:55,  2.05it/s, loss=0.049, pair=12.422, adv=27.648, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 217/453 [01:49<01:55,  2.05it/s, loss=0.046, pair=23.969, adv=32.116, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<01:48,  2.17it/s, loss=0.046, pair=23.969, adv=32.116, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<01:48,  2.17it/s, loss=0.042, pair=23.719, adv=24.212, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<01:53,  2.06it/s, loss=0.042, pair=23.719, adv=24.212, sprd=0.
Ep 004/80 [S1:deg_only]:  48%|▍| 219/453 [01:50<01:53,  2.06it/s, loss=0.044, pair=18.953, adv=24.754, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<01:49,  2.12it/s, loss=0.044, pair=18.953, adv=24.754, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<01:49,  2.12it/s, loss=0.044, pair=16.328, adv=28.807, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<01:53,  2.05it/s, loss=0.044, pair=16.328, adv=28.807, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 221/453 [01:51<01:53,  2.05it/s, loss=0.042, pair=21.062, adv=22.030, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<01:47,  2.15it/s, loss=0.042, pair=21.062, adv=22.030, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<01:47,  2.15it/s, loss=0.046, pair=25.266, adv=27.121, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<01:51,  2.06it/s, loss=0.046, pair=25.266, adv=27.121, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 223/453 [01:52<01:51,  2.06it/s, loss=0.046, pair=20.188, adv=28.921, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<01:45,  2.17it/s, loss=0.046, pair=20.188, adv=28.921, sprd=0.
Ep 004/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<01:45,  2.17it/s, loss=0.047, pair=19.062, adv=29.339, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<01:49,  2.09it/s, loss=0.047, pair=19.062, adv=29.339, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▍| 225/453 [01:53<01:49,  2.09it/s, loss=0.046, pair=19.562, adv=23.970, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:42,  2.21it/s, loss=0.046, pair=19.562, adv=23.970, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:42,  2.21it/s, loss=0.048, pair=23.672, adv=17.995, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<01:49,  2.06it/s, loss=0.048, pair=23.672, adv=17.995, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▌| 227/453 [01:54<01:49,  2.06it/s, loss=0.043, pair=27.766, adv=27.072, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:45,  2.14it/s, loss=0.043, pair=27.766, adv=27.072, sprd=0.
Ep 004/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:45,  2.14it/s, loss=0.045, pair=29.375, adv=28.363, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<01:49,  2.04it/s, loss=0.045, pair=29.375, adv=28.363, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 229/453 [01:55<01:49,  2.04it/s, loss=0.043, pair=19.094, adv=22.799, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:45,  2.12it/s, loss=0.043, pair=19.094, adv=22.799, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:45,  2.12it/s, loss=0.046, pair=17.172, adv=25.374, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<01:51,  1.99it/s, loss=0.046, pair=17.172, adv=25.374, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 231/453 [01:56<01:51,  1.99it/s, loss=0.040, pair=22.672, adv=24.784, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:48,  2.04it/s, loss=0.040, pair=22.672, adv=24.784, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:48,  2.04it/s, loss=0.044, pair=15.492, adv=33.915, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 233/453 [01:56<01:55,  1.91it/s, loss=0.044, pair=15.492, adv=33.915, sprd=0.
Ep 004/80 [S1:deg_only]:  51%|▌| 233/453 [01:57<01:55,  1.91it/s, loss=0.043, pair=11.289, adv=23.370, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:49,  1.99it/s, loss=0.043, pair=11.289, adv=23.370, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:49,  1.99it/s, loss=0.046, pair=25.734, adv=23.337, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 235/453 [01:57<02:08,  1.70it/s, loss=0.046, pair=25.734, adv=23.337, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 235/453 [01:58<02:08,  1.70it/s, loss=0.043, pair=25.016, adv=23.166, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 236/453 [01:58<01:57,  1.85it/s, loss=0.043, pair=25.016, adv=23.166, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 236/453 [01:58<01:57,  1.85it/s, loss=0.043, pair=19.766, adv=26.330, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 237/453 [01:58<02:02,  1.77it/s, loss=0.043, pair=19.766, adv=26.330, sprd=0.
Ep 004/80 [S1:deg_only]:  52%|▌| 237/453 [01:59<02:02,  1.77it/s, loss=0.043, pair=19.094, adv=24.594, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 238/453 [01:59<01:54,  1.89it/s, loss=0.043, pair=19.094, adv=24.594, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 238/453 [02:00<01:54,  1.89it/s, loss=0.046, pair=26.750, adv=23.827, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 239/453 [02:00<01:57,  1.82it/s, loss=0.046, pair=26.750, adv=23.827, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 239/453 [02:00<01:57,  1.82it/s, loss=0.040, pair=20.984, adv=30.626, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 240/453 [02:00<01:50,  1.92it/s, loss=0.040, pair=20.984, adv=30.626, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 240/453 [02:01<01:50,  1.92it/s, loss=0.047, pair=19.750, adv=31.238, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 241/453 [02:01<01:56,  1.82it/s, loss=0.047, pair=19.750, adv=31.238, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 241/453 [02:01<01:56,  1.82it/s, loss=0.043, pair=16.047, adv=27.374, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 242/453 [02:01<01:49,  1.92it/s, loss=0.043, pair=16.047, adv=27.374, sprd=0.
Ep 004/80 [S1:deg_only]:  53%|▌| 242/453 [02:02<01:49,  1.92it/s, loss=0.049, pair=19.172, adv=23.219, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 243/453 [02:02<01:55,  1.82it/s, loss=0.049, pair=19.172, adv=23.219, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 243/453 [02:02<01:55,  1.82it/s, loss=0.044, pair=18.188, adv=19.472, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 244/453 [02:02<01:47,  1.94it/s, loss=0.044, pair=18.188, adv=19.472, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 244/453 [02:03<01:47,  1.94it/s, loss=0.045, pair=21.578, adv=30.566, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 245/453 [02:03<01:54,  1.82it/s, loss=0.045, pair=21.578, adv=30.566, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 245/453 [02:03<01:54,  1.82it/s, loss=0.047, pair=20.562, adv=18.468, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 246/453 [02:03<01:48,  1.90it/s, loss=0.047, pair=20.562, adv=18.468, sprd=0.
Ep 004/80 [S1:deg_only]:  54%|▌| 246/453 [02:04<01:48,  1.90it/s, loss=0.046, pair=17.953, adv=25.574, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 247/453 [02:04<01:52,  1.83it/s, loss=0.046, pair=17.953, adv=25.574, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 247/453 [02:04<01:52,  1.83it/s, loss=0.051, pair=24.891, adv=30.207, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 248/453 [02:04<01:44,  1.96it/s, loss=0.051, pair=24.891, adv=30.207, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 248/453 [02:05<01:44,  1.96it/s, loss=0.045, pair=10.664, adv=25.259, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 249/453 [02:05<01:49,  1.87it/s, loss=0.045, pair=10.664, adv=25.259, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 249/453 [02:05<01:49,  1.87it/s, loss=0.041, pair=22.219, adv=26.870, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 250/453 [02:05<01:43,  1.95it/s, loss=0.041, pair=22.219, adv=26.870, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 250/453 [02:06<01:43,  1.95it/s, loss=0.047, pair=21.641, adv=23.732, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 251/453 [02:06<01:50,  1.83it/s, loss=0.047, pair=21.641, adv=23.732, sprd=0.
Ep 004/80 [S1:deg_only]:  55%|▌| 251/453 [02:06<01:50,  1.83it/s, loss=0.047, pair=20.203, adv=16.368, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 252/453 [02:06<01:45,  1.90it/s, loss=0.047, pair=20.203, adv=16.368, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 252/453 [02:07<01:45,  1.90it/s, loss=0.043, pair=16.484, adv=23.063, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 253/453 [02:07<01:51,  1.80it/s, loss=0.043, pair=16.484, adv=23.063, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 253/453 [02:07<01:51,  1.80it/s, loss=0.042, pair=20.922, adv=22.431, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 254/453 [02:07<01:43,  1.92it/s, loss=0.042, pair=20.922, adv=22.431, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 254/453 [02:08<01:43,  1.92it/s, loss=0.043, pair=19.766, adv=21.604, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 255/453 [02:08<01:48,  1.83it/s, loss=0.043, pair=19.766, adv=21.604, sprd=0.
Ep 004/80 [S1:deg_only]:  56%|▌| 255/453 [02:08<01:48,  1.83it/s, loss=0.043, pair=21.531, adv=25.310, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 256/453 [02:08<01:42,  1.93it/s, loss=0.043, pair=21.531, adv=25.310, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 256/453 [02:09<01:42,  1.93it/s, loss=0.048, pair=21.812, adv=26.415, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 257/453 [02:09<01:48,  1.81it/s, loss=0.048, pair=21.812, adv=26.415, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 257/453 [02:10<01:48,  1.81it/s, loss=0.042, pair=28.656, adv=21.970, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 258/453 [02:10<01:42,  1.91it/s, loss=0.042, pair=28.656, adv=21.970, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 258/453 [02:10<01:42,  1.91it/s, loss=0.043, pair=22.422, adv=26.360, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 259/453 [02:10<01:47,  1.80it/s, loss=0.043, pair=22.422, adv=26.360, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 259/453 [02:11<01:47,  1.80it/s, loss=0.040, pair=23.359, adv=23.686, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 260/453 [02:11<01:41,  1.90it/s, loss=0.040, pair=23.359, adv=23.686, sprd=0.
Ep 004/80 [S1:deg_only]:  57%|▌| 260/453 [02:11<01:41,  1.90it/s, loss=0.048, pair=20.828, adv=12.087, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 261/453 [02:11<01:45,  1.82it/s, loss=0.048, pair=20.828, adv=12.087, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 261/453 [02:12<01:45,  1.82it/s, loss=0.044, pair=22.250, adv=19.401, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 262/453 [02:12<01:37,  1.97it/s, loss=0.044, pair=22.250, adv=19.401, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 262/453 [02:12<01:37,  1.97it/s, loss=0.052, pair=20.797, adv=20.602, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 263/453 [02:12<01:42,  1.85it/s, loss=0.052, pair=20.797, adv=20.602, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 263/453 [02:13<01:42,  1.85it/s, loss=0.043, pair=25.359, adv=27.920, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 264/453 [02:13<01:35,  1.97it/s, loss=0.043, pair=25.359, adv=27.920, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 264/453 [02:13<01:35,  1.97it/s, loss=0.048, pair=22.156, adv=24.369, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 265/453 [02:13<01:35,  1.96it/s, loss=0.048, pair=22.156, adv=24.369, sprd=0.
Ep 004/80 [S1:deg_only]:  58%|▌| 265/453 [02:14<01:35,  1.96it/s, loss=0.048, pair=21.922, adv=29.649, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 266/453 [02:14<01:29,  2.10it/s, loss=0.048, pair=21.922, adv=29.649, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 266/453 [02:14<01:29,  2.10it/s, loss=0.040, pair=19.172, adv=20.266, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 267/453 [02:14<01:31,  2.03it/s, loss=0.040, pair=19.172, adv=20.266, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 267/453 [02:15<01:31,  2.03it/s, loss=0.043, pair=19.766, adv=23.415, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 268/453 [02:15<01:25,  2.15it/s, loss=0.043, pair=19.766, adv=23.415, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 268/453 [02:15<01:25,  2.15it/s, loss=0.045, pair=18.734, adv=23.802, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 269/453 [02:15<01:28,  2.08it/s, loss=0.045, pair=18.734, adv=23.802, sprd=0.
Ep 004/80 [S1:deg_only]:  59%|▌| 269/453 [02:16<01:28,  2.08it/s, loss=0.043, pair=16.719, adv=21.968, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 270/453 [02:16<01:23,  2.19it/s, loss=0.043, pair=16.719, adv=21.968, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 270/453 [02:16<01:23,  2.19it/s, loss=0.041, pair=24.203, adv=24.275, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 271/453 [02:16<01:27,  2.09it/s, loss=0.041, pair=24.203, adv=24.275, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 271/453 [02:16<01:27,  2.09it/s, loss=0.040, pair=19.469, adv=24.100, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 272/453 [02:16<01:22,  2.19it/s, loss=0.040, pair=19.469, adv=24.100, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 272/453 [02:17<01:22,  2.19it/s, loss=0.040, pair=26.547, adv=25.783, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 273/453 [02:17<01:26,  2.08it/s, loss=0.040, pair=26.547, adv=25.783, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 273/453 [02:17<01:26,  2.08it/s, loss=0.045, pair=19.062, adv=20.038, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 274/453 [02:17<01:22,  2.18it/s, loss=0.045, pair=19.062, adv=20.038, sprd=0.
Ep 004/80 [S1:deg_only]:  60%|▌| 274/453 [02:18<01:22,  2.18it/s, loss=0.042, pair=9.711, adv=26.373, sprd=0.0
Ep 004/80 [S1:deg_only]:  61%|▌| 275/453 [02:18<01:25,  2.09it/s, loss=0.042, pair=9.711, adv=26.373, sprd=0.0
Ep 004/80 [S1:deg_only]:  61%|▌| 275/453 [02:18<01:25,  2.09it/s, loss=0.043, pair=17.812, adv=25.621, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 276/453 [02:18<01:20,  2.19it/s, loss=0.043, pair=17.812, adv=25.621, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 276/453 [02:19<01:20,  2.19it/s, loss=0.041, pair=25.750, adv=19.095, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 277/453 [02:19<01:24,  2.09it/s, loss=0.041, pair=25.750, adv=19.095, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 277/453 [02:19<01:24,  2.09it/s, loss=0.045, pair=20.297, adv=26.617, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 278/453 [02:19<01:20,  2.18it/s, loss=0.045, pair=20.297, adv=26.617, sprd=0.
Ep 004/80 [S1:deg_only]:  61%|▌| 278/453 [02:20<01:20,  2.18it/s, loss=0.042, pair=20.688, adv=33.697, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 279/453 [02:20<01:22,  2.11it/s, loss=0.042, pair=20.688, adv=33.697, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 279/453 [02:20<01:22,  2.11it/s, loss=0.042, pair=25.766, adv=25.858, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 280/453 [02:20<01:19,  2.17it/s, loss=0.042, pair=25.766, adv=25.858, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 280/453 [02:21<01:19,  2.17it/s, loss=0.050, pair=16.453, adv=22.612, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 281/453 [02:21<01:23,  2.06it/s, loss=0.050, pair=16.453, adv=22.612, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 281/453 [02:21<01:23,  2.06it/s, loss=0.042, pair=18.297, adv=21.251, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 282/453 [02:21<01:18,  2.19it/s, loss=0.042, pair=18.297, adv=21.251, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 282/453 [02:22<01:18,  2.19it/s, loss=0.046, pair=23.312, adv=25.393, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 283/453 [02:22<01:20,  2.10it/s, loss=0.046, pair=23.312, adv=25.393, sprd=0.
Ep 004/80 [S1:deg_only]:  62%|▌| 283/453 [02:22<01:20,  2.10it/s, loss=0.044, pair=19.812, adv=23.239, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 284/453 [02:22<01:18,  2.16it/s, loss=0.044, pair=19.812, adv=23.239, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 284/453 [02:23<01:18,  2.16it/s, loss=0.046, pair=20.453, adv=16.683, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 285/453 [02:23<01:21,  2.07it/s, loss=0.046, pair=20.453, adv=16.683, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 285/453 [02:23<01:21,  2.07it/s, loss=0.046, pair=16.672, adv=22.146, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 286/453 [02:23<01:17,  2.15it/s, loss=0.046, pair=16.672, adv=22.146, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 286/453 [02:24<01:17,  2.15it/s, loss=0.048, pair=13.336, adv=27.480, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 287/453 [02:24<01:20,  2.07it/s, loss=0.048, pair=13.336, adv=27.480, sprd=0.
Ep 004/80 [S1:deg_only]:  63%|▋| 287/453 [02:24<01:20,  2.07it/s, loss=0.043, pair=19.500, adv=18.197, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 288/453 [02:24<01:15,  2.17it/s, loss=0.043, pair=19.500, adv=18.197, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 288/453 [02:24<01:15,  2.17it/s, loss=0.044, pair=21.062, adv=32.195, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:16,  2.13it/s, loss=0.044, pair=21.062, adv=32.195, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 289/453 [02:25<01:16,  2.13it/s, loss=0.048, pair=17.016, adv=31.729, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 290/453 [02:25<01:13,  2.22it/s, loss=0.048, pair=17.016, adv=31.729, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 290/453 [02:25<01:13,  2.22it/s, loss=0.046, pair=21.469, adv=31.276, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:18,  2.07it/s, loss=0.046, pair=21.469, adv=31.276, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 291/453 [02:26<01:18,  2.07it/s, loss=0.058, pair=21.172, adv=30.643, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 292/453 [02:26<01:14,  2.15it/s, loss=0.058, pair=21.172, adv=30.643, sprd=0.
Ep 004/80 [S1:deg_only]:  64%|▋| 292/453 [02:26<01:14,  2.15it/s, loss=0.044, pair=21.672, adv=28.549, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:21,  1.96it/s, loss=0.044, pair=21.672, adv=28.549, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 293/453 [02:27<01:21,  1.96it/s, loss=0.049, pair=18.016, adv=28.738, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 294/453 [02:27<01:18,  2.04it/s, loss=0.049, pair=18.016, adv=28.738, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 294/453 [02:27<01:18,  2.04it/s, loss=0.048, pair=25.547, adv=32.333, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:19,  1.98it/s, loss=0.048, pair=25.547, adv=32.333, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 295/453 [02:28<01:19,  1.98it/s, loss=0.042, pair=24.734, adv=30.188, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 296/453 [02:28<01:15,  2.07it/s, loss=0.042, pair=24.734, adv=30.188, sprd=0.
Ep 004/80 [S1:deg_only]:  65%|▋| 296/453 [02:28<01:15,  2.07it/s, loss=0.499, pair=18.859, adv=28.165, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:20,  1.95it/s, loss=0.499, pair=18.859, adv=28.165, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 297/453 [02:29<01:20,  1.95it/s, loss=0.046, pair=26.344, adv=28.044, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 298/453 [02:29<01:15,  2.05it/s, loss=0.046, pair=26.344, adv=28.044, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 298/453 [02:29<01:15,  2.05it/s, loss=0.061, pair=29.516, adv=30.207, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:17,  1.98it/s, loss=0.061, pair=29.516, adv=30.207, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 299/453 [02:30<01:17,  1.98it/s, loss=0.050, pair=25.938, adv=30.502, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:13,  2.07it/s, loss=0.050, pair=25.938, adv=30.502, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:13,  2.07it/s, loss=0.043, pair=24.516, adv=33.181, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:17,  1.97it/s, loss=0.043, pair=24.516, adv=33.181, sprd=0.
Ep 004/80 [S1:deg_only]:  66%|▋| 301/453 [02:31<01:17,  1.97it/s, loss=0.045, pair=16.484, adv=31.369, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:12,  2.08it/s, loss=0.045, pair=16.484, adv=31.369, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:12,  2.08it/s, loss=0.632, pair=26.656, adv=26.212, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:16,  1.97it/s, loss=0.632, pair=26.656, adv=26.212, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 303/453 [02:32<01:16,  1.97it/s, loss=0.050, pair=21.891, adv=31.777, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 304/453 [02:32<01:10,  2.11it/s, loss=0.050, pair=21.891, adv=31.777, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 304/453 [02:32<01:10,  2.11it/s, loss=0.047, pair=25.359, adv=34.823, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 305/453 [02:32<01:13,  2.02it/s, loss=0.047, pair=25.359, adv=34.823, sprd=0.
Ep 004/80 [S1:deg_only]:  67%|▋| 305/453 [02:33<01:13,  2.02it/s, loss=0.043, pair=18.812, adv=27.869, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 306/453 [02:33<01:10,  2.09it/s, loss=0.043, pair=18.812, adv=27.869, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 306/453 [02:33<01:10,  2.09it/s, loss=0.520, pair=23.094, adv=33.071, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 307/453 [02:33<01:12,  2.00it/s, loss=0.520, pair=23.094, adv=33.071, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 307/453 [02:34<01:12,  2.00it/s, loss=0.048, pair=23.969, adv=27.999, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:09,  2.08it/s, loss=0.048, pair=23.969, adv=27.999, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:09,  2.08it/s, loss=0.044, pair=28.656, adv=32.323, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 309/453 [02:34<01:12,  1.98it/s, loss=0.044, pair=28.656, adv=32.323, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 309/453 [02:35<01:12,  1.98it/s, loss=0.053, pair=17.859, adv=26.827, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:07,  2.13it/s, loss=0.053, pair=17.859, adv=26.827, sprd=0.
Ep 004/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:07,  2.13it/s, loss=0.045, pair=23.359, adv=26.158, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 311/453 [02:35<01:09,  2.05it/s, loss=0.045, pair=23.359, adv=26.158, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 311/453 [02:36<01:09,  2.05it/s, loss=0.044, pair=15.414, adv=28.261, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 312/453 [02:36<01:05,  2.14it/s, loss=0.044, pair=15.414, adv=28.261, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 312/453 [02:36<01:05,  2.14it/s, loss=0.050, pair=17.000, adv=33.012, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 313/453 [02:36<01:07,  2.06it/s, loss=0.050, pair=17.000, adv=33.012, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 313/453 [02:37<01:07,  2.06it/s, loss=0.046, pair=26.188, adv=37.972, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 314/453 [02:37<01:04,  2.16it/s, loss=0.046, pair=26.188, adv=37.972, sprd=0.
Ep 004/80 [S1:deg_only]:  69%|▋| 314/453 [02:37<01:04,  2.16it/s, loss=0.071, pair=18.312, adv=31.419, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:07,  2.06it/s, loss=0.071, pair=18.312, adv=31.419, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 315/453 [02:38<01:07,  2.06it/s, loss=0.044, pair=29.250, adv=36.958, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 316/453 [02:38<01:03,  2.17it/s, loss=0.044, pair=29.250, adv=36.958, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 316/453 [02:38<01:03,  2.17it/s, loss=0.045, pair=12.836, adv=35.481, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 317/453 [02:38<01:07,  2.00it/s, loss=0.045, pair=12.836, adv=35.481, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 317/453 [02:39<01:07,  2.00it/s, loss=0.044, pair=18.016, adv=28.390, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 318/453 [02:39<01:03,  2.14it/s, loss=0.044, pair=18.016, adv=28.390, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 318/453 [02:39<01:03,  2.14it/s, loss=0.046, pair=26.125, adv=31.867, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 319/453 [02:39<01:05,  2.05it/s, loss=0.046, pair=26.125, adv=31.867, sprd=0.
Ep 004/80 [S1:deg_only]:  70%|▋| 319/453 [02:39<01:05,  2.05it/s, loss=0.048, pair=23.875, adv=27.846, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 320/453 [02:39<01:01,  2.16it/s, loss=0.048, pair=23.875, adv=27.846, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 320/453 [02:40<01:01,  2.16it/s, loss=0.045, pair=26.016, adv=28.084, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 321/453 [02:40<01:04,  2.05it/s, loss=0.045, pair=26.016, adv=28.084, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 321/453 [02:40<01:04,  2.05it/s, loss=0.047, pair=19.203, adv=28.137, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 322/453 [02:40<01:00,  2.17it/s, loss=0.047, pair=19.203, adv=28.137, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 322/453 [02:41<01:00,  2.17it/s, loss=0.046, pair=22.078, adv=22.922, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 323/453 [02:41<01:02,  2.07it/s, loss=0.046, pair=22.078, adv=22.922, sprd=0.
Ep 004/80 [S1:deg_only]:  71%|▋| 323/453 [02:41<01:02,  2.07it/s, loss=0.043, pair=25.078, adv=24.252, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 324/453 [02:41<00:59,  2.17it/s, loss=0.043, pair=25.078, adv=24.252, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 324/453 [02:42<00:59,  2.17it/s, loss=0.046, pair=17.297, adv=27.656, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 325/453 [02:42<01:01,  2.09it/s, loss=0.046, pair=17.297, adv=27.656, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 325/453 [02:42<01:01,  2.09it/s, loss=0.042, pair=12.820, adv=30.539, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 326/453 [02:42<00:58,  2.18it/s, loss=0.042, pair=12.820, adv=30.539, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 326/453 [02:43<00:58,  2.18it/s, loss=0.053, pair=18.375, adv=29.722, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:00,  2.09it/s, loss=0.053, pair=18.375, adv=29.722, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:00,  2.09it/s, loss=0.040, pair=16.203, adv=32.776, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 328/453 [02:43<00:56,  2.20it/s, loss=0.040, pair=16.203, adv=32.776, sprd=0.
Ep 004/80 [S1:deg_only]:  72%|▋| 328/453 [02:44<00:56,  2.20it/s, loss=0.052, pair=16.734, adv=29.887, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<00:57,  2.14it/s, loss=0.052, pair=16.734, adv=29.887, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<00:57,  2.14it/s, loss=0.042, pair=25.281, adv=31.376, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 330/453 [02:44<00:55,  2.23it/s, loss=0.042, pair=25.281, adv=31.376, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 330/453 [02:45<00:55,  2.23it/s, loss=0.061, pair=19.859, adv=31.700, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<00:58,  2.08it/s, loss=0.061, pair=19.859, adv=31.700, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<00:58,  2.08it/s, loss=0.044, pair=27.922, adv=33.284, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 332/453 [02:45<00:58,  2.09it/s, loss=0.044, pair=27.922, adv=33.284, sprd=0.
Ep 004/80 [S1:deg_only]:  73%|▋| 332/453 [02:46<00:58,  2.09it/s, loss=0.054, pair=15.812, adv=35.382, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:02,  1.92it/s, loss=0.054, pair=15.812, adv=35.382, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:02,  1.92it/s, loss=0.044, pair=11.938, adv=37.332, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 334/453 [02:46<00:59,  2.00it/s, loss=0.044, pair=11.938, adv=37.332, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 334/453 [02:47<00:59,  2.00it/s, loss=0.044, pair=22.719, adv=34.897, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<01:03,  1.86it/s, loss=0.044, pair=22.719, adv=34.897, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<01:03,  1.86it/s, loss=0.054, pair=14.773, adv=37.945, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 336/453 [02:47<00:57,  2.04it/s, loss=0.054, pair=14.773, adv=37.945, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 336/453 [02:48<00:57,  2.04it/s, loss=0.051, pair=14.508, adv=35.220, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<01:00,  1.91it/s, loss=0.051, pair=14.508, adv=35.220, sprd=0.
Ep 004/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<01:00,  1.91it/s, loss=0.045, pair=15.281, adv=33.212, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▋| 338/453 [02:48<00:56,  2.03it/s, loss=0.045, pair=15.281, adv=33.212, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▋| 338/453 [02:49<00:56,  2.03it/s, loss=0.049, pair=10.375, adv=35.498, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<01:00,  1.89it/s, loss=0.049, pair=10.375, adv=35.498, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<01:00,  1.89it/s, loss=0.053, pair=23.953, adv=38.925, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 340/453 [02:49<00:55,  2.02it/s, loss=0.053, pair=23.953, adv=38.925, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 340/453 [02:50<00:55,  2.02it/s, loss=0.148, pair=25.156, adv=31.470, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 341/453 [02:50<01:00,  1.85it/s, loss=0.148, pair=25.156, adv=31.470, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 341/453 [02:50<01:00,  1.85it/s, loss=0.042, pair=20.594, adv=29.335, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 342/453 [02:50<00:56,  1.96it/s, loss=0.042, pair=20.594, adv=29.335, sprd=0.
Ep 004/80 [S1:deg_only]:  75%|▊| 342/453 [02:51<00:56,  1.96it/s, loss=0.049, pair=20.094, adv=30.667, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 343/453 [02:51<01:02,  1.76it/s, loss=0.049, pair=20.094, adv=30.667, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 343/453 [02:51<01:02,  1.76it/s, loss=0.042, pair=22.578, adv=36.796, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 344/453 [02:51<00:57,  1.90it/s, loss=0.042, pair=22.578, adv=36.796, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 344/453 [02:52<00:57,  1.90it/s, loss=0.043, pair=23.266, adv=34.970, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 345/453 [02:52<01:04,  1.68it/s, loss=0.043, pair=23.266, adv=34.970, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 345/453 [02:53<01:04,  1.68it/s, loss=0.042, pair=12.797, adv=27.354, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 346/453 [02:53<00:58,  1.82it/s, loss=0.042, pair=12.797, adv=27.354, sprd=0.
Ep 004/80 [S1:deg_only]:  76%|▊| 346/453 [02:53<00:58,  1.82it/s, loss=0.047, pair=19.875, adv=34.605, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 347/453 [02:53<01:01,  1.73it/s, loss=0.047, pair=19.875, adv=34.605, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 347/453 [02:54<01:01,  1.73it/s, loss=0.042, pair=16.625, adv=29.853, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 348/453 [02:54<00:56,  1.86it/s, loss=0.042, pair=16.625, adv=29.853, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 348/453 [02:54<00:56,  1.86it/s, loss=0.044, pair=15.750, adv=29.338, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 349/453 [02:54<00:59,  1.75it/s, loss=0.044, pair=15.750, adv=29.338, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 349/453 [02:55<00:59,  1.75it/s, loss=0.043, pair=24.453, adv=29.351, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 350/453 [02:55<00:55,  1.87it/s, loss=0.043, pair=24.453, adv=29.351, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 350/453 [02:56<00:55,  1.87it/s, loss=0.046, pair=34.062, adv=39.869, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 351/453 [02:56<00:57,  1.79it/s, loss=0.046, pair=34.062, adv=39.869, sprd=0.
Ep 004/80 [S1:deg_only]:  77%|▊| 351/453 [02:56<00:57,  1.79it/s, loss=0.045, pair=11.383, adv=22.329, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 352/453 [02:56<00:52,  1.92it/s, loss=0.045, pair=11.383, adv=22.329, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 352/453 [02:57<00:52,  1.92it/s, loss=0.044, pair=27.344, adv=33.030, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 353/453 [02:57<00:55,  1.81it/s, loss=0.044, pair=27.344, adv=33.030, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 353/453 [02:57<00:55,  1.81it/s, loss=0.042, pair=13.430, adv=27.600, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 354/453 [02:57<00:51,  1.92it/s, loss=0.042, pair=13.430, adv=27.600, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 354/453 [02:58<00:51,  1.92it/s, loss=0.147, pair=16.453, adv=40.436, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 355/453 [02:58<00:54,  1.81it/s, loss=0.147, pair=16.453, adv=40.436, sprd=0.
Ep 004/80 [S1:deg_only]:  78%|▊| 355/453 [02:58<00:54,  1.81it/s, loss=0.042, pair=26.047, adv=38.131, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 356/453 [02:58<00:50,  1.94it/s, loss=0.042, pair=26.047, adv=38.131, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 356/453 [02:59<00:50,  1.94it/s, loss=0.045, pair=21.266, adv=34.979, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 357/453 [02:59<00:53,  1.79it/s, loss=0.045, pair=21.266, adv=34.979, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 357/453 [02:59<00:53,  1.79it/s, loss=0.060, pair=13.992, adv=34.971, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 358/453 [02:59<00:49,  1.93it/s, loss=0.060, pair=13.992, adv=34.971, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 358/453 [03:00<00:49,  1.93it/s, loss=0.052, pair=21.922, adv=32.714, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 359/453 [03:00<00:51,  1.84it/s, loss=0.052, pair=21.922, adv=32.714, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 359/453 [03:00<00:51,  1.84it/s, loss=0.044, pair=14.672, adv=33.198, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 360/453 [03:00<00:47,  1.96it/s, loss=0.044, pair=14.672, adv=33.198, sprd=0.
Ep 004/80 [S1:deg_only]:  79%|▊| 360/453 [03:01<00:47,  1.96it/s, loss=0.048, pair=24.047, adv=32.337, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 361/453 [03:01<00:49,  1.86it/s, loss=0.048, pair=24.047, adv=32.337, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 361/453 [03:01<00:49,  1.86it/s, loss=0.045, pair=11.906, adv=37.303, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 362/453 [03:01<00:44,  2.03it/s, loss=0.045, pair=11.906, adv=37.303, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 362/453 [03:02<00:44,  2.03it/s, loss=0.049, pair=21.453, adv=33.953, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 363/453 [03:02<00:45,  1.97it/s, loss=0.049, pair=21.453, adv=33.953, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 363/453 [03:02<00:45,  1.97it/s, loss=0.053, pair=23.656, adv=31.818, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 364/453 [03:02<00:42,  2.08it/s, loss=0.053, pair=23.656, adv=31.818, sprd=0.
Ep 004/80 [S1:deg_only]:  80%|▊| 364/453 [03:03<00:42,  2.08it/s, loss=0.050, pair=22.047, adv=25.723, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 365/453 [03:03<00:43,  2.02it/s, loss=0.050, pair=22.047, adv=25.723, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 365/453 [03:03<00:43,  2.02it/s, loss=0.044, pair=21.312, adv=36.569, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 366/453 [03:03<00:40,  2.16it/s, loss=0.044, pair=21.312, adv=36.569, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 366/453 [03:04<00:40,  2.16it/s, loss=0.046, pair=16.500, adv=32.410, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 367/453 [03:04<00:42,  2.01it/s, loss=0.046, pair=16.500, adv=32.410, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 367/453 [03:04<00:42,  2.01it/s, loss=0.046, pair=22.344, adv=35.135, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 368/453 [03:04<00:40,  2.11it/s, loss=0.046, pair=22.344, adv=35.135, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 368/453 [03:05<00:40,  2.11it/s, loss=0.050, pair=22.531, adv=31.827, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 369/453 [03:05<00:41,  2.02it/s, loss=0.050, pair=22.531, adv=31.827, sprd=0.
Ep 004/80 [S1:deg_only]:  81%|▊| 369/453 [03:05<00:41,  2.02it/s, loss=0.051, pair=19.719, adv=34.745, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 370/453 [03:05<00:38,  2.17it/s, loss=0.051, pair=19.719, adv=34.745, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 370/453 [03:06<00:38,  2.17it/s, loss=0.049, pair=29.578, adv=28.868, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 371/453 [03:06<00:39,  2.07it/s, loss=0.049, pair=29.578, adv=28.868, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 371/453 [03:06<00:39,  2.07it/s, loss=0.044, pair=26.562, adv=35.520, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 372/453 [03:06<00:36,  2.19it/s, loss=0.044, pair=26.562, adv=35.520, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 372/453 [03:07<00:36,  2.19it/s, loss=0.046, pair=22.328, adv=32.221, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 373/453 [03:07<00:40,  1.98it/s, loss=0.046, pair=22.328, adv=32.221, sprd=0.
Ep 004/80 [S1:deg_only]:  82%|▊| 373/453 [03:07<00:40,  1.98it/s, loss=0.043, pair=24.359, adv=34.111, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 374/453 [03:07<00:37,  2.11it/s, loss=0.043, pair=24.359, adv=34.111, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 374/453 [03:07<00:37,  2.11it/s, loss=0.050, pair=24.172, adv=29.640, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 375/453 [03:07<00:37,  2.06it/s, loss=0.050, pair=24.172, adv=29.640, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 375/453 [03:08<00:37,  2.06it/s, loss=0.044, pair=28.047, adv=34.627, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 376/453 [03:08<00:35,  2.15it/s, loss=0.044, pair=28.047, adv=34.627, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 376/453 [03:08<00:35,  2.15it/s, loss=0.148, pair=21.328, adv=34.089, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 377/453 [03:08<00:37,  2.05it/s, loss=0.148, pair=21.328, adv=34.089, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 377/453 [03:09<00:37,  2.05it/s, loss=0.041, pair=28.938, adv=30.826, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 378/453 [03:09<00:35,  2.13it/s, loss=0.041, pair=28.938, adv=30.826, sprd=0.
Ep 004/80 [S1:deg_only]:  83%|▊| 378/453 [03:09<00:35,  2.13it/s, loss=0.047, pair=14.500, adv=34.617, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 379/453 [03:09<00:35,  2.08it/s, loss=0.047, pair=14.500, adv=34.617, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 379/453 [03:10<00:35,  2.08it/s, loss=0.043, pair=24.719, adv=34.539, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 380/453 [03:10<00:33,  2.15it/s, loss=0.043, pair=24.719, adv=34.539, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 380/453 [03:10<00:33,  2.15it/s, loss=0.045, pair=29.188, adv=31.567, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 381/453 [03:10<00:35,  2.05it/s, loss=0.045, pair=29.188, adv=31.567, sprd=0.
Ep 004/80 [S1:deg_only]:  84%|▊| 381/453 [03:11<00:35,  2.05it/s, loss=0.043, pair=7.648, adv=28.732, sprd=0.0
Ep 004/80 [S1:deg_only]:  84%|▊| 382/453 [03:11<00:32,  2.16it/s, loss=0.043, pair=7.648, adv=28.732, sprd=0.0
Ep 004/80 [S1:deg_only]:  84%|▊| 382/453 [03:11<00:32,  2.16it/s, loss=0.041, pair=15.023, adv=29.699, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 383/453 [03:11<00:33,  2.07it/s, loss=0.041, pair=15.023, adv=29.699, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 383/453 [03:12<00:33,  2.07it/s, loss=0.043, pair=18.625, adv=31.156, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 384/453 [03:12<00:31,  2.16it/s, loss=0.043, pair=18.625, adv=31.156, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 384/453 [03:12<00:31,  2.16it/s, loss=0.045, pair=10.570, adv=28.964, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:33,  2.05it/s, loss=0.045, pair=10.570, adv=28.964, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 385/453 [03:13<00:33,  2.05it/s, loss=0.042, pair=23.328, adv=33.098, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 386/453 [03:13<00:31,  2.14it/s, loss=0.042, pair=23.328, adv=33.098, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 386/453 [03:13<00:31,  2.14it/s, loss=0.040, pair=14.562, adv=34.135, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:32,  2.04it/s, loss=0.040, pair=14.562, adv=34.135, sprd=0.
Ep 004/80 [S1:deg_only]:  85%|▊| 387/453 [03:14<00:32,  2.04it/s, loss=0.044, pair=22.141, adv=34.975, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 388/453 [03:14<00:30,  2.11it/s, loss=0.044, pair=22.141, adv=34.975, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 388/453 [03:14<00:30,  2.11it/s, loss=0.046, pair=16.344, adv=28.228, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 389/453 [03:14<00:31,  2.03it/s, loss=0.046, pair=16.344, adv=28.228, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 389/453 [03:15<00:31,  2.03it/s, loss=0.043, pair=22.188, adv=34.444, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 390/453 [03:15<00:29,  2.11it/s, loss=0.043, pair=22.188, adv=34.444, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 390/453 [03:15<00:29,  2.11it/s, loss=0.048, pair=21.266, adv=29.723, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 391/453 [03:15<00:30,  2.02it/s, loss=0.048, pair=21.266, adv=29.723, sprd=0.
Ep 004/80 [S1:deg_only]:  86%|▊| 391/453 [03:16<00:30,  2.02it/s, loss=0.044, pair=21.625, adv=32.681, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 392/453 [03:16<00:28,  2.13it/s, loss=0.044, pair=21.625, adv=32.681, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 392/453 [03:16<00:28,  2.13it/s, loss=0.147, pair=23.922, adv=34.259, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 393/453 [03:16<00:29,  2.04it/s, loss=0.147, pair=23.922, adv=34.259, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 393/453 [03:16<00:29,  2.04it/s, loss=0.046, pair=20.391, adv=31.880, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 394/453 [03:16<00:27,  2.17it/s, loss=0.046, pair=20.391, adv=31.880, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 394/453 [03:17<00:27,  2.17it/s, loss=0.044, pair=23.672, adv=33.766, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 395/453 [03:17<00:28,  2.06it/s, loss=0.044, pair=23.672, adv=33.766, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 395/453 [03:17<00:28,  2.06it/s, loss=0.042, pair=27.109, adv=35.304, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 396/453 [03:17<00:26,  2.13it/s, loss=0.042, pair=27.109, adv=35.304, sprd=0.
Ep 004/80 [S1:deg_only]:  87%|▊| 396/453 [03:18<00:26,  2.13it/s, loss=0.045, pair=19.172, adv=32.737, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 397/453 [03:18<00:27,  2.04it/s, loss=0.045, pair=19.172, adv=32.737, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 397/453 [03:18<00:27,  2.04it/s, loss=0.043, pair=25.969, adv=35.292, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 398/453 [03:18<00:25,  2.14it/s, loss=0.043, pair=25.969, adv=35.292, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 398/453 [03:19<00:25,  2.14it/s, loss=0.045, pair=28.891, adv=32.493, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 399/453 [03:19<00:26,  2.03it/s, loss=0.045, pair=28.891, adv=32.493, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 399/453 [03:19<00:26,  2.03it/s, loss=0.039, pair=21.906, adv=36.094, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 400/453 [03:19<00:24,  2.14it/s, loss=0.039, pair=21.906, adv=36.094, sprd=0.
Ep 004/80 [S1:deg_only]:  88%|▉| 400/453 [03:20<00:24,  2.14it/s, loss=0.053, pair=22.766, adv=32.288, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 401/453 [03:20<00:25,  2.02it/s, loss=0.053, pair=22.766, adv=32.288, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 401/453 [03:20<00:25,  2.02it/s, loss=0.042, pair=20.156, adv=36.273, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 402/453 [03:20<00:23,  2.13it/s, loss=0.042, pair=20.156, adv=36.273, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 402/453 [03:21<00:23,  2.13it/s, loss=0.044, pair=20.594, adv=31.546, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 403/453 [03:21<00:26,  1.92it/s, loss=0.044, pair=20.594, adv=31.546, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 403/453 [03:21<00:26,  1.92it/s, loss=0.044, pair=19.578, adv=32.793, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 404/453 [03:21<00:23,  2.04it/s, loss=0.044, pair=19.578, adv=32.793, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 404/453 [03:22<00:23,  2.04it/s, loss=0.042, pair=19.203, adv=31.074, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 405/453 [03:22<00:24,  2.00it/s, loss=0.042, pair=19.203, adv=31.074, sprd=0.
Ep 004/80 [S1:deg_only]:  89%|▉| 405/453 [03:22<00:24,  2.00it/s, loss=0.043, pair=22.234, adv=37.929, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 406/453 [03:22<00:22,  2.13it/s, loss=0.043, pair=22.234, adv=37.929, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 406/453 [03:23<00:22,  2.13it/s, loss=0.046, pair=25.688, adv=37.303, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 407/453 [03:23<00:22,  2.02it/s, loss=0.046, pair=25.688, adv=37.303, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 407/453 [03:23<00:22,  2.02it/s, loss=0.046, pair=22.703, adv=37.600, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 408/453 [03:23<00:20,  2.19it/s, loss=0.046, pair=22.703, adv=37.600, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 408/453 [03:24<00:20,  2.19it/s, loss=0.048, pair=21.844, adv=36.756, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 409/453 [03:24<00:21,  2.06it/s, loss=0.048, pair=21.844, adv=36.756, sprd=0.
Ep 004/80 [S1:deg_only]:  90%|▉| 409/453 [03:24<00:21,  2.06it/s, loss=0.046, pair=28.562, adv=35.627, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 410/453 [03:24<00:20,  2.14it/s, loss=0.046, pair=28.562, adv=35.627, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 410/453 [03:25<00:20,  2.14it/s, loss=0.090, pair=21.047, adv=37.746, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 411/453 [03:25<00:20,  2.02it/s, loss=0.090, pair=21.047, adv=37.746, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 411/453 [03:25<00:20,  2.02it/s, loss=0.042, pair=27.891, adv=38.837, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 412/453 [03:25<00:19,  2.10it/s, loss=0.042, pair=27.891, adv=38.837, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 412/453 [03:26<00:19,  2.10it/s, loss=0.049, pair=21.531, adv=35.375, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 413/453 [03:26<00:19,  2.01it/s, loss=0.049, pair=21.531, adv=35.375, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 413/453 [03:26<00:19,  2.01it/s, loss=0.054, pair=17.609, adv=33.160, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 414/453 [03:26<00:18,  2.13it/s, loss=0.054, pair=17.609, adv=33.160, sprd=0.
Ep 004/80 [S1:deg_only]:  91%|▉| 414/453 [03:27<00:18,  2.13it/s, loss=0.049, pair=17.938, adv=39.130, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 415/453 [03:27<00:18,  2.11it/s, loss=0.049, pair=17.938, adv=39.130, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 415/453 [03:27<00:18,  2.11it/s, loss=0.043, pair=23.469, adv=36.795, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 416/453 [03:27<00:16,  2.21it/s, loss=0.043, pair=23.469, adv=36.795, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 416/453 [03:28<00:16,  2.21it/s, loss=0.045, pair=15.555, adv=38.440, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 417/453 [03:28<00:17,  2.11it/s, loss=0.045, pair=15.555, adv=38.440, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 417/453 [03:28<00:17,  2.11it/s, loss=0.045, pair=29.922, adv=37.844, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 418/453 [03:28<00:15,  2.20it/s, loss=0.045, pair=29.922, adv=37.844, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 418/453 [03:28<00:15,  2.20it/s, loss=0.050, pair=26.250, adv=35.547, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 419/453 [03:28<00:16,  2.11it/s, loss=0.050, pair=26.250, adv=35.547, sprd=0.
Ep 004/80 [S1:deg_only]:  92%|▉| 419/453 [03:29<00:16,  2.11it/s, loss=0.043, pair=18.547, adv=42.098, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 420/453 [03:29<00:15,  2.19it/s, loss=0.043, pair=18.547, adv=42.098, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 420/453 [03:29<00:15,  2.19it/s, loss=0.046, pair=29.438, adv=40.683, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 421/453 [03:29<00:15,  2.12it/s, loss=0.046, pair=29.438, adv=40.683, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 421/453 [03:30<00:15,  2.12it/s, loss=0.044, pair=31.172, adv=45.833, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 422/453 [03:30<00:14,  2.21it/s, loss=0.044, pair=31.172, adv=45.833, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 422/453 [03:30<00:14,  2.21it/s, loss=0.049, pair=21.906, adv=36.729, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 423/453 [03:30<00:14,  2.11it/s, loss=0.049, pair=21.906, adv=36.729, sprd=0.
Ep 004/80 [S1:deg_only]:  93%|▉| 423/453 [03:31<00:14,  2.11it/s, loss=0.044, pair=22.234, adv=41.353, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 424/453 [03:31<00:13,  2.21it/s, loss=0.044, pair=22.234, adv=41.353, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 424/453 [03:31<00:13,  2.21it/s, loss=0.054, pair=22.172, adv=35.280, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 425/453 [03:31<00:13,  2.08it/s, loss=0.054, pair=22.172, adv=35.280, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 425/453 [03:32<00:13,  2.08it/s, loss=0.047, pair=17.250, adv=35.852, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 426/453 [03:32<00:12,  2.16it/s, loss=0.047, pair=17.250, adv=35.852, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 426/453 [03:32<00:12,  2.16it/s, loss=0.047, pair=27.656, adv=51.059, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 427/453 [03:32<00:12,  2.01it/s, loss=0.047, pair=27.656, adv=51.059, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 427/453 [03:33<00:12,  2.01it/s, loss=0.045, pair=21.750, adv=41.172, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 428/453 [03:33<00:11,  2.13it/s, loss=0.045, pair=21.750, adv=41.172, sprd=0.
Ep 004/80 [S1:deg_only]:  94%|▉| 428/453 [03:33<00:11,  2.13it/s, loss=0.047, pair=23.562, adv=40.182, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 429/453 [03:33<00:11,  2.05it/s, loss=0.047, pair=23.562, adv=40.182, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 429/453 [03:34<00:11,  2.05it/s, loss=0.051, pair=25.453, adv=39.208, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:10,  2.11it/s, loss=0.051, pair=25.453, adv=39.208, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:10,  2.11it/s, loss=0.057, pair=20.672, adv=32.196, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 431/453 [03:34<00:11,  1.93it/s, loss=0.057, pair=20.672, adv=32.196, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 431/453 [03:35<00:11,  1.93it/s, loss=0.046, pair=23.719, adv=32.488, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:10,  1.99it/s, loss=0.046, pair=23.719, adv=32.488, sprd=0.
Ep 004/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:10,  1.99it/s, loss=0.039, pair=19.016, adv=34.449, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 433/453 [03:35<00:10,  1.85it/s, loss=0.039, pair=19.016, adv=34.449, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 433/453 [03:36<00:10,  1.85it/s, loss=0.046, pair=25.766, adv=28.621, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 434/453 [03:36<00:09,  1.95it/s, loss=0.046, pair=25.766, adv=28.621, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 434/453 [03:36<00:09,  1.95it/s, loss=0.044, pair=26.641, adv=37.022, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 435/453 [03:36<00:09,  1.85it/s, loss=0.044, pair=26.641, adv=37.022, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 435/453 [03:37<00:09,  1.85it/s, loss=0.045, pair=22.281, adv=37.901, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 436/453 [03:37<00:08,  1.97it/s, loss=0.045, pair=22.281, adv=37.901, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 436/453 [03:37<00:08,  1.97it/s, loss=0.045, pair=28.984, adv=32.874, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 437/453 [03:37<00:08,  1.85it/s, loss=0.045, pair=28.984, adv=32.874, sprd=0.
Ep 004/80 [S1:deg_only]:  96%|▉| 437/453 [03:38<00:08,  1.85it/s, loss=0.049, pair=16.078, adv=31.599, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 438/453 [03:38<00:07,  1.97it/s, loss=0.049, pair=16.078, adv=31.599, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 438/453 [03:39<00:07,  1.97it/s, loss=0.046, pair=18.000, adv=37.946, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 439/453 [03:39<00:07,  1.84it/s, loss=0.046, pair=18.000, adv=37.946, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 439/453 [03:39<00:07,  1.84it/s, loss=0.043, pair=26.344, adv=36.329, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 440/453 [03:39<00:06,  1.95it/s, loss=0.043, pair=26.344, adv=36.329, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 440/453 [03:40<00:06,  1.95it/s, loss=0.046, pair=21.531, adv=35.420, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 441/453 [03:40<00:06,  1.85it/s, loss=0.046, pair=21.531, adv=35.420, sprd=0.
Ep 004/80 [S1:deg_only]:  97%|▉| 441/453 [03:40<00:06,  1.85it/s, loss=0.048, pair=19.406, adv=33.633, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 442/453 [03:40<00:05,  1.96it/s, loss=0.048, pair=19.406, adv=33.633, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 442/453 [03:41<00:05,  1.96it/s, loss=0.149, pair=17.844, adv=36.269, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 443/453 [03:41<00:05,  1.86it/s, loss=0.149, pair=17.844, adv=36.269, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 443/453 [03:41<00:05,  1.86it/s, loss=0.040, pair=27.828, adv=30.615, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 444/453 [03:41<00:04,  1.99it/s, loss=0.040, pair=27.828, adv=30.615, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 444/453 [03:42<00:04,  1.99it/s, loss=0.145, pair=20.594, adv=34.841, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 445/453 [03:42<00:04,  1.86it/s, loss=0.145, pair=20.594, adv=34.841, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 445/453 [03:42<00:04,  1.86it/s, loss=0.041, pair=14.492, adv=29.134, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 446/453 [03:42<00:03,  1.97it/s, loss=0.041, pair=14.492, adv=29.134, sprd=0.
Ep 004/80 [S1:deg_only]:  98%|▉| 446/453 [03:43<00:03,  1.97it/s, loss=0.045, pair=18.391, adv=34.002, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 447/453 [03:43<00:03,  1.80it/s, loss=0.045, pair=18.391, adv=34.002, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 447/453 [03:43<00:03,  1.80it/s, loss=0.042, pair=28.969, adv=33.479, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 448/453 [03:43<00:02,  1.89it/s, loss=0.042, pair=28.969, adv=33.479, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 448/453 [03:44<00:02,  1.89it/s, loss=0.048, pair=15.867, adv=30.790, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 449/453 [03:44<00:02,  1.81it/s, loss=0.048, pair=15.867, adv=30.790, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 449/453 [03:44<00:02,  1.81it/s, loss=0.044, pair=19.234, adv=32.341, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 450/453 [03:44<00:01,  1.94it/s, loss=0.044, pair=19.234, adv=32.341, sprd=0.
Ep 004/80 [S1:deg_only]:  99%|▉| 450/453 [03:45<00:01,  1.94it/s, loss=0.045, pair=20.891, adv=35.482, sprd=0.
Ep 004/80 [S1:deg_only]: 100%|▉| 451/453 [03:45<00:01,  1.84it/s, loss=0.045, pair=20.891, adv=35.482, sprd=0.
Ep 004/80 [S1:deg_only]: 100%|▉| 451/453 [03:45<00:01,  1.84it/s, loss=0.044, pair=15.164, adv=30.262, sprd=0.
Ep 004/80 [S1:deg_only]: 100%|▉| 452/453 [03:45<00:00,  1.97it/s, loss=0.044, pair=15.164, adv=30.262, sprd=0.
Ep 004/80 [S1:deg_only]: 100%|▉| 452/453 [03:46<00:00,  1.97it/s, loss=0.046, pair=21.703, adv=30.252, sprd=0.
Ep 004/80 [S1:deg_only]: 100%|█| 453/453 [03:46<00:00,  1.81it/s, loss=0.046, pair=21.703, adv=30.252, sprd=0.
                                                                                                              
Epoch 004/80 [S1:deg_only]  loss=0.0523  mat=0.3470  sens=22.1487  pair=21.1089  adv=27.7576(rand=3.47)  deg=0.0076  orth=0.0033  spread=0.0008  q_mean=50.3  q_std=24.4  α=0.10 β=0.00 γ=1.00 λ_grl=0.185  lr=9.97e-05  226s

Ep 005/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 005/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.048, pair=25.953, adv=39.515, sprd=0.001]
Ep 005/80 [S1:deg_only]:   0%| | 1/453 [00:01<09:13,  1.22s/it, loss=0.048, pair=25.953, adv=39.515, sprd=0.00
Ep 005/80 [S1:deg_only]:   0%| | 1/453 [00:01<09:13,  1.22s/it, loss=0.044, pair=20.141, adv=30.869, sprd=0.00
Ep 005/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:43,  1.31it/s, loss=0.044, pair=20.141, adv=30.869, sprd=0.00
Ep 005/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:43,  1.31it/s, loss=0.049, pair=25.984, adv=39.460, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 3/453 [00:02<05:21,  1.40it/s, loss=0.049, pair=25.984, adv=39.460, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 3/453 [00:02<05:21,  1.40it/s, loss=0.045, pair=30.250, adv=38.860, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 4/453 [00:02<04:29,  1.67it/s, loss=0.045, pair=30.250, adv=38.860, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 4/453 [00:03<04:29,  1.67it/s, loss=0.046, pair=15.328, adv=32.708, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:28,  1.67it/s, loss=0.046, pair=15.328, adv=32.708, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:28,  1.67it/s, loss=0.041, pair=24.859, adv=36.433, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 6/453 [00:03<04:00,  1.86it/s, loss=0.041, pair=24.859, adv=36.433, sprd=0.00
Ep 005/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:00,  1.86it/s, loss=0.052, pair=18.766, adv=37.883, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 7/453 [00:04<03:55,  1.90it/s, loss=0.052, pair=18.766, adv=37.883, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 7/453 [00:04<03:55,  1.90it/s, loss=0.044, pair=19.562, adv=38.194, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:38,  2.03it/s, loss=0.044, pair=19.562, adv=38.194, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 8/453 [00:05<03:38,  2.03it/s, loss=0.049, pair=25.859, adv=33.801, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:47,  1.95it/s, loss=0.049, pair=25.859, adv=33.801, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:47,  1.95it/s, loss=0.044, pair=21.328, adv=36.636, sprd=0.00
Ep 005/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:31,  2.09it/s, loss=0.044, pair=21.328, adv=36.636, sprd=0.0
Ep 005/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:31,  2.09it/s, loss=0.045, pair=18.922, adv=35.427, sprd=0.0
Ep 005/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:37,  2.03it/s, loss=0.045, pair=18.922, adv=35.427, sprd=0.0
Ep 005/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:37,  2.03it/s, loss=0.046, pair=18.594, adv=32.658, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:25,  2.14it/s, loss=0.046, pair=18.594, adv=32.658, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:25,  2.14it/s, loss=0.043, pair=20.812, adv=35.354, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:32,  2.07it/s, loss=0.043, pair=20.812, adv=35.354, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:32,  2.07it/s, loss=0.042, pair=18.547, adv=32.356, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:24,  2.14it/s, loss=0.042, pair=18.547, adv=32.356, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:24,  2.14it/s, loss=0.044, pair=11.508, adv=32.359, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:34,  2.04it/s, loss=0.044, pair=11.508, adv=32.359, sprd=0.0
Ep 005/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:34,  2.04it/s, loss=0.042, pair=24.516, adv=32.085, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:23,  2.15it/s, loss=0.042, pair=24.516, adv=32.085, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:23,  2.15it/s, loss=0.047, pair=21.484, adv=31.244, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:32,  2.05it/s, loss=0.047, pair=21.484, adv=31.244, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:32,  2.05it/s, loss=0.048, pair=12.219, adv=33.400, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:20,  2.17it/s, loss=0.048, pair=12.219, adv=33.400, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:20,  2.17it/s, loss=0.045, pair=15.594, adv=38.234, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 19/453 [00:09<03:31,  2.05it/s, loss=0.045, pair=15.594, adv=38.234, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 19/453 [00:10<03:31,  2.05it/s, loss=0.042, pair=30.422, adv=36.683, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 20/453 [00:10<03:24,  2.12it/s, loss=0.042, pair=30.422, adv=36.683, sprd=0.0
Ep 005/80 [S1:deg_only]:   4%| | 20/453 [00:10<03:24,  2.12it/s, loss=0.048, pair=24.078, adv=41.336, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 21/453 [00:10<03:31,  2.04it/s, loss=0.048, pair=24.078, adv=41.336, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 21/453 [00:11<03:31,  2.04it/s, loss=0.042, pair=18.984, adv=44.363, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 22/453 [00:11<03:22,  2.13it/s, loss=0.042, pair=18.984, adv=44.363, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 22/453 [00:11<03:22,  2.13it/s, loss=0.042, pair=18.516, adv=34.593, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 23/453 [00:11<03:28,  2.06it/s, loss=0.042, pair=18.516, adv=34.593, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:28,  2.06it/s, loss=0.049, pair=20.797, adv=34.192, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 24/453 [00:12<03:22,  2.12it/s, loss=0.049, pair=20.797, adv=34.192, sprd=0.0
Ep 005/80 [S1:deg_only]:   5%| | 24/453 [00:12<03:22,  2.12it/s, loss=0.043, pair=17.656, adv=34.573, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 25/453 [00:12<03:32,  2.02it/s, loss=0.043, pair=17.656, adv=34.573, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:32,  2.02it/s, loss=0.042, pair=23.953, adv=39.257, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 26/453 [00:13<03:21,  2.12it/s, loss=0.042, pair=23.953, adv=39.257, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 26/453 [00:13<03:21,  2.12it/s, loss=0.045, pair=29.656, adv=38.209, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 27/453 [00:13<03:32,  2.00it/s, loss=0.045, pair=29.656, adv=38.209, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:32,  2.00it/s, loss=0.040, pair=23.625, adv=33.834, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 28/453 [00:14<03:22,  2.10it/s, loss=0.040, pair=23.625, adv=33.834, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 28/453 [00:14<03:22,  2.10it/s, loss=0.187, pair=15.359, adv=33.893, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 29/453 [00:14<03:42,  1.91it/s, loss=0.187, pair=15.359, adv=33.893, sprd=0.0
Ep 005/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:42,  1.91it/s, loss=0.043, pair=14.523, adv=37.316, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 30/453 [00:15<03:30,  2.01it/s, loss=0.043, pair=14.523, adv=37.316, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 30/453 [00:15<03:30,  2.01it/s, loss=0.043, pair=26.109, adv=37.865, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 31/453 [00:15<03:35,  1.96it/s, loss=0.043, pair=26.109, adv=37.865, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:35,  1.96it/s, loss=0.044, pair=22.859, adv=32.439, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 32/453 [00:16<03:24,  2.05it/s, loss=0.044, pair=22.859, adv=32.439, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 32/453 [00:16<03:24,  2.05it/s, loss=0.047, pair=24.969, adv=30.191, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 33/453 [00:16<03:30,  2.00it/s, loss=0.047, pair=24.969, adv=30.191, sprd=0.0
Ep 005/80 [S1:deg_only]:   7%| | 33/453 [00:17<03:30,  2.00it/s, loss=0.042, pair=26.219, adv=33.170, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 34/453 [00:17<03:18,  2.11it/s, loss=0.042, pair=26.219, adv=33.170, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 34/453 [00:17<03:18,  2.11it/s, loss=0.047, pair=30.250, adv=34.712, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 35/453 [00:17<03:27,  2.01it/s, loss=0.047, pair=30.250, adv=34.712, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 35/453 [00:18<03:27,  2.01it/s, loss=0.041, pair=22.031, adv=33.478, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 36/453 [00:18<03:18,  2.10it/s, loss=0.041, pair=22.031, adv=33.478, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 36/453 [00:18<03:18,  2.10it/s, loss=0.045, pair=29.875, adv=33.529, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 37/453 [00:18<03:25,  2.02it/s, loss=0.045, pair=29.875, adv=33.529, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 37/453 [00:19<03:25,  2.02it/s, loss=0.042, pair=23.906, adv=42.629, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 38/453 [00:19<03:14,  2.13it/s, loss=0.042, pair=23.906, adv=42.629, sprd=0.0
Ep 005/80 [S1:deg_only]:   8%| | 38/453 [00:19<03:14,  2.13it/s, loss=0.042, pair=16.031, adv=34.509, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 39/453 [00:19<03:21,  2.06it/s, loss=0.042, pair=16.031, adv=34.509, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 39/453 [00:20<03:21,  2.06it/s, loss=0.045, pair=18.234, adv=33.133, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 40/453 [00:20<03:12,  2.14it/s, loss=0.045, pair=18.234, adv=33.133, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 40/453 [00:20<03:12,  2.14it/s, loss=0.041, pair=20.938, adv=36.553, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 41/453 [00:20<03:21,  2.05it/s, loss=0.041, pair=20.938, adv=36.553, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 41/453 [00:21<03:21,  2.05it/s, loss=0.041, pair=23.656, adv=38.440, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 42/453 [00:21<03:09,  2.17it/s, loss=0.041, pair=23.656, adv=38.440, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 42/453 [00:21<03:09,  2.17it/s, loss=0.046, pair=22.594, adv=35.485, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 43/453 [00:21<03:21,  2.03it/s, loss=0.046, pair=22.594, adv=35.485, sprd=0.0
Ep 005/80 [S1:deg_only]:   9%| | 43/453 [00:22<03:21,  2.03it/s, loss=0.046, pair=31.078, adv=37.033, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 44/453 [00:22<03:13,  2.11it/s, loss=0.046, pair=31.078, adv=37.033, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 44/453 [00:22<03:13,  2.11it/s, loss=0.146, pair=18.719, adv=30.329, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 45/453 [00:22<03:21,  2.03it/s, loss=0.146, pair=18.719, adv=30.329, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 45/453 [00:23<03:21,  2.03it/s, loss=0.041, pair=15.914, adv=34.085, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 46/453 [00:23<03:11,  2.12it/s, loss=0.041, pair=15.914, adv=34.085, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 46/453 [00:23<03:11,  2.12it/s, loss=0.046, pair=15.180, adv=36.520, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 47/453 [00:23<03:17,  2.05it/s, loss=0.046, pair=15.180, adv=36.520, sprd=0.0
Ep 005/80 [S1:deg_only]:  10%| | 47/453 [00:23<03:17,  2.05it/s, loss=0.042, pair=17.859, adv=29.706, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 48/453 [00:23<03:09,  2.14it/s, loss=0.042, pair=17.859, adv=29.706, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 48/453 [00:24<03:09,  2.14it/s, loss=0.054, pair=26.016, adv=38.364, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 49/453 [00:24<03:13,  2.08it/s, loss=0.054, pair=26.016, adv=38.364, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 49/453 [00:24<03:13,  2.08it/s, loss=0.041, pair=25.625, adv=34.294, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 50/453 [00:24<03:05,  2.17it/s, loss=0.041, pair=25.625, adv=34.294, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 50/453 [00:25<03:05,  2.17it/s, loss=0.043, pair=13.406, adv=34.242, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 51/453 [00:25<03:16,  2.05it/s, loss=0.043, pair=13.406, adv=34.242, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 51/453 [00:25<03:16,  2.05it/s, loss=0.042, pair=20.203, adv=37.705, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 52/453 [00:25<03:07,  2.14it/s, loss=0.042, pair=20.203, adv=37.705, sprd=0.0
Ep 005/80 [S1:deg_only]:  11%| | 52/453 [00:26<03:07,  2.14it/s, loss=0.042, pair=22.766, adv=28.678, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 53/453 [00:26<03:13,  2.06it/s, loss=0.042, pair=22.766, adv=28.678, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 53/453 [00:26<03:13,  2.06it/s, loss=0.045, pair=25.953, adv=35.318, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 54/453 [00:26<03:04,  2.16it/s, loss=0.045, pair=25.953, adv=35.318, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 54/453 [00:27<03:04,  2.16it/s, loss=0.044, pair=21.859, adv=34.789, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 55/453 [00:27<03:14,  2.04it/s, loss=0.044, pair=21.859, adv=34.789, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 55/453 [00:27<03:14,  2.04it/s, loss=0.047, pair=16.969, adv=37.355, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 56/453 [00:27<03:00,  2.19it/s, loss=0.047, pair=16.969, adv=37.355, sprd=0.0
Ep 005/80 [S1:deg_only]:  12%| | 56/453 [00:28<03:00,  2.19it/s, loss=0.043, pair=24.203, adv=34.526, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 57/453 [00:28<03:11,  2.06it/s, loss=0.043, pair=24.203, adv=34.526, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 57/453 [00:28<03:11,  2.06it/s, loss=0.045, pair=18.234, adv=36.763, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 58/453 [00:28<03:05,  2.13it/s, loss=0.045, pair=18.234, adv=36.763, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 58/453 [00:29<03:05,  2.13it/s, loss=0.043, pair=28.000, adv=34.588, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 59/453 [00:29<03:23,  1.93it/s, loss=0.043, pair=28.000, adv=34.588, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 59/453 [00:29<03:23,  1.93it/s, loss=0.042, pair=26.484, adv=32.937, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 60/453 [00:29<03:10,  2.07it/s, loss=0.042, pair=26.484, adv=32.937, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 60/453 [00:30<03:10,  2.07it/s, loss=0.041, pair=24.531, adv=33.181, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 61/453 [00:30<03:16,  1.99it/s, loss=0.041, pair=24.531, adv=33.181, sprd=0.0
Ep 005/80 [S1:deg_only]:  13%|▏| 61/453 [00:30<03:16,  1.99it/s, loss=0.045, pair=17.141, adv=32.867, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 62/453 [00:30<03:04,  2.12it/s, loss=0.045, pair=17.141, adv=32.867, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 62/453 [00:31<03:04,  2.12it/s, loss=0.046, pair=20.891, adv=35.061, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 63/453 [00:31<03:11,  2.03it/s, loss=0.046, pair=20.891, adv=35.061, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 63/453 [00:31<03:11,  2.03it/s, loss=0.044, pair=13.852, adv=31.910, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 64/453 [00:31<03:03,  2.12it/s, loss=0.044, pair=13.852, adv=31.910, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 64/453 [00:32<03:03,  2.12it/s, loss=0.048, pair=15.594, adv=28.343, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 65/453 [00:32<03:12,  2.02it/s, loss=0.048, pair=15.594, adv=28.343, sprd=0.0
Ep 005/80 [S1:deg_only]:  14%|▏| 65/453 [00:32<03:12,  2.02it/s, loss=0.044, pair=23.281, adv=35.080, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 66/453 [00:32<03:03,  2.11it/s, loss=0.044, pair=23.281, adv=35.080, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 66/453 [00:33<03:03,  2.11it/s, loss=0.044, pair=21.188, adv=31.673, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 67/453 [00:33<03:09,  2.04it/s, loss=0.044, pair=21.188, adv=31.673, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 67/453 [00:33<03:09,  2.04it/s, loss=0.042, pair=23.656, adv=38.617, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 68/453 [00:33<02:58,  2.16it/s, loss=0.042, pair=23.656, adv=38.617, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 68/453 [00:34<02:58,  2.16it/s, loss=0.046, pair=25.281, adv=37.692, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 69/453 [00:34<03:04,  2.08it/s, loss=0.046, pair=25.281, adv=37.692, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 69/453 [00:34<03:04,  2.08it/s, loss=0.047, pair=23.625, adv=38.277, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 70/453 [00:34<02:56,  2.17it/s, loss=0.047, pair=23.625, adv=38.277, sprd=0.0
Ep 005/80 [S1:deg_only]:  15%|▏| 70/453 [00:35<02:56,  2.17it/s, loss=0.045, pair=18.031, adv=34.495, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 71/453 [00:35<03:04,  2.07it/s, loss=0.045, pair=18.031, adv=34.495, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 71/453 [00:35<03:04,  2.07it/s, loss=0.043, pair=20.922, adv=31.958, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 72/453 [00:35<02:57,  2.15it/s, loss=0.043, pair=20.922, adv=31.958, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 72/453 [00:35<02:57,  2.15it/s, loss=0.040, pair=15.875, adv=31.946, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 73/453 [00:35<03:04,  2.06it/s, loss=0.040, pair=15.875, adv=31.946, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 73/453 [00:36<03:04,  2.06it/s, loss=0.045, pair=19.625, adv=37.896, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 74/453 [00:36<02:54,  2.18it/s, loss=0.045, pair=19.625, adv=37.896, sprd=0.0
Ep 005/80 [S1:deg_only]:  16%|▏| 74/453 [00:37<02:54,  2.18it/s, loss=0.043, pair=22.359, adv=34.555, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 75/453 [00:37<03:13,  1.95it/s, loss=0.043, pair=22.359, adv=34.555, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 75/453 [00:37<03:13,  1.95it/s, loss=0.044, pair=24.312, adv=34.541, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 76/453 [00:37<03:06,  2.03it/s, loss=0.044, pair=24.312, adv=34.541, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<03:06,  2.03it/s, loss=0.046, pair=18.703, adv=37.200, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 77/453 [00:38<03:25,  1.83it/s, loss=0.046, pair=18.703, adv=37.200, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 77/453 [00:38<03:25,  1.83it/s, loss=0.041, pair=26.219, adv=35.737, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 78/453 [00:38<03:15,  1.91it/s, loss=0.041, pair=26.219, adv=35.737, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<03:15,  1.91it/s, loss=0.044, pair=18.109, adv=34.331, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 79/453 [00:39<03:27,  1.80it/s, loss=0.044, pair=18.109, adv=34.331, sprd=0.0
Ep 005/80 [S1:deg_only]:  17%|▏| 79/453 [00:39<03:27,  1.80it/s, loss=0.041, pair=32.812, adv=35.438, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 80/453 [00:39<03:15,  1.91it/s, loss=0.041, pair=32.812, adv=35.438, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<03:15,  1.91it/s, loss=0.054, pair=28.938, adv=34.333, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 81/453 [00:40<03:27,  1.79it/s, loss=0.054, pair=28.938, adv=34.333, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 81/453 [00:40<03:27,  1.79it/s, loss=0.041, pair=16.922, adv=37.783, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 82/453 [00:40<03:14,  1.90it/s, loss=0.041, pair=16.922, adv=37.783, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<03:14,  1.90it/s, loss=0.046, pair=19.406, adv=34.569, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 83/453 [00:41<03:46,  1.63it/s, loss=0.046, pair=19.406, adv=34.569, sprd=0.0
Ep 005/80 [S1:deg_only]:  18%|▏| 83/453 [00:42<03:46,  1.63it/s, loss=0.045, pair=21.062, adv=30.321, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<03:26,  1.78it/s, loss=0.045, pair=21.062, adv=30.321, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<03:26,  1.78it/s, loss=0.046, pair=21.172, adv=32.711, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 85/453 [00:42<03:35,  1.71it/s, loss=0.046, pair=21.172, adv=32.711, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 85/453 [00:43<03:35,  1.71it/s, loss=0.043, pair=28.875, adv=35.203, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<03:16,  1.87it/s, loss=0.043, pair=28.875, adv=35.203, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<03:16,  1.87it/s, loss=0.047, pair=15.891, adv=38.047, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 87/453 [00:43<03:19,  1.83it/s, loss=0.047, pair=15.891, adv=38.047, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 87/453 [00:44<03:19,  1.83it/s, loss=0.042, pair=24.703, adv=28.547, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<03:09,  1.92it/s, loss=0.042, pair=24.703, adv=28.547, sprd=0.0
Ep 005/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<03:09,  1.92it/s, loss=0.046, pair=31.641, adv=39.613, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 89/453 [00:44<03:21,  1.80it/s, loss=0.046, pair=31.641, adv=39.613, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 89/453 [00:45<03:21,  1.80it/s, loss=0.044, pair=24.266, adv=36.466, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<03:08,  1.92it/s, loss=0.044, pair=24.266, adv=36.466, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<03:08,  1.92it/s, loss=0.046, pair=18.266, adv=37.334, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 91/453 [00:45<03:19,  1.82it/s, loss=0.046, pair=18.266, adv=37.334, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 91/453 [00:46<03:19,  1.82it/s, loss=0.041, pair=25.828, adv=35.467, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<03:06,  1.93it/s, loss=0.041, pair=25.828, adv=35.467, sprd=0.0
Ep 005/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<03:06,  1.93it/s, loss=0.047, pair=17.969, adv=24.530, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 93/453 [00:46<03:18,  1.81it/s, loss=0.047, pair=17.969, adv=24.530, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 93/453 [00:47<03:18,  1.81it/s, loss=0.044, pair=23.500, adv=33.102, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<03:08,  1.91it/s, loss=0.044, pair=23.500, adv=33.102, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<03:08,  1.91it/s, loss=0.046, pair=18.734, adv=29.256, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 95/453 [00:47<03:19,  1.79it/s, loss=0.046, pair=18.734, adv=29.256, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 95/453 [00:48<03:19,  1.79it/s, loss=0.047, pair=23.203, adv=35.050, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<03:07,  1.90it/s, loss=0.047, pair=23.203, adv=35.050, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 96/453 [00:49<03:07,  1.90it/s, loss=0.042, pair=20.375, adv=39.154, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<03:17,  1.81it/s, loss=0.042, pair=20.375, adv=39.154, sprd=0.0
Ep 005/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<03:17,  1.81it/s, loss=0.045, pair=22.219, adv=31.230, sprd=0.0
Ep 005/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<03:04,  1.92it/s, loss=0.045, pair=22.219, adv=31.230, sprd=0.0
Ep 005/80 [S1:deg_only]:  22%|▏| 98/453 [00:50<03:04,  1.92it/s, loss=0.046, pair=22.953, adv=36.847, sprd=0.0
Ep 005/80 [S1:deg_only]:  22%|▏| 99/453 [00:50<03:11,  1.85it/s, loss=0.046, pair=22.953, adv=36.847, sprd=0.0
Ep 005/80 [S1:deg_only]:  22%|▏| 99/453 [00:50<03:11,  1.85it/s, loss=0.043, pair=18.891, adv=35.519, sprd=0.0
Ep 005/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<02:59,  1.97it/s, loss=0.043, pair=18.891, adv=35.519, sprd=0.
Ep 005/80 [S1:deg_only]:  22%|▏| 100/453 [00:51<02:59,  1.97it/s, loss=0.043, pair=19.125, adv=36.636, sprd=0.
Ep 005/80 [S1:deg_only]:  22%|▏| 101/453 [00:51<03:07,  1.88it/s, loss=0.043, pair=19.125, adv=36.636, sprd=0.
Ep 005/80 [S1:deg_only]:  22%|▏| 101/453 [00:51<03:07,  1.88it/s, loss=0.045, pair=22.359, adv=41.984, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:56,  1.99it/s, loss=0.045, pair=22.359, adv=41.984, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 102/453 [00:52<02:56,  1.99it/s, loss=0.047, pair=21.828, adv=28.635, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 103/453 [00:52<03:11,  1.83it/s, loss=0.047, pair=21.828, adv=28.635, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 103/453 [00:52<03:11,  1.83it/s, loss=0.044, pair=24.344, adv=31.395, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:59,  1.94it/s, loss=0.044, pair=24.344, adv=31.395, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 104/453 [00:53<02:59,  1.94it/s, loss=0.051, pair=16.500, adv=25.488, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 105/453 [00:53<02:59,  1.94it/s, loss=0.051, pair=16.500, adv=25.488, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 105/453 [00:53<02:59,  1.94it/s, loss=0.049, pair=16.078, adv=31.389, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:46,  2.08it/s, loss=0.049, pair=16.078, adv=31.389, sprd=0.
Ep 005/80 [S1:deg_only]:  23%|▏| 106/453 [00:54<02:46,  2.08it/s, loss=0.049, pair=23.656, adv=31.564, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 107/453 [00:54<02:49,  2.05it/s, loss=0.049, pair=23.656, adv=31.564, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 107/453 [00:54<02:49,  2.05it/s, loss=0.042, pair=13.055, adv=31.933, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 108/453 [00:54<02:40,  2.15it/s, loss=0.042, pair=13.055, adv=31.933, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 108/453 [00:55<02:40,  2.15it/s, loss=0.050, pair=24.531, adv=37.537, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 109/453 [00:55<02:48,  2.05it/s, loss=0.050, pair=24.531, adv=37.537, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 109/453 [00:55<02:48,  2.05it/s, loss=0.045, pair=21.797, adv=34.064, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 110/453 [00:55<02:40,  2.14it/s, loss=0.045, pair=21.797, adv=34.064, sprd=0.
Ep 005/80 [S1:deg_only]:  24%|▏| 110/453 [00:56<02:40,  2.14it/s, loss=0.159, pair=18.594, adv=34.585, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 111/453 [00:56<02:57,  1.92it/s, loss=0.159, pair=18.594, adv=34.585, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 111/453 [00:56<02:57,  1.92it/s, loss=0.049, pair=23.141, adv=30.388, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 112/453 [00:56<02:47,  2.04it/s, loss=0.049, pair=23.141, adv=30.388, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 112/453 [00:57<02:47,  2.04it/s, loss=0.146, pair=18.828, adv=33.605, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 113/453 [00:57<02:51,  1.98it/s, loss=0.146, pair=18.828, adv=33.605, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▏| 113/453 [00:57<02:51,  1.98it/s, loss=0.044, pair=17.312, adv=28.941, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▎| 114/453 [00:57<02:42,  2.08it/s, loss=0.044, pair=17.312, adv=28.941, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▎| 114/453 [00:57<02:42,  2.08it/s, loss=0.052, pair=21.781, adv=31.440, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.052, pair=21.781, adv=31.440, sprd=0.
Ep 005/80 [S1:deg_only]:  25%|▎| 115/453 [00:58<02:47,  2.02it/s, loss=0.045, pair=18.422, adv=32.768, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 116/453 [00:58<02:38,  2.13it/s, loss=0.045, pair=18.422, adv=32.768, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 116/453 [00:58<02:38,  2.13it/s, loss=0.045, pair=23.219, adv=36.434, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 117/453 [00:58<02:45,  2.04it/s, loss=0.045, pair=23.219, adv=36.434, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 117/453 [00:59<02:45,  2.04it/s, loss=0.041, pair=17.031, adv=28.902, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:36,  2.14it/s, loss=0.041, pair=17.031, adv=28.902, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:36,  2.14it/s, loss=0.043, pair=28.000, adv=31.898, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 119/453 [00:59<02:42,  2.06it/s, loss=0.043, pair=28.000, adv=31.898, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 119/453 [01:00<02:42,  2.06it/s, loss=0.044, pair=12.883, adv=33.961, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:35,  2.14it/s, loss=0.044, pair=12.883, adv=33.961, sprd=0.
Ep 005/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:35,  2.14it/s, loss=0.045, pair=18.719, adv=30.049, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 121/453 [01:00<02:45,  2.01it/s, loss=0.045, pair=18.719, adv=30.049, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<02:45,  2.01it/s, loss=0.045, pair=18.953, adv=36.302, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:36,  2.12it/s, loss=0.045, pair=18.953, adv=36.302, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:36,  2.12it/s, loss=0.048, pair=27.750, adv=35.767, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 123/453 [01:01<02:42,  2.03it/s, loss=0.048, pair=27.750, adv=35.767, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 123/453 [01:02<02:42,  2.03it/s, loss=0.045, pair=16.984, adv=28.526, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:33,  2.15it/s, loss=0.045, pair=16.984, adv=28.526, sprd=0.
Ep 005/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:33,  2.15it/s, loss=0.045, pair=20.781, adv=34.160, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 125/453 [01:02<02:40,  2.05it/s, loss=0.045, pair=20.781, adv=34.160, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 125/453 [01:03<02:40,  2.05it/s, loss=0.046, pair=21.078, adv=34.484, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:34,  2.11it/s, loss=0.046, pair=21.078, adv=34.484, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:34,  2.11it/s, loss=0.046, pair=24.281, adv=33.278, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 127/453 [01:03<02:40,  2.03it/s, loss=0.046, pair=24.281, adv=33.278, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 127/453 [01:04<02:40,  2.03it/s, loss=0.046, pair=21.875, adv=35.003, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:31,  2.14it/s, loss=0.046, pair=21.875, adv=35.003, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:31,  2.14it/s, loss=0.044, pair=24.906, adv=35.185, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 129/453 [01:04<02:39,  2.03it/s, loss=0.044, pair=24.906, adv=35.185, sprd=0.
Ep 005/80 [S1:deg_only]:  28%|▎| 129/453 [01:05<02:39,  2.03it/s, loss=0.041, pair=20.078, adv=34.435, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 130/453 [01:05<02:32,  2.12it/s, loss=0.041, pair=20.078, adv=34.435, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 130/453 [01:05<02:32,  2.12it/s, loss=0.045, pair=20.672, adv=36.221, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 131/453 [01:05<02:36,  2.05it/s, loss=0.045, pair=20.672, adv=36.221, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<02:36,  2.05it/s, loss=0.041, pair=18.984, adv=38.310, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 132/453 [01:06<02:29,  2.15it/s, loss=0.041, pair=18.984, adv=38.310, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 132/453 [01:06<02:29,  2.15it/s, loss=0.043, pair=22.641, adv=38.042, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 133/453 [01:06<02:35,  2.06it/s, loss=0.043, pair=22.641, adv=38.042, sprd=0.
Ep 005/80 [S1:deg_only]:  29%|▎| 133/453 [01:06<02:35,  2.06it/s, loss=0.042, pair=16.297, adv=39.287, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 134/453 [01:06<02:26,  2.17it/s, loss=0.042, pair=16.297, adv=39.287, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 134/453 [01:07<02:26,  2.17it/s, loss=0.156, pair=6.699, adv=32.535, sprd=0.0
Ep 005/80 [S1:deg_only]:  30%|▎| 135/453 [01:07<02:30,  2.11it/s, loss=0.156, pair=6.699, adv=32.535, sprd=0.0
Ep 005/80 [S1:deg_only]:  30%|▎| 135/453 [01:07<02:30,  2.11it/s, loss=0.045, pair=15.539, adv=35.071, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 136/453 [01:07<02:24,  2.19it/s, loss=0.045, pair=15.539, adv=35.071, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 136/453 [01:08<02:24,  2.19it/s, loss=0.045, pair=21.984, adv=30.499, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 137/453 [01:08<02:32,  2.08it/s, loss=0.045, pair=21.984, adv=30.499, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 137/453 [01:08<02:32,  2.08it/s, loss=0.043, pair=23.719, adv=30.023, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 138/453 [01:08<02:26,  2.16it/s, loss=0.043, pair=23.719, adv=30.023, sprd=0.
Ep 005/80 [S1:deg_only]:  30%|▎| 138/453 [01:09<02:26,  2.16it/s, loss=0.053, pair=16.547, adv=27.632, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 139/453 [01:09<02:38,  1.98it/s, loss=0.053, pair=16.547, adv=27.632, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 139/453 [01:09<02:38,  1.98it/s, loss=0.042, pair=19.516, adv=31.999, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 140/453 [01:09<02:30,  2.08it/s, loss=0.042, pair=19.516, adv=31.999, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 140/453 [01:10<02:30,  2.08it/s, loss=0.044, pair=24.891, adv=32.995, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 141/453 [01:10<02:39,  1.96it/s, loss=0.044, pair=24.891, adv=32.995, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 141/453 [01:10<02:39,  1.96it/s, loss=0.040, pair=23.500, adv=31.743, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 142/453 [01:10<02:30,  2.07it/s, loss=0.040, pair=23.500, adv=31.743, sprd=0.
Ep 005/80 [S1:deg_only]:  31%|▎| 142/453 [01:11<02:30,  2.07it/s, loss=0.041, pair=19.375, adv=37.278, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 143/453 [01:11<02:34,  2.01it/s, loss=0.041, pair=19.375, adv=37.278, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 143/453 [01:11<02:34,  2.01it/s, loss=0.042, pair=31.234, adv=34.212, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 144/453 [01:11<02:27,  2.10it/s, loss=0.042, pair=31.234, adv=34.212, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 144/453 [01:12<02:27,  2.10it/s, loss=0.045, pair=16.453, adv=40.263, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 145/453 [01:12<02:33,  2.01it/s, loss=0.045, pair=16.453, adv=40.263, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 145/453 [01:12<02:33,  2.01it/s, loss=0.048, pair=21.562, adv=35.312, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 146/453 [01:12<02:20,  2.19it/s, loss=0.048, pair=21.562, adv=35.312, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 146/453 [01:13<02:20,  2.19it/s, loss=0.048, pair=22.250, adv=39.556, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 147/453 [01:13<02:24,  2.12it/s, loss=0.048, pair=22.250, adv=39.556, sprd=0.
Ep 005/80 [S1:deg_only]:  32%|▎| 147/453 [01:13<02:24,  2.12it/s, loss=0.045, pair=21.328, adv=31.230, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 148/453 [01:13<02:14,  2.26it/s, loss=0.045, pair=21.328, adv=31.230, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 148/453 [01:14<02:14,  2.26it/s, loss=0.043, pair=16.672, adv=38.882, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 149/453 [01:14<02:22,  2.14it/s, loss=0.043, pair=16.672, adv=38.882, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 149/453 [01:14<02:22,  2.14it/s, loss=0.042, pair=21.672, adv=35.129, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 150/453 [01:14<02:17,  2.20it/s, loss=0.042, pair=21.672, adv=35.129, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 150/453 [01:15<02:17,  2.20it/s, loss=0.044, pair=25.125, adv=37.939, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 151/453 [01:15<02:22,  2.12it/s, loss=0.044, pair=25.125, adv=37.939, sprd=0.
Ep 005/80 [S1:deg_only]:  33%|▎| 151/453 [01:15<02:22,  2.12it/s, loss=0.045, pair=21.422, adv=40.992, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 152/453 [01:15<02:16,  2.21it/s, loss=0.045, pair=21.422, adv=40.992, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 152/453 [01:16<02:16,  2.21it/s, loss=0.148, pair=22.625, adv=37.536, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 153/453 [01:16<02:21,  2.12it/s, loss=0.148, pair=22.625, adv=37.536, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 153/453 [01:16<02:21,  2.12it/s, loss=0.048, pair=13.445, adv=40.132, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 154/453 [01:16<02:14,  2.23it/s, loss=0.048, pair=13.445, adv=40.132, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 154/453 [01:16<02:14,  2.23it/s, loss=0.047, pair=21.156, adv=39.805, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 155/453 [01:16<02:21,  2.10it/s, loss=0.047, pair=21.156, adv=39.805, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 155/453 [01:17<02:21,  2.10it/s, loss=0.042, pair=25.172, adv=41.212, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 156/453 [01:17<02:15,  2.19it/s, loss=0.042, pair=25.172, adv=41.212, sprd=0.
Ep 005/80 [S1:deg_only]:  34%|▎| 156/453 [01:17<02:15,  2.19it/s, loss=0.043, pair=17.594, adv=31.941, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 157/453 [01:17<02:20,  2.10it/s, loss=0.043, pair=17.594, adv=31.941, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 157/453 [01:18<02:20,  2.10it/s, loss=0.042, pair=22.094, adv=31.571, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 158/453 [01:18<02:14,  2.20it/s, loss=0.042, pair=22.094, adv=31.571, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 158/453 [01:18<02:14,  2.20it/s, loss=0.045, pair=16.297, adv=35.715, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 159/453 [01:18<02:21,  2.07it/s, loss=0.045, pair=16.297, adv=35.715, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 159/453 [01:19<02:21,  2.07it/s, loss=0.043, pair=16.766, adv=34.782, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 160/453 [01:19<02:17,  2.14it/s, loss=0.043, pair=16.766, adv=34.782, sprd=0.
Ep 005/80 [S1:deg_only]:  35%|▎| 160/453 [01:19<02:17,  2.14it/s, loss=0.055, pair=20.062, adv=35.806, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 161/453 [01:19<02:25,  2.01it/s, loss=0.055, pair=20.062, adv=35.806, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 161/453 [01:20<02:25,  2.01it/s, loss=0.044, pair=28.516, adv=39.576, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 162/453 [01:20<02:19,  2.09it/s, loss=0.044, pair=28.516, adv=39.576, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 162/453 [01:20<02:19,  2.09it/s, loss=0.044, pair=19.875, adv=33.999, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 163/453 [01:20<02:22,  2.04it/s, loss=0.044, pair=19.875, adv=33.999, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 163/453 [01:21<02:22,  2.04it/s, loss=0.043, pair=21.641, adv=39.745, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 164/453 [01:21<02:13,  2.16it/s, loss=0.043, pair=21.641, adv=39.745, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 164/453 [01:21<02:13,  2.16it/s, loss=0.046, pair=14.359, adv=29.527, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 165/453 [01:21<02:19,  2.07it/s, loss=0.046, pair=14.359, adv=29.527, sprd=0.
Ep 005/80 [S1:deg_only]:  36%|▎| 165/453 [01:22<02:19,  2.07it/s, loss=0.041, pair=19.312, adv=32.821, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 166/453 [01:22<02:11,  2.18it/s, loss=0.041, pair=19.312, adv=32.821, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 166/453 [01:22<02:11,  2.18it/s, loss=0.046, pair=12.547, adv=36.656, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 167/453 [01:22<02:17,  2.08it/s, loss=0.046, pair=12.547, adv=36.656, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 167/453 [01:23<02:17,  2.08it/s, loss=0.045, pair=19.250, adv=30.166, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 168/453 [01:23<02:11,  2.16it/s, loss=0.045, pair=19.250, adv=30.166, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 168/453 [01:23<02:11,  2.16it/s, loss=0.045, pair=20.344, adv=26.649, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 169/453 [01:23<02:26,  1.94it/s, loss=0.045, pair=20.344, adv=26.649, sprd=0.
Ep 005/80 [S1:deg_only]:  37%|▎| 169/453 [01:24<02:26,  1.94it/s, loss=0.046, pair=19.438, adv=31.142, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 170/453 [01:24<02:17,  2.06it/s, loss=0.046, pair=19.438, adv=31.142, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 170/453 [01:24<02:17,  2.06it/s, loss=0.045, pair=23.125, adv=33.327, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 171/453 [01:24<02:21,  2.00it/s, loss=0.045, pair=23.125, adv=33.327, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:21,  2.00it/s, loss=0.056, pair=21.984, adv=34.813, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 172/453 [01:25<02:12,  2.12it/s, loss=0.056, pair=21.984, adv=34.813, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 172/453 [01:25<02:12,  2.12it/s, loss=0.146, pair=22.234, adv=35.243, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 173/453 [01:25<02:21,  1.98it/s, loss=0.146, pair=22.234, adv=35.243, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:21,  1.98it/s, loss=0.043, pair=25.859, adv=34.809, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 174/453 [01:26<02:17,  2.02it/s, loss=0.043, pair=25.859, adv=34.809, sprd=0.
Ep 005/80 [S1:deg_only]:  38%|▍| 174/453 [01:26<02:17,  2.02it/s, loss=0.041, pair=19.328, adv=33.517, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 175/453 [01:26<02:31,  1.84it/s, loss=0.041, pair=19.328, adv=33.517, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:31,  1.84it/s, loss=0.042, pair=22.469, adv=37.455, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 176/453 [01:27<02:23,  1.93it/s, loss=0.042, pair=22.469, adv=37.455, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 176/453 [01:27<02:23,  1.93it/s, loss=0.046, pair=21.719, adv=36.237, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 177/453 [01:27<02:30,  1.83it/s, loss=0.046, pair=21.719, adv=36.237, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 177/453 [01:28<02:30,  1.83it/s, loss=0.047, pair=15.352, adv=35.521, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 178/453 [01:28<02:18,  1.99it/s, loss=0.047, pair=15.352, adv=35.521, sprd=0.
Ep 005/80 [S1:deg_only]:  39%|▍| 178/453 [01:28<02:18,  1.99it/s, loss=0.045, pair=18.984, adv=37.942, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 179/453 [01:28<02:31,  1.80it/s, loss=0.045, pair=18.984, adv=37.942, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 179/453 [01:29<02:31,  1.80it/s, loss=0.043, pair=19.953, adv=24.318, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 180/453 [01:29<02:24,  1.89it/s, loss=0.043, pair=19.953, adv=24.318, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:24,  1.89it/s, loss=0.044, pair=23.688, adv=34.529, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:32,  1.79it/s, loss=0.044, pair=23.688, adv=34.529, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:32,  1.79it/s, loss=0.040, pair=31.500, adv=36.095, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 182/453 [01:30<02:22,  1.90it/s, loss=0.040, pair=31.500, adv=36.095, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 182/453 [01:31<02:22,  1.90it/s, loss=0.045, pair=23.250, adv=31.039, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:33,  1.75it/s, loss=0.045, pair=23.250, adv=31.039, sprd=0.
Ep 005/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:33,  1.75it/s, loss=0.042, pair=19.188, adv=38.881, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 184/453 [01:31<02:24,  1.86it/s, loss=0.042, pair=19.188, adv=38.881, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 184/453 [01:32<02:24,  1.86it/s, loss=0.044, pair=17.922, adv=30.761, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:32,  1.76it/s, loss=0.044, pair=17.922, adv=30.761, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:32,  1.76it/s, loss=0.043, pair=18.891, adv=33.060, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 186/453 [01:32<02:20,  1.90it/s, loss=0.043, pair=18.891, adv=33.060, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 186/453 [01:33<02:20,  1.90it/s, loss=0.044, pair=21.688, adv=31.974, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:27,  1.80it/s, loss=0.044, pair=21.688, adv=31.974, sprd=0.
Ep 005/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:27,  1.80it/s, loss=0.045, pair=28.938, adv=34.830, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 188/453 [01:33<02:18,  1.91it/s, loss=0.045, pair=28.938, adv=34.830, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 188/453 [01:34<02:18,  1.91it/s, loss=0.045, pair=17.344, adv=27.558, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:28,  1.78it/s, loss=0.045, pair=17.344, adv=27.558, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:28,  1.78it/s, loss=0.043, pair=21.094, adv=34.912, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 190/453 [01:34<02:19,  1.88it/s, loss=0.043, pair=21.094, adv=34.912, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:19,  1.88it/s, loss=0.053, pair=23.828, adv=29.680, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:22,  1.83it/s, loss=0.053, pair=23.828, adv=29.680, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:22,  1.83it/s, loss=0.044, pair=18.359, adv=27.913, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 192/453 [01:35<02:15,  1.93it/s, loss=0.044, pair=18.359, adv=27.913, sprd=0.
Ep 005/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<02:15,  1.93it/s, loss=0.044, pair=27.922, adv=32.973, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:31,  1.71it/s, loss=0.044, pair=27.922, adv=32.973, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 193/453 [01:37<02:31,  1.71it/s, loss=0.046, pair=20.672, adv=38.064, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<02:21,  1.83it/s, loss=0.046, pair=20.672, adv=38.064, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<02:21,  1.83it/s, loss=0.045, pair=24.312, adv=36.679, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:26,  1.76it/s, loss=0.045, pair=24.312, adv=36.679, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 195/453 [01:38<02:26,  1.76it/s, loss=0.066, pair=24.422, adv=37.353, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:15,  1.90it/s, loss=0.066, pair=24.422, adv=37.353, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:15,  1.90it/s, loss=0.045, pair=19.688, adv=38.446, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:23,  1.78it/s, loss=0.045, pair=19.688, adv=38.446, sprd=0.
Ep 005/80 [S1:deg_only]:  43%|▍| 197/453 [01:39<02:23,  1.78it/s, loss=0.047, pair=29.156, adv=40.664, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<02:14,  1.90it/s, loss=0.047, pair=29.156, adv=40.664, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<02:14,  1.90it/s, loss=0.047, pair=26.609, adv=38.033, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:17,  1.84it/s, loss=0.047, pair=26.609, adv=38.033, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 199/453 [01:40<02:17,  1.84it/s, loss=0.045, pair=21.656, adv=35.120, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<02:10,  1.95it/s, loss=0.045, pair=21.656, adv=35.120, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<02:10,  1.95it/s, loss=0.042, pair=25.281, adv=40.249, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:16,  1.85it/s, loss=0.042, pair=25.281, adv=40.249, sprd=0.
Ep 005/80 [S1:deg_only]:  44%|▍| 201/453 [01:41<02:16,  1.85it/s, loss=0.048, pair=28.375, adv=35.938, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<02:09,  1.94it/s, loss=0.048, pair=28.375, adv=35.938, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<02:09,  1.94it/s, loss=0.048, pair=22.000, adv=36.723, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:12,  1.89it/s, loss=0.048, pair=22.000, adv=36.723, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 203/453 [01:42<02:12,  1.89it/s, loss=0.046, pair=17.422, adv=27.313, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<02:03,  2.01it/s, loss=0.046, pair=17.422, adv=27.313, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<02:03,  2.01it/s, loss=0.146, pair=20.062, adv=37.744, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<02:05,  1.97it/s, loss=0.146, pair=20.062, adv=37.744, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 205/453 [01:43<02:05,  1.97it/s, loss=0.043, pair=22.016, adv=33.606, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<01:59,  2.07it/s, loss=0.043, pair=22.016, adv=33.606, sprd=0.
Ep 005/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<01:59,  2.07it/s, loss=0.046, pair=25.391, adv=33.505, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<02:01,  2.02it/s, loss=0.046, pair=25.391, adv=33.505, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 207/453 [01:44<02:01,  2.02it/s, loss=0.044, pair=30.469, adv=32.215, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<01:54,  2.14it/s, loss=0.044, pair=30.469, adv=32.215, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<01:54,  2.14it/s, loss=0.045, pair=32.375, adv=36.727, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 209/453 [01:44<01:57,  2.08it/s, loss=0.045, pair=32.375, adv=36.727, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 209/453 [01:45<01:57,  2.08it/s, loss=0.044, pair=26.562, adv=36.436, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<01:50,  2.19it/s, loss=0.044, pair=26.562, adv=36.436, sprd=0.
Ep 005/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<01:50,  2.19it/s, loss=0.050, pair=29.719, adv=41.194, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 211/453 [01:45<01:57,  2.07it/s, loss=0.050, pair=29.719, adv=41.194, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 211/453 [01:46<01:57,  2.07it/s, loss=0.054, pair=25.609, adv=35.203, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<01:52,  2.14it/s, loss=0.054, pair=25.609, adv=35.203, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<01:52,  2.14it/s, loss=0.050, pair=32.094, adv=31.323, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 213/453 [01:46<01:58,  2.03it/s, loss=0.050, pair=32.094, adv=31.323, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 213/453 [01:47<01:58,  2.03it/s, loss=0.043, pair=19.906, adv=37.371, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<01:52,  2.12it/s, loss=0.043, pair=19.906, adv=37.371, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<01:52,  2.12it/s, loss=0.045, pair=17.516, adv=33.615, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 215/453 [01:47<01:57,  2.02it/s, loss=0.045, pair=17.516, adv=33.615, sprd=0.
Ep 005/80 [S1:deg_only]:  47%|▍| 215/453 [01:48<01:57,  2.02it/s, loss=0.050, pair=25.422, adv=34.490, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:50,  2.15it/s, loss=0.050, pair=25.422, adv=34.490, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:50,  2.15it/s, loss=0.049, pair=26.141, adv=37.554, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<01:55,  2.05it/s, loss=0.049, pair=26.141, adv=37.554, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<01:55,  2.05it/s, loss=0.075, pair=17.719, adv=30.944, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 218/453 [01:48<01:47,  2.18it/s, loss=0.075, pair=17.719, adv=30.944, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<01:47,  2.18it/s, loss=0.048, pair=20.797, adv=38.144, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<01:51,  2.10it/s, loss=0.048, pair=20.797, adv=38.144, sprd=0.
Ep 005/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<01:51,  2.10it/s, loss=0.044, pair=26.328, adv=31.771, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 220/453 [01:49<01:47,  2.16it/s, loss=0.044, pair=26.328, adv=31.771, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<01:47,  2.16it/s, loss=0.049, pair=25.953, adv=34.581, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<01:58,  1.95it/s, loss=0.049, pair=25.953, adv=34.581, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<01:58,  1.95it/s, loss=0.042, pair=27.031, adv=40.068, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 222/453 [01:50<01:51,  2.08it/s, loss=0.042, pair=27.031, adv=40.068, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<01:51,  2.08it/s, loss=0.043, pair=15.617, adv=35.336, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<01:54,  2.00it/s, loss=0.043, pair=15.617, adv=35.336, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<01:54,  2.00it/s, loss=0.049, pair=16.484, adv=41.663, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 224/453 [01:51<01:45,  2.16it/s, loss=0.049, pair=16.484, adv=41.663, sprd=0.
Ep 005/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<01:45,  2.16it/s, loss=0.045, pair=19.328, adv=40.209, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<01:49,  2.08it/s, loss=0.045, pair=19.328, adv=40.209, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<01:49,  2.08it/s, loss=0.042, pair=20.859, adv=36.636, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▍| 226/453 [01:52<01:44,  2.17it/s, loss=0.042, pair=20.859, adv=36.636, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:44,  2.17it/s, loss=0.044, pair=22.359, adv=35.416, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<01:47,  2.09it/s, loss=0.044, pair=22.359, adv=35.416, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<01:47,  2.09it/s, loss=0.045, pair=17.016, adv=32.693, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▌| 228/453 [01:53<01:43,  2.17it/s, loss=0.045, pair=17.016, adv=32.693, sprd=0.
Ep 005/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:43,  2.17it/s, loss=0.048, pair=20.953, adv=45.072, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<01:45,  2.13it/s, loss=0.048, pair=20.953, adv=45.072, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<01:45,  2.13it/s, loss=0.042, pair=18.938, adv=40.090, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 230/453 [01:54<01:40,  2.21it/s, loss=0.042, pair=18.938, adv=40.090, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:40,  2.21it/s, loss=0.047, pair=24.812, adv=37.362, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<01:44,  2.12it/s, loss=0.047, pair=24.812, adv=37.362, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<01:44,  2.12it/s, loss=0.040, pair=19.953, adv=49.206, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 232/453 [01:55<01:39,  2.21it/s, loss=0.040, pair=19.953, adv=49.206, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:39,  2.21it/s, loss=0.049, pair=28.734, adv=43.685, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 233/453 [01:56<01:45,  2.09it/s, loss=0.049, pair=28.734, adv=43.685, sprd=0.
Ep 005/80 [S1:deg_only]:  51%|▌| 233/453 [01:56<01:45,  2.09it/s, loss=0.047, pair=33.375, adv=39.748, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 234/453 [01:56<01:40,  2.17it/s, loss=0.047, pair=33.375, adv=39.748, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:40,  2.17it/s, loss=0.043, pair=26.062, adv=40.369, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 235/453 [01:57<01:44,  2.09it/s, loss=0.043, pair=26.062, adv=40.369, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 235/453 [01:57<01:44,  2.09it/s, loss=0.042, pair=15.453, adv=40.704, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 236/453 [01:57<01:39,  2.18it/s, loss=0.042, pair=15.453, adv=40.704, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 236/453 [01:57<01:39,  2.18it/s, loss=0.043, pair=22.203, adv=40.625, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 237/453 [01:57<01:44,  2.06it/s, loss=0.043, pair=22.203, adv=40.625, sprd=0.
Ep 005/80 [S1:deg_only]:  52%|▌| 237/453 [01:58<01:44,  2.06it/s, loss=0.042, pair=21.219, adv=36.228, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 238/453 [01:58<01:40,  2.13it/s, loss=0.042, pair=21.219, adv=36.228, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 238/453 [01:58<01:40,  2.13it/s, loss=0.048, pair=30.109, adv=34.870, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 239/453 [01:58<01:43,  2.06it/s, loss=0.048, pair=30.109, adv=34.870, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 239/453 [01:59<01:43,  2.06it/s, loss=0.043, pair=24.969, adv=45.196, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 240/453 [01:59<01:38,  2.15it/s, loss=0.043, pair=24.969, adv=45.196, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 240/453 [01:59<01:38,  2.15it/s, loss=0.149, pair=26.422, adv=32.457, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 241/453 [01:59<01:43,  2.05it/s, loss=0.149, pair=26.422, adv=32.457, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 241/453 [02:00<01:43,  2.05it/s, loss=0.043, pair=14.781, adv=38.261, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 242/453 [02:00<01:38,  2.14it/s, loss=0.043, pair=14.781, adv=38.261, sprd=0.
Ep 005/80 [S1:deg_only]:  53%|▌| 242/453 [02:00<01:38,  2.14it/s, loss=0.147, pair=29.500, adv=33.513, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 243/453 [02:00<01:43,  2.03it/s, loss=0.147, pair=29.500, adv=33.513, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 243/453 [02:01<01:43,  2.03it/s, loss=0.043, pair=30.078, adv=36.869, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 244/453 [02:01<01:37,  2.14it/s, loss=0.043, pair=30.078, adv=36.869, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 244/453 [02:01<01:37,  2.14it/s, loss=0.043, pair=32.094, adv=34.383, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 245/453 [02:01<01:42,  2.02it/s, loss=0.043, pair=32.094, adv=34.383, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 245/453 [02:02<01:42,  2.02it/s, loss=0.047, pair=16.000, adv=31.229, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 246/453 [02:02<01:37,  2.11it/s, loss=0.047, pair=16.000, adv=31.229, sprd=0.
Ep 005/80 [S1:deg_only]:  54%|▌| 246/453 [02:02<01:37,  2.11it/s, loss=0.042, pair=29.141, adv=33.813, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 247/453 [02:02<01:43,  2.00it/s, loss=0.042, pair=29.141, adv=33.813, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 247/453 [02:03<01:43,  2.00it/s, loss=0.045, pair=26.562, adv=34.074, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 248/453 [02:03<01:39,  2.06it/s, loss=0.045, pair=26.562, adv=34.074, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 248/453 [02:03<01:39,  2.06it/s, loss=0.050, pair=24.297, adv=44.041, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 249/453 [02:03<01:46,  1.92it/s, loss=0.050, pair=24.297, adv=44.041, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 249/453 [02:04<01:46,  1.92it/s, loss=0.045, pair=25.453, adv=37.307, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 250/453 [02:04<01:39,  2.05it/s, loss=0.045, pair=25.453, adv=37.307, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 250/453 [02:04<01:39,  2.05it/s, loss=0.148, pair=21.203, adv=34.417, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 251/453 [02:04<01:41,  1.99it/s, loss=0.148, pair=21.203, adv=34.417, sprd=0.
Ep 005/80 [S1:deg_only]:  55%|▌| 251/453 [02:05<01:41,  1.99it/s, loss=0.043, pair=25.578, adv=44.716, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 252/453 [02:05<01:35,  2.11it/s, loss=0.043, pair=25.578, adv=44.716, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 252/453 [02:05<01:35,  2.11it/s, loss=0.046, pair=28.391, adv=38.027, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 253/453 [02:05<01:37,  2.05it/s, loss=0.046, pair=28.391, adv=38.027, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 253/453 [02:06<01:37,  2.05it/s, loss=0.041, pair=30.531, adv=40.209, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 254/453 [02:06<01:32,  2.15it/s, loss=0.041, pair=30.531, adv=40.209, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 254/453 [02:06<01:32,  2.15it/s, loss=0.047, pair=26.031, adv=42.846, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 255/453 [02:06<01:33,  2.12it/s, loss=0.047, pair=26.031, adv=42.846, sprd=0.
Ep 005/80 [S1:deg_only]:  56%|▌| 255/453 [02:07<01:33,  2.12it/s, loss=0.044, pair=27.312, adv=41.634, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 256/453 [02:07<01:29,  2.20it/s, loss=0.044, pair=27.312, adv=41.634, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 256/453 [02:07<01:29,  2.20it/s, loss=0.043, pair=21.844, adv=42.035, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 257/453 [02:07<01:33,  2.09it/s, loss=0.043, pair=21.844, adv=42.035, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 257/453 [02:08<01:33,  2.09it/s, loss=0.043, pair=25.609, adv=36.014, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 258/453 [02:08<01:29,  2.18it/s, loss=0.043, pair=25.609, adv=36.014, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 258/453 [02:08<01:29,  2.18it/s, loss=0.042, pair=21.766, adv=31.105, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 259/453 [02:08<01:33,  2.07it/s, loss=0.042, pair=21.766, adv=31.105, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 259/453 [02:08<01:33,  2.07it/s, loss=0.043, pair=22.328, adv=34.633, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 260/453 [02:08<01:30,  2.14it/s, loss=0.043, pair=22.328, adv=34.633, sprd=0.
Ep 005/80 [S1:deg_only]:  57%|▌| 260/453 [02:09<01:30,  2.14it/s, loss=0.043, pair=30.109, adv=32.226, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 261/453 [02:09<01:33,  2.05it/s, loss=0.043, pair=30.109, adv=32.226, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 261/453 [02:09<01:33,  2.05it/s, loss=0.048, pair=25.906, adv=40.116, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 262/453 [02:09<01:30,  2.12it/s, loss=0.048, pair=25.906, adv=40.116, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 262/453 [02:10<01:30,  2.12it/s, loss=0.149, pair=22.250, adv=34.422, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 263/453 [02:10<01:32,  2.05it/s, loss=0.149, pair=22.250, adv=34.422, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 263/453 [02:10<01:32,  2.05it/s, loss=0.040, pair=16.125, adv=35.812, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 264/453 [02:10<01:27,  2.15it/s, loss=0.040, pair=16.125, adv=35.812, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 264/453 [02:11<01:27,  2.15it/s, loss=0.049, pair=15.570, adv=28.080, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 265/453 [02:11<01:29,  2.09it/s, loss=0.049, pair=15.570, adv=28.080, sprd=0.
Ep 005/80 [S1:deg_only]:  58%|▌| 265/453 [02:11<01:29,  2.09it/s, loss=0.043, pair=18.750, adv=27.834, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 266/453 [02:11<01:25,  2.19it/s, loss=0.043, pair=18.750, adv=27.834, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 266/453 [02:12<01:25,  2.19it/s, loss=0.044, pair=25.234, adv=34.062, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 267/453 [02:12<01:30,  2.05it/s, loss=0.044, pair=25.234, adv=34.062, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 267/453 [02:12<01:30,  2.05it/s, loss=0.042, pair=16.469, adv=32.415, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 268/453 [02:12<01:26,  2.14it/s, loss=0.042, pair=16.469, adv=32.415, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 268/453 [02:13<01:26,  2.14it/s, loss=0.046, pair=24.578, adv=35.164, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 269/453 [02:13<01:28,  2.08it/s, loss=0.046, pair=24.578, adv=35.164, sprd=0.
Ep 005/80 [S1:deg_only]:  59%|▌| 269/453 [02:13<01:28,  2.08it/s, loss=0.039, pair=29.266, adv=32.009, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 270/453 [02:13<01:24,  2.17it/s, loss=0.039, pair=29.266, adv=32.009, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 270/453 [02:14<01:24,  2.17it/s, loss=0.046, pair=21.562, adv=35.322, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 271/453 [02:14<01:27,  2.07it/s, loss=0.046, pair=21.562, adv=35.322, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 271/453 [02:14<01:27,  2.07it/s, loss=0.042, pair=19.875, adv=32.897, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 272/453 [02:14<01:24,  2.14it/s, loss=0.042, pair=19.875, adv=32.897, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 272/453 [02:15<01:24,  2.14it/s, loss=0.042, pair=22.250, adv=29.837, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 273/453 [02:15<01:32,  1.94it/s, loss=0.042, pair=22.250, adv=29.837, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 273/453 [02:15<01:32,  1.94it/s, loss=0.042, pair=13.484, adv=25.525, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 274/453 [02:15<01:29,  2.00it/s, loss=0.042, pair=13.484, adv=25.525, sprd=0.
Ep 005/80 [S1:deg_only]:  60%|▌| 274/453 [02:16<01:29,  2.00it/s, loss=0.047, pair=27.516, adv=43.767, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 275/453 [02:16<01:35,  1.87it/s, loss=0.047, pair=27.516, adv=43.767, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 275/453 [02:16<01:35,  1.87it/s, loss=0.041, pair=19.656, adv=33.863, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 276/453 [02:16<01:32,  1.92it/s, loss=0.041, pair=19.656, adv=33.863, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 276/453 [02:17<01:32,  1.92it/s, loss=0.051, pair=19.234, adv=25.958, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 277/453 [02:17<01:38,  1.79it/s, loss=0.051, pair=19.234, adv=25.958, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 277/453 [02:17<01:38,  1.79it/s, loss=0.040, pair=20.406, adv=35.836, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 278/453 [02:17<01:31,  1.90it/s, loss=0.040, pair=20.406, adv=35.836, sprd=0.
Ep 005/80 [S1:deg_only]:  61%|▌| 278/453 [02:18<01:31,  1.90it/s, loss=0.045, pair=21.188, adv=41.177, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 279/453 [02:18<01:44,  1.66it/s, loss=0.045, pair=21.188, adv=41.177, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:44,  1.66it/s, loss=0.044, pair=27.203, adv=33.812, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 280/453 [02:19<01:35,  1.82it/s, loss=0.044, pair=27.203, adv=33.812, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 280/453 [02:19<01:35,  1.82it/s, loss=0.146, pair=28.641, adv=43.206, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 281/453 [02:19<01:38,  1.74it/s, loss=0.146, pair=28.641, adv=43.206, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:38,  1.74it/s, loss=0.042, pair=29.375, adv=35.564, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 282/453 [02:20<01:31,  1.86it/s, loss=0.042, pair=29.375, adv=35.564, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 282/453 [02:20<01:31,  1.86it/s, loss=0.045, pair=20.141, adv=30.475, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 283/453 [02:20<01:36,  1.76it/s, loss=0.045, pair=20.141, adv=30.475, sprd=0.
Ep 005/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:36,  1.76it/s, loss=0.048, pair=25.984, adv=32.470, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 284/453 [02:21<01:30,  1.87it/s, loss=0.048, pair=25.984, adv=32.470, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 284/453 [02:22<01:30,  1.87it/s, loss=0.042, pair=27.406, adv=29.978, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:36,  1.74it/s, loss=0.042, pair=27.406, adv=29.978, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:36,  1.74it/s, loss=0.040, pair=10.109, adv=35.636, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 286/453 [02:22<01:29,  1.86it/s, loss=0.040, pair=10.109, adv=35.636, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 286/453 [02:23<01:29,  1.86it/s, loss=0.042, pair=19.359, adv=39.623, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:31,  1.81it/s, loss=0.042, pair=19.359, adv=39.623, sprd=0.
Ep 005/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:31,  1.81it/s, loss=0.044, pair=25.609, adv=34.802, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 288/453 [02:23<01:25,  1.92it/s, loss=0.044, pair=25.609, adv=34.802, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 288/453 [02:24<01:25,  1.92it/s, loss=0.046, pair=20.000, adv=38.925, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:31,  1.80it/s, loss=0.046, pair=20.000, adv=38.925, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:31,  1.80it/s, loss=0.044, pair=27.750, adv=41.806, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 290/453 [02:24<01:23,  1.94it/s, loss=0.044, pair=27.750, adv=41.806, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 290/453 [02:25<01:23,  1.94it/s, loss=0.045, pair=20.922, adv=30.011, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:32,  1.76it/s, loss=0.045, pair=20.922, adv=30.011, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:32,  1.76it/s, loss=0.043, pair=19.734, adv=35.327, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 292/453 [02:25<01:25,  1.88it/s, loss=0.043, pair=19.734, adv=35.327, sprd=0.
Ep 005/80 [S1:deg_only]:  64%|▋| 292/453 [02:26<01:25,  1.88it/s, loss=0.044, pair=20.016, adv=39.799, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:30,  1.76it/s, loss=0.044, pair=20.016, adv=39.799, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:30,  1.76it/s, loss=0.041, pair=19.953, adv=31.529, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 294/453 [02:26<01:24,  1.89it/s, loss=0.041, pair=19.953, adv=31.529, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 294/453 [02:27<01:24,  1.89it/s, loss=0.044, pair=33.562, adv=34.573, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:29,  1.77it/s, loss=0.044, pair=33.562, adv=34.573, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:29,  1.77it/s, loss=0.041, pair=28.688, adv=36.562, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 296/453 [02:27<01:23,  1.89it/s, loss=0.041, pair=28.688, adv=36.562, sprd=0.
Ep 005/80 [S1:deg_only]:  65%|▋| 296/453 [02:28<01:23,  1.89it/s, loss=0.044, pair=24.031, adv=29.685, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:27,  1.79it/s, loss=0.044, pair=24.031, adv=29.685, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:27,  1.79it/s, loss=0.040, pair=27.406, adv=35.174, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 298/453 [02:28<01:21,  1.90it/s, loss=0.040, pair=27.406, adv=35.174, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 298/453 [02:29<01:21,  1.90it/s, loss=0.044, pair=26.547, adv=32.066, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:24,  1.81it/s, loss=0.044, pair=26.547, adv=32.066, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 299/453 [02:30<01:24,  1.81it/s, loss=0.044, pair=17.062, adv=36.134, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:19,  1.92it/s, loss=0.044, pair=17.062, adv=36.134, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:19,  1.92it/s, loss=0.044, pair=14.055, adv=35.257, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:27,  1.74it/s, loss=0.044, pair=14.055, adv=35.257, sprd=0.
Ep 005/80 [S1:deg_only]:  66%|▋| 301/453 [02:31<01:27,  1.74it/s, loss=0.041, pair=21.422, adv=30.969, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:20,  1.89it/s, loss=0.041, pair=21.422, adv=30.969, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:20,  1.89it/s, loss=0.047, pair=14.062, adv=30.283, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:24,  1.77it/s, loss=0.047, pair=14.062, adv=30.283, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 303/453 [02:32<01:24,  1.77it/s, loss=0.045, pair=26.875, adv=32.807, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 304/453 [02:32<01:16,  1.95it/s, loss=0.045, pair=26.875, adv=32.807, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 304/453 [02:32<01:16,  1.95it/s, loss=0.148, pair=27.641, adv=36.973, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 305/453 [02:32<01:16,  1.94it/s, loss=0.148, pair=27.641, adv=36.973, sprd=0.
Ep 005/80 [S1:deg_only]:  67%|▋| 305/453 [02:33<01:16,  1.94it/s, loss=0.044, pair=23.422, adv=33.082, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 306/453 [02:33<01:11,  2.05it/s, loss=0.044, pair=23.422, adv=33.082, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 306/453 [02:33<01:11,  2.05it/s, loss=0.045, pair=23.359, adv=37.157, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 307/453 [02:33<01:13,  1.99it/s, loss=0.045, pair=23.359, adv=37.157, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 307/453 [02:34<01:13,  1.99it/s, loss=0.043, pair=20.312, adv=34.974, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:08,  2.11it/s, loss=0.043, pair=20.312, adv=34.974, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:08,  2.11it/s, loss=0.047, pair=27.344, adv=37.835, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 309/453 [02:34<01:11,  2.02it/s, loss=0.047, pair=27.344, adv=37.835, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 309/453 [02:35<01:11,  2.02it/s, loss=0.043, pair=23.953, adv=34.637, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:07,  2.11it/s, loss=0.043, pair=23.953, adv=34.637, sprd=0.
Ep 005/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:07,  2.11it/s, loss=0.044, pair=19.547, adv=39.708, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 311/453 [02:35<01:09,  2.05it/s, loss=0.044, pair=19.547, adv=39.708, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 311/453 [02:35<01:09,  2.05it/s, loss=0.043, pair=24.672, adv=33.239, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 312/453 [02:35<01:05,  2.14it/s, loss=0.043, pair=24.672, adv=33.239, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 312/453 [02:36<01:05,  2.14it/s, loss=0.044, pair=31.328, adv=42.723, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 313/453 [02:36<01:08,  2.05it/s, loss=0.044, pair=31.328, adv=42.723, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 313/453 [02:36<01:08,  2.05it/s, loss=0.044, pair=25.312, adv=36.864, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 314/453 [02:36<01:05,  2.11it/s, loss=0.044, pair=25.312, adv=36.864, sprd=0.
Ep 005/80 [S1:deg_only]:  69%|▋| 314/453 [02:37<01:05,  2.11it/s, loss=0.042, pair=24.656, adv=35.347, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:08,  2.02it/s, loss=0.042, pair=24.656, adv=35.347, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:08,  2.02it/s, loss=0.040, pair=20.672, adv=32.142, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 316/453 [02:37<01:05,  2.11it/s, loss=0.040, pair=20.672, adv=32.142, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 316/453 [02:38<01:05,  2.11it/s, loss=0.048, pair=27.016, adv=32.931, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 317/453 [02:38<01:06,  2.05it/s, loss=0.048, pair=27.016, adv=32.931, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 317/453 [02:38<01:06,  2.05it/s, loss=0.043, pair=22.594, adv=34.515, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 318/453 [02:38<01:02,  2.15it/s, loss=0.043, pair=22.594, adv=34.515, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 318/453 [02:39<01:02,  2.15it/s, loss=0.042, pair=26.719, adv=36.992, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 319/453 [02:39<01:05,  2.04it/s, loss=0.042, pair=26.719, adv=36.992, sprd=0.
Ep 005/80 [S1:deg_only]:  70%|▋| 319/453 [02:39<01:05,  2.04it/s, loss=0.041, pair=26.938, adv=34.447, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 320/453 [02:39<01:02,  2.14it/s, loss=0.041, pair=26.938, adv=34.447, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 320/453 [02:40<01:02,  2.14it/s, loss=0.045, pair=15.883, adv=33.177, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 321/453 [02:40<01:04,  2.04it/s, loss=0.045, pair=15.883, adv=33.177, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 321/453 [02:40<01:04,  2.04it/s, loss=0.042, pair=18.094, adv=38.617, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 322/453 [02:40<01:00,  2.16it/s, loss=0.042, pair=18.094, adv=38.617, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 322/453 [02:41<01:00,  2.16it/s, loss=0.150, pair=17.297, adv=33.520, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 323/453 [02:41<01:03,  2.06it/s, loss=0.150, pair=17.297, adv=33.520, sprd=0.
Ep 005/80 [S1:deg_only]:  71%|▋| 323/453 [02:41<01:03,  2.06it/s, loss=0.041, pair=29.250, adv=34.359, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 324/453 [02:41<00:59,  2.15it/s, loss=0.041, pair=29.250, adv=34.359, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 324/453 [02:42<00:59,  2.15it/s, loss=0.044, pair=16.953, adv=33.018, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 325/453 [02:42<01:01,  2.07it/s, loss=0.044, pair=16.953, adv=33.018, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 325/453 [02:42<01:01,  2.07it/s, loss=0.041, pair=24.469, adv=32.781, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 326/453 [02:42<00:59,  2.14it/s, loss=0.041, pair=24.469, adv=32.781, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 326/453 [02:43<00:59,  2.14it/s, loss=0.042, pair=20.094, adv=37.051, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:00,  2.07it/s, loss=0.042, pair=20.094, adv=37.051, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:00,  2.07it/s, loss=0.044, pair=19.891, adv=35.819, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 328/453 [02:43<00:58,  2.15it/s, loss=0.044, pair=19.891, adv=35.819, sprd=0.
Ep 005/80 [S1:deg_only]:  72%|▋| 328/453 [02:44<00:58,  2.15it/s, loss=0.053, pair=18.172, adv=37.469, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<00:59,  2.09it/s, loss=0.053, pair=18.172, adv=37.469, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<00:59,  2.09it/s, loss=0.048, pair=18.062, adv=34.404, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 330/453 [02:44<00:56,  2.18it/s, loss=0.048, pair=18.062, adv=34.404, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 330/453 [02:45<00:56,  2.18it/s, loss=0.043, pair=24.688, adv=37.416, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<01:03,  1.92it/s, loss=0.043, pair=24.688, adv=37.416, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<01:03,  1.92it/s, loss=0.042, pair=17.781, adv=36.150, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 332/453 [02:45<00:59,  2.03it/s, loss=0.042, pair=17.781, adv=36.150, sprd=0.
Ep 005/80 [S1:deg_only]:  73%|▋| 332/453 [02:46<00:59,  2.03it/s, loss=0.146, pair=16.828, adv=28.701, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:00,  2.00it/s, loss=0.146, pair=16.828, adv=28.701, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:00,  2.00it/s, loss=0.044, pair=17.656, adv=38.981, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 334/453 [02:46<00:56,  2.10it/s, loss=0.044, pair=17.656, adv=38.981, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 334/453 [02:47<00:56,  2.10it/s, loss=0.046, pair=17.016, adv=36.670, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<00:58,  2.02it/s, loss=0.046, pair=17.016, adv=36.670, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<00:58,  2.02it/s, loss=0.042, pair=22.703, adv=39.139, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 336/453 [02:47<00:54,  2.14it/s, loss=0.042, pair=22.703, adv=39.139, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 336/453 [02:48<00:54,  2.14it/s, loss=0.043, pair=27.000, adv=38.676, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<00:57,  2.02it/s, loss=0.043, pair=27.000, adv=38.676, sprd=0.
Ep 005/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<00:57,  2.02it/s, loss=0.043, pair=19.250, adv=32.516, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▋| 338/453 [02:48<00:54,  2.10it/s, loss=0.043, pair=19.250, adv=32.516, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▋| 338/453 [02:49<00:54,  2.10it/s, loss=0.063, pair=20.797, adv=29.237, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<00:56,  2.01it/s, loss=0.063, pair=20.797, adv=29.237, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<00:56,  2.01it/s, loss=0.043, pair=24.031, adv=48.435, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 340/453 [02:49<00:51,  2.19it/s, loss=0.043, pair=24.031, adv=48.435, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 340/453 [02:49<00:51,  2.19it/s, loss=0.045, pair=23.750, adv=33.110, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 341/453 [02:49<00:55,  2.03it/s, loss=0.045, pair=23.750, adv=33.110, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 341/453 [02:50<00:55,  2.03it/s, loss=0.046, pair=25.391, adv=39.836, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 342/453 [02:50<00:52,  2.12it/s, loss=0.046, pair=25.391, adv=39.836, sprd=0.
Ep 005/80 [S1:deg_only]:  75%|▊| 342/453 [02:50<00:52,  2.12it/s, loss=0.045, pair=17.391, adv=38.570, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 343/453 [02:50<00:54,  2.00it/s, loss=0.045, pair=17.391, adv=38.570, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 343/453 [02:51<00:54,  2.00it/s, loss=0.046, pair=18.547, adv=33.123, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 344/453 [02:51<00:51,  2.12it/s, loss=0.046, pair=18.547, adv=33.123, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 344/453 [02:51<00:51,  2.12it/s, loss=0.147, pair=19.969, adv=33.937, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 345/453 [02:51<00:53,  2.03it/s, loss=0.147, pair=19.969, adv=33.937, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 345/453 [02:52<00:53,  2.03it/s, loss=0.041, pair=20.828, adv=34.944, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 346/453 [02:52<00:49,  2.15it/s, loss=0.041, pair=20.828, adv=34.944, sprd=0.
Ep 005/80 [S1:deg_only]:  76%|▊| 346/453 [02:52<00:49,  2.15it/s, loss=0.150, pair=24.188, adv=39.137, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 347/453 [02:52<00:51,  2.04it/s, loss=0.150, pair=24.188, adv=39.137, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 347/453 [02:53<00:51,  2.04it/s, loss=0.043, pair=21.891, adv=33.866, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 348/453 [02:53<00:50,  2.10it/s, loss=0.043, pair=21.891, adv=33.866, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 348/453 [02:53<00:50,  2.10it/s, loss=0.043, pair=16.594, adv=35.634, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 349/453 [02:53<00:50,  2.05it/s, loss=0.043, pair=16.594, adv=35.634, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 349/453 [02:54<00:50,  2.05it/s, loss=0.043, pair=16.812, adv=39.083, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 350/453 [02:54<00:47,  2.15it/s, loss=0.043, pair=16.812, adv=39.083, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 350/453 [02:54<00:47,  2.15it/s, loss=0.047, pair=24.516, adv=34.066, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 351/453 [02:54<00:50,  2.02it/s, loss=0.047, pair=24.516, adv=34.066, sprd=0.
Ep 005/80 [S1:deg_only]:  77%|▊| 351/453 [02:55<00:50,  2.02it/s, loss=0.040, pair=25.859, adv=36.093, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 352/453 [02:55<00:47,  2.12it/s, loss=0.040, pair=25.859, adv=36.093, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 352/453 [02:55<00:47,  2.12it/s, loss=0.048, pair=19.609, adv=27.361, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 353/453 [02:55<00:48,  2.05it/s, loss=0.048, pair=19.609, adv=27.361, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 353/453 [02:56<00:48,  2.05it/s, loss=0.041, pair=17.219, adv=32.772, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 354/453 [02:56<00:46,  2.14it/s, loss=0.041, pair=17.219, adv=32.772, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 354/453 [02:56<00:46,  2.14it/s, loss=0.044, pair=20.062, adv=37.761, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 355/453 [02:56<00:47,  2.07it/s, loss=0.044, pair=20.062, adv=37.761, sprd=0.
Ep 005/80 [S1:deg_only]:  78%|▊| 355/453 [02:57<00:47,  2.07it/s, loss=0.042, pair=26.438, adv=36.315, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 356/453 [02:57<00:45,  2.13it/s, loss=0.042, pair=26.438, adv=36.315, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 356/453 [02:57<00:45,  2.13it/s, loss=0.148, pair=14.891, adv=35.992, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 357/453 [02:57<00:46,  2.06it/s, loss=0.148, pair=14.891, adv=35.992, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 357/453 [02:58<00:46,  2.06it/s, loss=0.042, pair=20.812, adv=35.655, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 358/453 [02:58<00:44,  2.13it/s, loss=0.042, pair=20.812, adv=35.655, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 358/453 [02:58<00:44,  2.13it/s, loss=0.048, pair=18.422, adv=30.817, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 359/453 [02:58<00:47,  1.96it/s, loss=0.048, pair=18.422, adv=30.817, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 359/453 [02:59<00:47,  1.96it/s, loss=0.043, pair=19.656, adv=37.123, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 360/453 [02:59<00:44,  2.10it/s, loss=0.043, pair=19.656, adv=37.123, sprd=0.
Ep 005/80 [S1:deg_only]:  79%|▊| 360/453 [02:59<00:44,  2.10it/s, loss=0.042, pair=23.375, adv=36.990, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 361/453 [02:59<00:45,  2.02it/s, loss=0.042, pair=23.375, adv=36.990, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 361/453 [03:00<00:45,  2.02it/s, loss=0.041, pair=19.188, adv=35.397, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 362/453 [03:00<00:43,  2.11it/s, loss=0.041, pair=19.188, adv=35.397, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 362/453 [03:00<00:43,  2.11it/s, loss=0.151, pair=24.344, adv=34.477, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 363/453 [03:00<00:43,  2.06it/s, loss=0.151, pair=24.344, adv=34.477, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 363/453 [03:00<00:43,  2.06it/s, loss=0.043, pair=14.844, adv=38.953, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 364/453 [03:00<00:40,  2.21it/s, loss=0.043, pair=14.844, adv=38.953, sprd=0.
Ep 005/80 [S1:deg_only]:  80%|▊| 364/453 [03:01<00:40,  2.21it/s, loss=0.045, pair=16.266, adv=33.046, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 365/453 [03:01<00:41,  2.10it/s, loss=0.045, pair=16.266, adv=33.046, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 365/453 [03:01<00:41,  2.10it/s, loss=0.046, pair=27.656, adv=38.221, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 366/453 [03:01<00:39,  2.20it/s, loss=0.046, pair=27.656, adv=38.221, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 366/453 [03:02<00:39,  2.20it/s, loss=0.147, pair=23.219, adv=32.708, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 367/453 [03:02<00:41,  2.07it/s, loss=0.147, pair=23.219, adv=32.708, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 367/453 [03:02<00:41,  2.07it/s, loss=0.041, pair=13.750, adv=35.588, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 368/453 [03:02<00:39,  2.15it/s, loss=0.041, pair=13.750, adv=35.588, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 368/453 [03:03<00:39,  2.15it/s, loss=0.043, pair=14.992, adv=32.442, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 369/453 [03:03<00:41,  2.01it/s, loss=0.043, pair=14.992, adv=32.442, sprd=0.
Ep 005/80 [S1:deg_only]:  81%|▊| 369/453 [03:03<00:41,  2.01it/s, loss=0.041, pair=26.438, adv=35.930, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 370/453 [03:03<00:39,  2.10it/s, loss=0.041, pair=26.438, adv=35.930, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 370/453 [03:04<00:39,  2.10it/s, loss=0.049, pair=23.672, adv=33.653, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 371/453 [03:04<00:43,  1.90it/s, loss=0.049, pair=23.672, adv=33.653, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 371/453 [03:04<00:43,  1.90it/s, loss=0.043, pair=19.641, adv=34.445, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 372/453 [03:04<00:40,  2.00it/s, loss=0.043, pair=19.641, adv=34.445, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 372/453 [03:05<00:40,  2.00it/s, loss=0.045, pair=21.859, adv=37.767, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 373/453 [03:05<00:42,  1.87it/s, loss=0.045, pair=21.859, adv=37.767, sprd=0.
Ep 005/80 [S1:deg_only]:  82%|▊| 373/453 [03:05<00:42,  1.87it/s, loss=0.044, pair=28.641, adv=35.744, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 374/453 [03:05<00:40,  1.97it/s, loss=0.044, pair=28.641, adv=35.744, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 374/453 [03:06<00:40,  1.97it/s, loss=0.048, pair=18.250, adv=34.933, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 375/453 [03:06<00:42,  1.85it/s, loss=0.048, pair=18.250, adv=34.933, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 375/453 [03:07<00:42,  1.85it/s, loss=0.043, pair=26.141, adv=34.804, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:39,  1.94it/s, loss=0.043, pair=26.141, adv=34.804, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:39,  1.94it/s, loss=0.065, pair=19.875, adv=34.534, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 377/453 [03:07<00:42,  1.80it/s, loss=0.065, pair=19.875, adv=34.534, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 377/453 [03:08<00:42,  1.80it/s, loss=0.040, pair=20.516, adv=36.463, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 378/453 [03:08<00:39,  1.92it/s, loss=0.040, pair=20.516, adv=36.463, sprd=0.
Ep 005/80 [S1:deg_only]:  83%|▊| 378/453 [03:08<00:39,  1.92it/s, loss=0.046, pair=25.203, adv=35.784, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 379/453 [03:08<00:41,  1.79it/s, loss=0.046, pair=25.203, adv=35.784, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 379/453 [03:09<00:41,  1.79it/s, loss=0.048, pair=23.406, adv=34.984, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 380/453 [03:09<00:37,  1.93it/s, loss=0.048, pair=23.406, adv=34.984, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 380/453 [03:09<00:37,  1.93it/s, loss=0.045, pair=23.859, adv=37.196, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 381/453 [03:09<00:40,  1.78it/s, loss=0.045, pair=23.859, adv=37.196, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 381/453 [03:10<00:40,  1.78it/s, loss=0.043, pair=21.922, adv=31.418, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 382/453 [03:10<00:37,  1.91it/s, loss=0.043, pair=21.922, adv=31.418, sprd=0.
Ep 005/80 [S1:deg_only]:  84%|▊| 382/453 [03:10<00:37,  1.91it/s, loss=0.044, pair=17.891, adv=35.086, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 383/453 [03:10<00:39,  1.79it/s, loss=0.044, pair=17.891, adv=35.086, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 383/453 [03:11<00:39,  1.79it/s, loss=0.042, pair=16.906, adv=35.946, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 384/453 [03:11<00:35,  1.92it/s, loss=0.042, pair=16.906, adv=35.946, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 384/453 [03:12<00:35,  1.92it/s, loss=0.049, pair=25.047, adv=40.596, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:37,  1.80it/s, loss=0.049, pair=25.047, adv=40.596, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:37,  1.80it/s, loss=0.041, pair=22.656, adv=35.476, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 386/453 [03:12<00:35,  1.90it/s, loss=0.041, pair=22.656, adv=35.476, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 386/453 [03:13<00:35,  1.90it/s, loss=0.048, pair=17.281, adv=38.131, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:36,  1.80it/s, loss=0.048, pair=17.281, adv=38.131, sprd=0.
Ep 005/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:36,  1.80it/s, loss=0.043, pair=25.812, adv=34.387, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 388/453 [03:13<00:34,  1.90it/s, loss=0.043, pair=25.812, adv=34.387, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 388/453 [03:14<00:34,  1.90it/s, loss=0.149, pair=18.672, adv=37.069, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 389/453 [03:14<00:38,  1.66it/s, loss=0.149, pair=18.672, adv=37.069, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 389/453 [03:14<00:38,  1.66it/s, loss=0.047, pair=22.500, adv=33.586, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 390/453 [03:14<00:34,  1.82it/s, loss=0.047, pair=22.500, adv=33.586, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 390/453 [03:15<00:34,  1.82it/s, loss=0.052, pair=24.734, adv=33.661, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 391/453 [03:15<00:35,  1.77it/s, loss=0.052, pair=24.734, adv=33.661, sprd=0.
Ep 005/80 [S1:deg_only]:  86%|▊| 391/453 [03:15<00:35,  1.77it/s, loss=0.049, pair=13.352, adv=32.205, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 392/453 [03:15<00:32,  1.90it/s, loss=0.049, pair=13.352, adv=32.205, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 392/453 [03:16<00:32,  1.90it/s, loss=0.049, pair=19.250, adv=33.535, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 393/453 [03:16<00:34,  1.74it/s, loss=0.049, pair=19.250, adv=33.535, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 393/453 [03:16<00:34,  1.74it/s, loss=0.043, pair=32.938, adv=35.888, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 394/453 [03:16<00:32,  1.83it/s, loss=0.043, pair=32.938, adv=35.888, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 394/453 [03:17<00:32,  1.83it/s, loss=0.150, pair=23.531, adv=34.151, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 395/453 [03:17<00:32,  1.79it/s, loss=0.150, pair=23.531, adv=34.151, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 395/453 [03:18<00:32,  1.79it/s, loss=0.049, pair=25.500, adv=35.580, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 396/453 [03:18<00:30,  1.89it/s, loss=0.049, pair=25.500, adv=35.580, sprd=0.
Ep 005/80 [S1:deg_only]:  87%|▊| 396/453 [03:18<00:30,  1.89it/s, loss=0.047, pair=19.219, adv=30.205, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 397/453 [03:18<00:31,  1.78it/s, loss=0.047, pair=19.219, adv=30.205, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 397/453 [03:19<00:31,  1.78it/s, loss=0.045, pair=18.828, adv=28.955, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 398/453 [03:19<00:28,  1.94it/s, loss=0.045, pair=18.828, adv=28.955, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 398/453 [03:19<00:28,  1.94it/s, loss=0.045, pair=28.125, adv=33.317, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 399/453 [03:19<00:29,  1.82it/s, loss=0.045, pair=28.125, adv=33.317, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 399/453 [03:20<00:29,  1.82it/s, loss=0.040, pair=22.844, adv=28.838, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 400/453 [03:20<00:27,  1.93it/s, loss=0.040, pair=22.844, adv=28.838, sprd=0.
Ep 005/80 [S1:deg_only]:  88%|▉| 400/453 [03:20<00:27,  1.93it/s, loss=0.048, pair=22.156, adv=33.409, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 401/453 [03:20<00:27,  1.91it/s, loss=0.048, pair=22.156, adv=33.409, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 401/453 [03:21<00:27,  1.91it/s, loss=0.045, pair=12.672, adv=37.816, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 402/453 [03:21<00:24,  2.07it/s, loss=0.045, pair=12.672, adv=37.816, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 402/453 [03:21<00:24,  2.07it/s, loss=0.153, pair=17.781, adv=28.714, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 403/453 [03:21<00:25,  1.99it/s, loss=0.153, pair=17.781, adv=28.714, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 403/453 [03:22<00:25,  1.99it/s, loss=0.046, pair=16.938, adv=32.735, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 404/453 [03:22<00:23,  2.12it/s, loss=0.046, pair=16.938, adv=32.735, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 404/453 [03:22<00:23,  2.12it/s, loss=0.045, pair=16.734, adv=31.079, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 405/453 [03:22<00:24,  1.98it/s, loss=0.045, pair=16.734, adv=31.079, sprd=0.
Ep 005/80 [S1:deg_only]:  89%|▉| 405/453 [03:23<00:24,  1.98it/s, loss=0.047, pair=24.438, adv=33.463, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 406/453 [03:23<00:22,  2.11it/s, loss=0.047, pair=24.438, adv=33.463, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 406/453 [03:23<00:22,  2.11it/s, loss=0.051, pair=22.547, adv=29.245, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 407/453 [03:23<00:23,  1.97it/s, loss=0.051, pair=22.547, adv=29.245, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 407/453 [03:23<00:23,  1.97it/s, loss=0.042, pair=19.516, adv=32.530, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 408/453 [03:23<00:21,  2.11it/s, loss=0.042, pair=19.516, adv=32.530, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 408/453 [03:24<00:21,  2.11it/s, loss=0.043, pair=15.328, adv=38.427, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 409/453 [03:24<00:21,  2.04it/s, loss=0.043, pair=15.328, adv=38.427, sprd=0.
Ep 005/80 [S1:deg_only]:  90%|▉| 409/453 [03:24<00:21,  2.04it/s, loss=0.044, pair=13.789, adv=32.057, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 410/453 [03:24<00:20,  2.14it/s, loss=0.044, pair=13.789, adv=32.057, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 410/453 [03:25<00:20,  2.14it/s, loss=0.044, pair=21.812, adv=35.242, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 411/453 [03:25<00:20,  2.01it/s, loss=0.044, pair=21.812, adv=35.242, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 411/453 [03:25<00:20,  2.01it/s, loss=0.041, pair=23.812, adv=31.793, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 412/453 [03:25<00:19,  2.11it/s, loss=0.041, pair=23.812, adv=31.793, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 412/453 [03:26<00:19,  2.11it/s, loss=0.045, pair=19.109, adv=36.028, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 413/453 [03:26<00:20,  1.95it/s, loss=0.045, pair=19.109, adv=36.028, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 413/453 [03:26<00:20,  1.95it/s, loss=0.043, pair=13.578, adv=29.785, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 414/453 [03:26<00:18,  2.07it/s, loss=0.043, pair=13.578, adv=29.785, sprd=0.
Ep 005/80 [S1:deg_only]:  91%|▉| 414/453 [03:27<00:18,  2.07it/s, loss=0.047, pair=19.562, adv=33.086, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 415/453 [03:27<00:19,  1.98it/s, loss=0.047, pair=19.562, adv=33.086, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 415/453 [03:27<00:19,  1.98it/s, loss=0.041, pair=21.219, adv=32.984, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 416/453 [03:27<00:17,  2.08it/s, loss=0.041, pair=21.219, adv=32.984, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 416/453 [03:28<00:17,  2.08it/s, loss=0.045, pair=24.031, adv=34.541, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 417/453 [03:28<00:18,  1.99it/s, loss=0.045, pair=24.031, adv=34.541, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 417/453 [03:28<00:18,  1.99it/s, loss=0.041, pair=23.719, adv=33.611, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 418/453 [03:28<00:16,  2.09it/s, loss=0.041, pair=23.719, adv=33.611, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 418/453 [03:29<00:16,  2.09it/s, loss=0.053, pair=22.031, adv=33.360, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 419/453 [03:29<00:17,  2.00it/s, loss=0.053, pair=22.031, adv=33.360, sprd=0.
Ep 005/80 [S1:deg_only]:  92%|▉| 419/453 [03:29<00:17,  2.00it/s, loss=0.043, pair=21.719, adv=35.121, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 420/453 [03:29<00:15,  2.12it/s, loss=0.043, pair=21.719, adv=35.121, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 420/453 [03:30<00:15,  2.12it/s, loss=0.046, pair=23.578, adv=40.182, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 421/453 [03:30<00:15,  2.07it/s, loss=0.046, pair=23.578, adv=40.182, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 421/453 [03:30<00:15,  2.07it/s, loss=0.044, pair=33.281, adv=37.253, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 422/453 [03:30<00:14,  2.17it/s, loss=0.044, pair=33.281, adv=37.253, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 422/453 [03:31<00:14,  2.17it/s, loss=0.043, pair=19.438, adv=35.878, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 423/453 [03:31<00:14,  2.10it/s, loss=0.043, pair=19.438, adv=35.878, sprd=0.
Ep 005/80 [S1:deg_only]:  93%|▉| 423/453 [03:31<00:14,  2.10it/s, loss=0.047, pair=21.484, adv=38.606, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 424/453 [03:31<00:13,  2.18it/s, loss=0.047, pair=21.484, adv=38.606, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 424/453 [03:32<00:13,  2.18it/s, loss=0.043, pair=18.484, adv=32.474, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 425/453 [03:32<00:13,  2.08it/s, loss=0.043, pair=18.484, adv=32.474, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 425/453 [03:32<00:13,  2.08it/s, loss=0.040, pair=27.250, adv=32.889, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 426/453 [03:32<00:12,  2.18it/s, loss=0.040, pair=27.250, adv=32.889, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 426/453 [03:33<00:12,  2.18it/s, loss=0.044, pair=26.141, adv=28.834, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 427/453 [03:33<00:12,  2.09it/s, loss=0.044, pair=26.141, adv=28.834, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 427/453 [03:33<00:12,  2.09it/s, loss=0.040, pair=21.938, adv=33.370, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 428/453 [03:33<00:11,  2.19it/s, loss=0.040, pair=21.938, adv=33.370, sprd=0.
Ep 005/80 [S1:deg_only]:  94%|▉| 428/453 [03:34<00:11,  2.19it/s, loss=0.045, pair=24.562, adv=35.770, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 429/453 [03:34<00:11,  2.07it/s, loss=0.045, pair=24.562, adv=35.770, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 429/453 [03:34<00:11,  2.07it/s, loss=0.043, pair=21.562, adv=36.981, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:10,  2.20it/s, loss=0.043, pair=21.562, adv=36.981, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:10,  2.20it/s, loss=0.050, pair=13.039, adv=26.164, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 431/453 [03:34<00:10,  2.15it/s, loss=0.050, pair=13.039, adv=26.164, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 431/453 [03:35<00:10,  2.15it/s, loss=0.042, pair=16.344, adv=34.776, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:09,  2.24it/s, loss=0.042, pair=16.344, adv=34.776, sprd=0.
Ep 005/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:09,  2.24it/s, loss=0.046, pair=23.172, adv=31.671, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 433/453 [03:35<00:09,  2.11it/s, loss=0.046, pair=23.172, adv=31.671, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 433/453 [03:36<00:09,  2.11it/s, loss=0.044, pair=18.859, adv=37.265, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 434/453 [03:36<00:08,  2.21it/s, loss=0.044, pair=18.859, adv=37.265, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 434/453 [03:36<00:08,  2.21it/s, loss=0.044, pair=19.828, adv=37.691, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 435/453 [03:36<00:08,  2.09it/s, loss=0.044, pair=19.828, adv=37.691, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 435/453 [03:37<00:08,  2.09it/s, loss=0.050, pair=34.219, adv=45.858, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 436/453 [03:37<00:07,  2.23it/s, loss=0.050, pair=34.219, adv=45.858, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 436/453 [03:37<00:07,  2.23it/s, loss=0.042, pair=19.906, adv=29.400, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 437/453 [03:37<00:07,  2.09it/s, loss=0.042, pair=19.906, adv=29.400, sprd=0.
Ep 005/80 [S1:deg_only]:  96%|▉| 437/453 [03:38<00:07,  2.09it/s, loss=0.041, pair=23.656, adv=38.714, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 438/453 [03:38<00:06,  2.19it/s, loss=0.041, pair=23.656, adv=38.714, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 438/453 [03:38<00:06,  2.19it/s, loss=0.146, pair=18.594, adv=39.350, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 439/453 [03:38<00:06,  2.09it/s, loss=0.146, pair=18.594, adv=39.350, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 439/453 [03:39<00:06,  2.09it/s, loss=0.046, pair=17.391, adv=27.813, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 440/453 [03:39<00:05,  2.20it/s, loss=0.046, pair=17.391, adv=27.813, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 440/453 [03:39<00:05,  2.20it/s, loss=0.044, pair=17.203, adv=38.094, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 441/453 [03:39<00:06,  1.98it/s, loss=0.044, pair=17.203, adv=38.094, sprd=0.
Ep 005/80 [S1:deg_only]:  97%|▉| 441/453 [03:40<00:06,  1.98it/s, loss=0.048, pair=19.812, adv=35.909, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 442/453 [03:40<00:05,  2.08it/s, loss=0.048, pair=19.812, adv=35.909, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 442/453 [03:40<00:05,  2.08it/s, loss=0.148, pair=28.797, adv=33.708, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 443/453 [03:40<00:05,  1.99it/s, loss=0.148, pair=28.797, adv=33.708, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 443/453 [03:41<00:05,  1.99it/s, loss=0.046, pair=27.016, adv=39.079, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 444/453 [03:41<00:04,  2.11it/s, loss=0.046, pair=27.016, adv=39.079, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 444/453 [03:41<00:04,  2.11it/s, loss=0.049, pair=22.797, adv=43.247, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 445/453 [03:41<00:03,  2.04it/s, loss=0.049, pair=22.797, adv=43.247, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 445/453 [03:42<00:03,  2.04it/s, loss=0.041, pair=23.609, adv=34.252, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 446/453 [03:42<00:03,  2.16it/s, loss=0.041, pair=23.609, adv=34.252, sprd=0.
Ep 005/80 [S1:deg_only]:  98%|▉| 446/453 [03:42<00:03,  2.16it/s, loss=0.043, pair=26.594, adv=39.110, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 447/453 [03:42<00:02,  2.10it/s, loss=0.043, pair=26.594, adv=39.110, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 447/453 [03:42<00:02,  2.10it/s, loss=0.043, pair=25.781, adv=36.115, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 448/453 [03:42<00:02,  2.21it/s, loss=0.043, pair=25.781, adv=36.115, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 448/453 [03:43<00:02,  2.21it/s, loss=0.048, pair=17.375, adv=29.978, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 449/453 [03:43<00:01,  2.15it/s, loss=0.048, pair=17.375, adv=29.978, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 449/453 [03:43<00:01,  2.15it/s, loss=0.044, pair=18.062, adv=35.794, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 450/453 [03:43<00:01,  2.23it/s, loss=0.044, pair=18.062, adv=35.794, sprd=0.
Ep 005/80 [S1:deg_only]:  99%|▉| 450/453 [03:44<00:01,  2.23it/s, loss=0.044, pair=27.250, adv=35.730, sprd=0.
Ep 005/80 [S1:deg_only]: 100%|▉| 451/453 [03:44<00:00,  2.13it/s, loss=0.044, pair=27.250, adv=35.730, sprd=0.
Ep 005/80 [S1:deg_only]: 100%|▉| 451/453 [03:44<00:00,  2.13it/s, loss=0.041, pair=17.141, adv=35.690, sprd=0.
Ep 005/80 [S1:deg_only]: 100%|▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.041, pair=17.141, adv=35.690, sprd=0.
Ep 005/80 [S1:deg_only]: 100%|▉| 452/453 [03:45<00:00,  2.20it/s, loss=0.044, pair=20.453, adv=31.077, sprd=0.
Ep 005/80 [S1:deg_only]: 100%|█| 453/453 [03:45<00:00,  2.10it/s, loss=0.044, pair=20.453, adv=31.077, sprd=0.
                                                                                                              
Epoch 005/80 [S1:deg_only]  loss=0.0508  mat=0.3504  sens=22.9133  pair=21.8736  adv=35.0515(rand=3.47)  deg=0.0070  orth=0.0026  spread=0.0007  q_mean=50.1  q_std=24.0  α=0.10 β=0.00 γ=1.00 λ_grl=0.245  lr=9.94e-05  225s

Ep 006/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 006/80 [S1:deg_only]:   0%|       | 0/453 [00:00<?, ?it/s, loss=0.044, pair=23.875, adv=36.188, sprd=0.001]
Ep 006/80 [S1:deg_only]:   0%| | 1/453 [00:00<06:58,  1.08it/s, loss=0.044, pair=23.875, adv=36.188, sprd=0.00
Ep 006/80 [S1:deg_only]:   0%| | 1/453 [00:01<06:58,  1.08it/s, loss=0.045, pair=17.453, adv=32.503, sprd=0.00
Ep 006/80 [S1:deg_only]:   0%| | 2/453 [00:01<04:35,  1.64it/s, loss=0.045, pair=17.453, adv=32.503, sprd=0.00
Ep 006/80 [S1:deg_only]:   0%| | 2/453 [00:01<04:35,  1.64it/s, loss=0.047, pair=31.016, adv=32.548, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 3/453 [00:01<04:17,  1.75it/s, loss=0.047, pair=31.016, adv=32.548, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:17,  1.75it/s, loss=0.043, pair=20.531, adv=35.586, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 4/453 [00:02<03:53,  1.92it/s, loss=0.043, pair=20.531, adv=35.586, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 4/453 [00:02<03:53,  1.92it/s, loss=0.043, pair=18.703, adv=31.179, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 5/453 [00:02<03:58,  1.88it/s, loss=0.043, pair=18.703, adv=31.179, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 5/453 [00:03<03:58,  1.88it/s, loss=0.041, pair=20.094, adv=31.071, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 6/453 [00:03<03:40,  2.02it/s, loss=0.041, pair=20.094, adv=31.071, sprd=0.00
Ep 006/80 [S1:deg_only]:   1%| | 6/453 [00:03<03:40,  2.02it/s, loss=0.046, pair=21.938, adv=30.930, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 7/453 [00:03<03:49,  1.95it/s, loss=0.046, pair=21.938, adv=30.930, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 7/453 [00:04<03:49,  1.95it/s, loss=0.042, pair=22.922, adv=29.950, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:35,  2.07it/s, loss=0.042, pair=22.922, adv=29.950, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:35,  2.07it/s, loss=0.049, pair=17.500, adv=32.120, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 9/453 [00:04<03:40,  2.01it/s, loss=0.049, pair=17.500, adv=32.120, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:40,  2.01it/s, loss=0.043, pair=15.500, adv=30.105, sprd=0.00
Ep 006/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:29,  2.11it/s, loss=0.043, pair=15.500, adv=30.105, sprd=0.0
Ep 006/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:29,  2.11it/s, loss=0.149, pair=19.125, adv=29.308, sprd=0.0
Ep 006/80 [S1:deg_only]:   2%| | 11/453 [00:05<03:36,  2.05it/s, loss=0.149, pair=19.125, adv=29.308, sprd=0.0
Ep 006/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:36,  2.05it/s, loss=0.041, pair=23.422, adv=34.090, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:26,  2.14it/s, loss=0.041, pair=23.422, adv=34.090, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:26,  2.14it/s, loss=0.042, pair=16.656, adv=32.651, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 13/453 [00:06<03:36,  2.03it/s, loss=0.042, pair=16.656, adv=32.651, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:36,  2.03it/s, loss=0.042, pair=20.047, adv=31.752, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:23,  2.16it/s, loss=0.042, pair=20.047, adv=31.752, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:23,  2.16it/s, loss=0.046, pair=22.453, adv=35.124, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 15/453 [00:07<03:50,  1.90it/s, loss=0.046, pair=22.453, adv=35.124, sprd=0.0
Ep 006/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:50,  1.90it/s, loss=0.044, pair=20.203, adv=31.160, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:38,  2.00it/s, loss=0.044, pair=20.203, adv=31.160, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:38,  2.00it/s, loss=0.047, pair=20.516, adv=31.417, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 17/453 [00:08<03:53,  1.87it/s, loss=0.047, pair=20.516, adv=31.417, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:53,  1.87it/s, loss=0.044, pair=29.062, adv=29.474, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:44,  1.94it/s, loss=0.044, pair=29.062, adv=29.474, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:44,  1.94it/s, loss=0.045, pair=17.844, adv=31.245, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 19/453 [00:09<04:04,  1.78it/s, loss=0.045, pair=17.844, adv=31.245, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 19/453 [00:10<04:04,  1.78it/s, loss=0.046, pair=27.578, adv=34.752, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 20/453 [00:10<03:49,  1.89it/s, loss=0.046, pair=27.578, adv=34.752, sprd=0.0
Ep 006/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:49,  1.89it/s, loss=0.105, pair=20.984, adv=37.308, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 21/453 [00:11<04:00,  1.80it/s, loss=0.105, pair=20.984, adv=37.308, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 21/453 [00:11<04:00,  1.80it/s, loss=0.044, pair=25.344, adv=34.842, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 22/453 [00:11<03:43,  1.93it/s, loss=0.044, pair=25.344, adv=34.842, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:43,  1.93it/s, loss=0.043, pair=21.656, adv=33.862, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:57,  1.81it/s, loss=0.043, pair=21.656, adv=33.862, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:57,  1.81it/s, loss=0.045, pair=25.719, adv=30.059, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 24/453 [00:12<03:43,  1.92it/s, loss=0.045, pair=25.719, adv=30.059, sprd=0.0
Ep 006/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:43,  1.92it/s, loss=0.043, pair=20.641, adv=34.862, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:58,  1.79it/s, loss=0.043, pair=20.641, adv=34.862, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:58,  1.79it/s, loss=0.052, pair=16.703, adv=28.143, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 26/453 [00:13<03:40,  1.94it/s, loss=0.052, pair=16.703, adv=28.143, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:40,  1.94it/s, loss=0.044, pair=18.516, adv=28.867, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:55,  1.81it/s, loss=0.044, pair=18.516, adv=28.867, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:55,  1.81it/s, loss=0.048, pair=16.047, adv=29.946, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 28/453 [00:14<03:42,  1.91it/s, loss=0.048, pair=16.047, adv=29.946, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:42,  1.91it/s, loss=0.044, pair=30.422, adv=28.401, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:55,  1.80it/s, loss=0.044, pair=30.422, adv=28.401, sprd=0.0
Ep 006/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:55,  1.80it/s, loss=0.042, pair=18.969, adv=30.463, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 30/453 [00:15<03:38,  1.93it/s, loss=0.042, pair=18.969, adv=30.463, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:38,  1.93it/s, loss=0.043, pair=24.344, adv=33.793, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:48,  1.84it/s, loss=0.043, pair=24.344, adv=33.793, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:48,  1.84it/s, loss=0.045, pair=19.047, adv=33.034, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 32/453 [00:16<03:35,  1.96it/s, loss=0.045, pair=19.047, adv=33.034, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:35,  1.96it/s, loss=0.048, pair=26.703, adv=36.767, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 33/453 [00:17<03:43,  1.88it/s, loss=0.048, pair=26.703, adv=36.767, sprd=0.0
Ep 006/80 [S1:deg_only]:   7%| | 33/453 [00:17<03:43,  1.88it/s, loss=0.042, pair=22.188, adv=36.479, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 34/453 [00:17<03:29,  2.00it/s, loss=0.042, pair=22.188, adv=36.479, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:29,  2.00it/s, loss=0.046, pair=23.328, adv=34.653, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 35/453 [00:18<03:43,  1.87it/s, loss=0.046, pair=23.328, adv=34.653, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 35/453 [00:18<03:43,  1.87it/s, loss=0.043, pair=21.391, adv=33.159, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 36/453 [00:18<03:33,  1.96it/s, loss=0.043, pair=21.391, adv=33.159, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:33,  1.96it/s, loss=0.046, pair=21.719, adv=36.249, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 37/453 [00:19<03:47,  1.83it/s, loss=0.046, pair=21.719, adv=36.249, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 37/453 [00:19<03:47,  1.83it/s, loss=0.045, pair=17.500, adv=32.540, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 38/453 [00:19<03:38,  1.90it/s, loss=0.045, pair=17.500, adv=32.540, sprd=0.0
Ep 006/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:38,  1.90it/s, loss=0.044, pair=15.625, adv=28.553, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 39/453 [00:20<04:07,  1.67it/s, loss=0.044, pair=15.625, adv=28.553, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 39/453 [00:21<04:07,  1.67it/s, loss=0.042, pair=26.703, adv=28.783, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:49,  1.80it/s, loss=0.042, pair=26.703, adv=28.783, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:49,  1.80it/s, loss=0.047, pair=17.953, adv=26.719, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 41/453 [00:21<03:54,  1.76it/s, loss=0.047, pair=17.953, adv=26.719, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:54,  1.76it/s, loss=0.041, pair=22.969, adv=27.836, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:39,  1.87it/s, loss=0.041, pair=22.969, adv=27.836, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:39,  1.87it/s, loss=0.149, pair=17.250, adv=30.281, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 43/453 [00:22<03:52,  1.76it/s, loss=0.149, pair=17.250, adv=30.281, sprd=0.0
Ep 006/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:52,  1.76it/s, loss=0.052, pair=20.219, adv=32.155, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:29,  1.95it/s, loss=0.052, pair=20.219, adv=32.155, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:29,  1.95it/s, loss=0.040, pair=30.844, adv=33.595, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 45/453 [00:23<03:34,  1.90it/s, loss=0.040, pair=30.844, adv=33.595, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:34,  1.90it/s, loss=0.040, pair=21.156, adv=30.956, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:20,  2.03it/s, loss=0.040, pair=21.156, adv=30.956, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:20,  2.03it/s, loss=0.147, pair=24.828, adv=34.687, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 47/453 [00:24<03:20,  2.02it/s, loss=0.147, pair=24.828, adv=34.687, sprd=0.0
Ep 006/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:20,  2.02it/s, loss=0.042, pair=18.375, adv=37.150, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:10,  2.12it/s, loss=0.042, pair=18.375, adv=37.150, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:10,  2.12it/s, loss=0.041, pair=26.125, adv=33.253, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 49/453 [00:25<03:15,  2.07it/s, loss=0.041, pair=26.125, adv=33.253, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 49/453 [00:26<03:15,  2.07it/s, loss=0.039, pair=22.984, adv=34.041, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 50/453 [00:26<03:06,  2.17it/s, loss=0.039, pair=22.984, adv=34.041, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 50/453 [00:26<03:06,  2.17it/s, loss=0.045, pair=22.250, adv=31.441, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 51/453 [00:26<03:13,  2.07it/s, loss=0.045, pair=22.250, adv=31.441, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 51/453 [00:27<03:13,  2.07it/s, loss=0.041, pair=20.734, adv=35.474, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 52/453 [00:27<03:03,  2.18it/s, loss=0.041, pair=20.734, adv=35.474, sprd=0.0
Ep 006/80 [S1:deg_only]:  11%| | 52/453 [00:27<03:03,  2.18it/s, loss=0.041, pair=23.719, adv=29.212, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 53/453 [00:27<03:12,  2.08it/s, loss=0.041, pair=23.719, adv=29.212, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 53/453 [00:27<03:12,  2.08it/s, loss=0.044, pair=26.328, adv=33.705, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 54/453 [00:27<03:05,  2.15it/s, loss=0.044, pair=26.328, adv=33.705, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 54/453 [00:28<03:05,  2.15it/s, loss=0.049, pair=30.156, adv=34.393, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 55/453 [00:28<03:13,  2.06it/s, loss=0.049, pair=30.156, adv=34.393, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 55/453 [00:28<03:13,  2.06it/s, loss=0.045, pair=18.688, adv=33.301, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 56/453 [00:28<03:08,  2.11it/s, loss=0.045, pair=18.688, adv=33.301, sprd=0.0
Ep 006/80 [S1:deg_only]:  12%| | 56/453 [00:29<03:08,  2.11it/s, loss=0.043, pair=28.578, adv=33.804, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 57/453 [00:29<03:19,  1.99it/s, loss=0.043, pair=28.578, adv=33.804, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 57/453 [00:29<03:19,  1.99it/s, loss=0.042, pair=21.906, adv=36.567, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 58/453 [00:29<03:07,  2.11it/s, loss=0.042, pair=21.906, adv=36.567, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 58/453 [00:30<03:07,  2.11it/s, loss=0.044, pair=17.875, adv=31.610, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 59/453 [00:30<03:14,  2.03it/s, loss=0.044, pair=17.875, adv=31.610, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 59/453 [00:30<03:14,  2.03it/s, loss=0.044, pair=16.594, adv=37.114, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 60/453 [00:30<03:02,  2.16it/s, loss=0.044, pair=16.594, adv=37.114, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 60/453 [00:31<03:02,  2.16it/s, loss=0.042, pair=25.047, adv=32.063, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 61/453 [00:31<03:13,  2.03it/s, loss=0.042, pair=25.047, adv=32.063, sprd=0.0
Ep 006/80 [S1:deg_only]:  13%|▏| 61/453 [00:31<03:13,  2.03it/s, loss=0.045, pair=28.484, adv=36.589, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 62/453 [00:31<03:02,  2.14it/s, loss=0.045, pair=28.484, adv=36.589, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 62/453 [00:32<03:02,  2.14it/s, loss=0.048, pair=20.375, adv=34.757, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 63/453 [00:32<03:11,  2.04it/s, loss=0.048, pair=20.375, adv=34.757, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 63/453 [00:32<03:11,  2.04it/s, loss=0.043, pair=27.078, adv=34.693, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 64/453 [00:32<03:02,  2.13it/s, loss=0.043, pair=27.078, adv=34.693, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 64/453 [00:33<03:02,  2.13it/s, loss=0.041, pair=16.594, adv=31.431, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 65/453 [00:33<03:11,  2.03it/s, loss=0.041, pair=16.594, adv=31.431, sprd=0.0
Ep 006/80 [S1:deg_only]:  14%|▏| 65/453 [00:33<03:11,  2.03it/s, loss=0.042, pair=23.812, adv=32.053, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 66/453 [00:33<03:02,  2.13it/s, loss=0.042, pair=23.812, adv=32.053, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 66/453 [00:34<03:02,  2.13it/s, loss=0.048, pair=13.875, adv=30.907, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 67/453 [00:34<03:13,  1.99it/s, loss=0.048, pair=13.875, adv=30.907, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 67/453 [00:34<03:13,  1.99it/s, loss=0.051, pair=17.125, adv=33.289, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 68/453 [00:34<02:58,  2.15it/s, loss=0.051, pair=17.125, adv=33.289, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 68/453 [00:35<02:58,  2.15it/s, loss=0.045, pair=16.703, adv=30.524, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.045, pair=16.703, adv=30.524, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.046, pair=20.844, adv=29.466, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 70/453 [00:35<02:53,  2.20it/s, loss=0.046, pair=20.844, adv=29.466, sprd=0.0
Ep 006/80 [S1:deg_only]:  15%|▏| 70/453 [00:36<02:53,  2.20it/s, loss=0.047, pair=13.398, adv=33.307, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 71/453 [00:36<02:59,  2.13it/s, loss=0.047, pair=13.398, adv=33.307, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 71/453 [00:36<02:59,  2.13it/s, loss=0.041, pair=18.109, adv=35.950, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 72/453 [00:36<02:52,  2.21it/s, loss=0.041, pair=18.109, adv=35.950, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 72/453 [00:37<02:52,  2.21it/s, loss=0.049, pair=23.906, adv=33.346, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 73/453 [00:37<02:59,  2.12it/s, loss=0.049, pair=23.906, adv=33.346, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 73/453 [00:37<02:59,  2.12it/s, loss=0.041, pair=19.219, adv=29.808, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 74/453 [00:37<02:54,  2.18it/s, loss=0.041, pair=19.219, adv=29.808, sprd=0.0
Ep 006/80 [S1:deg_only]:  16%|▏| 74/453 [00:38<02:54,  2.18it/s, loss=0.145, pair=27.641, adv=31.385, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.145, pair=27.641, adv=31.385, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.043, pair=17.266, adv=36.531, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<02:55,  2.14it/s, loss=0.043, pair=17.266, adv=36.531, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 76/453 [00:39<02:55,  2.14it/s, loss=0.046, pair=14.070, adv=31.505, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 77/453 [00:39<03:05,  2.03it/s, loss=0.046, pair=14.070, adv=31.505, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 77/453 [00:39<03:05,  2.03it/s, loss=0.048, pair=27.156, adv=34.380, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<02:57,  2.12it/s, loss=0.048, pair=27.156, adv=34.380, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<02:57,  2.12it/s, loss=0.045, pair=15.500, adv=29.417, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 79/453 [00:39<03:04,  2.03it/s, loss=0.045, pair=15.500, adv=29.417, sprd=0.0
Ep 006/80 [S1:deg_only]:  17%|▏| 79/453 [00:40<03:04,  2.03it/s, loss=0.044, pair=23.578, adv=29.471, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<02:56,  2.12it/s, loss=0.044, pair=23.578, adv=29.471, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<02:56,  2.12it/s, loss=0.053, pair=18.484, adv=36.563, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 81/453 [00:40<02:59,  2.08it/s, loss=0.053, pair=18.484, adv=36.563, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 81/453 [00:41<02:59,  2.08it/s, loss=0.046, pair=15.828, adv=30.644, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<02:49,  2.19it/s, loss=0.046, pair=15.828, adv=30.644, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<02:49,  2.19it/s, loss=0.052, pair=29.328, adv=32.581, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 83/453 [00:41<03:00,  2.05it/s, loss=0.052, pair=29.328, adv=32.581, sprd=0.0
Ep 006/80 [S1:deg_only]:  18%|▏| 83/453 [00:42<03:00,  2.05it/s, loss=0.047, pair=22.969, adv=27.568, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<02:50,  2.16it/s, loss=0.047, pair=22.969, adv=27.568, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<02:50,  2.16it/s, loss=0.057, pair=17.703, adv=30.864, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 85/453 [00:42<02:53,  2.12it/s, loss=0.057, pair=17.703, adv=30.864, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 85/453 [00:43<02:53,  2.12it/s, loss=0.047, pair=24.297, adv=36.224, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<02:46,  2.20it/s, loss=0.047, pair=24.297, adv=36.224, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<02:46,  2.20it/s, loss=0.044, pair=30.438, adv=31.089, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 87/453 [00:43<02:56,  2.08it/s, loss=0.044, pair=30.438, adv=31.089, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 87/453 [00:44<02:56,  2.08it/s, loss=0.041, pair=19.875, adv=33.350, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<02:48,  2.16it/s, loss=0.041, pair=19.875, adv=33.350, sprd=0.0
Ep 006/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<02:48,  2.16it/s, loss=0.049, pair=17.234, adv=32.115, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 89/453 [00:44<02:59,  2.03it/s, loss=0.049, pair=17.234, adv=32.115, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 89/453 [00:45<02:59,  2.03it/s, loss=0.049, pair=23.438, adv=38.090, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<02:50,  2.13it/s, loss=0.049, pair=23.438, adv=38.090, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<02:50,  2.13it/s, loss=0.050, pair=21.781, adv=32.251, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 91/453 [00:45<02:55,  2.06it/s, loss=0.050, pair=21.781, adv=32.251, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 91/453 [00:46<02:55,  2.06it/s, loss=0.045, pair=20.312, adv=29.046, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.045, pair=20.312, adv=29.046, sprd=0.0
Ep 006/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.042, pair=28.688, adv=31.849, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 93/453 [00:46<02:57,  2.03it/s, loss=0.042, pair=28.688, adv=31.849, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 93/453 [00:47<02:57,  2.03it/s, loss=0.049, pair=29.500, adv=35.764, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<02:51,  2.10it/s, loss=0.049, pair=29.500, adv=35.764, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<02:51,  2.10it/s, loss=0.045, pair=16.438, adv=34.798, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 95/453 [00:47<03:06,  1.91it/s, loss=0.045, pair=16.438, adv=34.798, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 95/453 [00:48<03:06,  1.91it/s, loss=0.047, pair=12.641, adv=35.883, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<02:54,  2.04it/s, loss=0.047, pair=12.641, adv=35.883, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<02:54,  2.04it/s, loss=0.044, pair=31.047, adv=31.770, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 97/453 [00:48<03:01,  1.96it/s, loss=0.044, pair=31.047, adv=31.770, sprd=0.0
Ep 006/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<03:01,  1.96it/s, loss=0.042, pair=19.641, adv=35.568, sprd=0.0
Ep 006/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<02:49,  2.10it/s, loss=0.042, pair=19.641, adv=35.568, sprd=0.0
Ep 006/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<02:49,  2.10it/s, loss=0.046, pair=17.891, adv=33.634, sprd=0.0
Ep 006/80 [S1:deg_only]:  22%|▏| 99/453 [00:49<02:55,  2.02it/s, loss=0.046, pair=17.891, adv=33.634, sprd=0.0
Ep 006/80 [S1:deg_only]:  22%|▏| 99/453 [00:49<02:55,  2.02it/s, loss=0.046, pair=22.984, adv=28.707, sprd=0.0
Ep 006/80 [S1:deg_only]:  22%|▏| 100/453 [00:49<02:42,  2.17it/s, loss=0.046, pair=22.984, adv=28.707, sprd=0.
Ep 006/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<02:42,  2.17it/s, loss=0.050, pair=17.203, adv=24.603, sprd=0.
Ep 006/80 [S1:deg_only]:  22%|▏| 101/453 [00:50<02:50,  2.07it/s, loss=0.050, pair=17.203, adv=24.603, sprd=0.
Ep 006/80 [S1:deg_only]:  22%|▏| 101/453 [00:50<02:50,  2.07it/s, loss=0.043, pair=31.328, adv=35.606, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 102/453 [00:50<02:43,  2.15it/s, loss=0.043, pair=31.328, adv=35.606, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:43,  2.15it/s, loss=0.045, pair=19.125, adv=33.636, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 103/453 [00:51<02:48,  2.08it/s, loss=0.045, pair=19.125, adv=33.636, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 103/453 [00:51<02:48,  2.08it/s, loss=0.043, pair=27.406, adv=32.377, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 104/453 [00:51<02:42,  2.14it/s, loss=0.043, pair=27.406, adv=32.377, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:42,  2.14it/s, loss=0.045, pair=18.188, adv=31.981, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 105/453 [00:52<02:49,  2.05it/s, loss=0.045, pair=18.188, adv=31.981, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 105/453 [00:52<02:49,  2.05it/s, loss=0.043, pair=25.094, adv=38.995, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 106/453 [00:52<02:40,  2.16it/s, loss=0.043, pair=25.094, adv=38.995, sprd=0.
Ep 006/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:40,  2.16it/s, loss=0.045, pair=23.234, adv=32.705, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 107/453 [00:53<02:47,  2.07it/s, loss=0.045, pair=23.234, adv=32.705, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 107/453 [00:53<02:47,  2.07it/s, loss=0.039, pair=16.656, adv=33.074, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 108/453 [00:53<02:40,  2.15it/s, loss=0.039, pair=16.656, adv=33.074, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 108/453 [00:54<02:40,  2.15it/s, loss=0.049, pair=14.398, adv=31.085, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 109/453 [00:54<02:50,  2.01it/s, loss=0.049, pair=14.398, adv=31.085, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 109/453 [00:54<02:50,  2.01it/s, loss=0.043, pair=25.500, adv=31.864, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 110/453 [00:54<02:44,  2.08it/s, loss=0.043, pair=25.500, adv=31.864, sprd=0.
Ep 006/80 [S1:deg_only]:  24%|▏| 110/453 [00:55<02:44,  2.08it/s, loss=0.041, pair=30.844, adv=31.374, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 111/453 [00:55<02:51,  2.00it/s, loss=0.041, pair=30.844, adv=31.374, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 111/453 [00:55<02:51,  2.00it/s, loss=0.044, pair=27.141, adv=31.506, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 112/453 [00:55<02:41,  2.11it/s, loss=0.044, pair=27.141, adv=31.506, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 112/453 [00:56<02:41,  2.11it/s, loss=0.043, pair=21.266, adv=33.013, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 113/453 [00:56<02:49,  2.00it/s, loss=0.043, pair=21.266, adv=33.013, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▏| 113/453 [00:56<02:49,  2.00it/s, loss=0.042, pair=25.312, adv=37.218, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▎| 114/453 [00:56<02:41,  2.10it/s, loss=0.042, pair=25.312, adv=37.218, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▎| 114/453 [00:57<02:41,  2.10it/s, loss=0.048, pair=19.016, adv=34.815, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▎| 115/453 [00:57<02:55,  1.93it/s, loss=0.048, pair=19.016, adv=34.815, sprd=0.
Ep 006/80 [S1:deg_only]:  25%|▎| 115/453 [00:57<02:55,  1.93it/s, loss=0.050, pair=18.578, adv=31.898, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 116/453 [00:57<02:47,  2.01it/s, loss=0.050, pair=18.578, adv=31.898, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 116/453 [00:58<02:47,  2.01it/s, loss=0.045, pair=13.266, adv=37.527, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 117/453 [00:58<03:00,  1.86it/s, loss=0.045, pair=13.266, adv=37.527, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 117/453 [00:58<03:00,  1.86it/s, loss=0.047, pair=23.484, adv=37.740, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 118/453 [00:58<02:53,  1.93it/s, loss=0.047, pair=23.484, adv=37.740, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:53,  1.93it/s, loss=0.044, pair=29.266, adv=37.485, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 119/453 [00:59<03:02,  1.83it/s, loss=0.044, pair=29.266, adv=37.485, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 119/453 [00:59<03:02,  1.83it/s, loss=0.046, pair=20.875, adv=41.706, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 120/453 [00:59<02:49,  1.97it/s, loss=0.046, pair=20.875, adv=41.706, sprd=0.
Ep 006/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:49,  1.97it/s, loss=0.045, pair=18.969, adv=29.674, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 121/453 [01:00<03:01,  1.83it/s, loss=0.045, pair=18.969, adv=29.674, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<03:01,  1.83it/s, loss=0.045, pair=20.812, adv=27.861, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:49,  1.95it/s, loss=0.045, pair=20.812, adv=27.861, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:49,  1.95it/s, loss=0.046, pair=23.375, adv=37.259, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 123/453 [01:01<02:57,  1.86it/s, loss=0.046, pair=23.375, adv=37.259, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 123/453 [01:02<02:57,  1.86it/s, loss=0.040, pair=22.719, adv=31.414, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:48,  1.96it/s, loss=0.040, pair=22.719, adv=31.414, sprd=0.
Ep 006/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:48,  1.96it/s, loss=0.045, pair=24.047, adv=42.213, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 125/453 [01:02<03:10,  1.72it/s, loss=0.045, pair=24.047, adv=42.213, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 125/453 [01:03<03:10,  1.72it/s, loss=0.043, pair=19.141, adv=29.123, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:56,  1.86it/s, loss=0.043, pair=19.141, adv=29.123, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:56,  1.86it/s, loss=0.046, pair=24.344, adv=35.259, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 127/453 [01:03<03:04,  1.76it/s, loss=0.046, pair=24.344, adv=35.259, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 127/453 [01:04<03:04,  1.76it/s, loss=0.043, pair=16.969, adv=33.058, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:50,  1.91it/s, loss=0.043, pair=16.969, adv=33.058, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:50,  1.91it/s, loss=0.042, pair=13.492, adv=32.166, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 129/453 [01:04<03:03,  1.76it/s, loss=0.042, pair=13.492, adv=32.166, sprd=0.
Ep 006/80 [S1:deg_only]:  28%|▎| 129/453 [01:05<03:03,  1.76it/s, loss=0.041, pair=23.188, adv=32.280, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 130/453 [01:05<02:52,  1.88it/s, loss=0.041, pair=23.188, adv=32.280, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 130/453 [01:06<02:52,  1.88it/s, loss=0.044, pair=23.109, adv=35.628, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<03:02,  1.76it/s, loss=0.044, pair=23.109, adv=35.628, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<03:02,  1.76it/s, loss=0.043, pair=14.344, adv=32.227, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 132/453 [01:06<02:47,  1.91it/s, loss=0.043, pair=14.344, adv=32.227, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 132/453 [01:07<02:47,  1.91it/s, loss=0.043, pair=21.500, adv=37.507, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<03:02,  1.75it/s, loss=0.043, pair=21.500, adv=37.507, sprd=0.
Ep 006/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<03:02,  1.75it/s, loss=0.040, pair=20.078, adv=31.717, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 134/453 [01:07<02:50,  1.87it/s, loss=0.040, pair=20.078, adv=31.717, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 134/453 [01:08<02:50,  1.87it/s, loss=0.046, pair=13.383, adv=30.061, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<03:02,  1.75it/s, loss=0.046, pair=13.383, adv=30.061, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<03:02,  1.75it/s, loss=0.057, pair=15.070, adv=19.354, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 136/453 [01:08<02:45,  1.91it/s, loss=0.057, pair=15.070, adv=19.354, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 136/453 [01:09<02:45,  1.91it/s, loss=0.042, pair=21.906, adv=32.300, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:55,  1.80it/s, loss=0.042, pair=21.906, adv=32.300, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:55,  1.80it/s, loss=0.043, pair=24.531, adv=23.892, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 138/453 [01:09<02:43,  1.92it/s, loss=0.043, pair=24.531, adv=23.892, sprd=0.
Ep 006/80 [S1:deg_only]:  30%|▎| 138/453 [01:10<02:43,  1.92it/s, loss=0.044, pair=25.797, adv=41.803, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:51,  1.83it/s, loss=0.044, pair=25.797, adv=41.803, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:51,  1.83it/s, loss=0.045, pair=17.703, adv=25.765, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 140/453 [01:10<02:40,  1.95it/s, loss=0.045, pair=17.703, adv=25.765, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 140/453 [01:11<02:40,  1.95it/s, loss=0.044, pair=21.625, adv=31.343, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 141/453 [01:11<02:51,  1.82it/s, loss=0.044, pair=21.625, adv=31.343, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 141/453 [01:11<02:51,  1.82it/s, loss=0.042, pair=23.766, adv=25.904, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 142/453 [01:11<02:40,  1.94it/s, loss=0.042, pair=23.766, adv=25.904, sprd=0.
Ep 006/80 [S1:deg_only]:  31%|▎| 142/453 [01:12<02:40,  1.94it/s, loss=0.054, pair=10.812, adv=19.788, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 143/453 [01:12<02:44,  1.88it/s, loss=0.054, pair=10.812, adv=19.788, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 143/453 [01:12<02:44,  1.88it/s, loss=0.042, pair=11.000, adv=31.864, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 144/453 [01:12<02:34,  2.00it/s, loss=0.042, pair=11.000, adv=31.864, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 144/453 [01:13<02:34,  2.00it/s, loss=0.044, pair=21.406, adv=31.441, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 145/453 [01:13<02:38,  1.95it/s, loss=0.044, pair=21.406, adv=31.441, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 145/453 [01:13<02:38,  1.95it/s, loss=0.041, pair=18.844, adv=29.937, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 146/453 [01:13<02:28,  2.07it/s, loss=0.041, pair=18.844, adv=29.937, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 146/453 [01:14<02:28,  2.07it/s, loss=0.045, pair=25.734, adv=35.292, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 147/453 [01:14<02:33,  1.99it/s, loss=0.045, pair=25.734, adv=35.292, sprd=0.
Ep 006/80 [S1:deg_only]:  32%|▎| 147/453 [01:14<02:33,  1.99it/s, loss=0.044, pair=21.312, adv=30.764, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 148/453 [01:14<02:26,  2.08it/s, loss=0.044, pair=21.312, adv=30.764, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 148/453 [01:15<02:26,  2.08it/s, loss=0.146, pair=19.828, adv=28.702, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 149/453 [01:15<02:38,  1.92it/s, loss=0.146, pair=19.828, adv=28.702, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 149/453 [01:15<02:38,  1.92it/s, loss=0.040, pair=20.094, adv=26.751, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 150/453 [01:15<02:26,  2.07it/s, loss=0.040, pair=20.094, adv=26.751, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 150/453 [01:16<02:26,  2.07it/s, loss=0.043, pair=20.266, adv=24.675, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 151/453 [01:16<02:31,  1.99it/s, loss=0.043, pair=20.266, adv=24.675, sprd=0.
Ep 006/80 [S1:deg_only]:  33%|▎| 151/453 [01:16<02:31,  1.99it/s, loss=0.043, pair=17.312, adv=17.303, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 152/453 [01:16<02:23,  2.10it/s, loss=0.043, pair=17.312, adv=17.303, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 152/453 [01:17<02:23,  2.10it/s, loss=0.146, pair=22.969, adv=25.409, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 153/453 [01:17<02:27,  2.03it/s, loss=0.146, pair=22.969, adv=25.409, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 153/453 [01:17<02:27,  2.03it/s, loss=0.043, pair=14.289, adv=29.624, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 154/453 [01:17<02:19,  2.15it/s, loss=0.043, pair=14.289, adv=29.624, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 154/453 [01:18<02:19,  2.15it/s, loss=0.042, pair=12.508, adv=17.886, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 155/453 [01:18<02:25,  2.05it/s, loss=0.042, pair=12.508, adv=17.886, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 155/453 [01:18<02:25,  2.05it/s, loss=0.043, pair=26.719, adv=34.196, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 156/453 [01:18<02:19,  2.13it/s, loss=0.043, pair=26.719, adv=34.196, sprd=0.
Ep 006/80 [S1:deg_only]:  34%|▎| 156/453 [01:19<02:19,  2.13it/s, loss=0.052, pair=18.453, adv=18.335, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 157/453 [01:19<02:21,  2.10it/s, loss=0.052, pair=18.453, adv=18.335, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 157/453 [01:19<02:21,  2.10it/s, loss=0.042, pair=27.125, adv=35.818, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 158/453 [01:19<02:15,  2.18it/s, loss=0.042, pair=27.125, adv=35.818, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 158/453 [01:20<02:15,  2.18it/s, loss=0.060, pair=27.172, adv=30.784, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 159/453 [01:20<02:22,  2.07it/s, loss=0.060, pair=27.172, adv=30.784, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 159/453 [01:20<02:22,  2.07it/s, loss=0.045, pair=21.562, adv=25.435, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.045, pair=21.562, adv=25.435, sprd=0.
Ep 006/80 [S1:deg_only]:  35%|▎| 160/453 [01:21<02:14,  2.18it/s, loss=0.054, pair=21.234, adv=39.108, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 161/453 [01:21<02:21,  2.06it/s, loss=0.054, pair=21.234, adv=39.108, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 161/453 [01:21<02:21,  2.06it/s, loss=0.048, pair=17.406, adv=38.877, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 162/453 [01:21<02:11,  2.21it/s, loss=0.048, pair=17.406, adv=38.877, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 162/453 [01:21<02:11,  2.21it/s, loss=0.048, pair=28.344, adv=40.344, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 163/453 [01:21<02:18,  2.10it/s, loss=0.048, pair=28.344, adv=40.344, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 163/453 [01:22<02:18,  2.10it/s, loss=0.044, pair=16.469, adv=36.494, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 164/453 [01:22<02:13,  2.17it/s, loss=0.044, pair=16.469, adv=36.494, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 164/453 [01:22<02:13,  2.17it/s, loss=0.051, pair=21.422, adv=19.807, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 165/453 [01:22<02:21,  2.04it/s, loss=0.051, pair=21.422, adv=19.807, sprd=0.
Ep 006/80 [S1:deg_only]:  36%|▎| 165/453 [01:23<02:21,  2.04it/s, loss=0.049, pair=20.906, adv=30.332, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 166/453 [01:23<02:15,  2.12it/s, loss=0.049, pair=20.906, adv=30.332, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 166/453 [01:23<02:15,  2.12it/s, loss=0.049, pair=20.297, adv=33.928, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 167/453 [01:23<02:21,  2.01it/s, loss=0.049, pair=20.297, adv=33.928, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 167/453 [01:24<02:21,  2.01it/s, loss=0.045, pair=18.625, adv=32.762, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 168/453 [01:24<02:12,  2.15it/s, loss=0.045, pair=18.625, adv=32.762, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 168/453 [01:24<02:12,  2.15it/s, loss=0.049, pair=12.219, adv=27.632, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 169/453 [01:24<02:14,  2.12it/s, loss=0.049, pair=12.219, adv=27.632, sprd=0.
Ep 006/80 [S1:deg_only]:  37%|▎| 169/453 [01:25<02:14,  2.12it/s, loss=0.044, pair=27.172, adv=28.324, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 170/453 [01:25<02:10,  2.17it/s, loss=0.044, pair=27.172, adv=28.324, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 170/453 [01:25<02:10,  2.17it/s, loss=0.043, pair=24.141, adv=34.236, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:16,  2.06it/s, loss=0.043, pair=24.141, adv=34.236, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 171/453 [01:26<02:16,  2.06it/s, loss=0.046, pair=23.656, adv=32.636, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 172/453 [01:26<02:07,  2.20it/s, loss=0.046, pair=23.656, adv=32.636, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 172/453 [01:26<02:07,  2.20it/s, loss=0.044, pair=19.359, adv=25.200, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:15,  2.07it/s, loss=0.044, pair=19.359, adv=25.200, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 173/453 [01:27<02:15,  2.07it/s, loss=0.048, pair=27.719, adv=20.742, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 174/453 [01:27<02:06,  2.20it/s, loss=0.048, pair=27.719, adv=20.742, sprd=0.
Ep 006/80 [S1:deg_only]:  38%|▍| 174/453 [01:27<02:06,  2.20it/s, loss=0.044, pair=22.281, adv=38.540, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:12,  2.09it/s, loss=0.044, pair=22.281, adv=38.540, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 175/453 [01:28<02:12,  2.09it/s, loss=0.040, pair=18.812, adv=26.391, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 176/453 [01:28<02:05,  2.20it/s, loss=0.040, pair=18.812, adv=26.391, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 176/453 [01:28<02:05,  2.20it/s, loss=0.043, pair=22.312, adv=36.035, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 177/453 [01:28<02:20,  1.97it/s, loss=0.043, pair=22.312, adv=36.035, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 177/453 [01:29<02:20,  1.97it/s, loss=0.045, pair=18.828, adv=22.002, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 178/453 [01:29<02:11,  2.09it/s, loss=0.045, pair=18.828, adv=22.002, sprd=0.
Ep 006/80 [S1:deg_only]:  39%|▍| 178/453 [01:29<02:11,  2.09it/s, loss=0.045, pair=14.070, adv=34.969, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 179/453 [01:29<02:14,  2.04it/s, loss=0.045, pair=14.070, adv=34.969, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 179/453 [01:30<02:14,  2.04it/s, loss=0.046, pair=24.281, adv=37.588, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:09,  2.10it/s, loss=0.046, pair=24.281, adv=37.588, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:09,  2.10it/s, loss=0.044, pair=20.984, adv=32.369, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:12,  2.05it/s, loss=0.044, pair=20.984, adv=32.369, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:12,  2.05it/s, loss=0.040, pair=25.734, adv=31.247, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 182/453 [01:30<02:06,  2.14it/s, loss=0.040, pair=25.734, adv=31.247, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 182/453 [01:31<02:06,  2.14it/s, loss=0.046, pair=16.984, adv=29.999, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:11,  2.05it/s, loss=0.046, pair=16.984, adv=29.999, sprd=0.
Ep 006/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:11,  2.05it/s, loss=0.043, pair=14.094, adv=29.145, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 184/453 [01:31<02:03,  2.17it/s, loss=0.043, pair=14.094, adv=29.145, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 184/453 [01:32<02:03,  2.17it/s, loss=0.149, pair=19.266, adv=20.770, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:09,  2.06it/s, loss=0.149, pair=19.266, adv=20.770, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:09,  2.06it/s, loss=0.041, pair=24.625, adv=29.738, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 186/453 [01:32<02:03,  2.16it/s, loss=0.041, pair=24.625, adv=29.738, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 186/453 [01:33<02:03,  2.16it/s, loss=0.055, pair=23.922, adv=29.715, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:10,  2.03it/s, loss=0.055, pair=23.922, adv=29.715, sprd=0.
Ep 006/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:10,  2.03it/s, loss=0.045, pair=19.953, adv=28.919, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 188/453 [01:33<02:05,  2.11it/s, loss=0.045, pair=19.953, adv=28.919, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 188/453 [01:34<02:05,  2.11it/s, loss=0.045, pair=11.391, adv=33.949, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:12,  1.99it/s, loss=0.045, pair=11.391, adv=33.949, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:12,  1.99it/s, loss=0.042, pair=18.938, adv=31.199, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 190/453 [01:34<02:06,  2.08it/s, loss=0.042, pair=18.938, adv=31.199, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:06,  2.08it/s, loss=0.042, pair=19.281, adv=37.964, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:09,  2.03it/s, loss=0.042, pair=19.281, adv=37.964, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:09,  2.03it/s, loss=0.043, pair=22.094, adv=35.227, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 192/453 [01:35<02:01,  2.15it/s, loss=0.043, pair=22.094, adv=35.227, sprd=0.
Ep 006/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<02:01,  2.15it/s, loss=0.044, pair=30.859, adv=28.235, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:05,  2.08it/s, loss=0.044, pair=30.859, adv=28.235, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:05,  2.08it/s, loss=0.039, pair=13.406, adv=27.885, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 194/453 [01:36<01:59,  2.18it/s, loss=0.039, pair=13.406, adv=27.885, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<01:59,  2.18it/s, loss=0.049, pair=17.234, adv=18.105, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:08,  2.01it/s, loss=0.049, pair=17.234, adv=18.105, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:08,  2.01it/s, loss=0.039, pair=15.258, adv=25.879, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 196/453 [01:37<02:01,  2.11it/s, loss=0.039, pair=15.258, adv=25.879, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:01,  2.11it/s, loss=0.045, pair=24.344, adv=34.315, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:06,  2.02it/s, loss=0.045, pair=24.344, adv=34.315, sprd=0.
Ep 006/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:06,  2.02it/s, loss=0.042, pair=17.375, adv=28.845, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 198/453 [01:38<01:57,  2.17it/s, loss=0.042, pair=17.375, adv=28.845, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<01:57,  2.17it/s, loss=0.044, pair=24.672, adv=29.422, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:05,  2.03it/s, loss=0.044, pair=24.672, adv=29.422, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:05,  2.03it/s, loss=0.044, pair=21.062, adv=28.354, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 200/453 [01:39<01:58,  2.14it/s, loss=0.044, pair=21.062, adv=28.354, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<01:58,  2.14it/s, loss=0.044, pair=26.641, adv=27.536, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:03,  2.05it/s, loss=0.044, pair=26.641, adv=27.536, sprd=0.
Ep 006/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:03,  2.05it/s, loss=0.047, pair=27.484, adv=29.693, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 202/453 [01:40<01:55,  2.18it/s, loss=0.047, pair=27.484, adv=29.693, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<01:55,  2.18it/s, loss=0.043, pair=24.500, adv=34.287, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.043, pair=24.500, adv=34.287, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.042, pair=26.562, adv=32.106, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 204/453 [01:41<01:53,  2.19it/s, loss=0.042, pair=26.562, adv=32.106, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<01:53,  2.19it/s, loss=0.042, pair=21.906, adv=29.862, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<02:05,  1.97it/s, loss=0.042, pair=21.906, adv=29.862, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<02:05,  1.97it/s, loss=0.055, pair=11.562, adv=33.711, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 206/453 [01:42<01:55,  2.13it/s, loss=0.055, pair=11.562, adv=33.711, sprd=0.
Ep 006/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<01:55,  2.13it/s, loss=0.049, pair=20.969, adv=33.071, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<01:59,  2.07it/s, loss=0.049, pair=20.969, adv=33.071, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<01:59,  2.07it/s, loss=0.044, pair=22.844, adv=31.898, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 208/453 [01:43<01:53,  2.17it/s, loss=0.044, pair=22.844, adv=31.898, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 208/453 [01:43<01:53,  2.17it/s, loss=0.146, pair=17.359, adv=32.356, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 209/453 [01:43<01:58,  2.07it/s, loss=0.146, pair=17.359, adv=32.356, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 209/453 [01:44<01:58,  2.07it/s, loss=0.045, pair=24.125, adv=38.879, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 210/453 [01:44<01:54,  2.13it/s, loss=0.045, pair=24.125, adv=38.879, sprd=0.
Ep 006/80 [S1:deg_only]:  46%|▍| 210/453 [01:44<01:54,  2.13it/s, loss=0.045, pair=20.219, adv=34.802, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 211/453 [01:44<01:59,  2.03it/s, loss=0.045, pair=20.219, adv=34.802, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 211/453 [01:45<01:59,  2.03it/s, loss=0.044, pair=19.359, adv=34.154, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 212/453 [01:45<01:52,  2.14it/s, loss=0.044, pair=19.359, adv=34.154, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 212/453 [01:45<01:52,  2.14it/s, loss=0.050, pair=17.156, adv=32.833, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 213/453 [01:45<01:57,  2.04it/s, loss=0.050, pair=17.156, adv=32.833, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 213/453 [01:46<01:57,  2.04it/s, loss=0.043, pair=23.906, adv=27.928, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 214/453 [01:46<01:55,  2.06it/s, loss=0.043, pair=23.906, adv=27.928, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 214/453 [01:46<01:55,  2.06it/s, loss=0.045, pair=26.734, adv=30.939, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 215/453 [01:46<02:05,  1.89it/s, loss=0.045, pair=26.734, adv=30.939, sprd=0.
Ep 006/80 [S1:deg_only]:  47%|▍| 215/453 [01:47<02:05,  1.89it/s, loss=0.043, pair=19.016, adv=31.936, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 216/453 [01:47<01:59,  1.98it/s, loss=0.043, pair=19.016, adv=31.936, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:59,  1.98it/s, loss=0.043, pair=17.969, adv=33.865, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<02:07,  1.85it/s, loss=0.043, pair=17.969, adv=33.865, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<02:07,  1.85it/s, loss=0.052, pair=19.031, adv=27.001, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 218/453 [01:48<01:58,  1.99it/s, loss=0.052, pair=19.031, adv=27.001, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<01:58,  1.99it/s, loss=0.048, pair=22.375, adv=25.814, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<02:04,  1.88it/s, loss=0.048, pair=22.375, adv=25.814, sprd=0.
Ep 006/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<02:04,  1.88it/s, loss=0.043, pair=20.703, adv=33.349, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 220/453 [01:49<01:58,  1.96it/s, loss=0.043, pair=20.703, adv=33.349, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<01:58,  1.96it/s, loss=0.044, pair=26.734, adv=31.480, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<02:08,  1.80it/s, loss=0.044, pair=26.734, adv=31.480, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<02:08,  1.80it/s, loss=0.043, pair=24.828, adv=34.226, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 222/453 [01:50<01:58,  1.95it/s, loss=0.043, pair=24.828, adv=34.226, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<01:58,  1.95it/s, loss=0.044, pair=20.734, adv=28.881, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<02:05,  1.83it/s, loss=0.044, pair=20.734, adv=28.881, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<02:05,  1.83it/s, loss=0.042, pair=20.328, adv=26.409, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 224/453 [01:51<01:58,  1.93it/s, loss=0.042, pair=20.328, adv=26.409, sprd=0.
Ep 006/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<01:58,  1.93it/s, loss=0.040, pair=17.984, adv=34.994, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<02:05,  1.81it/s, loss=0.040, pair=17.984, adv=34.994, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<02:05,  1.81it/s, loss=0.041, pair=18.156, adv=25.692, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▍| 226/453 [01:52<01:57,  1.93it/s, loss=0.041, pair=18.156, adv=25.692, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:57,  1.93it/s, loss=0.046, pair=18.594, adv=35.114, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<02:05,  1.80it/s, loss=0.046, pair=18.594, adv=35.114, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<02:05,  1.80it/s, loss=0.044, pair=23.734, adv=27.335, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▌| 228/453 [01:53<01:57,  1.91it/s, loss=0.044, pair=23.734, adv=27.335, sprd=0.
Ep 006/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:57,  1.91it/s, loss=0.041, pair=21.125, adv=28.021, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<02:03,  1.82it/s, loss=0.041, pair=21.125, adv=28.021, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<02:03,  1.82it/s, loss=0.041, pair=21.188, adv=23.169, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 230/453 [01:54<01:56,  1.91it/s, loss=0.041, pair=21.188, adv=23.169, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:56,  1.91it/s, loss=0.043, pair=21.812, adv=25.284, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<02:02,  1.81it/s, loss=0.043, pair=21.812, adv=25.284, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 231/453 [01:56<02:02,  1.81it/s, loss=0.043, pair=27.062, adv=25.612, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:56,  1.90it/s, loss=0.043, pair=27.062, adv=25.612, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:56,  1.90it/s, loss=0.057, pair=28.141, adv=19.134, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 233/453 [01:56<01:58,  1.86it/s, loss=0.057, pair=28.141, adv=19.134, sprd=0.
Ep 006/80 [S1:deg_only]:  51%|▌| 233/453 [01:57<01:58,  1.86it/s, loss=0.046, pair=18.469, adv=30.659, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:51,  1.96it/s, loss=0.046, pair=18.469, adv=30.659, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:51,  1.96it/s, loss=0.043, pair=14.031, adv=26.160, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 235/453 [01:57<02:04,  1.75it/s, loss=0.043, pair=14.031, adv=26.160, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 235/453 [01:58<02:04,  1.75it/s, loss=0.043, pair=16.438, adv=28.199, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 236/453 [01:58<01:55,  1.87it/s, loss=0.043, pair=16.438, adv=28.199, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 236/453 [01:58<01:55,  1.87it/s, loss=0.150, pair=17.734, adv=31.550, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 237/453 [01:58<02:02,  1.77it/s, loss=0.150, pair=17.734, adv=31.550, sprd=0.
Ep 006/80 [S1:deg_only]:  52%|▌| 237/453 [01:59<02:02,  1.77it/s, loss=0.041, pair=23.219, adv=33.058, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 238/453 [01:59<01:53,  1.89it/s, loss=0.041, pair=23.219, adv=33.058, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 238/453 [01:59<01:53,  1.89it/s, loss=0.043, pair=15.422, adv=23.965, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 239/453 [01:59<02:00,  1.78it/s, loss=0.043, pair=15.422, adv=23.965, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 239/453 [02:00<02:00,  1.78it/s, loss=0.042, pair=19.812, adv=27.803, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 240/453 [02:00<01:53,  1.88it/s, loss=0.042, pair=19.812, adv=27.803, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 240/453 [02:00<01:53,  1.88it/s, loss=0.050, pair=16.812, adv=22.151, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 241/453 [02:00<01:57,  1.81it/s, loss=0.050, pair=16.812, adv=22.151, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 241/453 [02:01<01:57,  1.81it/s, loss=0.045, pair=18.094, adv=15.127, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 242/453 [02:01<01:49,  1.93it/s, loss=0.045, pair=18.094, adv=15.127, sprd=0.
Ep 006/80 [S1:deg_only]:  53%|▌| 242/453 [02:01<01:49,  1.93it/s, loss=0.042, pair=15.195, adv=19.247, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 243/453 [02:01<01:50,  1.89it/s, loss=0.042, pair=15.195, adv=19.247, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 243/453 [02:02<01:50,  1.89it/s, loss=0.041, pair=20.953, adv=21.970, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 244/453 [02:02<01:43,  2.02it/s, loss=0.041, pair=20.953, adv=21.970, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 244/453 [02:02<01:43,  2.02it/s, loss=0.081, pair=22.844, adv=22.144, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 245/453 [02:02<01:44,  1.99it/s, loss=0.081, pair=22.844, adv=22.144, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 245/453 [02:03<01:44,  1.99it/s, loss=0.046, pair=18.750, adv=34.424, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 246/453 [02:03<01:38,  2.09it/s, loss=0.046, pair=18.750, adv=34.424, sprd=0.
Ep 006/80 [S1:deg_only]:  54%|▌| 246/453 [02:03<01:38,  2.09it/s, loss=0.045, pair=20.391, adv=26.417, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 247/453 [02:03<01:42,  2.02it/s, loss=0.045, pair=20.391, adv=26.417, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 247/453 [02:04<01:42,  2.02it/s, loss=0.043, pair=13.023, adv=30.560, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 248/453 [02:04<01:36,  2.12it/s, loss=0.043, pair=13.023, adv=30.560, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 248/453 [02:04<01:36,  2.12it/s, loss=0.147, pair=14.195, adv=24.080, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 249/453 [02:04<01:38,  2.07it/s, loss=0.147, pair=14.195, adv=24.080, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 249/453 [02:05<01:38,  2.07it/s, loss=0.043, pair=19.844, adv=26.289, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 250/453 [02:05<01:35,  2.13it/s, loss=0.043, pair=19.844, adv=26.289, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 250/453 [02:05<01:35,  2.13it/s, loss=0.044, pair=17.219, adv=33.255, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 251/453 [02:05<01:39,  2.03it/s, loss=0.044, pair=17.219, adv=33.255, sprd=0.
Ep 006/80 [S1:deg_only]:  55%|▌| 251/453 [02:06<01:39,  2.03it/s, loss=0.042, pair=24.094, adv=23.684, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 252/453 [02:06<01:35,  2.10it/s, loss=0.042, pair=24.094, adv=23.684, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 252/453 [02:06<01:35,  2.10it/s, loss=0.043, pair=20.297, adv=27.347, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 253/453 [02:06<01:38,  2.03it/s, loss=0.043, pair=20.297, adv=27.347, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 253/453 [02:07<01:38,  2.03it/s, loss=0.040, pair=28.375, adv=26.168, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 254/453 [02:07<01:33,  2.14it/s, loss=0.040, pair=28.375, adv=26.168, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 254/453 [02:07<01:33,  2.14it/s, loss=0.043, pair=26.516, adv=23.009, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 255/453 [02:07<01:35,  2.07it/s, loss=0.043, pair=26.516, adv=23.009, sprd=0.
Ep 006/80 [S1:deg_only]:  56%|▌| 255/453 [02:08<01:35,  2.07it/s, loss=0.044, pair=26.875, adv=19.179, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 256/453 [02:08<01:30,  2.17it/s, loss=0.044, pair=26.875, adv=19.179, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 256/453 [02:08<01:30,  2.17it/s, loss=0.050, pair=24.250, adv=27.375, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 257/453 [02:08<01:35,  2.06it/s, loss=0.050, pair=24.250, adv=27.375, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 257/453 [02:09<01:35,  2.06it/s, loss=0.046, pair=24.562, adv=23.803, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 258/453 [02:09<01:32,  2.11it/s, loss=0.046, pair=24.562, adv=23.803, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 258/453 [02:09<01:32,  2.11it/s, loss=0.044, pair=24.578, adv=25.315, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 259/453 [02:09<01:40,  1.93it/s, loss=0.044, pair=24.578, adv=25.315, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 259/453 [02:10<01:40,  1.93it/s, loss=0.049, pair=22.750, adv=34.128, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 260/453 [02:10<01:32,  2.10it/s, loss=0.049, pair=22.750, adv=34.128, sprd=0.
Ep 006/80 [S1:deg_only]:  57%|▌| 260/453 [02:10<01:32,  2.10it/s, loss=0.048, pair=19.844, adv=31.961, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 261/453 [02:10<01:34,  2.02it/s, loss=0.048, pair=19.844, adv=31.961, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 261/453 [02:10<01:34,  2.02it/s, loss=0.044, pair=16.469, adv=26.004, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 262/453 [02:10<01:29,  2.14it/s, loss=0.044, pair=16.469, adv=26.004, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 262/453 [02:11<01:29,  2.14it/s, loss=0.045, pair=17.344, adv=32.871, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 263/453 [02:11<01:31,  2.08it/s, loss=0.045, pair=17.344, adv=32.871, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 263/453 [02:11<01:31,  2.08it/s, loss=0.046, pair=14.969, adv=23.534, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 264/453 [02:11<01:25,  2.22it/s, loss=0.046, pair=14.969, adv=23.534, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 264/453 [02:12<01:25,  2.22it/s, loss=0.045, pair=15.500, adv=25.756, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 265/453 [02:12<01:30,  2.08it/s, loss=0.045, pair=15.500, adv=25.756, sprd=0.
Ep 006/80 [S1:deg_only]:  58%|▌| 265/453 [02:12<01:30,  2.08it/s, loss=0.042, pair=21.219, adv=22.331, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 266/453 [02:12<01:26,  2.16it/s, loss=0.042, pair=21.219, adv=22.331, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 266/453 [02:13<01:26,  2.16it/s, loss=0.045, pair=26.094, adv=29.638, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 267/453 [02:13<01:30,  2.06it/s, loss=0.045, pair=26.094, adv=29.638, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 267/453 [02:13<01:30,  2.06it/s, loss=0.046, pair=20.344, adv=21.075, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 268/453 [02:13<01:24,  2.19it/s, loss=0.046, pair=20.344, adv=21.075, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 268/453 [02:14<01:24,  2.19it/s, loss=0.048, pair=16.828, adv=30.072, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 269/453 [02:14<01:28,  2.08it/s, loss=0.048, pair=16.828, adv=30.072, sprd=0.
Ep 006/80 [S1:deg_only]:  59%|▌| 269/453 [02:14<01:28,  2.08it/s, loss=0.043, pair=21.922, adv=29.391, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 270/453 [02:14<01:23,  2.19it/s, loss=0.043, pair=21.922, adv=29.391, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 270/453 [02:15<01:23,  2.19it/s, loss=0.050, pair=21.953, adv=27.295, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:29,  2.03it/s, loss=0.050, pair=21.953, adv=27.295, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:29,  2.03it/s, loss=0.048, pair=27.594, adv=30.672, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 272/453 [02:15<01:22,  2.18it/s, loss=0.048, pair=27.594, adv=30.672, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 272/453 [02:16<01:22,  2.18it/s, loss=0.047, pair=20.875, adv=34.029, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:28,  2.04it/s, loss=0.047, pair=20.875, adv=34.029, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:28,  2.04it/s, loss=0.046, pair=22.734, adv=28.974, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 274/453 [02:16<01:23,  2.14it/s, loss=0.046, pair=22.734, adv=28.974, sprd=0.
Ep 006/80 [S1:deg_only]:  60%|▌| 274/453 [02:17<01:23,  2.14it/s, loss=0.042, pair=23.328, adv=32.858, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:27,  2.04it/s, loss=0.042, pair=23.328, adv=32.858, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:27,  2.04it/s, loss=0.046, pair=19.828, adv=24.788, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 276/453 [02:17<01:20,  2.19it/s, loss=0.046, pair=19.828, adv=24.788, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 276/453 [02:18<01:20,  2.19it/s, loss=0.149, pair=10.594, adv=28.947, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:24,  2.07it/s, loss=0.149, pair=10.594, adv=28.947, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:24,  2.07it/s, loss=0.040, pair=17.078, adv=28.839, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 278/453 [02:18<01:21,  2.13it/s, loss=0.040, pair=17.078, adv=28.839, sprd=0.
Ep 006/80 [S1:deg_only]:  61%|▌| 278/453 [02:19<01:21,  2.13it/s, loss=0.047, pair=20.609, adv=28.934, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:27,  1.98it/s, loss=0.047, pair=20.609, adv=28.934, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:27,  1.98it/s, loss=0.043, pair=26.047, adv=33.508, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 280/453 [02:19<01:23,  2.08it/s, loss=0.043, pair=26.047, adv=33.508, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 280/453 [02:20<01:23,  2.08it/s, loss=0.050, pair=20.156, adv=36.835, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:22,  2.07it/s, loss=0.050, pair=20.156, adv=36.835, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:22,  2.07it/s, loss=0.042, pair=13.398, adv=27.590, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 282/453 [02:20<01:19,  2.15it/s, loss=0.042, pair=13.398, adv=27.590, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 282/453 [02:21<01:19,  2.15it/s, loss=0.044, pair=18.672, adv=23.405, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:21,  2.08it/s, loss=0.044, pair=18.672, adv=23.405, sprd=0.
Ep 006/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:21,  2.08it/s, loss=0.051, pair=19.891, adv=31.316, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 284/453 [02:21<01:19,  2.13it/s, loss=0.051, pair=19.891, adv=31.316, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 284/453 [02:21<01:19,  2.13it/s, loss=0.102, pair=15.773, adv=27.487, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 285/453 [02:21<01:21,  2.05it/s, loss=0.102, pair=15.773, adv=27.487, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:21,  2.05it/s, loss=0.051, pair=21.766, adv=18.524, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 286/453 [02:22<01:15,  2.21it/s, loss=0.051, pair=21.766, adv=18.524, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 286/453 [02:22<01:15,  2.21it/s, loss=0.045, pair=19.484, adv=30.591, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 287/453 [02:22<01:23,  1.99it/s, loss=0.045, pair=19.484, adv=30.591, sprd=0.
Ep 006/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:23,  1.99it/s, loss=0.044, pair=18.578, adv=23.428, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 288/453 [02:23<01:17,  2.12it/s, loss=0.044, pair=18.578, adv=23.428, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 288/453 [02:23<01:17,  2.12it/s, loss=0.046, pair=20.203, adv=22.540, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 289/453 [02:23<01:20,  2.03it/s, loss=0.046, pair=20.203, adv=22.540, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:20,  2.03it/s, loss=0.041, pair=24.500, adv=27.902, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 290/453 [02:24<01:16,  2.13it/s, loss=0.041, pair=24.500, adv=27.902, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 290/453 [02:24<01:16,  2.13it/s, loss=0.048, pair=24.344, adv=31.779, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 291/453 [02:24<01:19,  2.05it/s, loss=0.048, pair=24.344, adv=31.779, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:19,  2.05it/s, loss=0.046, pair=17.938, adv=35.641, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 292/453 [02:25<01:15,  2.13it/s, loss=0.046, pair=17.938, adv=35.641, sprd=0.
Ep 006/80 [S1:deg_only]:  64%|▋| 292/453 [02:25<01:15,  2.13it/s, loss=0.044, pair=20.125, adv=29.123, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 293/453 [02:25<01:18,  2.04it/s, loss=0.044, pair=20.125, adv=29.123, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:18,  2.04it/s, loss=0.042, pair=27.062, adv=28.783, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 294/453 [02:26<01:15,  2.10it/s, loss=0.042, pair=27.062, adv=28.783, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 294/453 [02:26<01:15,  2.10it/s, loss=0.043, pair=19.891, adv=26.864, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 295/453 [02:26<01:17,  2.03it/s, loss=0.043, pair=19.891, adv=26.864, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:17,  2.03it/s, loss=0.040, pair=20.625, adv=28.906, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 296/453 [02:27<01:13,  2.14it/s, loss=0.040, pair=20.625, adv=28.906, sprd=0.
Ep 006/80 [S1:deg_only]:  65%|▋| 296/453 [02:27<01:13,  2.14it/s, loss=0.147, pair=14.500, adv=29.529, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 297/453 [02:27<01:15,  2.06it/s, loss=0.147, pair=14.500, adv=29.529, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:15,  2.06it/s, loss=0.044, pair=27.188, adv=37.018, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 298/453 [02:28<01:11,  2.15it/s, loss=0.044, pair=27.188, adv=37.018, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 298/453 [02:28<01:11,  2.15it/s, loss=0.149, pair=28.344, adv=26.862, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 299/453 [02:28<01:15,  2.03it/s, loss=0.149, pair=28.344, adv=26.862, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:15,  2.03it/s, loss=0.046, pair=24.438, adv=36.338, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 300/453 [02:29<01:11,  2.13it/s, loss=0.046, pair=24.438, adv=36.338, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 300/453 [02:29<01:11,  2.13it/s, loss=0.045, pair=23.953, adv=32.020, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 301/453 [02:29<01:14,  2.05it/s, loss=0.045, pair=23.953, adv=32.020, sprd=0.
Ep 006/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:14,  2.05it/s, loss=0.040, pair=13.820, adv=31.596, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 302/453 [02:30<01:10,  2.15it/s, loss=0.040, pair=13.820, adv=31.596, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 302/453 [02:30<01:10,  2.15it/s, loss=0.043, pair=27.188, adv=22.177, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 303/453 [02:30<01:13,  2.05it/s, loss=0.043, pair=27.188, adv=22.177, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:13,  2.05it/s, loss=0.043, pair=21.047, adv=36.985, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 304/453 [02:31<01:10,  2.13it/s, loss=0.043, pair=21.047, adv=36.985, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 304/453 [02:31<01:10,  2.13it/s, loss=0.050, pair=16.203, adv=29.634, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 305/453 [02:31<01:11,  2.07it/s, loss=0.050, pair=16.203, adv=29.634, sprd=0.
Ep 006/80 [S1:deg_only]:  67%|▋| 305/453 [02:31<01:11,  2.07it/s, loss=0.045, pair=22.172, adv=33.819, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 306/453 [02:31<01:08,  2.15it/s, loss=0.045, pair=22.172, adv=33.819, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 306/453 [02:32<01:08,  2.15it/s, loss=0.045, pair=16.812, adv=26.857, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 307/453 [02:32<01:11,  2.05it/s, loss=0.045, pair=16.812, adv=26.857, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 307/453 [02:32<01:11,  2.05it/s, loss=0.047, pair=13.125, adv=19.392, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 308/453 [02:32<01:06,  2.18it/s, loss=0.047, pair=13.125, adv=19.392, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 308/453 [02:33<01:06,  2.18it/s, loss=0.049, pair=19.516, adv=31.770, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 309/453 [02:33<01:09,  2.07it/s, loss=0.049, pair=19.516, adv=31.770, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 309/453 [02:33<01:09,  2.07it/s, loss=0.042, pair=25.672, adv=25.354, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 310/453 [02:33<01:06,  2.14it/s, loss=0.042, pair=25.672, adv=25.354, sprd=0.
Ep 006/80 [S1:deg_only]:  68%|▋| 310/453 [02:34<01:06,  2.14it/s, loss=0.050, pair=23.641, adv=27.298, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 311/453 [02:34<01:09,  2.05it/s, loss=0.050, pair=23.641, adv=27.298, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 311/453 [02:34<01:09,  2.05it/s, loss=0.043, pair=19.609, adv=28.702, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 312/453 [02:34<01:05,  2.15it/s, loss=0.043, pair=19.609, adv=28.702, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 312/453 [02:35<01:05,  2.15it/s, loss=0.149, pair=16.672, adv=31.686, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 313/453 [02:35<01:09,  2.01it/s, loss=0.149, pair=16.672, adv=31.686, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 313/453 [02:35<01:09,  2.01it/s, loss=0.041, pair=18.859, adv=27.120, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 314/453 [02:35<01:07,  2.07it/s, loss=0.041, pair=18.859, adv=27.120, sprd=0.
Ep 006/80 [S1:deg_only]:  69%|▋| 314/453 [02:36<01:07,  2.07it/s, loss=0.045, pair=24.016, adv=23.488, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 315/453 [02:36<01:18,  1.76it/s, loss=0.045, pair=24.016, adv=23.488, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:18,  1.76it/s, loss=0.044, pair=21.578, adv=20.811, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 316/453 [02:37<01:13,  1.88it/s, loss=0.044, pair=21.578, adv=20.811, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 316/453 [02:37<01:13,  1.88it/s, loss=0.043, pair=19.203, adv=35.552, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 317/453 [02:37<01:15,  1.79it/s, loss=0.043, pair=19.203, adv=35.552, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 317/453 [02:38<01:15,  1.79it/s, loss=0.041, pair=20.969, adv=24.646, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 318/453 [02:38<01:11,  1.90it/s, loss=0.041, pair=20.969, adv=24.646, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 318/453 [02:38<01:11,  1.90it/s, loss=0.050, pair=13.773, adv=36.819, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 319/453 [02:38<01:13,  1.82it/s, loss=0.050, pair=13.773, adv=36.819, sprd=0.
Ep 006/80 [S1:deg_only]:  70%|▋| 319/453 [02:39<01:13,  1.82it/s, loss=0.043, pair=28.422, adv=31.604, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 320/453 [02:39<01:09,  1.92it/s, loss=0.043, pair=28.422, adv=31.604, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 320/453 [02:39<01:09,  1.92it/s, loss=0.043, pair=18.203, adv=32.521, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 321/453 [02:39<01:13,  1.79it/s, loss=0.043, pair=18.203, adv=32.521, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 321/453 [02:40<01:13,  1.79it/s, loss=0.040, pair=29.766, adv=34.118, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 322/453 [02:40<01:08,  1.91it/s, loss=0.040, pair=29.766, adv=34.118, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 322/453 [02:40<01:08,  1.91it/s, loss=0.046, pair=24.391, adv=36.925, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 323/453 [02:40<01:11,  1.82it/s, loss=0.046, pair=24.391, adv=36.925, sprd=0.
Ep 006/80 [S1:deg_only]:  71%|▋| 323/453 [02:41<01:11,  1.82it/s, loss=0.041, pair=16.219, adv=31.469, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 324/453 [02:41<01:07,  1.92it/s, loss=0.041, pair=16.219, adv=31.469, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 324/453 [02:41<01:07,  1.92it/s, loss=0.044, pair=25.234, adv=31.508, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 325/453 [02:41<01:11,  1.78it/s, loss=0.044, pair=25.234, adv=31.508, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 325/453 [02:42<01:11,  1.78it/s, loss=0.051, pair=20.812, adv=38.518, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 326/453 [02:42<01:06,  1.90it/s, loss=0.051, pair=20.812, adv=38.518, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 326/453 [02:43<01:06,  1.90it/s, loss=0.042, pair=14.188, adv=32.080, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:10,  1.79it/s, loss=0.042, pair=14.188, adv=32.080, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 327/453 [02:43<01:10,  1.79it/s, loss=0.040, pair=22.812, adv=18.197, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 328/453 [02:43<01:05,  1.91it/s, loss=0.040, pair=22.812, adv=18.197, sprd=0.
Ep 006/80 [S1:deg_only]:  72%|▋| 328/453 [02:44<01:05,  1.91it/s, loss=0.146, pair=26.156, adv=27.972, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<01:08,  1.82it/s, loss=0.146, pair=26.156, adv=27.972, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 329/453 [02:44<01:08,  1.82it/s, loss=0.044, pair=17.984, adv=28.335, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 330/453 [02:44<01:03,  1.93it/s, loss=0.044, pair=17.984, adv=28.335, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 330/453 [02:45<01:03,  1.93it/s, loss=0.148, pair=28.094, adv=29.474, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<01:07,  1.81it/s, loss=0.148, pair=28.094, adv=29.474, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 331/453 [02:45<01:07,  1.81it/s, loss=0.042, pair=14.859, adv=30.471, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 332/453 [02:45<01:02,  1.93it/s, loss=0.042, pair=14.859, adv=30.471, sprd=0.
Ep 006/80 [S1:deg_only]:  73%|▋| 332/453 [02:46<01:02,  1.93it/s, loss=0.043, pair=22.797, adv=30.606, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:06,  1.81it/s, loss=0.043, pair=22.797, adv=30.606, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 333/453 [02:46<01:06,  1.81it/s, loss=0.043, pair=26.031, adv=31.587, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 334/453 [02:46<01:02,  1.91it/s, loss=0.043, pair=26.031, adv=31.587, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 334/453 [02:47<01:02,  1.91it/s, loss=0.047, pair=20.531, adv=20.718, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<01:06,  1.76it/s, loss=0.047, pair=20.531, adv=20.718, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 335/453 [02:47<01:06,  1.76it/s, loss=0.042, pair=34.000, adv=35.063, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 336/453 [02:47<01:01,  1.89it/s, loss=0.042, pair=34.000, adv=35.063, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 336/453 [02:48<01:01,  1.89it/s, loss=0.148, pair=27.672, adv=31.965, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<01:03,  1.82it/s, loss=0.148, pair=27.672, adv=31.965, sprd=0.
Ep 006/80 [S1:deg_only]:  74%|▋| 337/453 [02:48<01:03,  1.82it/s, loss=0.041, pair=24.219, adv=30.213, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▋| 338/453 [02:48<01:00,  1.91it/s, loss=0.041, pair=24.219, adv=30.213, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▋| 338/453 [02:49<01:00,  1.91it/s, loss=0.046, pair=19.141, adv=27.566, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<01:03,  1.80it/s, loss=0.046, pair=19.141, adv=27.566, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▋| 339/453 [02:49<01:03,  1.80it/s, loss=0.042, pair=24.734, adv=32.472, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 340/453 [02:49<00:59,  1.91it/s, loss=0.042, pair=24.734, adv=32.472, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 340/453 [02:50<00:59,  1.91it/s, loss=0.042, pair=21.000, adv=29.876, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 341/453 [02:50<01:01,  1.81it/s, loss=0.042, pair=21.000, adv=29.876, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 341/453 [02:51<01:01,  1.81it/s, loss=0.043, pair=23.734, adv=20.330, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 342/453 [02:51<00:57,  1.93it/s, loss=0.043, pair=23.734, adv=20.330, sprd=0.
Ep 006/80 [S1:deg_only]:  75%|▊| 342/453 [02:51<00:57,  1.93it/s, loss=0.045, pair=21.547, adv=29.958, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 343/453 [02:51<00:57,  1.92it/s, loss=0.045, pair=21.547, adv=29.958, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 343/453 [02:51<00:57,  1.92it/s, loss=0.042, pair=23.453, adv=29.760, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 344/453 [02:51<00:53,  2.04it/s, loss=0.042, pair=23.453, adv=29.760, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 344/453 [02:52<00:53,  2.04it/s, loss=0.044, pair=12.617, adv=29.763, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 345/453 [02:52<00:58,  1.86it/s, loss=0.044, pair=12.617, adv=29.763, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 345/453 [02:53<00:58,  1.86it/s, loss=0.043, pair=18.844, adv=25.088, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 346/453 [02:53<00:53,  2.00it/s, loss=0.043, pair=18.844, adv=25.088, sprd=0.
Ep 006/80 [S1:deg_only]:  76%|▊| 346/453 [02:53<00:53,  2.00it/s, loss=0.048, pair=23.094, adv=31.560, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 347/453 [02:53<00:54,  1.94it/s, loss=0.048, pair=23.094, adv=31.560, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 347/453 [02:54<00:54,  1.94it/s, loss=0.042, pair=21.062, adv=35.483, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 348/453 [02:54<00:51,  2.05it/s, loss=0.042, pair=21.062, adv=35.483, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 348/453 [02:54<00:51,  2.05it/s, loss=0.052, pair=21.625, adv=31.580, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 349/453 [02:54<00:51,  2.01it/s, loss=0.052, pair=21.625, adv=31.580, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 349/453 [02:54<00:51,  2.01it/s, loss=0.041, pair=26.500, adv=33.002, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 350/453 [02:54<00:49,  2.09it/s, loss=0.041, pair=26.500, adv=33.002, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 350/453 [02:55<00:49,  2.09it/s, loss=0.042, pair=21.391, adv=32.178, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 351/453 [02:55<00:50,  2.00it/s, loss=0.042, pair=21.391, adv=32.178, sprd=0.
Ep 006/80 [S1:deg_only]:  77%|▊| 351/453 [02:55<00:50,  2.00it/s, loss=0.041, pair=15.656, adv=25.432, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 352/453 [02:55<00:47,  2.12it/s, loss=0.041, pair=15.656, adv=25.432, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 352/453 [02:56<00:47,  2.12it/s, loss=0.081, pair=27.750, adv=31.394, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 353/453 [02:56<00:49,  2.04it/s, loss=0.081, pair=27.750, adv=31.394, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 353/453 [02:56<00:49,  2.04it/s, loss=0.040, pair=20.422, adv=30.096, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 354/453 [02:56<00:46,  2.13it/s, loss=0.040, pair=20.422, adv=30.096, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 354/453 [02:57<00:46,  2.13it/s, loss=0.044, pair=19.156, adv=28.524, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 355/453 [02:57<00:47,  2.05it/s, loss=0.044, pair=19.156, adv=28.524, sprd=0.
Ep 006/80 [S1:deg_only]:  78%|▊| 355/453 [02:57<00:47,  2.05it/s, loss=0.046, pair=22.375, adv=33.038, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 356/453 [02:57<00:45,  2.12it/s, loss=0.046, pair=22.375, adv=33.038, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 356/453 [02:58<00:45,  2.12it/s, loss=0.053, pair=25.906, adv=34.265, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 357/453 [02:58<00:47,  2.03it/s, loss=0.053, pair=25.906, adv=34.265, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 357/453 [02:58<00:47,  2.03it/s, loss=0.056, pair=24.688, adv=39.248, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 358/453 [02:58<00:44,  2.13it/s, loss=0.056, pair=24.688, adv=39.248, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 358/453 [02:59<00:44,  2.13it/s, loss=0.047, pair=25.422, adv=35.541, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 359/453 [02:59<00:46,  2.04it/s, loss=0.047, pair=25.422, adv=35.541, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 359/453 [02:59<00:46,  2.04it/s, loss=0.039, pair=23.656, adv=31.919, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 360/453 [02:59<00:43,  2.14it/s, loss=0.039, pair=23.656, adv=31.919, sprd=0.
Ep 006/80 [S1:deg_only]:  79%|▊| 360/453 [03:00<00:43,  2.14it/s, loss=0.047, pair=21.859, adv=31.118, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 361/453 [03:00<00:44,  2.06it/s, loss=0.047, pair=21.859, adv=31.118, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 361/453 [03:00<00:44,  2.06it/s, loss=0.044, pair=26.078, adv=34.208, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 362/453 [03:00<00:42,  2.14it/s, loss=0.044, pair=26.078, adv=34.208, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 362/453 [03:01<00:42,  2.14it/s, loss=0.044, pair=18.297, adv=28.094, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 363/453 [03:01<00:43,  2.06it/s, loss=0.044, pair=18.297, adv=28.094, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 363/453 [03:01<00:43,  2.06it/s, loss=0.040, pair=23.328, adv=38.086, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 364/453 [03:01<00:41,  2.16it/s, loss=0.040, pair=23.328, adv=38.086, sprd=0.
Ep 006/80 [S1:deg_only]:  80%|▊| 364/453 [03:02<00:41,  2.16it/s, loss=0.151, pair=20.688, adv=35.355, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 365/453 [03:02<00:41,  2.10it/s, loss=0.151, pair=20.688, adv=35.355, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 365/453 [03:02<00:41,  2.10it/s, loss=0.043, pair=22.766, adv=38.864, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 366/453 [03:02<00:39,  2.18it/s, loss=0.043, pair=22.766, adv=38.864, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 366/453 [03:03<00:39,  2.18it/s, loss=0.051, pair=22.625, adv=38.482, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 367/453 [03:03<00:41,  2.06it/s, loss=0.051, pair=22.625, adv=38.482, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 367/453 [03:03<00:41,  2.06it/s, loss=0.041, pair=24.406, adv=28.295, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 368/453 [03:03<00:39,  2.13it/s, loss=0.041, pair=24.406, adv=28.295, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 368/453 [03:04<00:39,  2.13it/s, loss=0.046, pair=20.625, adv=34.904, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 369/453 [03:04<00:43,  1.94it/s, loss=0.046, pair=20.625, adv=34.904, sprd=0.
Ep 006/80 [S1:deg_only]:  81%|▊| 369/453 [03:04<00:43,  1.94it/s, loss=0.042, pair=13.992, adv=27.807, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 370/453 [03:04<00:40,  2.06it/s, loss=0.042, pair=13.992, adv=27.807, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 370/453 [03:05<00:40,  2.06it/s, loss=0.045, pair=27.875, adv=28.926, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 371/453 [03:05<00:40,  2.01it/s, loss=0.045, pair=27.875, adv=28.926, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 371/453 [03:05<00:40,  2.01it/s, loss=0.046, pair=21.469, adv=31.914, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 372/453 [03:05<00:37,  2.15it/s, loss=0.046, pair=21.469, adv=31.914, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 372/453 [03:06<00:37,  2.15it/s, loss=0.047, pair=17.078, adv=32.821, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 373/453 [03:06<00:38,  2.07it/s, loss=0.047, pair=17.078, adv=32.821, sprd=0.
Ep 006/80 [S1:deg_only]:  82%|▊| 373/453 [03:06<00:38,  2.07it/s, loss=0.046, pair=15.414, adv=25.325, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 374/453 [03:06<00:35,  2.20it/s, loss=0.046, pair=15.414, adv=25.325, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 374/453 [03:06<00:35,  2.20it/s, loss=0.045, pair=26.750, adv=27.400, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 375/453 [03:06<00:37,  2.09it/s, loss=0.045, pair=26.750, adv=27.400, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 375/453 [03:07<00:37,  2.09it/s, loss=0.041, pair=17.438, adv=32.508, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:35,  2.18it/s, loss=0.041, pair=17.438, adv=32.508, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:35,  2.18it/s, loss=0.045, pair=26.672, adv=30.242, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 377/453 [03:07<00:36,  2.08it/s, loss=0.045, pair=26.672, adv=30.242, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 377/453 [03:08<00:36,  2.08it/s, loss=0.040, pair=15.172, adv=30.817, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 378/453 [03:08<00:34,  2.16it/s, loss=0.040, pair=15.172, adv=30.817, sprd=0.
Ep 006/80 [S1:deg_only]:  83%|▊| 378/453 [03:08<00:34,  2.16it/s, loss=0.043, pair=18.703, adv=31.973, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 379/453 [03:08<00:36,  2.03it/s, loss=0.043, pair=18.703, adv=31.973, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 379/453 [03:09<00:36,  2.03it/s, loss=0.040, pair=24.922, adv=33.349, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 380/453 [03:09<00:34,  2.13it/s, loss=0.040, pair=24.922, adv=33.349, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 380/453 [03:09<00:34,  2.13it/s, loss=0.051, pair=22.453, adv=24.953, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 381/453 [03:09<00:34,  2.07it/s, loss=0.051, pair=22.453, adv=24.953, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 381/453 [03:10<00:34,  2.07it/s, loss=0.049, pair=14.078, adv=30.518, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 382/453 [03:10<00:32,  2.21it/s, loss=0.049, pair=14.078, adv=30.518, sprd=0.
Ep 006/80 [S1:deg_only]:  84%|▊| 382/453 [03:10<00:32,  2.21it/s, loss=0.044, pair=12.781, adv=30.881, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 383/453 [03:10<00:33,  2.10it/s, loss=0.044, pair=12.781, adv=30.881, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 383/453 [03:11<00:33,  2.10it/s, loss=0.042, pair=24.031, adv=33.124, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 384/453 [03:11<00:31,  2.17it/s, loss=0.042, pair=24.031, adv=33.124, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 384/453 [03:11<00:31,  2.17it/s, loss=0.151, pair=19.859, adv=27.277, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 385/453 [03:11<00:31,  2.13it/s, loss=0.151, pair=19.859, adv=27.277, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:31,  2.13it/s, loss=0.045, pair=26.312, adv=30.906, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 386/453 [03:12<00:30,  2.21it/s, loss=0.045, pair=26.312, adv=30.906, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 386/453 [03:12<00:30,  2.21it/s, loss=0.043, pair=19.609, adv=28.940, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 387/453 [03:12<00:31,  2.08it/s, loss=0.043, pair=19.609, adv=28.940, sprd=0.
Ep 006/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:31,  2.08it/s, loss=0.044, pair=20.891, adv=31.679, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.044, pair=20.891, adv=31.679, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.044, pair=26.266, adv=29.449, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 389/453 [03:13<00:30,  2.07it/s, loss=0.044, pair=26.266, adv=29.449, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 389/453 [03:13<00:30,  2.07it/s, loss=0.042, pair=12.492, adv=26.068, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 390/453 [03:13<00:28,  2.19it/s, loss=0.042, pair=12.492, adv=26.068, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 390/453 [03:14<00:28,  2.19it/s, loss=0.042, pair=19.406, adv=31.312, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 391/453 [03:14<00:29,  2.08it/s, loss=0.042, pair=19.406, adv=31.312, sprd=0.
Ep 006/80 [S1:deg_only]:  86%|▊| 391/453 [03:14<00:29,  2.08it/s, loss=0.041, pair=18.594, adv=25.924, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 392/453 [03:14<00:28,  2.18it/s, loss=0.041, pair=18.594, adv=25.924, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 392/453 [03:15<00:28,  2.18it/s, loss=0.045, pair=21.203, adv=32.950, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 393/453 [03:15<00:28,  2.08it/s, loss=0.045, pair=21.203, adv=32.950, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 393/453 [03:15<00:28,  2.08it/s, loss=0.044, pair=19.828, adv=25.060, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 394/453 [03:15<00:26,  2.20it/s, loss=0.044, pair=19.828, adv=25.060, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 394/453 [03:16<00:26,  2.20it/s, loss=0.040, pair=22.656, adv=32.771, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 395/453 [03:16<00:27,  2.10it/s, loss=0.040, pair=22.656, adv=32.771, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 395/453 [03:16<00:27,  2.10it/s, loss=0.041, pair=21.156, adv=30.058, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 396/453 [03:16<00:26,  2.16it/s, loss=0.041, pair=21.156, adv=30.058, sprd=0.
Ep 006/80 [S1:deg_only]:  87%|▊| 396/453 [03:17<00:26,  2.16it/s, loss=0.041, pair=18.594, adv=30.203, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 397/453 [03:17<00:28,  1.95it/s, loss=0.041, pair=18.594, adv=30.203, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 397/453 [03:17<00:28,  1.95it/s, loss=0.046, pair=29.219, adv=33.558, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 398/453 [03:17<00:26,  2.07it/s, loss=0.046, pair=29.219, adv=33.558, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 398/453 [03:18<00:26,  2.07it/s, loss=0.045, pair=21.703, adv=31.118, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 399/453 [03:18<00:26,  2.02it/s, loss=0.045, pair=21.703, adv=31.118, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 399/453 [03:18<00:26,  2.02it/s, loss=0.044, pair=26.922, adv=20.726, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 400/453 [03:18<00:24,  2.15it/s, loss=0.044, pair=26.922, adv=20.726, sprd=0.
Ep 006/80 [S1:deg_only]:  88%|▉| 400/453 [03:19<00:24,  2.15it/s, loss=0.146, pair=18.953, adv=27.907, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 401/453 [03:19<00:25,  2.06it/s, loss=0.146, pair=18.953, adv=27.907, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 401/453 [03:19<00:25,  2.06it/s, loss=0.040, pair=21.750, adv=34.951, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 402/453 [03:19<00:23,  2.16it/s, loss=0.040, pair=21.750, adv=34.951, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 402/453 [03:20<00:23,  2.16it/s, loss=0.047, pair=19.953, adv=27.121, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 403/453 [03:20<00:24,  2.07it/s, loss=0.047, pair=19.953, adv=27.121, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 403/453 [03:20<00:24,  2.07it/s, loss=0.046, pair=18.469, adv=26.626, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 404/453 [03:20<00:22,  2.14it/s, loss=0.046, pair=18.469, adv=26.626, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 404/453 [03:21<00:22,  2.14it/s, loss=0.047, pair=22.266, adv=30.447, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 405/453 [03:21<00:23,  2.07it/s, loss=0.047, pair=22.266, adv=30.447, sprd=0.
Ep 006/80 [S1:deg_only]:  89%|▉| 405/453 [03:21<00:23,  2.07it/s, loss=0.051, pair=23.969, adv=32.131, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 406/453 [03:21<00:21,  2.23it/s, loss=0.051, pair=23.969, adv=32.131, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 406/453 [03:22<00:21,  2.23it/s, loss=0.044, pair=20.562, adv=35.769, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 407/453 [03:22<00:21,  2.14it/s, loss=0.044, pair=20.562, adv=35.769, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 407/453 [03:22<00:21,  2.14it/s, loss=0.047, pair=29.609, adv=36.287, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 408/453 [03:22<00:20,  2.22it/s, loss=0.047, pair=29.609, adv=36.287, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 408/453 [03:22<00:20,  2.22it/s, loss=0.045, pair=21.797, adv=30.899, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 409/453 [03:22<00:20,  2.11it/s, loss=0.045, pair=21.797, adv=30.899, sprd=0.
Ep 006/80 [S1:deg_only]:  90%|▉| 409/453 [03:23<00:20,  2.11it/s, loss=0.046, pair=25.109, adv=15.459, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 410/453 [03:23<00:20,  2.15it/s, loss=0.046, pair=25.109, adv=15.459, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 410/453 [03:23<00:20,  2.15it/s, loss=0.045, pair=21.062, adv=29.327, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 411/453 [03:23<00:20,  2.07it/s, loss=0.045, pair=21.062, adv=29.327, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 411/453 [03:24<00:20,  2.07it/s, loss=0.042, pair=18.812, adv=25.413, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 412/453 [03:24<00:19,  2.12it/s, loss=0.042, pair=18.812, adv=25.413, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 412/453 [03:25<00:19,  2.12it/s, loss=0.044, pair=24.359, adv=27.444, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 413/453 [03:25<00:20,  1.91it/s, loss=0.044, pair=24.359, adv=27.444, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 413/453 [03:25<00:20,  1.91it/s, loss=0.043, pair=20.266, adv=22.891, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 414/453 [03:25<00:19,  1.98it/s, loss=0.043, pair=20.266, adv=22.891, sprd=0.
Ep 006/80 [S1:deg_only]:  91%|▉| 414/453 [03:26<00:19,  1.98it/s, loss=0.048, pair=22.391, adv=29.962, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 415/453 [03:26<00:20,  1.82it/s, loss=0.048, pair=22.391, adv=29.962, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 415/453 [03:26<00:20,  1.82it/s, loss=0.039, pair=19.609, adv=32.090, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 416/453 [03:26<00:19,  1.92it/s, loss=0.039, pair=19.609, adv=32.090, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 416/453 [03:27<00:19,  1.92it/s, loss=0.040, pair=18.922, adv=28.094, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 417/453 [03:27<00:19,  1.82it/s, loss=0.040, pair=18.922, adv=28.094, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 417/453 [03:27<00:19,  1.82it/s, loss=0.047, pair=17.438, adv=24.465, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 418/453 [03:27<00:18,  1.94it/s, loss=0.047, pair=17.438, adv=24.465, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 418/453 [03:28<00:18,  1.94it/s, loss=0.045, pair=21.797, adv=27.399, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 419/453 [03:28<00:18,  1.79it/s, loss=0.045, pair=21.797, adv=27.399, sprd=0.
Ep 006/80 [S1:deg_only]:  92%|▉| 419/453 [03:28<00:18,  1.79it/s, loss=0.040, pair=18.250, adv=26.788, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 420/453 [03:28<00:17,  1.90it/s, loss=0.040, pair=18.250, adv=26.788, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 420/453 [03:29<00:17,  1.90it/s, loss=0.046, pair=25.672, adv=28.416, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 421/453 [03:29<00:17,  1.79it/s, loss=0.046, pair=25.672, adv=28.416, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 421/453 [03:29<00:17,  1.79it/s, loss=0.046, pair=24.375, adv=31.025, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 422/453 [03:29<00:16,  1.88it/s, loss=0.046, pair=24.375, adv=31.025, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 422/453 [03:30<00:16,  1.88it/s, loss=0.045, pair=26.438, adv=25.749, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 423/453 [03:30<00:16,  1.77it/s, loss=0.045, pair=26.438, adv=25.749, sprd=0.
Ep 006/80 [S1:deg_only]:  93%|▉| 423/453 [03:30<00:16,  1.77it/s, loss=0.042, pair=22.750, adv=23.196, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 424/453 [03:30<00:15,  1.88it/s, loss=0.042, pair=22.750, adv=23.196, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 424/453 [03:31<00:15,  1.88it/s, loss=0.040, pair=16.125, adv=25.113, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 425/453 [03:31<00:16,  1.70it/s, loss=0.040, pair=16.125, adv=25.113, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 425/453 [03:32<00:16,  1.70it/s, loss=0.043, pair=13.016, adv=16.711, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 426/453 [03:32<00:14,  1.84it/s, loss=0.043, pair=13.016, adv=16.711, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 426/453 [03:32<00:14,  1.84it/s, loss=0.043, pair=26.250, adv=30.435, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 427/453 [03:32<00:15,  1.73it/s, loss=0.043, pair=26.250, adv=30.435, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 427/453 [03:33<00:15,  1.73it/s, loss=0.045, pair=21.625, adv=32.027, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 428/453 [03:33<00:13,  1.86it/s, loss=0.045, pair=21.625, adv=32.027, sprd=0.
Ep 006/80 [S1:deg_only]:  94%|▉| 428/453 [03:33<00:13,  1.86it/s, loss=0.046, pair=28.375, adv=30.438, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 429/453 [03:33<00:14,  1.70it/s, loss=0.046, pair=28.375, adv=30.438, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 429/453 [03:34<00:14,  1.70it/s, loss=0.040, pair=19.516, adv=32.710, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:12,  1.84it/s, loss=0.040, pair=19.516, adv=32.710, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 430/453 [03:34<00:12,  1.84it/s, loss=0.050, pair=16.984, adv=31.210, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 431/453 [03:34<00:12,  1.81it/s, loss=0.050, pair=16.984, adv=31.210, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 431/453 [03:35<00:12,  1.81it/s, loss=0.044, pair=17.188, adv=29.798, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:10,  1.92it/s, loss=0.044, pair=17.188, adv=29.798, sprd=0.
Ep 006/80 [S1:deg_only]:  95%|▉| 432/453 [03:35<00:10,  1.92it/s, loss=0.041, pair=20.234, adv=21.267, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 433/453 [03:35<00:10,  1.84it/s, loss=0.041, pair=20.234, adv=21.267, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 433/453 [03:36<00:10,  1.84it/s, loss=0.044, pair=20.000, adv=27.866, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 434/453 [03:36<00:09,  1.94it/s, loss=0.044, pair=20.000, adv=27.866, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 434/453 [03:37<00:09,  1.94it/s, loss=0.043, pair=15.727, adv=30.634, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 435/453 [03:37<00:09,  1.81it/s, loss=0.043, pair=15.727, adv=30.634, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 435/453 [03:37<00:09,  1.81it/s, loss=0.045, pair=18.312, adv=35.069, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 436/453 [03:37<00:08,  1.93it/s, loss=0.045, pair=18.312, adv=35.069, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 436/453 [03:38<00:08,  1.93it/s, loss=0.046, pair=22.656, adv=33.534, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 437/453 [03:38<00:08,  1.84it/s, loss=0.046, pair=22.656, adv=33.534, sprd=0.
Ep 006/80 [S1:deg_only]:  96%|▉| 437/453 [03:38<00:08,  1.84it/s, loss=0.042, pair=17.891, adv=21.566, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 438/453 [03:38<00:07,  1.96it/s, loss=0.042, pair=17.891, adv=21.566, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 438/453 [03:39<00:07,  1.96it/s, loss=0.043, pair=20.641, adv=22.501, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 439/453 [03:39<00:07,  1.85it/s, loss=0.043, pair=20.641, adv=22.501, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 439/453 [03:39<00:07,  1.85it/s, loss=0.045, pair=28.641, adv=31.285, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 440/453 [03:39<00:06,  1.95it/s, loss=0.045, pair=28.641, adv=31.285, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 440/453 [03:40<00:06,  1.95it/s, loss=0.148, pair=16.094, adv=35.129, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 441/453 [03:40<00:06,  1.91it/s, loss=0.148, pair=16.094, adv=35.129, sprd=0.
Ep 006/80 [S1:deg_only]:  97%|▉| 441/453 [03:40<00:06,  1.91it/s, loss=0.042, pair=20.438, adv=35.198, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 442/453 [03:40<00:05,  2.06it/s, loss=0.042, pair=20.438, adv=35.198, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 442/453 [03:41<00:05,  2.06it/s, loss=0.045, pair=17.703, adv=24.795, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 443/453 [03:41<00:05,  1.96it/s, loss=0.045, pair=17.703, adv=24.795, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 443/453 [03:41<00:05,  1.96it/s, loss=0.042, pair=20.812, adv=25.603, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 444/453 [03:41<00:04,  2.10it/s, loss=0.042, pair=20.812, adv=25.603, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 444/453 [03:42<00:04,  2.10it/s, loss=0.049, pair=19.234, adv=32.971, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 445/453 [03:42<00:03,  2.05it/s, loss=0.049, pair=19.234, adv=32.971, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 445/453 [03:42<00:03,  2.05it/s, loss=0.042, pair=17.375, adv=33.668, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 446/453 [03:42<00:03,  2.15it/s, loss=0.042, pair=17.375, adv=33.668, sprd=0.
Ep 006/80 [S1:deg_only]:  98%|▉| 446/453 [03:42<00:03,  2.15it/s, loss=0.045, pair=18.469, adv=29.215, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 447/453 [03:42<00:02,  2.05it/s, loss=0.045, pair=18.469, adv=29.215, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 447/453 [03:43<00:02,  2.05it/s, loss=0.048, pair=15.938, adv=25.469, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 448/453 [03:43<00:02,  2.22it/s, loss=0.048, pair=15.938, adv=25.469, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 448/453 [03:43<00:02,  2.22it/s, loss=0.047, pair=20.984, adv=37.318, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 449/453 [03:43<00:01,  2.12it/s, loss=0.047, pair=20.984, adv=37.318, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 449/453 [03:44<00:01,  2.12it/s, loss=0.042, pair=31.844, adv=25.102, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 450/453 [03:44<00:01,  2.20it/s, loss=0.042, pair=31.844, adv=25.102, sprd=0.
Ep 006/80 [S1:deg_only]:  99%|▉| 450/453 [03:44<00:01,  2.20it/s, loss=0.042, pair=22.281, adv=30.375, sprd=0.
Ep 006/80 [S1:deg_only]: 100%|▉| 451/453 [03:44<00:00,  2.10it/s, loss=0.042, pair=22.281, adv=30.375, sprd=0.
Ep 006/80 [S1:deg_only]: 100%|▉| 451/453 [03:45<00:00,  2.10it/s, loss=0.039, pair=14.383, adv=25.214, sprd=0.
Ep 006/80 [S1:deg_only]: 100%|▉| 452/453 [03:45<00:00,  2.21it/s, loss=0.039, pair=14.383, adv=25.214, sprd=0.
Ep 006/80 [S1:deg_only]: 100%|▉| 452/453 [03:45<00:00,  2.21it/s, loss=0.045, pair=21.531, adv=33.190, sprd=0.
Ep 006/80 [S1:deg_only]: 100%|█| 453/453 [03:45<00:00,  2.06it/s, loss=0.045, pair=21.531, adv=33.190, sprd=0.
                                                                                                              
Epoch 006/80 [S1:deg_only]  loss=0.0498  mat=0.3476  sens=22.1699  pair=21.1302  adv=30.4204(rand=3.47)  deg=0.0059  orth=0.0028  spread=0.0007  q_mean=50.0  q_std=24.1  α=0.10 β=0.00 γ=1.00 λ_grl=0.303  lr=9.91e-05  226s

Ep 007/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 007/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.047, pair=14.352, adv=30.854, sprd=0.001]
Ep 007/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:26,  1.12s/it, loss=0.047, pair=14.352, adv=30.854, sprd=0.00
Ep 007/80 [S1:deg_only]:   0%| | 1/453 [00:01<08:26,  1.12s/it, loss=0.043, pair=20.266, adv=30.110, sprd=0.00
Ep 007/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:15,  1.43it/s, loss=0.043, pair=20.266, adv=30.110, sprd=0.00
Ep 007/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:15,  1.43it/s, loss=0.146, pair=20.719, adv=27.512, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:42,  1.59it/s, loss=0.146, pair=20.719, adv=27.512, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:42,  1.59it/s, loss=0.041, pair=23.375, adv=25.713, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 4/453 [00:02<03:59,  1.88it/s, loss=0.041, pair=23.375, adv=25.713, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 4/453 [00:02<03:59,  1.88it/s, loss=0.044, pair=25.031, adv=31.935, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 5/453 [00:02<03:58,  1.88it/s, loss=0.044, pair=25.031, adv=31.935, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 5/453 [00:03<03:58,  1.88it/s, loss=0.044, pair=20.172, adv=31.848, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 6/453 [00:03<03:41,  2.01it/s, loss=0.044, pair=20.172, adv=31.848, sprd=0.00
Ep 007/80 [S1:deg_only]:   1%| | 6/453 [00:03<03:41,  2.01it/s, loss=0.044, pair=20.156, adv=37.116, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 7/453 [00:03<03:42,  2.01it/s, loss=0.044, pair=20.156, adv=37.116, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 7/453 [00:04<03:42,  2.01it/s, loss=0.041, pair=28.141, adv=26.781, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:29,  2.12it/s, loss=0.041, pair=28.141, adv=26.781, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:29,  2.12it/s, loss=0.049, pair=13.383, adv=31.434, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 9/453 [00:04<03:33,  2.08it/s, loss=0.049, pair=13.383, adv=31.434, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:33,  2.08it/s, loss=0.049, pair=22.766, adv=29.130, sprd=0.00
Ep 007/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:21,  2.20it/s, loss=0.049, pair=22.766, adv=29.130, sprd=0.0
Ep 007/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:21,  2.20it/s, loss=0.039, pair=28.625, adv=31.200, sprd=0.0
Ep 007/80 [S1:deg_only]:   2%| | 11/453 [00:05<03:28,  2.12it/s, loss=0.039, pair=28.625, adv=31.200, sprd=0.0
Ep 007/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:28,  2.12it/s, loss=0.044, pair=15.289, adv=19.176, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:17,  2.23it/s, loss=0.044, pair=15.289, adv=19.176, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:17,  2.23it/s, loss=0.047, pair=26.500, adv=36.015, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 13/453 [00:06<03:32,  2.07it/s, loss=0.047, pair=26.500, adv=36.015, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:32,  2.07it/s, loss=0.047, pair=24.234, adv=27.043, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:17,  2.22it/s, loss=0.047, pair=24.234, adv=27.043, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:17,  2.22it/s, loss=0.047, pair=30.547, adv=33.612, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 15/453 [00:07<03:33,  2.05it/s, loss=0.047, pair=30.547, adv=33.612, sprd=0.0
Ep 007/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:33,  2.05it/s, loss=0.042, pair=24.062, adv=22.925, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:24,  2.14it/s, loss=0.042, pair=24.062, adv=22.925, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:24,  2.14it/s, loss=0.046, pair=21.031, adv=34.110, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 17/453 [00:08<03:30,  2.07it/s, loss=0.046, pair=21.031, adv=34.110, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 17/453 [00:08<03:30,  2.07it/s, loss=0.046, pair=23.328, adv=33.207, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 18/453 [00:08<03:18,  2.19it/s, loss=0.046, pair=23.328, adv=33.207, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:18,  2.19it/s, loss=0.151, pair=20.844, adv=25.587, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 19/453 [00:09<03:30,  2.06it/s, loss=0.151, pair=20.844, adv=25.587, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 19/453 [00:09<03:30,  2.06it/s, loss=0.044, pair=21.438, adv=24.393, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 20/453 [00:09<03:20,  2.16it/s, loss=0.044, pair=21.438, adv=24.393, sprd=0.0
Ep 007/80 [S1:deg_only]:   4%| | 20/453 [00:10<03:20,  2.16it/s, loss=0.043, pair=29.688, adv=26.388, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 21/453 [00:10<03:29,  2.07it/s, loss=0.043, pair=29.688, adv=26.388, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 21/453 [00:10<03:29,  2.07it/s, loss=0.043, pair=18.188, adv=24.449, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 22/453 [00:10<03:18,  2.17it/s, loss=0.043, pair=18.188, adv=24.449, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 22/453 [00:11<03:18,  2.17it/s, loss=0.046, pair=23.000, adv=27.708, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 23/453 [00:11<03:29,  2.05it/s, loss=0.046, pair=23.000, adv=27.708, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 23/453 [00:11<03:29,  2.05it/s, loss=0.042, pair=21.453, adv=28.256, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 24/453 [00:11<03:20,  2.14it/s, loss=0.042, pair=21.453, adv=28.256, sprd=0.0
Ep 007/80 [S1:deg_only]:   5%| | 24/453 [00:12<03:20,  2.14it/s, loss=0.043, pair=19.781, adv=21.535, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 25/453 [00:12<03:39,  1.95it/s, loss=0.043, pair=19.781, adv=21.535, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 25/453 [00:12<03:39,  1.95it/s, loss=0.043, pair=17.156, adv=19.627, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 26/453 [00:12<03:28,  2.05it/s, loss=0.043, pair=17.156, adv=19.627, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 26/453 [00:13<03:28,  2.05it/s, loss=0.051, pair=18.625, adv=24.730, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 27/453 [00:13<03:26,  2.07it/s, loss=0.051, pair=18.625, adv=24.730, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 27/453 [00:13<03:26,  2.07it/s, loss=0.043, pair=18.891, adv=28.675, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 28/453 [00:13<03:14,  2.19it/s, loss=0.043, pair=18.891, adv=28.675, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 28/453 [00:14<03:14,  2.19it/s, loss=0.041, pair=23.172, adv=22.694, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 29/453 [00:14<03:22,  2.09it/s, loss=0.041, pair=23.172, adv=22.694, sprd=0.0
Ep 007/80 [S1:deg_only]:   6%| | 29/453 [00:14<03:22,  2.09it/s, loss=0.040, pair=25.875, adv=25.893, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 30/453 [00:14<03:15,  2.17it/s, loss=0.040, pair=25.875, adv=25.893, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 30/453 [00:15<03:15,  2.17it/s, loss=0.044, pair=21.359, adv=25.847, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 31/453 [00:15<03:23,  2.08it/s, loss=0.044, pair=21.359, adv=25.847, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 31/453 [00:15<03:23,  2.08it/s, loss=0.040, pair=23.734, adv=33.511, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 32/453 [00:15<03:16,  2.15it/s, loss=0.040, pair=23.734, adv=33.511, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 32/453 [00:16<03:16,  2.15it/s, loss=0.041, pair=21.484, adv=30.160, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 33/453 [00:16<03:22,  2.07it/s, loss=0.041, pair=21.484, adv=30.160, sprd=0.0
Ep 007/80 [S1:deg_only]:   7%| | 33/453 [00:16<03:22,  2.07it/s, loss=0.045, pair=23.953, adv=26.352, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 34/453 [00:16<03:14,  2.16it/s, loss=0.045, pair=23.953, adv=26.352, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 34/453 [00:17<03:14,  2.16it/s, loss=0.050, pair=13.352, adv=18.089, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 35/453 [00:17<03:20,  2.08it/s, loss=0.050, pair=13.352, adv=18.089, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 35/453 [00:17<03:20,  2.08it/s, loss=0.042, pair=17.844, adv=31.207, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 36/453 [00:17<03:14,  2.15it/s, loss=0.042, pair=17.844, adv=31.207, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 36/453 [00:18<03:14,  2.15it/s, loss=0.047, pair=16.438, adv=19.890, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 37/453 [00:18<03:19,  2.09it/s, loss=0.047, pair=16.438, adv=19.890, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 37/453 [00:18<03:19,  2.09it/s, loss=0.045, pair=21.109, adv=32.910, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 38/453 [00:18<03:08,  2.20it/s, loss=0.045, pair=21.109, adv=32.910, sprd=0.0
Ep 007/80 [S1:deg_only]:   8%| | 38/453 [00:19<03:08,  2.20it/s, loss=0.044, pair=19.469, adv=26.329, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 39/453 [00:19<03:17,  2.09it/s, loss=0.044, pair=19.469, adv=26.329, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 39/453 [00:19<03:17,  2.09it/s, loss=0.041, pair=21.062, adv=22.061, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 40/453 [00:19<03:11,  2.16it/s, loss=0.041, pair=21.062, adv=22.061, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 40/453 [00:19<03:11,  2.16it/s, loss=0.048, pair=24.531, adv=32.259, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 41/453 [00:19<03:21,  2.05it/s, loss=0.048, pair=24.531, adv=32.259, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 41/453 [00:20<03:21,  2.05it/s, loss=0.049, pair=18.703, adv=23.309, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 42/453 [00:20<03:07,  2.19it/s, loss=0.049, pair=18.703, adv=23.309, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 42/453 [00:20<03:07,  2.19it/s, loss=0.147, pair=24.875, adv=31.992, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 43/453 [00:20<03:16,  2.09it/s, loss=0.147, pair=24.875, adv=31.992, sprd=0.0
Ep 007/80 [S1:deg_only]:   9%| | 43/453 [00:21<03:16,  2.09it/s, loss=0.041, pair=19.047, adv=28.658, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 44/453 [00:21<03:10,  2.15it/s, loss=0.041, pair=19.047, adv=28.658, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 44/453 [00:21<03:10,  2.15it/s, loss=0.049, pair=26.109, adv=17.024, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 45/453 [00:21<03:18,  2.05it/s, loss=0.049, pair=26.109, adv=17.024, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 45/453 [00:22<03:18,  2.05it/s, loss=0.042, pair=18.344, adv=32.528, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 46/453 [00:22<03:11,  2.12it/s, loss=0.042, pair=18.344, adv=32.528, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 46/453 [00:22<03:11,  2.12it/s, loss=0.045, pair=24.969, adv=26.728, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 47/453 [00:22<03:25,  1.98it/s, loss=0.045, pair=24.969, adv=26.728, sprd=0.0
Ep 007/80 [S1:deg_only]:  10%| | 47/453 [00:23<03:25,  1.98it/s, loss=0.041, pair=22.719, adv=29.533, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 48/453 [00:23<03:14,  2.09it/s, loss=0.041, pair=22.719, adv=29.533, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 48/453 [00:23<03:14,  2.09it/s, loss=0.044, pair=17.812, adv=22.916, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 49/453 [00:23<03:20,  2.02it/s, loss=0.044, pair=17.812, adv=22.916, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 49/453 [00:24<03:20,  2.02it/s, loss=0.040, pair=24.875, adv=20.602, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 50/453 [00:24<03:10,  2.11it/s, loss=0.040, pair=24.875, adv=20.602, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 50/453 [00:24<03:10,  2.11it/s, loss=0.048, pair=16.984, adv=28.218, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 51/453 [00:24<03:17,  2.03it/s, loss=0.048, pair=16.984, adv=28.218, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 51/453 [00:25<03:17,  2.03it/s, loss=0.045, pair=26.047, adv=22.623, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 52/453 [00:25<03:08,  2.13it/s, loss=0.045, pair=26.047, adv=22.623, sprd=0.0
Ep 007/80 [S1:deg_only]:  11%| | 52/453 [00:25<03:08,  2.13it/s, loss=0.047, pair=16.469, adv=25.084, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 53/453 [00:25<03:25,  1.94it/s, loss=0.047, pair=16.469, adv=25.084, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 53/453 [00:26<03:25,  1.94it/s, loss=0.043, pair=23.375, adv=20.970, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 54/453 [00:26<03:14,  2.05it/s, loss=0.043, pair=23.375, adv=20.970, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 54/453 [00:26<03:14,  2.05it/s, loss=0.041, pair=23.688, adv=28.243, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 55/453 [00:26<03:23,  1.96it/s, loss=0.041, pair=23.688, adv=28.243, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 55/453 [00:27<03:23,  1.96it/s, loss=0.041, pair=24.250, adv=17.894, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 56/453 [00:27<03:11,  2.08it/s, loss=0.041, pair=24.250, adv=17.894, sprd=0.0
Ep 007/80 [S1:deg_only]:  12%| | 56/453 [00:27<03:11,  2.08it/s, loss=0.047, pair=19.547, adv=13.949, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 57/453 [00:27<03:34,  1.85it/s, loss=0.047, pair=19.547, adv=13.949, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 57/453 [00:28<03:34,  1.85it/s, loss=0.041, pair=21.453, adv=25.521, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 58/453 [00:28<03:25,  1.92it/s, loss=0.041, pair=21.453, adv=25.521, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 58/453 [00:29<03:25,  1.92it/s, loss=0.044, pair=23.703, adv=29.058, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 59/453 [00:29<03:38,  1.80it/s, loss=0.044, pair=23.703, adv=29.058, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 59/453 [00:29<03:38,  1.80it/s, loss=0.043, pair=23.922, adv=27.697, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 60/453 [00:29<03:26,  1.90it/s, loss=0.043, pair=23.922, adv=27.697, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 60/453 [00:30<03:26,  1.90it/s, loss=0.044, pair=25.906, adv=23.432, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 61/453 [00:30<03:39,  1.79it/s, loss=0.044, pair=25.906, adv=23.432, sprd=0.0
Ep 007/80 [S1:deg_only]:  13%|▏| 61/453 [00:30<03:39,  1.79it/s, loss=0.041, pair=16.719, adv=19.967, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 62/453 [00:30<03:24,  1.91it/s, loss=0.041, pair=16.719, adv=19.967, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 62/453 [00:31<03:24,  1.91it/s, loss=0.044, pair=20.469, adv=11.660, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 63/453 [00:31<03:42,  1.75it/s, loss=0.044, pair=20.469, adv=11.660, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 63/453 [00:31<03:42,  1.75it/s, loss=0.043, pair=20.125, adv=22.348, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 64/453 [00:31<03:26,  1.88it/s, loss=0.043, pair=20.125, adv=22.348, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 64/453 [00:32<03:26,  1.88it/s, loss=0.051, pair=30.234, adv=28.043, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 65/453 [00:32<03:39,  1.76it/s, loss=0.051, pair=30.234, adv=28.043, sprd=0.0
Ep 007/80 [S1:deg_only]:  14%|▏| 65/453 [00:32<03:39,  1.76it/s, loss=0.045, pair=22.969, adv=23.386, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 66/453 [00:32<03:24,  1.89it/s, loss=0.045, pair=22.969, adv=23.386, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 66/453 [00:33<03:24,  1.89it/s, loss=0.041, pair=23.219, adv=15.642, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 67/453 [00:33<03:36,  1.78it/s, loss=0.041, pair=23.219, adv=15.642, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 67/453 [00:33<03:36,  1.78it/s, loss=0.039, pair=25.516, adv=29.592, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 68/453 [00:33<03:23,  1.89it/s, loss=0.039, pair=25.516, adv=29.592, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 68/453 [00:34<03:23,  1.89it/s, loss=0.047, pair=28.469, adv=29.330, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 69/453 [00:34<03:35,  1.79it/s, loss=0.047, pair=28.469, adv=29.330, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 69/453 [00:34<03:35,  1.79it/s, loss=0.042, pair=19.844, adv=27.457, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 70/453 [00:34<03:19,  1.92it/s, loss=0.042, pair=19.844, adv=27.457, sprd=0.0
Ep 007/80 [S1:deg_only]:  15%|▏| 70/453 [00:35<03:19,  1.92it/s, loss=0.150, pair=20.734, adv=34.289, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 71/453 [00:35<03:27,  1.84it/s, loss=0.150, pair=20.734, adv=34.289, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 71/453 [00:35<03:27,  1.84it/s, loss=0.045, pair=23.562, adv=24.156, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 72/453 [00:35<03:14,  1.96it/s, loss=0.045, pair=23.562, adv=24.156, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 72/453 [00:36<03:14,  1.96it/s, loss=0.148, pair=26.094, adv=30.622, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 73/453 [00:36<03:27,  1.83it/s, loss=0.148, pair=26.094, adv=30.622, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 73/453 [00:37<03:27,  1.83it/s, loss=0.047, pair=23.656, adv=21.406, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 74/453 [00:37<03:16,  1.93it/s, loss=0.047, pair=23.656, adv=21.406, sprd=0.0
Ep 007/80 [S1:deg_only]:  16%|▏| 74/453 [00:37<03:16,  1.93it/s, loss=0.046, pair=8.930, adv=15.252, sprd=0.00
Ep 007/80 [S1:deg_only]:  17%|▏| 75/453 [00:37<03:26,  1.83it/s, loss=0.046, pair=8.930, adv=15.252, sprd=0.00
Ep 007/80 [S1:deg_only]:  17%|▏| 75/453 [00:38<03:26,  1.83it/s, loss=0.049, pair=22.750, adv=14.332, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<03:12,  1.96it/s, loss=0.049, pair=22.750, adv=14.332, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<03:12,  1.96it/s, loss=0.043, pair=24.328, adv=26.802, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 77/453 [00:38<03:29,  1.80it/s, loss=0.043, pair=24.328, adv=26.802, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 77/453 [00:39<03:29,  1.80it/s, loss=0.045, pair=24.016, adv=30.123, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<03:18,  1.89it/s, loss=0.045, pair=24.016, adv=30.123, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<03:18,  1.89it/s, loss=0.047, pair=19.312, adv=27.944, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 79/453 [00:39<03:31,  1.77it/s, loss=0.047, pair=19.312, adv=27.944, sprd=0.0
Ep 007/80 [S1:deg_only]:  17%|▏| 79/453 [00:40<03:31,  1.77it/s, loss=0.044, pair=17.891, adv=22.939, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<03:19,  1.87it/s, loss=0.044, pair=17.891, adv=22.939, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 80/453 [00:41<03:19,  1.87it/s, loss=0.048, pair=21.562, adv=33.402, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 81/453 [00:41<03:40,  1.69it/s, loss=0.048, pair=21.562, adv=33.402, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 81/453 [00:41<03:40,  1.69it/s, loss=0.043, pair=22.891, adv=19.108, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<03:23,  1.82it/s, loss=0.043, pair=22.891, adv=19.108, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 82/453 [00:42<03:23,  1.82it/s, loss=0.045, pair=16.141, adv=18.965, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 83/453 [00:42<03:29,  1.76it/s, loss=0.045, pair=16.141, adv=18.965, sprd=0.0
Ep 007/80 [S1:deg_only]:  18%|▏| 83/453 [00:42<03:29,  1.76it/s, loss=0.041, pair=26.328, adv=29.037, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<03:14,  1.89it/s, loss=0.041, pair=26.328, adv=29.037, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 84/453 [00:43<03:14,  1.89it/s, loss=0.048, pair=25.141, adv=31.031, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 85/453 [00:43<03:23,  1.81it/s, loss=0.048, pair=25.141, adv=31.031, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 85/453 [00:43<03:23,  1.81it/s, loss=0.046, pair=20.219, adv=12.941, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<03:08,  1.95it/s, loss=0.046, pair=20.219, adv=12.941, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 86/453 [00:44<03:08,  1.95it/s, loss=0.047, pair=14.938, adv=14.389, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 87/453 [00:44<03:08,  1.95it/s, loss=0.047, pair=14.938, adv=14.389, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 87/453 [00:44<03:08,  1.95it/s, loss=0.044, pair=25.734, adv=20.506, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<02:57,  2.05it/s, loss=0.044, pair=25.734, adv=20.506, sprd=0.0
Ep 007/80 [S1:deg_only]:  19%|▏| 88/453 [00:45<02:57,  2.05it/s, loss=0.047, pair=13.836, adv=17.370, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 89/453 [00:45<03:02,  2.00it/s, loss=0.047, pair=13.836, adv=17.370, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 89/453 [00:45<03:02,  2.00it/s, loss=0.043, pair=24.156, adv=22.278, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<02:54,  2.08it/s, loss=0.043, pair=24.156, adv=22.278, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<02:54,  2.08it/s, loss=0.045, pair=21.469, adv=11.610, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 91/453 [00:45<02:58,  2.03it/s, loss=0.045, pair=21.469, adv=11.610, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 91/453 [00:46<02:58,  2.03it/s, loss=0.042, pair=21.406, adv=14.181, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.042, pair=21.406, adv=14.181, sprd=0.0
Ep 007/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.043, pair=22.094, adv=18.498, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 93/453 [00:46<02:59,  2.00it/s, loss=0.043, pair=22.094, adv=18.498, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 93/453 [00:47<02:59,  2.00it/s, loss=0.041, pair=26.141, adv=16.733, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<02:50,  2.10it/s, loss=0.041, pair=26.141, adv=16.733, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<02:50,  2.10it/s, loss=0.042, pair=23.656, adv=16.661, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 95/453 [00:47<02:56,  2.02it/s, loss=0.042, pair=23.656, adv=16.661, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 95/453 [00:48<02:56,  2.02it/s, loss=0.044, pair=13.758, adv=13.132, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<02:48,  2.12it/s, loss=0.044, pair=13.758, adv=13.132, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<02:48,  2.12it/s, loss=0.041, pair=22.328, adv=13.972, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 97/453 [00:48<02:53,  2.05it/s, loss=0.041, pair=22.328, adv=13.972, sprd=0.0
Ep 007/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<02:53,  2.05it/s, loss=0.050, pair=18.641, adv=16.873, sprd=0.0
Ep 007/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<02:41,  2.20it/s, loss=0.050, pair=18.641, adv=16.873, sprd=0.0
Ep 007/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<02:41,  2.20it/s, loss=0.039, pair=23.266, adv=19.236, sprd=0.0
Ep 007/80 [S1:deg_only]:  22%|▏| 99/453 [00:49<02:48,  2.11it/s, loss=0.039, pair=23.266, adv=19.236, sprd=0.0
Ep 007/80 [S1:deg_only]:  22%|▏| 99/453 [00:50<02:48,  2.11it/s, loss=0.043, pair=25.484, adv=19.688, sprd=0.0
Ep 007/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<02:41,  2.18it/s, loss=0.043, pair=25.484, adv=19.688, sprd=0.
Ep 007/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<02:41,  2.18it/s, loss=0.045, pair=11.242, adv=21.684, sprd=0.
Ep 007/80 [S1:deg_only]:  22%|▏| 101/453 [00:50<02:48,  2.09it/s, loss=0.045, pair=11.242, adv=21.684, sprd=0.
Ep 007/80 [S1:deg_only]:  22%|▏| 101/453 [00:51<02:48,  2.09it/s, loss=0.041, pair=14.758, adv=21.461, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:40,  2.18it/s, loss=0.041, pair=14.758, adv=21.461, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:40,  2.18it/s, loss=0.045, pair=19.594, adv=25.333, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 103/453 [00:51<02:47,  2.09it/s, loss=0.045, pair=19.594, adv=25.333, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 103/453 [00:52<02:47,  2.09it/s, loss=0.041, pair=23.250, adv=20.207, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:41,  2.17it/s, loss=0.041, pair=23.250, adv=20.207, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:41,  2.17it/s, loss=0.153, pair=15.773, adv=13.674, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 105/453 [00:52<02:45,  2.11it/s, loss=0.153, pair=15.773, adv=13.674, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 105/453 [00:53<02:45,  2.11it/s, loss=0.039, pair=18.156, adv=14.450, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:39,  2.18it/s, loss=0.039, pair=18.156, adv=14.450, sprd=0.
Ep 007/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:39,  2.18it/s, loss=0.148, pair=19.359, adv=24.641, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 107/453 [00:53<02:45,  2.09it/s, loss=0.148, pair=19.359, adv=24.641, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 107/453 [00:53<02:45,  2.09it/s, loss=0.038, pair=22.625, adv=25.540, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 108/453 [00:53<02:39,  2.16it/s, loss=0.038, pair=22.625, adv=25.540, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 108/453 [00:54<02:39,  2.16it/s, loss=0.041, pair=20.141, adv=18.784, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 109/453 [00:54<02:49,  2.03it/s, loss=0.041, pair=20.141, adv=18.784, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 109/453 [00:54<02:49,  2.03it/s, loss=0.045, pair=29.656, adv=20.602, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 110/453 [00:54<02:38,  2.16it/s, loss=0.045, pair=29.656, adv=20.602, sprd=0.
Ep 007/80 [S1:deg_only]:  24%|▏| 110/453 [00:55<02:38,  2.16it/s, loss=0.048, pair=16.906, adv=22.795, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 111/453 [00:55<02:52,  1.98it/s, loss=0.048, pair=16.906, adv=22.795, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 111/453 [00:55<02:52,  1.98it/s, loss=0.048, pair=18.047, adv=27.280, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 112/453 [00:55<02:39,  2.14it/s, loss=0.048, pair=18.047, adv=27.280, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 112/453 [00:56<02:39,  2.14it/s, loss=0.045, pair=23.641, adv=16.911, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 113/453 [00:56<02:47,  2.03it/s, loss=0.045, pair=23.641, adv=16.911, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▏| 113/453 [00:56<02:47,  2.03it/s, loss=0.041, pair=24.359, adv=25.872, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▎| 114/453 [00:56<02:38,  2.13it/s, loss=0.041, pair=24.359, adv=25.872, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▎| 114/453 [00:57<02:38,  2.13it/s, loss=0.047, pair=21.859, adv=15.936, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▎| 115/453 [00:57<02:42,  2.08it/s, loss=0.047, pair=21.859, adv=15.936, sprd=0.
Ep 007/80 [S1:deg_only]:  25%|▎| 115/453 [00:57<02:42,  2.08it/s, loss=0.040, pair=21.625, adv=24.477, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 116/453 [00:57<02:36,  2.16it/s, loss=0.040, pair=21.625, adv=24.477, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 116/453 [00:58<02:36,  2.16it/s, loss=0.146, pair=28.672, adv=29.609, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 117/453 [00:58<02:43,  2.06it/s, loss=0.146, pair=28.672, adv=29.609, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 117/453 [00:58<02:43,  2.06it/s, loss=0.042, pair=27.797, adv=22.156, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 118/453 [00:58<02:35,  2.16it/s, loss=0.042, pair=27.797, adv=22.156, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:35,  2.16it/s, loss=0.044, pair=18.172, adv=25.571, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 119/453 [00:59<02:42,  2.06it/s, loss=0.044, pair=18.172, adv=25.571, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 119/453 [00:59<02:42,  2.06it/s, loss=0.043, pair=22.719, adv=21.888, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 120/453 [00:59<02:37,  2.12it/s, loss=0.043, pair=22.719, adv=21.888, sprd=0.
Ep 007/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:37,  2.12it/s, loss=0.044, pair=14.195, adv=16.641, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 121/453 [01:00<02:44,  2.01it/s, loss=0.044, pair=14.195, adv=16.641, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 121/453 [01:00<02:44,  2.01it/s, loss=0.047, pair=21.453, adv=27.136, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 122/453 [01:00<02:34,  2.15it/s, loss=0.047, pair=21.453, adv=27.136, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<02:34,  2.15it/s, loss=0.055, pair=18.625, adv=17.511, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 123/453 [01:01<02:37,  2.09it/s, loss=0.055, pair=18.625, adv=17.511, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 123/453 [01:01<02:37,  2.09it/s, loss=0.049, pair=22.703, adv=16.993, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 124/453 [01:01<02:33,  2.15it/s, loss=0.049, pair=22.703, adv=16.993, sprd=0.
Ep 007/80 [S1:deg_only]:  27%|▎| 124/453 [01:02<02:33,  2.15it/s, loss=0.043, pair=18.891, adv=20.776, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 125/453 [01:02<02:38,  2.08it/s, loss=0.043, pair=18.891, adv=20.776, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 125/453 [01:02<02:38,  2.08it/s, loss=0.044, pair=16.109, adv=11.676, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 126/453 [01:02<02:29,  2.18it/s, loss=0.044, pair=16.109, adv=11.676, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 126/453 [01:03<02:29,  2.18it/s, loss=0.042, pair=16.188, adv=14.311, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 127/453 [01:03<02:35,  2.10it/s, loss=0.042, pair=16.188, adv=14.311, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 127/453 [01:03<02:35,  2.10it/s, loss=0.048, pair=21.969, adv=26.322, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 128/453 [01:03<02:28,  2.18it/s, loss=0.048, pair=21.969, adv=26.322, sprd=0.
Ep 007/80 [S1:deg_only]:  28%|▎| 128/453 [01:04<02:28,  2.18it/s, loss=0.045, pair=10.891, adv=6.472, sprd=0.0
Ep 007/80 [S1:deg_only]:  28%|▎| 129/453 [01:04<02:34,  2.09it/s, loss=0.045, pair=10.891, adv=6.472, sprd=0.0
Ep 007/80 [S1:deg_only]:  28%|▎| 129/453 [01:04<02:34,  2.09it/s, loss=0.041, pair=20.500, adv=13.944, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 130/453 [01:04<02:30,  2.15it/s, loss=0.041, pair=20.500, adv=13.944, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 130/453 [01:04<02:30,  2.15it/s, loss=0.043, pair=23.906, adv=9.653, sprd=0.0
Ep 007/80 [S1:deg_only]:  29%|▎| 131/453 [01:04<02:38,  2.03it/s, loss=0.043, pair=23.906, adv=9.653, sprd=0.0
Ep 007/80 [S1:deg_only]:  29%|▎| 131/453 [01:05<02:38,  2.03it/s, loss=0.042, pair=20.594, adv=29.449, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 132/453 [01:05<02:31,  2.12it/s, loss=0.042, pair=20.594, adv=29.449, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 132/453 [01:05<02:31,  2.12it/s, loss=0.043, pair=25.875, adv=18.014, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 133/453 [01:05<02:38,  2.02it/s, loss=0.043, pair=25.875, adv=18.014, sprd=0.
Ep 007/80 [S1:deg_only]:  29%|▎| 133/453 [01:06<02:38,  2.02it/s, loss=0.042, pair=22.312, adv=13.251, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 134/453 [01:06<02:31,  2.10it/s, loss=0.042, pair=22.312, adv=13.251, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 134/453 [01:06<02:31,  2.10it/s, loss=0.048, pair=17.438, adv=25.151, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 135/453 [01:06<02:42,  1.96it/s, loss=0.048, pair=17.438, adv=25.151, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 135/453 [01:07<02:42,  1.96it/s, loss=0.039, pair=24.234, adv=13.185, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 136/453 [01:07<02:31,  2.10it/s, loss=0.039, pair=24.234, adv=13.185, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 136/453 [01:07<02:31,  2.10it/s, loss=0.045, pair=33.906, adv=22.716, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 137/453 [01:07<02:34,  2.05it/s, loss=0.045, pair=33.906, adv=22.716, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 137/453 [01:08<02:34,  2.05it/s, loss=0.043, pair=23.812, adv=24.735, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 138/453 [01:08<02:27,  2.13it/s, loss=0.043, pair=23.812, adv=24.735, sprd=0.
Ep 007/80 [S1:deg_only]:  30%|▎| 138/453 [01:08<02:27,  2.13it/s, loss=0.056, pair=23.938, adv=30.921, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 139/453 [01:08<02:29,  2.10it/s, loss=0.056, pair=23.938, adv=30.921, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 139/453 [01:09<02:29,  2.10it/s, loss=0.042, pair=20.297, adv=29.917, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 140/453 [01:09<02:21,  2.22it/s, loss=0.042, pair=20.297, adv=29.917, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 140/453 [01:09<02:21,  2.22it/s, loss=0.045, pair=22.703, adv=32.597, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 141/453 [01:09<02:28,  2.09it/s, loss=0.045, pair=22.703, adv=32.597, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 141/453 [01:10<02:28,  2.09it/s, loss=0.045, pair=26.312, adv=27.377, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 142/453 [01:10<02:23,  2.17it/s, loss=0.045, pair=26.312, adv=27.377, sprd=0.
Ep 007/80 [S1:deg_only]:  31%|▎| 142/453 [01:10<02:23,  2.17it/s, loss=0.042, pair=30.750, adv=22.893, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 143/453 [01:10<02:31,  2.04it/s, loss=0.042, pair=30.750, adv=22.893, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 143/453 [01:11<02:31,  2.04it/s, loss=0.042, pair=26.438, adv=19.598, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 144/453 [01:11<02:26,  2.11it/s, loss=0.042, pair=26.438, adv=19.598, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 144/453 [01:11<02:26,  2.11it/s, loss=0.151, pair=22.672, adv=13.311, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 145/453 [01:11<02:34,  1.99it/s, loss=0.151, pair=22.672, adv=13.311, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 145/453 [01:12<02:34,  1.99it/s, loss=0.043, pair=19.328, adv=24.277, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 146/453 [01:12<02:25,  2.12it/s, loss=0.043, pair=19.328, adv=24.277, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 146/453 [01:12<02:25,  2.12it/s, loss=0.050, pair=23.406, adv=29.721, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 147/453 [01:12<02:32,  2.01it/s, loss=0.050, pair=23.406, adv=29.721, sprd=0.
Ep 007/80 [S1:deg_only]:  32%|▎| 147/453 [01:13<02:32,  2.01it/s, loss=0.043, pair=15.008, adv=37.997, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 148/453 [01:13<02:26,  2.09it/s, loss=0.043, pair=15.008, adv=37.997, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 148/453 [01:13<02:26,  2.09it/s, loss=0.149, pair=23.984, adv=17.727, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 149/453 [01:13<02:32,  2.00it/s, loss=0.149, pair=23.984, adv=17.727, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 149/453 [01:14<02:32,  2.00it/s, loss=0.050, pair=29.375, adv=27.440, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 150/453 [01:14<02:24,  2.09it/s, loss=0.050, pair=29.375, adv=27.440, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 150/453 [01:14<02:24,  2.09it/s, loss=0.058, pair=20.703, adv=31.665, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 151/453 [01:14<02:31,  1.99it/s, loss=0.058, pair=20.703, adv=31.665, sprd=0.
Ep 007/80 [S1:deg_only]:  33%|▎| 151/453 [01:15<02:31,  1.99it/s, loss=0.041, pair=21.078, adv=28.821, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 152/453 [01:15<02:22,  2.11it/s, loss=0.041, pair=21.078, adv=28.821, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 152/453 [01:15<02:22,  2.11it/s, loss=0.049, pair=18.844, adv=29.706, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 153/453 [01:15<02:24,  2.08it/s, loss=0.049, pair=18.844, adv=29.706, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 153/453 [01:16<02:24,  2.08it/s, loss=0.043, pair=21.562, adv=22.989, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 154/453 [01:16<02:20,  2.13it/s, loss=0.043, pair=21.562, adv=22.989, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 154/453 [01:16<02:20,  2.13it/s, loss=0.048, pair=26.344, adv=22.374, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 155/453 [01:16<02:28,  2.01it/s, loss=0.048, pair=26.344, adv=22.374, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 155/453 [01:17<02:28,  2.01it/s, loss=0.047, pair=21.250, adv=29.177, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 156/453 [01:17<02:24,  2.05it/s, loss=0.047, pair=21.250, adv=29.177, sprd=0.
Ep 007/80 [S1:deg_only]:  34%|▎| 156/453 [01:17<02:24,  2.05it/s, loss=0.048, pair=22.109, adv=26.084, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 157/453 [01:17<02:32,  1.94it/s, loss=0.048, pair=22.109, adv=26.084, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 157/453 [01:18<02:32,  1.94it/s, loss=0.048, pair=20.188, adv=28.888, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 158/453 [01:18<02:23,  2.06it/s, loss=0.048, pair=20.188, adv=28.888, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 158/453 [01:18<02:23,  2.06it/s, loss=0.043, pair=14.578, adv=21.141, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 159/453 [01:18<02:39,  1.85it/s, loss=0.043, pair=14.578, adv=21.141, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 159/453 [01:19<02:39,  1.85it/s, loss=0.045, pair=22.484, adv=25.137, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 160/453 [01:19<02:29,  1.96it/s, loss=0.045, pair=22.484, adv=25.137, sprd=0.
Ep 007/80 [S1:deg_only]:  35%|▎| 160/453 [01:19<02:29,  1.96it/s, loss=0.048, pair=24.641, adv=29.010, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 161/453 [01:19<02:39,  1.83it/s, loss=0.048, pair=24.641, adv=29.010, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 161/453 [01:20<02:39,  1.83it/s, loss=0.046, pair=15.516, adv=25.502, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 162/453 [01:20<02:31,  1.92it/s, loss=0.046, pair=15.516, adv=25.502, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 162/453 [01:21<02:31,  1.92it/s, loss=0.043, pair=24.781, adv=28.953, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 163/453 [01:21<02:54,  1.67it/s, loss=0.043, pair=24.781, adv=28.953, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 163/453 [01:21<02:54,  1.67it/s, loss=0.043, pair=22.781, adv=25.026, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 164/453 [01:21<02:40,  1.81it/s, loss=0.043, pair=22.781, adv=25.026, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 164/453 [01:22<02:40,  1.81it/s, loss=0.047, pair=21.219, adv=19.734, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 165/453 [01:22<02:48,  1.71it/s, loss=0.047, pair=21.219, adv=19.734, sprd=0.
Ep 007/80 [S1:deg_only]:  36%|▎| 165/453 [01:22<02:48,  1.71it/s, loss=0.044, pair=20.312, adv=24.925, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 166/453 [01:22<02:36,  1.83it/s, loss=0.044, pair=20.312, adv=24.925, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 166/453 [01:23<02:36,  1.83it/s, loss=0.047, pair=22.047, adv=27.802, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 167/453 [01:23<02:43,  1.74it/s, loss=0.047, pair=22.047, adv=27.802, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 167/453 [01:23<02:43,  1.74it/s, loss=0.050, pair=30.078, adv=26.221, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 168/453 [01:23<02:34,  1.84it/s, loss=0.050, pair=30.078, adv=26.221, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 168/453 [01:24<02:34,  1.84it/s, loss=0.044, pair=16.609, adv=25.304, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 169/453 [01:24<02:41,  1.76it/s, loss=0.044, pair=16.609, adv=25.304, sprd=0.
Ep 007/80 [S1:deg_only]:  37%|▎| 169/453 [01:24<02:41,  1.76it/s, loss=0.044, pair=18.516, adv=28.745, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 170/453 [01:24<02:29,  1.90it/s, loss=0.044, pair=18.516, adv=28.745, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 170/453 [01:25<02:29,  1.90it/s, loss=0.043, pair=26.359, adv=33.329, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:37,  1.80it/s, loss=0.043, pair=26.359, adv=33.329, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:37,  1.80it/s, loss=0.045, pair=19.141, adv=17.310, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 172/453 [01:25<02:27,  1.90it/s, loss=0.045, pair=19.141, adv=17.310, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 172/453 [01:26<02:27,  1.90it/s, loss=0.042, pair=20.703, adv=26.899, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:35,  1.80it/s, loss=0.042, pair=20.703, adv=26.899, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:35,  1.80it/s, loss=0.040, pair=15.023, adv=21.041, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 174/453 [01:26<02:25,  1.92it/s, loss=0.040, pair=15.023, adv=21.041, sprd=0.
Ep 007/80 [S1:deg_only]:  38%|▍| 174/453 [01:27<02:25,  1.92it/s, loss=0.041, pair=18.688, adv=24.463, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:29,  1.86it/s, loss=0.041, pair=18.688, adv=24.463, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:29,  1.86it/s, loss=0.043, pair=18.266, adv=33.575, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 176/453 [01:27<02:21,  1.95it/s, loss=0.043, pair=18.266, adv=33.575, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 176/453 [01:28<02:21,  1.95it/s, loss=0.045, pair=16.578, adv=28.604, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 177/453 [01:28<02:32,  1.81it/s, loss=0.045, pair=16.578, adv=28.604, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 177/453 [01:29<02:32,  1.81it/s, loss=0.047, pair=25.203, adv=27.217, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 178/453 [01:29<02:23,  1.92it/s, loss=0.047, pair=25.203, adv=27.217, sprd=0.
Ep 007/80 [S1:deg_only]:  39%|▍| 178/453 [01:29<02:23,  1.92it/s, loss=0.045, pair=24.609, adv=28.828, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 179/453 [01:29<02:34,  1.77it/s, loss=0.045, pair=24.609, adv=28.828, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 179/453 [01:30<02:34,  1.77it/s, loss=0.041, pair=21.469, adv=29.516, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:25,  1.88it/s, loss=0.041, pair=21.469, adv=29.516, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:25,  1.88it/s, loss=0.043, pair=25.516, adv=28.388, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:30,  1.81it/s, loss=0.043, pair=25.516, adv=28.388, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 181/453 [01:31<02:30,  1.81it/s, loss=0.048, pair=17.438, adv=30.531, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 182/453 [01:31<02:20,  1.92it/s, loss=0.048, pair=17.438, adv=30.531, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 182/453 [01:31<02:20,  1.92it/s, loss=0.055, pair=27.359, adv=33.687, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:29,  1.80it/s, loss=0.055, pair=27.359, adv=33.687, sprd=0.
Ep 007/80 [S1:deg_only]:  40%|▍| 183/453 [01:32<02:29,  1.80it/s, loss=0.048, pair=26.484, adv=29.262, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 184/453 [01:32<02:22,  1.89it/s, loss=0.048, pair=26.484, adv=29.262, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 184/453 [01:32<02:22,  1.89it/s, loss=0.041, pair=16.969, adv=27.009, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:23,  1.87it/s, loss=0.041, pair=16.969, adv=27.009, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 185/453 [01:33<02:23,  1.87it/s, loss=0.043, pair=30.344, adv=21.551, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 186/453 [01:33<02:13,  2.01it/s, loss=0.043, pair=30.344, adv=21.551, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 186/453 [01:33<02:13,  2.01it/s, loss=0.044, pair=23.719, adv=27.607, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:16,  1.94it/s, loss=0.044, pair=23.719, adv=27.607, sprd=0.
Ep 007/80 [S1:deg_only]:  41%|▍| 187/453 [01:34<02:16,  1.94it/s, loss=0.041, pair=14.391, adv=26.023, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 188/453 [01:34<02:09,  2.04it/s, loss=0.041, pair=14.391, adv=26.023, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 188/453 [01:34<02:09,  2.04it/s, loss=0.044, pair=19.656, adv=27.971, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:14,  1.96it/s, loss=0.044, pair=19.656, adv=27.971, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 189/453 [01:35<02:14,  1.96it/s, loss=0.039, pair=17.203, adv=19.593, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:05,  2.10it/s, loss=0.039, pair=17.203, adv=19.593, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:05,  2.10it/s, loss=0.046, pair=26.906, adv=27.371, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:16,  1.91it/s, loss=0.046, pair=26.906, adv=27.371, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 191/453 [01:36<02:16,  1.91it/s, loss=0.043, pair=18.422, adv=30.221, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<02:07,  2.04it/s, loss=0.043, pair=18.422, adv=30.221, sprd=0.
Ep 007/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<02:07,  2.04it/s, loss=0.043, pair=25.859, adv=20.353, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:10,  1.99it/s, loss=0.043, pair=25.859, adv=20.353, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 193/453 [01:37<02:10,  1.99it/s, loss=0.043, pair=19.734, adv=30.782, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<02:03,  2.10it/s, loss=0.043, pair=19.734, adv=30.782, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<02:03,  2.10it/s, loss=0.044, pair=22.156, adv=24.789, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:06,  2.05it/s, loss=0.044, pair=22.156, adv=24.789, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 195/453 [01:38<02:06,  2.05it/s, loss=0.040, pair=18.641, adv=30.400, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:00,  2.14it/s, loss=0.040, pair=18.641, adv=30.400, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:00,  2.14it/s, loss=0.040, pair=26.609, adv=27.833, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:04,  2.05it/s, loss=0.040, pair=26.609, adv=27.833, sprd=0.
Ep 007/80 [S1:deg_only]:  43%|▍| 197/453 [01:39<02:04,  2.05it/s, loss=0.041, pair=28.172, adv=29.269, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.041, pair=28.172, adv=29.269, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.043, pair=19.625, adv=25.494, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:05,  2.03it/s, loss=0.043, pair=19.625, adv=25.494, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 199/453 [01:40<02:05,  2.03it/s, loss=0.043, pair=28.812, adv=30.852, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<02:00,  2.10it/s, loss=0.043, pair=28.812, adv=30.852, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<02:00,  2.10it/s, loss=0.043, pair=11.508, adv=23.769, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:05,  2.01it/s, loss=0.043, pair=11.508, adv=23.769, sprd=0.
Ep 007/80 [S1:deg_only]:  44%|▍| 201/453 [01:41<02:05,  2.01it/s, loss=0.040, pair=20.219, adv=30.852, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<01:58,  2.11it/s, loss=0.040, pair=20.219, adv=30.852, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<01:58,  2.11it/s, loss=0.042, pair=16.281, adv=21.671, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.042, pair=16.281, adv=21.671, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.040, pair=16.438, adv=26.315, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 204/453 [01:41<01:55,  2.15it/s, loss=0.040, pair=16.438, adv=26.315, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<01:55,  2.15it/s, loss=0.054, pair=23.406, adv=19.523, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<01:55,  2.15it/s, loss=0.054, pair=23.406, adv=19.523, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<01:55,  2.15it/s, loss=0.044, pair=23.078, adv=30.528, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 206/453 [01:42<01:53,  2.17it/s, loss=0.044, pair=23.078, adv=30.528, sprd=0.
Ep 007/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<01:53,  2.17it/s, loss=0.044, pair=24.016, adv=30.440, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<01:59,  2.06it/s, loss=0.044, pair=24.016, adv=30.440, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<01:59,  2.06it/s, loss=0.044, pair=25.484, adv=18.569, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 208/453 [01:43<01:55,  2.13it/s, loss=0.044, pair=25.484, adv=18.569, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<01:55,  2.13it/s, loss=0.042, pair=24.219, adv=31.416, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 209/453 [01:44<01:58,  2.05it/s, loss=0.042, pair=24.219, adv=31.416, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 209/453 [01:44<01:58,  2.05it/s, loss=0.043, pair=21.094, adv=28.201, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 210/453 [01:44<01:51,  2.17it/s, loss=0.043, pair=21.094, adv=28.201, sprd=0.
Ep 007/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<01:51,  2.17it/s, loss=0.041, pair=27.953, adv=24.757, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 211/453 [01:45<01:58,  2.04it/s, loss=0.041, pair=27.953, adv=24.757, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 211/453 [01:45<01:58,  2.04it/s, loss=0.042, pair=24.688, adv=20.795, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 212/453 [01:45<01:51,  2.17it/s, loss=0.042, pair=24.688, adv=20.795, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<01:51,  2.17it/s, loss=0.045, pair=19.312, adv=23.653, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 213/453 [01:46<01:57,  2.05it/s, loss=0.045, pair=19.312, adv=23.653, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 213/453 [01:46<01:57,  2.05it/s, loss=0.041, pair=23.984, adv=28.508, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 214/453 [01:46<01:51,  2.15it/s, loss=0.041, pair=23.984, adv=28.508, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<01:51,  2.15it/s, loss=0.047, pair=22.312, adv=30.372, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 215/453 [01:47<01:55,  2.06it/s, loss=0.047, pair=22.312, adv=30.372, sprd=0.
Ep 007/80 [S1:deg_only]:  47%|▍| 215/453 [01:47<01:55,  2.06it/s, loss=0.044, pair=17.531, adv=26.734, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 216/453 [01:47<01:48,  2.19it/s, loss=0.044, pair=17.531, adv=26.734, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<01:48,  2.19it/s, loss=0.045, pair=23.312, adv=22.684, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<01:52,  2.10it/s, loss=0.045, pair=23.312, adv=22.684, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 217/453 [01:48<01:52,  2.10it/s, loss=0.043, pair=20.766, adv=31.216, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 218/453 [01:48<01:47,  2.19it/s, loss=0.043, pair=20.766, adv=31.216, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<01:47,  2.19it/s, loss=0.043, pair=18.844, adv=26.559, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<01:53,  2.07it/s, loss=0.043, pair=18.844, adv=26.559, sprd=0.
Ep 007/80 [S1:deg_only]:  48%|▍| 219/453 [01:49<01:53,  2.07it/s, loss=0.041, pair=12.328, adv=30.200, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 220/453 [01:49<01:48,  2.14it/s, loss=0.041, pair=12.328, adv=30.200, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<01:48,  2.14it/s, loss=0.044, pair=24.922, adv=29.448, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<02:02,  1.89it/s, loss=0.044, pair=24.922, adv=29.448, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 221/453 [01:50<02:02,  1.89it/s, loss=0.042, pair=26.062, adv=17.726, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 222/453 [01:50<01:55,  2.01it/s, loss=0.042, pair=26.062, adv=17.726, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<01:55,  2.01it/s, loss=0.044, pair=25.891, adv=32.404, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<01:56,  1.98it/s, loss=0.044, pair=25.891, adv=32.404, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 223/453 [01:51<01:56,  1.98it/s, loss=0.041, pair=15.969, adv=33.092, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 224/453 [01:51<01:50,  2.07it/s, loss=0.041, pair=15.969, adv=33.092, sprd=0.
Ep 007/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<01:50,  2.07it/s, loss=0.040, pair=17.125, adv=24.489, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<01:53,  2.00it/s, loss=0.040, pair=17.125, adv=24.489, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▍| 225/453 [01:52<01:53,  2.00it/s, loss=0.044, pair=28.109, adv=25.030, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▍| 226/453 [01:52<01:47,  2.12it/s, loss=0.044, pair=28.109, adv=25.030, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:47,  2.12it/s, loss=0.039, pair=21.656, adv=23.512, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<01:51,  2.04it/s, loss=0.039, pair=21.656, adv=23.512, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▌| 227/453 [01:53<01:51,  2.04it/s, loss=0.041, pair=22.078, adv=22.484, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▌| 228/453 [01:53<01:45,  2.14it/s, loss=0.041, pair=22.078, adv=22.484, sprd=0.
Ep 007/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:45,  2.14it/s, loss=0.042, pair=24.500, adv=27.375, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<01:49,  2.05it/s, loss=0.042, pair=24.500, adv=27.375, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 229/453 [01:54<01:49,  2.05it/s, loss=0.039, pair=20.484, adv=25.140, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 230/453 [01:54<01:44,  2.14it/s, loss=0.039, pair=20.484, adv=25.140, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:44,  2.14it/s, loss=0.043, pair=27.891, adv=26.656, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<01:50,  2.00it/s, loss=0.043, pair=27.891, adv=26.656, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 231/453 [01:55<01:50,  2.00it/s, loss=0.040, pair=20.438, adv=25.218, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 232/453 [01:55<01:44,  2.12it/s, loss=0.040, pair=20.438, adv=25.218, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 232/453 [01:55<01:44,  2.12it/s, loss=0.041, pair=15.750, adv=26.024, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 233/453 [01:55<01:47,  2.04it/s, loss=0.041, pair=15.750, adv=26.024, sprd=0.
Ep 007/80 [S1:deg_only]:  51%|▌| 233/453 [01:56<01:47,  2.04it/s, loss=0.048, pair=16.156, adv=27.888, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 234/453 [01:56<01:40,  2.19it/s, loss=0.048, pair=16.156, adv=27.888, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 234/453 [01:56<01:40,  2.19it/s, loss=0.042, pair=22.062, adv=28.919, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 235/453 [01:56<01:44,  2.08it/s, loss=0.042, pair=22.062, adv=28.919, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 235/453 [01:57<01:44,  2.08it/s, loss=0.047, pair=18.422, adv=27.770, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 236/453 [01:57<01:37,  2.23it/s, loss=0.047, pair=18.422, adv=27.770, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 236/453 [01:57<01:37,  2.23it/s, loss=0.043, pair=20.906, adv=25.329, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 237/453 [01:57<01:41,  2.12it/s, loss=0.043, pair=20.906, adv=25.329, sprd=0.
Ep 007/80 [S1:deg_only]:  52%|▌| 237/453 [01:58<01:41,  2.12it/s, loss=0.042, pair=21.578, adv=21.930, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 238/453 [01:58<01:38,  2.18it/s, loss=0.042, pair=21.578, adv=21.930, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 238/453 [01:58<01:38,  2.18it/s, loss=0.041, pair=20.609, adv=21.473, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 239/453 [01:58<01:43,  2.07it/s, loss=0.041, pair=20.609, adv=21.473, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 239/453 [01:59<01:43,  2.07it/s, loss=0.040, pair=19.703, adv=17.740, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 240/453 [01:59<01:37,  2.18it/s, loss=0.040, pair=19.703, adv=17.740, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 240/453 [01:59<01:37,  2.18it/s, loss=0.041, pair=12.703, adv=28.505, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 241/453 [01:59<01:41,  2.09it/s, loss=0.041, pair=12.703, adv=28.505, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 241/453 [02:00<01:41,  2.09it/s, loss=0.044, pair=18.172, adv=20.474, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 242/453 [02:00<01:35,  2.20it/s, loss=0.044, pair=18.172, adv=20.474, sprd=0.
Ep 007/80 [S1:deg_only]:  53%|▌| 242/453 [02:00<01:35,  2.20it/s, loss=0.040, pair=17.094, adv=27.750, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 243/453 [02:00<01:40,  2.08it/s, loss=0.040, pair=17.094, adv=27.750, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 243/453 [02:01<01:40,  2.08it/s, loss=0.042, pair=22.109, adv=30.771, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 244/453 [02:01<01:36,  2.17it/s, loss=0.042, pair=22.109, adv=30.771, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 244/453 [02:01<01:36,  2.17it/s, loss=0.044, pair=18.125, adv=10.142, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 245/453 [02:01<01:44,  1.98it/s, loss=0.044, pair=18.125, adv=10.142, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 245/453 [02:02<01:44,  1.98it/s, loss=0.038, pair=24.578, adv=30.021, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 246/453 [02:02<01:38,  2.10it/s, loss=0.038, pair=24.578, adv=30.021, sprd=0.
Ep 007/80 [S1:deg_only]:  54%|▌| 246/453 [02:02<01:38,  2.10it/s, loss=0.042, pair=23.312, adv=22.102, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 247/453 [02:02<01:41,  2.04it/s, loss=0.042, pair=23.312, adv=22.102, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 247/453 [02:02<01:41,  2.04it/s, loss=0.042, pair=26.484, adv=25.198, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 248/453 [02:02<01:35,  2.14it/s, loss=0.042, pair=26.484, adv=25.198, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 248/453 [02:03<01:35,  2.14it/s, loss=0.041, pair=24.125, adv=19.652, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 249/453 [02:03<01:38,  2.07it/s, loss=0.041, pair=24.125, adv=19.652, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 249/453 [02:03<01:38,  2.07it/s, loss=0.069, pair=23.016, adv=20.656, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 250/453 [02:03<01:33,  2.17it/s, loss=0.069, pair=23.016, adv=20.656, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 250/453 [02:04<01:33,  2.17it/s, loss=0.146, pair=14.469, adv=24.094, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 251/453 [02:04<01:36,  2.09it/s, loss=0.146, pair=14.469, adv=24.094, sprd=0.
Ep 007/80 [S1:deg_only]:  55%|▌| 251/453 [02:04<01:36,  2.09it/s, loss=0.040, pair=18.578, adv=15.332, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 252/453 [02:04<01:32,  2.18it/s, loss=0.040, pair=18.578, adv=15.332, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 252/453 [02:05<01:32,  2.18it/s, loss=0.044, pair=20.984, adv=9.047, sprd=0.0
Ep 007/80 [S1:deg_only]:  56%|▌| 253/453 [02:05<01:35,  2.09it/s, loss=0.044, pair=20.984, adv=9.047, sprd=0.0
Ep 007/80 [S1:deg_only]:  56%|▌| 253/453 [02:05<01:35,  2.09it/s, loss=0.040, pair=22.984, adv=27.632, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 254/453 [02:05<01:32,  2.15it/s, loss=0.040, pair=22.984, adv=27.632, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 254/453 [02:06<01:32,  2.15it/s, loss=0.043, pair=17.234, adv=27.576, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 255/453 [02:06<01:42,  1.94it/s, loss=0.043, pair=17.234, adv=27.576, sprd=0.
Ep 007/80 [S1:deg_only]:  56%|▌| 255/453 [02:06<01:42,  1.94it/s, loss=0.043, pair=18.297, adv=26.203, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 256/453 [02:06<01:37,  2.01it/s, loss=0.043, pair=18.297, adv=26.203, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 256/453 [02:07<01:37,  2.01it/s, loss=0.042, pair=20.391, adv=19.733, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 257/453 [02:07<01:43,  1.89it/s, loss=0.042, pair=20.391, adv=19.733, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 257/453 [02:07<01:43,  1.89it/s, loss=0.044, pair=22.000, adv=18.233, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 258/453 [02:07<01:39,  1.96it/s, loss=0.044, pair=22.000, adv=18.233, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 258/453 [02:08<01:39,  1.96it/s, loss=0.042, pair=20.703, adv=29.752, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 259/453 [02:08<01:44,  1.85it/s, loss=0.042, pair=20.703, adv=29.752, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 259/453 [02:09<01:44,  1.85it/s, loss=0.042, pair=25.641, adv=27.829, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 260/453 [02:09<01:39,  1.93it/s, loss=0.042, pair=25.641, adv=27.829, sprd=0.
Ep 007/80 [S1:deg_only]:  57%|▌| 260/453 [02:09<01:39,  1.93it/s, loss=0.041, pair=17.750, adv=19.332, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 261/453 [02:09<01:47,  1.79it/s, loss=0.041, pair=17.750, adv=19.332, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 261/453 [02:10<01:47,  1.79it/s, loss=0.040, pair=20.406, adv=19.180, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 262/453 [02:10<01:38,  1.95it/s, loss=0.040, pair=20.406, adv=19.180, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 262/453 [02:10<01:38,  1.95it/s, loss=0.044, pair=25.391, adv=32.112, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 263/453 [02:10<01:45,  1.80it/s, loss=0.044, pair=25.391, adv=32.112, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 263/453 [02:11<01:45,  1.80it/s, loss=0.042, pair=26.328, adv=19.759, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 264/453 [02:11<01:40,  1.89it/s, loss=0.042, pair=26.328, adv=19.759, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 264/453 [02:11<01:40,  1.89it/s, loss=0.147, pair=26.375, adv=20.899, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 265/453 [02:11<01:45,  1.78it/s, loss=0.147, pair=26.375, adv=20.899, sprd=0.
Ep 007/80 [S1:deg_only]:  58%|▌| 265/453 [02:12<01:45,  1.78it/s, loss=0.042, pair=24.016, adv=26.052, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 266/453 [02:12<01:38,  1.90it/s, loss=0.042, pair=24.016, adv=26.052, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 266/453 [02:12<01:38,  1.90it/s, loss=0.043, pair=24.750, adv=17.648, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 267/453 [02:12<01:44,  1.79it/s, loss=0.043, pair=24.750, adv=17.648, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 267/453 [02:13<01:44,  1.79it/s, loss=0.040, pair=16.047, adv=21.883, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 268/453 [02:13<01:36,  1.93it/s, loss=0.040, pair=16.047, adv=21.883, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 268/453 [02:13<01:36,  1.93it/s, loss=0.042, pair=22.547, adv=28.198, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 269/453 [02:13<01:41,  1.81it/s, loss=0.042, pair=22.547, adv=28.198, sprd=0.
Ep 007/80 [S1:deg_only]:  59%|▌| 269/453 [02:14<01:41,  1.81it/s, loss=0.040, pair=29.828, adv=27.031, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 270/453 [02:14<01:35,  1.91it/s, loss=0.040, pair=29.828, adv=27.031, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 270/453 [02:15<01:35,  1.91it/s, loss=0.042, pair=18.859, adv=24.771, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:41,  1.80it/s, loss=0.042, pair=18.859, adv=24.771, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:41,  1.80it/s, loss=0.039, pair=21.172, adv=28.741, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 272/453 [02:15<01:35,  1.89it/s, loss=0.039, pair=21.172, adv=28.741, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 272/453 [02:16<01:35,  1.89it/s, loss=0.042, pair=21.703, adv=16.514, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:48,  1.67it/s, loss=0.042, pair=21.703, adv=16.514, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:48,  1.67it/s, loss=0.041, pair=22.453, adv=19.655, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 274/453 [02:16<01:38,  1.82it/s, loss=0.041, pair=22.453, adv=19.655, sprd=0.
Ep 007/80 [S1:deg_only]:  60%|▌| 274/453 [02:17<01:38,  1.82it/s, loss=0.042, pair=22.406, adv=19.575, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:41,  1.75it/s, loss=0.042, pair=22.406, adv=19.575, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:41,  1.75it/s, loss=0.041, pair=17.797, adv=18.585, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 276/453 [02:17<01:33,  1.89it/s, loss=0.041, pair=17.797, adv=18.585, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 276/453 [02:18<01:33,  1.89it/s, loss=0.044, pair=27.016, adv=26.728, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:38,  1.79it/s, loss=0.044, pair=27.016, adv=26.728, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:38,  1.79it/s, loss=0.042, pair=30.391, adv=29.136, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 278/453 [02:18<01:33,  1.87it/s, loss=0.042, pair=30.391, adv=29.136, sprd=0.
Ep 007/80 [S1:deg_only]:  61%|▌| 278/453 [02:19<01:33,  1.87it/s, loss=0.044, pair=21.922, adv=28.869, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:37,  1.79it/s, loss=0.044, pair=21.922, adv=28.869, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:37,  1.79it/s, loss=0.042, pair=35.844, adv=27.942, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 280/453 [02:19<01:29,  1.92it/s, loss=0.042, pair=35.844, adv=27.942, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 280/453 [02:20<01:29,  1.92it/s, loss=0.043, pair=20.359, adv=21.671, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:33,  1.85it/s, loss=0.043, pair=20.359, adv=21.671, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:33,  1.85it/s, loss=0.042, pair=23.891, adv=14.453, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 282/453 [02:20<01:27,  1.95it/s, loss=0.042, pair=23.891, adv=14.453, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 282/453 [02:21<01:27,  1.95it/s, loss=0.042, pair=28.844, adv=26.974, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:32,  1.83it/s, loss=0.042, pair=28.844, adv=26.974, sprd=0.
Ep 007/80 [S1:deg_only]:  62%|▌| 283/453 [02:22<01:32,  1.83it/s, loss=0.040, pair=29.766, adv=28.122, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 284/453 [02:22<01:25,  1.97it/s, loss=0.040, pair=29.766, adv=28.122, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 284/453 [02:22<01:25,  1.97it/s, loss=0.039, pair=11.695, adv=16.882, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:26,  1.95it/s, loss=0.039, pair=11.695, adv=16.882, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:26,  1.95it/s, loss=0.041, pair=20.500, adv=30.142, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 286/453 [02:22<01:19,  2.10it/s, loss=0.041, pair=20.500, adv=30.142, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 286/453 [02:23<01:19,  2.10it/s, loss=0.045, pair=22.719, adv=24.204, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:23,  1.99it/s, loss=0.045, pair=22.719, adv=24.204, sprd=0.
Ep 007/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:23,  1.99it/s, loss=0.042, pair=22.312, adv=34.126, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 288/453 [02:23<01:18,  2.09it/s, loss=0.042, pair=22.312, adv=34.126, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 288/453 [02:24<01:18,  2.09it/s, loss=0.043, pair=24.422, adv=24.231, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:20,  2.05it/s, loss=0.043, pair=24.422, adv=24.231, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:20,  2.05it/s, loss=0.042, pair=21.641, adv=27.857, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 290/453 [02:24<01:14,  2.18it/s, loss=0.042, pair=21.641, adv=27.857, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 290/453 [02:25<01:14,  2.18it/s, loss=0.045, pair=24.922, adv=24.804, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:18,  2.08it/s, loss=0.045, pair=24.922, adv=24.804, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:18,  2.08it/s, loss=0.044, pair=23.891, adv=28.935, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 292/453 [02:25<01:12,  2.22it/s, loss=0.044, pair=23.891, adv=28.935, sprd=0.
Ep 007/80 [S1:deg_only]:  64%|▋| 292/453 [02:26<01:12,  2.22it/s, loss=0.043, pair=22.203, adv=30.522, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:16,  2.09it/s, loss=0.043, pair=22.203, adv=30.522, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:16,  2.09it/s, loss=0.040, pair=24.734, adv=22.804, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 294/453 [02:26<01:13,  2.16it/s, loss=0.040, pair=24.734, adv=22.804, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 294/453 [02:27<01:13,  2.16it/s, loss=0.145, pair=22.844, adv=22.659, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:17,  2.03it/s, loss=0.145, pair=22.844, adv=22.659, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:17,  2.03it/s, loss=0.043, pair=21.859, adv=26.747, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 296/453 [02:27<01:12,  2.16it/s, loss=0.043, pair=21.859, adv=26.747, sprd=0.
Ep 007/80 [S1:deg_only]:  65%|▋| 296/453 [02:28<01:12,  2.16it/s, loss=0.042, pair=23.078, adv=25.188, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:15,  2.08it/s, loss=0.042, pair=23.078, adv=25.188, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:15,  2.08it/s, loss=0.050, pair=17.234, adv=20.785, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 298/453 [02:28<01:09,  2.24it/s, loss=0.050, pair=17.234, adv=20.785, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 298/453 [02:29<01:09,  2.24it/s, loss=0.048, pair=26.766, adv=36.728, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:14,  2.08it/s, loss=0.048, pair=26.766, adv=36.728, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:14,  2.08it/s, loss=0.042, pair=19.375, adv=29.371, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 300/453 [02:29<01:10,  2.19it/s, loss=0.042, pair=19.375, adv=29.371, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:10,  2.19it/s, loss=0.040, pair=25.875, adv=23.150, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:16,  1.98it/s, loss=0.040, pair=25.875, adv=23.150, sprd=0.
Ep 007/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:16,  1.98it/s, loss=0.047, pair=21.875, adv=23.160, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 302/453 [02:30<01:11,  2.11it/s, loss=0.047, pair=21.875, adv=23.160, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:11,  2.11it/s, loss=0.045, pair=23.562, adv=28.955, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:12,  2.06it/s, loss=0.045, pair=23.562, adv=28.955, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:12,  2.06it/s, loss=0.041, pair=24.609, adv=25.032, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 304/453 [02:31<01:08,  2.19it/s, loss=0.041, pair=24.609, adv=25.032, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 304/453 [02:31<01:08,  2.19it/s, loss=0.044, pair=26.812, adv=28.607, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 305/453 [02:31<01:11,  2.07it/s, loss=0.044, pair=26.812, adv=28.607, sprd=0.
Ep 007/80 [S1:deg_only]:  67%|▋| 305/453 [02:32<01:11,  2.07it/s, loss=0.044, pair=22.859, adv=25.139, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 306/453 [02:32<01:07,  2.17it/s, loss=0.044, pair=22.859, adv=25.139, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 306/453 [02:32<01:07,  2.17it/s, loss=0.044, pair=25.094, adv=26.322, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 307/453 [02:32<01:10,  2.06it/s, loss=0.044, pair=25.094, adv=26.322, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 307/453 [02:33<01:10,  2.06it/s, loss=0.045, pair=15.406, adv=29.519, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 308/453 [02:33<01:06,  2.17it/s, loss=0.045, pair=15.406, adv=29.519, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 308/453 [02:33<01:06,  2.17it/s, loss=0.043, pair=25.609, adv=33.970, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 309/453 [02:33<01:09,  2.07it/s, loss=0.043, pair=25.609, adv=33.970, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 309/453 [02:34<01:09,  2.07it/s, loss=0.041, pair=23.469, adv=24.601, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 310/453 [02:34<01:06,  2.15it/s, loss=0.041, pair=23.469, adv=24.601, sprd=0.
Ep 007/80 [S1:deg_only]:  68%|▋| 310/453 [02:34<01:06,  2.15it/s, loss=0.049, pair=27.156, adv=39.228, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 311/453 [02:34<01:07,  2.09it/s, loss=0.049, pair=27.156, adv=39.228, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 311/453 [02:35<01:07,  2.09it/s, loss=0.039, pair=23.484, adv=27.508, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 312/453 [02:35<01:05,  2.16it/s, loss=0.039, pair=23.484, adv=27.508, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 312/453 [02:35<01:05,  2.16it/s, loss=0.047, pair=26.688, adv=26.238, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 313/453 [02:35<01:07,  2.07it/s, loss=0.047, pair=26.688, adv=26.238, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 313/453 [02:36<01:07,  2.07it/s, loss=0.041, pair=18.812, adv=28.489, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 314/453 [02:36<01:03,  2.19it/s, loss=0.041, pair=18.812, adv=28.489, sprd=0.
Ep 007/80 [S1:deg_only]:  69%|▋| 314/453 [02:36<01:03,  2.19it/s, loss=0.152, pair=16.016, adv=31.265, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 315/453 [02:36<01:05,  2.10it/s, loss=0.152, pair=16.016, adv=31.265, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:05,  2.10it/s, loss=0.044, pair=18.312, adv=25.934, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 316/453 [02:37<01:02,  2.19it/s, loss=0.044, pair=18.312, adv=25.934, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 316/453 [02:37<01:02,  2.19it/s, loss=0.148, pair=28.750, adv=36.012, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 317/453 [02:37<01:05,  2.07it/s, loss=0.148, pair=28.750, adv=36.012, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 317/453 [02:38<01:05,  2.07it/s, loss=0.041, pair=24.516, adv=36.031, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 318/453 [02:38<01:02,  2.16it/s, loss=0.041, pair=24.516, adv=36.031, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 318/453 [02:38<01:02,  2.16it/s, loss=0.046, pair=23.906, adv=31.592, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 319/453 [02:38<01:06,  2.03it/s, loss=0.046, pair=23.906, adv=31.592, sprd=0.
Ep 007/80 [S1:deg_only]:  70%|▋| 319/453 [02:38<01:06,  2.03it/s, loss=0.048, pair=23.266, adv=30.740, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 320/453 [02:38<01:01,  2.16it/s, loss=0.048, pair=23.266, adv=30.740, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 320/453 [02:39<01:01,  2.16it/s, loss=0.047, pair=19.781, adv=33.821, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 321/453 [02:39<01:03,  2.07it/s, loss=0.047, pair=19.781, adv=33.821, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 321/453 [02:39<01:03,  2.07it/s, loss=0.042, pair=25.078, adv=34.208, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 322/453 [02:39<01:01,  2.15it/s, loss=0.042, pair=25.078, adv=34.208, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 322/453 [02:40<01:01,  2.15it/s, loss=0.039, pair=25.125, adv=30.166, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 323/453 [02:40<01:02,  2.08it/s, loss=0.039, pair=25.125, adv=30.166, sprd=0.
Ep 007/80 [S1:deg_only]:  71%|▋| 323/453 [02:40<01:02,  2.08it/s, loss=0.052, pair=23.812, adv=26.516, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 324/453 [02:40<00:58,  2.20it/s, loss=0.052, pair=23.812, adv=26.516, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 324/453 [02:41<00:58,  2.20it/s, loss=0.056, pair=22.562, adv=26.513, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 325/453 [02:41<00:58,  2.18it/s, loss=0.056, pair=22.562, adv=26.513, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 325/453 [02:41<00:58,  2.18it/s, loss=0.043, pair=27.609, adv=32.333, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 326/453 [02:41<00:56,  2.24it/s, loss=0.043, pair=27.609, adv=32.333, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 326/453 [02:42<00:56,  2.24it/s, loss=0.044, pair=20.375, adv=29.087, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 327/453 [02:42<00:59,  2.12it/s, loss=0.044, pair=20.375, adv=29.087, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 327/453 [02:42<00:59,  2.12it/s, loss=0.040, pair=20.422, adv=24.232, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 328/453 [02:42<00:56,  2.21it/s, loss=0.040, pair=20.422, adv=24.232, sprd=0.
Ep 007/80 [S1:deg_only]:  72%|▋| 328/453 [02:43<00:56,  2.21it/s, loss=0.146, pair=17.250, adv=29.755, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 329/453 [02:43<00:59,  2.07it/s, loss=0.146, pair=17.250, adv=29.755, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 329/453 [02:43<00:59,  2.07it/s, loss=0.044, pair=23.188, adv=35.795, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 330/453 [02:43<00:56,  2.17it/s, loss=0.044, pair=23.188, adv=35.795, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 330/453 [02:44<00:56,  2.17it/s, loss=0.045, pair=16.781, adv=29.254, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 331/453 [02:44<01:02,  1.95it/s, loss=0.045, pair=16.781, adv=29.254, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 331/453 [02:44<01:02,  1.95it/s, loss=0.043, pair=25.641, adv=22.944, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 332/453 [02:44<00:58,  2.06it/s, loss=0.043, pair=25.641, adv=22.944, sprd=0.
Ep 007/80 [S1:deg_only]:  73%|▋| 332/453 [02:45<00:58,  2.06it/s, loss=0.048, pair=23.547, adv=21.281, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 333/453 [02:45<00:58,  2.04it/s, loss=0.048, pair=23.547, adv=21.281, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 333/453 [02:45<00:58,  2.04it/s, loss=0.047, pair=19.453, adv=24.578, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 334/453 [02:45<00:54,  2.19it/s, loss=0.047, pair=19.453, adv=24.578, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 334/453 [02:46<00:54,  2.19it/s, loss=0.047, pair=15.203, adv=18.409, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 335/453 [02:46<00:56,  2.08it/s, loss=0.047, pair=15.203, adv=18.409, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 335/453 [02:46<00:56,  2.08it/s, loss=0.045, pair=23.656, adv=29.854, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 336/453 [02:46<00:53,  2.18it/s, loss=0.045, pair=23.656, adv=29.854, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 336/453 [02:47<00:53,  2.18it/s, loss=0.048, pair=18.203, adv=28.976, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 337/453 [02:47<00:54,  2.13it/s, loss=0.048, pair=18.203, adv=28.976, sprd=0.
Ep 007/80 [S1:deg_only]:  74%|▋| 337/453 [02:47<00:54,  2.13it/s, loss=0.044, pair=29.312, adv=27.496, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▋| 338/453 [02:47<00:52,  2.19it/s, loss=0.044, pair=29.312, adv=27.496, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▋| 338/453 [02:47<00:52,  2.19it/s, loss=0.049, pair=24.344, adv=37.447, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▋| 339/453 [02:47<00:54,  2.08it/s, loss=0.049, pair=24.344, adv=37.447, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▋| 339/453 [02:48<00:54,  2.08it/s, loss=0.045, pair=17.109, adv=25.754, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 340/453 [02:48<00:50,  2.23it/s, loss=0.045, pair=17.109, adv=25.754, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 340/453 [02:48<00:50,  2.23it/s, loss=0.045, pair=16.938, adv=21.437, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 341/453 [02:48<00:54,  2.07it/s, loss=0.045, pair=16.938, adv=21.437, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 341/453 [02:49<00:54,  2.07it/s, loss=0.042, pair=19.797, adv=33.379, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 342/453 [02:49<00:51,  2.14it/s, loss=0.042, pair=19.797, adv=33.379, sprd=0.
Ep 007/80 [S1:deg_only]:  75%|▊| 342/453 [02:49<00:51,  2.14it/s, loss=0.045, pair=28.000, adv=31.224, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 343/453 [02:49<00:55,  2.00it/s, loss=0.045, pair=28.000, adv=31.224, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 343/453 [02:50<00:55,  2.00it/s, loss=0.042, pair=33.156, adv=34.912, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 344/453 [02:50<00:52,  2.08it/s, loss=0.042, pair=33.156, adv=34.912, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 344/453 [02:50<00:52,  2.08it/s, loss=0.044, pair=27.453, adv=34.525, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 345/453 [02:50<00:54,  1.99it/s, loss=0.044, pair=27.453, adv=34.525, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 345/453 [02:51<00:54,  1.99it/s, loss=0.042, pair=17.625, adv=28.519, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 346/453 [02:51<00:51,  2.08it/s, loss=0.042, pair=17.625, adv=28.519, sprd=0.
Ep 007/80 [S1:deg_only]:  76%|▊| 346/453 [02:51<00:51,  2.08it/s, loss=0.047, pair=18.656, adv=25.734, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 347/453 [02:51<00:52,  2.02it/s, loss=0.047, pair=18.656, adv=25.734, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 347/453 [02:52<00:52,  2.02it/s, loss=0.044, pair=24.656, adv=28.258, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 348/453 [02:52<00:49,  2.12it/s, loss=0.044, pair=24.656, adv=28.258, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 348/453 [02:52<00:49,  2.12it/s, loss=0.147, pair=17.156, adv=31.137, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 349/453 [02:52<00:51,  2.03it/s, loss=0.147, pair=17.156, adv=31.137, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 349/453 [02:53<00:51,  2.03it/s, loss=0.048, pair=23.500, adv=24.509, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 350/453 [02:53<00:46,  2.21it/s, loss=0.048, pair=23.500, adv=24.509, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 350/453 [02:53<00:46,  2.21it/s, loss=0.041, pair=33.625, adv=28.189, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 351/453 [02:53<00:48,  2.09it/s, loss=0.041, pair=33.625, adv=28.189, sprd=0.
Ep 007/80 [S1:deg_only]:  77%|▊| 351/453 [02:54<00:48,  2.09it/s, loss=0.041, pair=18.766, adv=31.036, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 352/453 [02:54<00:46,  2.18it/s, loss=0.041, pair=18.766, adv=31.036, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 352/453 [02:54<00:46,  2.18it/s, loss=0.046, pair=22.531, adv=28.861, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 353/453 [02:54<00:48,  2.08it/s, loss=0.046, pair=22.531, adv=28.861, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 353/453 [02:55<00:48,  2.08it/s, loss=0.042, pair=19.203, adv=41.064, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 354/453 [02:55<00:46,  2.14it/s, loss=0.042, pair=19.203, adv=41.064, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 354/453 [02:55<00:46,  2.14it/s, loss=0.051, pair=21.422, adv=38.281, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 355/453 [02:55<00:54,  1.80it/s, loss=0.051, pair=21.422, adv=38.281, sprd=0.
Ep 007/80 [S1:deg_only]:  78%|▊| 355/453 [02:56<00:54,  1.80it/s, loss=0.043, pair=23.406, adv=34.603, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 356/453 [02:56<00:50,  1.92it/s, loss=0.043, pair=23.406, adv=34.603, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 356/453 [02:56<00:50,  1.92it/s, loss=0.041, pair=23.812, adv=36.907, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 357/453 [02:56<00:52,  1.82it/s, loss=0.041, pair=23.812, adv=36.907, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 357/453 [02:57<00:52,  1.82it/s, loss=0.046, pair=28.766, adv=39.714, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 358/453 [02:57<00:49,  1.91it/s, loss=0.046, pair=28.766, adv=39.714, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 358/453 [02:58<00:49,  1.91it/s, loss=0.043, pair=18.828, adv=29.997, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 359/453 [02:58<00:52,  1.78it/s, loss=0.043, pair=18.828, adv=29.997, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 359/453 [02:58<00:52,  1.78it/s, loss=0.042, pair=18.109, adv=31.931, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 360/453 [02:58<00:48,  1.90it/s, loss=0.042, pair=18.109, adv=31.931, sprd=0.
Ep 007/80 [S1:deg_only]:  79%|▊| 360/453 [02:59<00:48,  1.90it/s, loss=0.041, pair=31.953, adv=30.048, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.041, pair=31.953, adv=30.048, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.042, pair=25.578, adv=39.789, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 362/453 [02:59<00:47,  1.90it/s, loss=0.042, pair=25.578, adv=39.789, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 362/453 [03:00<00:47,  1.90it/s, loss=0.044, pair=28.172, adv=31.747, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 363/453 [03:00<00:50,  1.77it/s, loss=0.044, pair=28.172, adv=31.747, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 363/453 [03:00<00:50,  1.77it/s, loss=0.040, pair=17.344, adv=29.409, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 364/453 [03:00<00:47,  1.87it/s, loss=0.040, pair=17.344, adv=29.409, sprd=0.
Ep 007/80 [S1:deg_only]:  80%|▊| 364/453 [03:01<00:47,  1.87it/s, loss=0.151, pair=26.297, adv=39.446, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 365/453 [03:01<00:50,  1.76it/s, loss=0.151, pair=26.297, adv=39.446, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 365/453 [03:01<00:50,  1.76it/s, loss=0.046, pair=31.188, adv=31.369, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 366/453 [03:01<00:46,  1.88it/s, loss=0.046, pair=31.188, adv=31.369, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 366/453 [03:02<00:46,  1.88it/s, loss=0.044, pair=25.797, adv=34.510, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 367/453 [03:02<00:48,  1.77it/s, loss=0.044, pair=25.797, adv=34.510, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 367/453 [03:02<00:48,  1.77it/s, loss=0.041, pair=22.281, adv=39.386, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 368/453 [03:02<00:44,  1.89it/s, loss=0.041, pair=22.281, adv=39.386, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 368/453 [03:03<00:44,  1.89it/s, loss=0.043, pair=21.344, adv=33.158, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 369/453 [03:03<00:47,  1.78it/s, loss=0.043, pair=21.344, adv=33.158, sprd=0.
Ep 007/80 [S1:deg_only]:  81%|▊| 369/453 [03:03<00:47,  1.78it/s, loss=0.041, pair=16.188, adv=38.659, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 370/453 [03:03<00:43,  1.89it/s, loss=0.041, pair=16.188, adv=38.659, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 370/453 [03:04<00:43,  1.89it/s, loss=0.146, pair=34.406, adv=32.628, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 371/453 [03:04<00:46,  1.77it/s, loss=0.146, pair=34.406, adv=32.628, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 371/453 [03:05<00:46,  1.77it/s, loss=0.042, pair=21.906, adv=36.612, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 372/453 [03:05<00:43,  1.88it/s, loss=0.042, pair=21.906, adv=36.612, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 372/453 [03:05<00:43,  1.88it/s, loss=0.046, pair=18.734, adv=34.767, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 373/453 [03:05<00:45,  1.76it/s, loss=0.046, pair=18.734, adv=34.767, sprd=0.
Ep 007/80 [S1:deg_only]:  82%|▊| 373/453 [03:06<00:45,  1.76it/s, loss=0.043, pair=17.594, adv=30.395, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 374/453 [03:06<00:41,  1.89it/s, loss=0.043, pair=17.594, adv=30.395, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 374/453 [03:06<00:41,  1.89it/s, loss=0.044, pair=20.188, adv=37.669, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 375/453 [03:06<00:44,  1.77it/s, loss=0.044, pair=20.188, adv=37.669, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 375/453 [03:07<00:44,  1.77it/s, loss=0.041, pair=23.344, adv=30.651, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:41,  1.88it/s, loss=0.041, pair=23.344, adv=30.651, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 376/453 [03:07<00:41,  1.88it/s, loss=0.063, pair=22.609, adv=30.329, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 377/453 [03:07<00:43,  1.75it/s, loss=0.063, pair=22.609, adv=30.329, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 377/453 [03:08<00:43,  1.75it/s, loss=0.045, pair=21.984, adv=35.538, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 378/453 [03:08<00:40,  1.85it/s, loss=0.045, pair=21.984, adv=35.538, sprd=0.
Ep 007/80 [S1:deg_only]:  83%|▊| 378/453 [03:09<00:40,  1.85it/s, loss=0.044, pair=19.312, adv=34.376, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 379/453 [03:09<00:41,  1.77it/s, loss=0.044, pair=19.312, adv=34.376, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 379/453 [03:09<00:41,  1.77it/s, loss=0.041, pair=22.359, adv=29.114, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 380/453 [03:09<00:38,  1.89it/s, loss=0.041, pair=22.359, adv=29.114, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 380/453 [03:10<00:38,  1.89it/s, loss=0.043, pair=25.953, adv=30.666, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 381/453 [03:10<00:40,  1.76it/s, loss=0.043, pair=25.953, adv=30.666, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 381/453 [03:10<00:40,  1.76it/s, loss=0.043, pair=22.641, adv=28.443, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 382/453 [03:10<00:36,  1.93it/s, loss=0.043, pair=22.641, adv=28.443, sprd=0.
Ep 007/80 [S1:deg_only]:  84%|▊| 382/453 [03:11<00:36,  1.93it/s, loss=0.045, pair=29.625, adv=34.892, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 383/453 [03:11<00:38,  1.80it/s, loss=0.045, pair=29.625, adv=34.892, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 383/453 [03:11<00:38,  1.80it/s, loss=0.056, pair=22.422, adv=40.943, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 384/453 [03:11<00:35,  1.95it/s, loss=0.056, pair=22.422, adv=40.943, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 384/453 [03:12<00:35,  1.95it/s, loss=0.042, pair=30.203, adv=33.734, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:35,  1.90it/s, loss=0.042, pair=30.203, adv=33.734, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 385/453 [03:12<00:35,  1.90it/s, loss=0.043, pair=21.297, adv=34.999, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 386/453 [03:12<00:32,  2.08it/s, loss=0.043, pair=21.297, adv=34.999, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 386/453 [03:13<00:32,  2.08it/s, loss=0.041, pair=23.047, adv=32.996, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:32,  2.02it/s, loss=0.041, pair=23.047, adv=32.996, sprd=0.
Ep 007/80 [S1:deg_only]:  85%|▊| 387/453 [03:13<00:32,  2.02it/s, loss=0.043, pair=17.188, adv=33.384, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.043, pair=17.188, adv=33.384, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.047, pair=23.672, adv=26.150, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 389/453 [03:13<00:30,  2.09it/s, loss=0.047, pair=23.672, adv=26.150, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 389/453 [03:14<00:30,  2.09it/s, loss=0.042, pair=26.953, adv=31.890, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 390/453 [03:14<00:28,  2.21it/s, loss=0.042, pair=26.953, adv=31.890, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 390/453 [03:14<00:28,  2.21it/s, loss=0.046, pair=30.312, adv=39.059, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 391/453 [03:14<00:29,  2.09it/s, loss=0.046, pair=30.312, adv=39.059, sprd=0.
Ep 007/80 [S1:deg_only]:  86%|▊| 391/453 [03:15<00:29,  2.09it/s, loss=0.041, pair=16.562, adv=33.170, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 392/453 [03:15<00:28,  2.16it/s, loss=0.041, pair=16.562, adv=33.170, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 392/453 [03:15<00:28,  2.16it/s, loss=0.153, pair=22.672, adv=33.422, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 393/453 [03:15<00:29,  2.06it/s, loss=0.153, pair=22.672, adv=33.422, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 393/453 [03:16<00:29,  2.06it/s, loss=0.041, pair=26.719, adv=33.149, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 394/453 [03:16<00:27,  2.14it/s, loss=0.041, pair=26.719, adv=33.149, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 394/453 [03:16<00:27,  2.14it/s, loss=0.042, pair=20.438, adv=28.060, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 395/453 [03:16<00:28,  2.06it/s, loss=0.042, pair=20.438, adv=28.060, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 395/453 [03:17<00:28,  2.06it/s, loss=0.042, pair=24.453, adv=33.522, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 396/453 [03:17<00:26,  2.17it/s, loss=0.042, pair=24.453, adv=33.522, sprd=0.
Ep 007/80 [S1:deg_only]:  87%|▊| 396/453 [03:17<00:26,  2.17it/s, loss=0.043, pair=32.250, adv=33.781, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 397/453 [03:17<00:26,  2.07it/s, loss=0.043, pair=32.250, adv=33.781, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 397/453 [03:18<00:26,  2.07it/s, loss=0.049, pair=30.828, adv=35.438, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 398/453 [03:18<00:25,  2.19it/s, loss=0.049, pair=30.828, adv=35.438, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 398/453 [03:18<00:25,  2.19it/s, loss=0.046, pair=22.266, adv=27.401, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 399/453 [03:18<00:26,  2.07it/s, loss=0.046, pair=22.266, adv=27.401, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 399/453 [03:19<00:26,  2.07it/s, loss=0.048, pair=23.344, adv=31.620, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 400/453 [03:19<00:24,  2.15it/s, loss=0.048, pair=23.344, adv=31.620, sprd=0.
Ep 007/80 [S1:deg_only]:  88%|▉| 400/453 [03:19<00:24,  2.15it/s, loss=0.046, pair=27.250, adv=35.470, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 401/453 [03:19<00:25,  2.06it/s, loss=0.046, pair=27.250, adv=35.470, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 401/453 [03:20<00:25,  2.06it/s, loss=0.044, pair=22.625, adv=34.697, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 402/453 [03:20<00:23,  2.16it/s, loss=0.044, pair=22.625, adv=34.697, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 402/453 [03:20<00:23,  2.16it/s, loss=0.055, pair=33.344, adv=26.899, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 403/453 [03:20<00:24,  2.06it/s, loss=0.055, pair=33.344, adv=26.899, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 403/453 [03:20<00:24,  2.06it/s, loss=0.047, pair=33.438, adv=29.558, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 404/453 [03:20<00:22,  2.17it/s, loss=0.047, pair=33.438, adv=29.558, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 404/453 [03:21<00:22,  2.17it/s, loss=0.150, pair=31.125, adv=37.521, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 405/453 [03:21<00:22,  2.11it/s, loss=0.150, pair=31.125, adv=37.521, sprd=0.
Ep 007/80 [S1:deg_only]:  89%|▉| 405/453 [03:21<00:22,  2.11it/s, loss=0.047, pair=33.656, adv=27.117, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 406/453 [03:21<00:21,  2.20it/s, loss=0.047, pair=33.656, adv=27.117, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 406/453 [03:22<00:21,  2.20it/s, loss=0.043, pair=32.688, adv=28.127, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 407/453 [03:22<00:21,  2.11it/s, loss=0.043, pair=32.688, adv=28.127, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 407/453 [03:22<00:21,  2.11it/s, loss=0.045, pair=31.047, adv=22.931, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 408/453 [03:22<00:20,  2.18it/s, loss=0.045, pair=31.047, adv=22.931, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 408/453 [03:23<00:20,  2.18it/s, loss=0.049, pair=24.438, adv=28.326, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 409/453 [03:23<00:20,  2.10it/s, loss=0.049, pair=24.438, adv=28.326, sprd=0.
Ep 007/80 [S1:deg_only]:  90%|▉| 409/453 [03:23<00:20,  2.10it/s, loss=0.045, pair=30.078, adv=30.341, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 410/453 [03:23<00:19,  2.15it/s, loss=0.045, pair=30.078, adv=30.341, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 410/453 [03:24<00:19,  2.15it/s, loss=0.148, pair=23.188, adv=17.760, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 411/453 [03:24<00:21,  1.95it/s, loss=0.148, pair=23.188, adv=17.760, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 411/453 [03:24<00:21,  1.95it/s, loss=0.048, pair=28.047, adv=13.152, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 412/453 [03:24<00:19,  2.12it/s, loss=0.048, pair=28.047, adv=13.152, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 412/453 [03:25<00:19,  2.12it/s, loss=0.045, pair=26.078, adv=29.188, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 413/453 [03:25<00:19,  2.04it/s, loss=0.045, pair=26.078, adv=29.188, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 413/453 [03:25<00:19,  2.04it/s, loss=0.043, pair=24.266, adv=27.943, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 414/453 [03:25<00:18,  2.11it/s, loss=0.043, pair=24.266, adv=27.943, sprd=0.
Ep 007/80 [S1:deg_only]:  91%|▉| 414/453 [03:26<00:18,  2.11it/s, loss=0.052, pair=28.078, adv=28.554, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 415/453 [03:26<00:18,  2.02it/s, loss=0.052, pair=28.078, adv=28.554, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 415/453 [03:26<00:18,  2.02it/s, loss=0.046, pair=17.594, adv=15.287, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 416/453 [03:26<00:17,  2.12it/s, loss=0.046, pair=17.594, adv=15.287, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 416/453 [03:27<00:17,  2.12it/s, loss=0.048, pair=24.922, adv=28.823, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 417/453 [03:27<00:17,  2.03it/s, loss=0.048, pair=24.922, adv=28.823, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 417/453 [03:27<00:17,  2.03it/s, loss=0.046, pair=20.078, adv=39.060, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 418/453 [03:27<00:16,  2.11it/s, loss=0.046, pair=20.078, adv=39.060, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 418/453 [03:28<00:16,  2.11it/s, loss=0.048, pair=24.953, adv=31.446, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 419/453 [03:28<00:16,  2.02it/s, loss=0.048, pair=24.953, adv=31.446, sprd=0.
Ep 007/80 [S1:deg_only]:  92%|▉| 419/453 [03:28<00:16,  2.02it/s, loss=0.042, pair=36.406, adv=33.239, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 420/453 [03:28<00:15,  2.13it/s, loss=0.042, pair=36.406, adv=33.239, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 420/453 [03:29<00:15,  2.13it/s, loss=0.048, pair=26.656, adv=33.052, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 421/453 [03:29<00:15,  2.07it/s, loss=0.048, pair=26.656, adv=33.052, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 421/453 [03:29<00:15,  2.07it/s, loss=0.041, pair=30.438, adv=27.312, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 422/453 [03:29<00:14,  2.14it/s, loss=0.041, pair=30.438, adv=27.312, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 422/453 [03:30<00:14,  2.14it/s, loss=0.049, pair=26.891, adv=18.657, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 423/453 [03:30<00:14,  2.10it/s, loss=0.049, pair=26.891, adv=18.657, sprd=0.
Ep 007/80 [S1:deg_only]:  93%|▉| 423/453 [03:30<00:14,  2.10it/s, loss=0.053, pair=21.250, adv=23.239, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 424/453 [03:30<00:13,  2.22it/s, loss=0.053, pair=21.250, adv=23.239, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 424/453 [03:31<00:13,  2.22it/s, loss=0.047, pair=16.703, adv=30.111, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 425/453 [03:31<00:13,  2.11it/s, loss=0.047, pair=16.703, adv=30.111, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 425/453 [03:31<00:13,  2.11it/s, loss=0.043, pair=21.875, adv=34.922, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 426/453 [03:31<00:12,  2.21it/s, loss=0.043, pair=21.875, adv=34.922, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 426/453 [03:31<00:12,  2.21it/s, loss=0.044, pair=32.750, adv=28.794, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 427/453 [03:31<00:12,  2.06it/s, loss=0.044, pair=32.750, adv=28.794, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 427/453 [03:32<00:12,  2.06it/s, loss=0.045, pair=25.531, adv=22.615, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 428/453 [03:32<00:11,  2.14it/s, loss=0.045, pair=25.531, adv=22.615, sprd=0.
Ep 007/80 [S1:deg_only]:  94%|▉| 428/453 [03:32<00:11,  2.14it/s, loss=0.057, pair=30.172, adv=31.147, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 429/453 [03:32<00:11,  2.04it/s, loss=0.057, pair=30.172, adv=31.147, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 429/453 [03:33<00:11,  2.04it/s, loss=0.044, pair=17.844, adv=27.596, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 430/453 [03:33<00:10,  2.14it/s, loss=0.044, pair=17.844, adv=27.596, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 430/453 [03:33<00:10,  2.14it/s, loss=0.046, pair=28.125, adv=35.497, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 431/453 [03:33<00:10,  2.02it/s, loss=0.046, pair=28.125, adv=35.497, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 431/453 [03:34<00:10,  2.02it/s, loss=0.041, pair=22.391, adv=32.640, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 432/453 [03:34<00:09,  2.13it/s, loss=0.041, pair=22.391, adv=32.640, sprd=0.
Ep 007/80 [S1:deg_only]:  95%|▉| 432/453 [03:34<00:09,  2.13it/s, loss=0.045, pair=23.109, adv=31.128, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 433/453 [03:34<00:09,  2.03it/s, loss=0.045, pair=23.109, adv=31.128, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 433/453 [03:35<00:09,  2.03it/s, loss=0.045, pair=24.359, adv=28.281, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 434/453 [03:35<00:08,  2.12it/s, loss=0.045, pair=24.359, adv=28.281, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 434/453 [03:35<00:08,  2.12it/s, loss=0.047, pair=26.938, adv=38.657, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 435/453 [03:35<00:08,  2.01it/s, loss=0.047, pair=26.938, adv=38.657, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 435/453 [03:36<00:08,  2.01it/s, loss=0.042, pair=24.703, adv=36.807, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 436/453 [03:36<00:08,  2.12it/s, loss=0.042, pair=24.703, adv=36.807, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 436/453 [03:36<00:08,  2.12it/s, loss=0.045, pair=19.406, adv=17.060, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 437/453 [03:36<00:07,  2.04it/s, loss=0.045, pair=19.406, adv=17.060, sprd=0.
Ep 007/80 [S1:deg_only]:  96%|▉| 437/453 [03:37<00:07,  2.04it/s, loss=0.042, pair=22.453, adv=31.790, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 438/453 [03:37<00:07,  2.11it/s, loss=0.042, pair=22.453, adv=31.790, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 438/453 [03:37<00:07,  2.11it/s, loss=0.049, pair=21.438, adv=33.446, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 439/453 [03:37<00:06,  2.08it/s, loss=0.049, pair=21.438, adv=33.446, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.043, pair=25.031, adv=34.172, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 440/453 [03:38<00:06,  2.17it/s, loss=0.043, pair=25.031, adv=34.172, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 440/453 [03:38<00:06,  2.17it/s, loss=0.046, pair=19.062, adv=33.649, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 441/453 [03:38<00:06,  1.95it/s, loss=0.046, pair=19.062, adv=33.649, sprd=0.
Ep 007/80 [S1:deg_only]:  97%|▉| 441/453 [03:39<00:06,  1.95it/s, loss=0.046, pair=24.703, adv=37.663, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 442/453 [03:39<00:05,  2.08it/s, loss=0.046, pair=24.703, adv=37.663, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 442/453 [03:39<00:05,  2.08it/s, loss=0.042, pair=23.578, adv=33.595, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 443/453 [03:39<00:04,  2.04it/s, loss=0.042, pair=23.578, adv=33.595, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 443/453 [03:40<00:04,  2.04it/s, loss=0.044, pair=18.688, adv=35.280, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.044, pair=18.688, adv=35.280, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.044, pair=25.000, adv=37.223, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 445/453 [03:40<00:03,  2.06it/s, loss=0.044, pair=25.000, adv=37.223, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 445/453 [03:41<00:03,  2.06it/s, loss=0.041, pair=20.484, adv=40.562, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.041, pair=20.484, adv=40.562, sprd=0.
Ep 007/80 [S1:deg_only]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.049, pair=32.031, adv=31.489, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 447/453 [03:41<00:02,  2.08it/s, loss=0.049, pair=32.031, adv=31.489, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 447/453 [03:41<00:02,  2.08it/s, loss=0.043, pair=22.875, adv=36.810, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 448/453 [03:41<00:02,  2.16it/s, loss=0.043, pair=22.875, adv=36.810, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 448/453 [03:42<00:02,  2.16it/s, loss=0.046, pair=18.109, adv=33.974, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 449/453 [03:42<00:01,  2.10it/s, loss=0.046, pair=18.109, adv=33.974, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 449/453 [03:42<00:01,  2.10it/s, loss=0.040, pair=20.281, adv=28.676, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 450/453 [03:42<00:01,  2.18it/s, loss=0.040, pair=20.281, adv=28.676, sprd=0.
Ep 007/80 [S1:deg_only]:  99%|▉| 450/453 [03:43<00:01,  2.18it/s, loss=0.047, pair=20.094, adv=25.924, sprd=0.
Ep 007/80 [S1:deg_only]: 100%|▉| 451/453 [03:43<00:00,  2.08it/s, loss=0.047, pair=20.094, adv=25.924, sprd=0.
Ep 007/80 [S1:deg_only]: 100%|▉| 451/453 [03:43<00:00,  2.08it/s, loss=0.041, pair=32.094, adv=41.671, sprd=0.
Ep 007/80 [S1:deg_only]: 100%|▉| 452/453 [03:43<00:00,  2.17it/s, loss=0.041, pair=32.094, adv=41.671, sprd=0.
Ep 007/80 [S1:deg_only]: 100%|▉| 452/453 [03:44<00:00,  2.17it/s, loss=0.046, pair=25.031, adv=22.860, sprd=0.
Ep 007/80 [S1:deg_only]: 100%|█| 453/453 [03:44<00:00,  1.95it/s, loss=0.046, pair=25.031, adv=22.860, sprd=0.
                                                                                                              
Epoch 007/80 [S1:deg_only]  loss=0.0492  mat=0.3516  sens=23.5254  pair=22.4856  adv=26.7237(rand=3.47)  deg=0.0060  orth=0.0024  spread=0.0006  q_mean=50.3  q_std=24.0  α=0.10 β=0.00 γ=1.00 λ_grl=0.358  lr=9.87e-05  224s

Ep 008/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 008/80 [S1:deg_only]:   0%|       | 0/453 [00:00<?, ?it/s, loss=0.043, pair=17.547, adv=30.667, sprd=0.000]
Ep 008/80 [S1:deg_only]:   0%| | 1/453 [00:00<07:30,  1.00it/s, loss=0.043, pair=17.547, adv=30.667, sprd=0.00
Ep 008/80 [S1:deg_only]:   0%| | 1/453 [00:01<07:30,  1.00it/s, loss=0.045, pair=20.828, adv=23.663, sprd=0.00
Ep 008/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:03,  1.48it/s, loss=0.045, pair=20.828, adv=23.663, sprd=0.00
Ep 008/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:03,  1.48it/s, loss=0.046, pair=18.422, adv=24.256, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:52,  1.54it/s, loss=0.046, pair=18.422, adv=24.256, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 3/453 [00:02<04:52,  1.54it/s, loss=0.043, pair=22.109, adv=31.204, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 4/453 [00:02<04:14,  1.76it/s, loss=0.043, pair=22.109, adv=31.204, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 4/453 [00:03<04:14,  1.76it/s, loss=0.044, pair=24.297, adv=24.813, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:24,  1.69it/s, loss=0.044, pair=24.297, adv=24.813, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:24,  1.69it/s, loss=0.043, pair=20.906, adv=33.708, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 6/453 [00:03<04:01,  1.85it/s, loss=0.043, pair=20.906, adv=33.708, sprd=0.00
Ep 008/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:01,  1.85it/s, loss=0.048, pair=24.828, adv=24.199, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:15,  1.75it/s, loss=0.048, pair=24.828, adv=24.199, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:15,  1.75it/s, loss=0.043, pair=20.656, adv=30.518, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:56,  1.88it/s, loss=0.043, pair=20.656, adv=30.518, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 8/453 [00:05<03:56,  1.88it/s, loss=0.047, pair=24.594, adv=25.561, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:09,  1.78it/s, loss=0.047, pair=24.594, adv=25.561, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:09,  1.78it/s, loss=0.045, pair=20.078, adv=32.664, sprd=0.00
Ep 008/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:50,  1.92it/s, loss=0.045, pair=20.078, adv=32.664, sprd=0.0
Ep 008/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:50,  1.92it/s, loss=0.041, pair=19.797, adv=26.959, sprd=0.0
Ep 008/80 [S1:deg_only]:   2%| | 11/453 [00:06<04:16,  1.72it/s, loss=0.041, pair=19.797, adv=26.959, sprd=0.0
Ep 008/80 [S1:deg_only]:   2%| | 11/453 [00:06<04:16,  1.72it/s, loss=0.041, pair=13.859, adv=26.703, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:58,  1.85it/s, loss=0.041, pair=13.859, adv=26.703, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:58,  1.85it/s, loss=0.054, pair=24.141, adv=35.554, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 13/453 [00:07<04:08,  1.77it/s, loss=0.054, pair=24.141, adv=35.554, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 13/453 [00:07<04:08,  1.77it/s, loss=0.046, pair=27.641, adv=29.479, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:52,  1.89it/s, loss=0.046, pair=27.641, adv=29.479, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:52,  1.89it/s, loss=0.147, pair=18.234, adv=23.971, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 15/453 [00:08<04:03,  1.80it/s, loss=0.147, pair=18.234, adv=23.971, sprd=0.0
Ep 008/80 [S1:deg_only]:   3%| | 15/453 [00:09<04:03,  1.80it/s, loss=0.040, pair=19.984, adv=32.543, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:46,  1.93it/s, loss=0.040, pair=19.984, adv=32.543, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:46,  1.93it/s, loss=0.045, pair=23.844, adv=27.247, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:58,  1.83it/s, loss=0.045, pair=23.844, adv=27.247, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 17/453 [00:10<03:58,  1.83it/s, loss=0.039, pair=29.016, adv=34.523, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:44,  1.94it/s, loss=0.039, pair=29.016, adv=34.523, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:44,  1.94it/s, loss=0.044, pair=20.297, adv=30.590, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 19/453 [00:10<03:58,  1.82it/s, loss=0.044, pair=20.297, adv=30.590, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 19/453 [00:11<03:58,  1.82it/s, loss=0.042, pair=28.422, adv=34.248, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:43,  1.93it/s, loss=0.042, pair=28.422, adv=34.248, sprd=0.0
Ep 008/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:43,  1.93it/s, loss=0.044, pair=24.922, adv=35.814, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 21/453 [00:11<03:57,  1.82it/s, loss=0.044, pair=24.922, adv=35.814, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 21/453 [00:12<03:57,  1.82it/s, loss=0.042, pair=33.375, adv=39.610, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:46,  1.90it/s, loss=0.042, pair=33.375, adv=39.610, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:46,  1.90it/s, loss=0.071, pair=17.922, adv=31.658, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 23/453 [00:12<03:59,  1.79it/s, loss=0.071, pair=17.922, adv=31.658, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 23/453 [00:13<03:59,  1.79it/s, loss=0.044, pair=23.672, adv=33.419, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:44,  1.91it/s, loss=0.044, pair=23.672, adv=33.419, sprd=0.0
Ep 008/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:44,  1.91it/s, loss=0.045, pair=20.953, adv=23.765, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:55,  1.82it/s, loss=0.045, pair=20.953, adv=23.765, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 25/453 [00:14<03:55,  1.82it/s, loss=0.043, pair=24.219, adv=27.681, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:41,  1.92it/s, loss=0.043, pair=24.219, adv=27.681, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 26/453 [00:15<03:41,  1.92it/s, loss=0.048, pair=21.922, adv=32.070, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 27/453 [00:15<04:02,  1.75it/s, loss=0.048, pair=21.922, adv=32.070, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 27/453 [00:15<04:02,  1.75it/s, loss=0.043, pair=23.906, adv=18.286, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:43,  1.90it/s, loss=0.043, pair=23.906, adv=18.286, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 28/453 [00:16<03:43,  1.90it/s, loss=0.046, pair=23.750, adv=33.864, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:46,  1.87it/s, loss=0.046, pair=23.750, adv=33.864, sprd=0.0
Ep 008/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:46,  1.87it/s, loss=0.044, pair=25.141, adv=30.260, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:28,  2.03it/s, loss=0.044, pair=25.141, adv=30.260, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:28,  2.03it/s, loss=0.052, pair=14.625, adv=34.081, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:33,  1.98it/s, loss=0.052, pair=14.625, adv=34.081, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:33,  1.98it/s, loss=0.042, pair=22.359, adv=36.412, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:21,  2.09it/s, loss=0.042, pair=22.359, adv=36.412, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:21,  2.09it/s, loss=0.044, pair=25.750, adv=35.072, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 33/453 [00:17<03:27,  2.02it/s, loss=0.044, pair=25.750, adv=35.072, sprd=0.0
Ep 008/80 [S1:deg_only]:   7%| | 33/453 [00:18<03:27,  2.02it/s, loss=0.041, pair=23.031, adv=38.667, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:18,  2.11it/s, loss=0.041, pair=23.031, adv=38.667, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:18,  2.11it/s, loss=0.046, pair=21.953, adv=36.304, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 35/453 [00:18<03:24,  2.04it/s, loss=0.046, pair=21.953, adv=36.304, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:24,  2.04it/s, loss=0.049, pair=22.922, adv=33.761, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:11,  2.18it/s, loss=0.049, pair=22.922, adv=33.761, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:11,  2.18it/s, loss=0.043, pair=16.922, adv=31.090, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 37/453 [00:19<03:24,  2.03it/s, loss=0.043, pair=16.922, adv=31.090, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:24,  2.03it/s, loss=0.044, pair=23.719, adv=31.427, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:15,  2.12it/s, loss=0.044, pair=23.719, adv=31.427, sprd=0.0
Ep 008/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:15,  2.12it/s, loss=0.046, pair=29.531, adv=35.259, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 39/453 [00:20<03:37,  1.91it/s, loss=0.046, pair=29.531, adv=35.259, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:37,  1.91it/s, loss=0.042, pair=24.391, adv=37.705, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:22,  2.04it/s, loss=0.042, pair=24.391, adv=37.705, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:22,  2.04it/s, loss=0.047, pair=29.781, adv=31.306, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 41/453 [00:21<03:24,  2.01it/s, loss=0.047, pair=29.781, adv=31.306, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:24,  2.01it/s, loss=0.041, pair=18.562, adv=36.633, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:16,  2.09it/s, loss=0.041, pair=18.562, adv=36.633, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:16,  2.09it/s, loss=0.149, pair=33.312, adv=35.419, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 43/453 [00:22<03:25,  1.99it/s, loss=0.149, pair=33.312, adv=35.419, sprd=0.0
Ep 008/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:25,  1.99it/s, loss=0.046, pair=27.578, adv=23.065, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:12,  2.12it/s, loss=0.046, pair=27.578, adv=23.065, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:12,  2.12it/s, loss=0.042, pair=29.672, adv=33.386, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 45/453 [00:23<03:18,  2.05it/s, loss=0.042, pair=29.672, adv=33.386, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:18,  2.05it/s, loss=0.040, pair=17.953, adv=26.772, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:09,  2.15it/s, loss=0.040, pair=17.953, adv=26.772, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:09,  2.15it/s, loss=0.048, pair=20.641, adv=25.474, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 47/453 [00:24<03:15,  2.07it/s, loss=0.048, pair=20.641, adv=25.474, sprd=0.0
Ep 008/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:15,  2.07it/s, loss=0.044, pair=21.062, adv=40.959, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:06,  2.17it/s, loss=0.044, pair=21.062, adv=40.959, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:06,  2.17it/s, loss=0.043, pair=22.328, adv=30.594, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 49/453 [00:25<03:13,  2.08it/s, loss=0.043, pair=22.328, adv=30.594, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 49/453 [00:25<03:13,  2.08it/s, loss=0.042, pair=21.469, adv=40.785, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 50/453 [00:25<03:04,  2.18it/s, loss=0.042, pair=21.469, adv=40.785, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 50/453 [00:26<03:04,  2.18it/s, loss=0.044, pair=22.672, adv=32.359, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 51/453 [00:26<03:17,  2.04it/s, loss=0.044, pair=22.672, adv=32.359, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 51/453 [00:26<03:17,  2.04it/s, loss=0.042, pair=26.547, adv=28.617, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 52/453 [00:26<03:06,  2.15it/s, loss=0.042, pair=26.547, adv=28.617, sprd=0.0
Ep 008/80 [S1:deg_only]:  11%| | 52/453 [00:27<03:06,  2.15it/s, loss=0.042, pair=23.312, adv=35.238, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 53/453 [00:27<03:14,  2.06it/s, loss=0.042, pair=23.312, adv=35.238, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 53/453 [00:27<03:14,  2.06it/s, loss=0.039, pair=24.672, adv=35.341, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 54/453 [00:27<03:06,  2.14it/s, loss=0.039, pair=24.672, adv=35.341, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 54/453 [00:28<03:06,  2.14it/s, loss=0.043, pair=19.516, adv=33.543, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 55/453 [00:28<03:12,  2.07it/s, loss=0.043, pair=19.516, adv=33.543, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 55/453 [00:28<03:12,  2.07it/s, loss=0.043, pair=24.953, adv=25.482, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 56/453 [00:28<03:02,  2.18it/s, loss=0.043, pair=24.953, adv=25.482, sprd=0.0
Ep 008/80 [S1:deg_only]:  12%| | 56/453 [00:29<03:02,  2.18it/s, loss=0.043, pair=20.734, adv=30.954, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 57/453 [00:29<03:11,  2.07it/s, loss=0.043, pair=20.734, adv=30.954, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 57/453 [00:29<03:11,  2.07it/s, loss=0.043, pair=22.453, adv=34.260, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 58/453 [00:29<03:03,  2.15it/s, loss=0.043, pair=22.453, adv=34.260, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 58/453 [00:30<03:03,  2.15it/s, loss=0.044, pair=27.219, adv=35.751, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 59/453 [00:30<03:14,  2.02it/s, loss=0.044, pair=27.219, adv=35.751, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 59/453 [00:30<03:14,  2.02it/s, loss=0.047, pair=20.375, adv=30.867, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 60/453 [00:30<03:02,  2.15it/s, loss=0.047, pair=20.375, adv=30.867, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 60/453 [00:31<03:02,  2.15it/s, loss=0.148, pair=23.031, adv=39.580, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 61/453 [00:31<03:08,  2.08it/s, loss=0.148, pair=23.031, adv=39.580, sprd=0.0
Ep 008/80 [S1:deg_only]:  13%|▏| 61/453 [00:31<03:08,  2.08it/s, loss=0.041, pair=26.594, adv=34.980, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 62/453 [00:31<03:01,  2.16it/s, loss=0.041, pair=26.594, adv=34.980, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 62/453 [00:32<03:01,  2.16it/s, loss=0.044, pair=14.086, adv=32.575, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 63/453 [00:32<03:11,  2.04it/s, loss=0.044, pair=14.086, adv=32.575, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 63/453 [00:32<03:11,  2.04it/s, loss=0.041, pair=17.562, adv=34.693, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 64/453 [00:32<03:02,  2.13it/s, loss=0.041, pair=17.562, adv=34.693, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 64/453 [00:33<03:02,  2.13it/s, loss=0.044, pair=23.938, adv=35.953, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 65/453 [00:33<03:10,  2.03it/s, loss=0.044, pair=23.938, adv=35.953, sprd=0.0
Ep 008/80 [S1:deg_only]:  14%|▏| 65/453 [00:33<03:10,  2.03it/s, loss=0.044, pair=12.656, adv=37.804, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 66/453 [00:33<02:58,  2.17it/s, loss=0.044, pair=12.656, adv=37.804, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 66/453 [00:34<02:58,  2.17it/s, loss=0.043, pair=20.438, adv=28.633, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 67/453 [00:34<03:21,  1.92it/s, loss=0.043, pair=20.438, adv=28.633, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 67/453 [00:34<03:21,  1.92it/s, loss=0.042, pair=24.562, adv=33.772, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 68/453 [00:34<03:05,  2.07it/s, loss=0.042, pair=24.562, adv=33.772, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 68/453 [00:35<03:05,  2.07it/s, loss=0.044, pair=18.875, adv=34.322, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.044, pair=18.875, adv=34.322, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.040, pair=25.391, adv=37.085, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 70/453 [00:35<02:58,  2.15it/s, loss=0.040, pair=25.391, adv=37.085, sprd=0.0
Ep 008/80 [S1:deg_only]:  15%|▏| 70/453 [00:36<02:58,  2.15it/s, loss=0.046, pair=21.922, adv=37.309, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 71/453 [00:36<03:05,  2.06it/s, loss=0.046, pair=21.922, adv=37.309, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 71/453 [00:36<03:05,  2.06it/s, loss=0.043, pair=20.766, adv=30.219, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 72/453 [00:36<02:59,  2.12it/s, loss=0.043, pair=20.766, adv=30.219, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 72/453 [00:37<02:59,  2.12it/s, loss=0.043, pair=17.031, adv=26.884, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 73/453 [00:37<03:06,  2.03it/s, loss=0.043, pair=17.031, adv=26.884, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 73/453 [00:37<03:06,  2.03it/s, loss=0.041, pair=18.766, adv=35.669, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 74/453 [00:37<02:57,  2.14it/s, loss=0.041, pair=18.766, adv=35.669, sprd=0.0
Ep 008/80 [S1:deg_only]:  16%|▏| 74/453 [00:38<02:57,  2.14it/s, loss=0.043, pair=14.617, adv=27.748, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 75/453 [00:38<03:01,  2.09it/s, loss=0.043, pair=14.617, adv=27.748, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 75/453 [00:38<03:01,  2.09it/s, loss=0.046, pair=17.875, adv=33.000, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<02:51,  2.20it/s, loss=0.046, pair=17.875, adv=33.000, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 76/453 [00:38<02:51,  2.20it/s, loss=0.041, pair=29.094, adv=31.319, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 77/453 [00:38<03:00,  2.09it/s, loss=0.041, pair=29.094, adv=31.319, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 77/453 [00:39<03:00,  2.09it/s, loss=0.038, pair=18.969, adv=33.875, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<02:50,  2.20it/s, loss=0.038, pair=18.969, adv=33.875, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 78/453 [00:39<02:50,  2.20it/s, loss=0.045, pair=24.547, adv=38.740, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 79/453 [00:39<02:58,  2.10it/s, loss=0.045, pair=24.547, adv=38.740, sprd=0.0
Ep 008/80 [S1:deg_only]:  17%|▏| 79/453 [00:40<02:58,  2.10it/s, loss=0.042, pair=18.766, adv=35.325, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<02:48,  2.22it/s, loss=0.042, pair=18.766, adv=35.325, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 80/453 [00:40<02:48,  2.22it/s, loss=0.044, pair=22.250, adv=29.863, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 81/453 [00:40<02:56,  2.11it/s, loss=0.044, pair=22.250, adv=29.863, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 81/453 [00:41<02:56,  2.11it/s, loss=0.041, pair=18.547, adv=37.702, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<02:50,  2.17it/s, loss=0.041, pair=18.547, adv=37.702, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 82/453 [00:41<02:50,  2.17it/s, loss=0.045, pair=23.922, adv=31.941, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 83/453 [00:41<02:58,  2.07it/s, loss=0.045, pair=23.922, adv=31.941, sprd=0.0
Ep 008/80 [S1:deg_only]:  18%|▏| 83/453 [00:42<02:58,  2.07it/s, loss=0.043, pair=25.688, adv=35.904, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<02:47,  2.20it/s, loss=0.043, pair=25.688, adv=35.904, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 84/453 [00:42<02:47,  2.20it/s, loss=0.044, pair=19.562, adv=39.325, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 85/453 [00:42<02:56,  2.08it/s, loss=0.044, pair=19.562, adv=39.325, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 85/453 [00:43<02:56,  2.08it/s, loss=0.039, pair=26.844, adv=36.640, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<02:48,  2.17it/s, loss=0.039, pair=26.844, adv=36.640, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 86/453 [00:43<02:48,  2.17it/s, loss=0.044, pair=18.172, adv=36.847, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 87/453 [00:43<02:56,  2.08it/s, loss=0.044, pair=18.172, adv=36.847, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 87/453 [00:44<02:56,  2.08it/s, loss=0.045, pair=29.469, adv=34.774, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<02:49,  2.15it/s, loss=0.045, pair=29.469, adv=34.774, sprd=0.0
Ep 008/80 [S1:deg_only]:  19%|▏| 88/453 [00:44<02:49,  2.15it/s, loss=0.043, pair=19.594, adv=20.505, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 89/453 [00:44<02:58,  2.04it/s, loss=0.043, pair=19.594, adv=20.505, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 89/453 [00:44<02:58,  2.04it/s, loss=0.044, pair=16.469, adv=34.937, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 90/453 [00:44<02:46,  2.19it/s, loss=0.044, pair=16.469, adv=34.937, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 90/453 [00:45<02:46,  2.19it/s, loss=0.041, pair=17.312, adv=35.485, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 91/453 [00:45<02:53,  2.08it/s, loss=0.041, pair=17.312, adv=35.485, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 91/453 [00:45<02:53,  2.08it/s, loss=0.041, pair=24.781, adv=33.478, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 92/453 [00:45<02:47,  2.15it/s, loss=0.041, pair=24.781, adv=33.478, sprd=0.0
Ep 008/80 [S1:deg_only]:  20%|▏| 92/453 [00:46<02:47,  2.15it/s, loss=0.046, pair=25.156, adv=28.154, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 93/453 [00:46<02:53,  2.08it/s, loss=0.046, pair=25.156, adv=28.154, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 93/453 [00:46<02:53,  2.08it/s, loss=0.042, pair=28.125, adv=38.551, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 94/453 [00:46<02:49,  2.12it/s, loss=0.042, pair=28.125, adv=38.551, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 94/453 [00:47<02:49,  2.12it/s, loss=0.042, pair=15.227, adv=30.768, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 95/453 [00:47<02:57,  2.02it/s, loss=0.042, pair=15.227, adv=30.768, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 95/453 [00:47<02:57,  2.02it/s, loss=0.041, pair=19.453, adv=34.335, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 96/453 [00:47<02:49,  2.11it/s, loss=0.041, pair=19.453, adv=34.335, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 96/453 [00:48<02:49,  2.11it/s, loss=0.046, pair=18.891, adv=29.840, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 97/453 [00:48<03:17,  1.80it/s, loss=0.046, pair=18.891, adv=29.840, sprd=0.0
Ep 008/80 [S1:deg_only]:  21%|▏| 97/453 [00:49<03:17,  1.80it/s, loss=0.039, pair=15.211, adv=31.633, sprd=0.0
Ep 008/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<03:06,  1.90it/s, loss=0.039, pair=15.211, adv=31.633, sprd=0.0
Ep 008/80 [S1:deg_only]:  22%|▏| 98/453 [00:49<03:06,  1.90it/s, loss=0.045, pair=22.016, adv=37.324, sprd=0.0
Ep 008/80 [S1:deg_only]:  22%|▏| 99/453 [00:49<03:20,  1.77it/s, loss=0.045, pair=22.016, adv=37.324, sprd=0.0
Ep 008/80 [S1:deg_only]:  22%|▏| 99/453 [00:50<03:20,  1.77it/s, loss=0.042, pair=18.641, adv=34.566, sprd=0.0
Ep 008/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<03:05,  1.90it/s, loss=0.042, pair=18.641, adv=34.566, sprd=0.
Ep 008/80 [S1:deg_only]:  22%|▏| 100/453 [00:50<03:05,  1.90it/s, loss=0.042, pair=29.000, adv=36.846, sprd=0.
Ep 008/80 [S1:deg_only]:  22%|▏| 101/453 [00:50<03:13,  1.82it/s, loss=0.042, pair=29.000, adv=36.846, sprd=0.
Ep 008/80 [S1:deg_only]:  22%|▏| 101/453 [00:51<03:13,  1.82it/s, loss=0.054, pair=18.562, adv=32.510, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:58,  1.97it/s, loss=0.054, pair=18.562, adv=32.510, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 102/453 [00:51<02:58,  1.97it/s, loss=0.045, pair=20.703, adv=30.279, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 103/453 [00:51<03:09,  1.85it/s, loss=0.045, pair=20.703, adv=30.279, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 103/453 [00:52<03:09,  1.85it/s, loss=0.041, pair=29.875, adv=32.761, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:59,  1.94it/s, loss=0.041, pair=29.875, adv=32.761, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 104/453 [00:52<02:59,  1.94it/s, loss=0.041, pair=21.125, adv=28.968, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 105/453 [00:52<03:12,  1.81it/s, loss=0.041, pair=21.125, adv=28.968, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 105/453 [00:53<03:12,  1.81it/s, loss=0.044, pair=17.453, adv=25.633, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:59,  1.94it/s, loss=0.044, pair=17.453, adv=25.633, sprd=0.
Ep 008/80 [S1:deg_only]:  23%|▏| 106/453 [00:53<02:59,  1.94it/s, loss=0.043, pair=26.438, adv=33.210, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 107/453 [00:53<03:06,  1.86it/s, loss=0.043, pair=26.438, adv=33.210, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 107/453 [00:54<03:06,  1.86it/s, loss=0.042, pair=21.188, adv=35.827, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 108/453 [00:54<02:56,  1.96it/s, loss=0.042, pair=21.188, adv=35.827, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 108/453 [00:55<02:56,  1.96it/s, loss=0.044, pair=21.125, adv=37.037, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 109/453 [00:55<03:07,  1.84it/s, loss=0.044, pair=21.125, adv=37.037, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 109/453 [00:55<03:07,  1.84it/s, loss=0.043, pair=20.312, adv=33.995, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 110/453 [00:55<02:54,  1.96it/s, loss=0.043, pair=20.312, adv=33.995, sprd=0.
Ep 008/80 [S1:deg_only]:  24%|▏| 110/453 [00:56<02:54,  1.96it/s, loss=0.049, pair=25.000, adv=34.155, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 111/453 [00:56<03:07,  1.82it/s, loss=0.049, pair=25.000, adv=34.155, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 111/453 [00:56<03:07,  1.82it/s, loss=0.041, pair=24.672, adv=37.092, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 112/453 [00:56<02:56,  1.93it/s, loss=0.041, pair=24.672, adv=37.092, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 112/453 [00:57<02:56,  1.93it/s, loss=0.044, pair=28.656, adv=35.941, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 113/453 [00:57<03:10,  1.78it/s, loss=0.044, pair=28.656, adv=35.941, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▏| 113/453 [00:57<03:10,  1.78it/s, loss=0.039, pair=22.531, adv=38.545, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▎| 114/453 [00:57<03:00,  1.88it/s, loss=0.039, pair=22.531, adv=38.545, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▎| 114/453 [00:58<03:00,  1.88it/s, loss=0.045, pair=24.938, adv=31.094, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▎| 115/453 [00:58<03:05,  1.82it/s, loss=0.045, pair=24.938, adv=31.094, sprd=0.
Ep 008/80 [S1:deg_only]:  25%|▎| 115/453 [00:58<03:05,  1.82it/s, loss=0.042, pair=25.344, adv=33.940, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 116/453 [00:58<02:54,  1.93it/s, loss=0.042, pair=25.344, adv=33.940, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 116/453 [00:59<02:54,  1.93it/s, loss=0.044, pair=17.953, adv=37.058, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 117/453 [00:59<03:00,  1.87it/s, loss=0.044, pair=17.953, adv=37.058, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 117/453 [00:59<03:00,  1.87it/s, loss=0.042, pair=23.406, adv=30.814, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 118/453 [00:59<02:47,  2.00it/s, loss=0.042, pair=23.406, adv=30.814, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 118/453 [01:00<02:47,  2.00it/s, loss=0.041, pair=23.922, adv=31.089, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 119/453 [01:00<02:56,  1.89it/s, loss=0.041, pair=23.922, adv=31.089, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 119/453 [01:00<02:56,  1.89it/s, loss=0.042, pair=11.000, adv=34.737, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 120/453 [01:00<02:50,  1.95it/s, loss=0.042, pair=11.000, adv=34.737, sprd=0.
Ep 008/80 [S1:deg_only]:  26%|▎| 120/453 [01:01<02:50,  1.95it/s, loss=0.045, pair=20.078, adv=26.570, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<03:15,  1.70it/s, loss=0.045, pair=20.078, adv=26.570, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 121/453 [01:01<03:15,  1.70it/s, loss=0.043, pair=22.250, adv=27.153, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 122/453 [01:01<03:02,  1.82it/s, loss=0.043, pair=22.250, adv=27.153, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 122/453 [01:02<03:02,  1.82it/s, loss=0.042, pair=19.672, adv=30.748, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 123/453 [01:02<03:09,  1.74it/s, loss=0.042, pair=19.672, adv=30.748, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 123/453 [01:03<03:09,  1.74it/s, loss=0.041, pair=19.625, adv=30.546, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 124/453 [01:03<02:53,  1.90it/s, loss=0.041, pair=19.625, adv=30.546, sprd=0.
Ep 008/80 [S1:deg_only]:  27%|▎| 124/453 [01:03<02:53,  1.90it/s, loss=0.047, pair=22.828, adv=35.705, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 125/453 [01:03<03:03,  1.79it/s, loss=0.047, pair=22.828, adv=35.705, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 125/453 [01:04<03:03,  1.79it/s, loss=0.042, pair=16.188, adv=27.932, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 126/453 [01:04<02:52,  1.90it/s, loss=0.042, pair=16.188, adv=27.932, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 126/453 [01:04<02:52,  1.90it/s, loss=0.043, pair=22.297, adv=38.173, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 127/453 [01:04<02:57,  1.84it/s, loss=0.043, pair=22.297, adv=38.173, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 127/453 [01:05<02:57,  1.84it/s, loss=0.042, pair=20.359, adv=32.690, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 128/453 [01:05<02:43,  1.99it/s, loss=0.042, pair=20.359, adv=32.690, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 128/453 [01:05<02:43,  1.99it/s, loss=0.043, pair=21.281, adv=35.532, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 129/453 [01:05<02:47,  1.94it/s, loss=0.043, pair=21.281, adv=35.532, sprd=0.
Ep 008/80 [S1:deg_only]:  28%|▎| 129/453 [01:06<02:47,  1.94it/s, loss=0.043, pair=20.984, adv=30.681, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 130/453 [01:06<02:38,  2.04it/s, loss=0.043, pair=20.984, adv=30.681, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 130/453 [01:06<02:38,  2.04it/s, loss=0.048, pair=28.438, adv=25.230, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 131/453 [01:06<02:43,  1.97it/s, loss=0.048, pair=28.438, adv=25.230, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 131/453 [01:07<02:43,  1.97it/s, loss=0.042, pair=20.688, adv=29.439, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 132/453 [01:07<02:32,  2.10it/s, loss=0.042, pair=20.688, adv=29.439, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 132/453 [01:07<02:32,  2.10it/s, loss=0.043, pair=24.672, adv=36.214, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<02:38,  2.02it/s, loss=0.043, pair=24.672, adv=36.214, sprd=0.
Ep 008/80 [S1:deg_only]:  29%|▎| 133/453 [01:07<02:38,  2.02it/s, loss=0.039, pair=23.344, adv=25.153, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 134/453 [01:07<02:30,  2.12it/s, loss=0.039, pair=23.344, adv=25.153, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 134/453 [01:08<02:30,  2.12it/s, loss=0.042, pair=20.297, adv=29.765, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<02:35,  2.04it/s, loss=0.042, pair=20.297, adv=29.765, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 135/453 [01:08<02:35,  2.04it/s, loss=0.042, pair=26.391, adv=23.154, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 136/453 [01:08<02:28,  2.14it/s, loss=0.042, pair=26.391, adv=23.154, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 136/453 [01:09<02:28,  2.14it/s, loss=0.046, pair=26.844, adv=22.373, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:35,  2.04it/s, loss=0.046, pair=26.844, adv=22.373, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 137/453 [01:09<02:35,  2.04it/s, loss=0.039, pair=15.898, adv=26.493, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 138/453 [01:09<02:26,  2.16it/s, loss=0.039, pair=15.898, adv=26.493, sprd=0.
Ep 008/80 [S1:deg_only]:  30%|▎| 138/453 [01:10<02:26,  2.16it/s, loss=0.042, pair=21.141, adv=33.702, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:33,  2.04it/s, loss=0.042, pair=21.141, adv=33.702, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 139/453 [01:10<02:33,  2.04it/s, loss=0.039, pair=16.797, adv=29.969, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 140/453 [01:10<02:25,  2.15it/s, loss=0.039, pair=16.797, adv=29.969, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 140/453 [01:11<02:25,  2.15it/s, loss=0.046, pair=26.016, adv=36.396, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 141/453 [01:11<02:28,  2.10it/s, loss=0.046, pair=26.016, adv=36.396, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 141/453 [01:11<02:28,  2.10it/s, loss=0.042, pair=20.047, adv=31.487, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 142/453 [01:11<02:19,  2.22it/s, loss=0.042, pair=20.047, adv=31.487, sprd=0.
Ep 008/80 [S1:deg_only]:  31%|▎| 142/453 [01:12<02:19,  2.22it/s, loss=0.045, pair=16.359, adv=28.203, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 143/453 [01:12<02:25,  2.13it/s, loss=0.045, pair=16.359, adv=28.203, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 143/453 [01:12<02:25,  2.13it/s, loss=0.043, pair=18.047, adv=37.481, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 144/453 [01:12<02:20,  2.20it/s, loss=0.043, pair=18.047, adv=37.481, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 144/453 [01:13<02:20,  2.20it/s, loss=0.041, pair=22.922, adv=29.739, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 145/453 [01:13<02:29,  2.06it/s, loss=0.041, pair=22.922, adv=29.739, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 145/453 [01:13<02:29,  2.06it/s, loss=0.042, pair=23.266, adv=32.250, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 146/453 [01:13<02:23,  2.15it/s, loss=0.042, pair=23.266, adv=32.250, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 146/453 [01:14<02:23,  2.15it/s, loss=0.046, pair=16.906, adv=31.765, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 147/453 [01:14<02:30,  2.04it/s, loss=0.046, pair=16.906, adv=31.765, sprd=0.
Ep 008/80 [S1:deg_only]:  32%|▎| 147/453 [01:14<02:30,  2.04it/s, loss=0.043, pair=20.000, adv=23.970, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 148/453 [01:14<02:20,  2.17it/s, loss=0.043, pair=20.000, adv=23.970, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 148/453 [01:15<02:20,  2.17it/s, loss=0.043, pair=28.266, adv=29.374, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 149/453 [01:15<02:36,  1.95it/s, loss=0.043, pair=28.266, adv=29.374, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 149/453 [01:15<02:36,  1.95it/s, loss=0.040, pair=24.672, adv=34.535, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 150/453 [01:15<02:23,  2.12it/s, loss=0.040, pair=24.672, adv=34.535, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 150/453 [01:16<02:23,  2.12it/s, loss=0.041, pair=20.391, adv=33.830, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 151/453 [01:16<02:26,  2.07it/s, loss=0.041, pair=20.391, adv=33.830, sprd=0.
Ep 008/80 [S1:deg_only]:  33%|▎| 151/453 [01:16<02:26,  2.07it/s, loss=0.040, pair=28.625, adv=35.515, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 152/453 [01:16<02:19,  2.16it/s, loss=0.040, pair=28.625, adv=35.515, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 152/453 [01:17<02:19,  2.16it/s, loss=0.042, pair=19.891, adv=31.454, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 153/453 [01:17<02:28,  2.02it/s, loss=0.042, pair=19.891, adv=31.454, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 153/453 [01:17<02:28,  2.02it/s, loss=0.043, pair=29.359, adv=27.023, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 154/453 [01:17<02:21,  2.11it/s, loss=0.043, pair=29.359, adv=27.023, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 154/453 [01:18<02:21,  2.11it/s, loss=0.044, pair=18.859, adv=32.705, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 155/453 [01:18<02:24,  2.06it/s, loss=0.044, pair=18.859, adv=32.705, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 155/453 [01:18<02:24,  2.06it/s, loss=0.042, pair=26.125, adv=23.697, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 156/453 [01:18<02:16,  2.17it/s, loss=0.042, pair=26.125, adv=23.697, sprd=0.
Ep 008/80 [S1:deg_only]:  34%|▎| 156/453 [01:18<02:16,  2.17it/s, loss=0.052, pair=23.625, adv=26.617, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 157/453 [01:18<02:22,  2.08it/s, loss=0.052, pair=23.625, adv=26.617, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 157/453 [01:19<02:22,  2.08it/s, loss=0.041, pair=24.172, adv=34.453, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 158/453 [01:19<02:14,  2.19it/s, loss=0.041, pair=24.172, adv=34.453, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 158/453 [01:19<02:14,  2.19it/s, loss=0.041, pair=20.172, adv=35.309, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 159/453 [01:19<02:22,  2.06it/s, loss=0.041, pair=20.172, adv=35.309, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 159/453 [01:20<02:22,  2.06it/s, loss=0.044, pair=22.594, adv=22.533, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.044, pair=22.594, adv=22.533, sprd=0.
Ep 008/80 [S1:deg_only]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.047, pair=21.031, adv=29.404, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 161/453 [01:20<02:22,  2.05it/s, loss=0.047, pair=21.031, adv=29.404, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 161/453 [01:21<02:22,  2.05it/s, loss=0.041, pair=22.562, adv=24.470, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 162/453 [01:21<02:12,  2.19it/s, loss=0.041, pair=22.562, adv=24.470, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 162/453 [01:21<02:12,  2.19it/s, loss=0.044, pair=13.336, adv=28.469, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 163/453 [01:21<02:19,  2.07it/s, loss=0.044, pair=13.336, adv=28.469, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 163/453 [01:22<02:19,  2.07it/s, loss=0.043, pair=16.250, adv=29.382, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 164/453 [01:22<02:11,  2.20it/s, loss=0.043, pair=16.250, adv=29.382, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 164/453 [01:22<02:11,  2.20it/s, loss=0.041, pair=16.500, adv=27.664, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 165/453 [01:22<02:17,  2.09it/s, loss=0.041, pair=16.500, adv=27.664, sprd=0.
Ep 008/80 [S1:deg_only]:  36%|▎| 165/453 [01:23<02:17,  2.09it/s, loss=0.039, pair=23.922, adv=28.652, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 166/453 [01:23<02:10,  2.19it/s, loss=0.039, pair=23.922, adv=28.652, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 166/453 [01:23<02:10,  2.19it/s, loss=0.044, pair=25.156, adv=33.027, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 167/453 [01:23<02:18,  2.07it/s, loss=0.044, pair=25.156, adv=33.027, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 167/453 [01:24<02:18,  2.07it/s, loss=0.041, pair=17.703, adv=20.227, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 168/453 [01:24<02:11,  2.17it/s, loss=0.041, pair=17.703, adv=20.227, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 168/453 [01:24<02:11,  2.17it/s, loss=0.043, pair=23.328, adv=35.684, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 169/453 [01:24<02:16,  2.08it/s, loss=0.043, pair=23.328, adv=35.684, sprd=0.
Ep 008/80 [S1:deg_only]:  37%|▎| 169/453 [01:25<02:16,  2.08it/s, loss=0.040, pair=25.469, adv=33.908, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 170/453 [01:25<02:10,  2.17it/s, loss=0.040, pair=25.469, adv=33.908, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 170/453 [01:25<02:10,  2.17it/s, loss=0.040, pair=22.844, adv=29.969, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:16,  2.07it/s, loss=0.040, pair=22.844, adv=29.969, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 171/453 [01:25<02:16,  2.07it/s, loss=0.041, pair=19.766, adv=21.022, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 172/453 [01:25<02:09,  2.16it/s, loss=0.041, pair=19.766, adv=21.022, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 172/453 [01:26<02:09,  2.16it/s, loss=0.042, pair=24.906, adv=30.258, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:16,  2.05it/s, loss=0.042, pair=24.906, adv=30.258, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 173/453 [01:26<02:16,  2.05it/s, loss=0.040, pair=20.828, adv=31.862, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 174/453 [01:26<02:10,  2.13it/s, loss=0.040, pair=20.828, adv=31.862, sprd=0.
Ep 008/80 [S1:deg_only]:  38%|▍| 174/453 [01:27<02:10,  2.13it/s, loss=0.041, pair=19.812, adv=29.177, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:15,  2.05it/s, loss=0.041, pair=19.812, adv=29.177, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 175/453 [01:27<02:15,  2.05it/s, loss=0.041, pair=25.328, adv=34.658, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 176/453 [01:27<02:08,  2.15it/s, loss=0.041, pair=25.328, adv=34.658, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 176/453 [01:28<02:08,  2.15it/s, loss=0.044, pair=30.812, adv=35.083, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 177/453 [01:28<02:21,  1.96it/s, loss=0.044, pair=30.812, adv=35.083, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 177/453 [01:28<02:21,  1.96it/s, loss=0.041, pair=23.797, adv=33.057, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 178/453 [01:28<02:11,  2.09it/s, loss=0.041, pair=23.797, adv=33.057, sprd=0.
Ep 008/80 [S1:deg_only]:  39%|▍| 178/453 [01:29<02:11,  2.09it/s, loss=0.046, pair=30.703, adv=28.972, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 179/453 [01:29<02:14,  2.04it/s, loss=0.046, pair=30.703, adv=28.972, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 179/453 [01:29<02:14,  2.04it/s, loss=0.044, pair=28.312, adv=36.539, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 180/453 [01:29<02:09,  2.12it/s, loss=0.044, pair=28.312, adv=36.539, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 180/453 [01:30<02:09,  2.12it/s, loss=0.042, pair=22.234, adv=29.431, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:16,  1.99it/s, loss=0.042, pair=22.234, adv=29.431, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 181/453 [01:30<02:16,  1.99it/s, loss=0.043, pair=25.203, adv=31.918, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 182/453 [01:30<02:09,  2.09it/s, loss=0.043, pair=25.203, adv=31.918, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 182/453 [01:31<02:09,  2.09it/s, loss=0.044, pair=25.781, adv=32.659, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:13,  2.03it/s, loss=0.044, pair=25.781, adv=32.659, sprd=0.
Ep 008/80 [S1:deg_only]:  40%|▍| 183/453 [01:31<02:13,  2.03it/s, loss=0.042, pair=27.453, adv=33.096, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 184/453 [01:31<02:07,  2.11it/s, loss=0.042, pair=27.453, adv=33.096, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 184/453 [01:32<02:07,  2.11it/s, loss=0.044, pair=19.234, adv=30.458, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:15,  1.98it/s, loss=0.044, pair=19.234, adv=30.458, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 185/453 [01:32<02:15,  1.98it/s, loss=0.042, pair=23.953, adv=37.250, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 186/453 [01:32<02:08,  2.09it/s, loss=0.042, pair=23.953, adv=37.250, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 186/453 [01:33<02:08,  2.09it/s, loss=0.042, pair=25.766, adv=29.519, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:12,  2.01it/s, loss=0.042, pair=25.766, adv=29.519, sprd=0.
Ep 008/80 [S1:deg_only]:  41%|▍| 187/453 [01:33<02:12,  2.01it/s, loss=0.040, pair=32.625, adv=34.231, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 188/453 [01:33<02:04,  2.12it/s, loss=0.040, pair=32.625, adv=34.231, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 188/453 [01:34<02:04,  2.12it/s, loss=0.045, pair=24.797, adv=21.083, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:08,  2.06it/s, loss=0.045, pair=24.797, adv=21.083, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 189/453 [01:34<02:08,  2.06it/s, loss=0.040, pair=23.547, adv=32.184, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 190/453 [01:34<02:02,  2.15it/s, loss=0.040, pair=23.547, adv=32.184, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 190/453 [01:35<02:02,  2.15it/s, loss=0.146, pair=28.250, adv=23.898, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:06,  2.08it/s, loss=0.146, pair=28.250, adv=23.898, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 191/453 [01:35<02:06,  2.08it/s, loss=0.043, pair=24.625, adv=24.177, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 192/453 [01:35<01:59,  2.18it/s, loss=0.043, pair=24.625, adv=24.177, sprd=0.
Ep 008/80 [S1:deg_only]:  42%|▍| 192/453 [01:36<01:59,  2.18it/s, loss=0.043, pair=18.188, adv=25.618, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:04,  2.08it/s, loss=0.043, pair=18.188, adv=25.618, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 193/453 [01:36<02:04,  2.08it/s, loss=0.040, pair=22.188, adv=26.700, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 194/453 [01:36<01:59,  2.17it/s, loss=0.040, pair=22.188, adv=26.700, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 194/453 [01:37<01:59,  2.17it/s, loss=0.145, pair=22.438, adv=21.530, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:04,  2.08it/s, loss=0.145, pair=22.438, adv=21.530, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 195/453 [01:37<02:04,  2.08it/s, loss=0.043, pair=34.219, adv=27.994, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 196/453 [01:37<02:00,  2.13it/s, loss=0.043, pair=34.219, adv=27.994, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 196/453 [01:38<02:00,  2.13it/s, loss=0.042, pair=11.664, adv=29.748, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:12,  1.93it/s, loss=0.042, pair=11.664, adv=29.748, sprd=0.
Ep 008/80 [S1:deg_only]:  43%|▍| 197/453 [01:38<02:12,  1.93it/s, loss=0.045, pair=22.922, adv=25.348, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 198/453 [01:38<02:03,  2.06it/s, loss=0.045, pair=22.922, adv=25.348, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 198/453 [01:39<02:03,  2.06it/s, loss=0.046, pair=16.844, adv=10.900, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:14,  1.89it/s, loss=0.046, pair=16.844, adv=10.900, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 199/453 [01:39<02:14,  1.89it/s, loss=0.043, pair=23.219, adv=23.499, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 200/453 [01:39<02:07,  1.99it/s, loss=0.043, pair=23.219, adv=23.499, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 200/453 [01:40<02:07,  1.99it/s, loss=0.047, pair=20.297, adv=20.288, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:18,  1.81it/s, loss=0.047, pair=20.297, adv=20.288, sprd=0.
Ep 008/80 [S1:deg_only]:  44%|▍| 201/453 [01:40<02:18,  1.81it/s, loss=0.039, pair=28.797, adv=28.961, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 202/453 [01:40<02:09,  1.94it/s, loss=0.039, pair=28.797, adv=28.961, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 202/453 [01:41<02:09,  1.94it/s, loss=0.044, pair=24.250, adv=17.369, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:21,  1.76it/s, loss=0.044, pair=24.250, adv=17.369, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 203/453 [01:41<02:21,  1.76it/s, loss=0.041, pair=20.953, adv=18.685, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 204/453 [01:41<02:13,  1.86it/s, loss=0.041, pair=20.953, adv=18.685, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 204/453 [01:42<02:13,  1.86it/s, loss=0.042, pair=23.000, adv=30.669, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<02:19,  1.77it/s, loss=0.042, pair=23.000, adv=30.669, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 205/453 [01:42<02:19,  1.77it/s, loss=0.041, pair=19.812, adv=20.398, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 206/453 [01:42<02:10,  1.89it/s, loss=0.041, pair=19.812, adv=20.398, sprd=0.
Ep 008/80 [S1:deg_only]:  45%|▍| 206/453 [01:43<02:10,  1.89it/s, loss=0.043, pair=21.625, adv=25.751, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 207/453 [01:43<02:29,  1.65it/s, loss=0.043, pair=21.625, adv=25.751, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 207/453 [01:44<02:29,  1.65it/s, loss=0.042, pair=21.203, adv=23.189, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<02:15,  1.81it/s, loss=0.042, pair=21.203, adv=23.189, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 208/453 [01:44<02:15,  1.81it/s, loss=0.043, pair=22.234, adv=28.656, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 209/453 [01:44<02:23,  1.70it/s, loss=0.043, pair=22.234, adv=28.656, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 209/453 [01:45<02:23,  1.70it/s, loss=0.045, pair=21.734, adv=24.546, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<02:15,  1.79it/s, loss=0.045, pair=21.734, adv=24.546, sprd=0.
Ep 008/80 [S1:deg_only]:  46%|▍| 210/453 [01:45<02:15,  1.79it/s, loss=0.046, pair=25.891, adv=30.479, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 211/453 [01:45<02:19,  1.74it/s, loss=0.046, pair=25.891, adv=30.479, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 211/453 [01:46<02:19,  1.74it/s, loss=0.044, pair=25.812, adv=24.943, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 212/453 [01:46<02:08,  1.87it/s, loss=0.044, pair=25.812, adv=24.943, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 212/453 [01:47<02:08,  1.87it/s, loss=0.042, pair=28.875, adv=28.524, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 213/453 [01:47<02:17,  1.75it/s, loss=0.042, pair=28.875, adv=28.524, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 213/453 [01:47<02:17,  1.75it/s, loss=0.040, pair=27.812, adv=31.412, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 214/453 [01:47<02:07,  1.88it/s, loss=0.040, pair=27.812, adv=31.412, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 214/453 [01:48<02:07,  1.88it/s, loss=0.046, pair=24.375, adv=23.787, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 215/453 [01:48<02:14,  1.77it/s, loss=0.046, pair=24.375, adv=23.787, sprd=0.
Ep 008/80 [S1:deg_only]:  47%|▍| 215/453 [01:48<02:14,  1.77it/s, loss=0.041, pair=20.891, adv=20.056, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 216/453 [01:48<02:05,  1.88it/s, loss=0.041, pair=20.891, adv=20.056, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 216/453 [01:49<02:05,  1.88it/s, loss=0.043, pair=22.312, adv=26.419, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 217/453 [01:49<02:13,  1.77it/s, loss=0.043, pair=22.312, adv=26.419, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 217/453 [01:49<02:13,  1.77it/s, loss=0.042, pair=13.656, adv=25.477, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 218/453 [01:49<02:05,  1.88it/s, loss=0.042, pair=13.656, adv=25.477, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 218/453 [01:50<02:05,  1.88it/s, loss=0.044, pair=31.062, adv=21.675, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 219/453 [01:50<02:10,  1.79it/s, loss=0.044, pair=31.062, adv=21.675, sprd=0.
Ep 008/80 [S1:deg_only]:  48%|▍| 219/453 [01:50<02:10,  1.79it/s, loss=0.043, pair=22.844, adv=30.872, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 220/453 [01:50<02:04,  1.88it/s, loss=0.043, pair=22.844, adv=30.872, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 220/453 [01:51<02:04,  1.88it/s, loss=0.045, pair=17.547, adv=23.577, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 221/453 [01:51<02:11,  1.76it/s, loss=0.045, pair=17.547, adv=23.577, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 221/453 [01:51<02:11,  1.76it/s, loss=0.046, pair=20.250, adv=32.629, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 222/453 [01:51<02:01,  1.90it/s, loss=0.046, pair=20.250, adv=32.629, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 222/453 [01:52<02:01,  1.90it/s, loss=0.044, pair=26.391, adv=19.150, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 223/453 [01:52<02:09,  1.78it/s, loss=0.044, pair=26.391, adv=19.150, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 223/453 [01:52<02:09,  1.78it/s, loss=0.042, pair=30.984, adv=21.909, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 224/453 [01:52<02:00,  1.90it/s, loss=0.042, pair=30.984, adv=21.909, sprd=0.
Ep 008/80 [S1:deg_only]:  49%|▍| 224/453 [01:53<02:00,  1.90it/s, loss=0.060, pair=20.641, adv=27.765, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▍| 225/453 [01:53<02:05,  1.82it/s, loss=0.060, pair=20.641, adv=27.765, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▍| 225/453 [01:53<02:05,  1.82it/s, loss=0.043, pair=27.688, adv=36.371, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▍| 226/453 [01:53<01:56,  1.96it/s, loss=0.043, pair=27.688, adv=36.371, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▍| 226/453 [01:54<01:56,  1.96it/s, loss=0.046, pair=18.422, adv=27.445, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▌| 227/453 [01:54<01:56,  1.94it/s, loss=0.046, pair=18.422, adv=27.445, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▌| 227/453 [01:54<01:56,  1.94it/s, loss=0.043, pair=18.125, adv=31.966, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▌| 228/453 [01:54<01:49,  2.06it/s, loss=0.043, pair=18.125, adv=31.966, sprd=0.
Ep 008/80 [S1:deg_only]:  50%|▌| 228/453 [01:55<01:49,  2.06it/s, loss=0.042, pair=20.828, adv=28.454, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 229/453 [01:55<01:52,  1.99it/s, loss=0.042, pair=20.828, adv=28.454, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 229/453 [01:55<01:52,  1.99it/s, loss=0.040, pair=32.875, adv=27.980, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 230/453 [01:55<01:46,  2.10it/s, loss=0.040, pair=32.875, adv=27.980, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 230/453 [01:56<01:46,  2.10it/s, loss=0.045, pair=29.750, adv=29.002, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 231/453 [01:56<01:53,  1.96it/s, loss=0.045, pair=29.750, adv=29.002, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 231/453 [01:56<01:53,  1.96it/s, loss=0.043, pair=17.328, adv=26.732, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 232/453 [01:56<01:46,  2.08it/s, loss=0.043, pair=17.328, adv=26.732, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 232/453 [01:57<01:46,  2.08it/s, loss=0.044, pair=29.828, adv=28.496, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 233/453 [01:57<01:50,  2.00it/s, loss=0.044, pair=29.828, adv=28.496, sprd=0.
Ep 008/80 [S1:deg_only]:  51%|▌| 233/453 [01:57<01:50,  2.00it/s, loss=0.042, pair=25.250, adv=23.362, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 234/453 [01:57<01:45,  2.08it/s, loss=0.042, pair=25.250, adv=23.362, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 234/453 [01:58<01:45,  2.08it/s, loss=0.042, pair=16.266, adv=20.344, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 235/453 [01:58<01:48,  2.01it/s, loss=0.042, pair=16.266, adv=20.344, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 235/453 [01:58<01:48,  2.01it/s, loss=0.043, pair=21.672, adv=24.605, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 236/453 [01:58<01:41,  2.14it/s, loss=0.043, pair=21.672, adv=24.605, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 236/453 [01:59<01:41,  2.14it/s, loss=0.042, pair=28.484, adv=27.998, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 237/453 [01:59<01:45,  2.06it/s, loss=0.042, pair=28.484, adv=27.998, sprd=0.
Ep 008/80 [S1:deg_only]:  52%|▌| 237/453 [01:59<01:45,  2.06it/s, loss=0.041, pair=22.750, adv=22.997, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 238/453 [01:59<01:37,  2.20it/s, loss=0.041, pair=22.750, adv=22.997, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 238/453 [02:00<01:37,  2.20it/s, loss=0.045, pair=18.953, adv=27.005, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 239/453 [02:00<01:42,  2.09it/s, loss=0.045, pair=18.953, adv=27.005, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 239/453 [02:00<01:42,  2.09it/s, loss=0.043, pair=20.281, adv=19.342, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 240/453 [02:00<01:37,  2.18it/s, loss=0.043, pair=20.281, adv=19.342, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 240/453 [02:01<01:37,  2.18it/s, loss=0.047, pair=23.734, adv=20.513, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 241/453 [02:01<01:44,  2.03it/s, loss=0.047, pair=23.734, adv=20.513, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 241/453 [02:01<01:44,  2.03it/s, loss=0.043, pair=23.578, adv=21.891, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 242/453 [02:01<01:39,  2.11it/s, loss=0.043, pair=23.578, adv=21.891, sprd=0.
Ep 008/80 [S1:deg_only]:  53%|▌| 242/453 [02:02<01:39,  2.11it/s, loss=0.149, pair=15.016, adv=26.227, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 243/453 [02:02<01:45,  1.99it/s, loss=0.149, pair=15.016, adv=26.227, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 243/453 [02:02<01:45,  1.99it/s, loss=0.043, pair=22.766, adv=26.231, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 244/453 [02:02<01:39,  2.10it/s, loss=0.043, pair=22.766, adv=26.231, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 244/453 [02:03<01:39,  2.10it/s, loss=0.047, pair=29.297, adv=22.846, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 245/453 [02:03<01:41,  2.05it/s, loss=0.047, pair=29.297, adv=22.846, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 245/453 [02:03<01:41,  2.05it/s, loss=0.044, pair=20.203, adv=23.820, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 246/453 [02:03<01:36,  2.15it/s, loss=0.044, pair=20.203, adv=23.820, sprd=0.
Ep 008/80 [S1:deg_only]:  54%|▌| 246/453 [02:04<01:36,  2.15it/s, loss=0.043, pair=20.781, adv=23.143, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 247/453 [02:04<01:38,  2.09it/s, loss=0.043, pair=20.781, adv=23.143, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 247/453 [02:04<01:38,  2.09it/s, loss=0.041, pair=16.891, adv=26.541, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 248/453 [02:04<01:34,  2.18it/s, loss=0.041, pair=16.891, adv=26.541, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 248/453 [02:05<01:34,  2.18it/s, loss=0.042, pair=20.359, adv=28.172, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 249/453 [02:05<01:40,  2.03it/s, loss=0.042, pair=20.359, adv=28.172, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 249/453 [02:05<01:40,  2.03it/s, loss=0.043, pair=20.625, adv=29.893, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 250/453 [02:05<01:35,  2.14it/s, loss=0.043, pair=20.625, adv=29.893, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 250/453 [02:05<01:35,  2.14it/s, loss=0.046, pair=24.625, adv=30.682, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 251/453 [02:05<01:39,  2.04it/s, loss=0.046, pair=24.625, adv=30.682, sprd=0.
Ep 008/80 [S1:deg_only]:  55%|▌| 251/453 [02:06<01:39,  2.04it/s, loss=0.043, pair=27.375, adv=29.051, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 252/453 [02:06<01:34,  2.12it/s, loss=0.043, pair=27.375, adv=29.051, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 252/453 [02:06<01:34,  2.12it/s, loss=0.044, pair=25.469, adv=24.899, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 253/453 [02:06<01:38,  2.02it/s, loss=0.044, pair=25.469, adv=24.899, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 253/453 [02:07<01:38,  2.02it/s, loss=0.042, pair=19.125, adv=27.813, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 254/453 [02:07<01:33,  2.13it/s, loss=0.042, pair=19.125, adv=27.813, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 254/453 [02:07<01:33,  2.13it/s, loss=0.063, pair=23.953, adv=33.929, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 255/453 [02:07<01:35,  2.07it/s, loss=0.063, pair=23.953, adv=33.929, sprd=0.
Ep 008/80 [S1:deg_only]:  56%|▌| 255/453 [02:08<01:35,  2.07it/s, loss=0.043, pair=23.656, adv=19.920, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 256/453 [02:08<01:31,  2.16it/s, loss=0.043, pair=23.656, adv=19.920, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 256/453 [02:08<01:31,  2.16it/s, loss=0.050, pair=20.375, adv=24.002, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 257/453 [02:08<01:34,  2.07it/s, loss=0.050, pair=20.375, adv=24.002, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 257/453 [02:09<01:34,  2.07it/s, loss=0.040, pair=25.328, adv=20.549, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 258/453 [02:09<01:30,  2.16it/s, loss=0.040, pair=25.328, adv=20.549, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 258/453 [02:09<01:30,  2.16it/s, loss=0.044, pair=20.266, adv=18.563, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 259/453 [02:09<01:37,  1.99it/s, loss=0.044, pair=20.266, adv=18.563, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 259/453 [02:10<01:37,  1.99it/s, loss=0.040, pair=24.641, adv=22.412, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 260/453 [02:10<01:31,  2.10it/s, loss=0.040, pair=24.641, adv=22.412, sprd=0.
Ep 008/80 [S1:deg_only]:  57%|▌| 260/453 [02:10<01:31,  2.10it/s, loss=0.042, pair=28.141, adv=26.852, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 261/453 [02:10<01:35,  2.01it/s, loss=0.042, pair=28.141, adv=26.852, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 261/453 [02:11<01:35,  2.01it/s, loss=0.043, pair=22.859, adv=27.795, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 262/453 [02:11<01:28,  2.16it/s, loss=0.043, pair=22.859, adv=27.795, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 262/453 [02:11<01:28,  2.16it/s, loss=0.048, pair=26.109, adv=32.235, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 263/453 [02:11<01:32,  2.06it/s, loss=0.048, pair=26.109, adv=32.235, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 263/453 [02:12<01:32,  2.06it/s, loss=0.047, pair=16.984, adv=31.060, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 264/453 [02:12<01:25,  2.21it/s, loss=0.047, pair=16.984, adv=31.060, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 264/453 [02:12<01:25,  2.21it/s, loss=0.046, pair=21.031, adv=34.194, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 265/453 [02:12<01:31,  2.06it/s, loss=0.046, pair=21.031, adv=34.194, sprd=0.
Ep 008/80 [S1:deg_only]:  58%|▌| 265/453 [02:13<01:31,  2.06it/s, loss=0.042, pair=23.469, adv=25.871, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 266/453 [02:13<01:26,  2.16it/s, loss=0.042, pair=23.469, adv=25.871, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 266/453 [02:13<01:26,  2.16it/s, loss=0.039, pair=10.695, adv=19.803, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 267/453 [02:13<01:30,  2.06it/s, loss=0.039, pair=10.695, adv=19.803, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 267/453 [02:14<01:30,  2.06it/s, loss=0.042, pair=26.500, adv=23.415, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 268/453 [02:14<01:26,  2.13it/s, loss=0.042, pair=26.500, adv=23.415, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 268/453 [02:14<01:26,  2.13it/s, loss=0.046, pair=25.547, adv=22.377, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 269/453 [02:14<01:30,  2.03it/s, loss=0.046, pair=25.547, adv=22.377, sprd=0.
Ep 008/80 [S1:deg_only]:  59%|▌| 269/453 [02:15<01:30,  2.03it/s, loss=0.041, pair=24.062, adv=28.082, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 270/453 [02:15<01:25,  2.14it/s, loss=0.041, pair=24.062, adv=28.082, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 270/453 [02:15<01:25,  2.14it/s, loss=0.044, pair=25.234, adv=31.714, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:29,  2.04it/s, loss=0.044, pair=25.234, adv=31.714, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 271/453 [02:15<01:29,  2.04it/s, loss=0.043, pair=25.641, adv=27.810, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 272/453 [02:15<01:26,  2.10it/s, loss=0.043, pair=25.641, adv=27.810, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 272/453 [02:16<01:26,  2.10it/s, loss=0.042, pair=20.281, adv=27.679, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:30,  2.00it/s, loss=0.042, pair=20.281, adv=27.679, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 273/453 [02:16<01:30,  2.00it/s, loss=0.046, pair=20.812, adv=12.348, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 274/453 [02:16<01:25,  2.10it/s, loss=0.046, pair=20.812, adv=12.348, sprd=0.
Ep 008/80 [S1:deg_only]:  60%|▌| 274/453 [02:17<01:25,  2.10it/s, loss=0.045, pair=21.891, adv=11.003, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:26,  2.07it/s, loss=0.045, pair=21.891, adv=11.003, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 275/453 [02:17<01:26,  2.07it/s, loss=0.040, pair=20.781, adv=30.651, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 276/453 [02:17<01:21,  2.16it/s, loss=0.040, pair=20.781, adv=30.651, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 276/453 [02:18<01:21,  2.16it/s, loss=0.046, pair=17.969, adv=21.459, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:23,  2.10it/s, loss=0.046, pair=17.969, adv=21.459, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 277/453 [02:18<01:23,  2.10it/s, loss=0.040, pair=28.469, adv=22.110, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 278/453 [02:18<01:19,  2.19it/s, loss=0.040, pair=28.469, adv=22.110, sprd=0.
Ep 008/80 [S1:deg_only]:  61%|▌| 278/453 [02:19<01:19,  2.19it/s, loss=0.043, pair=30.719, adv=20.097, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:24,  2.06it/s, loss=0.043, pair=30.719, adv=20.097, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 279/453 [02:19<01:24,  2.06it/s, loss=0.046, pair=16.172, adv=12.738, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 280/453 [02:19<01:20,  2.14it/s, loss=0.046, pair=16.172, adv=12.738, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 280/453 [02:20<01:20,  2.14it/s, loss=0.047, pair=31.812, adv=26.275, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:24,  2.02it/s, loss=0.047, pair=31.812, adv=26.275, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 281/453 [02:20<01:24,  2.02it/s, loss=0.040, pair=24.156, adv=24.168, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 282/453 [02:20<01:19,  2.15it/s, loss=0.040, pair=24.156, adv=24.168, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 282/453 [02:21<01:19,  2.15it/s, loss=0.043, pair=25.109, adv=28.810, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:21,  2.09it/s, loss=0.043, pair=25.109, adv=28.810, sprd=0.
Ep 008/80 [S1:deg_only]:  62%|▌| 283/453 [02:21<01:21,  2.09it/s, loss=0.042, pair=14.203, adv=25.396, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 284/453 [02:21<01:18,  2.14it/s, loss=0.042, pair=14.203, adv=25.396, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 284/453 [02:22<01:18,  2.14it/s, loss=0.044, pair=19.781, adv=28.728, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:21,  2.06it/s, loss=0.044, pair=19.781, adv=28.728, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 285/453 [02:22<01:21,  2.06it/s, loss=0.043, pair=23.250, adv=30.512, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 286/453 [02:22<01:17,  2.15it/s, loss=0.043, pair=23.250, adv=30.512, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 286/453 [02:23<01:17,  2.15it/s, loss=0.046, pair=26.297, adv=30.053, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:20,  2.06it/s, loss=0.046, pair=26.297, adv=30.053, sprd=0.
Ep 008/80 [S1:deg_only]:  63%|▋| 287/453 [02:23<01:20,  2.06it/s, loss=0.041, pair=26.250, adv=28.528, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 288/453 [02:23<01:17,  2.13it/s, loss=0.041, pair=26.250, adv=28.528, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 288/453 [02:24<01:17,  2.13it/s, loss=0.042, pair=29.312, adv=20.346, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:25,  1.93it/s, loss=0.042, pair=29.312, adv=20.346, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 289/453 [02:24<01:25,  1.93it/s, loss=0.041, pair=31.141, adv=29.408, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 290/453 [02:24<01:19,  2.05it/s, loss=0.041, pair=31.141, adv=29.408, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 290/453 [02:25<01:19,  2.05it/s, loss=0.153, pair=30.250, adv=23.837, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:22,  1.96it/s, loss=0.153, pair=30.250, adv=23.837, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 291/453 [02:25<01:22,  1.96it/s, loss=0.041, pair=23.422, adv=25.619, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 292/453 [02:25<01:16,  2.10it/s, loss=0.041, pair=23.422, adv=25.619, sprd=0.
Ep 008/80 [S1:deg_only]:  64%|▋| 292/453 [02:26<01:16,  2.10it/s, loss=0.043, pair=21.734, adv=28.974, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:18,  2.03it/s, loss=0.043, pair=21.734, adv=28.974, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 293/453 [02:26<01:18,  2.03it/s, loss=0.041, pair=34.500, adv=20.050, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 294/453 [02:26<01:14,  2.14it/s, loss=0.041, pair=34.500, adv=20.050, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 294/453 [02:27<01:14,  2.14it/s, loss=0.042, pair=23.875, adv=24.754, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:20,  1.95it/s, loss=0.042, pair=23.875, adv=24.754, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 295/453 [02:27<01:20,  1.95it/s, loss=0.041, pair=28.906, adv=22.136, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 296/453 [02:27<01:17,  2.02it/s, loss=0.041, pair=28.906, adv=22.136, sprd=0.
Ep 008/80 [S1:deg_only]:  65%|▋| 296/453 [02:28<01:17,  2.02it/s, loss=0.149, pair=28.922, adv=24.301, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:21,  1.92it/s, loss=0.149, pair=28.922, adv=24.301, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 297/453 [02:28<01:21,  1.92it/s, loss=0.042, pair=29.344, adv=29.804, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 298/453 [02:28<01:15,  2.05it/s, loss=0.042, pair=29.344, adv=29.804, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 298/453 [02:29<01:15,  2.05it/s, loss=0.043, pair=21.609, adv=20.226, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:23,  1.85it/s, loss=0.043, pair=21.609, adv=20.226, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 299/453 [02:29<01:23,  1.85it/s, loss=0.043, pair=19.750, adv=20.955, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 300/453 [02:29<01:18,  1.96it/s, loss=0.043, pair=19.750, adv=20.955, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 300/453 [02:30<01:18,  1.96it/s, loss=0.044, pair=16.125, adv=29.313, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:23,  1.82it/s, loss=0.044, pair=16.125, adv=29.313, sprd=0.
Ep 008/80 [S1:deg_only]:  66%|▋| 301/453 [02:30<01:23,  1.82it/s, loss=0.040, pair=14.914, adv=27.239, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 302/453 [02:30<01:18,  1.93it/s, loss=0.040, pair=14.914, adv=27.239, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 302/453 [02:31<01:18,  1.93it/s, loss=0.043, pair=35.781, adv=16.793, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:23,  1.80it/s, loss=0.043, pair=35.781, adv=16.793, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 303/453 [02:31<01:23,  1.80it/s, loss=0.042, pair=21.578, adv=32.900, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 304/453 [02:31<01:16,  1.94it/s, loss=0.042, pair=21.578, adv=32.900, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 304/453 [02:32<01:16,  1.94it/s, loss=0.041, pair=26.594, adv=21.174, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 305/453 [02:32<01:20,  1.83it/s, loss=0.041, pair=26.594, adv=21.174, sprd=0.
Ep 008/80 [S1:deg_only]:  67%|▋| 305/453 [02:32<01:20,  1.83it/s, loss=0.041, pair=27.344, adv=22.083, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 306/453 [02:32<01:16,  1.93it/s, loss=0.041, pair=27.344, adv=22.083, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 306/453 [02:33<01:16,  1.93it/s, loss=0.042, pair=16.047, adv=26.557, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 307/453 [02:33<01:21,  1.78it/s, loss=0.042, pair=16.047, adv=26.557, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 307/453 [02:34<01:21,  1.78it/s, loss=0.042, pair=23.750, adv=20.167, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:16,  1.89it/s, loss=0.042, pair=23.750, adv=20.167, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 308/453 [02:34<01:16,  1.89it/s, loss=0.050, pair=20.516, adv=17.473, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 309/453 [02:34<01:21,  1.76it/s, loss=0.050, pair=20.516, adv=17.473, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 309/453 [02:35<01:21,  1.76it/s, loss=0.040, pair=12.711, adv=20.356, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:14,  1.92it/s, loss=0.040, pair=12.711, adv=20.356, sprd=0.
Ep 008/80 [S1:deg_only]:  68%|▋| 310/453 [02:35<01:14,  1.92it/s, loss=0.040, pair=25.859, adv=28.160, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 311/453 [02:35<01:24,  1.67it/s, loss=0.040, pair=25.859, adv=28.160, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 311/453 [02:36<01:24,  1.67it/s, loss=0.040, pair=33.375, adv=20.222, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 312/453 [02:36<01:16,  1.84it/s, loss=0.040, pair=33.375, adv=20.222, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 312/453 [02:36<01:16,  1.84it/s, loss=0.051, pair=22.406, adv=21.378, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 313/453 [02:36<01:19,  1.77it/s, loss=0.051, pair=22.406, adv=21.378, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 313/453 [02:37<01:19,  1.77it/s, loss=0.044, pair=24.859, adv=27.729, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 314/453 [02:37<01:13,  1.90it/s, loss=0.044, pair=24.859, adv=27.729, sprd=0.
Ep 008/80 [S1:deg_only]:  69%|▋| 314/453 [02:37<01:13,  1.90it/s, loss=0.044, pair=19.016, adv=28.185, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 315/453 [02:37<01:16,  1.80it/s, loss=0.044, pair=19.016, adv=28.185, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 315/453 [02:38<01:16,  1.80it/s, loss=0.044, pair=23.516, adv=28.197, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 316/453 [02:38<01:11,  1.91it/s, loss=0.044, pair=23.516, adv=28.197, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 316/453 [02:39<01:11,  1.91it/s, loss=0.042, pair=25.531, adv=20.028, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 317/453 [02:39<01:13,  1.84it/s, loss=0.042, pair=25.531, adv=20.028, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 317/453 [02:39<01:13,  1.84it/s, loss=0.042, pair=30.594, adv=27.884, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 318/453 [02:39<01:08,  1.97it/s, loss=0.042, pair=30.594, adv=27.884, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 318/453 [02:40<01:08,  1.97it/s, loss=0.043, pair=24.609, adv=25.761, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 319/453 [02:40<01:11,  1.87it/s, loss=0.043, pair=24.609, adv=25.761, sprd=0.
Ep 008/80 [S1:deg_only]:  70%|▋| 319/453 [02:40<01:11,  1.87it/s, loss=0.041, pair=16.891, adv=29.350, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 320/453 [02:40<01:08,  1.94it/s, loss=0.041, pair=16.891, adv=29.350, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 320/453 [02:41<01:08,  1.94it/s, loss=0.044, pair=21.266, adv=26.837, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 321/453 [02:41<01:11,  1.84it/s, loss=0.044, pair=21.266, adv=26.837, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 321/453 [02:41<01:11,  1.84it/s, loss=0.041, pair=26.766, adv=26.404, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 322/453 [02:41<01:06,  1.97it/s, loss=0.041, pair=26.766, adv=26.404, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 322/453 [02:42<01:06,  1.97it/s, loss=0.149, pair=37.156, adv=22.088, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 323/453 [02:42<01:11,  1.81it/s, loss=0.149, pair=37.156, adv=22.088, sprd=0.
Ep 008/80 [S1:deg_only]:  71%|▋| 323/453 [02:42<01:11,  1.81it/s, loss=0.044, pair=24.531, adv=32.015, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 324/453 [02:42<01:06,  1.93it/s, loss=0.044, pair=24.531, adv=32.015, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 324/453 [02:43<01:06,  1.93it/s, loss=0.042, pair=19.922, adv=22.298, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 325/453 [02:43<01:09,  1.85it/s, loss=0.042, pair=19.922, adv=22.298, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 325/453 [02:43<01:09,  1.85it/s, loss=0.042, pair=25.219, adv=20.606, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 326/453 [02:43<01:04,  1.98it/s, loss=0.042, pair=25.219, adv=20.606, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 326/453 [02:44<01:04,  1.98it/s, loss=0.047, pair=34.719, adv=22.534, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 327/453 [02:44<01:07,  1.87it/s, loss=0.047, pair=34.719, adv=22.534, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 327/453 [02:44<01:07,  1.87it/s, loss=0.039, pair=22.953, adv=23.454, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 328/453 [02:44<01:03,  1.97it/s, loss=0.039, pair=22.953, adv=23.454, sprd=0.
Ep 008/80 [S1:deg_only]:  72%|▋| 328/453 [02:45<01:03,  1.97it/s, loss=0.043, pair=26.719, adv=26.715, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 329/453 [02:45<01:04,  1.92it/s, loss=0.043, pair=26.719, adv=26.715, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 329/453 [02:45<01:04,  1.92it/s, loss=0.041, pair=23.578, adv=30.800, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 330/453 [02:45<01:01,  2.00it/s, loss=0.041, pair=23.578, adv=30.800, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 330/453 [02:46<01:01,  2.00it/s, loss=0.043, pair=24.953, adv=29.443, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 331/453 [02:46<01:02,  1.95it/s, loss=0.043, pair=24.953, adv=29.443, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 331/453 [02:46<01:02,  1.95it/s, loss=0.041, pair=28.875, adv=24.612, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 332/453 [02:46<00:59,  2.04it/s, loss=0.041, pair=28.875, adv=24.612, sprd=0.
Ep 008/80 [S1:deg_only]:  73%|▋| 332/453 [02:47<00:59,  2.04it/s, loss=0.044, pair=18.953, adv=22.318, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 333/453 [02:47<01:02,  1.92it/s, loss=0.044, pair=18.953, adv=22.318, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 333/453 [02:47<01:02,  1.92it/s, loss=0.043, pair=28.562, adv=31.939, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 334/453 [02:47<00:58,  2.04it/s, loss=0.043, pair=28.562, adv=31.939, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 334/453 [02:48<00:58,  2.04it/s, loss=0.041, pair=22.234, adv=27.877, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 335/453 [02:48<01:06,  1.76it/s, loss=0.041, pair=22.234, adv=27.877, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 335/453 [02:48<01:06,  1.76it/s, loss=0.040, pair=26.922, adv=27.758, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 336/453 [02:48<01:02,  1.87it/s, loss=0.040, pair=26.922, adv=27.758, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 336/453 [02:49<01:02,  1.87it/s, loss=0.043, pair=23.000, adv=23.983, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 337/453 [02:49<01:03,  1.83it/s, loss=0.043, pair=23.000, adv=23.983, sprd=0.
Ep 008/80 [S1:deg_only]:  74%|▋| 337/453 [02:49<01:03,  1.83it/s, loss=0.039, pair=18.422, adv=18.135, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▋| 338/453 [02:49<00:56,  2.02it/s, loss=0.039, pair=18.422, adv=18.135, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▋| 338/453 [02:50<00:56,  2.02it/s, loss=0.039, pair=22.562, adv=18.837, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▋| 339/453 [02:50<01:02,  1.82it/s, loss=0.039, pair=22.562, adv=18.837, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▋| 339/453 [02:50<01:02,  1.82it/s, loss=0.044, pair=17.047, adv=27.624, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 340/453 [02:50<00:57,  1.95it/s, loss=0.044, pair=17.047, adv=27.624, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 340/453 [02:51<00:57,  1.95it/s, loss=0.045, pair=25.781, adv=31.051, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 341/453 [02:51<00:59,  1.89it/s, loss=0.045, pair=25.781, adv=31.051, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 341/453 [02:51<00:59,  1.89it/s, loss=0.040, pair=26.250, adv=23.534, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 342/453 [02:51<00:55,  2.00it/s, loss=0.040, pair=26.250, adv=23.534, sprd=0.
Ep 008/80 [S1:deg_only]:  75%|▊| 342/453 [02:52<00:55,  2.00it/s, loss=0.148, pair=22.484, adv=23.601, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 343/453 [02:52<00:58,  1.90it/s, loss=0.148, pair=22.484, adv=23.601, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 343/453 [02:52<00:58,  1.90it/s, loss=0.040, pair=21.719, adv=21.611, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 344/453 [02:52<00:53,  2.05it/s, loss=0.040, pair=21.719, adv=21.611, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 344/453 [02:53<00:53,  2.05it/s, loss=0.047, pair=27.812, adv=16.540, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 345/453 [02:53<00:55,  1.94it/s, loss=0.047, pair=27.812, adv=16.540, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 345/453 [02:53<00:55,  1.94it/s, loss=0.042, pair=28.766, adv=24.237, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 346/453 [02:53<00:52,  2.05it/s, loss=0.042, pair=28.766, adv=24.237, sprd=0.
Ep 008/80 [S1:deg_only]:  76%|▊| 346/453 [02:54<00:52,  2.05it/s, loss=0.044, pair=24.219, adv=27.517, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 347/453 [02:54<00:54,  1.93it/s, loss=0.044, pair=24.219, adv=27.517, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 347/453 [02:54<00:54,  1.93it/s, loss=0.042, pair=21.484, adv=29.878, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 348/453 [02:54<00:50,  2.06it/s, loss=0.042, pair=21.484, adv=29.878, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 348/453 [02:55<00:50,  2.06it/s, loss=0.042, pair=29.734, adv=28.526, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 349/453 [02:55<00:53,  1.95it/s, loss=0.042, pair=29.734, adv=28.526, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 349/453 [02:55<00:53,  1.95it/s, loss=0.040, pair=28.125, adv=29.324, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 350/453 [02:55<00:50,  2.04it/s, loss=0.040, pair=28.125, adv=29.324, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 350/453 [02:56<00:50,  2.04it/s, loss=0.042, pair=23.469, adv=24.393, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 351/453 [02:56<00:53,  1.91it/s, loss=0.042, pair=23.469, adv=24.393, sprd=0.
Ep 008/80 [S1:deg_only]:  77%|▊| 351/453 [02:56<00:53,  1.91it/s, loss=0.045, pair=24.250, adv=17.261, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 352/453 [02:56<00:49,  2.03it/s, loss=0.045, pair=24.250, adv=17.261, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 352/453 [02:57<00:49,  2.03it/s, loss=0.040, pair=21.844, adv=23.013, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 353/453 [02:57<00:54,  1.85it/s, loss=0.040, pair=21.844, adv=23.013, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 353/453 [02:58<00:54,  1.85it/s, loss=0.043, pair=28.609, adv=36.765, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 354/453 [02:58<00:49,  2.00it/s, loss=0.043, pair=28.609, adv=36.765, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 354/453 [02:58<00:49,  2.00it/s, loss=0.043, pair=26.203, adv=25.696, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 355/453 [02:58<00:50,  1.95it/s, loss=0.043, pair=26.203, adv=25.696, sprd=0.
Ep 008/80 [S1:deg_only]:  78%|▊| 355/453 [02:58<00:50,  1.95it/s, loss=0.041, pair=24.719, adv=27.511, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 356/453 [02:58<00:46,  2.08it/s, loss=0.041, pair=24.719, adv=27.511, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 356/453 [02:59<00:46,  2.08it/s, loss=0.042, pair=16.578, adv=28.117, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 357/453 [02:59<00:47,  2.03it/s, loss=0.042, pair=16.578, adv=28.117, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 357/453 [02:59<00:47,  2.03it/s, loss=0.045, pair=24.781, adv=35.386, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 358/453 [02:59<00:43,  2.17it/s, loss=0.045, pair=24.781, adv=35.386, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 358/453 [03:00<00:43,  2.17it/s, loss=0.144, pair=22.641, adv=33.599, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 359/453 [03:00<00:47,  1.99it/s, loss=0.144, pair=22.641, adv=33.599, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 359/453 [03:00<00:47,  1.99it/s, loss=0.042, pair=22.641, adv=19.598, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 360/453 [03:00<00:44,  2.10it/s, loss=0.042, pair=22.641, adv=19.598, sprd=0.
Ep 008/80 [S1:deg_only]:  79%|▊| 360/453 [03:01<00:44,  2.10it/s, loss=0.048, pair=30.297, adv=29.287, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 361/453 [03:01<00:46,  1.98it/s, loss=0.048, pair=30.297, adv=29.287, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 361/453 [03:01<00:46,  1.98it/s, loss=0.040, pair=25.094, adv=33.906, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 362/453 [03:01<00:44,  2.07it/s, loss=0.040, pair=25.094, adv=33.906, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 362/453 [03:02<00:44,  2.07it/s, loss=0.041, pair=28.625, adv=31.970, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 363/453 [03:02<00:45,  1.97it/s, loss=0.041, pair=28.625, adv=31.970, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 363/453 [03:02<00:45,  1.97it/s, loss=0.044, pair=24.375, adv=24.098, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 364/453 [03:02<00:43,  2.05it/s, loss=0.044, pair=24.375, adv=24.098, sprd=0.
Ep 008/80 [S1:deg_only]:  80%|▊| 364/453 [03:03<00:43,  2.05it/s, loss=0.047, pair=21.500, adv=23.130, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 365/453 [03:03<00:44,  1.98it/s, loss=0.047, pair=21.500, adv=23.130, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 365/453 [03:03<00:44,  1.98it/s, loss=0.042, pair=24.094, adv=30.315, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 366/453 [03:03<00:42,  2.06it/s, loss=0.042, pair=24.094, adv=30.315, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 366/453 [03:04<00:42,  2.06it/s, loss=0.147, pair=25.656, adv=34.972, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 367/453 [03:04<00:47,  1.80it/s, loss=0.147, pair=25.656, adv=34.972, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 367/453 [03:05<00:47,  1.80it/s, loss=0.040, pair=22.781, adv=27.885, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 368/453 [03:05<00:45,  1.86it/s, loss=0.040, pair=22.781, adv=27.885, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 368/453 [03:05<00:45,  1.86it/s, loss=0.043, pair=27.125, adv=31.904, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 369/453 [03:05<00:47,  1.76it/s, loss=0.043, pair=27.125, adv=31.904, sprd=0.
Ep 008/80 [S1:deg_only]:  81%|▊| 369/453 [03:06<00:47,  1.76it/s, loss=0.044, pair=25.156, adv=25.911, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 370/453 [03:06<00:44,  1.87it/s, loss=0.044, pair=25.156, adv=25.911, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 370/453 [03:06<00:44,  1.87it/s, loss=0.044, pair=27.891, adv=21.462, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 371/453 [03:06<00:44,  1.86it/s, loss=0.044, pair=27.891, adv=21.462, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 371/453 [03:07<00:44,  1.86it/s, loss=0.044, pair=18.859, adv=22.027, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 372/453 [03:07<00:40,  1.99it/s, loss=0.044, pair=18.859, adv=22.027, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 372/453 [03:07<00:40,  1.99it/s, loss=0.047, pair=21.938, adv=35.842, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 373/453 [03:07<00:42,  1.87it/s, loss=0.047, pair=21.938, adv=35.842, sprd=0.
Ep 008/80 [S1:deg_only]:  82%|▊| 373/453 [03:08<00:42,  1.87it/s, loss=0.044, pair=17.969, adv=23.428, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 374/453 [03:08<00:40,  1.95it/s, loss=0.044, pair=17.969, adv=23.428, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 374/453 [03:08<00:40,  1.95it/s, loss=0.042, pair=23.188, adv=26.322, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 375/453 [03:08<00:41,  1.89it/s, loss=0.042, pair=23.188, adv=26.322, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 375/453 [03:09<00:41,  1.89it/s, loss=0.042, pair=12.453, adv=31.048, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 376/453 [03:09<00:38,  1.99it/s, loss=0.042, pair=12.453, adv=31.048, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 376/453 [03:09<00:38,  1.99it/s, loss=0.042, pair=22.188, adv=33.642, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 377/453 [03:09<00:39,  1.92it/s, loss=0.042, pair=22.188, adv=33.642, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 377/453 [03:10<00:39,  1.92it/s, loss=0.041, pair=23.016, adv=30.212, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 378/453 [03:10<00:37,  2.00it/s, loss=0.041, pair=23.016, adv=30.212, sprd=0.
Ep 008/80 [S1:deg_only]:  83%|▊| 378/453 [03:10<00:37,  2.00it/s, loss=0.041, pair=23.828, adv=31.382, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 379/453 [03:10<00:38,  1.93it/s, loss=0.041, pair=23.828, adv=31.382, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 379/453 [03:11<00:38,  1.93it/s, loss=0.043, pair=24.297, adv=32.873, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 380/453 [03:11<00:36,  2.02it/s, loss=0.043, pair=24.297, adv=32.873, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 380/453 [03:11<00:36,  2.02it/s, loss=0.043, pair=26.641, adv=33.832, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 381/453 [03:11<00:38,  1.88it/s, loss=0.043, pair=26.641, adv=33.832, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 381/453 [03:12<00:38,  1.88it/s, loss=0.043, pair=34.406, adv=36.162, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 382/453 [03:12<00:35,  2.02it/s, loss=0.043, pair=34.406, adv=36.162, sprd=0.
Ep 008/80 [S1:deg_only]:  84%|▊| 382/453 [03:12<00:35,  2.02it/s, loss=0.043, pair=31.797, adv=23.079, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 383/453 [03:12<00:36,  1.90it/s, loss=0.043, pair=31.797, adv=23.079, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 383/453 [03:13<00:36,  1.90it/s, loss=0.040, pair=29.625, adv=21.333, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 384/453 [03:13<00:35,  1.94it/s, loss=0.040, pair=29.625, adv=21.333, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 384/453 [03:14<00:35,  1.94it/s, loss=0.043, pair=27.609, adv=28.134, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 385/453 [03:14<00:39,  1.73it/s, loss=0.043, pair=27.609, adv=28.134, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 385/453 [03:14<00:39,  1.73it/s, loss=0.042, pair=27.938, adv=31.159, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 386/453 [03:14<00:36,  1.85it/s, loss=0.042, pair=27.938, adv=31.159, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 386/453 [03:15<00:36,  1.85it/s, loss=0.039, pair=19.031, adv=23.519, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 387/453 [03:15<00:36,  1.82it/s, loss=0.039, pair=19.031, adv=23.519, sprd=0.
Ep 008/80 [S1:deg_only]:  85%|▊| 387/453 [03:15<00:36,  1.82it/s, loss=0.044, pair=17.359, adv=33.318, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 388/453 [03:15<00:34,  1.90it/s, loss=0.044, pair=17.359, adv=33.318, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 388/453 [03:16<00:34,  1.90it/s, loss=0.060, pair=26.734, adv=28.261, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 389/453 [03:16<00:34,  1.84it/s, loss=0.060, pair=26.734, adv=28.261, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 389/453 [03:16<00:34,  1.84it/s, loss=0.040, pair=24.656, adv=22.678, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 390/453 [03:16<00:31,  2.00it/s, loss=0.040, pair=24.656, adv=22.678, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 390/453 [03:17<00:31,  2.00it/s, loss=0.046, pair=19.766, adv=23.848, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 391/453 [03:17<00:31,  1.94it/s, loss=0.046, pair=19.766, adv=23.848, sprd=0.
Ep 008/80 [S1:deg_only]:  86%|▊| 391/453 [03:17<00:31,  1.94it/s, loss=0.043, pair=28.188, adv=26.831, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 392/453 [03:17<00:30,  2.03it/s, loss=0.043, pair=28.188, adv=26.831, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 392/453 [03:18<00:30,  2.03it/s, loss=0.046, pair=22.062, adv=30.551, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 393/453 [03:18<00:31,  1.93it/s, loss=0.046, pair=22.062, adv=30.551, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 393/453 [03:18<00:31,  1.93it/s, loss=0.039, pair=19.000, adv=31.995, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 394/453 [03:18<00:28,  2.04it/s, loss=0.039, pair=19.000, adv=31.995, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 394/453 [03:19<00:28,  2.04it/s, loss=0.043, pair=13.844, adv=25.022, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 395/453 [03:19<00:30,  1.87it/s, loss=0.043, pair=13.844, adv=25.022, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 395/453 [03:19<00:30,  1.87it/s, loss=0.046, pair=24.000, adv=21.645, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 396/453 [03:19<00:28,  2.00it/s, loss=0.046, pair=24.000, adv=21.645, sprd=0.
Ep 008/80 [S1:deg_only]:  87%|▊| 396/453 [03:20<00:28,  2.00it/s, loss=0.043, pair=27.406, adv=30.286, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 397/453 [03:20<00:31,  1.77it/s, loss=0.043, pair=27.406, adv=30.286, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 397/453 [03:20<00:31,  1.77it/s, loss=0.041, pair=23.859, adv=30.906, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 398/453 [03:20<00:29,  1.89it/s, loss=0.041, pair=23.859, adv=30.906, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 398/453 [03:21<00:29,  1.89it/s, loss=0.044, pair=22.391, adv=28.133, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 399/453 [03:21<00:32,  1.68it/s, loss=0.044, pair=22.391, adv=28.133, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 399/453 [03:21<00:32,  1.68it/s, loss=0.041, pair=20.797, adv=28.375, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 400/453 [03:21<00:28,  1.86it/s, loss=0.041, pair=20.797, adv=28.375, sprd=0.
Ep 008/80 [S1:deg_only]:  88%|▉| 400/453 [03:22<00:28,  1.86it/s, loss=0.045, pair=27.641, adv=30.113, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 401/453 [03:22<00:28,  1.85it/s, loss=0.045, pair=27.641, adv=30.113, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 401/453 [03:22<00:28,  1.85it/s, loss=0.046, pair=17.141, adv=29.850, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 402/453 [03:22<00:25,  1.98it/s, loss=0.046, pair=17.141, adv=29.850, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 402/453 [03:23<00:25,  1.98it/s, loss=0.044, pair=24.562, adv=31.387, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 403/453 [03:23<00:26,  1.87it/s, loss=0.044, pair=24.562, adv=31.387, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 403/453 [03:23<00:26,  1.87it/s, loss=0.043, pair=22.625, adv=24.081, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 404/453 [03:23<00:24,  1.98it/s, loss=0.043, pair=22.625, adv=24.081, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 404/453 [03:24<00:24,  1.98it/s, loss=0.053, pair=20.094, adv=27.222, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 405/453 [03:24<00:25,  1.90it/s, loss=0.053, pair=20.094, adv=27.222, sprd=0.
Ep 008/80 [S1:deg_only]:  89%|▉| 405/453 [03:24<00:25,  1.90it/s, loss=0.047, pair=21.844, adv=27.002, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 406/453 [03:24<00:23,  2.02it/s, loss=0.047, pair=21.844, adv=27.002, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 406/453 [03:25<00:23,  2.02it/s, loss=0.044, pair=27.141, adv=25.926, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 407/453 [03:25<00:23,  1.96it/s, loss=0.044, pair=27.141, adv=25.926, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 407/453 [03:25<00:23,  1.96it/s, loss=0.040, pair=18.438, adv=30.232, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 408/453 [03:25<00:21,  2.07it/s, loss=0.040, pair=18.438, adv=30.232, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 408/453 [03:26<00:21,  2.07it/s, loss=0.148, pair=13.625, adv=28.275, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 409/453 [03:26<00:22,  1.94it/s, loss=0.148, pair=13.625, adv=28.275, sprd=0.
Ep 008/80 [S1:deg_only]:  90%|▉| 409/453 [03:26<00:22,  1.94it/s, loss=0.056, pair=20.312, adv=28.200, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 410/453 [03:26<00:21,  2.04it/s, loss=0.056, pair=20.312, adv=28.200, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 410/453 [03:27<00:21,  2.04it/s, loss=0.043, pair=19.688, adv=25.586, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 411/453 [03:27<00:21,  1.94it/s, loss=0.043, pair=19.688, adv=25.586, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 411/453 [03:27<00:21,  1.94it/s, loss=0.042, pair=22.562, adv=22.760, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 412/453 [03:27<00:19,  2.05it/s, loss=0.042, pair=22.562, adv=22.760, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 412/453 [03:28<00:19,  2.05it/s, loss=0.044, pair=22.828, adv=29.948, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 413/453 [03:28<00:20,  1.92it/s, loss=0.044, pair=22.828, adv=29.948, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 413/453 [03:29<00:20,  1.92it/s, loss=0.044, pair=24.297, adv=21.583, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 414/453 [03:29<00:21,  1.84it/s, loss=0.044, pair=24.297, adv=21.583, sprd=0.
Ep 008/80 [S1:deg_only]:  91%|▉| 414/453 [03:29<00:21,  1.84it/s, loss=0.044, pair=21.688, adv=20.453, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 415/453 [03:29<00:21,  1.75it/s, loss=0.044, pair=21.688, adv=20.453, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 415/453 [03:30<00:21,  1.75it/s, loss=0.040, pair=15.766, adv=30.268, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 416/453 [03:30<00:19,  1.89it/s, loss=0.040, pair=15.766, adv=30.268, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 416/453 [03:30<00:19,  1.89it/s, loss=0.046, pair=26.266, adv=34.262, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 417/453 [03:30<00:19,  1.86it/s, loss=0.046, pair=26.266, adv=34.262, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 417/453 [03:31<00:19,  1.86it/s, loss=0.041, pair=23.531, adv=26.966, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 418/453 [03:31<00:17,  1.98it/s, loss=0.041, pair=23.531, adv=26.966, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 418/453 [03:31<00:17,  1.98it/s, loss=0.046, pair=25.922, adv=29.416, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 419/453 [03:31<00:18,  1.89it/s, loss=0.046, pair=25.922, adv=29.416, sprd=0.
Ep 008/80 [S1:deg_only]:  92%|▉| 419/453 [03:32<00:18,  1.89it/s, loss=0.040, pair=26.172, adv=36.171, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 420/453 [03:32<00:16,  1.98it/s, loss=0.040, pair=26.172, adv=36.171, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 420/453 [03:32<00:16,  1.98it/s, loss=0.146, pair=15.758, adv=34.078, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 421/453 [03:32<00:18,  1.74it/s, loss=0.146, pair=15.758, adv=34.078, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 421/453 [03:33<00:18,  1.74it/s, loss=0.039, pair=19.953, adv=26.705, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 422/453 [03:33<00:16,  1.90it/s, loss=0.039, pair=19.953, adv=26.705, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 422/453 [03:34<00:16,  1.90it/s, loss=0.046, pair=24.594, adv=26.003, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 423/453 [03:34<00:16,  1.81it/s, loss=0.046, pair=24.594, adv=26.003, sprd=0.
Ep 008/80 [S1:deg_only]:  93%|▉| 423/453 [03:34<00:16,  1.81it/s, loss=0.042, pair=23.875, adv=28.690, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 424/453 [03:34<00:14,  1.94it/s, loss=0.042, pair=23.875, adv=28.690, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 424/453 [03:35<00:14,  1.94it/s, loss=0.042, pair=20.781, adv=30.174, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 425/453 [03:35<00:15,  1.86it/s, loss=0.042, pair=20.781, adv=30.174, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 425/453 [03:35<00:15,  1.86it/s, loss=0.041, pair=21.172, adv=30.829, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 426/453 [03:35<00:13,  1.98it/s, loss=0.041, pair=21.172, adv=30.829, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 426/453 [03:36<00:13,  1.98it/s, loss=0.046, pair=22.125, adv=26.645, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 427/453 [03:36<00:13,  1.89it/s, loss=0.046, pair=22.125, adv=26.645, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 427/453 [03:36<00:13,  1.89it/s, loss=0.039, pair=22.594, adv=23.232, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 428/453 [03:36<00:12,  2.02it/s, loss=0.039, pair=22.594, adv=23.232, sprd=0.
Ep 008/80 [S1:deg_only]:  94%|▉| 428/453 [03:37<00:12,  2.02it/s, loss=0.042, pair=23.266, adv=26.168, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 429/453 [03:37<00:13,  1.78it/s, loss=0.042, pair=23.266, adv=26.168, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 429/453 [03:37<00:13,  1.78it/s, loss=0.041, pair=32.531, adv=21.715, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 430/453 [03:37<00:12,  1.91it/s, loss=0.041, pair=32.531, adv=21.715, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 430/453 [03:38<00:12,  1.91it/s, loss=0.044, pair=26.312, adv=31.839, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 431/453 [03:38<00:11,  1.84it/s, loss=0.044, pair=26.312, adv=31.839, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 431/453 [03:38<00:11,  1.84it/s, loss=0.041, pair=22.750, adv=28.054, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 432/453 [03:38<00:10,  1.96it/s, loss=0.041, pair=22.750, adv=28.054, sprd=0.
Ep 008/80 [S1:deg_only]:  95%|▉| 432/453 [03:39<00:10,  1.96it/s, loss=0.042, pair=30.578, adv=27.366, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 433/453 [03:39<00:10,  1.91it/s, loss=0.042, pair=30.578, adv=27.366, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 433/453 [03:39<00:10,  1.91it/s, loss=0.041, pair=21.375, adv=21.786, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 434/453 [03:39<00:09,  2.04it/s, loss=0.041, pair=21.375, adv=21.786, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 434/453 [03:40<00:09,  2.04it/s, loss=0.040, pair=20.828, adv=25.759, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 435/453 [03:40<00:09,  1.95it/s, loss=0.040, pair=20.828, adv=25.759, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 435/453 [03:40<00:09,  1.95it/s, loss=0.040, pair=26.781, adv=28.348, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 436/453 [03:40<00:08,  2.04it/s, loss=0.040, pair=26.781, adv=28.348, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 436/453 [03:41<00:08,  2.04it/s, loss=0.043, pair=30.078, adv=31.727, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 437/453 [03:41<00:08,  1.88it/s, loss=0.043, pair=30.078, adv=31.727, sprd=0.
Ep 008/80 [S1:deg_only]:  96%|▉| 437/453 [03:41<00:08,  1.88it/s, loss=0.044, pair=26.109, adv=20.809, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 438/453 [03:41<00:07,  2.00it/s, loss=0.044, pair=26.109, adv=20.809, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 438/453 [03:42<00:07,  2.00it/s, loss=0.046, pair=19.438, adv=23.877, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 439/453 [03:42<00:07,  1.87it/s, loss=0.046, pair=19.438, adv=23.877, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 439/453 [03:42<00:07,  1.87it/s, loss=0.038, pair=18.688, adv=21.813, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 440/453 [03:42<00:06,  2.00it/s, loss=0.038, pair=18.688, adv=21.813, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 440/453 [03:43<00:06,  2.00it/s, loss=0.040, pair=19.953, adv=23.809, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 441/453 [03:43<00:06,  1.92it/s, loss=0.040, pair=19.953, adv=23.809, sprd=0.
Ep 008/80 [S1:deg_only]:  97%|▉| 441/453 [03:43<00:06,  1.92it/s, loss=0.039, pair=23.797, adv=18.662, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 442/453 [03:43<00:05,  2.01it/s, loss=0.039, pair=23.797, adv=18.662, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 442/453 [03:44<00:05,  2.01it/s, loss=0.147, pair=26.266, adv=27.859, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 443/453 [03:44<00:05,  1.78it/s, loss=0.147, pair=26.266, adv=27.859, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 443/453 [03:44<00:05,  1.78it/s, loss=0.042, pair=22.969, adv=23.464, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 444/453 [03:44<00:04,  1.92it/s, loss=0.042, pair=22.969, adv=23.464, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 444/453 [03:45<00:04,  1.92it/s, loss=0.046, pair=17.906, adv=26.356, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 445/453 [03:45<00:04,  1.88it/s, loss=0.046, pair=17.906, adv=26.356, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 445/453 [03:45<00:04,  1.88it/s, loss=0.041, pair=30.797, adv=21.815, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 446/453 [03:45<00:03,  2.01it/s, loss=0.041, pair=30.797, adv=21.815, sprd=0.
Ep 008/80 [S1:deg_only]:  98%|▉| 446/453 [03:46<00:03,  2.01it/s, loss=0.041, pair=20.547, adv=25.880, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 447/453 [03:46<00:03,  1.86it/s, loss=0.041, pair=20.547, adv=25.880, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 447/453 [03:46<00:03,  1.86it/s, loss=0.041, pair=20.312, adv=21.687, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 448/453 [03:46<00:02,  1.99it/s, loss=0.041, pair=20.312, adv=21.687, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 448/453 [03:47<00:02,  1.99it/s, loss=0.044, pair=23.484, adv=26.357, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 449/453 [03:47<00:02,  1.75it/s, loss=0.044, pair=23.484, adv=26.357, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 449/453 [03:48<00:02,  1.75it/s, loss=0.041, pair=35.031, adv=31.293, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 450/453 [03:48<00:01,  1.90it/s, loss=0.041, pair=35.031, adv=31.293, sprd=0.
Ep 008/80 [S1:deg_only]:  99%|▉| 450/453 [03:48<00:01,  1.90it/s, loss=0.040, pair=25.438, adv=24.511, sprd=0.
Ep 008/80 [S1:deg_only]: 100%|▉| 451/453 [03:48<00:01,  1.81it/s, loss=0.040, pair=25.438, adv=24.511, sprd=0.
Ep 008/80 [S1:deg_only]: 100%|▉| 451/453 [03:49<00:01,  1.81it/s, loss=0.039, pair=24.172, adv=26.686, sprd=0.
Ep 008/80 [S1:deg_only]: 100%|▉| 452/453 [03:49<00:00,  1.94it/s, loss=0.039, pair=24.172, adv=26.686, sprd=0.
Ep 008/80 [S1:deg_only]: 100%|▉| 452/453 [03:49<00:00,  1.94it/s, loss=0.041, pair=21.266, adv=27.639, sprd=0.
Ep 008/80 [S1:deg_only]: 100%|█| 453/453 [03:49<00:00,  1.87it/s, loss=0.041, pair=21.266, adv=27.639, sprd=0.
                                                                                                              
Epoch 008/80 [S1:deg_only]  loss=0.0466  mat=0.3514  sens=24.1117  pair=23.0720  adv=28.4700(rand=3.47)  deg=0.0045  orth=0.0020  spread=0.0006  q_mean=50.5  q_std=23.9  α=0.10 β=0.00 γ=1.00 λ_grl=0.412  lr=9.82e-05  230s

Ep 009/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 009/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.042, pair=25.547, adv=22.399, sprd=0.001]
Ep 009/80 [S1:deg_only]:   0%| | 1/453 [00:01<07:44,  1.03s/it, loss=0.042, pair=25.547, adv=22.399, sprd=0.00
Ep 009/80 [S1:deg_only]:   0%| | 1/453 [00:01<07:44,  1.03s/it, loss=0.044, pair=30.844, adv=28.994, sprd=0.00
Ep 009/80 [S1:deg_only]:   0%| | 2/453 [00:01<05:06,  1.47it/s, loss=0.044, pair=30.844, adv=28.994, sprd=0.00
Ep 009/80 [S1:deg_only]:   0%| | 2/453 [00:02<05:06,  1.47it/s, loss=0.047, pair=29.609, adv=19.265, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 3/453 [00:02<05:12,  1.44it/s, loss=0.047, pair=29.609, adv=19.265, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 3/453 [00:02<05:12,  1.44it/s, loss=0.042, pair=22.203, adv=25.921, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 4/453 [00:02<04:26,  1.68it/s, loss=0.042, pair=22.203, adv=25.921, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 4/453 [00:03<04:26,  1.68it/s, loss=0.044, pair=26.609, adv=23.357, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:28,  1.67it/s, loss=0.044, pair=26.609, adv=23.357, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 5/453 [00:03<04:28,  1.67it/s, loss=0.044, pair=23.062, adv=19.394, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 6/453 [00:03<04:00,  1.86it/s, loss=0.044, pair=23.062, adv=19.394, sprd=0.00
Ep 009/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:00,  1.86it/s, loss=0.047, pair=22.516, adv=14.011, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:06,  1.81it/s, loss=0.047, pair=22.516, adv=14.011, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:06,  1.81it/s, loss=0.040, pair=23.391, adv=22.847, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 8/453 [00:04<03:45,  1.97it/s, loss=0.040, pair=23.391, adv=22.847, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 8/453 [00:05<03:45,  1.97it/s, loss=0.043, pair=24.312, adv=22.229, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:54,  1.89it/s, loss=0.043, pair=24.312, adv=22.229, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 9/453 [00:05<03:54,  1.89it/s, loss=0.044, pair=21.109, adv=23.174, sprd=0.00
Ep 009/80 [S1:deg_only]:   2%| | 10/453 [00:05<03:37,  2.04it/s, loss=0.044, pair=21.109, adv=23.174, sprd=0.0
Ep 009/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:37,  2.04it/s, loss=0.050, pair=26.734, adv=20.615, sprd=0.0
Ep 009/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:53,  1.89it/s, loss=0.050, pair=26.734, adv=20.615, sprd=0.0
Ep 009/80 [S1:deg_only]:   2%| | 11/453 [00:06<03:53,  1.89it/s, loss=0.043, pair=35.281, adv=28.568, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 12/453 [00:06<03:35,  2.04it/s, loss=0.043, pair=35.281, adv=28.568, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:35,  2.04it/s, loss=0.045, pair=20.109, adv=17.862, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:50,  1.91it/s, loss=0.045, pair=20.109, adv=17.862, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 13/453 [00:07<03:50,  1.91it/s, loss=0.043, pair=24.922, adv=23.864, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 14/453 [00:07<03:38,  2.01it/s, loss=0.043, pair=24.922, adv=23.864, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:38,  2.01it/s, loss=0.049, pair=26.672, adv=21.038, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:55,  1.86it/s, loss=0.049, pair=26.672, adv=21.038, sprd=0.0
Ep 009/80 [S1:deg_only]:   3%| | 15/453 [00:08<03:55,  1.86it/s, loss=0.043, pair=25.234, adv=26.995, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 16/453 [00:08<03:41,  1.97it/s, loss=0.043, pair=25.234, adv=26.995, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:41,  1.97it/s, loss=0.041, pair=24.094, adv=19.926, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:55,  1.85it/s, loss=0.041, pair=24.094, adv=19.926, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 17/453 [00:09<03:55,  1.85it/s, loss=0.044, pair=16.641, adv=14.634, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 18/453 [00:09<03:48,  1.91it/s, loss=0.044, pair=16.641, adv=14.634, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:48,  1.91it/s, loss=0.045, pair=29.609, adv=23.290, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 19/453 [00:10<04:20,  1.67it/s, loss=0.045, pair=29.609, adv=23.290, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 19/453 [00:11<04:20,  1.67it/s, loss=0.042, pair=14.992, adv=21.128, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:58,  1.82it/s, loss=0.042, pair=14.992, adv=21.128, sprd=0.0
Ep 009/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:58,  1.82it/s, loss=0.045, pair=11.234, adv=17.757, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 21/453 [00:11<04:04,  1.76it/s, loss=0.045, pair=11.234, adv=17.757, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 21/453 [00:12<04:04,  1.76it/s, loss=0.041, pair=26.219, adv=19.809, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:46,  1.90it/s, loss=0.041, pair=26.219, adv=19.809, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:46,  1.90it/s, loss=0.046, pair=23.250, adv=26.655, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 23/453 [00:12<04:05,  1.75it/s, loss=0.046, pair=23.250, adv=26.655, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 23/453 [00:13<04:05,  1.75it/s, loss=0.042, pair=25.266, adv=29.484, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:45,  1.91it/s, loss=0.042, pair=25.266, adv=29.484, sprd=0.0
Ep 009/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:45,  1.91it/s, loss=0.040, pair=26.438, adv=25.132, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 25/453 [00:13<03:54,  1.83it/s, loss=0.040, pair=26.438, adv=25.132, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 25/453 [00:14<03:54,  1.83it/s, loss=0.043, pair=22.266, adv=16.157, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:38,  1.95it/s, loss=0.043, pair=22.266, adv=16.157, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:38,  1.95it/s, loss=0.045, pair=25.375, adv=22.876, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 27/453 [00:14<03:48,  1.87it/s, loss=0.045, pair=25.375, adv=22.876, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 27/453 [00:15<03:48,  1.87it/s, loss=0.042, pair=12.391, adv=15.766, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:36,  1.96it/s, loss=0.042, pair=12.391, adv=15.766, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:36,  1.96it/s, loss=0.045, pair=28.281, adv=20.337, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 29/453 [00:15<03:49,  1.85it/s, loss=0.045, pair=28.281, adv=20.337, sprd=0.0
Ep 009/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:49,  1.85it/s, loss=0.042, pair=16.906, adv=18.296, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:36,  1.95it/s, loss=0.042, pair=16.906, adv=18.296, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:36,  1.95it/s, loss=0.046, pair=16.125, adv=9.915, sprd=0.00
Ep 009/80 [S1:deg_only]:   7%| | 31/453 [00:16<03:55,  1.79it/s, loss=0.046, pair=16.125, adv=9.915, sprd=0.00
Ep 009/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:55,  1.79it/s, loss=0.045, pair=27.422, adv=12.148, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:40,  1.91it/s, loss=0.045, pair=27.422, adv=12.148, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 32/453 [00:18<03:40,  1.91it/s, loss=0.053, pair=21.609, adv=24.782, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:02,  1.73it/s, loss=0.053, pair=21.609, adv=24.782, sprd=0.0
Ep 009/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:02,  1.73it/s, loss=0.039, pair=29.625, adv=28.158, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:44,  1.86it/s, loss=0.039, pair=29.625, adv=28.158, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 34/453 [00:19<03:44,  1.86it/s, loss=0.042, pair=21.562, adv=20.803, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:54,  1.78it/s, loss=0.042, pair=21.562, adv=20.803, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:54,  1.78it/s, loss=0.046, pair=16.797, adv=17.767, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:37,  1.92it/s, loss=0.046, pair=16.797, adv=17.767, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 36/453 [00:20<03:37,  1.92it/s, loss=0.054, pair=22.375, adv=20.085, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:46,  1.84it/s, loss=0.054, pair=22.375, adv=20.085, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:46,  1.84it/s, loss=0.041, pair=16.812, adv=24.045, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:31,  1.96it/s, loss=0.041, pair=16.812, adv=24.045, sprd=0.0
Ep 009/80 [S1:deg_only]:   8%| | 38/453 [00:21<03:31,  1.96it/s, loss=0.044, pair=23.031, adv=19.262, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:36,  1.91it/s, loss=0.044, pair=23.031, adv=19.262, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:36,  1.91it/s, loss=0.041, pair=24.625, adv=15.704, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:23,  2.03it/s, loss=0.041, pair=24.625, adv=15.704, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:23,  2.03it/s, loss=0.047, pair=23.750, adv=27.704, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:32,  1.94it/s, loss=0.047, pair=23.750, adv=27.704, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:32,  1.94it/s, loss=0.045, pair=19.938, adv=25.587, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:21,  2.04it/s, loss=0.045, pair=19.938, adv=25.587, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 42/453 [00:23<03:21,  2.04it/s, loss=0.042, pair=19.078, adv=22.367, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:27,  1.98it/s, loss=0.042, pair=19.078, adv=22.367, sprd=0.0
Ep 009/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:27,  1.98it/s, loss=0.045, pair=29.219, adv=28.425, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:18,  2.06it/s, loss=0.045, pair=29.219, adv=28.425, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 44/453 [00:24<03:18,  2.06it/s, loss=0.041, pair=15.148, adv=12.450, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:30,  1.94it/s, loss=0.041, pair=15.148, adv=12.450, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:30,  1.94it/s, loss=0.040, pair=27.203, adv=29.647, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 46/453 [00:24<03:22,  2.01it/s, loss=0.040, pair=27.203, adv=29.647, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:22,  2.01it/s, loss=0.042, pair=27.938, adv=22.384, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:54,  1.73it/s, loss=0.042, pair=27.938, adv=22.384, sprd=0.0
Ep 009/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:54,  1.73it/s, loss=0.043, pair=24.750, adv=27.961, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:47,  1.78it/s, loss=0.043, pair=24.750, adv=27.961, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 48/453 [00:26<03:47,  1.78it/s, loss=0.046, pair=19.047, adv=18.512, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 49/453 [00:26<03:53,  1.73it/s, loss=0.046, pair=19.047, adv=18.512, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:53,  1.73it/s, loss=0.043, pair=29.484, adv=21.271, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:38,  1.84it/s, loss=0.043, pair=29.484, adv=21.271, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:38,  1.84it/s, loss=0.046, pair=18.484, adv=30.841, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 51/453 [00:27<03:53,  1.72it/s, loss=0.046, pair=18.484, adv=30.841, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:53,  1.72it/s, loss=0.046, pair=24.594, adv=13.048, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:38,  1.83it/s, loss=0.046, pair=24.594, adv=13.048, sprd=0.0
Ep 009/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:38,  1.83it/s, loss=0.043, pair=29.531, adv=21.072, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 53/453 [00:28<03:43,  1.79it/s, loss=0.043, pair=29.531, adv=21.072, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:43,  1.79it/s, loss=0.040, pair=17.781, adv=21.718, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:23,  1.97it/s, loss=0.040, pair=17.781, adv=21.718, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:23,  1.97it/s, loss=0.044, pair=25.250, adv=20.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 55/453 [00:29<03:30,  1.89it/s, loss=0.044, pair=25.250, adv=20.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:30,  1.89it/s, loss=0.041, pair=28.281, adv=19.716, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:17,  2.01it/s, loss=0.041, pair=28.281, adv=19.716, sprd=0.0
Ep 009/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:17,  2.01it/s, loss=0.043, pair=26.750, adv=26.589, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 57/453 [00:30<03:27,  1.91it/s, loss=0.043, pair=26.750, adv=26.589, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:27,  1.91it/s, loss=0.040, pair=20.703, adv=18.887, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:16,  2.01it/s, loss=0.040, pair=20.703, adv=18.887, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:16,  2.01it/s, loss=0.042, pair=30.359, adv=20.992, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 59/453 [00:31<03:27,  1.90it/s, loss=0.042, pair=30.359, adv=20.992, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:27,  1.90it/s, loss=0.041, pair=22.359, adv=15.540, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:15,  2.01it/s, loss=0.041, pair=22.359, adv=15.540, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:15,  2.01it/s, loss=0.038, pair=16.641, adv=26.435, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 61/453 [00:32<03:18,  1.97it/s, loss=0.038, pair=16.641, adv=26.435, sprd=0.0
Ep 009/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:18,  1.97it/s, loss=0.041, pair=17.250, adv=25.085, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:16,  1.99it/s, loss=0.041, pair=17.250, adv=25.085, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:16,  1.99it/s, loss=0.045, pair=20.594, adv=17.304, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 63/453 [00:33<03:34,  1.82it/s, loss=0.045, pair=20.594, adv=17.304, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:34,  1.82it/s, loss=0.046, pair=21.766, adv=12.126, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:23,  1.91it/s, loss=0.046, pair=21.766, adv=12.126, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:23,  1.91it/s, loss=0.044, pair=14.055, adv=15.465, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 65/453 [00:34<03:28,  1.86it/s, loss=0.044, pair=14.055, adv=15.465, sprd=0.0
Ep 009/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:28,  1.86it/s, loss=0.043, pair=16.969, adv=25.753, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<03:18,  1.95it/s, loss=0.043, pair=16.969, adv=25.753, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<03:18,  1.95it/s, loss=0.041, pair=24.250, adv=30.361, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 67/453 [00:35<03:29,  1.84it/s, loss=0.041, pair=24.250, adv=30.361, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:29,  1.84it/s, loss=0.044, pair=28.594, adv=21.083, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<03:17,  1.95it/s, loss=0.044, pair=28.594, adv=21.083, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<03:17,  1.95it/s, loss=0.045, pair=30.234, adv=27.886, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 69/453 [00:36<03:22,  1.90it/s, loss=0.045, pair=30.234, adv=27.886, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:22,  1.90it/s, loss=0.041, pair=22.906, adv=28.389, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<03:11,  2.00it/s, loss=0.041, pair=22.906, adv=28.389, sprd=0.0
Ep 009/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<03:11,  2.00it/s, loss=0.044, pair=20.469, adv=14.798, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 71/453 [00:37<03:15,  1.95it/s, loss=0.044, pair=20.469, adv=14.798, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:15,  1.95it/s, loss=0.042, pair=32.281, adv=18.174, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 72/453 [00:38<03:05,  2.05it/s, loss=0.042, pair=32.281, adv=18.174, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 72/453 [00:38<03:05,  2.05it/s, loss=0.040, pair=23.453, adv=29.916, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 73/453 [00:38<03:16,  1.93it/s, loss=0.040, pair=23.453, adv=29.916, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 73/453 [00:39<03:16,  1.93it/s, loss=0.041, pair=23.609, adv=20.793, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 74/453 [00:39<03:06,  2.03it/s, loss=0.041, pair=23.609, adv=20.793, sprd=0.0
Ep 009/80 [S1:deg_only]:  16%|▏| 74/453 [00:40<03:06,  2.03it/s, loss=0.044, pair=21.266, adv=28.793, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 75/453 [00:40<03:21,  1.88it/s, loss=0.044, pair=21.266, adv=28.793, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 75/453 [00:40<03:21,  1.88it/s, loss=0.041, pair=25.344, adv=26.368, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 76/453 [00:40<03:09,  1.99it/s, loss=0.041, pair=25.344, adv=26.368, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 76/453 [00:41<03:09,  1.99it/s, loss=0.046, pair=27.703, adv=19.230, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 77/453 [00:41<03:27,  1.81it/s, loss=0.046, pair=27.703, adv=19.230, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 77/453 [00:41<03:27,  1.81it/s, loss=0.041, pair=24.297, adv=17.410, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 78/453 [00:41<03:15,  1.91it/s, loss=0.041, pair=24.297, adv=17.410, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 78/453 [00:42<03:15,  1.91it/s, loss=0.147, pair=22.484, adv=15.091, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 79/453 [00:42<03:25,  1.82it/s, loss=0.147, pair=22.484, adv=15.091, sprd=0.0
Ep 009/80 [S1:deg_only]:  17%|▏| 79/453 [00:42<03:25,  1.82it/s, loss=0.041, pair=23.328, adv=20.450, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 80/453 [00:42<03:26,  1.80it/s, loss=0.041, pair=23.328, adv=20.450, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 80/453 [00:43<03:26,  1.80it/s, loss=0.149, pair=25.062, adv=32.437, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 81/453 [00:43<03:29,  1.78it/s, loss=0.149, pair=25.062, adv=32.437, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 81/453 [00:43<03:29,  1.78it/s, loss=0.040, pair=24.719, adv=23.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 82/453 [00:43<03:16,  1.88it/s, loss=0.040, pair=24.719, adv=23.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 82/453 [00:44<03:16,  1.88it/s, loss=0.043, pair=16.547, adv=23.062, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 83/453 [00:44<03:22,  1.82it/s, loss=0.043, pair=16.547, adv=23.062, sprd=0.0
Ep 009/80 [S1:deg_only]:  18%|▏| 83/453 [00:44<03:22,  1.82it/s, loss=0.040, pair=20.078, adv=17.441, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 84/453 [00:44<03:06,  1.98it/s, loss=0.040, pair=20.078, adv=17.441, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 84/453 [00:45<03:06,  1.98it/s, loss=0.047, pair=22.203, adv=16.719, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 85/453 [00:45<03:14,  1.89it/s, loss=0.047, pair=22.203, adv=16.719, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 85/453 [00:45<03:14,  1.89it/s, loss=0.042, pair=20.828, adv=20.567, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 86/453 [00:45<03:01,  2.03it/s, loss=0.042, pair=20.828, adv=20.567, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 86/453 [00:46<03:01,  2.03it/s, loss=0.048, pair=22.656, adv=33.607, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 87/453 [00:46<03:11,  1.91it/s, loss=0.048, pair=22.656, adv=33.607, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 87/453 [00:46<03:11,  1.91it/s, loss=0.044, pair=19.250, adv=32.346, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 88/453 [00:46<03:00,  2.03it/s, loss=0.044, pair=19.250, adv=32.346, sprd=0.0
Ep 009/80 [S1:deg_only]:  19%|▏| 88/453 [00:47<03:00,  2.03it/s, loss=0.040, pair=26.828, adv=18.363, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 89/453 [00:47<03:07,  1.94it/s, loss=0.040, pair=26.828, adv=18.363, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 89/453 [00:47<03:07,  1.94it/s, loss=0.044, pair=33.500, adv=33.574, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 90/453 [00:47<02:57,  2.04it/s, loss=0.044, pair=33.500, adv=33.574, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 90/453 [00:48<02:57,  2.04it/s, loss=0.148, pair=29.500, adv=25.976, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 91/453 [00:48<03:05,  1.95it/s, loss=0.148, pair=29.500, adv=25.976, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 91/453 [00:48<03:05,  1.95it/s, loss=0.043, pair=23.656, adv=12.724, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 92/453 [00:48<02:58,  2.03it/s, loss=0.043, pair=23.656, adv=12.724, sprd=0.0
Ep 009/80 [S1:deg_only]:  20%|▏| 92/453 [00:49<02:58,  2.03it/s, loss=0.042, pair=16.875, adv=23.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 93/453 [00:49<03:07,  1.92it/s, loss=0.042, pair=16.875, adv=23.658, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 93/453 [00:49<03:07,  1.92it/s, loss=0.041, pair=21.969, adv=23.256, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 94/453 [00:49<03:00,  1.99it/s, loss=0.041, pair=21.969, adv=23.256, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 94/453 [00:50<03:00,  1.99it/s, loss=0.145, pair=33.625, adv=28.451, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 95/453 [00:50<03:09,  1.89it/s, loss=0.145, pair=33.625, adv=28.451, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 95/453 [00:50<03:09,  1.89it/s, loss=0.039, pair=20.531, adv=21.362, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 96/453 [00:50<02:57,  2.01it/s, loss=0.039, pair=20.531, adv=21.362, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 96/453 [00:51<02:57,  2.01it/s, loss=0.041, pair=21.891, adv=26.521, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 97/453 [00:51<03:04,  1.93it/s, loss=0.041, pair=21.891, adv=26.521, sprd=0.0
Ep 009/80 [S1:deg_only]:  21%|▏| 97/453 [00:51<03:04,  1.93it/s, loss=0.043, pair=27.266, adv=23.718, sprd=0.0
Ep 009/80 [S1:deg_only]:  22%|▏| 98/453 [00:51<02:56,  2.02it/s, loss=0.043, pair=27.266, adv=23.718, sprd=0.0
Ep 009/80 [S1:deg_only]:  22%|▏| 98/453 [00:52<02:56,  2.02it/s, loss=0.043, pair=21.562, adv=15.874, sprd=0.0
Ep 009/80 [S1:deg_only]:  22%|▏| 99/453 [00:52<03:04,  1.91it/s, loss=0.043, pair=21.562, adv=15.874, sprd=0.0
Ep 009/80 [S1:deg_only]:  22%|▏| 99/453 [00:52<03:04,  1.91it/s, loss=0.039, pair=25.062, adv=28.607, sprd=0.0
Ep 009/80 [S1:deg_only]:  22%|▏| 100/453 [00:52<02:56,  2.01it/s, loss=0.039, pair=25.062, adv=28.607, sprd=0.
Ep 009/80 [S1:deg_only]:  22%|▏| 100/453 [00:53<02:56,  2.01it/s, loss=0.041, pair=21.766, adv=24.332, sprd=0.
Ep 009/80 [S1:deg_only]:  22%|▏| 101/453 [00:53<03:09,  1.86it/s, loss=0.041, pair=21.766, adv=24.332, sprd=0.
Ep 009/80 [S1:deg_only]:  22%|▏| 101/453 [00:53<03:09,  1.86it/s, loss=0.039, pair=13.336, adv=25.958, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 102/453 [00:53<02:56,  1.98it/s, loss=0.039, pair=13.336, adv=25.958, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 102/453 [00:54<02:56,  1.98it/s, loss=0.044, pair=29.859, adv=21.546, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 103/453 [00:54<03:28,  1.68it/s, loss=0.044, pair=29.859, adv=21.546, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 103/453 [00:55<03:28,  1.68it/s, loss=0.041, pair=27.703, adv=17.673, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<03:12,  1.82it/s, loss=0.041, pair=27.703, adv=17.673, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<03:12,  1.82it/s, loss=0.042, pair=29.453, adv=21.044, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 105/453 [00:55<03:23,  1.71it/s, loss=0.042, pair=29.453, adv=21.044, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 105/453 [00:56<03:23,  1.71it/s, loss=0.038, pair=28.531, adv=19.040, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<03:07,  1.85it/s, loss=0.038, pair=28.531, adv=19.040, sprd=0.
Ep 009/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<03:07,  1.85it/s, loss=0.044, pair=24.188, adv=25.186, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 107/453 [00:56<03:12,  1.80it/s, loss=0.044, pair=24.188, adv=25.186, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 107/453 [00:57<03:12,  1.80it/s, loss=0.041, pair=24.875, adv=21.538, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 108/453 [00:57<03:02,  1.89it/s, loss=0.041, pair=24.875, adv=21.538, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 108/453 [00:58<03:02,  1.89it/s, loss=0.039, pair=24.109, adv=23.091, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 109/453 [00:58<03:18,  1.74it/s, loss=0.039, pair=24.109, adv=23.091, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 109/453 [00:58<03:18,  1.74it/s, loss=0.040, pair=21.516, adv=22.133, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 110/453 [00:58<03:03,  1.87it/s, loss=0.040, pair=21.516, adv=22.133, sprd=0.
Ep 009/80 [S1:deg_only]:  24%|▏| 110/453 [00:59<03:03,  1.87it/s, loss=0.042, pair=22.516, adv=23.671, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 111/453 [00:59<03:09,  1.80it/s, loss=0.042, pair=22.516, adv=23.671, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 111/453 [00:59<03:09,  1.80it/s, loss=0.043, pair=32.000, adv=16.013, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 112/453 [00:59<02:59,  1.91it/s, loss=0.043, pair=32.000, adv=16.013, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 112/453 [01:00<02:59,  1.91it/s, loss=0.038, pair=24.250, adv=25.468, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:15,  1.74it/s, loss=0.038, pair=24.250, adv=25.468, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:15,  1.74it/s, loss=0.042, pair=28.438, adv=17.395, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▎| 114/453 [01:00<03:04,  1.84it/s, loss=0.042, pair=28.438, adv=17.395, sprd=0.
Ep 009/80 [S1:deg_only]:  25%|▎| 114/453 [01:01<03:04,  1.84it/s, loss=0.041, pair=19.500, adv=8.678, sprd=0.0
Ep 009/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:18,  1.70it/s, loss=0.041, pair=19.500, adv=8.678, sprd=0.0
Ep 009/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:18,  1.70it/s, loss=0.042, pair=25.078, adv=22.775, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 116/453 [01:01<03:03,  1.84it/s, loss=0.042, pair=25.078, adv=22.775, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 116/453 [01:02<03:03,  1.84it/s, loss=0.039, pair=20.047, adv=15.543, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 117/453 [01:02<03:17,  1.70it/s, loss=0.039, pair=20.047, adv=15.543, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 117/453 [01:02<03:17,  1.70it/s, loss=0.039, pair=29.500, adv=26.242, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 118/453 [01:02<03:01,  1.84it/s, loss=0.039, pair=29.500, adv=26.242, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 118/453 [01:03<03:01,  1.84it/s, loss=0.042, pair=27.859, adv=26.419, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 119/453 [01:03<03:10,  1.76it/s, loss=0.042, pair=27.859, adv=26.419, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 119/453 [01:04<03:10,  1.76it/s, loss=0.042, pair=26.266, adv=25.291, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<02:56,  1.89it/s, loss=0.042, pair=26.266, adv=25.291, sprd=0.
Ep 009/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<02:56,  1.89it/s, loss=0.045, pair=22.062, adv=28.754, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 121/453 [01:04<03:01,  1.83it/s, loss=0.045, pair=22.062, adv=28.754, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 121/453 [01:05<03:01,  1.83it/s, loss=0.039, pair=24.797, adv=25.583, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 122/453 [01:05<02:51,  1.93it/s, loss=0.039, pair=24.797, adv=25.583, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 122/453 [01:05<02:51,  1.93it/s, loss=0.147, pair=25.703, adv=22.996, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 123/453 [01:05<03:04,  1.79it/s, loss=0.147, pair=25.703, adv=22.996, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 123/453 [01:06<03:04,  1.79it/s, loss=0.046, pair=23.406, adv=20.370, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 124/453 [01:06<02:53,  1.90it/s, loss=0.046, pair=23.406, adv=20.370, sprd=0.
Ep 009/80 [S1:deg_only]:  27%|▎| 124/453 [01:06<02:53,  1.90it/s, loss=0.040, pair=27.672, adv=25.037, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 125/453 [01:06<03:03,  1.79it/s, loss=0.040, pair=27.672, adv=25.037, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 125/453 [01:07<03:03,  1.79it/s, loss=0.041, pair=25.703, adv=18.237, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 126/453 [01:07<02:50,  1.92it/s, loss=0.041, pair=25.703, adv=18.237, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 126/453 [01:07<02:50,  1.92it/s, loss=0.044, pair=23.391, adv=19.263, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 127/453 [01:07<02:54,  1.87it/s, loss=0.044, pair=23.391, adv=19.263, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 127/453 [01:08<02:54,  1.87it/s, loss=0.040, pair=26.953, adv=21.588, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 128/453 [01:08<02:40,  2.02it/s, loss=0.040, pair=26.953, adv=21.588, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 128/453 [01:08<02:40,  2.02it/s, loss=0.042, pair=25.734, adv=21.344, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 129/453 [01:08<02:57,  1.83it/s, loss=0.042, pair=25.734, adv=21.344, sprd=0.
Ep 009/80 [S1:deg_only]:  28%|▎| 129/453 [01:09<02:57,  1.83it/s, loss=0.041, pair=20.094, adv=13.177, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 130/453 [01:09<02:46,  1.93it/s, loss=0.041, pair=20.094, adv=13.177, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 130/453 [01:10<02:46,  1.93it/s, loss=0.039, pair=17.531, adv=24.345, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 131/453 [01:10<03:20,  1.61it/s, loss=0.039, pair=17.531, adv=24.345, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 131/453 [01:10<03:20,  1.61it/s, loss=0.042, pair=24.641, adv=12.303, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 132/453 [01:10<03:04,  1.74it/s, loss=0.042, pair=24.641, adv=12.303, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 132/453 [01:11<03:04,  1.74it/s, loss=0.044, pair=24.359, adv=11.253, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 133/453 [01:11<03:10,  1.68it/s, loss=0.044, pair=24.359, adv=11.253, sprd=0.
Ep 009/80 [S1:deg_only]:  29%|▎| 133/453 [01:11<03:10,  1.68it/s, loss=0.154, pair=21.703, adv=20.010, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 134/453 [01:11<02:59,  1.78it/s, loss=0.154, pair=21.703, adv=20.010, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 134/453 [01:12<02:59,  1.78it/s, loss=0.043, pair=14.953, adv=14.756, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 135/453 [01:12<02:56,  1.80it/s, loss=0.043, pair=14.953, adv=14.756, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 135/453 [01:12<02:56,  1.80it/s, loss=0.044, pair=27.594, adv=18.289, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 136/453 [01:12<02:45,  1.92it/s, loss=0.044, pair=27.594, adv=18.289, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 136/453 [01:13<02:45,  1.92it/s, loss=0.048, pair=22.922, adv=16.329, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 137/453 [01:13<02:47,  1.88it/s, loss=0.048, pair=22.922, adv=16.329, sprd=0.
Ep 009/80 [S1:deg_only]:  30%|▎| 137/453 [01:13<02:47,  1.88it/s, loss=0.040, pair=20.641, adv=9.803, sprd=0.0
Ep 009/80 [S1:deg_only]:  30%|▎| 138/453 [01:13<02:40,  1.96it/s, loss=0.040, pair=20.641, adv=9.803, sprd=0.0
Ep 009/80 [S1:deg_only]:  30%|▎| 138/453 [01:14<02:40,  1.96it/s, loss=0.042, pair=27.438, adv=15.461, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 139/453 [01:14<02:48,  1.86it/s, loss=0.042, pair=27.438, adv=15.461, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 139/453 [01:14<02:48,  1.86it/s, loss=0.043, pair=26.078, adv=10.735, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 140/453 [01:14<02:38,  1.98it/s, loss=0.043, pair=26.078, adv=10.735, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 140/453 [01:15<02:38,  1.98it/s, loss=0.048, pair=27.156, adv=15.117, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 141/453 [01:15<02:49,  1.84it/s, loss=0.048, pair=27.156, adv=15.117, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 141/453 [01:15<02:49,  1.84it/s, loss=0.042, pair=20.062, adv=16.399, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 142/453 [01:15<02:41,  1.93it/s, loss=0.042, pair=20.062, adv=16.399, sprd=0.
Ep 009/80 [S1:deg_only]:  31%|▎| 142/453 [01:16<02:41,  1.93it/s, loss=0.044, pair=17.688, adv=9.192, sprd=0.0
Ep 009/80 [S1:deg_only]:  32%|▎| 143/453 [01:16<02:58,  1.74it/s, loss=0.044, pair=17.688, adv=9.192, sprd=0.0
Ep 009/80 [S1:deg_only]:  32%|▎| 143/453 [01:17<02:58,  1.74it/s, loss=0.046, pair=21.172, adv=20.061, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 144/453 [01:17<02:47,  1.85it/s, loss=0.046, pair=21.172, adv=20.061, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 144/453 [01:17<02:47,  1.85it/s, loss=0.042, pair=27.656, adv=17.236, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 145/453 [01:17<02:55,  1.76it/s, loss=0.042, pair=27.656, adv=17.236, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 145/453 [01:18<02:55,  1.76it/s, loss=0.040, pair=19.688, adv=15.111, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 146/453 [01:18<02:44,  1.86it/s, loss=0.040, pair=19.688, adv=15.111, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 146/453 [01:18<02:44,  1.86it/s, loss=0.050, pair=23.344, adv=18.235, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 147/453 [01:18<03:04,  1.66it/s, loss=0.050, pair=23.344, adv=18.235, sprd=0.
Ep 009/80 [S1:deg_only]:  32%|▎| 147/453 [01:19<03:04,  1.66it/s, loss=0.042, pair=16.250, adv=20.006, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 148/453 [01:19<02:51,  1.78it/s, loss=0.042, pair=16.250, adv=20.006, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 148/453 [01:19<02:51,  1.78it/s, loss=0.147, pair=21.859, adv=20.187, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 149/453 [01:19<02:53,  1.75it/s, loss=0.147, pair=21.859, adv=20.187, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 149/453 [01:20<02:53,  1.75it/s, loss=0.042, pair=25.016, adv=20.626, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 150/453 [01:20<02:38,  1.91it/s, loss=0.042, pair=25.016, adv=20.626, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 150/453 [01:20<02:38,  1.91it/s, loss=0.044, pair=22.000, adv=18.030, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 151/453 [01:20<02:43,  1.84it/s, loss=0.044, pair=22.000, adv=18.030, sprd=0.
Ep 009/80 [S1:deg_only]:  33%|▎| 151/453 [01:21<02:43,  1.84it/s, loss=0.043, pair=28.250, adv=25.271, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 152/453 [01:21<02:34,  1.95it/s, loss=0.043, pair=28.250, adv=25.271, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 152/453 [01:22<02:34,  1.95it/s, loss=0.043, pair=22.922, adv=8.225, sprd=0.0
Ep 009/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:48,  1.78it/s, loss=0.043, pair=22.922, adv=8.225, sprd=0.0
Ep 009/80 [S1:deg_only]:  34%|▎| 153/453 [01:22<02:48,  1.78it/s, loss=0.043, pair=19.656, adv=19.387, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 154/453 [01:22<02:37,  1.90it/s, loss=0.043, pair=19.656, adv=19.387, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 154/453 [01:23<02:37,  1.90it/s, loss=0.045, pair=18.516, adv=13.059, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 155/453 [01:23<02:46,  1.79it/s, loss=0.045, pair=18.516, adv=13.059, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 155/453 [01:23<02:46,  1.79it/s, loss=0.042, pair=23.688, adv=24.988, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 156/453 [01:23<02:33,  1.93it/s, loss=0.042, pair=23.688, adv=24.988, sprd=0.
Ep 009/80 [S1:deg_only]:  34%|▎| 156/453 [01:24<02:33,  1.93it/s, loss=0.041, pair=23.344, adv=24.381, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:46,  1.77it/s, loss=0.041, pair=23.344, adv=24.381, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 157/453 [01:24<02:46,  1.77it/s, loss=0.040, pair=22.156, adv=14.174, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 158/453 [01:24<02:36,  1.88it/s, loss=0.040, pair=22.156, adv=14.174, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 158/453 [01:25<02:36,  1.88it/s, loss=0.045, pair=22.500, adv=19.238, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 159/453 [01:25<03:13,  1.52it/s, loss=0.045, pair=22.500, adv=19.238, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 159/453 [01:26<03:13,  1.52it/s, loss=0.043, pair=22.000, adv=17.329, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 160/453 [01:26<02:56,  1.66it/s, loss=0.043, pair=22.000, adv=17.329, sprd=0.
Ep 009/80 [S1:deg_only]:  35%|▎| 160/453 [01:26<02:56,  1.66it/s, loss=0.042, pair=30.344, adv=25.470, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 161/453 [01:26<03:00,  1.62it/s, loss=0.042, pair=30.344, adv=25.470, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 161/453 [01:27<03:00,  1.62it/s, loss=0.041, pair=25.750, adv=20.433, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 162/453 [01:27<02:42,  1.79it/s, loss=0.041, pair=25.750, adv=20.433, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 162/453 [01:27<02:42,  1.79it/s, loss=0.046, pair=26.031, adv=24.788, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 163/453 [01:27<02:45,  1.75it/s, loss=0.046, pair=26.031, adv=24.788, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 163/453 [01:28<02:45,  1.75it/s, loss=0.039, pair=25.875, adv=20.881, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 164/453 [01:28<02:31,  1.91it/s, loss=0.039, pair=25.875, adv=20.881, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 164/453 [01:28<02:31,  1.91it/s, loss=0.043, pair=25.844, adv=24.242, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 165/453 [01:28<02:38,  1.82it/s, loss=0.043, pair=25.844, adv=24.242, sprd=0.
Ep 009/80 [S1:deg_only]:  36%|▎| 165/453 [01:29<02:38,  1.82it/s, loss=0.040, pair=34.188, adv=11.481, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 166/453 [01:29<02:27,  1.95it/s, loss=0.040, pair=34.188, adv=11.481, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 166/453 [01:29<02:27,  1.95it/s, loss=0.043, pair=21.625, adv=16.105, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 167/453 [01:29<02:40,  1.78it/s, loss=0.043, pair=21.625, adv=16.105, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 167/453 [01:30<02:40,  1.78it/s, loss=0.039, pair=13.375, adv=25.687, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 168/453 [01:30<02:28,  1.92it/s, loss=0.039, pair=13.375, adv=25.687, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 168/453 [01:30<02:28,  1.92it/s, loss=0.044, pair=21.797, adv=13.288, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 169/453 [01:30<02:34,  1.84it/s, loss=0.044, pair=21.797, adv=13.288, sprd=0.
Ep 009/80 [S1:deg_only]:  37%|▎| 169/453 [01:31<02:34,  1.84it/s, loss=0.040, pair=18.172, adv=12.928, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 170/453 [01:31<02:22,  1.98it/s, loss=0.040, pair=18.172, adv=12.928, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 170/453 [01:32<02:22,  1.98it/s, loss=0.046, pair=15.578, adv=17.046, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 171/453 [01:32<02:39,  1.77it/s, loss=0.046, pair=15.578, adv=17.046, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 171/453 [01:32<02:39,  1.77it/s, loss=0.041, pair=20.156, adv=18.340, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 172/453 [01:32<02:30,  1.86it/s, loss=0.041, pair=20.156, adv=18.340, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 172/453 [01:33<02:30,  1.86it/s, loss=0.149, pair=27.688, adv=8.987, sprd=0.0
Ep 009/80 [S1:deg_only]:  38%|▍| 173/453 [01:33<02:43,  1.72it/s, loss=0.149, pair=27.688, adv=8.987, sprd=0.0
Ep 009/80 [S1:deg_only]:  38%|▍| 173/453 [01:33<02:43,  1.72it/s, loss=0.040, pair=23.234, adv=18.434, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 174/453 [01:33<02:30,  1.86it/s, loss=0.040, pair=23.234, adv=18.434, sprd=0.
Ep 009/80 [S1:deg_only]:  38%|▍| 174/453 [01:34<02:30,  1.86it/s, loss=0.042, pair=21.438, adv=23.220, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 175/453 [01:34<02:42,  1.71it/s, loss=0.042, pair=21.438, adv=23.220, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 175/453 [01:34<02:42,  1.71it/s, loss=0.043, pair=25.984, adv=19.142, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 176/453 [01:34<02:28,  1.87it/s, loss=0.043, pair=25.984, adv=19.142, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 176/453 [01:35<02:28,  1.87it/s, loss=0.044, pair=16.891, adv=7.343, sprd=0.0
Ep 009/80 [S1:deg_only]:  39%|▍| 177/453 [01:35<02:35,  1.78it/s, loss=0.044, pair=16.891, adv=7.343, sprd=0.0
Ep 009/80 [S1:deg_only]:  39%|▍| 177/453 [01:35<02:35,  1.78it/s, loss=0.039, pair=23.500, adv=23.711, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 178/453 [01:35<02:23,  1.92it/s, loss=0.039, pair=23.500, adv=23.711, sprd=0.
Ep 009/80 [S1:deg_only]:  39%|▍| 178/453 [01:36<02:23,  1.92it/s, loss=0.040, pair=27.250, adv=20.693, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 179/453 [01:36<02:30,  1.82it/s, loss=0.040, pair=27.250, adv=20.693, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 179/453 [01:36<02:30,  1.82it/s, loss=0.041, pair=15.391, adv=16.050, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 180/453 [01:36<02:25,  1.87it/s, loss=0.041, pair=15.391, adv=16.050, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 180/453 [01:37<02:25,  1.87it/s, loss=0.147, pair=23.094, adv=12.960, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 181/453 [01:37<02:44,  1.65it/s, loss=0.147, pair=23.094, adv=12.960, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 181/453 [01:38<02:44,  1.65it/s, loss=0.047, pair=23.797, adv=19.923, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 182/453 [01:38<02:30,  1.80it/s, loss=0.047, pair=23.797, adv=19.923, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 182/453 [01:38<02:30,  1.80it/s, loss=0.041, pair=20.766, adv=21.584, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 183/453 [01:38<02:34,  1.74it/s, loss=0.041, pair=20.766, adv=21.584, sprd=0.
Ep 009/80 [S1:deg_only]:  40%|▍| 183/453 [01:39<02:34,  1.74it/s, loss=0.042, pair=15.695, adv=21.541, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 184/453 [01:39<02:23,  1.87it/s, loss=0.042, pair=15.695, adv=21.541, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 184/453 [01:39<02:23,  1.87it/s, loss=0.042, pair=24.969, adv=24.614, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 185/453 [01:39<02:28,  1.80it/s, loss=0.042, pair=24.969, adv=24.614, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 185/453 [01:40<02:28,  1.80it/s, loss=0.042, pair=29.547, adv=26.735, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 186/453 [01:40<02:18,  1.93it/s, loss=0.042, pair=29.547, adv=26.735, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 186/453 [01:40<02:18,  1.93it/s, loss=0.041, pair=30.078, adv=21.541, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 187/453 [01:40<02:33,  1.73it/s, loss=0.041, pair=30.078, adv=21.541, sprd=0.
Ep 009/80 [S1:deg_only]:  41%|▍| 187/453 [01:41<02:33,  1.73it/s, loss=0.040, pair=21.719, adv=20.839, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 188/453 [01:41<02:20,  1.88it/s, loss=0.040, pair=21.719, adv=20.839, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 188/453 [01:41<02:20,  1.88it/s, loss=0.041, pair=19.062, adv=14.980, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 189/453 [01:41<02:23,  1.84it/s, loss=0.041, pair=19.062, adv=14.980, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 189/453 [01:42<02:23,  1.84it/s, loss=0.039, pair=18.469, adv=19.151, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 190/453 [01:42<02:10,  2.02it/s, loss=0.039, pair=18.469, adv=19.151, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 190/453 [01:42<02:10,  2.02it/s, loss=0.144, pair=28.953, adv=20.490, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 191/453 [01:42<02:14,  1.94it/s, loss=0.144, pair=28.953, adv=20.490, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 191/453 [01:43<02:14,  1.94it/s, loss=0.042, pair=23.078, adv=28.231, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 192/453 [01:43<02:08,  2.04it/s, loss=0.042, pair=23.078, adv=28.231, sprd=0.
Ep 009/80 [S1:deg_only]:  42%|▍| 192/453 [01:43<02:08,  2.04it/s, loss=0.043, pair=30.406, adv=17.703, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 193/453 [01:43<02:14,  1.93it/s, loss=0.043, pair=30.406, adv=17.703, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 193/453 [01:44<02:14,  1.93it/s, loss=0.042, pair=25.547, adv=12.970, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 194/453 [01:44<02:07,  2.03it/s, loss=0.042, pair=25.547, adv=12.970, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 194/453 [01:45<02:07,  2.03it/s, loss=0.044, pair=21.875, adv=16.906, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 195/453 [01:45<02:29,  1.73it/s, loss=0.044, pair=21.875, adv=16.906, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 195/453 [01:45<02:29,  1.73it/s, loss=0.042, pair=19.266, adv=18.766, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 196/453 [01:45<02:20,  1.82it/s, loss=0.042, pair=19.266, adv=18.766, sprd=0.
Ep 009/80 [S1:deg_only]:  43%|▍| 196/453 [01:46<02:20,  1.82it/s, loss=0.044, pair=16.672, adv=9.075, sprd=0.0
Ep 009/80 [S1:deg_only]:  43%|▍| 197/453 [01:46<02:25,  1.76it/s, loss=0.044, pair=16.672, adv=9.075, sprd=0.0
Ep 009/80 [S1:deg_only]:  43%|▍| 197/453 [01:46<02:25,  1.76it/s, loss=0.046, pair=22.656, adv=32.652, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 198/453 [01:46<02:13,  1.91it/s, loss=0.046, pair=22.656, adv=32.652, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 198/453 [01:47<02:13,  1.91it/s, loss=0.044, pair=20.547, adv=23.007, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 199/453 [01:47<02:17,  1.85it/s, loss=0.044, pair=20.547, adv=23.007, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 199/453 [01:47<02:17,  1.85it/s, loss=0.042, pair=34.031, adv=21.472, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 200/453 [01:47<02:08,  1.98it/s, loss=0.042, pair=34.031, adv=21.472, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 200/453 [01:48<02:08,  1.98it/s, loss=0.042, pair=23.781, adv=20.863, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 201/453 [01:48<02:11,  1.92it/s, loss=0.042, pair=23.781, adv=20.863, sprd=0.
Ep 009/80 [S1:deg_only]:  44%|▍| 201/453 [01:48<02:11,  1.92it/s, loss=0.039, pair=23.047, adv=24.284, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 202/453 [01:48<02:03,  2.03it/s, loss=0.039, pair=23.047, adv=24.284, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 202/453 [01:49<02:03,  2.03it/s, loss=0.043, pair=21.266, adv=22.082, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 203/453 [01:49<02:08,  1.94it/s, loss=0.043, pair=21.266, adv=22.082, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 203/453 [01:49<02:08,  1.94it/s, loss=0.041, pair=31.391, adv=21.827, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 204/453 [01:49<02:01,  2.05it/s, loss=0.041, pair=31.391, adv=21.827, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 204/453 [01:50<02:01,  2.05it/s, loss=0.040, pair=32.281, adv=27.202, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 205/453 [01:50<02:08,  1.93it/s, loss=0.040, pair=32.281, adv=27.202, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 205/453 [01:50<02:08,  1.93it/s, loss=0.040, pair=23.844, adv=26.702, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 206/453 [01:50<02:02,  2.02it/s, loss=0.040, pair=23.844, adv=26.702, sprd=0.
Ep 009/80 [S1:deg_only]:  45%|▍| 206/453 [01:51<02:02,  2.02it/s, loss=0.044, pair=32.500, adv=32.636, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 207/453 [01:51<02:11,  1.88it/s, loss=0.044, pair=32.500, adv=32.636, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 207/453 [01:51<02:11,  1.88it/s, loss=0.041, pair=22.656, adv=22.078, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 208/453 [01:51<02:03,  1.98it/s, loss=0.041, pair=22.656, adv=22.078, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 208/453 [01:52<02:03,  1.98it/s, loss=0.041, pair=25.203, adv=16.646, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 209/453 [01:52<02:19,  1.75it/s, loss=0.041, pair=25.203, adv=16.646, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 209/453 [01:52<02:19,  1.75it/s, loss=0.040, pair=25.578, adv=27.971, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 210/453 [01:52<02:13,  1.83it/s, loss=0.040, pair=25.578, adv=27.971, sprd=0.
Ep 009/80 [S1:deg_only]:  46%|▍| 210/453 [01:53<02:13,  1.83it/s, loss=0.048, pair=20.562, adv=23.054, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 211/453 [01:53<02:27,  1.64it/s, loss=0.048, pair=20.562, adv=23.054, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 211/453 [01:54<02:27,  1.64it/s, loss=0.040, pair=28.141, adv=22.429, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 212/453 [01:54<02:13,  1.81it/s, loss=0.040, pair=28.141, adv=22.429, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 212/453 [01:54<02:13,  1.81it/s, loss=0.043, pair=27.438, adv=25.380, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 213/453 [01:54<02:14,  1.79it/s, loss=0.043, pair=27.438, adv=25.380, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 213/453 [01:55<02:14,  1.79it/s, loss=0.041, pair=29.406, adv=20.712, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 214/453 [01:55<02:04,  1.92it/s, loss=0.041, pair=29.406, adv=20.712, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 214/453 [01:55<02:04,  1.92it/s, loss=0.047, pair=25.156, adv=34.995, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 215/453 [01:55<02:07,  1.86it/s, loss=0.047, pair=25.156, adv=34.995, sprd=0.
Ep 009/80 [S1:deg_only]:  47%|▍| 215/453 [01:56<02:07,  1.86it/s, loss=0.040, pair=21.625, adv=26.685, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 216/453 [01:56<02:00,  1.97it/s, loss=0.040, pair=21.625, adv=26.685, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 216/453 [01:56<02:00,  1.97it/s, loss=0.040, pair=23.250, adv=20.625, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 217/453 [01:56<02:07,  1.86it/s, loss=0.040, pair=23.250, adv=20.625, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 217/453 [01:57<02:07,  1.86it/s, loss=0.040, pair=26.281, adv=21.600, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 218/453 [01:57<01:58,  1.98it/s, loss=0.040, pair=26.281, adv=21.600, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 218/453 [01:57<01:58,  1.98it/s, loss=0.041, pair=27.922, adv=15.807, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 219/453 [01:57<02:03,  1.89it/s, loss=0.041, pair=27.922, adv=15.807, sprd=0.
Ep 009/80 [S1:deg_only]:  48%|▍| 219/453 [01:58<02:03,  1.89it/s, loss=0.045, pair=23.875, adv=11.082, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 220/453 [01:58<01:56,  2.00it/s, loss=0.045, pair=23.875, adv=11.082, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 220/453 [01:58<01:56,  2.00it/s, loss=0.042, pair=22.297, adv=22.358, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 221/453 [01:58<02:05,  1.85it/s, loss=0.042, pair=22.297, adv=22.358, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 221/453 [01:59<02:05,  1.85it/s, loss=0.043, pair=22.578, adv=20.295, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 222/453 [01:59<01:56,  1.98it/s, loss=0.043, pair=22.578, adv=20.295, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 222/453 [01:59<01:56,  1.98it/s, loss=0.044, pair=22.734, adv=17.818, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 223/453 [01:59<02:04,  1.85it/s, loss=0.044, pair=22.734, adv=17.818, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 223/453 [02:00<02:04,  1.85it/s, loss=0.043, pair=20.672, adv=28.722, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 224/453 [02:00<01:58,  1.94it/s, loss=0.043, pair=20.672, adv=28.722, sprd=0.
Ep 009/80 [S1:deg_only]:  49%|▍| 224/453 [02:00<01:58,  1.94it/s, loss=0.044, pair=23.281, adv=14.744, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▍| 225/453 [02:00<02:05,  1.81it/s, loss=0.044, pair=23.281, adv=14.744, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▍| 225/453 [02:01<02:05,  1.81it/s, loss=0.039, pair=16.000, adv=15.122, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▍| 226/453 [02:01<01:56,  1.94it/s, loss=0.039, pair=16.000, adv=15.122, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▍| 226/453 [02:01<01:56,  1.94it/s, loss=0.041, pair=25.609, adv=25.606, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▌| 227/453 [02:01<01:59,  1.88it/s, loss=0.041, pair=25.609, adv=25.606, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▌| 227/453 [02:02<01:59,  1.88it/s, loss=0.041, pair=20.672, adv=16.560, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▌| 228/453 [02:02<01:52,  2.00it/s, loss=0.041, pair=20.672, adv=16.560, sprd=0.
Ep 009/80 [S1:deg_only]:  50%|▌| 228/453 [02:03<01:52,  2.00it/s, loss=0.149, pair=28.344, adv=20.848, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 229/453 [02:03<01:59,  1.88it/s, loss=0.149, pair=28.344, adv=20.848, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 229/453 [02:03<01:59,  1.88it/s, loss=0.043, pair=35.062, adv=26.811, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 230/453 [02:03<01:52,  1.99it/s, loss=0.043, pair=35.062, adv=26.811, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 230/453 [02:04<01:52,  1.99it/s, loss=0.146, pair=27.812, adv=20.596, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 231/453 [02:04<01:57,  1.89it/s, loss=0.146, pair=27.812, adv=20.596, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 231/453 [02:04<01:57,  1.89it/s, loss=0.041, pair=26.219, adv=22.659, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 232/453 [02:04<01:51,  1.98it/s, loss=0.041, pair=26.219, adv=22.659, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 232/453 [02:05<01:51,  1.98it/s, loss=0.044, pair=23.344, adv=21.114, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 233/453 [02:05<01:55,  1.90it/s, loss=0.044, pair=23.344, adv=21.114, sprd=0.
Ep 009/80 [S1:deg_only]:  51%|▌| 233/453 [02:05<01:55,  1.90it/s, loss=0.043, pair=17.688, adv=12.789, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 234/453 [02:05<01:48,  2.02it/s, loss=0.043, pair=17.688, adv=12.789, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 234/453 [02:06<01:48,  2.02it/s, loss=0.046, pair=26.250, adv=11.679, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 235/453 [02:06<01:54,  1.91it/s, loss=0.046, pair=26.250, adv=11.679, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 235/453 [02:06<01:54,  1.91it/s, loss=0.047, pair=17.766, adv=20.543, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 236/453 [02:06<01:47,  2.03it/s, loss=0.047, pair=17.766, adv=20.543, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 236/453 [02:07<01:47,  2.03it/s, loss=0.044, pair=19.422, adv=14.176, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 237/453 [02:07<01:52,  1.92it/s, loss=0.044, pair=19.422, adv=14.176, sprd=0.
Ep 009/80 [S1:deg_only]:  52%|▌| 237/453 [02:07<01:52,  1.92it/s, loss=0.043, pair=24.891, adv=24.525, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 238/453 [02:07<01:48,  1.98it/s, loss=0.043, pair=24.891, adv=24.525, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 238/453 [02:08<01:48,  1.98it/s, loss=0.046, pair=25.875, adv=33.000, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 239/453 [02:08<02:25,  1.47it/s, loss=0.046, pair=25.875, adv=33.000, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 239/453 [02:09<02:25,  1.47it/s, loss=0.042, pair=20.656, adv=21.039, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 240/453 [02:09<02:10,  1.64it/s, loss=0.042, pair=20.656, adv=21.039, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 240/453 [02:09<02:10,  1.64it/s, loss=0.041, pair=20.219, adv=20.712, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 241/453 [02:09<02:06,  1.68it/s, loss=0.041, pair=20.219, adv=20.712, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 241/453 [02:10<02:06,  1.68it/s, loss=0.043, pair=18.109, adv=15.416, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 242/453 [02:10<01:58,  1.79it/s, loss=0.043, pair=18.109, adv=15.416, sprd=0.
Ep 009/80 [S1:deg_only]:  53%|▌| 242/453 [02:10<01:58,  1.79it/s, loss=0.040, pair=27.656, adv=16.870, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 243/453 [02:10<02:09,  1.62it/s, loss=0.040, pair=27.656, adv=16.870, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 243/453 [02:11<02:09,  1.62it/s, loss=0.042, pair=23.875, adv=32.019, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 244/453 [02:11<01:59,  1.74it/s, loss=0.042, pair=23.875, adv=32.019, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 244/453 [02:12<01:59,  1.74it/s, loss=0.043, pair=23.062, adv=15.889, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 245/453 [02:12<02:07,  1.63it/s, loss=0.043, pair=23.062, adv=15.889, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 245/453 [02:12<02:07,  1.63it/s, loss=0.042, pair=22.375, adv=15.542, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 246/453 [02:12<01:58,  1.75it/s, loss=0.042, pair=22.375, adv=15.542, sprd=0.
Ep 009/80 [S1:deg_only]:  54%|▌| 246/453 [02:13<01:58,  1.75it/s, loss=0.042, pair=23.219, adv=17.731, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 247/453 [02:13<02:05,  1.65it/s, loss=0.042, pair=23.219, adv=17.731, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 247/453 [02:13<02:05,  1.65it/s, loss=0.041, pair=20.312, adv=23.645, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 248/453 [02:13<01:55,  1.78it/s, loss=0.041, pair=20.312, adv=23.645, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 248/453 [02:14<01:55,  1.78it/s, loss=0.040, pair=24.516, adv=20.704, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 249/453 [02:14<01:55,  1.76it/s, loss=0.040, pair=24.516, adv=20.704, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 249/453 [02:14<01:55,  1.76it/s, loss=0.047, pair=24.375, adv=21.492, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 250/453 [02:14<01:45,  1.92it/s, loss=0.047, pair=24.375, adv=21.492, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 250/453 [02:15<01:45,  1.92it/s, loss=0.043, pair=26.562, adv=23.931, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 251/453 [02:15<01:55,  1.75it/s, loss=0.043, pair=26.562, adv=23.931, sprd=0.
Ep 009/80 [S1:deg_only]:  55%|▌| 251/453 [02:16<01:55,  1.75it/s, loss=0.043, pair=33.562, adv=18.107, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 252/453 [02:16<02:03,  1.63it/s, loss=0.043, pair=33.562, adv=18.107, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 252/453 [02:16<02:03,  1.63it/s, loss=0.042, pair=27.203, adv=19.378, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 253/453 [02:16<02:04,  1.61it/s, loss=0.042, pair=27.203, adv=19.378, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 253/453 [02:17<02:04,  1.61it/s, loss=0.039, pair=18.922, adv=13.804, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 254/453 [02:17<01:51,  1.78it/s, loss=0.039, pair=18.922, adv=13.804, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 254/453 [02:17<01:51,  1.78it/s, loss=0.046, pair=24.656, adv=17.918, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 255/453 [02:17<01:53,  1.75it/s, loss=0.046, pair=24.656, adv=17.918, sprd=0.
Ep 009/80 [S1:deg_only]:  56%|▌| 255/453 [02:18<01:53,  1.75it/s, loss=0.041, pair=23.188, adv=19.117, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 256/453 [02:18<01:43,  1.90it/s, loss=0.041, pair=23.188, adv=19.117, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 256/453 [02:18<01:43,  1.90it/s, loss=0.046, pair=14.180, adv=32.296, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 257/453 [02:18<01:47,  1.82it/s, loss=0.046, pair=14.180, adv=32.296, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 257/453 [02:19<01:47,  1.82it/s, loss=0.046, pair=18.219, adv=9.547, sprd=0.0
Ep 009/80 [S1:deg_only]:  57%|▌| 258/453 [02:19<01:38,  1.99it/s, loss=0.046, pair=18.219, adv=9.547, sprd=0.0
Ep 009/80 [S1:deg_only]:  57%|▌| 258/453 [02:19<01:38,  1.99it/s, loss=0.038, pair=22.844, adv=25.340, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 259/453 [02:19<01:40,  1.92it/s, loss=0.038, pair=22.844, adv=25.340, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 259/453 [02:20<01:40,  1.92it/s, loss=0.043, pair=25.203, adv=18.501, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 260/453 [02:20<01:34,  2.04it/s, loss=0.043, pair=25.203, adv=18.501, sprd=0.
Ep 009/80 [S1:deg_only]:  57%|▌| 260/453 [02:20<01:34,  2.04it/s, loss=0.042, pair=29.672, adv=22.418, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 261/453 [02:20<01:39,  1.93it/s, loss=0.042, pair=29.672, adv=22.418, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 261/453 [02:21<01:39,  1.93it/s, loss=0.041, pair=21.797, adv=27.459, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 262/453 [02:21<01:34,  2.02it/s, loss=0.041, pair=21.797, adv=27.459, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 262/453 [02:21<01:34,  2.02it/s, loss=0.045, pair=18.766, adv=14.292, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 263/453 [02:21<01:40,  1.90it/s, loss=0.045, pair=18.766, adv=14.292, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 263/453 [02:22<01:40,  1.90it/s, loss=0.043, pair=30.109, adv=18.467, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 264/453 [02:22<01:33,  2.02it/s, loss=0.043, pair=30.109, adv=18.467, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 264/453 [02:22<01:33,  2.02it/s, loss=0.042, pair=19.766, adv=21.180, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 265/453 [02:22<01:37,  1.92it/s, loss=0.042, pair=19.766, adv=21.180, sprd=0.
Ep 009/80 [S1:deg_only]:  58%|▌| 265/453 [02:23<01:37,  1.92it/s, loss=0.044, pair=18.797, adv=7.964, sprd=0.0
Ep 009/80 [S1:deg_only]:  59%|▌| 266/453 [02:23<01:32,  2.02it/s, loss=0.044, pair=18.797, adv=7.964, sprd=0.0
Ep 009/80 [S1:deg_only]:  59%|▌| 266/453 [02:23<01:32,  2.02it/s, loss=0.045, pair=26.328, adv=16.221, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 267/453 [02:23<01:44,  1.77it/s, loss=0.045, pair=26.328, adv=16.221, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 267/453 [02:24<01:44,  1.77it/s, loss=0.042, pair=22.047, adv=12.097, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 268/453 [02:24<01:39,  1.86it/s, loss=0.042, pair=22.047, adv=12.097, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 268/453 [02:25<01:39,  1.86it/s, loss=0.042, pair=26.062, adv=26.273, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 269/453 [02:25<01:44,  1.76it/s, loss=0.042, pair=26.062, adv=26.273, sprd=0.
Ep 009/80 [S1:deg_only]:  59%|▌| 269/453 [02:25<01:44,  1.76it/s, loss=0.042, pair=24.094, adv=13.897, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 270/453 [02:25<01:36,  1.89it/s, loss=0.042, pair=24.094, adv=13.897, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 270/453 [02:26<01:36,  1.89it/s, loss=0.042, pair=17.859, adv=12.857, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 271/453 [02:26<01:38,  1.85it/s, loss=0.042, pair=17.859, adv=12.857, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 271/453 [02:26<01:38,  1.85it/s, loss=0.045, pair=18.516, adv=7.349, sprd=0.0
Ep 009/80 [S1:deg_only]:  60%|▌| 272/453 [02:26<01:32,  1.96it/s, loss=0.045, pair=18.516, adv=7.349, sprd=0.0
Ep 009/80 [S1:deg_only]:  60%|▌| 272/453 [02:27<01:32,  1.96it/s, loss=0.042, pair=22.516, adv=15.868, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 273/453 [02:27<01:36,  1.86it/s, loss=0.042, pair=22.516, adv=15.868, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 273/453 [02:27<01:36,  1.86it/s, loss=0.044, pair=21.766, adv=12.286, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 274/453 [02:27<01:30,  1.98it/s, loss=0.044, pair=21.766, adv=12.286, sprd=0.
Ep 009/80 [S1:deg_only]:  60%|▌| 274/453 [02:28<01:30,  1.98it/s, loss=0.044, pair=27.297, adv=25.293, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 275/453 [02:28<01:33,  1.90it/s, loss=0.044, pair=27.297, adv=25.293, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 275/453 [02:28<01:33,  1.90it/s, loss=0.040, pair=20.547, adv=17.478, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 276/453 [02:28<01:26,  2.05it/s, loss=0.040, pair=20.547, adv=17.478, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 276/453 [02:29<01:26,  2.05it/s, loss=0.044, pair=17.516, adv=18.229, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 277/453 [02:29<01:30,  1.96it/s, loss=0.044, pair=17.516, adv=18.229, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 277/453 [02:29<01:30,  1.96it/s, loss=0.042, pair=30.828, adv=24.021, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 278/453 [02:29<01:25,  2.05it/s, loss=0.042, pair=30.828, adv=24.021, sprd=0.
Ep 009/80 [S1:deg_only]:  61%|▌| 278/453 [02:30<01:25,  2.05it/s, loss=0.047, pair=22.109, adv=12.893, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 279/453 [02:30<01:30,  1.91it/s, loss=0.047, pair=22.109, adv=12.893, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 279/453 [02:30<01:30,  1.91it/s, loss=0.040, pair=19.234, adv=11.909, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 280/453 [02:30<01:24,  2.05it/s, loss=0.040, pair=19.234, adv=11.909, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 280/453 [02:31<01:24,  2.05it/s, loss=0.040, pair=21.438, adv=14.717, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 281/453 [02:31<01:31,  1.88it/s, loss=0.040, pair=21.438, adv=14.717, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 281/453 [02:31<01:31,  1.88it/s, loss=0.039, pair=23.703, adv=22.982, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 282/453 [02:31<01:24,  2.02it/s, loss=0.039, pair=23.703, adv=22.982, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 282/453 [02:32<01:24,  2.02it/s, loss=0.041, pair=22.422, adv=16.139, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 283/453 [02:32<01:35,  1.78it/s, loss=0.041, pair=22.422, adv=16.139, sprd=0.
Ep 009/80 [S1:deg_only]:  62%|▌| 283/453 [02:32<01:35,  1.78it/s, loss=0.040, pair=17.531, adv=15.992, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 284/453 [02:32<01:30,  1.87it/s, loss=0.040, pair=17.531, adv=15.992, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 284/453 [02:33<01:30,  1.87it/s, loss=0.041, pair=28.875, adv=25.537, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 285/453 [02:33<01:33,  1.80it/s, loss=0.041, pair=28.875, adv=25.537, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 285/453 [02:33<01:33,  1.80it/s, loss=0.040, pair=21.000, adv=10.505, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 286/453 [02:33<01:26,  1.94it/s, loss=0.040, pair=21.000, adv=10.505, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 286/453 [02:34<01:26,  1.94it/s, loss=0.041, pair=16.609, adv=14.083, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 287/453 [02:34<01:30,  1.84it/s, loss=0.041, pair=16.609, adv=14.083, sprd=0.
Ep 009/80 [S1:deg_only]:  63%|▋| 287/453 [02:34<01:30,  1.84it/s, loss=0.042, pair=25.219, adv=23.359, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 288/453 [02:34<01:24,  1.95it/s, loss=0.042, pair=25.219, adv=23.359, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 288/453 [02:35<01:24,  1.95it/s, loss=0.041, pair=20.344, adv=12.913, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 289/453 [02:35<01:27,  1.88it/s, loss=0.041, pair=20.344, adv=12.913, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 289/453 [02:35<01:27,  1.88it/s, loss=0.042, pair=25.203, adv=18.090, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 290/453 [02:35<01:21,  2.01it/s, loss=0.042, pair=25.203, adv=18.090, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 290/453 [02:36<01:21,  2.01it/s, loss=0.043, pair=20.562, adv=9.728, sprd=0.0
Ep 009/80 [S1:deg_only]:  64%|▋| 291/453 [02:36<01:30,  1.79it/s, loss=0.043, pair=20.562, adv=9.728, sprd=0.0
Ep 009/80 [S1:deg_only]:  64%|▋| 291/453 [02:36<01:30,  1.79it/s, loss=0.043, pair=24.688, adv=13.525, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 292/453 [02:36<01:23,  1.92it/s, loss=0.043, pair=24.688, adv=13.525, sprd=0.
Ep 009/80 [S1:deg_only]:  64%|▋| 292/453 [02:37<01:23,  1.92it/s, loss=0.042, pair=17.812, adv=13.965, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 293/453 [02:37<01:26,  1.85it/s, loss=0.042, pair=17.812, adv=13.965, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 293/453 [02:37<01:26,  1.85it/s, loss=0.040, pair=19.547, adv=17.213, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 294/453 [02:37<01:20,  1.98it/s, loss=0.040, pair=19.547, adv=17.213, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 294/453 [02:38<01:20,  1.98it/s, loss=0.040, pair=21.016, adv=7.717, sprd=0.0
Ep 009/80 [S1:deg_only]:  65%|▋| 295/453 [02:38<01:22,  1.91it/s, loss=0.040, pair=21.016, adv=7.717, sprd=0.0
Ep 009/80 [S1:deg_only]:  65%|▋| 295/453 [02:38<01:22,  1.91it/s, loss=0.042, pair=25.250, adv=23.870, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 296/453 [02:38<01:17,  2.02it/s, loss=0.042, pair=25.250, adv=23.870, sprd=0.
Ep 009/80 [S1:deg_only]:  65%|▋| 296/453 [02:39<01:17,  2.02it/s, loss=0.046, pair=23.844, adv=12.392, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 297/453 [02:39<01:21,  1.91it/s, loss=0.046, pair=23.844, adv=12.392, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 297/453 [02:39<01:21,  1.91it/s, loss=0.040, pair=24.562, adv=20.251, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 298/453 [02:39<01:17,  1.99it/s, loss=0.040, pair=24.562, adv=20.251, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 298/453 [02:40<01:17,  1.99it/s, loss=0.042, pair=27.516, adv=18.442, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 299/453 [02:40<01:27,  1.75it/s, loss=0.042, pair=27.516, adv=18.442, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 299/453 [02:41<01:27,  1.75it/s, loss=0.040, pair=19.281, adv=12.782, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 300/453 [02:41<01:21,  1.88it/s, loss=0.040, pair=19.281, adv=12.782, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 300/453 [02:41<01:21,  1.88it/s, loss=0.043, pair=19.969, adv=10.361, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 301/453 [02:41<01:23,  1.81it/s, loss=0.043, pair=19.969, adv=10.361, sprd=0.
Ep 009/80 [S1:deg_only]:  66%|▋| 301/453 [02:42<01:23,  1.81it/s, loss=0.042, pair=18.547, adv=20.763, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 302/453 [02:42<01:18,  1.92it/s, loss=0.042, pair=18.547, adv=20.763, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 302/453 [02:42<01:18,  1.92it/s, loss=0.044, pair=19.906, adv=8.920, sprd=0.0
Ep 009/80 [S1:deg_only]:  67%|▋| 303/453 [02:42<01:21,  1.83it/s, loss=0.044, pair=19.906, adv=8.920, sprd=0.0
Ep 009/80 [S1:deg_only]:  67%|▋| 303/453 [02:43<01:21,  1.83it/s, loss=0.040, pair=24.453, adv=15.166, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 304/453 [02:43<01:15,  1.97it/s, loss=0.040, pair=24.453, adv=15.166, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 304/453 [02:43<01:15,  1.97it/s, loss=0.040, pair=21.438, adv=20.755, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 305/453 [02:43<01:17,  1.92it/s, loss=0.040, pair=21.438, adv=20.755, sprd=0.
Ep 009/80 [S1:deg_only]:  67%|▋| 305/453 [02:44<01:17,  1.92it/s, loss=0.040, pair=19.000, adv=23.793, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 306/453 [02:44<01:12,  2.02it/s, loss=0.040, pair=19.000, adv=23.793, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 306/453 [02:44<01:12,  2.02it/s, loss=0.148, pair=22.578, adv=19.861, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 307/453 [02:44<01:16,  1.92it/s, loss=0.148, pair=22.578, adv=19.861, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 307/453 [02:45<01:16,  1.92it/s, loss=0.052, pair=26.469, adv=28.089, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 308/453 [02:45<01:11,  2.03it/s, loss=0.052, pair=26.469, adv=28.089, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 308/453 [02:45<01:11,  2.03it/s, loss=0.044, pair=20.406, adv=15.957, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 309/453 [02:45<01:13,  1.95it/s, loss=0.044, pair=20.406, adv=15.957, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 309/453 [02:46<01:13,  1.95it/s, loss=0.044, pair=20.719, adv=16.580, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 310/453 [02:46<01:08,  2.08it/s, loss=0.044, pair=20.719, adv=16.580, sprd=0.
Ep 009/80 [S1:deg_only]:  68%|▋| 310/453 [02:46<01:08,  2.08it/s, loss=0.046, pair=28.500, adv=23.025, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 311/453 [02:46<01:16,  1.87it/s, loss=0.046, pair=28.500, adv=23.025, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 311/453 [02:47<01:16,  1.87it/s, loss=0.047, pair=16.406, adv=19.978, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 312/453 [02:47<01:11,  1.97it/s, loss=0.047, pair=16.406, adv=19.978, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 312/453 [02:47<01:11,  1.97it/s, loss=0.046, pair=25.344, adv=26.228, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 313/453 [02:47<01:17,  1.81it/s, loss=0.046, pair=25.344, adv=26.228, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 313/453 [02:48<01:17,  1.81it/s, loss=0.043, pair=23.688, adv=16.637, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 314/453 [02:48<01:14,  1.87it/s, loss=0.043, pair=23.688, adv=16.637, sprd=0.
Ep 009/80 [S1:deg_only]:  69%|▋| 314/453 [02:49<01:14,  1.87it/s, loss=0.044, pair=22.594, adv=23.760, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 315/453 [02:49<01:17,  1.78it/s, loss=0.044, pair=22.594, adv=23.760, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 315/453 [02:49<01:17,  1.78it/s, loss=0.042, pair=25.625, adv=9.960, sprd=0.0
Ep 009/80 [S1:deg_only]:  70%|▋| 316/453 [02:49<01:11,  1.92it/s, loss=0.042, pair=25.625, adv=9.960, sprd=0.0
Ep 009/80 [S1:deg_only]:  70%|▋| 316/453 [02:50<01:11,  1.92it/s, loss=0.043, pair=23.969, adv=23.086, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 317/453 [02:50<01:14,  1.83it/s, loss=0.043, pair=23.969, adv=23.086, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 317/453 [02:50<01:14,  1.83it/s, loss=0.040, pair=31.219, adv=20.860, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 318/453 [02:50<01:09,  1.93it/s, loss=0.040, pair=31.219, adv=20.860, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 318/453 [02:51<01:09,  1.93it/s, loss=0.042, pair=29.766, adv=17.468, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 319/453 [02:51<01:21,  1.65it/s, loss=0.042, pair=29.766, adv=17.468, sprd=0.
Ep 009/80 [S1:deg_only]:  70%|▋| 319/453 [02:51<01:21,  1.65it/s, loss=0.043, pair=28.047, adv=22.576, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 320/453 [02:51<01:15,  1.75it/s, loss=0.043, pair=28.047, adv=22.576, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 320/453 [02:52<01:15,  1.75it/s, loss=0.041, pair=26.844, adv=16.428, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 321/453 [02:52<01:18,  1.67it/s, loss=0.041, pair=26.844, adv=16.428, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 321/453 [02:52<01:18,  1.67it/s, loss=0.042, pair=16.891, adv=15.819, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 322/453 [02:52<01:12,  1.80it/s, loss=0.042, pair=16.891, adv=15.819, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 322/453 [02:53<01:12,  1.80it/s, loss=0.044, pair=29.750, adv=26.058, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 323/453 [02:53<01:15,  1.72it/s, loss=0.044, pair=29.750, adv=26.058, sprd=0.
Ep 009/80 [S1:deg_only]:  71%|▋| 323/453 [02:54<01:15,  1.72it/s, loss=0.041, pair=21.609, adv=28.322, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 324/453 [02:54<01:10,  1.83it/s, loss=0.041, pair=21.609, adv=28.322, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 324/453 [02:54<01:10,  1.83it/s, loss=0.043, pair=12.000, adv=20.176, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 325/453 [02:54<01:09,  1.83it/s, loss=0.043, pair=12.000, adv=20.176, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 325/453 [02:55<01:09,  1.83it/s, loss=0.039, pair=25.031, adv=23.356, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 326/453 [02:55<01:05,  1.95it/s, loss=0.039, pair=25.031, adv=23.356, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 326/453 [02:55<01:05,  1.95it/s, loss=0.046, pair=27.641, adv=11.736, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 327/453 [02:55<01:06,  1.89it/s, loss=0.046, pair=27.641, adv=11.736, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 327/453 [02:56<01:06,  1.89it/s, loss=0.042, pair=24.219, adv=27.179, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 328/453 [02:56<01:05,  1.92it/s, loss=0.042, pair=24.219, adv=27.179, sprd=0.
Ep 009/80 [S1:deg_only]:  72%|▋| 328/453 [02:56<01:05,  1.92it/s, loss=0.044, pair=17.328, adv=25.428, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 329/453 [02:56<01:08,  1.82it/s, loss=0.044, pair=17.328, adv=25.428, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 329/453 [02:57<01:08,  1.82it/s, loss=0.040, pair=20.859, adv=7.224, sprd=0.0
Ep 009/80 [S1:deg_only]:  73%|▋| 330/453 [02:57<01:02,  1.96it/s, loss=0.040, pair=20.859, adv=7.224, sprd=0.0
Ep 009/80 [S1:deg_only]:  73%|▋| 330/453 [02:57<01:02,  1.96it/s, loss=0.042, pair=25.781, adv=26.878, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 331/453 [02:57<01:04,  1.90it/s, loss=0.042, pair=25.781, adv=26.878, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 331/453 [02:58<01:04,  1.90it/s, loss=0.041, pair=22.406, adv=22.162, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 332/453 [02:58<01:00,  2.01it/s, loss=0.041, pair=22.406, adv=22.162, sprd=0.
Ep 009/80 [S1:deg_only]:  73%|▋| 332/453 [02:58<01:00,  2.01it/s, loss=0.150, pair=15.586, adv=11.258, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 333/453 [02:58<01:04,  1.85it/s, loss=0.150, pair=15.586, adv=11.258, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 333/453 [02:59<01:04,  1.85it/s, loss=0.041, pair=15.836, adv=15.981, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 334/453 [02:59<01:00,  1.95it/s, loss=0.041, pair=15.836, adv=15.981, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 334/453 [02:59<01:00,  1.95it/s, loss=0.043, pair=21.062, adv=21.646, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 335/453 [02:59<01:03,  1.87it/s, loss=0.043, pair=21.062, adv=21.646, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 335/453 [03:00<01:03,  1.87it/s, loss=0.042, pair=18.875, adv=32.417, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 336/453 [03:00<00:58,  2.00it/s, loss=0.042, pair=18.875, adv=32.417, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 336/453 [03:00<00:58,  2.00it/s, loss=0.043, pair=25.016, adv=18.664, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 337/453 [03:00<01:01,  1.90it/s, loss=0.043, pair=25.016, adv=18.664, sprd=0.
Ep 009/80 [S1:deg_only]:  74%|▋| 337/453 [03:01<01:01,  1.90it/s, loss=0.042, pair=33.906, adv=21.654, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▋| 338/453 [03:01<00:57,  2.00it/s, loss=0.042, pair=33.906, adv=21.654, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▋| 338/453 [03:01<00:57,  2.00it/s, loss=0.047, pair=30.672, adv=17.871, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▋| 339/453 [03:01<00:59,  1.91it/s, loss=0.047, pair=30.672, adv=17.871, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▋| 339/453 [03:02<00:59,  1.91it/s, loss=0.043, pair=25.625, adv=25.719, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 340/453 [03:02<00:55,  2.04it/s, loss=0.043, pair=25.625, adv=25.719, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 340/453 [03:02<00:55,  2.04it/s, loss=0.042, pair=20.406, adv=22.391, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 341/453 [03:02<00:59,  1.88it/s, loss=0.042, pair=20.406, adv=22.391, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 341/453 [03:03<00:59,  1.88it/s, loss=0.042, pair=21.953, adv=23.914, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 342/453 [03:03<00:56,  1.96it/s, loss=0.042, pair=21.953, adv=23.914, sprd=0.
Ep 009/80 [S1:deg_only]:  75%|▊| 342/453 [03:04<00:56,  1.96it/s, loss=0.147, pair=24.109, adv=26.815, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 343/453 [03:04<01:02,  1.77it/s, loss=0.147, pair=24.109, adv=26.815, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 343/453 [03:04<01:02,  1.77it/s, loss=0.040, pair=28.953, adv=23.872, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 344/453 [03:04<00:57,  1.89it/s, loss=0.040, pair=28.953, adv=23.872, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 344/453 [03:05<00:57,  1.89it/s, loss=0.041, pair=21.141, adv=18.436, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 345/453 [03:05<01:00,  1.79it/s, loss=0.041, pair=21.141, adv=18.436, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 345/453 [03:05<01:00,  1.79it/s, loss=0.041, pair=19.094, adv=18.590, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 346/453 [03:05<00:55,  1.91it/s, loss=0.041, pair=19.094, adv=18.590, sprd=0.
Ep 009/80 [S1:deg_only]:  76%|▊| 346/453 [03:06<00:55,  1.91it/s, loss=0.045, pair=26.672, adv=23.731, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 347/453 [03:06<00:59,  1.77it/s, loss=0.045, pair=26.672, adv=23.731, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 347/453 [03:06<00:59,  1.77it/s, loss=0.041, pair=30.766, adv=13.079, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 348/453 [03:06<00:54,  1.91it/s, loss=0.041, pair=30.766, adv=13.079, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 348/453 [03:07<00:54,  1.91it/s, loss=0.042, pair=22.562, adv=20.793, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 349/453 [03:07<00:55,  1.86it/s, loss=0.042, pair=22.562, adv=20.793, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 349/453 [03:07<00:55,  1.86it/s, loss=0.042, pair=22.109, adv=18.170, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 350/453 [03:07<00:52,  1.96it/s, loss=0.042, pair=22.109, adv=18.170, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 350/453 [03:08<00:52,  1.96it/s, loss=0.042, pair=25.328, adv=25.100, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 351/453 [03:08<00:54,  1.86it/s, loss=0.042, pair=25.328, adv=25.100, sprd=0.
Ep 009/80 [S1:deg_only]:  77%|▊| 351/453 [03:08<00:54,  1.86it/s, loss=0.040, pair=21.562, adv=19.841, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 352/453 [03:08<00:51,  1.96it/s, loss=0.040, pair=21.562, adv=19.841, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 352/453 [03:09<00:51,  1.96it/s, loss=0.043, pair=35.062, adv=21.391, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 353/453 [03:09<00:53,  1.86it/s, loss=0.043, pair=35.062, adv=21.391, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 353/453 [03:09<00:53,  1.86it/s, loss=0.040, pair=24.859, adv=18.631, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 354/453 [03:09<00:50,  1.97it/s, loss=0.040, pair=24.859, adv=18.631, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 354/453 [03:10<00:50,  1.97it/s, loss=0.041, pair=14.086, adv=19.334, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 355/453 [03:10<00:52,  1.88it/s, loss=0.041, pair=14.086, adv=19.334, sprd=0.
Ep 009/80 [S1:deg_only]:  78%|▊| 355/453 [03:10<00:52,  1.88it/s, loss=0.039, pair=17.266, adv=18.221, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 356/453 [03:10<00:48,  2.00it/s, loss=0.039, pair=17.266, adv=18.221, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 356/453 [03:11<00:48,  2.00it/s, loss=0.041, pair=15.539, adv=14.640, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 357/453 [03:11<00:50,  1.91it/s, loss=0.041, pair=15.539, adv=14.640, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 357/453 [03:11<00:50,  1.91it/s, loss=0.043, pair=26.719, adv=22.729, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 358/453 [03:11<00:47,  2.00it/s, loss=0.043, pair=26.719, adv=22.729, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 358/453 [03:12<00:47,  2.00it/s, loss=0.041, pair=21.109, adv=30.814, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 359/453 [03:12<00:51,  1.82it/s, loss=0.041, pair=21.109, adv=30.814, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 359/453 [03:12<00:51,  1.82it/s, loss=0.037, pair=27.141, adv=16.568, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 360/453 [03:12<00:48,  1.92it/s, loss=0.037, pair=27.141, adv=16.568, sprd=0.
Ep 009/80 [S1:deg_only]:  79%|▊| 360/453 [03:13<00:48,  1.92it/s, loss=0.047, pair=28.859, adv=14.959, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 361/453 [03:13<00:50,  1.82it/s, loss=0.047, pair=28.859, adv=14.959, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 361/453 [03:13<00:50,  1.82it/s, loss=0.041, pair=24.203, adv=26.640, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 362/453 [03:13<00:46,  1.96it/s, loss=0.041, pair=24.203, adv=26.640, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 362/453 [03:14<00:46,  1.96it/s, loss=0.044, pair=28.953, adv=17.263, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 363/453 [03:14<00:47,  1.88it/s, loss=0.044, pair=28.953, adv=17.263, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 363/453 [03:14<00:47,  1.88it/s, loss=0.044, pair=18.906, adv=20.292, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 364/453 [03:14<00:44,  2.02it/s, loss=0.044, pair=18.906, adv=20.292, sprd=0.
Ep 009/80 [S1:deg_only]:  80%|▊| 364/453 [03:15<00:44,  2.02it/s, loss=0.040, pair=24.797, adv=20.787, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 365/453 [03:15<00:46,  1.91it/s, loss=0.040, pair=24.797, adv=20.787, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 365/453 [03:15<00:46,  1.91it/s, loss=0.042, pair=30.109, adv=23.567, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 366/453 [03:15<00:41,  2.08it/s, loss=0.042, pair=30.109, adv=23.567, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 366/453 [03:16<00:41,  2.08it/s, loss=0.044, pair=30.250, adv=13.078, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 367/453 [03:16<00:43,  1.98it/s, loss=0.044, pair=30.250, adv=13.078, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 367/453 [03:16<00:43,  1.98it/s, loss=0.039, pair=20.062, adv=20.205, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 368/453 [03:16<00:41,  2.06it/s, loss=0.039, pair=20.062, adv=20.205, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 368/453 [03:17<00:41,  2.06it/s, loss=0.042, pair=24.375, adv=19.302, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 369/453 [03:17<00:42,  1.99it/s, loss=0.042, pair=24.375, adv=19.302, sprd=0.
Ep 009/80 [S1:deg_only]:  81%|▊| 369/453 [03:17<00:42,  1.99it/s, loss=0.039, pair=19.156, adv=17.686, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 370/453 [03:17<00:39,  2.10it/s, loss=0.039, pair=19.156, adv=17.686, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 370/453 [03:18<00:39,  2.10it/s, loss=0.043, pair=29.484, adv=20.649, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 371/453 [03:18<00:41,  1.98it/s, loss=0.043, pair=29.484, adv=20.649, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 371/453 [03:18<00:41,  1.98it/s, loss=0.039, pair=20.609, adv=16.893, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 372/453 [03:18<00:39,  2.07it/s, loss=0.039, pair=20.609, adv=16.893, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 372/453 [03:19<00:39,  2.07it/s, loss=0.144, pair=31.703, adv=24.104, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 373/453 [03:19<00:40,  1.97it/s, loss=0.144, pair=31.703, adv=24.104, sprd=0.
Ep 009/80 [S1:deg_only]:  82%|▊| 373/453 [03:19<00:40,  1.97it/s, loss=0.041, pair=28.500, adv=17.606, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 374/453 [03:19<00:39,  2.00it/s, loss=0.041, pair=28.500, adv=17.606, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 374/453 [03:20<00:39,  2.00it/s, loss=0.041, pair=31.625, adv=30.573, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 375/453 [03:20<00:42,  1.82it/s, loss=0.041, pair=31.625, adv=30.573, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 375/453 [03:20<00:42,  1.82it/s, loss=0.040, pair=23.656, adv=18.061, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 376/453 [03:20<00:39,  1.94it/s, loss=0.040, pair=23.656, adv=18.061, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 376/453 [03:21<00:39,  1.94it/s, loss=0.145, pair=32.344, adv=21.982, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 377/453 [03:21<00:44,  1.73it/s, loss=0.145, pair=32.344, adv=21.982, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 377/453 [03:22<00:44,  1.73it/s, loss=0.042, pair=27.781, adv=18.889, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 378/453 [03:22<00:40,  1.86it/s, loss=0.042, pair=27.781, adv=18.889, sprd=0.
Ep 009/80 [S1:deg_only]:  83%|▊| 378/453 [03:22<00:40,  1.86it/s, loss=0.043, pair=22.125, adv=14.564, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 379/453 [03:22<00:41,  1.77it/s, loss=0.043, pair=22.125, adv=14.564, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 379/453 [03:23<00:41,  1.77it/s, loss=0.041, pair=24.328, adv=18.010, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 380/453 [03:23<00:38,  1.90it/s, loss=0.041, pair=24.328, adv=18.010, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 380/453 [03:23<00:38,  1.90it/s, loss=0.145, pair=22.578, adv=20.601, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 381/453 [03:23<00:39,  1.82it/s, loss=0.145, pair=22.578, adv=20.601, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 381/453 [03:24<00:39,  1.82it/s, loss=0.040, pair=23.062, adv=20.996, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 382/453 [03:24<00:36,  1.95it/s, loss=0.040, pair=23.062, adv=20.996, sprd=0.
Ep 009/80 [S1:deg_only]:  84%|▊| 382/453 [03:24<00:36,  1.95it/s, loss=0.039, pair=30.219, adv=18.605, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 383/453 [03:24<00:37,  1.87it/s, loss=0.039, pair=30.219, adv=18.605, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 383/453 [03:25<00:37,  1.87it/s, loss=0.040, pair=20.312, adv=27.527, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 384/453 [03:25<00:33,  2.04it/s, loss=0.040, pair=20.312, adv=27.527, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 384/453 [03:25<00:33,  2.04it/s, loss=0.040, pair=18.297, adv=21.248, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 385/453 [03:25<00:36,  1.86it/s, loss=0.040, pair=18.297, adv=21.248, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 385/453 [03:26<00:36,  1.86it/s, loss=0.040, pair=25.906, adv=20.306, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 386/453 [03:26<00:34,  1.97it/s, loss=0.040, pair=25.906, adv=20.306, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 386/453 [03:26<00:34,  1.97it/s, loss=0.041, pair=17.109, adv=25.515, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 387/453 [03:26<00:35,  1.84it/s, loss=0.041, pair=17.109, adv=25.515, sprd=0.
Ep 009/80 [S1:deg_only]:  85%|▊| 387/453 [03:27<00:35,  1.84it/s, loss=0.040, pair=23.500, adv=20.202, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 388/453 [03:27<00:34,  1.90it/s, loss=0.040, pair=23.500, adv=20.202, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 388/453 [03:28<00:34,  1.90it/s, loss=0.041, pair=18.328, adv=9.394, sprd=0.0
Ep 009/80 [S1:deg_only]:  86%|▊| 389/453 [03:28<00:37,  1.70it/s, loss=0.041, pair=18.328, adv=9.394, sprd=0.0
Ep 009/80 [S1:deg_only]:  86%|▊| 389/453 [03:28<00:37,  1.70it/s, loss=0.044, pair=26.906, adv=27.674, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 390/453 [03:28<00:34,  1.83it/s, loss=0.044, pair=26.906, adv=27.674, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 390/453 [03:29<00:34,  1.83it/s, loss=0.042, pair=20.953, adv=15.500, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 391/453 [03:29<00:34,  1.79it/s, loss=0.042, pair=20.953, adv=15.500, sprd=0.
Ep 009/80 [S1:deg_only]:  86%|▊| 391/453 [03:29<00:34,  1.79it/s, loss=0.041, pair=19.844, adv=17.586, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 392/453 [03:29<00:31,  1.92it/s, loss=0.041, pair=19.844, adv=17.586, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 392/453 [03:30<00:31,  1.92it/s, loss=0.042, pair=17.750, adv=17.174, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 393/453 [03:30<00:33,  1.79it/s, loss=0.042, pair=17.750, adv=17.174, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 393/453 [03:30<00:33,  1.79it/s, loss=0.042, pair=21.625, adv=21.895, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 394/453 [03:30<00:30,  1.96it/s, loss=0.042, pair=21.625, adv=21.895, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 394/453 [03:31<00:30,  1.96it/s, loss=0.042, pair=19.953, adv=23.235, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 395/453 [03:31<00:30,  1.87it/s, loss=0.042, pair=19.953, adv=23.235, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 395/453 [03:31<00:30,  1.87it/s, loss=0.039, pair=16.656, adv=21.964, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 396/453 [03:31<00:28,  2.00it/s, loss=0.039, pair=16.656, adv=21.964, sprd=0.
Ep 009/80 [S1:deg_only]:  87%|▊| 396/453 [03:32<00:28,  2.00it/s, loss=0.041, pair=18.422, adv=18.297, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 397/453 [03:32<00:29,  1.90it/s, loss=0.041, pair=18.422, adv=18.297, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 397/453 [03:32<00:29,  1.90it/s, loss=0.038, pair=26.312, adv=17.140, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 398/453 [03:32<00:27,  2.01it/s, loss=0.038, pair=26.312, adv=17.140, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 398/453 [03:33<00:27,  2.01it/s, loss=0.042, pair=20.625, adv=22.839, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 399/453 [03:33<00:27,  1.93it/s, loss=0.042, pair=20.625, adv=22.839, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 399/453 [03:33<00:27,  1.93it/s, loss=0.040, pair=22.188, adv=16.519, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 400/453 [03:33<00:25,  2.06it/s, loss=0.040, pair=22.188, adv=16.519, sprd=0.
Ep 009/80 [S1:deg_only]:  88%|▉| 400/453 [03:34<00:25,  2.06it/s, loss=0.041, pair=19.609, adv=17.334, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 401/453 [03:34<00:28,  1.82it/s, loss=0.041, pair=19.609, adv=17.334, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 401/453 [03:34<00:28,  1.82it/s, loss=0.043, pair=20.234, adv=11.688, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 402/453 [03:34<00:26,  1.90it/s, loss=0.043, pair=20.234, adv=11.688, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 402/453 [03:35<00:26,  1.90it/s, loss=0.041, pair=21.625, adv=13.580, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 403/453 [03:35<00:28,  1.74it/s, loss=0.041, pair=21.625, adv=13.580, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 403/453 [03:36<00:28,  1.74it/s, loss=0.042, pair=20.219, adv=15.284, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 404/453 [03:36<00:27,  1.78it/s, loss=0.042, pair=20.219, adv=15.284, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 404/453 [03:36<00:27,  1.78it/s, loss=0.040, pair=28.875, adv=23.605, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 405/453 [03:36<00:27,  1.73it/s, loss=0.040, pair=28.875, adv=23.605, sprd=0.
Ep 009/80 [S1:deg_only]:  89%|▉| 405/453 [03:37<00:27,  1.73it/s, loss=0.040, pair=22.953, adv=17.424, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 406/453 [03:37<00:25,  1.87it/s, loss=0.040, pair=22.953, adv=17.424, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 406/453 [03:37<00:25,  1.87it/s, loss=0.041, pair=25.266, adv=17.706, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 407/453 [03:37<00:25,  1.78it/s, loss=0.041, pair=25.266, adv=17.706, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 407/453 [03:38<00:25,  1.78it/s, loss=0.041, pair=21.125, adv=18.348, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 408/453 [03:38<00:23,  1.90it/s, loss=0.041, pair=21.125, adv=18.348, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 408/453 [03:38<00:23,  1.90it/s, loss=0.040, pair=23.422, adv=16.776, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 409/453 [03:38<00:23,  1.85it/s, loss=0.040, pair=23.422, adv=16.776, sprd=0.
Ep 009/80 [S1:deg_only]:  90%|▉| 409/453 [03:39<00:23,  1.85it/s, loss=0.038, pair=20.234, adv=20.686, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 410/453 [03:39<00:21,  2.00it/s, loss=0.038, pair=20.234, adv=20.686, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 410/453 [03:39<00:21,  2.00it/s, loss=0.041, pair=15.008, adv=21.391, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 411/453 [03:39<00:22,  1.89it/s, loss=0.041, pair=15.008, adv=21.391, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 411/453 [03:40<00:22,  1.89it/s, loss=0.041, pair=19.625, adv=19.803, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 412/453 [03:40<00:20,  2.01it/s, loss=0.041, pair=19.625, adv=19.803, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 412/453 [03:40<00:20,  2.01it/s, loss=0.040, pair=26.016, adv=21.396, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 413/453 [03:40<00:20,  1.91it/s, loss=0.040, pair=26.016, adv=21.396, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 413/453 [03:41<00:20,  1.91it/s, loss=0.040, pair=23.578, adv=26.330, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 414/453 [03:41<00:19,  2.02it/s, loss=0.040, pair=23.578, adv=26.330, sprd=0.
Ep 009/80 [S1:deg_only]:  91%|▉| 414/453 [03:41<00:19,  2.02it/s, loss=0.042, pair=27.312, adv=26.602, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 415/453 [03:41<00:19,  1.93it/s, loss=0.042, pair=27.312, adv=26.602, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 415/453 [03:42<00:19,  1.93it/s, loss=0.042, pair=26.891, adv=22.967, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 416/453 [03:42<00:18,  2.05it/s, loss=0.042, pair=26.891, adv=22.967, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 416/453 [03:42<00:18,  2.05it/s, loss=0.042, pair=24.500, adv=30.049, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 417/453 [03:42<00:18,  1.94it/s, loss=0.042, pair=24.500, adv=30.049, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 417/453 [03:43<00:18,  1.94it/s, loss=0.040, pair=20.641, adv=22.879, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 418/453 [03:43<00:17,  2.04it/s, loss=0.040, pair=20.641, adv=22.879, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 418/453 [03:43<00:17,  2.04it/s, loss=0.043, pair=16.250, adv=21.194, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 419/453 [03:43<00:17,  1.91it/s, loss=0.043, pair=16.250, adv=21.194, sprd=0.
Ep 009/80 [S1:deg_only]:  92%|▉| 419/453 [03:44<00:17,  1.91it/s, loss=0.041, pair=13.703, adv=23.433, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 420/453 [03:44<00:16,  2.03it/s, loss=0.041, pair=13.703, adv=23.433, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 420/453 [03:44<00:16,  2.03it/s, loss=0.042, pair=22.109, adv=19.909, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 421/453 [03:44<00:16,  1.98it/s, loss=0.042, pair=22.109, adv=19.909, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 421/453 [03:45<00:16,  1.98it/s, loss=0.041, pair=19.672, adv=15.406, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 422/453 [03:45<00:14,  2.10it/s, loss=0.041, pair=19.672, adv=15.406, sprd=0.
Ep 009/80 [S1:deg_only]:  93%|▉| 422/453 [03:45<00:14,  2.10it/s, loss=0.042, pair=22.719, adv=8.721, sprd=0.0
Ep 009/80 [S1:deg_only]:  93%|▉| 423/453 [03:45<00:14,  2.05it/s, loss=0.042, pair=22.719, adv=8.721, sprd=0.0
Ep 009/80 [S1:deg_only]:  93%|▉| 423/453 [03:46<00:14,  2.05it/s, loss=0.041, pair=21.734, adv=23.015, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 424/453 [03:46<00:13,  2.13it/s, loss=0.041, pair=21.734, adv=23.015, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 424/453 [03:46<00:13,  2.13it/s, loss=0.043, pair=27.438, adv=22.209, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 425/453 [03:46<00:14,  1.98it/s, loss=0.043, pair=27.438, adv=22.209, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 425/453 [03:47<00:14,  1.98it/s, loss=0.046, pair=32.250, adv=24.359, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 426/453 [03:47<00:12,  2.14it/s, loss=0.046, pair=32.250, adv=24.359, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 426/453 [03:47<00:12,  2.14it/s, loss=0.039, pair=23.578, adv=22.960, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 427/453 [03:47<00:12,  2.03it/s, loss=0.039, pair=23.578, adv=22.960, sprd=0.
Ep 009/80 [S1:deg_only]:  94%|▉| 427/453 [03:48<00:12,  2.03it/s, loss=0.040, pair=26.422, adv=9.740, sprd=0.0
Ep 009/80 [S1:deg_only]:  94%|▉| 428/453 [03:48<00:11,  2.14it/s, loss=0.040, pair=26.422, adv=9.740, sprd=0.0
Ep 009/80 [S1:deg_only]:  94%|▉| 428/453 [03:48<00:11,  2.14it/s, loss=0.043, pair=25.969, adv=22.278, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 429/453 [03:48<00:12,  1.87it/s, loss=0.043, pair=25.969, adv=22.278, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 429/453 [03:49<00:12,  1.87it/s, loss=0.043, pair=21.203, adv=16.988, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 430/453 [03:49<00:11,  2.00it/s, loss=0.043, pair=21.203, adv=16.988, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 430/453 [03:49<00:11,  2.00it/s, loss=0.045, pair=25.328, adv=30.077, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 431/453 [03:49<00:11,  1.94it/s, loss=0.045, pair=25.328, adv=30.077, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 431/453 [03:50<00:11,  1.94it/s, loss=0.039, pair=24.031, adv=26.466, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 432/453 [03:50<00:10,  2.06it/s, loss=0.039, pair=24.031, adv=26.466, sprd=0.
Ep 009/80 [S1:deg_only]:  95%|▉| 432/453 [03:50<00:10,  2.06it/s, loss=0.044, pair=16.484, adv=12.187, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 433/453 [03:50<00:10,  1.95it/s, loss=0.044, pair=16.484, adv=12.187, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 433/453 [03:51<00:10,  1.95it/s, loss=0.049, pair=25.266, adv=17.500, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 434/453 [03:51<00:09,  2.03it/s, loss=0.049, pair=25.266, adv=17.500, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 434/453 [03:51<00:09,  2.03it/s, loss=0.043, pair=23.578, adv=17.148, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 435/453 [03:51<00:09,  1.88it/s, loss=0.043, pair=23.578, adv=17.148, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 435/453 [03:52<00:09,  1.88it/s, loss=0.041, pair=30.047, adv=19.807, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 436/453 [03:52<00:08,  1.97it/s, loss=0.041, pair=30.047, adv=19.807, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 436/453 [03:52<00:08,  1.97it/s, loss=0.045, pair=20.922, adv=21.076, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 437/453 [03:52<00:08,  1.87it/s, loss=0.045, pair=20.922, adv=21.076, sprd=0.
Ep 009/80 [S1:deg_only]:  96%|▉| 437/453 [03:53<00:08,  1.87it/s, loss=0.039, pair=23.000, adv=21.244, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 438/453 [03:53<00:07,  1.99it/s, loss=0.039, pair=23.000, adv=21.244, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 438/453 [03:53<00:07,  1.99it/s, loss=0.044, pair=19.875, adv=16.213, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 439/453 [03:53<00:07,  1.88it/s, loss=0.044, pair=19.875, adv=16.213, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 439/453 [03:54<00:07,  1.88it/s, loss=0.040, pair=25.141, adv=24.887, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 440/453 [03:54<00:06,  2.01it/s, loss=0.040, pair=25.141, adv=24.887, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 440/453 [03:54<00:06,  2.01it/s, loss=0.042, pair=21.125, adv=20.460, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 441/453 [03:54<00:06,  1.91it/s, loss=0.042, pair=21.125, adv=20.460, sprd=0.
Ep 009/80 [S1:deg_only]:  97%|▉| 441/453 [03:55<00:06,  1.91it/s, loss=0.041, pair=21.109, adv=27.413, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 442/453 [03:55<00:05,  2.02it/s, loss=0.041, pair=21.109, adv=27.413, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 442/453 [03:55<00:05,  2.02it/s, loss=0.039, pair=20.812, adv=23.052, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 443/453 [03:55<00:05,  1.90it/s, loss=0.039, pair=20.812, adv=23.052, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 443/453 [03:56<00:05,  1.90it/s, loss=0.041, pair=28.688, adv=18.991, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 444/453 [03:56<00:04,  2.01it/s, loss=0.041, pair=28.688, adv=18.991, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 444/453 [03:56<00:04,  2.01it/s, loss=0.040, pair=19.734, adv=23.328, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 445/453 [03:56<00:04,  1.89it/s, loss=0.040, pair=19.734, adv=23.328, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 445/453 [03:57<00:04,  1.89it/s, loss=0.039, pair=24.922, adv=16.554, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 446/453 [03:57<00:03,  2.01it/s, loss=0.039, pair=24.922, adv=16.554, sprd=0.
Ep 009/80 [S1:deg_only]:  98%|▉| 446/453 [03:57<00:03,  2.01it/s, loss=0.040, pair=28.797, adv=22.228, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 447/453 [03:57<00:03,  1.96it/s, loss=0.040, pair=28.797, adv=22.228, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 447/453 [03:58<00:03,  1.96it/s, loss=0.040, pair=19.172, adv=20.547, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 448/453 [03:58<00:02,  2.04it/s, loss=0.040, pair=19.172, adv=20.547, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 448/453 [03:58<00:02,  2.04it/s, loss=0.041, pair=20.938, adv=14.578, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 449/453 [03:58<00:02,  1.90it/s, loss=0.041, pair=20.938, adv=14.578, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 449/453 [03:59<00:02,  1.90it/s, loss=0.043, pair=21.609, adv=12.584, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 450/453 [03:59<00:01,  2.00it/s, loss=0.043, pair=21.609, adv=12.584, sprd=0.
Ep 009/80 [S1:deg_only]:  99%|▉| 450/453 [03:59<00:01,  2.00it/s, loss=0.145, pair=19.906, adv=29.039, sprd=0.
Ep 009/80 [S1:deg_only]: 100%|▉| 451/453 [03:59<00:01,  1.87it/s, loss=0.145, pair=19.906, adv=29.039, sprd=0.
Ep 009/80 [S1:deg_only]: 100%|▉| 451/453 [04:00<00:01,  1.87it/s, loss=0.042, pair=13.828, adv=18.110, sprd=0.
Ep 009/80 [S1:deg_only]: 100%|▉| 452/453 [04:00<00:00,  1.99it/s, loss=0.042, pair=13.828, adv=18.110, sprd=0.
Ep 009/80 [S1:deg_only]: 100%|▉| 452/453 [04:00<00:00,  1.99it/s, loss=0.041, pair=23.109, adv=19.764, sprd=0.
Ep 009/80 [S1:deg_only]: 100%|█| 453/453 [04:00<00:00,  1.89it/s, loss=0.041, pair=23.109, adv=19.764, sprd=0.
                                                                                                              
Epoch 009/80 [S1:deg_only]  loss=0.0467  mat=0.3517  sens=24.3950  pair=23.3553  adv=20.2224(rand=3.47)  deg=0.0049  orth=0.0019  spread=0.0006  q_mean=51.0  q_std=24.1  α=0.10 β=0.00 γ=1.00 λ_grl=0.462  lr=9.77e-05  241s

Ep 010/80 [S1:deg_only]:   0%|                                                        | 0/453 [00:00<?, ?it/s]
Ep 010/80 [S1:deg_only]:   0%|       | 0/453 [00:01<?, ?it/s, loss=0.042, pair=27.312, adv=17.179, sprd=0.001]
Ep 010/80 [S1:deg_only]:   0%| | 1/453 [00:01<10:30,  1.39s/it, loss=0.042, pair=27.312, adv=17.179, sprd=0.00
Ep 010/80 [S1:deg_only]:   0%| | 1/453 [00:01<10:30,  1.39s/it, loss=0.039, pair=20.344, adv=20.463, sprd=0.00
Ep 010/80 [S1:deg_only]:   0%| | 2/453 [00:01<06:29,  1.16it/s, loss=0.039, pair=20.344, adv=20.463, sprd=0.00
Ep 010/80 [S1:deg_only]:   0%| | 2/453 [00:02<06:29,  1.16it/s, loss=0.041, pair=26.594, adv=19.176, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 3/453 [00:02<06:24,  1.17it/s, loss=0.041, pair=26.594, adv=19.176, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 3/453 [00:03<06:24,  1.17it/s, loss=0.043, pair=19.484, adv=23.227, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 4/453 [00:03<05:09,  1.45it/s, loss=0.043, pair=19.484, adv=23.227, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 4/453 [00:03<05:09,  1.45it/s, loss=0.044, pair=29.484, adv=19.971, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 5/453 [00:03<05:11,  1.44it/s, loss=0.044, pair=29.484, adv=19.971, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 5/453 [00:04<05:11,  1.44it/s, loss=0.041, pair=20.562, adv=21.715, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:32,  1.64it/s, loss=0.041, pair=20.562, adv=21.715, sprd=0.00
Ep 010/80 [S1:deg_only]:   1%| | 6/453 [00:04<04:32,  1.64it/s, loss=0.041, pair=26.469, adv=21.014, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 7/453 [00:04<04:31,  1.64it/s, loss=0.041, pair=26.469, adv=21.014, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 7/453 [00:05<04:31,  1.64it/s, loss=0.045, pair=17.984, adv=16.870, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 8/453 [00:05<04:06,  1.81it/s, loss=0.045, pair=17.984, adv=16.870, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 8/453 [00:05<04:06,  1.81it/s, loss=0.042, pair=17.922, adv=19.089, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 9/453 [00:05<04:06,  1.80it/s, loss=0.042, pair=17.922, adv=19.089, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 9/453 [00:06<04:06,  1.80it/s, loss=0.041, pair=21.750, adv=24.258, sprd=0.00
Ep 010/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:47,  1.95it/s, loss=0.041, pair=21.750, adv=24.258, sprd=0.0
Ep 010/80 [S1:deg_only]:   2%| | 10/453 [00:06<03:47,  1.95it/s, loss=0.041, pair=21.000, adv=15.552, sprd=0.0
Ep 010/80 [S1:deg_only]:   2%| | 11/453 [00:06<04:06,  1.80it/s, loss=0.041, pair=21.000, adv=15.552, sprd=0.0
Ep 010/80 [S1:deg_only]:   2%| | 11/453 [00:07<04:06,  1.80it/s, loss=0.042, pair=23.219, adv=22.250, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 12/453 [00:07<03:53,  1.89it/s, loss=0.042, pair=23.219, adv=22.250, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 12/453 [00:08<03:53,  1.89it/s, loss=0.045, pair=23.031, adv=28.921, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 13/453 [00:08<03:56,  1.86it/s, loss=0.045, pair=23.031, adv=28.921, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 13/453 [00:08<03:56,  1.86it/s, loss=0.043, pair=20.406, adv=23.472, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 14/453 [00:08<03:40,  1.99it/s, loss=0.043, pair=20.406, adv=23.472, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 14/453 [00:09<03:40,  1.99it/s, loss=0.146, pair=15.562, adv=16.773, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 15/453 [00:09<03:49,  1.91it/s, loss=0.146, pair=15.562, adv=16.773, sprd=0.0
Ep 010/80 [S1:deg_only]:   3%| | 15/453 [00:09<03:49,  1.91it/s, loss=0.040, pair=19.734, adv=17.707, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 16/453 [00:09<03:40,  1.99it/s, loss=0.040, pair=19.734, adv=17.707, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 16/453 [00:10<03:40,  1.99it/s, loss=0.043, pair=26.766, adv=27.454, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 17/453 [00:10<03:47,  1.92it/s, loss=0.043, pair=26.766, adv=27.454, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 17/453 [00:10<03:47,  1.92it/s, loss=0.043, pair=13.125, adv=16.798, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 18/453 [00:10<03:33,  2.03it/s, loss=0.043, pair=13.125, adv=16.798, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 18/453 [00:11<03:33,  2.03it/s, loss=0.044, pair=14.070, adv=18.843, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 19/453 [00:11<03:44,  1.94it/s, loss=0.044, pair=14.070, adv=18.843, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 19/453 [00:11<03:44,  1.94it/s, loss=0.042, pair=27.469, adv=23.560, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 20/453 [00:11<03:34,  2.02it/s, loss=0.042, pair=27.469, adv=23.560, sprd=0.0
Ep 010/80 [S1:deg_only]:   4%| | 20/453 [00:12<03:34,  2.02it/s, loss=0.042, pair=25.516, adv=11.435, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 21/453 [00:12<03:45,  1.91it/s, loss=0.042, pair=25.516, adv=11.435, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 21/453 [00:12<03:45,  1.91it/s, loss=0.041, pair=18.750, adv=15.823, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 22/453 [00:12<03:36,  1.99it/s, loss=0.041, pair=18.750, adv=15.823, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 22/453 [00:13<03:36,  1.99it/s, loss=0.039, pair=22.500, adv=15.985, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 23/453 [00:13<03:44,  1.91it/s, loss=0.039, pair=22.500, adv=15.985, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 23/453 [00:13<03:44,  1.91it/s, loss=0.042, pair=17.641, adv=15.295, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 24/453 [00:13<03:28,  2.06it/s, loss=0.042, pair=17.641, adv=15.295, sprd=0.0
Ep 010/80 [S1:deg_only]:   5%| | 24/453 [00:14<03:28,  2.06it/s, loss=0.143, pair=24.406, adv=10.758, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 25/453 [00:14<03:37,  1.97it/s, loss=0.143, pair=24.406, adv=10.758, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 25/453 [00:14<03:37,  1.97it/s, loss=0.044, pair=14.867, adv=17.247, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 26/453 [00:14<03:20,  2.13it/s, loss=0.044, pair=14.867, adv=17.247, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 26/453 [00:15<03:20,  2.13it/s, loss=0.041, pair=26.203, adv=17.192, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 27/453 [00:15<03:38,  1.95it/s, loss=0.041, pair=26.203, adv=17.192, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 27/453 [00:15<03:38,  1.95it/s, loss=0.040, pair=25.984, adv=17.715, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 28/453 [00:15<03:29,  2.03it/s, loss=0.040, pair=25.984, adv=17.715, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 28/453 [00:16<03:29,  2.03it/s, loss=0.041, pair=24.297, adv=14.052, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:45,  1.88it/s, loss=0.041, pair=24.297, adv=14.052, sprd=0.0
Ep 010/80 [S1:deg_only]:   6%| | 29/453 [00:16<03:45,  1.88it/s, loss=0.040, pair=25.234, adv=21.820, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 30/453 [00:16<03:32,  1.99it/s, loss=0.040, pair=25.234, adv=21.820, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 30/453 [00:17<03:32,  1.99it/s, loss=0.042, pair=19.016, adv=19.978, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:43,  1.89it/s, loss=0.042, pair=19.016, adv=19.978, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 31/453 [00:17<03:43,  1.89it/s, loss=0.041, pair=24.781, adv=15.857, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 32/453 [00:17<03:29,  2.01it/s, loss=0.041, pair=24.781, adv=15.857, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 32/453 [00:18<03:29,  2.01it/s, loss=0.047, pair=27.281, adv=13.424, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:05,  1.71it/s, loss=0.047, pair=27.281, adv=13.424, sprd=0.0
Ep 010/80 [S1:deg_only]:   7%| | 33/453 [00:18<04:05,  1.71it/s, loss=0.041, pair=21.625, adv=14.276, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 34/453 [00:18<03:45,  1.86it/s, loss=0.041, pair=21.625, adv=14.276, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 34/453 [00:19<03:45,  1.86it/s, loss=0.045, pair=17.859, adv=11.121, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:51,  1.80it/s, loss=0.045, pair=17.859, adv=11.121, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 35/453 [00:19<03:51,  1.80it/s, loss=0.042, pair=22.672, adv=20.732, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 36/453 [00:19<03:39,  1.90it/s, loss=0.042, pair=22.672, adv=20.732, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 36/453 [00:20<03:39,  1.90it/s, loss=0.060, pair=33.844, adv=14.922, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:46,  1.84it/s, loss=0.060, pair=33.844, adv=14.922, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 37/453 [00:20<03:46,  1.84it/s, loss=0.041, pair=18.953, adv=26.376, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 38/453 [00:20<03:30,  1.97it/s, loss=0.041, pair=18.953, adv=26.376, sprd=0.0
Ep 010/80 [S1:deg_only]:   8%| | 38/453 [00:21<03:30,  1.97it/s, loss=0.147, pair=25.406, adv=20.873, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:34,  1.93it/s, loss=0.147, pair=25.406, adv=20.873, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 39/453 [00:21<03:34,  1.93it/s, loss=0.044, pair=26.531, adv=23.382, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 40/453 [00:21<03:24,  2.02it/s, loss=0.044, pair=26.531, adv=23.382, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 40/453 [00:22<03:24,  2.02it/s, loss=0.043, pair=22.562, adv=12.685, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:35,  1.91it/s, loss=0.043, pair=22.562, adv=12.685, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 41/453 [00:22<03:35,  1.91it/s, loss=0.041, pair=27.000, adv=17.410, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 42/453 [00:22<03:24,  2.01it/s, loss=0.041, pair=27.000, adv=17.410, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 42/453 [00:23<03:24,  2.01it/s, loss=0.044, pair=23.547, adv=17.211, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:40,  1.86it/s, loss=0.044, pair=23.547, adv=17.211, sprd=0.0
Ep 010/80 [S1:deg_only]:   9%| | 43/453 [00:23<03:40,  1.86it/s, loss=0.041, pair=23.094, adv=16.204, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 44/453 [00:23<03:29,  1.96it/s, loss=0.041, pair=23.094, adv=16.204, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 44/453 [00:24<03:29,  1.96it/s, loss=0.044, pair=26.688, adv=10.266, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 45/453 [00:24<03:44,  1.82it/s, loss=0.044, pair=26.688, adv=10.266, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 45/453 [00:25<03:44,  1.82it/s, loss=0.041, pair=22.266, adv=15.102, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:30,  1.93it/s, loss=0.041, pair=22.266, adv=15.102, sprd=0.0
Ep 010/80 [S1:deg_only]:  10%| | 46/453 [00:25<03:30,  1.93it/s, loss=0.041, pair=21.797, adv=8.488, sprd=0.00
Ep 010/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:35,  1.88it/s, loss=0.041, pair=21.797, adv=8.488, sprd=0.00
Ep 010/80 [S1:deg_only]:  10%| | 47/453 [00:25<03:35,  1.88it/s, loss=0.041, pair=31.406, adv=12.971, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 48/453 [00:25<03:22,  2.00it/s, loss=0.041, pair=31.406, adv=12.971, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 48/453 [00:26<03:22,  2.00it/s, loss=0.041, pair=27.594, adv=16.641, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 49/453 [00:26<03:33,  1.89it/s, loss=0.041, pair=27.594, adv=16.641, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 49/453 [00:27<03:33,  1.89it/s, loss=0.042, pair=24.406, adv=22.302, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:23,  1.98it/s, loss=0.042, pair=24.406, adv=22.302, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 50/453 [00:27<03:23,  1.98it/s, loss=0.042, pair=26.000, adv=20.199, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 51/453 [00:27<03:37,  1.85it/s, loss=0.042, pair=26.000, adv=20.199, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 51/453 [00:28<03:37,  1.85it/s, loss=0.046, pair=29.312, adv=17.717, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:26,  1.95it/s, loss=0.046, pair=29.312, adv=17.717, sprd=0.0
Ep 010/80 [S1:deg_only]:  11%| | 52/453 [00:28<03:26,  1.95it/s, loss=0.047, pair=23.656, adv=23.085, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 53/453 [00:28<03:25,  1.95it/s, loss=0.047, pair=23.656, adv=23.085, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 53/453 [00:29<03:25,  1.95it/s, loss=0.042, pair=26.625, adv=24.993, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:15,  2.04it/s, loss=0.042, pair=26.625, adv=24.993, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 54/453 [00:29<03:15,  2.04it/s, loss=0.041, pair=21.984, adv=15.977, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 55/453 [00:29<03:26,  1.93it/s, loss=0.041, pair=21.984, adv=15.977, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 55/453 [00:30<03:26,  1.93it/s, loss=0.041, pair=24.344, adv=23.602, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:15,  2.03it/s, loss=0.041, pair=24.344, adv=23.602, sprd=0.0
Ep 010/80 [S1:deg_only]:  12%| | 56/453 [00:30<03:15,  2.03it/s, loss=0.040, pair=16.562, adv=32.415, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 57/453 [00:30<03:39,  1.81it/s, loss=0.040, pair=16.562, adv=32.415, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 57/453 [00:31<03:39,  1.81it/s, loss=0.041, pair=18.266, adv=11.345, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:20,  1.97it/s, loss=0.041, pair=18.266, adv=11.345, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 58/453 [00:31<03:20,  1.97it/s, loss=0.041, pair=23.438, adv=17.327, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 59/453 [00:31<03:36,  1.82it/s, loss=0.041, pair=23.438, adv=17.327, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 59/453 [00:32<03:36,  1.82it/s, loss=0.040, pair=20.359, adv=18.337, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:23,  1.93it/s, loss=0.040, pair=20.359, adv=18.337, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 60/453 [00:32<03:23,  1.93it/s, loss=0.042, pair=25.875, adv=19.765, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 61/453 [00:32<03:34,  1.83it/s, loss=0.042, pair=25.875, adv=19.765, sprd=0.0
Ep 010/80 [S1:deg_only]:  13%|▏| 61/453 [00:33<03:34,  1.83it/s, loss=0.040, pair=24.250, adv=20.103, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:18,  1.97it/s, loss=0.040, pair=24.250, adv=20.103, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 62/453 [00:33<03:18,  1.97it/s, loss=0.084, pair=23.109, adv=22.702, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 63/453 [00:33<03:24,  1.91it/s, loss=0.084, pair=23.109, adv=22.702, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 63/453 [00:34<03:24,  1.91it/s, loss=0.061, pair=28.453, adv=19.636, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:12,  2.02it/s, loss=0.061, pair=28.453, adv=19.636, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 64/453 [00:34<03:12,  2.02it/s, loss=0.154, pair=22.234, adv=15.496, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 65/453 [00:34<03:24,  1.89it/s, loss=0.154, pair=22.234, adv=15.496, sprd=0.0
Ep 010/80 [S1:deg_only]:  14%|▏| 65/453 [00:35<03:24,  1.89it/s, loss=0.050, pair=20.984, adv=25.712, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<03:13,  2.00it/s, loss=0.050, pair=20.984, adv=25.712, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 66/453 [00:35<03:13,  2.00it/s, loss=0.158, pair=13.547, adv=22.010, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 67/453 [00:35<03:19,  1.94it/s, loss=0.158, pair=13.547, adv=22.010, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 67/453 [00:36<03:19,  1.94it/s, loss=0.056, pair=26.984, adv=24.198, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<03:09,  2.03it/s, loss=0.056, pair=26.984, adv=24.198, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 68/453 [00:36<03:09,  2.03it/s, loss=0.058, pair=24.391, adv=18.151, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 69/453 [00:36<03:28,  1.84it/s, loss=0.058, pair=24.391, adv=18.151, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 69/453 [00:37<03:28,  1.84it/s, loss=0.046, pair=18.297, adv=17.425, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 70/453 [00:37<03:16,  1.95it/s, loss=0.046, pair=18.297, adv=17.425, sprd=0.0
Ep 010/80 [S1:deg_only]:  15%|▏| 70/453 [00:38<03:16,  1.95it/s, loss=0.056, pair=26.391, adv=18.908, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:31,  1.81it/s, loss=0.056, pair=26.391, adv=18.908, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 71/453 [00:38<03:31,  1.81it/s, loss=0.049, pair=20.578, adv=33.485, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 72/453 [00:38<03:17,  1.93it/s, loss=0.049, pair=20.578, adv=33.485, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 72/453 [00:39<03:17,  1.93it/s, loss=0.045, pair=23.984, adv=29.249, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 73/453 [00:39<03:25,  1.85it/s, loss=0.045, pair=23.984, adv=29.249, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 73/453 [00:39<03:25,  1.85it/s, loss=0.046, pair=23.469, adv=31.779, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 74/453 [00:39<03:13,  1.96it/s, loss=0.046, pair=23.469, adv=31.779, sprd=0.0
Ep 010/80 [S1:deg_only]:  16%|▏| 74/453 [00:40<03:13,  1.96it/s, loss=0.049, pair=22.484, adv=24.326, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 75/453 [00:40<03:44,  1.68it/s, loss=0.049, pair=22.484, adv=24.326, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 75/453 [00:40<03:44,  1.68it/s, loss=0.047, pair=19.562, adv=26.228, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 76/453 [00:40<03:30,  1.79it/s, loss=0.047, pair=19.562, adv=26.228, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 76/453 [00:41<03:30,  1.79it/s, loss=0.048, pair=24.234, adv=24.597, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 77/453 [00:41<03:28,  1.80it/s, loss=0.048, pair=24.234, adv=24.597, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 77/453 [00:41<03:28,  1.80it/s, loss=0.046, pair=29.734, adv=30.236, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 78/453 [00:41<03:15,  1.91it/s, loss=0.046, pair=29.734, adv=30.236, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 78/453 [00:42<03:15,  1.91it/s, loss=0.045, pair=19.609, adv=23.556, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 79/453 [00:42<03:23,  1.84it/s, loss=0.045, pair=19.609, adv=23.556, sprd=0.0
Ep 010/80 [S1:deg_only]:  17%|▏| 79/453 [00:42<03:23,  1.84it/s, loss=0.045, pair=23.266, adv=22.569, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 80/453 [00:42<03:12,  1.94it/s, loss=0.045, pair=23.266, adv=22.569, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 80/453 [00:43<03:12,  1.94it/s, loss=0.041, pair=22.531, adv=14.960, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 81/453 [00:43<03:18,  1.87it/s, loss=0.041, pair=22.531, adv=14.960, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 81/453 [00:43<03:18,  1.87it/s, loss=0.045, pair=20.125, adv=20.612, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 82/453 [00:43<03:07,  1.98it/s, loss=0.045, pair=20.125, adv=20.612, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 82/453 [00:44<03:07,  1.98it/s, loss=0.043, pair=28.547, adv=24.355, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 83/453 [00:44<03:17,  1.87it/s, loss=0.043, pair=28.547, adv=24.355, sprd=0.0
Ep 010/80 [S1:deg_only]:  18%|▏| 83/453 [00:44<03:17,  1.87it/s, loss=0.047, pair=32.188, adv=31.925, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 84/453 [00:44<03:10,  1.94it/s, loss=0.047, pair=32.188, adv=31.925, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 84/453 [00:45<03:10,  1.94it/s, loss=0.151, pair=30.109, adv=24.441, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 85/453 [00:45<03:25,  1.79it/s, loss=0.151, pair=30.109, adv=24.441, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 85/453 [00:46<03:25,  1.79it/s, loss=0.044, pair=26.656, adv=35.054, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 86/453 [00:46<03:08,  1.95it/s, loss=0.044, pair=26.656, adv=35.054, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 86/453 [00:46<03:08,  1.95it/s, loss=0.044, pair=19.453, adv=23.019, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 87/453 [00:46<03:20,  1.82it/s, loss=0.044, pair=19.453, adv=23.019, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 87/453 [00:47<03:20,  1.82it/s, loss=0.042, pair=21.516, adv=25.546, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 88/453 [00:47<03:07,  1.95it/s, loss=0.042, pair=21.516, adv=25.546, sprd=0.0
Ep 010/80 [S1:deg_only]:  19%|▏| 88/453 [00:47<03:07,  1.95it/s, loss=0.044, pair=22.469, adv=21.157, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 89/453 [00:47<03:11,  1.90it/s, loss=0.044, pair=22.469, adv=21.157, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 89/453 [00:48<03:11,  1.90it/s, loss=0.040, pair=36.219, adv=23.806, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 90/453 [00:48<03:00,  2.01it/s, loss=0.040, pair=36.219, adv=23.806, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 90/453 [00:48<03:00,  2.01it/s, loss=0.043, pair=30.844, adv=16.994, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 91/453 [00:48<03:14,  1.86it/s, loss=0.043, pair=30.844, adv=16.994, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 91/453 [00:49<03:14,  1.86it/s, loss=0.044, pair=27.547, adv=26.577, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 92/453 [00:49<03:04,  1.96it/s, loss=0.044, pair=27.547, adv=26.577, sprd=0.0
Ep 010/80 [S1:deg_only]:  20%|▏| 92/453 [00:49<03:04,  1.96it/s, loss=0.041, pair=33.188, adv=20.958, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 93/453 [00:49<03:11,  1.88it/s, loss=0.041, pair=33.188, adv=20.958, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 93/453 [00:50<03:11,  1.88it/s, loss=0.042, pair=25.719, adv=21.618, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 94/453 [00:50<03:00,  1.99it/s, loss=0.042, pair=25.719, adv=21.618, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 94/453 [00:50<03:00,  1.99it/s, loss=0.146, pair=12.375, adv=22.170, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 95/453 [00:50<03:07,  1.91it/s, loss=0.146, pair=12.375, adv=22.170, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 95/453 [00:51<03:07,  1.91it/s, loss=0.041, pair=30.766, adv=17.641, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 96/453 [00:51<02:58,  2.00it/s, loss=0.041, pair=30.766, adv=17.641, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 96/453 [00:51<02:58,  2.00it/s, loss=0.044, pair=20.062, adv=15.465, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 97/453 [00:51<03:13,  1.84it/s, loss=0.044, pair=20.062, adv=15.465, sprd=0.0
Ep 010/80 [S1:deg_only]:  21%|▏| 97/453 [00:52<03:13,  1.84it/s, loss=0.041, pair=24.766, adv=20.834, sprd=0.0
Ep 010/80 [S1:deg_only]:  22%|▏| 98/453 [00:52<02:58,  1.99it/s, loss=0.041, pair=24.766, adv=20.834, sprd=0.0
Ep 010/80 [S1:deg_only]:  22%|▏| 98/453 [00:52<02:58,  1.99it/s, loss=0.145, pair=23.844, adv=18.499, sprd=0.0
Ep 010/80 [S1:deg_only]:  22%|▏| 99/453 [00:52<03:03,  1.93it/s, loss=0.145, pair=23.844, adv=18.499, sprd=0.0
Ep 010/80 [S1:deg_only]:  22%|▏| 99/453 [00:53<03:03,  1.93it/s, loss=0.040, pair=29.547, adv=28.124, sprd=0.0
Ep 010/80 [S1:deg_only]:  22%|▏| 100/453 [00:53<02:52,  2.05it/s, loss=0.040, pair=29.547, adv=28.124, sprd=0.
Ep 010/80 [S1:deg_only]:  22%|▏| 100/453 [00:53<02:52,  2.05it/s, loss=0.145, pair=19.453, adv=28.998, sprd=0.
Ep 010/80 [S1:deg_only]:  22%|▏| 101/453 [00:53<03:02,  1.93it/s, loss=0.145, pair=19.453, adv=28.998, sprd=0.
Ep 010/80 [S1:deg_only]:  22%|▏| 101/453 [00:54<03:02,  1.93it/s, loss=0.040, pair=24.094, adv=26.627, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 102/453 [00:54<02:54,  2.02it/s, loss=0.040, pair=24.094, adv=26.627, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 102/453 [00:54<02:54,  2.02it/s, loss=0.042, pair=18.703, adv=29.014, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 103/453 [00:54<02:59,  1.95it/s, loss=0.042, pair=18.703, adv=29.014, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 103/453 [00:55<02:59,  1.95it/s, loss=0.042, pair=28.250, adv=24.884, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<02:49,  2.06it/s, loss=0.042, pair=28.250, adv=24.884, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 104/453 [00:55<02:49,  2.06it/s, loss=0.043, pair=21.391, adv=27.903, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 105/453 [00:55<02:57,  1.96it/s, loss=0.043, pair=21.391, adv=27.903, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 105/453 [00:56<02:57,  1.96it/s, loss=0.041, pair=20.484, adv=19.275, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<02:49,  2.05it/s, loss=0.041, pair=20.484, adv=19.275, sprd=0.
Ep 010/80 [S1:deg_only]:  23%|▏| 106/453 [00:56<02:49,  2.05it/s, loss=0.045, pair=18.922, adv=32.911, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 107/453 [00:56<03:01,  1.91it/s, loss=0.045, pair=18.922, adv=32.911, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 107/453 [00:57<03:01,  1.91it/s, loss=0.041, pair=23.531, adv=29.432, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 108/453 [00:57<02:52,  2.00it/s, loss=0.041, pair=23.531, adv=29.432, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 108/453 [00:57<02:52,  2.00it/s, loss=0.042, pair=26.500, adv=19.061, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 109/453 [00:57<03:06,  1.85it/s, loss=0.042, pair=26.500, adv=19.061, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 109/453 [00:58<03:06,  1.85it/s, loss=0.042, pair=22.781, adv=16.729, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 110/453 [00:58<02:52,  1.98it/s, loss=0.042, pair=22.781, adv=16.729, sprd=0.
Ep 010/80 [S1:deg_only]:  24%|▏| 110/453 [00:58<02:52,  1.98it/s, loss=0.040, pair=22.875, adv=26.017, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 111/453 [00:58<03:03,  1.86it/s, loss=0.040, pair=22.875, adv=26.017, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 111/453 [00:59<03:03,  1.86it/s, loss=0.043, pair=32.750, adv=21.166, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 112/453 [00:59<02:52,  1.98it/s, loss=0.043, pair=32.750, adv=21.166, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 112/453 [01:00<02:52,  1.98it/s, loss=0.041, pair=21.031, adv=22.639, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:16,  1.73it/s, loss=0.041, pair=21.031, adv=22.639, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▏| 113/453 [01:00<03:16,  1.73it/s, loss=0.042, pair=26.250, adv=28.765, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▎| 114/453 [01:00<02:59,  1.89it/s, loss=0.042, pair=26.250, adv=28.765, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▎| 114/453 [01:01<02:59,  1.89it/s, loss=0.045, pair=26.625, adv=17.797, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:02,  1.85it/s, loss=0.045, pair=26.625, adv=17.797, sprd=0.
Ep 010/80 [S1:deg_only]:  25%|▎| 115/453 [01:01<03:02,  1.85it/s, loss=0.042, pair=24.750, adv=18.863, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 116/453 [01:01<02:51,  1.96it/s, loss=0.042, pair=24.750, adv=18.863, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 116/453 [01:02<02:51,  1.96it/s, loss=0.042, pair=26.812, adv=21.539, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 117/453 [01:02<03:01,  1.85it/s, loss=0.042, pair=26.812, adv=21.539, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 117/453 [01:02<03:01,  1.85it/s, loss=0.044, pair=29.359, adv=24.988, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 118/453 [01:02<02:49,  1.97it/s, loss=0.044, pair=29.359, adv=24.988, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 118/453 [01:03<02:49,  1.97it/s, loss=0.096, pair=27.672, adv=22.720, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 119/453 [01:03<02:55,  1.90it/s, loss=0.096, pair=27.672, adv=22.720, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 119/453 [01:03<02:55,  1.90it/s, loss=0.042, pair=30.922, adv=34.258, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 120/453 [01:03<02:46,  2.00it/s, loss=0.042, pair=30.922, adv=34.258, sprd=0.
Ep 010/80 [S1:deg_only]:  26%|▎| 120/453 [01:04<02:46,  2.00it/s, loss=0.043, pair=23.484, adv=16.652, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 121/453 [01:04<02:51,  1.93it/s, loss=0.043, pair=23.484, adv=16.652, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 121/453 [01:04<02:51,  1.93it/s, loss=0.044, pair=23.344, adv=18.492, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 122/453 [01:04<02:44,  2.01it/s, loss=0.044, pair=23.344, adv=18.492, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 122/453 [01:05<02:44,  2.01it/s, loss=0.040, pair=25.109, adv=15.680, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 123/453 [01:05<02:57,  1.86it/s, loss=0.040, pair=25.109, adv=15.680, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 123/453 [01:05<02:57,  1.86it/s, loss=0.041, pair=19.094, adv=21.244, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 124/453 [01:05<02:46,  1.97it/s, loss=0.041, pair=19.094, adv=21.244, sprd=0.
Ep 010/80 [S1:deg_only]:  27%|▎| 124/453 [01:06<02:46,  1.97it/s, loss=0.046, pair=26.406, adv=23.006, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 125/453 [01:06<02:54,  1.88it/s, loss=0.046, pair=26.406, adv=23.006, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 125/453 [01:06<02:54,  1.88it/s, loss=0.042, pair=28.156, adv=23.901, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 126/453 [01:06<02:44,  1.98it/s, loss=0.042, pair=28.156, adv=23.901, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 126/453 [01:07<02:44,  1.98it/s, loss=0.046, pair=26.500, adv=28.129, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 127/453 [01:07<02:51,  1.91it/s, loss=0.046, pair=26.500, adv=28.129, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 127/453 [01:07<02:51,  1.91it/s, loss=0.042, pair=34.844, adv=27.778, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 128/453 [01:07<02:41,  2.01it/s, loss=0.042, pair=34.844, adv=27.778, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 128/453 [01:08<02:41,  2.01it/s, loss=0.045, pair=24.891, adv=23.340, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 129/453 [01:08<02:46,  1.94it/s, loss=0.045, pair=24.891, adv=23.340, sprd=0.
Ep 010/80 [S1:deg_only]:  28%|▎| 129/453 [01:08<02:46,  1.94it/s, loss=0.042, pair=24.500, adv=15.859, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 130/453 [01:08<02:36,  2.06it/s, loss=0.042, pair=24.500, adv=15.859, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 130/453 [01:09<02:36,  2.06it/s, loss=0.042, pair=13.781, adv=22.927, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 131/453 [01:09<02:45,  1.94it/s, loss=0.042, pair=13.781, adv=22.927, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 131/453 [01:09<02:45,  1.94it/s, loss=0.041, pair=20.328, adv=18.773, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 132/453 [01:09<02:36,  2.05it/s, loss=0.041, pair=20.328, adv=18.773, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 132/453 [01:10<02:36,  2.05it/s, loss=0.043, pair=23.719, adv=14.961, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 133/453 [01:10<02:44,  1.95it/s, loss=0.043, pair=23.719, adv=14.961, sprd=0.
Ep 010/80 [S1:deg_only]:  29%|▎| 133/453 [01:10<02:44,  1.95it/s, loss=0.042, pair=23.328, adv=21.413, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 134/453 [01:10<02:35,  2.06it/s, loss=0.042, pair=23.328, adv=21.413, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 134/453 [01:11<02:35,  2.06it/s, loss=0.045, pair=22.891, adv=22.716, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 135/453 [01:11<02:39,  2.00it/s, loss=0.045, pair=22.891, adv=22.716, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 135/453 [01:11<02:39,  2.00it/s, loss=0.043, pair=24.812, adv=16.826, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 136/453 [01:11<02:34,  2.05it/s, loss=0.043, pair=24.812, adv=16.826, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 136/453 [01:12<02:34,  2.05it/s, loss=0.041, pair=23.891, adv=22.666, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 137/453 [01:12<02:48,  1.88it/s, loss=0.041, pair=23.891, adv=22.666, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 137/453 [01:12<02:48,  1.88it/s, loss=0.040, pair=24.719, adv=28.262, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 138/453 [01:12<02:41,  1.95it/s, loss=0.040, pair=24.719, adv=28.262, sprd=0.
Ep 010/80 [S1:deg_only]:  30%|▎| 138/453 [01:13<02:41,  1.95it/s, loss=0.042, pair=27.297, adv=28.546, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 139/453 [01:13<02:56,  1.78it/s, loss=0.042, pair=27.297, adv=28.546, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 139/453 [01:13<02:56,  1.78it/s, loss=0.041, pair=23.016, adv=23.981, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 140/453 [01:13<02:43,  1.92it/s, loss=0.041, pair=23.016, adv=23.981, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 140/453 [01:14<02:43,  1.92it/s, loss=0.042, pair=22.188, adv=20.568, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 141/453 [01:14<02:48,  1.85it/s, loss=0.042, pair=22.188, adv=20.568, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 141/453 [01:14<02:48,  1.85it/s, loss=0.040, pair=26.141, adv=31.199, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 142/453 [01:14<02:37,  1.97it/s, loss=0.040, pair=26.141, adv=31.199, sprd=0.
Ep 010/80 [S1:deg_only]:  31%|▎| 142/453 [01:15<02:37,  1.97it/s, loss=0.040, pair=26.422, adv=20.620, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 143/453 [01:15<03:03,  1.69it/s, loss=0.040, pair=26.422, adv=20.620, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 143/453 [01:16<03:03,  1.69it/s, loss=0.043, pair=19.031, adv=23.522, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 144/453 [01:16<02:49,  1.82it/s, loss=0.043, pair=19.031, adv=23.522, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 144/453 [01:16<02:49,  1.82it/s, loss=0.145, pair=19.609, adv=19.149, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 145/453 [01:16<02:51,  1.79it/s, loss=0.145, pair=19.609, adv=19.149, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 145/453 [01:17<02:51,  1.79it/s, loss=0.044, pair=30.172, adv=27.122, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 146/453 [01:17<02:39,  1.92it/s, loss=0.044, pair=30.172, adv=27.122, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 146/453 [01:17<02:39,  1.92it/s, loss=0.044, pair=22.203, adv=20.127, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 147/453 [01:17<02:42,  1.88it/s, loss=0.044, pair=22.203, adv=20.127, sprd=0.
Ep 010/80 [S1:deg_only]:  32%|▎| 147/453 [01:18<02:42,  1.88it/s, loss=0.062, pair=28.922, adv=14.029, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 148/453 [01:18<02:31,  2.01it/s, loss=0.062, pair=28.922, adv=14.029, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 148/453 [01:18<02:31,  2.01it/s, loss=0.146, pair=22.219, adv=16.934, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 149/453 [01:18<02:39,  1.91it/s, loss=0.146, pair=22.219, adv=16.934, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 149/453 [01:19<02:39,  1.91it/s, loss=0.041, pair=20.484, adv=22.502, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 150/453 [01:19<02:32,  1.99it/s, loss=0.041, pair=20.484, adv=22.502, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 150/453 [01:19<02:32,  1.99it/s, loss=0.046, pair=22.344, adv=29.482, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 151/453 [01:19<02:32,  1.98it/s, loss=0.046, pair=22.344, adv=29.482, sprd=0.
Ep 010/80 [S1:deg_only]:  33%|▎| 151/453 [01:20<02:32,  1.98it/s, loss=0.041, pair=23.125, adv=21.503, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 152/453 [01:20<02:28,  2.03it/s, loss=0.041, pair=23.125, adv=21.503, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 152/453 [01:20<02:28,  2.03it/s, loss=0.043, pair=22.734, adv=25.899, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 153/453 [01:20<02:46,  1.80it/s, loss=0.043, pair=22.734, adv=25.899, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 153/453 [01:21<02:46,  1.80it/s, loss=0.043, pair=17.938, adv=26.747, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 154/453 [01:21<02:38,  1.89it/s, loss=0.043, pair=17.938, adv=26.747, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 154/453 [01:21<02:38,  1.89it/s, loss=0.043, pair=20.953, adv=16.491, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 155/453 [01:21<02:50,  1.75it/s, loss=0.043, pair=20.953, adv=16.491, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 155/453 [01:22<02:50,  1.75it/s, loss=0.043, pair=30.391, adv=31.477, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 156/453 [01:22<02:38,  1.88it/s, loss=0.043, pair=30.391, adv=31.477, sprd=0.
Ep 010/80 [S1:deg_only]:  34%|▎| 156/453 [01:23<02:38,  1.88it/s, loss=0.049, pair=28.953, adv=27.227, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 157/453 [01:23<02:45,  1.79it/s, loss=0.049, pair=28.953, adv=27.227, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 157/453 [01:23<02:45,  1.79it/s, loss=0.040, pair=24.719, adv=24.153, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 158/453 [01:23<02:31,  1.95it/s, loss=0.040, pair=24.719, adv=24.153, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 158/453 [01:24<02:31,  1.95it/s, loss=0.148, pair=22.078, adv=19.819, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 159/453 [01:24<02:37,  1.87it/s, loss=0.148, pair=22.078, adv=19.819, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 159/453 [01:24<02:37,  1.87it/s, loss=0.045, pair=10.859, adv=14.107, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 160/453 [01:24<02:26,  1.99it/s, loss=0.045, pair=10.859, adv=14.107, sprd=0.
Ep 010/80 [S1:deg_only]:  35%|▎| 160/453 [01:25<02:26,  1.99it/s, loss=0.148, pair=21.578, adv=25.153, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 161/453 [01:25<02:34,  1.89it/s, loss=0.148, pair=21.578, adv=25.153, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 161/453 [01:25<02:34,  1.89it/s, loss=0.039, pair=18.172, adv=14.686, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 162/453 [01:25<02:23,  2.03it/s, loss=0.039, pair=18.172, adv=14.686, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 162/453 [01:25<02:23,  2.03it/s, loss=0.046, pair=28.047, adv=27.233, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 163/453 [01:25<02:27,  1.97it/s, loss=0.046, pair=28.047, adv=27.233, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 163/453 [01:26<02:27,  1.97it/s, loss=0.041, pair=23.812, adv=20.743, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 164/453 [01:26<02:18,  2.08it/s, loss=0.041, pair=23.812, adv=20.743, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 164/453 [01:26<02:18,  2.08it/s, loss=0.042, pair=26.297, adv=27.061, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 165/453 [01:26<02:26,  1.97it/s, loss=0.042, pair=26.297, adv=27.061, sprd=0.
Ep 010/80 [S1:deg_only]:  36%|▎| 165/453 [01:27<02:26,  1.97it/s, loss=0.042, pair=22.625, adv=26.074, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 166/453 [01:27<02:21,  2.04it/s, loss=0.042, pair=22.625, adv=26.074, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 166/453 [01:28<02:21,  2.04it/s, loss=0.041, pair=24.312, adv=26.048, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 167/453 [01:28<02:50,  1.68it/s, loss=0.041, pair=24.312, adv=26.048, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 167/453 [01:28<02:50,  1.68it/s, loss=0.041, pair=20.344, adv=17.092, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 168/453 [01:28<02:37,  1.81it/s, loss=0.041, pair=20.344, adv=17.092, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 168/453 [01:29<02:37,  1.81it/s, loss=0.043, pair=22.703, adv=31.140, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 169/453 [01:29<02:41,  1.75it/s, loss=0.043, pair=22.703, adv=31.140, sprd=0.
Ep 010/80 [S1:deg_only]:  37%|▎| 169/453 [01:29<02:41,  1.75it/s, loss=0.041, pair=24.875, adv=22.643, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 170/453 [01:29<02:27,  1.91it/s, loss=0.041, pair=24.875, adv=22.643, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 170/453 [01:30<02:27,  1.91it/s, loss=0.043, pair=24.859, adv=28.673, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 171/453 [01:30<02:34,  1.82it/s, loss=0.043, pair=24.859, adv=28.673, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 171/453 [01:30<02:34,  1.82it/s, loss=0.041, pair=25.016, adv=29.797, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 172/453 [01:30<02:23,  1.96it/s, loss=0.041, pair=25.016, adv=29.797, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 172/453 [01:31<02:23,  1.96it/s, loss=0.043, pair=21.312, adv=19.229, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 173/453 [01:31<02:34,  1.81it/s, loss=0.043, pair=21.312, adv=19.229, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 173/453 [01:31<02:34,  1.81it/s, loss=0.039, pair=27.391, adv=19.073, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 174/453 [01:31<02:23,  1.95it/s, loss=0.039, pair=27.391, adv=19.073, sprd=0.
Ep 010/80 [S1:deg_only]:  38%|▍| 174/453 [01:32<02:23,  1.95it/s, loss=0.042, pair=28.359, adv=13.414, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 175/453 [01:32<02:28,  1.87it/s, loss=0.042, pair=28.359, adv=13.414, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 175/453 [01:32<02:28,  1.87it/s, loss=0.042, pair=29.188, adv=29.115, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 176/453 [01:32<02:18,  2.00it/s, loss=0.042, pair=29.188, adv=29.115, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 176/453 [01:33<02:18,  2.00it/s, loss=0.043, pair=21.453, adv=26.120, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 177/453 [01:33<02:23,  1.92it/s, loss=0.043, pair=21.453, adv=26.120, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 177/453 [01:33<02:23,  1.92it/s, loss=0.039, pair=28.016, adv=26.199, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 178/453 [01:33<02:15,  2.04it/s, loss=0.039, pair=28.016, adv=26.199, sprd=0.
Ep 010/80 [S1:deg_only]:  39%|▍| 178/453 [01:34<02:15,  2.04it/s, loss=0.045, pair=23.406, adv=22.941, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 179/453 [01:34<02:23,  1.90it/s, loss=0.045, pair=23.406, adv=22.941, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 179/453 [01:34<02:23,  1.90it/s, loss=0.039, pair=26.031, adv=26.426, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 180/453 [01:34<02:16,  2.01it/s, loss=0.039, pair=26.031, adv=26.426, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 180/453 [01:35<02:16,  2.01it/s, loss=0.070, pair=25.203, adv=16.346, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 181/453 [01:35<02:22,  1.91it/s, loss=0.070, pair=25.203, adv=16.346, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 181/453 [01:35<02:22,  1.91it/s, loss=0.040, pair=26.328, adv=19.510, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 182/453 [01:35<02:15,  2.00it/s, loss=0.040, pair=26.328, adv=19.510, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 182/453 [01:36<02:15,  2.00it/s, loss=0.043, pair=20.578, adv=21.639, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 183/453 [01:36<02:32,  1.77it/s, loss=0.043, pair=20.578, adv=21.639, sprd=0.
Ep 010/80 [S1:deg_only]:  40%|▍| 183/453 [01:37<02:32,  1.77it/s, loss=0.041, pair=27.547, adv=28.796, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 184/453 [01:37<02:21,  1.90it/s, loss=0.041, pair=27.547, adv=28.796, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 184/453 [01:37<02:21,  1.90it/s, loss=0.043, pair=26.312, adv=29.873, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 185/453 [01:37<02:24,  1.85it/s, loss=0.043, pair=26.312, adv=29.873, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 185/453 [01:38<02:24,  1.85it/s, loss=0.040, pair=28.328, adv=30.115, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 186/453 [01:38<02:15,  1.97it/s, loss=0.040, pair=28.328, adv=30.115, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 186/453 [01:38<02:15,  1.97it/s, loss=0.042, pair=22.141, adv=15.998, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 187/453 [01:38<02:20,  1.89it/s, loss=0.042, pair=22.141, adv=15.998, sprd=0.
Ep 010/80 [S1:deg_only]:  41%|▍| 187/453 [01:39<02:20,  1.89it/s, loss=0.041, pair=23.406, adv=23.458, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 188/453 [01:39<02:12,  2.00it/s, loss=0.041, pair=23.406, adv=23.458, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 188/453 [01:39<02:12,  2.00it/s, loss=0.040, pair=23.750, adv=25.210, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 189/453 [01:39<02:18,  1.90it/s, loss=0.040, pair=23.750, adv=25.210, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 189/453 [01:40<02:18,  1.90it/s, loss=0.039, pair=18.766, adv=21.713, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 190/453 [01:40<02:11,  2.00it/s, loss=0.039, pair=18.766, adv=21.713, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 190/453 [01:40<02:11,  2.00it/s, loss=0.041, pair=21.156, adv=17.510, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 191/453 [01:40<02:17,  1.91it/s, loss=0.041, pair=21.156, adv=17.510, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 191/453 [01:41<02:17,  1.91it/s, loss=0.044, pair=31.859, adv=20.513, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 192/453 [01:41<02:12,  1.97it/s, loss=0.044, pair=31.859, adv=20.513, sprd=0.
Ep 010/80 [S1:deg_only]:  42%|▍| 192/453 [01:41<02:12,  1.97it/s, loss=0.041, pair=13.312, adv=19.740, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 193/453 [01:41<02:16,  1.91it/s, loss=0.041, pair=13.312, adv=19.740, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 193/453 [01:42<02:16,  1.91it/s, loss=0.065, pair=25.234, adv=21.186, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 194/453 [01:42<02:08,  2.01it/s, loss=0.065, pair=25.234, adv=21.186, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 194/453 [01:42<02:08,  2.01it/s, loss=0.041, pair=29.047, adv=25.370, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 195/453 [01:42<02:26,  1.76it/s, loss=0.041, pair=29.047, adv=25.370, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 195/453 [01:43<02:26,  1.76it/s, loss=0.042, pair=26.422, adv=24.939, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 196/453 [01:43<02:16,  1.88it/s, loss=0.042, pair=26.422, adv=24.939, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 196/453 [01:43<02:16,  1.88it/s, loss=0.043, pair=23.297, adv=25.288, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 197/453 [01:43<02:27,  1.73it/s, loss=0.043, pair=23.297, adv=25.288, sprd=0.
Ep 010/80 [S1:deg_only]:  43%|▍| 197/453 [01:44<02:27,  1.73it/s, loss=0.045, pair=20.109, adv=15.207, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 198/453 [01:44<02:22,  1.79it/s, loss=0.045, pair=20.109, adv=15.207, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 198/453 [01:45<02:22,  1.79it/s, loss=0.049, pair=17.938, adv=18.447, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 199/453 [01:45<02:22,  1.79it/s, loss=0.049, pair=17.938, adv=18.447, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 199/453 [01:45<02:22,  1.79it/s, loss=0.042, pair=19.547, adv=23.949, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 200/453 [01:45<02:11,  1.93it/s, loss=0.042, pair=19.547, adv=23.949, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 200/453 [01:46<02:11,  1.93it/s, loss=0.042, pair=23.578, adv=19.852, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 201/453 [01:46<02:19,  1.81it/s, loss=0.042, pair=23.578, adv=19.852, sprd=0.
Ep 010/80 [S1:deg_only]:  44%|▍| 201/453 [01:46<02:19,  1.81it/s, loss=0.041, pair=17.891, adv=24.711, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 202/453 [01:46<02:12,  1.89it/s, loss=0.041, pair=17.891, adv=24.711, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 202/453 [01:47<02:12,  1.89it/s, loss=0.045, pair=19.922, adv=24.038, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 203/453 [01:47<02:20,  1.78it/s, loss=0.045, pair=19.922, adv=24.038, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 203/453 [01:47<02:20,  1.78it/s, loss=0.041, pair=27.031, adv=26.336, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 204/453 [01:47<02:10,  1.90it/s, loss=0.041, pair=27.031, adv=26.336, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 204/453 [01:48<02:10,  1.90it/s, loss=0.044, pair=24.688, adv=18.451, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 205/453 [01:48<02:14,  1.85it/s, loss=0.044, pair=24.688, adv=18.451, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 205/453 [01:48<02:14,  1.85it/s, loss=0.042, pair=24.000, adv=26.087, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 206/453 [01:48<02:07,  1.94it/s, loss=0.042, pair=24.000, adv=26.087, sprd=0.
Ep 010/80 [S1:deg_only]:  45%|▍| 206/453 [01:49<02:07,  1.94it/s, loss=0.041, pair=16.203, adv=16.438, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 207/453 [01:49<02:12,  1.86it/s, loss=0.041, pair=16.203, adv=16.438, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 207/453 [01:49<02:12,  1.86it/s, loss=0.040, pair=25.984, adv=29.106, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 208/453 [01:49<02:02,  2.00it/s, loss=0.040, pair=25.984, adv=29.106, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 208/453 [01:50<02:02,  2.00it/s, loss=0.040, pair=21.391, adv=19.418, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 209/453 [01:50<02:07,  1.91it/s, loss=0.040, pair=21.391, adv=19.418, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 209/453 [01:50<02:07,  1.91it/s, loss=0.041, pair=20.297, adv=24.199, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 210/453 [01:50<02:01,  2.00it/s, loss=0.041, pair=20.297, adv=24.199, sprd=0.
Ep 010/80 [S1:deg_only]:  46%|▍| 210/453 [01:51<02:01,  2.00it/s, loss=0.039, pair=19.234, adv=19.979, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 211/453 [01:51<02:07,  1.90it/s, loss=0.039, pair=19.234, adv=19.979, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 211/453 [01:51<02:07,  1.90it/s, loss=0.039, pair=24.141, adv=16.540, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 212/453 [01:51<02:05,  1.92it/s, loss=0.039, pair=24.141, adv=16.540, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 212/453 [01:52<02:05,  1.92it/s, loss=0.044, pair=19.484, adv=27.463, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 213/453 [01:52<02:19,  1.72it/s, loss=0.044, pair=19.484, adv=27.463, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 213/453 [01:52<02:19,  1.72it/s, loss=0.044, pair=18.625, adv=18.515, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 214/453 [01:52<02:07,  1.88it/s, loss=0.044, pair=18.625, adv=18.515, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 214/453 [01:53<02:07,  1.88it/s, loss=0.045, pair=19.047, adv=17.762, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 215/453 [01:53<02:09,  1.83it/s, loss=0.045, pair=19.047, adv=17.762, sprd=0.
Ep 010/80 [S1:deg_only]:  47%|▍| 215/453 [01:53<02:09,  1.83it/s, loss=0.041, pair=22.453, adv=12.327, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 216/453 [01:53<02:01,  1.96it/s, loss=0.041, pair=22.453, adv=12.327, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 216/453 [01:54<02:01,  1.96it/s, loss=0.146, pair=20.828, adv=12.150, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 217/453 [01:54<02:06,  1.86it/s, loss=0.146, pair=20.828, adv=12.150, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 217/453 [01:54<02:06,  1.86it/s, loss=0.042, pair=16.625, adv=21.219, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 218/453 [01:54<01:57,  2.01it/s, loss=0.042, pair=16.625, adv=21.219, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 218/453 [01:55<01:57,  2.01it/s, loss=0.039, pair=16.406, adv=17.651, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 219/453 [01:55<02:03,  1.89it/s, loss=0.039, pair=16.406, adv=17.651, sprd=0.
Ep 010/80 [S1:deg_only]:  48%|▍| 219/453 [01:56<02:03,  1.89it/s, loss=0.040, pair=27.094, adv=21.849, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 220/453 [01:56<01:56,  2.00it/s, loss=0.040, pair=27.094, adv=21.849, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 220/453 [01:56<01:56,  2.00it/s, loss=0.045, pair=21.031, adv=21.476, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 221/453 [01:56<02:05,  1.85it/s, loss=0.045, pair=21.031, adv=21.476, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 221/453 [01:57<02:05,  1.85it/s, loss=0.039, pair=23.062, adv=27.108, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 222/453 [01:57<01:54,  2.01it/s, loss=0.039, pair=23.062, adv=27.108, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 222/453 [01:57<01:54,  2.01it/s, loss=0.041, pair=18.969, adv=18.602, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 223/453 [01:57<02:10,  1.76it/s, loss=0.041, pair=18.969, adv=18.602, sprd=0.
Ep 010/80 [S1:deg_only]:  49%|▍| 223/453 [01:58<02:10,  1.76it/s, loss=0.044, pair=22.062, adv=6.723, sprd=0.0
Ep 010/80 [S1:deg_only]:  49%|▍| 224/453 [01:58<02:01,  1.88it/s, loss=0.044, pair=22.062, adv=6.723, sprd=0.0
Ep 010/80 [S1:deg_only]:  49%|▍| 224/453 [01:58<02:01,  1.88it/s, loss=0.047, pair=20.031, adv=20.147, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▍| 225/453 [01:58<02:01,  1.87it/s, loss=0.047, pair=20.031, adv=20.147, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▍| 225/453 [01:59<02:01,  1.87it/s, loss=0.042, pair=25.844, adv=16.762, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▍| 226/453 [01:59<01:54,  1.98it/s, loss=0.042, pair=25.844, adv=16.762, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▍| 226/453 [01:59<01:54,  1.98it/s, loss=0.043, pair=21.891, adv=20.746, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▌| 227/453 [01:59<02:06,  1.78it/s, loss=0.043, pair=21.891, adv=20.746, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▌| 227/453 [02:00<02:06,  1.78it/s, loss=0.040, pair=13.703, adv=16.261, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▌| 228/453 [02:00<01:58,  1.89it/s, loss=0.040, pair=13.703, adv=16.261, sprd=0.
Ep 010/80 [S1:deg_only]:  50%|▌| 228/453 [02:00<01:58,  1.89it/s, loss=0.043, pair=25.953, adv=19.098, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 229/453 [02:00<02:03,  1.81it/s, loss=0.043, pair=25.953, adv=19.098, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 229/453 [02:01<02:03,  1.81it/s, loss=0.040, pair=19.656, adv=18.153, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 230/453 [02:01<01:53,  1.96it/s, loss=0.040, pair=19.656, adv=18.153, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 230/453 [02:01<01:53,  1.96it/s, loss=0.044, pair=22.547, adv=17.388, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 231/453 [02:01<01:57,  1.89it/s, loss=0.044, pair=22.547, adv=17.388, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 231/453 [02:02<01:57,  1.89it/s, loss=0.048, pair=25.688, adv=26.973, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 232/453 [02:02<01:48,  2.03it/s, loss=0.048, pair=25.688, adv=26.973, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 232/453 [02:02<01:48,  2.03it/s, loss=0.046, pair=27.062, adv=25.288, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 233/453 [02:02<01:54,  1.93it/s, loss=0.046, pair=27.062, adv=25.288, sprd=0.
Ep 010/80 [S1:deg_only]:  51%|▌| 233/453 [02:03<01:54,  1.93it/s, loss=0.042, pair=19.234, adv=30.123, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 234/453 [02:03<01:47,  2.03it/s, loss=0.042, pair=19.234, adv=30.123, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 234/453 [02:03<01:47,  2.03it/s, loss=0.043, pair=24.453, adv=22.720, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 235/453 [02:03<01:56,  1.88it/s, loss=0.043, pair=24.453, adv=22.720, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 235/453 [02:04<01:56,  1.88it/s, loss=0.042, pair=34.562, adv=18.591, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 236/453 [02:04<01:47,  2.02it/s, loss=0.042, pair=34.562, adv=18.591, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 236/453 [02:04<01:47,  2.02it/s, loss=0.045, pair=26.500, adv=28.045, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 237/453 [02:04<01:51,  1.94it/s, loss=0.045, pair=26.500, adv=28.045, sprd=0.
Ep 010/80 [S1:deg_only]:  52%|▌| 237/453 [02:05<01:51,  1.94it/s, loss=0.043, pair=24.172, adv=20.711, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 238/453 [02:05<01:44,  2.05it/s, loss=0.043, pair=24.172, adv=20.711, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 238/453 [02:05<01:44,  2.05it/s, loss=0.043, pair=17.766, adv=24.191, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 239/453 [02:05<01:51,  1.92it/s, loss=0.043, pair=17.766, adv=24.191, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 239/453 [02:06<01:51,  1.92it/s, loss=0.042, pair=20.203, adv=26.449, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 240/453 [02:06<01:44,  2.03it/s, loss=0.042, pair=20.203, adv=26.449, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 240/453 [02:06<01:44,  2.03it/s, loss=0.041, pair=25.688, adv=25.487, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 241/453 [02:06<01:50,  1.93it/s, loss=0.041, pair=25.688, adv=25.487, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 241/453 [02:07<01:50,  1.93it/s, loss=0.040, pair=28.531, adv=27.119, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 242/453 [02:07<01:45,  2.00it/s, loss=0.040, pair=28.531, adv=27.119, sprd=0.
Ep 010/80 [S1:deg_only]:  53%|▌| 242/453 [02:08<01:45,  2.00it/s, loss=0.045, pair=14.398, adv=19.160, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 243/453 [02:08<01:56,  1.80it/s, loss=0.045, pair=14.398, adv=19.160, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 243/453 [02:08<01:56,  1.80it/s, loss=0.040, pair=20.594, adv=18.828, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 244/453 [02:08<01:48,  1.92it/s, loss=0.040, pair=20.594, adv=18.828, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 244/453 [02:09<01:48,  1.92it/s, loss=0.146, pair=16.047, adv=24.498, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 245/453 [02:09<01:54,  1.82it/s, loss=0.146, pair=16.047, adv=24.498, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 245/453 [02:09<01:54,  1.82it/s, loss=0.040, pair=19.719, adv=10.017, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 246/453 [02:09<01:45,  1.97it/s, loss=0.040, pair=19.719, adv=10.017, sprd=0.
Ep 010/80 [S1:deg_only]:  54%|▌| 246/453 [02:10<01:45,  1.97it/s, loss=0.043, pair=24.953, adv=20.382, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 247/453 [02:10<01:53,  1.81it/s, loss=0.043, pair=24.953, adv=20.382, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 247/453 [02:10<01:53,  1.81it/s, loss=0.040, pair=17.391, adv=23.913, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 248/453 [02:10<01:45,  1.95it/s, loss=0.040, pair=17.391, adv=23.913, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 248/453 [02:11<01:45,  1.95it/s, loss=0.047, pair=25.859, adv=29.169, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 249/453 [02:11<01:47,  1.90it/s, loss=0.047, pair=25.859, adv=29.169, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 249/453 [02:11<01:47,  1.90it/s, loss=0.042, pair=21.766, adv=28.306, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 250/453 [02:11<01:42,  1.99it/s, loss=0.042, pair=21.766, adv=28.306, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 250/453 [02:12<01:42,  1.99it/s, loss=0.042, pair=22.906, adv=17.128, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 251/453 [02:12<01:45,  1.92it/s, loss=0.042, pair=22.906, adv=17.128, sprd=0.
Ep 010/80 [S1:deg_only]:  55%|▌| 251/453 [02:12<01:45,  1.92it/s, loss=0.040, pair=21.906, adv=22.108, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 252/453 [02:12<01:39,  2.02it/s, loss=0.040, pair=21.906, adv=22.108, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 252/453 [02:13<01:39,  2.02it/s, loss=0.043, pair=20.125, adv=16.652, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 253/453 [02:13<01:51,  1.79it/s, loss=0.043, pair=20.125, adv=16.652, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 253/453 [02:13<01:51,  1.79it/s, loss=0.041, pair=28.312, adv=22.104, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 254/453 [02:13<01:44,  1.90it/s, loss=0.041, pair=28.312, adv=22.104, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 254/453 [02:14<01:44,  1.90it/s, loss=0.044, pair=22.484, adv=22.229, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 255/453 [02:14<01:47,  1.84it/s, loss=0.044, pair=22.484, adv=22.229, sprd=0.
Ep 010/80 [S1:deg_only]:  56%|▌| 255/453 [02:14<01:47,  1.84it/s, loss=0.041, pair=23.672, adv=19.158, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 256/453 [02:14<01:39,  1.97it/s, loss=0.041, pair=23.672, adv=19.158, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 256/453 [02:15<01:39,  1.97it/s, loss=0.042, pair=24.234, adv=29.623, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 257/453 [02:15<01:43,  1.89it/s, loss=0.042, pair=24.234, adv=29.623, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 257/453 [02:15<01:43,  1.89it/s, loss=0.043, pair=21.703, adv=26.097, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 258/453 [02:15<01:41,  1.92it/s, loss=0.043, pair=21.703, adv=26.097, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 258/453 [02:16<01:41,  1.92it/s, loss=0.042, pair=22.547, adv=26.519, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 259/453 [02:16<01:54,  1.69it/s, loss=0.042, pair=22.547, adv=26.519, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 259/453 [02:17<01:54,  1.69it/s, loss=0.041, pair=22.000, adv=17.401, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 260/453 [02:17<01:45,  1.83it/s, loss=0.041, pair=22.000, adv=17.401, sprd=0.
Ep 010/80 [S1:deg_only]:  57%|▌| 260/453 [02:17<01:45,  1.83it/s, loss=0.050, pair=19.953, adv=24.393, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 261/453 [02:17<01:48,  1.76it/s, loss=0.050, pair=19.953, adv=24.393, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 261/453 [02:18<01:48,  1.76it/s, loss=0.041, pair=13.766, adv=18.220, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 262/453 [02:18<01:42,  1.86it/s, loss=0.041, pair=13.766, adv=18.220, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 262/453 [02:18<01:42,  1.86it/s, loss=0.042, pair=13.695, adv=30.050, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 263/453 [02:18<01:46,  1.79it/s, loss=0.042, pair=13.695, adv=30.050, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 263/453 [02:19<01:46,  1.79it/s, loss=0.042, pair=19.531, adv=19.225, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 264/453 [02:19<01:38,  1.92it/s, loss=0.042, pair=19.531, adv=19.225, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 264/453 [02:19<01:38,  1.92it/s, loss=0.044, pair=22.953, adv=21.012, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 265/453 [02:19<01:42,  1.83it/s, loss=0.044, pair=22.953, adv=21.012, sprd=0.
Ep 010/80 [S1:deg_only]:  58%|▌| 265/453 [02:20<01:42,  1.83it/s, loss=0.039, pair=18.344, adv=18.178, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 266/453 [02:20<01:34,  1.98it/s, loss=0.039, pair=18.344, adv=18.178, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 266/453 [02:20<01:34,  1.98it/s, loss=0.040, pair=13.859, adv=26.954, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 267/453 [02:20<01:44,  1.78it/s, loss=0.040, pair=13.859, adv=26.954, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 267/453 [02:21<01:44,  1.78it/s, loss=0.041, pair=27.688, adv=22.380, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 268/453 [02:21<01:37,  1.91it/s, loss=0.041, pair=27.688, adv=22.380, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 268/453 [02:22<01:37,  1.91it/s, loss=0.042, pair=20.516, adv=29.227, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 269/453 [02:22<01:42,  1.79it/s, loss=0.042, pair=20.516, adv=29.227, sprd=0.
Ep 010/80 [S1:deg_only]:  59%|▌| 269/453 [02:22<01:42,  1.79it/s, loss=0.046, pair=20.281, adv=29.519, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 270/453 [02:22<01:34,  1.94it/s, loss=0.046, pair=20.281, adv=29.519, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 270/453 [02:23<01:34,  1.94it/s, loss=0.058, pair=17.234, adv=23.854, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 271/453 [02:23<01:37,  1.86it/s, loss=0.058, pair=17.234, adv=23.854, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 271/453 [02:23<01:37,  1.86it/s, loss=0.040, pair=20.312, adv=26.841, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 272/453 [02:23<01:32,  1.96it/s, loss=0.040, pair=20.312, adv=26.841, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 272/453 [02:24<01:32,  1.96it/s, loss=0.043, pair=28.844, adv=25.281, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 273/453 [02:24<01:34,  1.90it/s, loss=0.043, pair=28.844, adv=25.281, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 273/453 [02:24<01:34,  1.90it/s, loss=0.039, pair=25.750, adv=17.957, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 274/453 [02:24<01:28,  2.03it/s, loss=0.039, pair=25.750, adv=17.957, sprd=0.
Ep 010/80 [S1:deg_only]:  60%|▌| 274/453 [02:25<01:28,  2.03it/s, loss=0.086, pair=25.547, adv=25.364, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 275/453 [02:25<01:33,  1.90it/s, loss=0.086, pair=25.547, adv=25.364, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 275/453 [02:25<01:33,  1.90it/s, loss=0.043, pair=27.328, adv=17.533, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 276/453 [02:25<01:28,  1.99it/s, loss=0.043, pair=27.328, adv=17.533, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 276/453 [02:26<01:28,  1.99it/s, loss=0.043, pair=16.562, adv=23.990, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 277/453 [02:26<01:39,  1.77it/s, loss=0.043, pair=16.562, adv=23.990, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 277/453 [02:26<01:39,  1.77it/s, loss=0.041, pair=13.336, adv=23.953, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 278/453 [02:26<01:30,  1.93it/s, loss=0.041, pair=13.336, adv=23.953, sprd=0.
Ep 010/80 [S1:deg_only]:  61%|▌| 278/453 [02:27<01:30,  1.93it/s, loss=0.042, pair=25.609, adv=16.532, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 279/453 [02:27<01:34,  1.84it/s, loss=0.042, pair=25.609, adv=16.532, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 279/453 [02:27<01:34,  1.84it/s, loss=0.039, pair=26.891, adv=23.199, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 280/453 [02:27<01:29,  1.94it/s, loss=0.039, pair=26.891, adv=23.199, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 280/453 [02:28<01:29,  1.94it/s, loss=0.042, pair=21.984, adv=22.492, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 281/453 [02:28<01:32,  1.86it/s, loss=0.042, pair=21.984, adv=22.492, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 281/453 [02:28<01:32,  1.86it/s, loss=0.043, pair=17.141, adv=28.164, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 282/453 [02:28<01:26,  1.98it/s, loss=0.043, pair=17.141, adv=28.164, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 282/453 [02:29<01:26,  1.98it/s, loss=0.042, pair=16.891, adv=14.488, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 283/453 [02:29<01:31,  1.86it/s, loss=0.042, pair=16.891, adv=14.488, sprd=0.
Ep 010/80 [S1:deg_only]:  62%|▌| 283/453 [02:29<01:31,  1.86it/s, loss=0.042, pair=30.531, adv=19.221, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 284/453 [02:29<01:25,  1.98it/s, loss=0.042, pair=30.531, adv=19.221, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 284/453 [02:30<01:25,  1.98it/s, loss=0.041, pair=18.562, adv=21.348, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 285/453 [02:30<01:26,  1.95it/s, loss=0.041, pair=18.562, adv=21.348, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 285/453 [02:30<01:26,  1.95it/s, loss=0.043, pair=26.469, adv=31.882, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 286/453 [02:30<01:22,  2.01it/s, loss=0.043, pair=26.469, adv=31.882, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 286/453 [02:31<01:22,  2.01it/s, loss=0.040, pair=17.469, adv=21.320, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 287/453 [02:31<01:29,  1.85it/s, loss=0.040, pair=17.469, adv=21.320, sprd=0.
Ep 010/80 [S1:deg_only]:  63%|▋| 287/453 [02:31<01:29,  1.85it/s, loss=0.042, pair=15.688, adv=18.170, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 288/453 [02:31<01:23,  1.99it/s, loss=0.042, pair=15.688, adv=18.170, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 288/453 [02:32<01:23,  1.99it/s, loss=0.046, pair=19.469, adv=20.079, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 289/453 [02:32<01:27,  1.87it/s, loss=0.046, pair=19.469, adv=20.079, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 289/453 [02:32<01:27,  1.87it/s, loss=0.044, pair=26.922, adv=17.276, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 290/453 [02:32<01:22,  1.97it/s, loss=0.044, pair=26.922, adv=17.276, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 290/453 [02:33<01:22,  1.97it/s, loss=0.041, pair=27.094, adv=22.360, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 291/453 [02:33<01:30,  1.78it/s, loss=0.041, pair=27.094, adv=22.360, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 291/453 [02:33<01:30,  1.78it/s, loss=0.040, pair=19.000, adv=18.057, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 292/453 [02:33<01:23,  1.93it/s, loss=0.040, pair=19.000, adv=18.057, sprd=0.
Ep 010/80 [S1:deg_only]:  64%|▋| 292/453 [02:34<01:23,  1.93it/s, loss=0.044, pair=20.906, adv=29.747, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 293/453 [02:34<01:26,  1.86it/s, loss=0.044, pair=20.906, adv=29.747, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 293/453 [02:34<01:26,  1.86it/s, loss=0.042, pair=22.641, adv=31.511, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 294/453 [02:34<01:19,  2.00it/s, loss=0.042, pair=22.641, adv=31.511, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 294/453 [02:35<01:19,  2.00it/s, loss=0.045, pair=10.484, adv=28.281, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 295/453 [02:35<01:24,  1.86it/s, loss=0.045, pair=10.484, adv=28.281, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 295/453 [02:36<01:24,  1.86it/s, loss=0.044, pair=27.562, adv=24.339, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 296/453 [02:36<01:19,  1.96it/s, loss=0.044, pair=27.562, adv=24.339, sprd=0.
Ep 010/80 [S1:deg_only]:  65%|▋| 296/453 [02:36<01:19,  1.96it/s, loss=0.044, pair=19.094, adv=23.897, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 297/453 [02:36<01:24,  1.84it/s, loss=0.044, pair=19.094, adv=23.897, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 297/453 [02:37<01:24,  1.84it/s, loss=0.039, pair=27.375, adv=24.529, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 298/453 [02:37<01:18,  1.97it/s, loss=0.039, pair=27.375, adv=24.529, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 298/453 [02:37<01:18,  1.97it/s, loss=0.147, pair=20.547, adv=17.553, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 299/453 [02:37<01:23,  1.85it/s, loss=0.147, pair=20.547, adv=17.553, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 299/453 [02:38<01:23,  1.85it/s, loss=0.044, pair=22.906, adv=32.246, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 300/453 [02:38<01:18,  1.96it/s, loss=0.044, pair=22.906, adv=32.246, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 300/453 [02:38<01:18,  1.96it/s, loss=0.043, pair=25.250, adv=29.083, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 301/453 [02:38<01:21,  1.87it/s, loss=0.043, pair=25.250, adv=29.083, sprd=0.
Ep 010/80 [S1:deg_only]:  66%|▋| 301/453 [02:39<01:21,  1.87it/s, loss=0.044, pair=16.625, adv=23.626, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 302/453 [02:39<01:14,  2.02it/s, loss=0.044, pair=16.625, adv=23.626, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 302/453 [02:39<01:14,  2.02it/s, loss=0.044, pair=22.609, adv=24.627, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 303/453 [02:39<01:17,  1.94it/s, loss=0.044, pair=22.609, adv=24.627, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 303/453 [02:40<01:17,  1.94it/s, loss=0.041, pair=28.172, adv=27.316, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 304/453 [02:40<01:12,  2.05it/s, loss=0.041, pair=28.172, adv=27.316, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 304/453 [02:40<01:12,  2.05it/s, loss=0.040, pair=18.859, adv=20.629, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 305/453 [02:40<01:30,  1.63it/s, loss=0.040, pair=18.859, adv=20.629, sprd=0.
Ep 010/80 [S1:deg_only]:  67%|▋| 305/453 [02:41<01:30,  1.63it/s, loss=0.041, pair=11.469, adv=19.559, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 306/453 [02:41<01:24,  1.73it/s, loss=0.041, pair=11.469, adv=19.559, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 306/453 [02:42<01:24,  1.73it/s, loss=0.043, pair=26.500, adv=16.067, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 307/453 [02:42<01:25,  1.70it/s, loss=0.043, pair=26.500, adv=16.067, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 307/453 [02:42<01:25,  1.70it/s, loss=0.042, pair=16.672, adv=22.062, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 308/453 [02:42<01:18,  1.84it/s, loss=0.042, pair=16.672, adv=22.062, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 308/453 [02:43<01:18,  1.84it/s, loss=0.042, pair=13.930, adv=20.893, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 309/453 [02:43<01:21,  1.77it/s, loss=0.042, pair=13.930, adv=20.893, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 309/453 [02:43<01:21,  1.77it/s, loss=0.043, pair=20.062, adv=28.949, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 310/453 [02:43<01:14,  1.91it/s, loss=0.043, pair=20.062, adv=28.949, sprd=0.
Ep 010/80 [S1:deg_only]:  68%|▋| 310/453 [02:44<01:14,  1.91it/s, loss=0.046, pair=26.953, adv=18.321, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 311/453 [02:44<01:18,  1.80it/s, loss=0.046, pair=26.953, adv=18.321, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 311/453 [02:44<01:18,  1.80it/s, loss=0.045, pair=18.078, adv=20.775, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 312/453 [02:44<01:13,  1.91it/s, loss=0.045, pair=18.078, adv=20.775, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 312/453 [02:45<01:13,  1.91it/s, loss=0.044, pair=22.266, adv=20.108, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 313/453 [02:45<01:15,  1.85it/s, loss=0.044, pair=22.266, adv=20.108, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 313/453 [02:45<01:15,  1.85it/s, loss=0.041, pair=30.250, adv=26.637, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 314/453 [02:45<01:10,  1.97it/s, loss=0.041, pair=30.250, adv=26.637, sprd=0.
Ep 010/80 [S1:deg_only]:  69%|▋| 314/453 [02:46<01:10,  1.97it/s, loss=0.044, pair=21.969, adv=23.135, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 315/453 [02:46<01:12,  1.91it/s, loss=0.044, pair=21.969, adv=23.135, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 315/453 [02:46<01:12,  1.91it/s, loss=0.041, pair=19.844, adv=27.922, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 316/453 [02:46<01:07,  2.02it/s, loss=0.041, pair=19.844, adv=27.922, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 316/453 [02:47<01:07,  2.02it/s, loss=0.041, pair=12.172, adv=16.602, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 317/453 [02:47<01:10,  1.94it/s, loss=0.041, pair=12.172, adv=16.602, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 317/453 [02:47<01:10,  1.94it/s, loss=0.044, pair=23.922, adv=25.472, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 318/453 [02:47<01:05,  2.06it/s, loss=0.044, pair=23.922, adv=25.472, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 318/453 [02:48<01:05,  2.06it/s, loss=0.040, pair=21.469, adv=26.649, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 319/453 [02:48<01:10,  1.90it/s, loss=0.040, pair=21.469, adv=26.649, sprd=0.
Ep 010/80 [S1:deg_only]:  70%|▋| 319/453 [02:48<01:10,  1.90it/s, loss=0.042, pair=13.969, adv=25.378, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 320/453 [02:48<01:07,  1.97it/s, loss=0.042, pair=13.969, adv=25.378, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 320/453 [02:49<01:07,  1.97it/s, loss=0.044, pair=19.359, adv=22.864, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 321/453 [02:49<01:14,  1.78it/s, loss=0.044, pair=19.359, adv=22.864, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 321/453 [02:49<01:14,  1.78it/s, loss=0.045, pair=27.438, adv=20.066, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 322/453 [02:49<01:09,  1.88it/s, loss=0.045, pair=27.438, adv=20.066, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 322/453 [02:50<01:09,  1.88it/s, loss=0.041, pair=25.422, adv=19.834, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 323/453 [02:50<01:10,  1.84it/s, loss=0.041, pair=25.422, adv=19.834, sprd=0.
Ep 010/80 [S1:deg_only]:  71%|▋| 323/453 [02:50<01:10,  1.84it/s, loss=0.042, pair=25.484, adv=19.082, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 324/453 [02:50<01:05,  1.96it/s, loss=0.042, pair=25.484, adv=19.082, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 324/453 [02:51<01:05,  1.96it/s, loss=0.048, pair=29.000, adv=30.496, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 325/453 [02:51<01:06,  1.91it/s, loss=0.048, pair=29.000, adv=30.496, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 325/453 [02:51<01:06,  1.91it/s, loss=0.044, pair=19.078, adv=25.793, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 326/453 [02:51<01:02,  2.03it/s, loss=0.044, pair=19.078, adv=25.793, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 326/453 [02:52<01:02,  2.03it/s, loss=0.047, pair=19.859, adv=16.998, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 327/453 [02:52<01:05,  1.93it/s, loss=0.047, pair=19.859, adv=16.998, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 327/453 [02:52<01:05,  1.93it/s, loss=0.041, pair=22.188, adv=21.117, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 328/453 [02:52<01:02,  2.01it/s, loss=0.041, pair=22.188, adv=21.117, sprd=0.
Ep 010/80 [S1:deg_only]:  72%|▋| 328/453 [02:53<01:02,  2.01it/s, loss=0.043, pair=25.703, adv=14.578, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 329/453 [02:53<01:04,  1.91it/s, loss=0.043, pair=25.703, adv=14.578, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 329/453 [02:53<01:04,  1.91it/s, loss=0.042, pair=23.094, adv=22.593, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 330/453 [02:53<01:00,  2.02it/s, loss=0.042, pair=23.094, adv=22.593, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 330/453 [02:54<01:00,  2.02it/s, loss=0.042, pair=26.484, adv=19.938, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 331/453 [02:54<01:01,  1.97it/s, loss=0.042, pair=26.484, adv=19.938, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 331/453 [02:54<01:01,  1.97it/s, loss=0.046, pair=22.250, adv=13.149, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 332/453 [02:54<00:58,  2.06it/s, loss=0.046, pair=22.250, adv=13.149, sprd=0.
Ep 010/80 [S1:deg_only]:  73%|▋| 332/453 [02:55<00:58,  2.06it/s, loss=0.042, pair=25.672, adv=20.409, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 333/453 [02:55<01:05,  1.82it/s, loss=0.042, pair=25.672, adv=20.409, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 333/453 [02:56<01:05,  1.82it/s, loss=0.041, pair=26.703, adv=17.172, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 334/453 [02:56<01:01,  1.95it/s, loss=0.041, pair=26.703, adv=17.172, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 334/453 [02:56<01:01,  1.95it/s, loss=0.041, pair=20.766, adv=13.248, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 335/453 [02:56<01:03,  1.86it/s, loss=0.041, pair=20.766, adv=13.248, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 335/453 [02:57<01:03,  1.86it/s, loss=0.043, pair=21.484, adv=29.259, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 336/453 [02:57<01:00,  1.93it/s, loss=0.043, pair=21.484, adv=29.259, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 336/453 [02:57<01:00,  1.93it/s, loss=0.043, pair=19.609, adv=28.885, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 337/453 [02:57<01:05,  1.76it/s, loss=0.043, pair=19.609, adv=28.885, sprd=0.
Ep 010/80 [S1:deg_only]:  74%|▋| 337/453 [02:58<01:05,  1.76it/s, loss=0.039, pair=19.500, adv=20.036, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▋| 338/453 [02:58<01:00,  1.90it/s, loss=0.039, pair=19.500, adv=20.036, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▋| 338/453 [02:58<01:00,  1.90it/s, loss=0.042, pair=24.812, adv=23.773, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▋| 339/453 [02:58<01:01,  1.84it/s, loss=0.042, pair=24.812, adv=23.773, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▋| 339/453 [02:59<01:01,  1.84it/s, loss=0.038, pair=12.812, adv=20.038, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 340/453 [02:59<00:57,  1.98it/s, loss=0.038, pair=12.812, adv=20.038, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 340/453 [02:59<00:57,  1.98it/s, loss=0.041, pair=27.156, adv=17.453, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 341/453 [02:59<00:58,  1.92it/s, loss=0.041, pair=27.156, adv=17.453, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 341/453 [03:00<00:58,  1.92it/s, loss=0.040, pair=20.562, adv=17.545, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 342/453 [03:00<00:54,  2.03it/s, loss=0.040, pair=20.562, adv=17.545, sprd=0.
Ep 010/80 [S1:deg_only]:  75%|▊| 342/453 [03:00<00:54,  2.03it/s, loss=0.042, pair=8.367, adv=26.022, sprd=0.0
Ep 010/80 [S1:deg_only]:  76%|▊| 343/453 [03:00<00:56,  1.94it/s, loss=0.042, pair=8.367, adv=26.022, sprd=0.0
Ep 010/80 [S1:deg_only]:  76%|▊| 343/453 [03:01<00:56,  1.94it/s, loss=0.042, pair=21.094, adv=10.918, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 344/453 [03:01<00:53,  2.05it/s, loss=0.042, pair=21.094, adv=10.918, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 344/453 [03:01<00:53,  2.05it/s, loss=0.147, pair=16.984, adv=12.289, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 345/453 [03:01<00:54,  1.99it/s, loss=0.147, pair=16.984, adv=12.289, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 345/453 [03:02<00:54,  1.99it/s, loss=0.045, pair=24.594, adv=19.250, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 346/453 [03:02<00:51,  2.06it/s, loss=0.045, pair=24.594, adv=19.250, sprd=0.
Ep 010/80 [S1:deg_only]:  76%|▊| 346/453 [03:02<00:51,  2.06it/s, loss=0.041, pair=18.297, adv=28.020, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 347/453 [03:02<00:54,  1.95it/s, loss=0.041, pair=18.297, adv=28.020, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 347/453 [03:03<00:54,  1.95it/s, loss=0.042, pair=26.547, adv=28.652, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 348/453 [03:03<00:51,  2.04it/s, loss=0.042, pair=26.547, adv=28.652, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 348/453 [03:03<00:51,  2.04it/s, loss=0.040, pair=21.531, adv=24.349, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 349/453 [03:03<00:53,  1.95it/s, loss=0.040, pair=21.531, adv=24.349, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 349/453 [03:04<00:53,  1.95it/s, loss=0.041, pair=25.734, adv=29.502, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 350/453 [03:04<00:50,  2.05it/s, loss=0.041, pair=25.734, adv=29.502, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 350/453 [03:04<00:50,  2.05it/s, loss=0.040, pair=24.609, adv=23.864, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 351/453 [03:04<00:53,  1.91it/s, loss=0.040, pair=24.609, adv=23.864, sprd=0.
Ep 010/80 [S1:deg_only]:  77%|▊| 351/453 [03:05<00:53,  1.91it/s, loss=0.040, pair=24.578, adv=21.488, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 352/453 [03:05<00:49,  2.03it/s, loss=0.040, pair=24.578, adv=21.488, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 352/453 [03:05<00:49,  2.03it/s, loss=0.041, pair=21.344, adv=22.828, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 353/453 [03:05<00:50,  1.96it/s, loss=0.041, pair=21.344, adv=22.828, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 353/453 [03:06<00:50,  1.96it/s, loss=0.041, pair=20.938, adv=21.486, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 354/453 [03:06<00:47,  2.09it/s, loss=0.041, pair=20.938, adv=21.486, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 354/453 [03:06<00:47,  2.09it/s, loss=0.043, pair=21.188, adv=26.168, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 355/453 [03:06<00:49,  2.00it/s, loss=0.043, pair=21.188, adv=26.168, sprd=0.
Ep 010/80 [S1:deg_only]:  78%|▊| 355/453 [03:07<00:49,  2.00it/s, loss=0.041, pair=16.438, adv=30.413, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 356/453 [03:07<00:46,  2.09it/s, loss=0.041, pair=16.438, adv=30.413, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 356/453 [03:07<00:46,  2.09it/s, loss=0.043, pair=21.766, adv=27.973, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 357/453 [03:07<00:47,  2.01it/s, loss=0.043, pair=21.766, adv=27.973, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 357/453 [03:08<00:47,  2.01it/s, loss=0.040, pair=24.312, adv=18.729, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 358/453 [03:08<00:45,  2.10it/s, loss=0.040, pair=24.312, adv=18.729, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 358/453 [03:08<00:45,  2.10it/s, loss=0.043, pair=25.297, adv=20.218, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 359/453 [03:08<00:46,  2.02it/s, loss=0.043, pair=25.297, adv=20.218, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 359/453 [03:09<00:46,  2.02it/s, loss=0.039, pair=23.547, adv=24.371, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 360/453 [03:09<00:43,  2.13it/s, loss=0.039, pair=23.547, adv=24.371, sprd=0.
Ep 010/80 [S1:deg_only]:  79%|▊| 360/453 [03:09<00:43,  2.13it/s, loss=0.044, pair=22.172, adv=28.740, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 361/453 [03:09<00:45,  2.03it/s, loss=0.044, pair=22.172, adv=28.740, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 361/453 [03:09<00:45,  2.03it/s, loss=0.042, pair=19.641, adv=15.369, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 362/453 [03:09<00:42,  2.13it/s, loss=0.042, pair=19.641, adv=15.369, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 362/453 [03:10<00:42,  2.13it/s, loss=0.042, pair=22.875, adv=27.987, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 363/453 [03:10<00:47,  1.89it/s, loss=0.042, pair=22.875, adv=27.987, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 363/453 [03:11<00:47,  1.89it/s, loss=0.041, pair=22.266, adv=16.873, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 364/453 [03:11<00:43,  2.04it/s, loss=0.041, pair=22.266, adv=16.873, sprd=0.
Ep 010/80 [S1:deg_only]:  80%|▊| 364/453 [03:11<00:43,  2.04it/s, loss=0.146, pair=18.953, adv=15.397, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 365/453 [03:11<00:45,  1.94it/s, loss=0.146, pair=18.953, adv=15.397, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 365/453 [03:12<00:45,  1.94it/s, loss=0.042, pair=16.891, adv=18.762, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 366/453 [03:12<00:41,  2.08it/s, loss=0.042, pair=16.891, adv=18.762, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 366/453 [03:12<00:41,  2.08it/s, loss=0.041, pair=25.938, adv=31.624, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 367/453 [03:12<00:43,  1.99it/s, loss=0.041, pair=25.938, adv=31.624, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 367/453 [03:12<00:43,  1.99it/s, loss=0.038, pair=23.422, adv=23.343, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 368/453 [03:12<00:40,  2.12it/s, loss=0.038, pair=23.422, adv=23.343, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 368/453 [03:13<00:40,  2.12it/s, loss=0.146, pair=15.008, adv=29.594, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 369/453 [03:13<00:41,  2.04it/s, loss=0.146, pair=15.008, adv=29.594, sprd=0.
Ep 010/80 [S1:deg_only]:  81%|▊| 369/453 [03:13<00:41,  2.04it/s, loss=0.038, pair=15.320, adv=20.659, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 370/453 [03:13<00:38,  2.14it/s, loss=0.038, pair=15.320, adv=20.659, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 370/453 [03:14<00:38,  2.14it/s, loss=0.044, pair=20.641, adv=18.067, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 371/453 [03:14<00:40,  2.02it/s, loss=0.044, pair=20.641, adv=18.067, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 371/453 [03:14<00:40,  2.02it/s, loss=0.042, pair=22.609, adv=15.449, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 372/453 [03:14<00:38,  2.12it/s, loss=0.042, pair=22.609, adv=15.449, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 372/453 [03:15<00:38,  2.12it/s, loss=0.040, pair=16.938, adv=17.836, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 373/453 [03:15<00:38,  2.09it/s, loss=0.040, pair=16.938, adv=17.836, sprd=0.
Ep 010/80 [S1:deg_only]:  82%|▊| 373/453 [03:15<00:38,  2.09it/s, loss=0.038, pair=20.422, adv=15.906, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 374/453 [03:15<00:36,  2.19it/s, loss=0.038, pair=20.422, adv=15.906, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 374/453 [03:16<00:36,  2.19it/s, loss=0.043, pair=23.562, adv=15.617, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 375/453 [03:16<00:37,  2.09it/s, loss=0.043, pair=23.562, adv=15.617, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 375/453 [03:16<00:37,  2.09it/s, loss=0.041, pair=19.266, adv=11.773, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 376/453 [03:16<00:35,  2.17it/s, loss=0.041, pair=19.266, adv=11.773, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 376/453 [03:17<00:35,  2.17it/s, loss=0.041, pair=22.969, adv=20.397, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 377/453 [03:17<00:36,  2.08it/s, loss=0.041, pair=22.969, adv=20.397, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 377/453 [03:17<00:36,  2.08it/s, loss=0.041, pair=20.844, adv=21.879, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 378/453 [03:17<00:34,  2.15it/s, loss=0.041, pair=20.844, adv=21.879, sprd=0.
Ep 010/80 [S1:deg_only]:  83%|▊| 378/453 [03:18<00:34,  2.15it/s, loss=0.043, pair=21.062, adv=25.921, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 379/453 [03:18<00:35,  2.08it/s, loss=0.043, pair=21.062, adv=25.921, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 379/453 [03:18<00:35,  2.08it/s, loss=0.042, pair=17.531, adv=17.159, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 380/453 [03:18<00:33,  2.19it/s, loss=0.042, pair=17.531, adv=17.159, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 380/453 [03:19<00:33,  2.19it/s, loss=0.042, pair=24.234, adv=17.932, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 381/453 [03:19<00:35,  2.06it/s, loss=0.042, pair=24.234, adv=17.932, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 381/453 [03:19<00:35,  2.06it/s, loss=0.039, pair=14.484, adv=21.041, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 382/453 [03:19<00:33,  2.14it/s, loss=0.039, pair=14.484, adv=21.041, sprd=0.
Ep 010/80 [S1:deg_only]:  84%|▊| 382/453 [03:20<00:33,  2.14it/s, loss=0.041, pair=19.297, adv=11.134, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 383/453 [03:20<00:33,  2.06it/s, loss=0.041, pair=19.297, adv=11.134, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 383/453 [03:20<00:33,  2.06it/s, loss=0.041, pair=14.594, adv=15.792, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 384/453 [03:20<00:32,  2.13it/s, loss=0.041, pair=14.594, adv=15.792, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 384/453 [03:21<00:32,  2.13it/s, loss=0.042, pair=16.766, adv=20.006, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 385/453 [03:21<00:33,  2.03it/s, loss=0.042, pair=16.766, adv=20.006, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 385/453 [03:21<00:33,  2.03it/s, loss=0.041, pair=25.297, adv=18.675, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 386/453 [03:21<00:31,  2.13it/s, loss=0.041, pair=25.297, adv=18.675, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 386/453 [03:22<00:31,  2.13it/s, loss=0.043, pair=22.422, adv=22.806, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 387/453 [03:22<00:34,  1.93it/s, loss=0.043, pair=22.422, adv=22.806, sprd=0.
Ep 010/80 [S1:deg_only]:  85%|▊| 387/453 [03:22<00:34,  1.93it/s, loss=0.042, pair=14.922, adv=12.954, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 388/453 [03:22<00:31,  2.05it/s, loss=0.042, pair=14.922, adv=12.954, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 388/453 [03:23<00:31,  2.05it/s, loss=0.044, pair=25.281, adv=19.384, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 389/453 [03:23<00:32,  1.97it/s, loss=0.044, pair=25.281, adv=19.384, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 389/453 [03:23<00:32,  1.97it/s, loss=0.041, pair=18.844, adv=12.957, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 390/453 [03:23<00:30,  2.07it/s, loss=0.041, pair=18.844, adv=12.957, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 390/453 [03:24<00:30,  2.07it/s, loss=0.038, pair=21.906, adv=10.629, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 391/453 [03:24<00:31,  1.98it/s, loss=0.038, pair=21.906, adv=10.629, sprd=0.
Ep 010/80 [S1:deg_only]:  86%|▊| 391/453 [03:24<00:31,  1.98it/s, loss=0.042, pair=27.094, adv=26.772, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 392/453 [03:24<00:29,  2.10it/s, loss=0.042, pair=27.094, adv=26.772, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 392/453 [03:25<00:29,  2.10it/s, loss=0.043, pair=24.031, adv=11.368, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 393/453 [03:25<00:29,  2.05it/s, loss=0.043, pair=24.031, adv=11.368, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 393/453 [03:25<00:29,  2.05it/s, loss=0.040, pair=26.688, adv=20.189, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 394/453 [03:25<00:27,  2.14it/s, loss=0.040, pair=26.688, adv=20.189, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 394/453 [03:25<00:27,  2.14it/s, loss=0.048, pair=21.641, adv=23.945, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 395/453 [03:25<00:27,  2.08it/s, loss=0.048, pair=21.641, adv=23.945, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 395/453 [03:26<00:27,  2.08it/s, loss=0.041, pair=19.391, adv=18.940, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 396/453 [03:26<00:25,  2.21it/s, loss=0.041, pair=19.391, adv=18.940, sprd=0.
Ep 010/80 [S1:deg_only]:  87%|▊| 396/453 [03:26<00:25,  2.21it/s, loss=0.044, pair=22.781, adv=17.986, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 397/453 [03:26<00:26,  2.08it/s, loss=0.044, pair=22.781, adv=17.986, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 397/453 [03:27<00:26,  2.08it/s, loss=0.041, pair=21.500, adv=27.995, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 398/453 [03:27<00:25,  2.15it/s, loss=0.041, pair=21.500, adv=27.995, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 398/453 [03:27<00:25,  2.15it/s, loss=0.041, pair=12.352, adv=16.024, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 399/453 [03:27<00:26,  2.07it/s, loss=0.041, pair=12.352, adv=16.024, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 399/453 [03:28<00:26,  2.07it/s, loss=0.040, pair=16.969, adv=18.907, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 400/453 [03:28<00:24,  2.15it/s, loss=0.040, pair=16.969, adv=18.907, sprd=0.
Ep 010/80 [S1:deg_only]:  88%|▉| 400/453 [03:28<00:24,  2.15it/s, loss=0.043, pair=13.352, adv=25.997, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 401/453 [03:28<00:26,  1.96it/s, loss=0.043, pair=13.352, adv=25.997, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 401/453 [03:29<00:26,  1.96it/s, loss=0.040, pair=23.391, adv=24.577, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 402/453 [03:29<00:25,  2.02it/s, loss=0.040, pair=23.391, adv=24.577, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 402/453 [03:29<00:25,  2.02it/s, loss=0.042, pair=16.438, adv=18.857, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 403/453 [03:29<00:26,  1.90it/s, loss=0.042, pair=16.438, adv=18.857, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 403/453 [03:30<00:26,  1.90it/s, loss=0.040, pair=19.453, adv=10.757, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 404/453 [03:30<00:24,  1.97it/s, loss=0.040, pair=19.453, adv=10.757, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 404/453 [03:31<00:24,  1.97it/s, loss=0.043, pair=15.289, adv=16.861, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 405/453 [03:31<00:26,  1.83it/s, loss=0.043, pair=15.289, adv=16.861, sprd=0.
Ep 010/80 [S1:deg_only]:  89%|▉| 405/453 [03:31<00:26,  1.83it/s, loss=0.040, pair=16.094, adv=16.465, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 406/453 [03:31<00:24,  1.92it/s, loss=0.040, pair=16.094, adv=16.465, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 406/453 [03:32<00:24,  1.92it/s, loss=0.040, pair=26.391, adv=18.597, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 407/453 [03:32<00:25,  1.83it/s, loss=0.040, pair=26.391, adv=18.597, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 407/453 [03:32<00:25,  1.83it/s, loss=0.040, pair=19.891, adv=15.482, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 408/453 [03:32<00:23,  1.93it/s, loss=0.040, pair=19.891, adv=15.482, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 408/453 [03:33<00:23,  1.93it/s, loss=0.040, pair=25.500, adv=14.638, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 409/453 [03:33<00:24,  1.81it/s, loss=0.040, pair=25.500, adv=14.638, sprd=0.
Ep 010/80 [S1:deg_only]:  90%|▉| 409/453 [03:33<00:24,  1.81it/s, loss=0.040, pair=23.078, adv=21.095, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 410/453 [03:33<00:22,  1.89it/s, loss=0.040, pair=23.078, adv=21.095, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 410/453 [03:34<00:22,  1.89it/s, loss=0.043, pair=24.875, adv=25.981, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 411/453 [03:34<00:23,  1.76it/s, loss=0.043, pair=24.875, adv=25.981, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 411/453 [03:34<00:23,  1.76it/s, loss=0.040, pair=21.922, adv=17.768, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 412/453 [03:34<00:22,  1.86it/s, loss=0.040, pair=21.922, adv=17.768, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 412/453 [03:35<00:22,  1.86it/s, loss=0.145, pair=13.289, adv=18.404, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 413/453 [03:35<00:22,  1.78it/s, loss=0.145, pair=13.289, adv=18.404, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 413/453 [03:35<00:22,  1.78it/s, loss=0.040, pair=24.188, adv=14.366, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 414/453 [03:35<00:20,  1.88it/s, loss=0.040, pair=24.188, adv=14.366, sprd=0.
Ep 010/80 [S1:deg_only]:  91%|▉| 414/453 [03:36<00:20,  1.88it/s, loss=0.143, pair=23.906, adv=15.685, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 415/453 [03:36<00:22,  1.66it/s, loss=0.143, pair=23.906, adv=15.685, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 415/453 [03:37<00:22,  1.66it/s, loss=0.040, pair=27.281, adv=28.952, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 416/453 [03:37<00:20,  1.80it/s, loss=0.040, pair=27.281, adv=28.952, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 416/453 [03:37<00:20,  1.80it/s, loss=0.044, pair=25.031, adv=26.138, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 417/453 [03:37<00:20,  1.73it/s, loss=0.044, pair=25.031, adv=26.138, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 417/453 [03:38<00:20,  1.73it/s, loss=0.043, pair=20.078, adv=25.265, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 418/453 [03:38<00:18,  1.86it/s, loss=0.043, pair=20.078, adv=25.265, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 418/453 [03:38<00:18,  1.86it/s, loss=0.039, pair=24.438, adv=18.837, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 419/453 [03:38<00:19,  1.77it/s, loss=0.039, pair=24.438, adv=18.837, sprd=0.
Ep 010/80 [S1:deg_only]:  92%|▉| 419/453 [03:39<00:19,  1.77it/s, loss=0.039, pair=23.188, adv=18.825, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 420/453 [03:39<00:17,  1.90it/s, loss=0.039, pair=23.188, adv=18.825, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 420/453 [03:39<00:17,  1.90it/s, loss=0.043, pair=20.172, adv=16.769, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 421/453 [03:39<00:18,  1.76it/s, loss=0.043, pair=20.172, adv=16.769, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 421/453 [03:40<00:18,  1.76it/s, loss=0.041, pair=24.812, adv=20.369, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 422/453 [03:40<00:16,  1.87it/s, loss=0.041, pair=24.812, adv=20.369, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 422/453 [03:40<00:16,  1.87it/s, loss=0.145, pair=21.969, adv=18.410, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 423/453 [03:40<00:16,  1.79it/s, loss=0.145, pair=21.969, adv=18.410, sprd=0.
Ep 010/80 [S1:deg_only]:  93%|▉| 423/453 [03:41<00:16,  1.79it/s, loss=0.043, pair=25.266, adv=25.650, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 424/453 [03:41<00:15,  1.93it/s, loss=0.043, pair=25.266, adv=25.650, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 424/453 [03:42<00:15,  1.93it/s, loss=0.039, pair=14.297, adv=16.969, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 425/453 [03:42<00:15,  1.78it/s, loss=0.039, pair=14.297, adv=16.969, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 425/453 [03:42<00:15,  1.78it/s, loss=0.042, pair=22.859, adv=19.589, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 426/453 [03:42<00:14,  1.88it/s, loss=0.042, pair=22.859, adv=19.589, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 426/453 [03:43<00:14,  1.88it/s, loss=0.041, pair=17.938, adv=13.983, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 427/453 [03:43<00:14,  1.77it/s, loss=0.041, pair=17.938, adv=13.983, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 427/453 [03:43<00:14,  1.77it/s, loss=0.039, pair=24.094, adv=23.085, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 428/453 [03:43<00:13,  1.89it/s, loss=0.039, pair=24.094, adv=23.085, sprd=0.
Ep 010/80 [S1:deg_only]:  94%|▉| 428/453 [03:44<00:13,  1.89it/s, loss=0.145, pair=25.500, adv=20.053, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 429/453 [03:44<00:12,  1.85it/s, loss=0.145, pair=25.500, adv=20.053, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 429/453 [03:44<00:12,  1.85it/s, loss=0.042, pair=19.750, adv=19.547, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 430/453 [03:44<00:11,  2.00it/s, loss=0.042, pair=19.750, adv=19.547, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 430/453 [03:45<00:11,  2.00it/s, loss=0.042, pair=21.016, adv=21.547, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 431/453 [03:45<00:11,  1.87it/s, loss=0.042, pair=21.016, adv=21.547, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 431/453 [03:45<00:11,  1.87it/s, loss=0.042, pair=20.547, adv=12.880, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 432/453 [03:45<00:10,  1.98it/s, loss=0.042, pair=20.547, adv=12.880, sprd=0.
Ep 010/80 [S1:deg_only]:  95%|▉| 432/453 [03:46<00:10,  1.98it/s, loss=0.043, pair=24.766, adv=23.091, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 433/453 [03:46<00:10,  1.86it/s, loss=0.043, pair=24.766, adv=23.091, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 433/453 [03:46<00:10,  1.86it/s, loss=0.040, pair=19.328, adv=11.208, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 434/453 [03:46<00:09,  1.97it/s, loss=0.040, pair=19.328, adv=11.208, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 434/453 [03:47<00:09,  1.97it/s, loss=0.039, pair=22.359, adv=20.420, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 435/453 [03:47<00:09,  1.86it/s, loss=0.039, pair=22.359, adv=20.420, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 435/453 [03:47<00:09,  1.86it/s, loss=0.041, pair=22.062, adv=16.921, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 436/453 [03:47<00:08,  1.95it/s, loss=0.041, pair=22.062, adv=16.921, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 436/453 [03:48<00:08,  1.95it/s, loss=0.041, pair=17.281, adv=23.303, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 437/453 [03:48<00:08,  1.85it/s, loss=0.041, pair=17.281, adv=23.303, sprd=0.
Ep 010/80 [S1:deg_only]:  96%|▉| 437/453 [03:48<00:08,  1.85it/s, loss=0.041, pair=20.594, adv=12.661, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 438/453 [03:48<00:07,  1.92it/s, loss=0.041, pair=20.594, adv=12.661, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 438/453 [03:49<00:07,  1.92it/s, loss=0.038, pair=18.641, adv=23.605, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 439/453 [03:49<00:07,  1.82it/s, loss=0.038, pair=18.641, adv=23.605, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 439/453 [03:49<00:07,  1.82it/s, loss=0.039, pair=24.359, adv=15.460, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 440/453 [03:49<00:06,  1.94it/s, loss=0.039, pair=24.359, adv=15.460, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 440/453 [03:50<00:06,  1.94it/s, loss=0.044, pair=26.547, adv=14.135, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 441/453 [03:50<00:06,  1.86it/s, loss=0.044, pair=26.547, adv=14.135, sprd=0.
Ep 010/80 [S1:deg_only]:  97%|▉| 441/453 [03:50<00:06,  1.86it/s, loss=0.039, pair=24.141, adv=16.876, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 442/453 [03:50<00:05,  1.97it/s, loss=0.039, pair=24.141, adv=16.876, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 442/453 [03:51<00:05,  1.97it/s, loss=0.043, pair=24.641, adv=6.278, sprd=0.0
Ep 010/80 [S1:deg_only]:  98%|▉| 443/453 [03:51<00:05,  1.73it/s, loss=0.043, pair=24.641, adv=6.278, sprd=0.0
Ep 010/80 [S1:deg_only]:  98%|▉| 443/453 [03:52<00:05,  1.73it/s, loss=0.041, pair=22.344, adv=19.873, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 444/453 [03:52<00:04,  1.84it/s, loss=0.041, pair=22.344, adv=19.873, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 444/453 [03:52<00:04,  1.84it/s, loss=0.146, pair=22.891, adv=16.838, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 445/453 [03:52<00:04,  1.74it/s, loss=0.146, pair=22.891, adv=16.838, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 445/453 [03:53<00:04,  1.74it/s, loss=0.045, pair=29.922, adv=10.949, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 446/453 [03:53<00:03,  1.86it/s, loss=0.045, pair=29.922, adv=10.949, sprd=0.
Ep 010/80 [S1:deg_only]:  98%|▉| 446/453 [03:53<00:03,  1.86it/s, loss=0.144, pair=22.266, adv=22.989, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 447/453 [03:53<00:03,  1.75it/s, loss=0.144, pair=22.266, adv=22.989, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 447/453 [03:54<00:03,  1.75it/s, loss=0.039, pair=22.000, adv=17.235, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 448/453 [03:54<00:02,  1.88it/s, loss=0.039, pair=22.000, adv=17.235, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 448/453 [03:54<00:02,  1.88it/s, loss=0.042, pair=33.250, adv=11.678, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 449/453 [03:54<00:02,  1.78it/s, loss=0.042, pair=33.250, adv=11.678, sprd=0.
Ep 010/80 [S1:deg_only]:  99%|▉| 449/453 [03:55<00:02,  1.78it/s, loss=0.039, pair=22.500, adv=9.567, sprd=0.0
Ep 010/80 [S1:deg_only]:  99%|▉| 450/453 [03:55<00:01,  1.91it/s, loss=0.039, pair=22.500, adv=9.567, sprd=0.0
Ep 010/80 [S1:deg_only]:  99%|▉| 450/453 [03:55<00:01,  1.91it/s, loss=0.041, pair=24.000, adv=18.556, sprd=0.
Ep 010/80 [S1:deg_only]: 100%|▉| 451/453 [03:55<00:01,  1.81it/s, loss=0.041, pair=24.000, adv=18.556, sprd=0.
Ep 010/80 [S1:deg_only]: 100%|▉| 451/453 [03:56<00:01,  1.81it/s, loss=0.050, pair=21.156, adv=22.226, sprd=0.
Ep 010/80 [S1:deg_only]: 100%|▉| 452/453 [03:56<00:00,  1.93it/s, loss=0.050, pair=21.156, adv=22.226, sprd=0.
Ep 010/80 [S1:deg_only]: 100%|▉| 452/453 [03:57<00:00,  1.93it/s, loss=0.040, pair=19.203, adv=23.829, sprd=0.
Ep 010/80 [S1:deg_only]: 100%|█| 453/453 [03:57<00:00,  1.82it/s, loss=0.040, pair=19.203, adv=23.829, sprd=0.
                                                                                                              
Epoch 010/80 [S1:deg_only]  loss=0.0486  mat=0.3522  sens=23.5898  pair=22.5501  adv=21.2815(rand=3.47)  deg=0.0068  orth=0.0019  spread=0.0005  q_mean=51.0  q_std=24.2  α=0.10 β=0.00 γ=1.00 λ_grl=0.510  lr=9.71e-05  237s

Ep 011/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 011/80 [S1→S2:ramp]:   0%|        | 0/453 [00:01<?, ?it/s, loss=0.145, pair=22.672, adv=14.804, sprd=0.001]
Ep 011/80 [S1→S2:ramp]:   0%| | 1/453 [00:01<10:32,  1.40s/it, loss=0.145, pair=22.672, adv=14.804, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   0%| | 1/453 [00:01<10:32,  1.40s/it, loss=0.042, pair=22.609, adv=18.796, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   0%| | 2/453 [00:01<06:22,  1.18it/s, loss=0.042, pair=22.609, adv=18.796, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   0%| | 2/453 [00:02<06:22,  1.18it/s, loss=0.041, pair=23.750, adv=19.950, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 3/453 [00:02<05:26,  1.38it/s, loss=0.041, pair=23.750, adv=19.950, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 3/453 [00:02<05:26,  1.38it/s, loss=0.039, pair=14.781, adv=13.995, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 4/453 [00:02<04:30,  1.66it/s, loss=0.039, pair=14.781, adv=13.995, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 4/453 [00:03<04:30,  1.66it/s, loss=0.040, pair=31.125, adv=14.067, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 5/453 [00:03<04:16,  1.74it/s, loss=0.040, pair=31.125, adv=14.067, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 5/453 [00:03<04:16,  1.74it/s, loss=0.045, pair=22.797, adv=10.844, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 6/453 [00:03<03:52,  1.92it/s, loss=0.045, pair=22.797, adv=10.844, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   1%| | 6/453 [00:04<03:52,  1.92it/s, loss=0.042, pair=21.172, adv=19.735, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   2%| | 7/453 [00:04<03:49,  1.94it/s, loss=0.042, pair=21.172, adv=19.735, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   2%| | 7/453 [00:04<03:49,  1.94it/s, loss=0.040, pair=19.641, adv=21.404, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   2%| | 8/453 [00:04<03:36,  2.06it/s, loss=0.040, pair=19.641, adv=21.404, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   2%| | 8/453 [00:05<03:36,  2.06it/s, loss=0.046, pair=21.172, adv=19.150, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   2%| | 9/453 [00:05<03:47,  1.95it/s, loss=0.046, pair=21.172, adv=19.150, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   2%| | 9/453 [00:05<03:47,  1.95it/s, loss=0.039, pair=22.016, adv=15.103, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:34,  2.06it/s, loss=0.039, pair=22.016, adv=15.103, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:34,  2.06it/s, loss=0.038, pair=24.812, adv=20.238, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:41,  2.00it/s, loss=0.038, pair=24.812, adv=20.238, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:41,  2.00it/s, loss=0.041, pair=20.844, adv=22.486, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.14it/s, loss=0.041, pair=20.844, adv=22.486, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:25,  2.14it/s, loss=0.043, pair=23.391, adv=10.200, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:37,  2.03it/s, loss=0.043, pair=23.391, adv=10.200, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:37,  2.03it/s, loss=0.324, pair=34.750, adv=19.783, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:28,  2.11it/s, loss=0.324, pair=34.750, adv=19.783, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:28,  2.11it/s, loss=0.040, pair=25.688, adv=12.007, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:34,  2.05it/s, loss=0.040, pair=25.688, adv=12.007, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:34,  2.05it/s, loss=0.040, pair=30.672, adv=13.419, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:23,  2.15it/s, loss=0.040, pair=30.672, adv=13.419, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 16/453 [00:09<03:23,  2.15it/s, loss=0.043, pair=19.984, adv=4.775, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:35,  2.02it/s, loss=0.043, pair=19.984, adv=4.775, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:35,  2.02it/s, loss=0.041, pair=22.062, adv=12.914, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:23,  2.14it/s, loss=0.041, pair=22.062, adv=12.914, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 18/453 [00:10<03:23,  2.14it/s, loss=0.040, pair=21.828, adv=21.644, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:42,  1.95it/s, loss=0.040, pair=21.828, adv=21.644, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:42,  1.95it/s, loss=0.038, pair=30.297, adv=20.869, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:26,  2.10it/s, loss=0.038, pair=30.297, adv=20.869, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   4%| | 20/453 [00:11<03:26,  2.10it/s, loss=0.042, pair=25.453, adv=12.703, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:35,  2.00it/s, loss=0.042, pair=25.453, adv=12.703, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:35,  2.00it/s, loss=0.039, pair=15.836, adv=13.433, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:25,  2.09it/s, loss=0.039, pair=15.836, adv=13.433, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:25,  2.09it/s, loss=0.312, pair=24.891, adv=19.011, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:31,  2.04it/s, loss=0.312, pair=24.891, adv=19.011, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:31,  2.04it/s, loss=0.042, pair=23.641, adv=19.835, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:18,  2.16it/s, loss=0.042, pair=23.641, adv=19.835, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:18,  2.16it/s, loss=0.046, pair=30.875, adv=22.474, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:25,  2.08it/s, loss=0.046, pair=30.875, adv=22.474, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:25,  2.08it/s, loss=0.040, pair=30.406, adv=24.405, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:18,  2.15it/s, loss=0.040, pair=30.406, adv=24.405, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:18,  2.15it/s, loss=0.041, pair=29.141, adv=20.813, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:27,  2.05it/s, loss=0.041, pair=29.141, adv=20.813, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:27,  2.05it/s, loss=0.040, pair=20.391, adv=9.739, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:19,  2.13it/s, loss=0.040, pair=20.391, adv=9.739, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:19,  2.13it/s, loss=0.044, pair=22.891, adv=25.545, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:27,  2.04it/s, loss=0.044, pair=22.891, adv=25.545, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:27,  2.04it/s, loss=0.038, pair=19.891, adv=15.511, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:15,  2.17it/s, loss=0.038, pair=19.891, adv=15.511, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:15,  2.17it/s, loss=0.044, pair=25.250, adv=13.739, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:22,  2.09it/s, loss=0.044, pair=25.250, adv=13.739, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:22,  2.09it/s, loss=0.041, pair=20.078, adv=14.192, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:14,  2.16it/s, loss=0.041, pair=20.078, adv=14.192, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:14,  2.16it/s, loss=0.040, pair=25.422, adv=21.388, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:24,  2.06it/s, loss=0.040, pair=25.422, adv=21.388, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:24,  2.06it/s, loss=0.040, pair=28.391, adv=19.251, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:12,  2.18it/s, loss=0.040, pair=28.391, adv=19.251, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:12,  2.18it/s, loss=0.042, pair=23.750, adv=18.933, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:19,  2.10it/s, loss=0.042, pair=23.750, adv=18.933, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:19,  2.10it/s, loss=0.042, pair=20.453, adv=13.464, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:12,  2.17it/s, loss=0.042, pair=20.453, adv=13.464, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:12,  2.17it/s, loss=0.042, pair=16.578, adv=9.922, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:21,  2.07it/s, loss=0.042, pair=16.578, adv=9.922, sprd=0.000
Ep 011/80 [S1→S2:ramp]:   8%| | 37/453 [00:19<03:21,  2.07it/s, loss=0.040, pair=21.703, adv=21.251, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:11,  2.17it/s, loss=0.040, pair=21.703, adv=21.251, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:11,  2.17it/s, loss=0.046, pair=31.891, adv=9.392, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:24,  2.03it/s, loss=0.046, pair=31.891, adv=9.392, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   9%| | 39/453 [00:20<03:24,  2.03it/s, loss=0.041, pair=18.938, adv=11.100, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:14,  2.12it/s, loss=0.041, pair=18.938, adv=11.100, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:14,  2.12it/s, loss=0.041, pair=23.188, adv=16.427, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:22,  2.03it/s, loss=0.041, pair=23.188, adv=16.427, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 41/453 [00:21<03:22,  2.03it/s, loss=0.042, pair=28.484, adv=7.328, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:13,  2.12it/s, loss=0.042, pair=28.484, adv=7.328, sprd=0.001
Ep 011/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:13,  2.12it/s, loss=0.043, pair=20.094, adv=14.075, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:18,  2.06it/s, loss=0.043, pair=20.094, adv=14.075, sprd=0.00
Ep 011/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:18,  2.06it/s, loss=0.041, pair=25.766, adv=17.397, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:10,  2.14it/s, loss=0.041, pair=25.766, adv=17.397, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:10,  2.14it/s, loss=0.043, pair=26.484, adv=23.682, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:16,  2.07it/s, loss=0.043, pair=26.484, adv=23.682, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:16,  2.07it/s, loss=0.038, pair=19.141, adv=27.601, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 46/453 [00:22<03:08,  2.16it/s, loss=0.038, pair=19.141, adv=27.601, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:08,  2.16it/s, loss=0.041, pair=15.695, adv=22.219, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:18,  2.05it/s, loss=0.041, pair=15.695, adv=22.219, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:18,  2.05it/s, loss=0.040, pair=25.812, adv=10.037, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 48/453 [00:23<03:16,  2.06it/s, loss=0.040, pair=25.812, adv=10.037, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:16,  2.06it/s, loss=0.040, pair=23.438, adv=9.071, sprd=0.000
Ep 011/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:19,  2.03it/s, loss=0.040, pair=23.438, adv=9.071, sprd=0.000
Ep 011/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:19,  2.03it/s, loss=0.040, pair=23.922, adv=12.931, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 50/453 [00:24<03:09,  2.12it/s, loss=0.040, pair=23.922, adv=12.931, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:09,  2.12it/s, loss=0.041, pair=19.953, adv=13.881, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:17,  2.04it/s, loss=0.041, pair=19.953, adv=13.881, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:17,  2.04it/s, loss=0.044, pair=20.078, adv=16.312, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 52/453 [00:25<03:09,  2.11it/s, loss=0.044, pair=20.078, adv=16.312, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:09,  2.11it/s, loss=0.043, pair=16.875, adv=9.734, sprd=0.001
Ep 011/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:20,  2.00it/s, loss=0.043, pair=16.875, adv=9.734, sprd=0.001
Ep 011/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:20,  2.00it/s, loss=0.040, pair=13.289, adv=17.135, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 54/453 [00:26<03:10,  2.10it/s, loss=0.040, pair=13.289, adv=17.135, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:10,  2.10it/s, loss=0.042, pair=18.359, adv=18.484, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:12,  2.07it/s, loss=0.042, pair=18.359, adv=18.484, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:12,  2.07it/s, loss=0.038, pair=16.984, adv=12.568, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 56/453 [00:27<03:00,  2.19it/s, loss=0.038, pair=16.984, adv=12.568, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:00,  2.19it/s, loss=0.041, pair=20.812, adv=11.682, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:10,  2.08it/s, loss=0.041, pair=20.812, adv=11.682, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:10,  2.08it/s, loss=0.039, pair=23.938, adv=24.453, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:28<03:02,  2.16it/s, loss=0.039, pair=23.938, adv=24.453, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:02,  2.16it/s, loss=0.040, pair=22.188, adv=21.842, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:11,  2.06it/s, loss=0.040, pair=22.188, adv=21.842, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:11,  2.06it/s, loss=0.040, pair=20.438, adv=12.494, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:29<03:02,  2.15it/s, loss=0.040, pair=20.438, adv=12.494, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:02,  2.15it/s, loss=0.040, pair=10.648, adv=13.968, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:09,  2.07it/s, loss=0.040, pair=10.648, adv=13.968, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:09,  2.07it/s, loss=0.040, pair=24.094, adv=16.248, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:30<03:02,  2.14it/s, loss=0.040, pair=24.094, adv=16.248, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:02,  2.14it/s, loss=0.044, pair=22.312, adv=26.431, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:10,  2.05it/s, loss=0.044, pair=22.312, adv=26.431, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:10,  2.05it/s, loss=0.040, pair=29.172, adv=24.900, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:31<02:58,  2.18it/s, loss=0.040, pair=29.172, adv=24.900, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<02:58,  2.18it/s, loss=0.040, pair=18.344, adv=24.927, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:08,  2.06it/s, loss=0.040, pair=18.344, adv=24.927, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:08,  2.06it/s, loss=0.039, pair=24.312, adv=25.673, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:32<02:59,  2.16it/s, loss=0.039, pair=24.312, adv=25.673, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<02:59,  2.16it/s, loss=0.041, pair=22.406, adv=14.681, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:10,  2.02it/s, loss=0.041, pair=22.406, adv=14.681, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:10,  2.02it/s, loss=0.043, pair=23.359, adv=10.252, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:33<03:00,  2.13it/s, loss=0.043, pair=23.359, adv=10.252, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:33<03:00,  2.13it/s, loss=0.044, pair=14.211, adv=21.352, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:33<03:09,  2.03it/s, loss=0.044, pair=14.211, adv=21.352, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:09,  2.03it/s, loss=0.041, pair=28.016, adv=23.048, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:34<03:07,  2.04it/s, loss=0.041, pair=28.016, adv=23.048, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:34<03:07,  2.04it/s, loss=0.146, pair=19.875, adv=22.011, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:34<03:10,  2.00it/s, loss=0.146, pair=19.875, adv=22.011, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:10,  2.00it/s, loss=0.040, pair=18.656, adv=21.024, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:35<03:02,  2.09it/s, loss=0.040, pair=18.656, adv=21.024, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:35<03:02,  2.09it/s, loss=0.043, pair=25.531, adv=25.965, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:35<03:08,  2.02it/s, loss=0.043, pair=25.531, adv=25.965, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:08,  2.02it/s, loss=0.040, pair=20.141, adv=16.262, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:36<02:59,  2.11it/s, loss=0.040, pair=20.141, adv=16.262, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:36<02:59,  2.11it/s, loss=0.145, pair=22.078, adv=20.847, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:36<03:16,  1.92it/s, loss=0.145, pair=22.078, adv=20.847, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:37<03:16,  1.92it/s, loss=0.040, pair=22.344, adv=16.868, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:37<03:04,  2.04it/s, loss=0.040, pair=22.344, adv=16.868, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<03:04,  2.04it/s, loss=0.042, pair=16.391, adv=20.943, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:38<03:20,  1.88it/s, loss=0.042, pair=16.391, adv=20.943, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:38<03:20,  1.88it/s, loss=0.041, pair=26.016, adv=19.899, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:38<03:10,  1.97it/s, loss=0.041, pair=26.016, adv=19.899, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:10,  1.97it/s, loss=0.041, pair=25.422, adv=20.206, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:22,  1.85it/s, loss=0.041, pair=25.422, adv=20.206, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:22,  1.85it/s, loss=0.038, pair=25.141, adv=17.022, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:39<03:11,  1.95it/s, loss=0.038, pair=25.141, adv=17.022, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<03:11,  1.95it/s, loss=0.047, pair=15.906, adv=13.995, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:18,  1.87it/s, loss=0.047, pair=15.906, adv=13.995, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:18,  1.87it/s, loss=0.041, pair=17.438, adv=19.108, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:40<03:09,  1.96it/s, loss=0.041, pair=17.438, adv=19.108, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<03:09,  1.96it/s, loss=0.042, pair=24.094, adv=19.876, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<03:19,  1.85it/s, loss=0.042, pair=24.094, adv=19.876, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<03:19,  1.85it/s, loss=0.041, pair=20.234, adv=19.629, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:41<03:07,  1.97it/s, loss=0.041, pair=20.234, adv=19.629, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<03:07,  1.97it/s, loss=0.042, pair=27.281, adv=11.387, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:24,  1.80it/s, loss=0.042, pair=27.281, adv=11.387, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:24,  1.80it/s, loss=0.041, pair=16.828, adv=21.055, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:42<03:12,  1.91it/s, loss=0.041, pair=16.828, adv=21.055, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<03:12,  1.91it/s, loss=0.039, pair=21.719, adv=14.877, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:21,  1.82it/s, loss=0.039, pair=21.719, adv=14.877, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:21,  1.82it/s, loss=0.039, pair=28.969, adv=19.883, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:43<03:09,  1.92it/s, loss=0.039, pair=28.969, adv=19.883, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<03:09,  1.92it/s, loss=0.045, pair=23.578, adv=16.230, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:17,  1.84it/s, loss=0.045, pair=23.578, adv=16.230, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:17,  1.84it/s, loss=0.039, pair=18.797, adv=19.980, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:44<03:04,  1.97it/s, loss=0.039, pair=18.797, adv=19.980, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<03:04,  1.97it/s, loss=0.148, pair=16.797, adv=17.435, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<03:16,  1.85it/s, loss=0.148, pair=16.797, adv=17.435, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<03:16,  1.85it/s, loss=0.038, pair=24.734, adv=19.837, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:45<03:03,  1.97it/s, loss=0.038, pair=24.734, adv=19.837, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<03:03,  1.97it/s, loss=0.042, pair=25.609, adv=16.426, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<03:16,  1.84it/s, loss=0.042, pair=25.609, adv=16.426, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<03:16,  1.84it/s, loss=0.039, pair=30.047, adv=21.354, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:46<03:06,  1.93it/s, loss=0.039, pair=30.047, adv=21.354, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<03:06,  1.93it/s, loss=0.040, pair=23.375, adv=19.678, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<03:14,  1.84it/s, loss=0.040, pair=23.375, adv=19.678, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<03:14,  1.84it/s, loss=0.043, pair=19.297, adv=14.492, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<03:03,  1.94it/s, loss=0.043, pair=19.297, adv=14.492, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<03:03,  1.94it/s, loss=0.145, pair=16.047, adv=16.903, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<03:14,  1.83it/s, loss=0.145, pair=16.047, adv=16.903, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<03:14,  1.83it/s, loss=0.041, pair=23.594, adv=12.880, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<03:04,  1.93it/s, loss=0.041, pair=23.594, adv=12.880, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<03:04,  1.93it/s, loss=0.042, pair=20.875, adv=16.741, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<03:26,  1.71it/s, loss=0.042, pair=20.875, adv=16.741, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:26,  1.71it/s, loss=0.039, pair=24.312, adv=16.351, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:12,  1.83it/s, loss=0.039, pair=24.312, adv=16.351, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:12,  1.83it/s, loss=0.042, pair=26.297, adv=14.856, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<03:19,  1.77it/s, loss=0.042, pair=26.297, adv=14.856, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:19,  1.77it/s, loss=0.040, pair=22.812, adv=13.474, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<03:05,  1.89it/s, loss=0.040, pair=22.812, adv=13.474, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:52<03:05,  1.89it/s, loss=0.041, pair=17.422, adv=21.004, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:18,  1.77it/s, loss=0.041, pair=17.422, adv=21.004, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:18,  1.77it/s, loss=0.043, pair=24.203, adv=12.063, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:05,  1.88it/s, loss=0.043, pair=24.203, adv=12.063, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:05,  1.88it/s, loss=0.043, pair=23.344, adv=22.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<03:05,  1.87it/s, loss=0.043, pair=23.344, adv=22.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<03:05,  1.87it/s, loss=0.041, pair=21.719, adv=18.813, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:52,  2.01it/s, loss=0.041, pair=21.719, adv=18.813, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:52,  2.01it/s, loss=0.044, pair=27.812, adv=12.686, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:56,  1.96it/s, loss=0.044, pair=27.812, adv=12.686, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:56,  1.96it/s, loss=0.039, pair=24.594, adv=21.529, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:44,  2.09it/s, loss=0.039, pair=24.594, adv=21.529, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:44,  2.09it/s, loss=0.043, pair=21.516, adv=15.366, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:49,  2.03it/s, loss=0.043, pair=21.516, adv=15.366, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:49,  2.03it/s, loss=0.044, pair=29.875, adv=26.111, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:38,  2.16it/s, loss=0.044, pair=29.875, adv=26.111, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:38,  2.16it/s, loss=0.043, pair=18.062, adv=23.816, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:44,  2.08it/s, loss=0.043, pair=18.062, adv=23.816, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<02:44,  2.08it/s, loss=0.041, pair=25.344, adv=12.659, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:38,  2.15it/s, loss=0.041, pair=25.344, adv=12.659, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:38,  2.15it/s, loss=0.041, pair=28.500, adv=22.437, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.06it/s, loss=0.041, pair=28.500, adv=22.437, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<02:45,  2.06it/s, loss=0.041, pair=15.195, adv=24.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:37,  2.15it/s, loss=0.041, pair=15.195, adv=24.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:37,  2.15it/s, loss=0.043, pair=21.188, adv=22.145, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:45,  2.04it/s, loss=0.043, pair=21.188, adv=22.145, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<02:45,  2.04it/s, loss=0.040, pair=17.000, adv=22.318, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:35,  2.16it/s, loss=0.040, pair=17.000, adv=22.318, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:35,  2.16it/s, loss=0.042, pair=28.828, adv=28.256, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:43,  2.05it/s, loss=0.042, pair=28.828, adv=28.256, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<02:43,  2.05it/s, loss=0.039, pair=19.500, adv=25.371, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:35,  2.15it/s, loss=0.039, pair=19.500, adv=25.371, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:35,  2.15it/s, loss=0.043, pair=21.750, adv=18.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:44,  2.04it/s, loss=0.043, pair=21.750, adv=18.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<02:44,  2.04it/s, loss=0.038, pair=23.516, adv=25.099, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:36,  2.12it/s, loss=0.038, pair=23.516, adv=25.099, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:36,  2.12it/s, loss=0.147, pair=28.125, adv=15.639, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:42,  2.04it/s, loss=0.147, pair=28.125, adv=15.639, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<02:42,  2.04it/s, loss=0.042, pair=21.547, adv=21.955, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:36,  2.11it/s, loss=0.042, pair=21.547, adv=21.955, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:36,  2.11it/s, loss=0.044, pair=22.250, adv=14.317, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.05it/s, loss=0.044, pair=22.250, adv=14.317, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.05it/s, loss=0.045, pair=17.281, adv=14.036, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:35,  2.12it/s, loss=0.045, pair=17.281, adv=14.036, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:35,  2.12it/s, loss=0.042, pair=19.469, adv=10.904, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:38,  2.07it/s, loss=0.042, pair=19.469, adv=10.904, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:38,  2.07it/s, loss=0.043, pair=23.188, adv=21.966, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:27,  2.22it/s, loss=0.043, pair=23.188, adv=21.966, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:27,  2.22it/s, loss=0.041, pair=28.344, adv=19.919, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:41,  2.01it/s, loss=0.041, pair=28.344, adv=19.919, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:41,  2.01it/s, loss=0.040, pair=20.344, adv=13.221, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:33,  2.11it/s, loss=0.040, pair=20.344, adv=13.221, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:33,  2.11it/s, loss=0.043, pair=21.703, adv=4.114, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:37,  2.06it/s, loss=0.043, pair=21.703, adv=4.114, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:37,  2.06it/s, loss=0.041, pair=29.875, adv=17.863, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:28,  2.17it/s, loss=0.041, pair=29.875, adv=17.863, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:28,  2.17it/s, loss=0.040, pair=21.188, adv=14.341, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:35,  2.07it/s, loss=0.040, pair=21.188, adv=14.341, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:35,  2.07it/s, loss=0.040, pair=20.562, adv=15.226, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:27,  2.18it/s, loss=0.040, pair=20.562, adv=15.226, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:27,  2.18it/s, loss=0.040, pair=22.984, adv=13.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:33,  2.09it/s, loss=0.040, pair=22.984, adv=13.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:33,  2.09it/s, loss=0.042, pair=24.562, adv=21.263, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:28,  2.15it/s, loss=0.042, pair=24.562, adv=21.263, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:28,  2.15it/s, loss=0.145, pair=9.453, adv=12.686, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:36,  2.03it/s, loss=0.145, pair=9.453, adv=12.686, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:36,  2.03it/s, loss=0.041, pair=27.219, adv=31.833, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:26,  2.16it/s, loss=0.041, pair=27.219, adv=31.833, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:26,  2.16it/s, loss=0.041, pair=21.078, adv=18.854, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:32,  2.07it/s, loss=0.041, pair=21.078, adv=18.854, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:32,  2.07it/s, loss=0.041, pair=21.250, adv=12.265, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:22,  2.21it/s, loss=0.041, pair=21.250, adv=12.265, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:22,  2.21it/s, loss=0.041, pair=23.766, adv=15.913, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:29,  2.10it/s, loss=0.041, pair=23.766, adv=15.913, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:29,  2.10it/s, loss=0.041, pair=18.750, adv=19.249, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:23,  2.18it/s, loss=0.041, pair=18.750, adv=19.249, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.18it/s, loss=0.066, pair=27.422, adv=18.716, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:32,  2.05it/s, loss=0.066, pair=27.422, adv=18.716, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:32,  2.05it/s, loss=0.039, pair=21.641, adv=16.800, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:25,  2.14it/s, loss=0.039, pair=21.641, adv=16.800, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:25,  2.14it/s, loss=0.040, pair=23.359, adv=23.128, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:31,  2.04it/s, loss=0.040, pair=23.359, adv=23.128, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:31,  2.04it/s, loss=0.038, pair=31.375, adv=17.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:22,  2.17it/s, loss=0.038, pair=31.375, adv=17.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:22,  2.17it/s, loss=0.041, pair=27.062, adv=21.688, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:11<02:27,  2.09it/s, loss=0.041, pair=27.062, adv=21.688, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:27,  2.09it/s, loss=0.041, pair=23.531, adv=10.946, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:17,  2.23it/s, loss=0.041, pair=23.531, adv=10.946, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:17,  2.23it/s, loss=0.044, pair=25.984, adv=18.844, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:12<02:24,  2.11it/s, loss=0.044, pair=25.984, adv=18.844, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:24,  2.11it/s, loss=0.041, pair=24.203, adv=10.650, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:20,  2.17it/s, loss=0.041, pair=24.203, adv=10.650, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:20,  2.17it/s, loss=0.040, pair=26.750, adv=18.155, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:13<02:23,  2.11it/s, loss=0.040, pair=26.750, adv=18.155, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:23,  2.11it/s, loss=0.042, pair=26.719, adv=22.791, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:17,  2.21it/s, loss=0.042, pair=26.719, adv=22.791, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:17,  2.21it/s, loss=0.042, pair=25.984, adv=21.589, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:14<02:24,  2.08it/s, loss=0.042, pair=25.984, adv=21.589, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:24,  2.08it/s, loss=0.039, pair=19.844, adv=15.617, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:15,  2.22it/s, loss=0.039, pair=19.844, adv=15.617, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:15,  2.22it/s, loss=0.040, pair=28.734, adv=15.795, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:15<02:21,  2.12it/s, loss=0.040, pair=28.734, adv=15.795, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:21,  2.12it/s, loss=0.040, pair=22.406, adv=12.754, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:17,  2.17it/s, loss=0.040, pair=22.406, adv=12.754, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:17,  2.17it/s, loss=0.042, pair=15.422, adv=21.360, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:16<02:25,  2.04it/s, loss=0.042, pair=15.422, adv=21.360, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:25,  2.04it/s, loss=0.038, pair=20.250, adv=14.576, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:24,  2.05it/s, loss=0.038, pair=20.250, adv=14.576, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:24,  2.05it/s, loss=0.148, pair=15.422, adv=17.802, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:17<02:22,  2.08it/s, loss=0.148, pair=15.422, adv=17.802, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:17<02:22,  2.08it/s, loss=0.041, pair=23.672, adv=12.084, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:17<02:13,  2.21it/s, loss=0.041, pair=23.672, adv=12.084, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:13,  2.21it/s, loss=0.042, pair=20.125, adv=23.114, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:18<02:20,  2.09it/s, loss=0.042, pair=20.125, adv=23.114, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:18<02:20,  2.09it/s, loss=0.039, pair=20.953, adv=21.169, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:18<02:13,  2.20it/s, loss=0.039, pair=20.953, adv=21.169, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:13,  2.20it/s, loss=0.043, pair=25.703, adv=29.434, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:19<02:20,  2.08it/s, loss=0.043, pair=25.703, adv=29.434, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:19<02:20,  2.08it/s, loss=0.039, pair=26.594, adv=18.206, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:19<02:13,  2.19it/s, loss=0.039, pair=26.594, adv=18.206, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:13,  2.19it/s, loss=0.040, pair=26.609, adv=25.502, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:20<02:19,  2.07it/s, loss=0.040, pair=26.609, adv=25.502, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:20<02:19,  2.07it/s, loss=0.043, pair=21.750, adv=17.470, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:20<02:13,  2.16it/s, loss=0.043, pair=21.750, adv=17.470, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:13,  2.16it/s, loss=0.043, pair=28.609, adv=20.675, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:21<02:19,  2.06it/s, loss=0.043, pair=28.609, adv=20.675, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:21<02:19,  2.06it/s, loss=0.039, pair=26.250, adv=21.285, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:21<02:11,  2.19it/s, loss=0.039, pair=26.250, adv=21.285, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:11,  2.19it/s, loss=0.040, pair=23.328, adv=14.452, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:22<02:18,  2.07it/s, loss=0.040, pair=23.328, adv=14.452, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:22<02:18,  2.07it/s, loss=0.040, pair=19.891, adv=24.516, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:22<02:11,  2.16it/s, loss=0.040, pair=19.891, adv=24.516, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:23<02:11,  2.16it/s, loss=0.042, pair=18.422, adv=18.641, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:23<02:18,  2.04it/s, loss=0.042, pair=18.422, adv=18.641, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:23<02:18,  2.04it/s, loss=0.040, pair=25.703, adv=22.035, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:23<02:12,  2.14it/s, loss=0.040, pair=25.703, adv=22.035, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:24<02:12,  2.14it/s, loss=0.043, pair=17.484, adv=21.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:24<02:19,  2.02it/s, loss=0.043, pair=17.484, adv=21.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:24<02:19,  2.02it/s, loss=0.040, pair=21.625, adv=18.346, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:24<02:13,  2.10it/s, loss=0.040, pair=21.625, adv=18.346, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:25<02:13,  2.10it/s, loss=0.040, pair=20.062, adv=28.193, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:25<02:19,  2.01it/s, loss=0.040, pair=20.062, adv=28.193, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:25<02:19,  2.01it/s, loss=0.040, pair=22.016, adv=23.316, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:25<02:12,  2.10it/s, loss=0.040, pair=22.016, adv=23.316, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:26<02:12,  2.10it/s, loss=0.040, pair=26.531, adv=19.580, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:26<02:23,  1.93it/s, loss=0.040, pair=26.531, adv=19.580, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:26<02:23,  1.93it/s, loss=0.042, pair=23.125, adv=24.865, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:26<02:19,  1.98it/s, loss=0.042, pair=23.125, adv=24.865, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:27<02:19,  1.98it/s, loss=0.042, pair=18.719, adv=25.174, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:27<02:29,  1.85it/s, loss=0.042, pair=18.719, adv=25.174, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:27<02:29,  1.85it/s, loss=0.039, pair=19.125, adv=25.507, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:27<02:17,  2.01it/s, loss=0.039, pair=19.125, adv=25.507, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:28<02:17,  2.01it/s, loss=0.045, pair=22.641, adv=30.239, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:28<02:37,  1.74it/s, loss=0.045, pair=22.641, adv=30.239, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:28<02:37,  1.74it/s, loss=0.041, pair=18.562, adv=16.852, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:28<02:26,  1.86it/s, loss=0.041, pair=18.562, adv=16.852, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:29<02:26,  1.86it/s, loss=0.040, pair=21.484, adv=27.182, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:29<02:33,  1.78it/s, loss=0.040, pair=21.484, adv=27.182, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:33,  1.78it/s, loss=0.041, pair=25.531, adv=21.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:30<02:23,  1.89it/s, loss=0.041, pair=25.531, adv=21.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:30<02:23,  1.89it/s, loss=0.040, pair=16.641, adv=20.734, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:30<02:30,  1.80it/s, loss=0.040, pair=16.641, adv=20.734, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:30,  1.80it/s, loss=0.040, pair=15.828, adv=13.610, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:20,  1.92it/s, loss=0.040, pair=15.828, adv=13.610, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:20,  1.92it/s, loss=0.044, pair=23.719, adv=21.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:31<02:29,  1.79it/s, loss=0.044, pair=23.719, adv=21.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:29,  1.79it/s, loss=0.039, pair=30.344, adv=20.199, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:19,  1.91it/s, loss=0.039, pair=30.344, adv=20.199, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:19,  1.91it/s, loss=0.043, pair=26.016, adv=26.028, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:32<02:28,  1.79it/s, loss=0.043, pair=26.016, adv=26.028, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:28,  1.79it/s, loss=0.038, pair=22.297, adv=23.368, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:20,  1.89it/s, loss=0.038, pair=22.297, adv=23.368, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:20,  1.89it/s, loss=0.042, pair=26.328, adv=26.783, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:33<02:27,  1.79it/s, loss=0.042, pair=26.328, adv=26.783, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:27,  1.79it/s, loss=0.039, pair=23.859, adv=17.927, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:19,  1.88it/s, loss=0.039, pair=23.859, adv=17.927, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:19,  1.88it/s, loss=0.042, pair=27.750, adv=15.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:34<02:27,  1.78it/s, loss=0.042, pair=27.750, adv=15.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:27,  1.78it/s, loss=0.042, pair=24.844, adv=11.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:35<02:18,  1.88it/s, loss=0.042, pair=24.844, adv=11.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:18,  1.88it/s, loss=0.145, pair=18.203, adv=26.368, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:27,  1.76it/s, loss=0.145, pair=18.203, adv=26.368, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:27,  1.76it/s, loss=0.040, pair=21.188, adv=29.498, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<02:18,  1.87it/s, loss=0.040, pair=21.188, adv=29.498, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:18,  1.87it/s, loss=0.044, pair=22.312, adv=21.250, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:28,  1.74it/s, loss=0.044, pair=22.312, adv=21.250, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:28,  1.74it/s, loss=0.041, pair=22.750, adv=20.074, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:37<02:18,  1.85it/s, loss=0.041, pair=22.750, adv=20.074, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:18,  1.85it/s, loss=0.040, pair=19.375, adv=14.548, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:24,  1.77it/s, loss=0.040, pair=19.375, adv=14.548, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:24,  1.77it/s, loss=0.041, pair=27.984, adv=25.220, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:38<02:15,  1.88it/s, loss=0.041, pair=27.984, adv=25.220, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:15,  1.88it/s, loss=0.040, pair=22.391, adv=28.540, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:21,  1.79it/s, loss=0.040, pair=22.391, adv=28.540, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:21,  1.79it/s, loss=0.044, pair=26.828, adv=17.244, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<02:15,  1.87it/s, loss=0.044, pair=26.828, adv=17.244, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:15,  1.87it/s, loss=0.041, pair=20.469, adv=25.727, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:21,  1.78it/s, loss=0.041, pair=20.469, adv=25.727, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:21,  1.78it/s, loss=0.038, pair=20.031, adv=16.918, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<02:12,  1.90it/s, loss=0.038, pair=20.031, adv=16.918, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<02:12,  1.90it/s, loss=0.041, pair=22.000, adv=14.003, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:15,  1.85it/s, loss=0.041, pair=22.000, adv=14.003, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:15,  1.85it/s, loss=0.041, pair=18.891, adv=22.925, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<02:03,  2.01it/s, loss=0.041, pair=18.891, adv=22.925, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<02:03,  2.01it/s, loss=0.044, pair=23.031, adv=26.858, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:05,  1.98it/s, loss=0.044, pair=23.031, adv=26.858, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:05,  1.98it/s, loss=0.040, pair=17.484, adv=20.191, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:59,  2.06it/s, loss=0.040, pair=17.484, adv=20.191, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:59,  2.06it/s, loss=0.039, pair=19.906, adv=20.592, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:08,  1.91it/s, loss=0.039, pair=19.906, adv=20.592, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:08,  1.91it/s, loss=0.039, pair=23.891, adv=28.579, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<02:01,  2.02it/s, loss=0.039, pair=23.891, adv=28.579, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<02:01,  2.02it/s, loss=0.042, pair=20.047, adv=17.427, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:04,  1.96it/s, loss=0.042, pair=20.047, adv=17.427, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:04,  1.96it/s, loss=0.042, pair=16.938, adv=11.381, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:56,  2.08it/s, loss=0.042, pair=16.938, adv=11.381, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:56,  2.08it/s, loss=0.042, pair=28.500, adv=16.355, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:00,  2.02it/s, loss=0.042, pair=28.500, adv=16.355, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:00,  2.02it/s, loss=0.041, pair=24.297, adv=20.395, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:55,  2.09it/s, loss=0.041, pair=24.297, adv=20.395, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:55,  2.09it/s, loss=0.041, pair=20.891, adv=16.834, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:00,  1.99it/s, loss=0.041, pair=20.891, adv=16.834, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:00,  1.99it/s, loss=0.039, pair=29.359, adv=12.997, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:53,  2.10it/s, loss=0.039, pair=29.359, adv=12.997, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:53,  2.10it/s, loss=0.043, pair=20.156, adv=25.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:00,  1.98it/s, loss=0.043, pair=20.156, adv=25.899, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:00,  1.98it/s, loss=0.041, pair=19.391, adv=15.545, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:53,  2.08it/s, loss=0.041, pair=19.391, adv=15.545, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:53,  2.08it/s, loss=0.142, pair=22.531, adv=19.663, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:58,  2.00it/s, loss=0.142, pair=22.531, adv=19.663, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:58,  2.00it/s, loss=0.038, pair=19.797, adv=18.205, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:51,  2.11it/s, loss=0.038, pair=19.797, adv=18.205, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:51,  2.11it/s, loss=0.040, pair=18.344, adv=14.277, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:55,  2.03it/s, loss=0.040, pair=18.344, adv=14.277, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:55,  2.03it/s, loss=0.040, pair=20.469, adv=19.672, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:49,  2.12it/s, loss=0.040, pair=20.469, adv=19.672, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:49,  2.12it/s, loss=0.040, pair=26.125, adv=15.146, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:52,  2.06it/s, loss=0.040, pair=26.125, adv=15.146, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:52,  2.06it/s, loss=0.039, pair=24.344, adv=19.102, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:46,  2.17it/s, loss=0.039, pair=24.344, adv=19.102, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:46,  2.17it/s, loss=0.045, pair=28.078, adv=14.726, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:51,  2.07it/s, loss=0.045, pair=28.078, adv=14.726, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:51,  2.07it/s, loss=0.039, pair=24.875, adv=17.598, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:43,  2.22it/s, loss=0.039, pair=24.875, adv=17.598, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:43,  2.22it/s, loss=0.042, pair=20.891, adv=15.636, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:49,  2.09it/s, loss=0.042, pair=20.891, adv=15.636, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:49,  2.09it/s, loss=0.041, pair=23.688, adv=26.792, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:45,  2.14it/s, loss=0.041, pair=23.688, adv=26.792, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:45,  2.14it/s, loss=0.041, pair=17.875, adv=27.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:48,  2.09it/s, loss=0.041, pair=17.875, adv=27.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:48,  2.09it/s, loss=0.039, pair=28.172, adv=17.926, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:42,  2.19it/s, loss=0.039, pair=28.172, adv=17.926, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:42,  2.19it/s, loss=0.042, pair=16.297, adv=23.731, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:53<01:48,  2.06it/s, loss=0.042, pair=16.297, adv=23.731, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:48,  2.06it/s, loss=0.041, pair=22.141, adv=15.021, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:41,  2.19it/s, loss=0.041, pair=22.141, adv=15.021, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:41,  2.19it/s, loss=0.044, pair=19.422, adv=12.987, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:54<01:47,  2.06it/s, loss=0.044, pair=19.422, adv=12.987, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:47,  2.06it/s, loss=0.038, pair=25.844, adv=15.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:43,  2.14it/s, loss=0.038, pair=25.844, adv=15.497, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:43,  2.14it/s, loss=0.148, pair=26.203, adv=25.403, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:55<01:48,  2.03it/s, loss=0.148, pair=26.203, adv=25.403, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:48,  2.03it/s, loss=0.039, pair=23.812, adv=25.209, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:42,  2.13it/s, loss=0.039, pair=23.812, adv=25.209, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:42,  2.13it/s, loss=0.040, pair=19.641, adv=20.216, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:56<01:51,  1.96it/s, loss=0.040, pair=19.641, adv=20.216, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:51,  1.96it/s, loss=0.040, pair=19.578, adv=14.768, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:45,  2.07it/s, loss=0.040, pair=19.578, adv=14.768, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:45,  2.07it/s, loss=0.039, pair=17.891, adv=14.971, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:57<01:48,  1.99it/s, loss=0.039, pair=17.891, adv=14.971, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:48,  1.99it/s, loss=0.041, pair=34.438, adv=27.703, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:42,  2.09it/s, loss=0.041, pair=34.438, adv=27.703, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:42,  2.09it/s, loss=0.042, pair=31.141, adv=18.553, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:58<01:47,  1.98it/s, loss=0.042, pair=31.141, adv=18.553, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:47,  1.98it/s, loss=0.042, pair=25.141, adv=21.720, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:43,  2.06it/s, loss=0.042, pair=25.141, adv=21.720, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:43,  2.06it/s, loss=0.041, pair=21.094, adv=18.997, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 241/453 [01:59<01:45,  2.01it/s, loss=0.041, pair=21.094, adv=18.997, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:45,  2.01it/s, loss=0.039, pair=23.766, adv=14.823, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.14it/s, loss=0.039, pair=23.766, adv=14.823, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.14it/s, loss=0.041, pair=22.031, adv=17.179, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:00<01:41,  2.07it/s, loss=0.041, pair=22.031, adv=17.179, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:41,  2.07it/s, loss=0.038, pair=25.094, adv=14.266, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:34,  2.21it/s, loss=0.038, pair=25.094, adv=14.266, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:34,  2.21it/s, loss=0.046, pair=21.938, adv=18.921, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:01<01:40,  2.08it/s, loss=0.046, pair=21.938, adv=18.921, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:40,  2.08it/s, loss=0.041, pair=25.328, adv=20.598, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.14it/s, loss=0.041, pair=25.328, adv=20.598, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.14it/s, loss=0.043, pair=25.453, adv=13.941, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:02<01:40,  2.06it/s, loss=0.043, pair=25.453, adv=13.941, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:40,  2.06it/s, loss=0.040, pair=27.484, adv=10.402, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:34,  2.17it/s, loss=0.040, pair=27.484, adv=10.402, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:34,  2.17it/s, loss=0.060, pair=25.703, adv=12.594, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:37,  2.09it/s, loss=0.060, pair=25.703, adv=12.594, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:37,  2.09it/s, loss=0.042, pair=22.766, adv=11.206, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:03<01:32,  2.20it/s, loss=0.042, pair=22.766, adv=11.206, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:32,  2.20it/s, loss=0.040, pair=19.828, adv=18.628, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:04<01:36,  2.09it/s, loss=0.040, pair=19.828, adv=18.628, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:04<01:36,  2.09it/s, loss=0.042, pair=25.828, adv=8.812, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:04<01:32,  2.17it/s, loss=0.042, pair=25.828, adv=8.812, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:32,  2.17it/s, loss=0.042, pair=24.500, adv=18.951, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:05<01:36,  2.07it/s, loss=0.042, pair=24.500, adv=18.951, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:05<01:36,  2.07it/s, loss=0.044, pair=25.531, adv=15.892, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:05<01:31,  2.17it/s, loss=0.044, pair=25.531, adv=15.892, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:31,  2.17it/s, loss=0.050, pair=21.016, adv=23.780, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:06<01:33,  2.11it/s, loss=0.050, pair=21.016, adv=23.780, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:06<01:33,  2.11it/s, loss=0.042, pair=20.172, adv=17.400, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:06<01:29,  2.19it/s, loss=0.042, pair=20.172, adv=17.400, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:29,  2.19it/s, loss=0.042, pair=18.422, adv=9.452, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:07<01:33,  2.09it/s, loss=0.042, pair=18.422, adv=9.452, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:07<01:33,  2.09it/s, loss=0.040, pair=22.578, adv=24.843, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:07<01:28,  2.19it/s, loss=0.040, pair=22.578, adv=24.843, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:28,  2.19it/s, loss=0.044, pair=22.312, adv=29.086, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:08<01:31,  2.12it/s, loss=0.044, pair=22.312, adv=29.086, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:08<01:31,  2.12it/s, loss=0.039, pair=20.062, adv=24.062, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:08<01:27,  2.21it/s, loss=0.039, pair=20.062, adv=24.062, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:27,  2.21it/s, loss=0.149, pair=14.719, adv=8.611, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:09<01:31,  2.10it/s, loss=0.149, pair=14.719, adv=8.611, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:09<01:31,  2.10it/s, loss=0.042, pair=27.109, adv=28.830, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:09<01:28,  2.17it/s, loss=0.042, pair=27.109, adv=28.830, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:28,  2.17it/s, loss=0.148, pair=21.094, adv=16.151, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:10<01:38,  1.94it/s, loss=0.148, pair=21.094, adv=16.151, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:10<01:38,  1.94it/s, loss=0.042, pair=22.625, adv=17.202, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:10<01:31,  2.07it/s, loss=0.042, pair=22.625, adv=17.202, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:31,  2.07it/s, loss=0.046, pair=30.172, adv=23.825, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:11<01:31,  2.05it/s, loss=0.046, pair=30.172, adv=23.825, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:11<01:31,  2.05it/s, loss=0.038, pair=25.047, adv=16.370, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:11<01:26,  2.16it/s, loss=0.038, pair=25.047, adv=16.370, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:12<01:26,  2.16it/s, loss=0.042, pair=25.344, adv=26.033, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:12<01:30,  2.05it/s, loss=0.042, pair=25.344, adv=26.033, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:12<01:30,  2.05it/s, loss=0.042, pair=13.742, adv=22.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:12<01:26,  2.14it/s, loss=0.042, pair=13.742, adv=22.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:26,  2.14it/s, loss=0.042, pair=27.281, adv=17.932, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:13<01:28,  2.09it/s, loss=0.042, pair=27.281, adv=17.932, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:13<01:28,  2.09it/s, loss=0.043, pair=19.641, adv=21.701, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:13<01:23,  2.19it/s, loss=0.043, pair=19.641, adv=21.701, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:13<01:23,  2.19it/s, loss=0.040, pair=30.344, adv=12.502, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:13<01:25,  2.13it/s, loss=0.040, pair=30.344, adv=12.502, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:14<01:25,  2.13it/s, loss=0.040, pair=28.797, adv=11.433, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:14<01:21,  2.21it/s, loss=0.040, pair=28.797, adv=11.433, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:14<01:21,  2.21it/s, loss=0.043, pair=22.188, adv=19.426, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:14<01:29,  2.02it/s, loss=0.043, pair=22.188, adv=19.426, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:15<01:29,  2.02it/s, loss=0.044, pair=22.734, adv=11.573, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:15<01:26,  2.07it/s, loss=0.044, pair=22.734, adv=11.573, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:26,  2.07it/s, loss=0.039, pair=24.953, adv=22.667, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:16<01:36,  1.84it/s, loss=0.039, pair=24.953, adv=22.667, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:16<01:36,  1.84it/s, loss=0.041, pair=21.453, adv=22.562, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:16<01:32,  1.92it/s, loss=0.041, pair=21.453, adv=22.562, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:32,  1.92it/s, loss=0.044, pair=16.812, adv=23.534, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:17<01:38,  1.78it/s, loss=0.044, pair=16.812, adv=23.534, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:17<01:38,  1.78it/s, loss=0.040, pair=17.875, adv=8.695, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:17<01:31,  1.91it/s, loss=0.040, pair=17.875, adv=8.695, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:31,  1.91it/s, loss=0.043, pair=24.734, adv=24.963, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:18<01:37,  1.79it/s, loss=0.043, pair=24.734, adv=24.963, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:18<01:37,  1.79it/s, loss=0.041, pair=25.344, adv=17.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:18<01:31,  1.89it/s, loss=0.041, pair=25.344, adv=17.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:31,  1.89it/s, loss=0.042, pair=18.859, adv=20.134, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:19<01:35,  1.80it/s, loss=0.042, pair=18.859, adv=20.134, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:19<01:35,  1.80it/s, loss=0.042, pair=28.891, adv=17.751, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:19<01:30,  1.89it/s, loss=0.042, pair=28.891, adv=17.751, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:30,  1.89it/s, loss=0.044, pair=23.625, adv=18.487, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:20<01:34,  1.80it/s, loss=0.044, pair=23.625, adv=18.487, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:20<01:34,  1.80it/s, loss=0.046, pair=24.547, adv=15.840, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:20<01:27,  1.93it/s, loss=0.046, pair=24.547, adv=15.840, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:27,  1.93it/s, loss=0.041, pair=20.438, adv=15.949, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:21<01:32,  1.81it/s, loss=0.041, pair=20.438, adv=15.949, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:21<01:32,  1.81it/s, loss=0.040, pair=24.484, adv=19.332, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:21<01:27,  1.92it/s, loss=0.040, pair=24.484, adv=19.332, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:27,  1.92it/s, loss=0.043, pair=16.984, adv=15.416, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:22<01:37,  1.70it/s, loss=0.043, pair=16.984, adv=15.416, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:37,  1.70it/s, loss=0.041, pair=16.922, adv=19.822, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:31,  1.81it/s, loss=0.041, pair=16.922, adv=19.822, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:31,  1.81it/s, loss=0.042, pair=26.797, adv=23.225, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:23<01:33,  1.76it/s, loss=0.042, pair=26.797, adv=23.225, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:33,  1.76it/s, loss=0.040, pair=26.547, adv=22.526, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:26,  1.89it/s, loss=0.040, pair=26.547, adv=22.526, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:26,  1.89it/s, loss=0.041, pair=27.219, adv=23.890, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:24<01:30,  1.78it/s, loss=0.041, pair=27.219, adv=23.890, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:30,  1.78it/s, loss=0.039, pair=18.078, adv=17.112, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:24,  1.91it/s, loss=0.039, pair=18.078, adv=17.112, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:24,  1.91it/s, loss=0.041, pair=26.391, adv=27.902, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:25<01:29,  1.79it/s, loss=0.041, pair=26.391, adv=27.902, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:29,  1.79it/s, loss=0.040, pair=28.719, adv=24.020, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:23,  1.90it/s, loss=0.040, pair=28.719, adv=24.020, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:23,  1.90it/s, loss=0.147, pair=17.453, adv=19.223, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:28,  1.78it/s, loss=0.147, pair=17.453, adv=19.223, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:28,  1.78it/s, loss=0.040, pair=22.422, adv=14.355, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:23,  1.88it/s, loss=0.040, pair=22.422, adv=14.355, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:23,  1.88it/s, loss=0.041, pair=21.641, adv=27.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:28,  1.77it/s, loss=0.041, pair=21.641, adv=27.148, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:28,  1.77it/s, loss=0.040, pair=26.781, adv=17.741, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:22,  1.88it/s, loss=0.040, pair=26.781, adv=17.741, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:22,  1.88it/s, loss=0.145, pair=25.297, adv=18.648, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:25,  1.79it/s, loss=0.145, pair=25.297, adv=18.648, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:25,  1.79it/s, loss=0.039, pair=19.188, adv=19.750, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:19,  1.91it/s, loss=0.039, pair=19.188, adv=19.750, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:19,  1.91it/s, loss=0.042, pair=17.203, adv=11.848, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:24,  1.79it/s, loss=0.042, pair=17.203, adv=11.848, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:24,  1.79it/s, loss=0.039, pair=30.609, adv=27.555, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:17,  1.94it/s, loss=0.039, pair=30.609, adv=27.555, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:31<01:17,  1.94it/s, loss=0.040, pair=19.484, adv=14.085, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:18,  1.91it/s, loss=0.040, pair=19.484, adv=14.085, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:18,  1.91it/s, loss=0.040, pair=21.484, adv=26.846, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:12,  2.06it/s, loss=0.040, pair=21.484, adv=26.846, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:12,  2.06it/s, loss=0.041, pair=22.438, adv=19.720, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:15,  1.97it/s, loss=0.041, pair=22.438, adv=19.720, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:15,  1.97it/s, loss=0.040, pair=14.383, adv=23.331, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:10,  2.10it/s, loss=0.040, pair=14.383, adv=23.331, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:10,  2.10it/s, loss=0.042, pair=28.172, adv=26.121, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:10,  2.07it/s, loss=0.042, pair=28.172, adv=26.121, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:10,  2.07it/s, loss=0.040, pair=24.344, adv=20.739, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:06,  2.16it/s, loss=0.040, pair=24.344, adv=20.739, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:06,  2.16it/s, loss=0.040, pair=18.719, adv=22.640, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.05it/s, loss=0.040, pair=18.719, adv=22.640, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.05it/s, loss=0.040, pair=15.953, adv=12.356, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:06,  2.15it/s, loss=0.040, pair=15.953, adv=12.356, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:35<01:06,  2.15it/s, loss=0.041, pair=24.750, adv=24.978, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:09,  2.04it/s, loss=0.041, pair=24.750, adv=24.978, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:09,  2.04it/s, loss=0.041, pair=28.578, adv=21.842, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:06,  2.12it/s, loss=0.041, pair=28.578, adv=21.842, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:36<01:06,  2.12it/s, loss=0.041, pair=19.953, adv=21.622, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:09,  2.01it/s, loss=0.041, pair=19.953, adv=21.622, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:09,  2.01it/s, loss=0.038, pair=27.938, adv=24.223, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:05,  2.13it/s, loss=0.038, pair=27.938, adv=24.223, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:37<01:05,  2.13it/s, loss=0.040, pair=23.172, adv=13.656, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:10,  1.95it/s, loss=0.040, pair=23.172, adv=13.656, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:10,  1.95it/s, loss=0.635, pair=20.125, adv=18.311, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:07,  2.03it/s, loss=0.635, pair=20.125, adv=18.311, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:38<01:07,  2.03it/s, loss=0.043, pair=24.234, adv=16.577, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:10,  1.94it/s, loss=0.043, pair=24.234, adv=16.577, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:10,  1.94it/s, loss=0.040, pair=17.969, adv=24.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:06,  2.04it/s, loss=0.040, pair=17.969, adv=24.484, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:06,  2.04it/s, loss=0.147, pair=28.375, adv=22.801, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:08,  1.94it/s, loss=0.147, pair=28.375, adv=22.801, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:08,  1.94it/s, loss=0.040, pair=10.867, adv=23.439, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:04,  2.08it/s, loss=0.040, pair=10.867, adv=23.439, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:04,  2.08it/s, loss=0.146, pair=29.562, adv=21.040, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:05,  2.01it/s, loss=0.146, pair=29.562, adv=21.040, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:05,  2.01it/s, loss=0.042, pair=26.312, adv=22.775, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:02,  2.11it/s, loss=0.042, pair=26.312, adv=22.775, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:02,  2.11it/s, loss=0.040, pair=29.844, adv=23.938, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:04,  2.00it/s, loss=0.040, pair=29.844, adv=23.938, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:04,  2.00it/s, loss=0.041, pair=18.203, adv=21.367, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:01,  2.11it/s, loss=0.041, pair=18.203, adv=21.367, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:01,  2.11it/s, loss=0.040, pair=24.906, adv=16.096, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:02,  2.04it/s, loss=0.040, pair=24.906, adv=16.096, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:02,  2.04it/s, loss=0.043, pair=20.922, adv=24.628, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.14it/s, loss=0.043, pair=20.922, adv=24.628, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.14it/s, loss=0.043, pair=22.391, adv=23.508, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:02,  2.00it/s, loss=0.043, pair=22.391, adv=23.508, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:02,  2.00it/s, loss=0.040, pair=26.875, adv=28.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.12it/s, loss=0.040, pair=26.875, adv=28.447, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.12it/s, loss=0.044, pair=29.531, adv=27.888, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<00:59,  2.08it/s, loss=0.044, pair=29.531, adv=27.888, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<00:59,  2.08it/s, loss=0.041, pair=25.500, adv=19.969, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:56,  2.16it/s, loss=0.041, pair=25.500, adv=19.969, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:56,  2.16it/s, loss=0.043, pair=26.609, adv=24.002, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<01:00,  2.03it/s, loss=0.043, pair=26.609, adv=24.002, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:00,  2.03it/s, loss=0.040, pair=18.625, adv=21.996, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:57,  2.12it/s, loss=0.040, pair=18.625, adv=21.996, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:57,  2.12it/s, loss=0.043, pair=19.594, adv=16.569, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:59,  2.01it/s, loss=0.043, pair=19.594, adv=16.569, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<00:59,  2.01it/s, loss=0.042, pair=17.969, adv=17.742, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:57,  2.08it/s, loss=0.042, pair=17.969, adv=17.742, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:57,  2.08it/s, loss=0.048, pair=14.961, adv=24.696, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<00:59,  1.98it/s, loss=0.048, pair=14.961, adv=24.696, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<00:59,  1.98it/s, loss=0.041, pair=25.984, adv=22.293, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:55,  2.09it/s, loss=0.041, pair=25.984, adv=22.293, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:55,  2.09it/s, loss=0.041, pair=20.156, adv=13.433, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<00:57,  2.00it/s, loss=0.041, pair=20.156, adv=13.433, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<00:57,  2.00it/s, loss=0.041, pair=22.781, adv=13.750, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:54,  2.12it/s, loss=0.041, pair=22.781, adv=13.750, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:54,  2.12it/s, loss=0.041, pair=26.359, adv=21.415, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<00:55,  2.07it/s, loss=0.041, pair=26.359, adv=21.415, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:55,  2.07it/s, loss=0.038, pair=19.031, adv=15.493, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:51,  2.22it/s, loss=0.038, pair=19.031, adv=15.493, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:51,  2.22it/s, loss=0.041, pair=21.031, adv=23.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:52,  2.13it/s, loss=0.041, pair=21.031, adv=23.624, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:52,  2.13it/s, loss=0.041, pair=27.109, adv=24.995, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:49<00:50,  2.21it/s, loss=0.041, pair=27.109, adv=24.995, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:50,  2.21it/s, loss=0.044, pair=25.344, adv=21.290, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<00:55,  1.97it/s, loss=0.044, pair=25.344, adv=21.290, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:55,  1.97it/s, loss=0.044, pair=19.859, adv=22.313, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:53,  2.04it/s, loss=0.044, pair=19.859, adv=22.313, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:53,  2.04it/s, loss=0.041, pair=15.398, adv=24.242, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<00:55,  1.95it/s, loss=0.041, pair=15.398, adv=24.242, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:55,  1.95it/s, loss=0.040, pair=24.234, adv=25.602, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:51,  2.07it/s, loss=0.040, pair=24.234, adv=25.602, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:51,  2.07it/s, loss=0.042, pair=14.820, adv=21.362, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:53,  1.99it/s, loss=0.042, pair=14.820, adv=21.362, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:53,  1.99it/s, loss=0.041, pair=24.297, adv=13.658, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:52<00:50,  2.09it/s, loss=0.041, pair=24.297, adv=13.658, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:50,  2.09it/s, loss=0.039, pair=20.844, adv=21.876, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:51,  2.01it/s, loss=0.039, pair=20.844, adv=21.876, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:51,  2.01it/s, loss=0.043, pair=20.969, adv=13.406, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:53<00:49,  2.08it/s, loss=0.043, pair=20.969, adv=13.406, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:49,  2.08it/s, loss=0.044, pair=27.375, adv=24.620, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:51,  1.99it/s, loss=0.044, pair=27.375, adv=24.620, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:51,  1.99it/s, loss=0.044, pair=27.172, adv=22.441, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:54<00:49,  2.06it/s, loss=0.044, pair=27.172, adv=22.441, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:49,  2.06it/s, loss=0.042, pair=20.547, adv=12.641, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:49,  2.02it/s, loss=0.042, pair=20.547, adv=12.641, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:49,  2.02it/s, loss=0.039, pair=16.062, adv=25.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:55<00:46,  2.11it/s, loss=0.039, pair=16.062, adv=25.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:46,  2.11it/s, loss=0.041, pair=23.703, adv=16.907, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:47,  2.06it/s, loss=0.041, pair=23.703, adv=16.907, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:47,  2.06it/s, loss=0.040, pair=25.969, adv=20.479, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:56<00:45,  2.13it/s, loss=0.040, pair=25.969, adv=20.479, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:45,  2.13it/s, loss=0.040, pair=24.781, adv=29.364, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:47,  2.04it/s, loss=0.040, pair=24.781, adv=29.364, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:47,  2.04it/s, loss=0.041, pair=26.984, adv=25.516, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:57<00:44,  2.11it/s, loss=0.041, pair=26.984, adv=25.516, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:44,  2.11it/s, loss=0.040, pair=28.156, adv=23.013, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:46,  2.04it/s, loss=0.040, pair=28.156, adv=23.013, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:46,  2.04it/s, loss=0.041, pair=21.406, adv=27.295, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:58<00:44,  2.11it/s, loss=0.041, pair=21.406, adv=27.295, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:44,  2.11it/s, loss=0.043, pair=22.719, adv=16.954, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:45,  2.00it/s, loss=0.043, pair=22.719, adv=16.954, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:45,  2.00it/s, loss=0.041, pair=23.562, adv=24.986, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 362/453 [02:59<00:42,  2.15it/s, loss=0.041, pair=23.562, adv=24.986, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.15it/s, loss=0.043, pair=27.875, adv=17.675, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:43,  2.05it/s, loss=0.043, pair=27.875, adv=17.675, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:43,  2.05it/s, loss=0.040, pair=28.766, adv=19.549, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:00<00:40,  2.22it/s, loss=0.040, pair=28.766, adv=19.549, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:40,  2.22it/s, loss=0.043, pair=19.141, adv=19.839, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:42,  2.09it/s, loss=0.043, pair=19.141, adv=19.839, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:42,  2.09it/s, loss=0.040, pair=23.938, adv=22.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:01<00:39,  2.18it/s, loss=0.040, pair=23.938, adv=22.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:39,  2.18it/s, loss=0.040, pair=26.047, adv=25.508, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:41,  2.07it/s, loss=0.040, pair=26.047, adv=25.508, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:41,  2.07it/s, loss=0.038, pair=22.859, adv=20.855, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:02<00:39,  2.15it/s, loss=0.038, pair=22.859, adv=20.855, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.15it/s, loss=0.040, pair=25.609, adv=22.595, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:40,  2.09it/s, loss=0.040, pair=25.609, adv=22.595, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:40,  2.09it/s, loss=0.054, pair=15.867, adv=12.535, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:03<00:38,  2.17it/s, loss=0.054, pair=15.867, adv=12.535, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:38,  2.17it/s, loss=0.043, pair=20.156, adv=18.766, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:40,  2.03it/s, loss=0.043, pair=20.156, adv=18.766, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:40,  2.03it/s, loss=0.044, pair=29.609, adv=17.073, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:04<00:38,  2.08it/s, loss=0.044, pair=29.609, adv=17.073, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:38,  2.08it/s, loss=0.041, pair=26.062, adv=20.666, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:45,  1.78it/s, loss=0.041, pair=26.062, adv=20.666, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:45,  1.78it/s, loss=0.041, pair=12.250, adv=11.042, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:05<00:41,  1.89it/s, loss=0.041, pair=12.250, adv=11.042, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:41,  1.89it/s, loss=0.040, pair=25.609, adv=20.760, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:43,  1.78it/s, loss=0.040, pair=25.609, adv=20.760, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:43,  1.78it/s, loss=0.041, pair=24.844, adv=25.019, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:06<00:39,  1.94it/s, loss=0.041, pair=24.844, adv=25.019, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.94it/s, loss=0.044, pair=29.656, adv=17.868, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:43,  1.75it/s, loss=0.044, pair=29.656, adv=17.868, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:43,  1.75it/s, loss=0.041, pair=15.883, adv=18.651, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:07<00:40,  1.86it/s, loss=0.041, pair=15.883, adv=18.651, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:40,  1.86it/s, loss=0.043, pair=20.469, adv=17.085, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:41,  1.77it/s, loss=0.043, pair=20.469, adv=17.085, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:41,  1.77it/s, loss=0.041, pair=22.375, adv=15.100, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:08<00:38,  1.91it/s, loss=0.041, pair=22.375, adv=15.100, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:38,  1.91it/s, loss=0.045, pair=22.422, adv=25.231, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:09<00:39,  1.82it/s, loss=0.045, pair=22.422, adv=25.231, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:39,  1.82it/s, loss=0.041, pair=18.047, adv=16.668, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:37,  1.90it/s, loss=0.041, pair=18.047, adv=16.668, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:37,  1.90it/s, loss=0.040, pair=22.641, adv=17.008, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:10<00:39,  1.77it/s, loss=0.040, pair=22.641, adv=17.008, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:39,  1.77it/s, loss=0.042, pair=29.984, adv=21.523, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:36,  1.88it/s, loss=0.042, pair=29.984, adv=21.523, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:36,  1.88it/s, loss=0.043, pair=20.359, adv=24.865, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:11<00:37,  1.81it/s, loss=0.043, pair=20.359, adv=24.865, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:37,  1.81it/s, loss=0.043, pair=23.094, adv=17.533, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:34,  1.97it/s, loss=0.043, pair=23.094, adv=17.533, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:34,  1.97it/s, loss=0.040, pair=25.516, adv=22.019, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:35,  1.85it/s, loss=0.040, pair=25.516, adv=22.019, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:35,  1.85it/s, loss=0.040, pair=22.203, adv=21.105, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:33,  1.97it/s, loss=0.040, pair=22.203, adv=21.105, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:33,  1.97it/s, loss=0.044, pair=24.500, adv=30.009, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:34,  1.87it/s, loss=0.044, pair=24.500, adv=30.009, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:34,  1.87it/s, loss=0.040, pair=14.148, adv=21.400, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:32,  1.94it/s, loss=0.040, pair=14.148, adv=21.400, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:32,  1.94it/s, loss=0.146, pair=21.328, adv=27.848, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:34,  1.80it/s, loss=0.146, pair=21.328, adv=27.848, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:34,  1.80it/s, loss=0.039, pair=24.016, adv=28.786, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:32,  1.90it/s, loss=0.039, pair=24.016, adv=28.786, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:32,  1.90it/s, loss=0.043, pair=21.703, adv=23.596, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:33,  1.78it/s, loss=0.043, pair=21.703, adv=23.596, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:33,  1.78it/s, loss=0.040, pair=12.555, adv=27.696, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:30,  1.91it/s, loss=0.040, pair=12.555, adv=27.696, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:30,  1.91it/s, loss=0.044, pair=23.531, adv=22.973, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:32,  1.79it/s, loss=0.044, pair=23.531, adv=22.973, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:32,  1.79it/s, loss=0.040, pair=26.156, adv=24.473, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:30,  1.90it/s, loss=0.040, pair=26.156, adv=24.473, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:30,  1.90it/s, loss=0.043, pair=22.234, adv=11.431, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:33,  1.68it/s, loss=0.043, pair=22.234, adv=11.431, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:33,  1.68it/s, loss=0.039, pair=20.688, adv=22.098, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:29,  1.84it/s, loss=0.039, pair=20.688, adv=22.098, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:29,  1.84it/s, loss=0.040, pair=23.047, adv=22.453, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:30,  1.75it/s, loss=0.040, pair=23.047, adv=22.453, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:30,  1.75it/s, loss=0.039, pair=26.297, adv=23.347, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:28,  1.88it/s, loss=0.039, pair=26.297, adv=23.347, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:28,  1.88it/s, loss=0.042, pair=24.047, adv=23.353, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:27,  1.88it/s, loss=0.042, pair=24.047, adv=23.353, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:27,  1.88it/s, loss=0.039, pair=21.125, adv=27.984, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:25,  2.00it/s, loss=0.039, pair=21.125, adv=27.984, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:25,  2.00it/s, loss=0.042, pair=14.039, adv=17.041, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:25,  1.94it/s, loss=0.042, pair=14.039, adv=17.041, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:25,  1.94it/s, loss=0.040, pair=22.766, adv=20.401, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:23,  2.08it/s, loss=0.040, pair=22.766, adv=20.401, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:22<00:23,  2.08it/s, loss=0.038, pair=30.922, adv=21.683, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:24,  2.00it/s, loss=0.038, pair=30.922, adv=21.683, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:24,  2.00it/s, loss=0.040, pair=23.125, adv=23.490, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.08it/s, loss=0.040, pair=23.125, adv=23.490, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:23<00:22,  2.08it/s, loss=0.044, pair=23.672, adv=22.748, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:23,  1.98it/s, loss=0.044, pair=23.672, adv=22.748, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:23,  1.98it/s, loss=0.040, pair=17.844, adv=19.996, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:21,  2.11it/s, loss=0.040, pair=17.844, adv=19.996, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:24<00:21,  2.11it/s, loss=0.041, pair=22.641, adv=24.407, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.03it/s, loss=0.041, pair=22.641, adv=24.407, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.03it/s, loss=0.039, pair=26.234, adv=15.136, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:20,  2.14it/s, loss=0.039, pair=26.234, adv=15.136, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:25<00:20,  2.14it/s, loss=0.042, pair=24.781, adv=26.419, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:19,  2.11it/s, loss=0.042, pair=24.781, adv=26.419, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:19,  2.11it/s, loss=0.038, pair=27.906, adv=22.941, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:18,  2.22it/s, loss=0.038, pair=27.906, adv=22.941, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:26<00:18,  2.22it/s, loss=0.045, pair=23.828, adv=23.768, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:19,  2.06it/s, loss=0.045, pair=23.828, adv=23.768, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:19,  2.06it/s, loss=0.040, pair=24.984, adv=29.101, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.15it/s, loss=0.040, pair=24.984, adv=29.101, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:27<00:18,  2.15it/s, loss=0.046, pair=17.781, adv=9.642, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.02it/s, loss=0.046, pair=17.781, adv=9.642, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.02it/s, loss=0.039, pair=15.758, adv=23.268, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.12it/s, loss=0.039, pair=15.758, adv=23.268, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:28<00:17,  2.12it/s, loss=0.040, pair=22.609, adv=14.320, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.03it/s, loss=0.040, pair=22.609, adv=14.320, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.03it/s, loss=0.040, pair=26.344, adv=26.153, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.10it/s, loss=0.040, pair=26.344, adv=26.153, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.10it/s, loss=0.044, pair=18.172, adv=22.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:16,  2.01it/s, loss=0.044, pair=18.172, adv=22.654, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:16,  2.01it/s, loss=0.039, pair=23.391, adv=16.179, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.11it/s, loss=0.039, pair=23.391, adv=16.179, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.11it/s, loss=0.043, pair=22.859, adv=22.915, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.01it/s, loss=0.043, pair=22.859, adv=22.915, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:15,  2.01it/s, loss=0.040, pair=26.969, adv=18.370, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.15it/s, loss=0.040, pair=26.969, adv=18.370, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.15it/s, loss=0.039, pair=17.969, adv=20.743, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.02it/s, loss=0.039, pair=17.969, adv=20.743, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:14,  2.02it/s, loss=0.040, pair=24.656, adv=18.122, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.13it/s, loss=0.040, pair=24.656, adv=18.122, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.13it/s, loss=0.040, pair=18.578, adv=16.952, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:14,  1.96it/s, loss=0.040, pair=18.578, adv=16.952, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:14,  1.96it/s, loss=0.039, pair=12.711, adv=25.969, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:13,  2.06it/s, loss=0.039, pair=12.711, adv=25.969, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:13,  2.06it/s, loss=0.145, pair=22.297, adv=24.162, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.03it/s, loss=0.145, pair=22.297, adv=24.162, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:12,  2.03it/s, loss=0.039, pair=19.016, adv=24.462, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.12it/s, loss=0.039, pair=19.016, adv=24.462, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.12it/s, loss=0.042, pair=16.938, adv=7.097, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.04it/s, loss=0.042, pair=16.938, adv=7.097, sprd=0.00
Ep 011/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:34<00:11,  2.04it/s, loss=0.039, pair=17.906, adv=21.289, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.13it/s, loss=0.039, pair=17.906, adv=21.289, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.13it/s, loss=0.040, pair=22.828, adv=24.057, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.05it/s, loss=0.040, pair=22.828, adv=24.057, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:10,  2.05it/s, loss=0.042, pair=19.891, adv=16.390, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.12it/s, loss=0.042, pair=19.891, adv=16.390, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.12it/s, loss=0.040, pair=12.266, adv=10.681, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.03it/s, loss=0.040, pair=12.266, adv=10.681, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:09,  2.03it/s, loss=0.039, pair=23.266, adv=18.344, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.13it/s, loss=0.039, pair=23.266, adv=18.344, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.13it/s, loss=0.040, pair=19.500, adv=14.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.06it/s, loss=0.040, pair=19.500, adv=14.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:08,  2.06it/s, loss=0.044, pair=27.703, adv=26.604, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.13it/s, loss=0.044, pair=27.703, adv=26.604, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.13it/s, loss=0.044, pair=29.438, adv=22.499, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.08it/s, loss=0.044, pair=29.438, adv=22.499, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:07,  2.08it/s, loss=0.040, pair=21.016, adv=14.554, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.18it/s, loss=0.040, pair=21.016, adv=14.554, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.18it/s, loss=0.042, pair=20.344, adv=27.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.12it/s, loss=0.042, pair=20.344, adv=27.537, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.12it/s, loss=0.041, pair=22.609, adv=15.116, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:05,  2.20it/s, loss=0.041, pair=22.609, adv=15.116, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:05,  2.20it/s, loss=0.039, pair=22.719, adv=19.798, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.06it/s, loss=0.039, pair=22.719, adv=19.798, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.06it/s, loss=0.040, pair=26.328, adv=24.831, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.18it/s, loss=0.040, pair=26.328, adv=24.831, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.18it/s, loss=0.039, pair=23.859, adv=17.311, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.05it/s, loss=0.039, pair=23.859, adv=17.311, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.05it/s, loss=0.039, pair=19.453, adv=22.086, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.039, pair=19.453, adv=22.086, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  2.15it/s, loss=0.150, pair=15.688, adv=18.891, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.13it/s, loss=0.150, pair=15.688, adv=18.891, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.13it/s, loss=0.042, pair=17.609, adv=27.596, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.21it/s, loss=0.042, pair=17.609, adv=27.596, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.21it/s, loss=0.043, pair=24.203, adv=24.414, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.04it/s, loss=0.043, pair=24.203, adv=24.414, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.04it/s, loss=0.040, pair=27.016, adv=19.202, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.20it/s, loss=0.040, pair=27.016, adv=19.202, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  2.20it/s, loss=0.041, pair=27.156, adv=15.821, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.10it/s, loss=0.041, pair=27.156, adv=15.821, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.10it/s, loss=0.040, pair=21.234, adv=26.643, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.18it/s, loss=0.040, pair=21.234, adv=26.643, sprd=0.0
Ep 011/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  2.18it/s, loss=0.044, pair=23.562, adv=25.648, sprd=0.0
Ep 011/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.12it/s, loss=0.044, pair=23.562, adv=25.648, sprd=0.0
Ep 011/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.12it/s, loss=0.041, pair=17.328, adv=14.475, sprd=0.0
Ep 011/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.041, pair=17.328, adv=14.475, sprd=0.0
Ep 011/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.20it/s, loss=0.043, pair=23.375, adv=25.062, sprd=0.0
Ep 011/80 [S1→S2:ramp]: 100%|█| 453/453 [03:45<00:00,  1.96it/s, loss=0.043, pair=23.375, adv=25.062, sprd=0.0
                                                                                                              
Epoch 011/80 [S1→S2:ramp]  loss=0.0484  mat=0.3524  sens=23.6903  pair=22.6506  adv=19.4347(rand=3.47)  deg=0.0058  orth=0.0033  spread=0.0005  q_mean=51.1  q_std=23.9  α=0.10 β=0.00 γ=1.00 λ_grl=0.555  lr=9.64e-05  225s

Ep 012/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 012/80 [S1→S2:ramp]:   0%|        | 0/453 [00:01<?, ?it/s, loss=0.739, pair=21.859, adv=16.865, sprd=0.000]
Ep 012/80 [S1→S2:ramp]:   0%| | 1/453 [00:01<07:59,  1.06s/it, loss=0.739, pair=21.859, adv=16.865, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   0%| | 1/453 [00:01<07:59,  1.06s/it, loss=0.803, pair=24.125, adv=12.047, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   0%| | 2/453 [00:01<05:12,  1.44it/s, loss=0.803, pair=24.125, adv=12.047, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   0%| | 2/453 [00:02<05:12,  1.44it/s, loss=0.828, pair=24.938, adv=18.151, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   1%| | 3/453 [00:02<04:40,  1.60it/s, loss=0.828, pair=24.938, adv=18.151, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   1%| | 3/453 [00:02<04:40,  1.60it/s, loss=0.740, pair=21.969, adv=21.996, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   1%| | 4/453 [00:02<04:06,  1.82it/s, loss=0.740, pair=21.969, adv=21.996, sprd=0.000
Ep 012/80 [S1→S2:ramp]:   1%| | 4/453 [00:03<04:06,  1.82it/s, loss=0.743, pair=22.047, adv=14.552, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   1%| | 5/453 [00:03<04:07,  1.81it/s, loss=0.743, pair=22.047, adv=14.552, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   1%| | 5/453 [00:03<04:07,  1.81it/s, loss=0.558, pair=15.664, adv=9.813, sprd=0.000]
Ep 012/80 [S1→S2:ramp]:   1%| | 6/453 [00:03<03:43,  2.00it/s, loss=0.558, pair=15.664, adv=9.813, sprd=0.000]
Ep 012/80 [S1→S2:ramp]:   1%| | 6/453 [00:03<03:43,  2.00it/s, loss=0.672, pair=19.062, adv=18.453, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   2%| | 7/453 [00:03<03:46,  1.97it/s, loss=0.672, pair=19.062, adv=18.453, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   2%| | 7/453 [00:04<03:46,  1.97it/s, loss=0.456, pair=12.078, adv=14.403, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   2%| | 8/453 [00:04<03:30,  2.12it/s, loss=0.456, pair=12.078, adv=14.403, sprd=0.001
Ep 012/80 [S1→S2:ramp]:   2%| | 8/453 [00:04<03:30,  2.12it/s, loss=0.921, pair=26.969, adv=27.167, sprd=0.002
Ep 012/80 [S1→S2:ramp]:   2%| | 9/453 [00:04<03:38,  2.03it/s, loss=0.921, pair=26.969, adv=27.167, sprd=0.002
Ep 012/80 [S1→S2:ramp]:   2%| | 9/453 [00:05<03:38,  2.03it/s, loss=0.746, pair=21.203, adv=22.030, sprd=0.002
Ep 012/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:26,  2.15it/s, loss=0.746, pair=21.203, adv=22.030, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:26,  2.15it/s, loss=0.543, pair=14.375, adv=10.061, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   2%| | 11/453 [00:05<03:33,  2.07it/s, loss=0.543, pair=14.375, adv=10.061, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:33,  2.07it/s, loss=0.611, pair=16.578, adv=11.897, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:23,  2.16it/s, loss=0.611, pair=16.578, adv=11.897, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:23,  2.16it/s, loss=0.551, pair=14.180, adv=14.646, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 13/453 [00:06<03:31,  2.08it/s, loss=0.551, pair=14.180, adv=14.646, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:31,  2.08it/s, loss=0.541, pair=13.422, adv=17.676, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:21,  2.17it/s, loss=0.541, pair=13.422, adv=17.676, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:21,  2.17it/s, loss=0.490, pair=11.422, adv=10.771, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 15/453 [00:07<03:44,  1.95it/s, loss=0.490, pair=11.422, adv=10.771, sprd=0.00
Ep 012/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:44,  1.95it/s, loss=0.402, pair=8.102, adv=12.050, sprd=0.008
Ep 012/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:34,  2.03it/s, loss=0.402, pair=8.102, adv=12.050, sprd=0.008
Ep 012/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:34,  2.03it/s, loss=0.435, pair=9.062, adv=15.797, sprd=0.007
Ep 012/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:52,  1.87it/s, loss=0.435, pair=9.062, adv=15.797, sprd=0.007
Ep 012/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:52,  1.87it/s, loss=1.100, pair=12.211, adv=12.667, sprd=0.01
Ep 012/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:42,  1.96it/s, loss=1.100, pair=12.211, adv=12.667, sprd=0.01
Ep 012/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:42,  1.96it/s, loss=0.431, pair=8.500, adv=17.120, sprd=0.009
Ep 012/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:59,  1.81it/s, loss=0.431, pair=8.500, adv=17.120, sprd=0.009
Ep 012/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:59,  1.81it/s, loss=0.572, pair=11.953, adv=16.668, sprd=0.01
Ep 012/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:43,  1.94it/s, loss=0.572, pair=11.953, adv=16.668, sprd=0.01
Ep 012/80 [S1→S2:ramp]:   4%| | 20/453 [00:11<03:43,  1.94it/s, loss=0.573, pair=12.016, adv=4.346, sprd=0.012
Ep 012/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:56,  1.83it/s, loss=0.573, pair=12.016, adv=4.346, sprd=0.012
Ep 012/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:56,  1.83it/s, loss=0.329, pair=4.059, adv=9.524, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:43,  1.93it/s, loss=0.329, pair=4.059, adv=9.524, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:43,  1.93it/s, loss=0.457, pair=7.973, adv=8.034, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:58,  1.80it/s, loss=0.457, pair=7.973, adv=8.034, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:58,  1.80it/s, loss=0.444, pair=7.430, adv=5.980, sprd=0.011]
Ep 012/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:42,  1.93it/s, loss=0.444, pair=7.430, adv=5.980, sprd=0.011]
Ep 012/80 [S1→S2:ramp]:   5%| | 24/453 [00:13<03:42,  1.93it/s, loss=0.425, pair=6.227, adv=8.714, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:57,  1.80it/s, loss=0.425, pair=6.227, adv=8.714, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:57,  1.80it/s, loss=0.404, pair=4.785, adv=4.137, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:58,  1.79it/s, loss=0.404, pair=4.785, adv=4.137, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   6%| | 26/453 [00:14<03:58,  1.79it/s, loss=0.378, pair=4.316, adv=5.134, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<04:10,  1.70it/s, loss=0.378, pair=4.316, adv=5.134, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<04:10,  1.70it/s, loss=0.368, pair=3.416, adv=8.083, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:52,  1.83it/s, loss=0.368, pair=3.416, adv=8.083, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   6%| | 28/453 [00:15<03:52,  1.83it/s, loss=0.423, pair=5.262, adv=9.340, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<04:01,  1.76it/s, loss=0.423, pair=5.262, adv=9.340, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<04:01,  1.76it/s, loss=0.535, pair=7.230, adv=8.351, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:46,  1.87it/s, loss=0.535, pair=7.230, adv=8.351, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:   7%| | 30/453 [00:16<03:46,  1.87it/s, loss=0.402, pair=4.160, adv=8.579, sprd=0.025]
Ep 012/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<04:00,  1.76it/s, loss=0.402, pair=4.160, adv=8.579, sprd=0.025]
Ep 012/80 [S1→S2:ramp]:   7%| | 31/453 [00:17<04:00,  1.76it/s, loss=0.492, pair=8.062, adv=6.955, sprd=0.024]
Ep 012/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:48,  1.85it/s, loss=0.492, pair=8.062, adv=6.955, sprd=0.024]
Ep 012/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:48,  1.85it/s, loss=0.359, pair=2.904, adv=7.314, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:58,  1.76it/s, loss=0.359, pair=2.904, adv=7.314, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   7%| | 33/453 [00:18<03:58,  1.76it/s, loss=0.527, pair=8.445, adv=5.301, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:44,  1.86it/s, loss=0.527, pair=8.445, adv=5.301, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:44,  1.86it/s, loss=0.445, pair=3.000, adv=6.833, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:54,  1.79it/s, loss=0.445, pair=3.000, adv=6.833, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:   8%| | 35/453 [00:19<03:54,  1.79it/s, loss=0.334, pair=3.201, adv=4.367, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:41,  1.88it/s, loss=0.334, pair=3.201, adv=4.367, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:41,  1.88it/s, loss=0.462, pair=6.879, adv=9.886, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:   8%| | 37/453 [00:19<03:56,  1.76it/s, loss=0.462, pair=6.879, adv=9.886, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:   8%| | 37/453 [00:20<03:56,  1.76it/s, loss=0.312, pair=3.840, adv=5.409, sprd=0.012]
Ep 012/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:38,  1.90it/s, loss=0.312, pair=3.840, adv=5.409, sprd=0.012]
Ep 012/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:38,  1.90it/s, loss=0.293, pair=2.820, adv=9.295, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 39/453 [00:20<03:53,  1.78it/s, loss=0.293, pair=2.820, adv=9.295, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 39/453 [00:21<03:53,  1.78it/s, loss=0.320, pair=3.182, adv=4.051, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:38,  1.89it/s, loss=0.320, pair=3.182, adv=4.051, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 40/453 [00:22<03:38,  1.89it/s, loss=0.429, pair=6.504, adv=4.519, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 41/453 [00:22<03:51,  1.78it/s, loss=0.429, pair=6.504, adv=4.519, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:   9%| | 41/453 [00:22<03:51,  1.78it/s, loss=0.361, pair=4.297, adv=3.354, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   9%| | 42/453 [00:22<03:34,  1.91it/s, loss=0.361, pair=4.297, adv=3.354, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:   9%| | 42/453 [00:23<03:34,  1.91it/s, loss=0.481, pair=7.367, adv=13.222, sprd=0.017
Ep 012/80 [S1→S2:ramp]:   9%| | 43/453 [00:23<03:46,  1.81it/s, loss=0.481, pair=7.367, adv=13.222, sprd=0.017
Ep 012/80 [S1→S2:ramp]:   9%| | 43/453 [00:23<03:46,  1.81it/s, loss=0.364, pair=4.473, adv=6.226, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  10%| | 44/453 [00:23<03:33,  1.91it/s, loss=0.364, pair=4.473, adv=6.226, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  10%| | 44/453 [00:24<03:33,  1.91it/s, loss=0.633, pair=14.352, adv=12.355, sprd=0.01
Ep 012/80 [S1→S2:ramp]:  10%| | 45/453 [00:24<03:39,  1.86it/s, loss=0.633, pair=14.352, adv=12.355, sprd=0.01
Ep 012/80 [S1→S2:ramp]:  10%| | 45/453 [00:24<03:39,  1.86it/s, loss=0.248, pair=1.418, adv=3.508, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:23,  2.00it/s, loss=0.248, pair=1.418, adv=3.508, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  10%| | 46/453 [00:25<03:23,  2.00it/s, loss=0.377, pair=5.191, adv=3.793, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  10%| | 47/453 [00:25<03:32,  1.91it/s, loss=0.377, pair=5.191, adv=3.793, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  10%| | 47/453 [00:25<03:32,  1.91it/s, loss=0.310, pair=3.145, adv=3.231, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  11%| | 48/453 [00:25<03:20,  2.02it/s, loss=0.310, pair=3.145, adv=3.231, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  11%| | 48/453 [00:26<03:20,  2.02it/s, loss=0.302, pair=3.014, adv=4.459, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  11%| | 49/453 [00:26<03:25,  1.97it/s, loss=0.302, pair=3.014, adv=4.459, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  11%| | 49/453 [00:26<03:25,  1.97it/s, loss=0.296, pair=2.793, adv=3.952, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:13,  2.09it/s, loss=0.296, pair=2.793, adv=3.952, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  11%| | 50/453 [00:27<03:13,  2.09it/s, loss=0.465, pair=6.277, adv=3.686, sprd=0.026]
Ep 012/80 [S1→S2:ramp]:  11%| | 51/453 [00:27<03:22,  1.99it/s, loss=0.465, pair=6.277, adv=3.686, sprd=0.026]
Ep 012/80 [S1→S2:ramp]:  11%| | 51/453 [00:27<03:22,  1.99it/s, loss=0.285, pair=1.611, adv=3.592, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:07,  2.14it/s, loss=0.285, pair=1.611, adv=3.592, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:07,  2.14it/s, loss=0.297, pair=1.989, adv=3.081, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:12,  2.07it/s, loss=0.297, pair=1.989, adv=3.081, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 53/453 [00:28<03:12,  2.07it/s, loss=0.329, pair=2.766, adv=3.533, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:03,  2.17it/s, loss=0.329, pair=2.766, adv=3.533, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:03,  2.17it/s, loss=0.333, pair=2.490, adv=5.236, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:21,  1.98it/s, loss=0.333, pair=2.490, adv=5.236, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 55/453 [00:29<03:21,  1.98it/s, loss=0.273, pair=1.134, adv=3.408, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:11,  2.08it/s, loss=0.273, pair=1.134, adv=3.408, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:11,  2.08it/s, loss=0.366, pair=4.738, adv=3.457, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:14,  2.03it/s, loss=0.366, pair=4.738, adv=3.457, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:30<03:14,  2.03it/s, loss=0.347, pair=4.098, adv=3.042, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:05,  2.13it/s, loss=0.347, pair=4.098, adv=3.042, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:05,  2.13it/s, loss=0.337, pair=4.039, adv=3.178, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:15,  2.01it/s, loss=0.337, pair=4.039, adv=3.178, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:31<03:15,  2.01it/s, loss=0.423, pair=5.883, adv=6.115, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:05,  2.12it/s, loss=0.423, pair=5.883, adv=6.115, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:05,  2.12it/s, loss=0.239, pair=0.620, adv=3.053, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:09,  2.06it/s, loss=0.239, pair=0.620, adv=3.053, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:32<03:09,  2.06it/s, loss=0.242, pair=0.833, adv=2.907, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<03:01,  2.16it/s, loss=0.242, pair=0.833, adv=2.907, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<03:01,  2.16it/s, loss=0.252, pair=0.520, adv=3.833, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:10,  2.05it/s, loss=0.252, pair=0.520, adv=3.833, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:33<03:10,  2.05it/s, loss=0.294, pair=2.375, adv=3.079, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:01,  2.14it/s, loss=0.294, pair=2.375, adv=3.079, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:01,  2.14it/s, loss=0.339, pair=4.090, adv=2.690, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:08,  2.05it/s, loss=0.339, pair=4.090, adv=2.690, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:34<03:08,  2.05it/s, loss=0.280, pair=1.979, adv=2.868, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<02:59,  2.15it/s, loss=0.280, pair=1.979, adv=2.868, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<02:59,  2.15it/s, loss=0.317, pair=3.418, adv=2.731, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:07,  2.06it/s, loss=0.317, pair=3.418, adv=2.731, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:35<03:07,  2.06it/s, loss=0.281, pair=2.389, adv=3.113, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<02:58,  2.16it/s, loss=0.281, pair=2.389, adv=3.113, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<02:58,  2.16it/s, loss=0.253, pair=1.881, adv=6.794, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:06,  2.06it/s, loss=0.253, pair=1.881, adv=6.794, sprd=0.014]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:36<03:06,  2.06it/s, loss=0.236, pair=0.546, adv=3.593, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<02:58,  2.14it/s, loss=0.236, pair=0.546, adv=3.593, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<02:58,  2.14it/s, loss=0.372, pair=3.795, adv=3.149, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.04it/s, loss=0.372, pair=3.795, adv=3.149, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:37<03:07,  2.04it/s, loss=0.275, pair=0.879, adv=3.126, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<02:57,  2.14it/s, loss=0.275, pair=0.879, adv=3.126, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<02:57,  2.14it/s, loss=0.541, pair=6.145, adv=2.956, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:07,  2.03it/s, loss=0.541, pair=6.145, adv=2.956, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:38<03:07,  2.03it/s, loss=0.328, pair=2.361, adv=2.820, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:58,  2.13it/s, loss=0.328, pair=2.361, adv=2.820, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:58,  2.13it/s, loss=0.347, pair=3.588, adv=2.928, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.347, pair=3.588, adv=2.928, sprd=0.016]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.356, pair=4.625, adv=2.894, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:51,  2.20it/s, loss=0.356, pair=4.625, adv=2.894, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<02:51,  2.20it/s, loss=0.352, pair=3.379, adv=6.550, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<02:58,  2.10it/s, loss=0.352, pair=3.379, adv=6.550, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<02:58,  2.10it/s, loss=0.280, pair=1.081, adv=2.613, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:01,  2.07it/s, loss=0.280, pair=1.081, adv=2.613, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:40<03:01,  2.07it/s, loss=0.268, pair=1.174, adv=2.377, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:05,  2.01it/s, loss=0.268, pair=1.174, adv=2.377, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:05,  2.01it/s, loss=0.311, pair=2.033, adv=5.791, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:56,  2.11it/s, loss=0.311, pair=2.033, adv=5.791, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<02:56,  2.11it/s, loss=0.378, pair=2.842, adv=3.961, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:02,  2.03it/s, loss=0.378, pair=2.842, adv=3.961, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:02,  2.03it/s, loss=0.280, pair=0.780, adv=2.578, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:54,  2.13it/s, loss=0.280, pair=0.780, adv=2.578, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<02:54,  2.13it/s, loss=0.474, pair=1.523, adv=2.374, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:01,  2.03it/s, loss=0.474, pair=1.523, adv=2.374, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:01,  2.03it/s, loss=0.288, pair=1.227, adv=2.463, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:51,  2.15it/s, loss=0.288, pair=1.227, adv=2.463, sprd=0.020]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:43<02:51,  2.15it/s, loss=0.331, pair=1.146, adv=3.531, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:57,  2.07it/s, loss=0.331, pair=1.146, adv=3.531, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:57,  2.07it/s, loss=0.340, pair=1.417, adv=3.675, sprd=0.028]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:50,  2.15it/s, loss=0.340, pair=1.417, adv=3.675, sprd=0.028]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:44<02:50,  2.15it/s, loss=0.259, pair=1.537, adv=2.831, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:57,  2.06it/s, loss=0.259, pair=1.537, adv=2.831, sprd=0.015]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:57,  2.06it/s, loss=0.243, pair=0.550, adv=3.082, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.14it/s, loss=0.243, pair=0.550, adv=3.082, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:45<02:50,  2.14it/s, loss=0.293, pair=1.390, adv=2.492, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:57,  2.05it/s, loss=0.293, pair=1.390, adv=2.492, sprd=0.021]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:57,  2.05it/s, loss=0.272, pair=0.520, adv=2.456, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:46,  2.18it/s, loss=0.272, pair=0.520, adv=2.456, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:46<02:46,  2.18it/s, loss=0.354, pair=3.035, adv=2.919, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:57,  2.04it/s, loss=0.354, pair=3.035, adv=2.919, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:57,  2.04it/s, loss=0.299, pair=1.918, adv=2.482, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:46,  2.16it/s, loss=0.299, pair=1.918, adv=2.482, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:47<02:46,  2.16it/s, loss=0.383, pair=4.676, adv=2.464, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:53,  2.07it/s, loss=0.383, pair=4.676, adv=2.464, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:53,  2.07it/s, loss=0.334, pair=1.691, adv=4.370, sprd=0.026]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:46,  2.15it/s, loss=0.334, pair=1.691, adv=4.370, sprd=0.026]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:48<02:46,  2.15it/s, loss=0.475, pair=1.308, adv=3.463, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:51,  2.08it/s, loss=0.475, pair=1.308, adv=3.463, sprd=0.017]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:51,  2.08it/s, loss=0.365, pair=3.318, adv=3.620, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:45,  2.16it/s, loss=0.365, pair=3.318, adv=3.620, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:45,  2.16it/s, loss=0.292, pair=0.796, adv=3.405, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<02:49,  2.10it/s, loss=0.292, pair=0.796, adv=3.405, sprd=0.019]
Ep 012/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:49,  2.10it/s, loss=0.290, pair=1.943, adv=2.993, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:41,  2.19it/s, loss=0.290, pair=1.943, adv=2.993, sprd=0.018]
Ep 012/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:41,  2.19it/s, loss=0.385, pair=4.215, adv=4.433, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<02:49,  2.09it/s, loss=0.385, pair=4.215, adv=4.433, sprd=0.023]
Ep 012/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:49,  2.09it/s, loss=0.293, pair=0.788, adv=2.611, sprd=0.022]
Ep 012/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:41,  2.18it/s, loss=0.293, pair=0.788, adv=2.611, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:41,  2.18it/s, loss=0.290, pair=0.624, adv=4.177, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:49,  2.08it/s, loss=0.290, pair=0.624, adv=4.177, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<02:49,  2.08it/s, loss=0.238, pair=0.387, adv=3.713, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:41,  2.17it/s, loss=0.238, pair=0.387, adv=3.713, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:41,  2.17it/s, loss=0.341, pair=2.770, adv=4.199, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:49,  2.06it/s, loss=0.341, pair=2.770, adv=4.199, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<02:49,  2.06it/s, loss=0.481, pair=8.039, adv=4.361, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:39,  2.18it/s, loss=0.481, pair=8.039, adv=4.361, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:39,  2.18it/s, loss=0.280, pair=0.542, adv=4.186, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:49,  2.06it/s, loss=0.280, pair=0.542, adv=4.186, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<02:49,  2.06it/s, loss=0.295, pair=1.191, adv=3.718, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:42,  2.13it/s, loss=0.295, pair=1.191, adv=3.718, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:42,  2.13it/s, loss=0.306, pair=1.938, adv=5.716, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:55,  1.97it/s, loss=0.306, pair=1.938, adv=5.716, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:55,  1.97it/s, loss=0.322, pair=2.221, adv=7.229, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:43,  2.11it/s, loss=0.322, pair=2.221, adv=7.229, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:43,  2.11it/s, loss=0.261, pair=0.819, adv=5.414, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:49,  2.02it/s, loss=0.261, pair=0.819, adv=5.414, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:49,  2.02it/s, loss=0.257, pair=0.467, adv=6.712, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:40,  2.13it/s, loss=0.257, pair=0.467, adv=6.712, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:40,  2.13it/s, loss=0.308, pair=1.386, adv=4.142, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:46,  2.05it/s, loss=0.308, pair=1.386, adv=4.142, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<02:46,  2.05it/s, loss=0.313, pair=2.656, adv=5.093, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:37,  2.17it/s, loss=0.313, pair=2.656, adv=5.093, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:37,  2.17it/s, loss=0.362, pair=3.969, adv=4.566, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:46,  2.04it/s, loss=0.362, pair=3.969, adv=4.566, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<02:46,  2.04it/s, loss=0.292, pair=1.830, adv=8.757, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:39,  2.13it/s, loss=0.292, pair=1.830, adv=8.757, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:39,  2.13it/s, loss=0.226, pair=0.634, adv=6.412, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:55,  1.93it/s, loss=0.226, pair=0.634, adv=6.412, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<02:55,  1.93it/s, loss=0.233, pair=0.771, adv=4.371, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:48,  2.00it/s, loss=0.233, pair=0.771, adv=4.371, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:48,  2.00it/s, loss=0.292, pair=1.513, adv=7.350, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<03:00,  1.86it/s, loss=0.292, pair=1.513, adv=7.350, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<03:00,  1.86it/s, loss=0.302, pair=1.896, adv=8.249, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:51,  1.95it/s, loss=0.302, pair=1.896, adv=8.249, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:51,  1.95it/s, loss=0.390, pair=5.539, adv=6.257, sprd=0.013
Ep 012/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:57,  1.88it/s, loss=0.390, pair=5.539, adv=6.257, sprd=0.013
Ep 012/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<02:57,  1.88it/s, loss=0.292, pair=1.456, adv=3.882, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:49,  1.96it/s, loss=0.292, pair=1.456, adv=3.882, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:49,  1.96it/s, loss=0.279, pair=0.329, adv=4.418, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<03:00,  1.84it/s, loss=0.279, pair=0.329, adv=4.418, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<03:00,  1.84it/s, loss=0.326, pair=3.559, adv=4.909, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:52,  1.91it/s, loss=0.326, pair=3.559, adv=4.909, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:52,  1.91it/s, loss=0.285, pair=0.612, adv=4.778, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<03:04,  1.78it/s, loss=0.285, pair=0.612, adv=4.778, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:02<03:04,  1.78it/s, loss=0.341, pair=2.146, adv=5.239, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:51,  1.92it/s, loss=0.341, pair=2.146, adv=5.239, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:03<02:51,  1.92it/s, loss=0.330, pair=2.219, adv=4.360, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<03:00,  1.82it/s, loss=0.330, pair=2.219, adv=4.360, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<03:00,  1.82it/s, loss=0.320, pair=2.055, adv=7.031, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:49,  1.93it/s, loss=0.320, pair=2.055, adv=7.031, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:04<02:49,  1.93it/s, loss=0.277, pair=1.211, adv=5.108, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:04<02:58,  1.83it/s, loss=0.277, pair=1.211, adv=5.108, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:04<02:58,  1.83it/s, loss=0.295, pair=1.015, adv=3.975, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:46,  1.95it/s, loss=0.295, pair=1.015, adv=3.975, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:05<02:46,  1.95it/s, loss=0.424, pair=5.656, adv=7.221, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:05<02:57,  1.82it/s, loss=0.424, pair=5.656, adv=7.221, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:05<02:57,  1.82it/s, loss=0.252, pair=0.618, adv=4.746, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:45,  1.95it/s, loss=0.252, pair=0.618, adv=4.746, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:06<02:45,  1.95it/s, loss=0.361, pair=3.189, adv=3.823, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:06<02:54,  1.84it/s, loss=0.361, pair=3.189, adv=3.823, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:06<02:54,  1.84it/s, loss=0.233, pair=0.624, adv=3.735, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:43,  1.97it/s, loss=0.233, pair=0.624, adv=3.735, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:07<02:43,  1.97it/s, loss=0.254, pair=0.904, adv=3.553, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:54,  1.83it/s, loss=0.254, pair=0.904, adv=3.553, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:54,  1.83it/s, loss=0.254, pair=0.583, adv=2.879, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:43,  1.96it/s, loss=0.254, pair=0.583, adv=2.879, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:08<02:43,  1.96it/s, loss=0.291, pair=1.964, adv=3.814, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<03:05,  1.72it/s, loss=0.291, pair=1.964, adv=3.814, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<03:05,  1.72it/s, loss=0.275, pair=0.891, adv=3.515, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:50,  1.86it/s, loss=0.275, pair=0.891, adv=3.515, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:09<02:50,  1.86it/s, loss=0.371, pair=3.893, adv=3.208, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:57,  1.78it/s, loss=0.371, pair=3.893, adv=3.208, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:57,  1.78it/s, loss=0.235, pair=0.620, adv=4.053, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:46,  1.89it/s, loss=0.235, pair=0.620, adv=4.053, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:10<02:46,  1.89it/s, loss=0.276, pair=0.700, adv=2.482, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:50,  1.84it/s, loss=0.276, pair=0.700, adv=2.482, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:50,  1.84it/s, loss=0.360, pair=2.967, adv=3.142, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:41,  1.93it/s, loss=0.360, pair=2.967, adv=3.142, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:11<02:41,  1.93it/s, loss=0.361, pair=0.312, adv=2.755, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:11<02:50,  1.83it/s, loss=0.361, pair=0.312, adv=2.755, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:12<02:50,  1.83it/s, loss=0.286, pair=0.595, adv=3.303, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:39,  1.95it/s, loss=0.286, pair=0.595, adv=3.303, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:39,  1.95it/s, loss=0.258, pair=0.211, adv=2.673, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:48,  1.84it/s, loss=0.258, pair=0.211, adv=2.673, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:13<02:48,  1.84it/s, loss=0.351, pair=2.977, adv=3.037, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:13<02:39,  1.94it/s, loss=0.351, pair=2.977, adv=3.037, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:13<02:39,  1.94it/s, loss=0.325, pair=2.904, adv=2.677, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:41,  1.91it/s, loss=0.325, pair=2.904, adv=2.677, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:14<02:41,  1.91it/s, loss=0.249, pair=0.454, adv=2.604, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:14<02:31,  2.02it/s, loss=0.249, pair=0.454, adv=2.604, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:14<02:31,  2.02it/s, loss=0.400, pair=3.727, adv=3.534, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:34,  1.98it/s, loss=0.400, pair=3.727, adv=3.534, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:15<02:34,  1.98it/s, loss=0.493, pair=7.648, adv=3.100, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:15<02:26,  2.08it/s, loss=0.493, pair=7.648, adv=3.100, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:15<02:26,  2.08it/s, loss=0.415, pair=4.824, adv=3.832, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:32,  1.99it/s, loss=0.415, pair=4.824, adv=3.832, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:32,  1.99it/s, loss=0.289, pair=1.615, adv=3.583, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:24,  2.10it/s, loss=0.289, pair=1.615, adv=3.583, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:16<02:24,  2.10it/s, loss=0.250, pair=0.476, adv=4.451, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:27,  2.04it/s, loss=0.250, pair=0.476, adv=4.451, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:27,  2.04it/s, loss=0.255, pair=0.282, adv=4.185, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:21,  2.13it/s, loss=0.255, pair=0.282, adv=4.185, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:17<02:21,  2.13it/s, loss=0.339, pair=3.314, adv=4.395, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:26,  2.05it/s, loss=0.339, pair=3.314, adv=4.395, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:26,  2.05it/s, loss=0.236, pair=0.655, adv=2.960, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:21,  2.12it/s, loss=0.236, pair=0.655, adv=2.960, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:18<02:21,  2.12it/s, loss=0.358, pair=3.080, adv=3.025, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:24,  2.06it/s, loss=0.358, pair=3.080, adv=3.025, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:24,  2.06it/s, loss=0.334, pair=1.339, adv=2.712, sprd=0.028
Ep 012/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:18,  2.14it/s, loss=0.334, pair=1.339, adv=2.712, sprd=0.028
Ep 012/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:19<02:18,  2.14it/s, loss=0.414, pair=5.090, adv=4.344, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:23,  2.06it/s, loss=0.414, pair=5.090, adv=4.344, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:23,  2.06it/s, loss=0.361, pair=2.941, adv=4.389, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:17,  2.15it/s, loss=0.361, pair=2.941, adv=4.389, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:20<02:17,  2.15it/s, loss=0.290, pair=0.567, adv=3.364, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:25,  2.01it/s, loss=0.290, pair=0.567, adv=3.364, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:25,  2.01it/s, loss=0.330, pair=0.734, adv=3.906, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:17,  2.13it/s, loss=0.330, pair=0.734, adv=3.906, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:21<02:17,  2.13it/s, loss=0.282, pair=0.293, adv=3.693, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:23,  2.03it/s, loss=0.282, pair=0.293, adv=3.693, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:23,  2.03it/s, loss=0.352, pair=2.750, adv=2.640, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:17,  2.12it/s, loss=0.352, pair=2.750, adv=2.640, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:22<02:17,  2.12it/s, loss=0.275, pair=0.477, adv=2.877, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:19,  2.08it/s, loss=0.275, pair=0.477, adv=2.877, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:19,  2.08it/s, loss=0.303, pair=0.506, adv=3.177, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:21,  2.04it/s, loss=0.303, pair=0.506, adv=3.177, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:23<02:21,  2.04it/s, loss=0.301, pair=0.889, adv=2.768, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:25,  1.98it/s, loss=0.301, pair=0.889, adv=2.768, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:25,  1.98it/s, loss=0.309, pair=2.125, adv=4.143, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:17,  2.08it/s, loss=0.309, pair=2.125, adv=4.143, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:24<02:17,  2.08it/s, loss=0.281, pair=0.382, adv=2.676, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:19,  2.05it/s, loss=0.281, pair=0.382, adv=2.676, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:19,  2.05it/s, loss=0.281, pair=0.496, adv=3.493, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:10,  2.19it/s, loss=0.281, pair=0.496, adv=3.493, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:25<02:10,  2.19it/s, loss=0.297, pair=1.055, adv=2.878, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:14,  2.11it/s, loss=0.297, pair=1.055, adv=2.878, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:14,  2.11it/s, loss=0.258, pair=0.469, adv=2.453, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:10,  2.17it/s, loss=0.258, pair=0.469, adv=2.453, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:26<02:10,  2.17it/s, loss=0.293, pair=0.614, adv=3.003, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:16,  2.07it/s, loss=0.293, pair=0.614, adv=3.003, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:16,  2.07it/s, loss=0.284, pair=0.578, adv=2.921, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:08,  2.18it/s, loss=0.284, pair=0.578, adv=2.921, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:27<02:08,  2.18it/s, loss=0.276, pair=0.748, adv=2.733, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:13,  2.10it/s, loss=0.276, pair=0.748, adv=2.733, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:13,  2.10it/s, loss=0.262, pair=0.564, adv=2.398, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:06,  2.21it/s, loss=0.262, pair=0.564, adv=2.398, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:06,  2.21it/s, loss=0.466, pair=2.277, adv=5.670, sprd=0.028
Ep 012/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:13,  2.08it/s, loss=0.466, pair=2.277, adv=5.670, sprd=0.028
Ep 012/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:13,  2.08it/s, loss=0.273, pair=0.553, adv=2.815, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:08,  2.16it/s, loss=0.273, pair=0.553, adv=2.815, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:08,  2.16it/s, loss=0.290, pair=2.068, adv=2.910, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:16,  2.02it/s, loss=0.290, pair=2.068, adv=2.910, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:16,  2.02it/s, loss=0.265, pair=0.545, adv=2.471, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.13it/s, loss=0.265, pair=0.545, adv=2.471, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.13it/s, loss=0.358, pair=0.390, adv=2.684, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:14,  2.04it/s, loss=0.358, pair=0.390, adv=2.684, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:14,  2.04it/s, loss=0.256, pair=0.567, adv=2.519, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:08,  2.12it/s, loss=0.256, pair=0.567, adv=2.519, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:08,  2.12it/s, loss=0.327, pair=1.243, adv=2.642, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:12,  2.05it/s, loss=0.327, pair=1.243, adv=2.642, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:12,  2.05it/s, loss=0.239, pair=0.245, adv=2.335, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:04,  2.17it/s, loss=0.239, pair=0.245, adv=2.335, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:04,  2.17it/s, loss=0.272, pair=0.305, adv=2.380, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:10,  2.07it/s, loss=0.272, pair=0.305, adv=2.380, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:10,  2.07it/s, loss=0.277, pair=0.347, adv=2.479, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:02,  2.19it/s, loss=0.277, pair=0.347, adv=2.479, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:02,  2.19it/s, loss=0.273, pair=0.332, adv=2.675, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.06it/s, loss=0.273, pair=0.332, adv=2.675, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:10,  2.06it/s, loss=0.277, pair=0.482, adv=2.723, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:03,  2.17it/s, loss=0.277, pair=0.482, adv=2.723, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:03,  2.17it/s, loss=0.315, pair=2.820, adv=2.369, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:15,  1.96it/s, loss=0.315, pair=2.820, adv=2.369, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:15,  1.96it/s, loss=0.270, pair=0.222, adv=2.476, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:09,  2.04it/s, loss=0.270, pair=0.222, adv=2.476, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:09,  2.04it/s, loss=0.237, pair=0.394, adv=2.230, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:13,  1.98it/s, loss=0.237, pair=0.394, adv=2.230, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:13,  1.98it/s, loss=0.261, pair=0.318, adv=2.390, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:06,  2.08it/s, loss=0.261, pair=0.318, adv=2.390, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:06,  2.08it/s, loss=0.280, pair=0.592, adv=2.525, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:09,  2.03it/s, loss=0.280, pair=0.592, adv=2.525, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:09,  2.03it/s, loss=0.286, pair=0.837, adv=2.348, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:01,  2.14it/s, loss=0.286, pair=0.837, adv=2.348, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:01,  2.14it/s, loss=0.296, pair=0.634, adv=2.402, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:05,  2.07it/s, loss=0.296, pair=0.634, adv=2.402, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:05,  2.07it/s, loss=0.306, pair=1.069, adv=2.627, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<01:58,  2.19it/s, loss=0.306, pair=1.069, adv=2.627, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<01:58,  2.19it/s, loss=0.318, pair=1.907, adv=4.245, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.318, pair=1.907, adv=4.245, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.267, pair=0.572, adv=2.653, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:37<01:56,  2.20it/s, loss=0.267, pair=0.572, adv=2.653, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<01:56,  2.20it/s, loss=0.298, pair=0.558, adv=2.660, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:02,  2.09it/s, loss=0.298, pair=0.558, adv=2.660, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:02,  2.09it/s, loss=0.315, pair=1.066, adv=2.384, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:38<01:56,  2.18it/s, loss=0.315, pair=1.066, adv=2.384, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:56,  2.18it/s, loss=0.303, pair=0.545, adv=2.840, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:02,  2.07it/s, loss=0.303, pair=0.545, adv=2.840, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:02,  2.07it/s, loss=0.373, pair=3.688, adv=7.446, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<01:56,  2.18it/s, loss=0.373, pair=3.688, adv=7.446, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:56,  2.18it/s, loss=0.374, pair=4.098, adv=2.531, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=0.374, pair=4.098, adv=2.531, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=0.291, pair=0.797, adv=2.249, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:53,  2.21it/s, loss=0.291, pair=0.797, adv=2.249, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:53,  2.21it/s, loss=0.363, pair=3.318, adv=2.562, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<01:59,  2.10it/s, loss=0.363, pair=3.318, adv=2.562, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<01:59,  2.10it/s, loss=0.257, pair=0.414, adv=2.435, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:54,  2.18it/s, loss=0.257, pair=0.414, adv=2.435, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:54,  2.18it/s, loss=0.291, pair=1.054, adv=2.261, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<01:58,  2.10it/s, loss=0.291, pair=1.054, adv=2.261, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<01:58,  2.10it/s, loss=0.249, pair=0.286, adv=2.542, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:54,  2.16it/s, loss=0.249, pair=0.286, adv=2.542, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:54,  2.16it/s, loss=0.408, pair=1.885, adv=4.603, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:59,  2.05it/s, loss=0.408, pair=1.885, adv=4.603, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:59,  2.05it/s, loss=0.474, pair=6.734, adv=3.171, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<01:54,  2.13it/s, loss=0.474, pair=6.734, adv=3.171, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:54,  2.13it/s, loss=0.276, pair=0.604, adv=2.496, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:01,  2.01it/s, loss=0.276, pair=0.604, adv=2.496, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:01,  2.01it/s, loss=0.261, pair=0.647, adv=2.326, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:54,  2.12it/s, loss=0.261, pair=0.647, adv=2.326, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:54,  2.12it/s, loss=0.251, pair=0.274, adv=2.161, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.03it/s, loss=0.251, pair=0.274, adv=2.161, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.03it/s, loss=0.251, pair=0.191, adv=2.475, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.13it/s, loss=0.251, pair=0.191, adv=2.475, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:52,  2.13it/s, loss=0.301, pair=0.643, adv=2.401, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:01,  1.97it/s, loss=0.301, pair=0.643, adv=2.401, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:01,  1.97it/s, loss=0.309, pair=2.006, adv=2.231, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:55,  2.08it/s, loss=0.309, pair=2.006, adv=2.231, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:55,  2.08it/s, loss=0.259, pair=0.413, adv=2.376, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:17,  1.73it/s, loss=0.259, pair=0.413, adv=2.376, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:17,  1.73it/s, loss=0.243, pair=0.234, adv=2.325, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<02:07,  1.85it/s, loss=0.243, pair=0.234, adv=2.325, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<02:07,  1.85it/s, loss=0.345, pair=2.412, adv=3.665, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<02:14,  1.75it/s, loss=0.345, pair=2.412, adv=3.665, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<02:14,  1.75it/s, loss=0.261, pair=0.253, adv=2.225, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<02:05,  1.87it/s, loss=0.261, pair=0.253, adv=2.225, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<02:05,  1.87it/s, loss=0.271, pair=1.061, adv=2.299, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<02:14,  1.74it/s, loss=0.271, pair=1.061, adv=2.299, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:50<02:14,  1.74it/s, loss=0.274, pair=0.199, adv=2.584, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<02:04,  1.87it/s, loss=0.274, pair=0.199, adv=2.584, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<02:04,  1.87it/s, loss=0.287, pair=1.382, adv=2.059, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<02:09,  1.79it/s, loss=0.287, pair=1.382, adv=2.059, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:51<02:09,  1.79it/s, loss=0.276, pair=0.515, adv=2.351, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<02:00,  1.92it/s, loss=0.276, pair=0.515, adv=2.351, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<02:00,  1.92it/s, loss=0.370, pair=0.191, adv=2.623, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<02:08,  1.80it/s, loss=0.370, pair=0.191, adv=2.623, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:52<02:08,  1.80it/s, loss=0.238, pair=0.148, adv=2.206, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:59,  1.92it/s, loss=0.238, pair=0.148, adv=2.206, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:59,  1.92it/s, loss=0.254, pair=0.114, adv=2.259, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<02:07,  1.79it/s, loss=0.254, pair=0.114, adv=2.259, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:53<02:07,  1.79it/s, loss=0.337, pair=2.359, adv=2.335, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:58,  1.91it/s, loss=0.337, pair=2.359, adv=2.335, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:58,  1.91it/s, loss=0.269, pair=0.168, adv=2.245, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<02:05,  1.79it/s, loss=0.269, pair=0.168, adv=2.245, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:54<02:05,  1.79it/s, loss=0.275, pair=0.305, adv=2.311, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:56,  1.94it/s, loss=0.275, pair=0.305, adv=2.311, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:56,  1.94it/s, loss=0.273, pair=0.953, adv=2.165, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<02:00,  1.86it/s, loss=0.273, pair=0.953, adv=2.165, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:55<02:00,  1.86it/s, loss=0.204, pair=0.239, adv=2.043, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:52,  1.98it/s, loss=0.204, pair=0.239, adv=2.043, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:52,  1.98it/s, loss=0.353, pair=2.883, adv=2.741, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<02:01,  1.83it/s, loss=0.353, pair=2.883, adv=2.741, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:56<02:01,  1.83it/s, loss=0.320, pair=0.483, adv=2.625, sprd=0.032
Ep 012/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:55,  1.91it/s, loss=0.320, pair=0.483, adv=2.625, sprd=0.032
Ep 012/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:57<01:55,  1.91it/s, loss=0.211, pair=0.114, adv=2.105, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:57<02:02,  1.80it/s, loss=0.211, pair=0.114, adv=2.105, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:57<02:02,  1.80it/s, loss=0.308, pair=0.547, adv=2.184, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:54,  1.92it/s, loss=0.308, pair=0.547, adv=2.184, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:58<01:54,  1.92it/s, loss=0.334, pair=1.744, adv=2.218, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:58<01:59,  1.82it/s, loss=0.334, pair=1.744, adv=2.218, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:58<01:59,  1.82it/s, loss=0.282, pair=0.431, adv=2.566, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:51,  1.94it/s, loss=0.282, pair=0.431, adv=2.566, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:59<01:51,  1.94it/s, loss=0.282, pair=1.001, adv=2.174, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:59<02:00,  1.79it/s, loss=0.282, pair=1.001, adv=2.174, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:59<02:00,  1.79it/s, loss=0.227, pair=0.243, adv=2.230, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:53,  1.90it/s, loss=0.227, pair=0.243, adv=2.230, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  53%|▌| 238/453 [02:00<01:53,  1.90it/s, loss=0.221, pair=0.127, adv=2.230, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:00<01:58,  1.80it/s, loss=0.221, pair=0.127, adv=2.230, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:00<01:58,  1.80it/s, loss=0.311, pair=0.206, adv=2.557, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:51,  1.90it/s, loss=0.311, pair=0.206, adv=2.557, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:01<01:51,  1.90it/s, loss=0.248, pair=0.392, adv=2.201, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:01<01:57,  1.81it/s, loss=0.248, pair=0.392, adv=2.201, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:01<01:57,  1.81it/s, loss=0.372, pair=2.883, adv=2.654, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:50,  1.91it/s, loss=0.372, pair=2.883, adv=2.654, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:02<01:50,  1.91it/s, loss=0.289, pair=0.402, adv=2.466, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:02<01:56,  1.80it/s, loss=0.289, pair=0.402, adv=2.466, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:02<01:56,  1.80it/s, loss=0.272, pair=0.321, adv=2.379, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:47,  1.95it/s, loss=0.272, pair=0.321, adv=2.379, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:03<01:47,  1.95it/s, loss=0.335, pair=2.863, adv=2.554, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:03<01:48,  1.91it/s, loss=0.335, pair=2.863, adv=2.554, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:03<01:48,  1.91it/s, loss=0.323, pair=0.911, adv=2.339, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:40,  2.06it/s, loss=0.323, pair=0.911, adv=2.339, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:04<01:40,  2.06it/s, loss=0.290, pair=0.295, adv=2.018, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:04<01:39,  2.07it/s, loss=0.290, pair=0.295, adv=2.018, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:04<01:39,  2.07it/s, loss=0.252, pair=0.310, adv=2.272, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:33,  2.19it/s, loss=0.252, pair=0.310, adv=2.272, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:05<01:33,  2.19it/s, loss=0.267, pair=0.163, adv=2.637, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:05<01:37,  2.09it/s, loss=0.267, pair=0.163, adv=2.637, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:05<01:37,  2.09it/s, loss=0.273, pair=0.112, adv=2.333, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:33,  2.18it/s, loss=0.273, pair=0.112, adv=2.333, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:06<01:33,  2.18it/s, loss=0.409, pair=1.075, adv=2.440, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:36,  2.09it/s, loss=0.409, pair=1.075, adv=2.440, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:36,  2.09it/s, loss=0.321, pair=1.804, adv=2.396, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:32,  2.16it/s, loss=0.321, pair=1.804, adv=2.396, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:07<01:32,  2.16it/s, loss=0.300, pair=0.620, adv=2.487, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:37,  2.06it/s, loss=0.300, pair=0.620, adv=2.487, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:37,  2.06it/s, loss=0.338, pair=2.383, adv=2.574, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:32,  2.15it/s, loss=0.338, pair=2.383, adv=2.574, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:08<01:32,  2.15it/s, loss=0.251, pair=0.386, adv=2.340, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:35,  2.06it/s, loss=0.251, pair=0.386, adv=2.340, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:35,  2.06it/s, loss=0.288, pair=0.630, adv=2.767, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:32,  2.14it/s, loss=0.288, pair=0.630, adv=2.767, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:09<01:32,  2.14it/s, loss=0.282, pair=0.507, adv=2.336, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:36,  2.03it/s, loss=0.282, pair=0.507, adv=2.336, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:36,  2.03it/s, loss=0.261, pair=0.215, adv=2.302, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:30,  2.15it/s, loss=0.261, pair=0.215, adv=2.302, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:30,  2.15it/s, loss=0.382, pair=2.709, adv=2.733, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:35,  2.03it/s, loss=0.382, pair=2.709, adv=2.733, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:10<01:35,  2.03it/s, loss=0.261, pair=0.438, adv=2.627, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:31,  2.11it/s, loss=0.261, pair=0.438, adv=2.627, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:31,  2.11it/s, loss=0.355, pair=0.182, adv=2.347, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:34,  2.03it/s, loss=0.355, pair=0.182, adv=2.347, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:11<01:34,  2.03it/s, loss=0.237, pair=0.330, adv=2.128, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:28,  2.16it/s, loss=0.237, pair=0.330, adv=2.128, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:28,  2.16it/s, loss=0.235, pair=0.167, adv=2.432, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:30,  2.10it/s, loss=0.235, pair=0.167, adv=2.432, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:30,  2.10it/s, loss=0.269, pair=0.356, adv=2.143, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:24,  2.24it/s, loss=0.269, pair=0.356, adv=2.143, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:24,  2.24it/s, loss=0.241, pair=0.532, adv=2.374, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:27,  2.15it/s, loss=0.241, pair=0.532, adv=2.374, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:27,  2.15it/s, loss=0.308, pair=2.422, adv=2.316, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:24,  2.20it/s, loss=0.308, pair=2.422, adv=2.316, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:24,  2.20it/s, loss=0.239, pair=0.379, adv=2.158, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:28,  2.11it/s, loss=0.239, pair=0.379, adv=2.158, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:28,  2.11it/s, loss=0.268, pair=0.307, adv=2.182, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:23,  2.22it/s, loss=0.268, pair=0.307, adv=2.182, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:23,  2.22it/s, loss=0.278, pair=0.298, adv=2.543, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:29,  2.05it/s, loss=0.278, pair=0.298, adv=2.543, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:29,  2.05it/s, loss=0.412, pair=3.779, adv=3.113, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:25,  2.14it/s, loss=0.412, pair=3.779, adv=3.113, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:25,  2.14it/s, loss=0.286, pair=0.298, adv=2.183, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:33,  1.95it/s, loss=0.286, pair=0.298, adv=2.183, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:16<01:33,  1.95it/s, loss=0.250, pair=0.759, adv=2.612, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:28,  2.06it/s, loss=0.250, pair=0.759, adv=2.612, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:28,  2.06it/s, loss=0.232, pair=0.275, adv=2.233, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:29,  2.01it/s, loss=0.232, pair=0.275, adv=2.233, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:17<01:29,  2.01it/s, loss=0.282, pair=0.490, adv=2.485, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:23,  2.13it/s, loss=0.282, pair=0.490, adv=2.485, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:23,  2.13it/s, loss=0.238, pair=0.344, adv=1.882, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.09it/s, loss=0.238, pair=0.344, adv=1.882, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.09it/s, loss=0.334, pair=2.957, adv=2.784, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:21,  2.17it/s, loss=0.334, pair=2.957, adv=2.784, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:21,  2.17it/s, loss=0.325, pair=2.785, adv=2.582, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:25,  2.06it/s, loss=0.325, pair=2.785, adv=2.582, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:25,  2.06it/s, loss=0.232, pair=0.135, adv=2.155, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:21,  2.16it/s, loss=0.232, pair=0.135, adv=2.155, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:21,  2.16it/s, loss=0.421, pair=5.578, adv=2.557, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.07it/s, loss=0.421, pair=5.578, adv=2.557, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.07it/s, loss=0.263, pair=0.304, adv=2.373, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:20,  2.15it/s, loss=0.263, pair=0.304, adv=2.373, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:20,  2.15it/s, loss=0.270, pair=0.267, adv=4.038, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:22,  2.07it/s, loss=0.270, pair=0.267, adv=4.038, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:22,  2.07it/s, loss=0.203, pair=0.110, adv=2.072, sprd=0.012
Ep 012/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:18,  2.19it/s, loss=0.203, pair=0.110, adv=2.072, sprd=0.012
Ep 012/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:18,  2.19it/s, loss=0.295, pair=1.040, adv=2.230, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:19,  2.15it/s, loss=0.295, pair=1.040, adv=2.230, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:19,  2.15it/s, loss=0.386, pair=3.736, adv=2.803, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:17,  2.18it/s, loss=0.386, pair=3.736, adv=2.803, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:17,  2.18it/s, loss=0.292, pair=0.496, adv=2.530, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:21,  2.05it/s, loss=0.292, pair=0.496, adv=2.530, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:21,  2.05it/s, loss=0.237, pair=0.361, adv=2.053, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.14it/s, loss=0.237, pair=0.361, adv=2.053, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:18,  2.14it/s, loss=0.296, pair=0.474, adv=2.584, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:22,  2.02it/s, loss=0.296, pair=0.474, adv=2.584, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:22,  2.02it/s, loss=0.296, pair=0.391, adv=2.539, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:17,  2.14it/s, loss=0.296, pair=0.391, adv=2.539, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:17,  2.14it/s, loss=0.292, pair=0.414, adv=2.604, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:19,  2.08it/s, loss=0.292, pair=0.414, adv=2.604, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:19,  2.08it/s, loss=0.319, pair=1.180, adv=2.350, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:12,  2.25it/s, loss=0.319, pair=1.180, adv=2.350, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:12,  2.25it/s, loss=0.278, pair=0.290, adv=2.608, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:17,  2.09it/s, loss=0.278, pair=0.290, adv=2.608, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:17,  2.09it/s, loss=0.259, pair=0.316, adv=4.077, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:14,  2.17it/s, loss=0.259, pair=0.316, adv=4.077, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:14,  2.17it/s, loss=0.449, pair=2.273, adv=3.560, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.08it/s, loss=0.449, pair=2.273, adv=3.560, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.08it/s, loss=0.269, pair=0.429, adv=2.719, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:14,  2.14it/s, loss=0.269, pair=0.429, adv=2.719, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:14,  2.14it/s, loss=0.299, pair=0.331, adv=3.340, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:20,  1.96it/s, loss=0.299, pair=0.331, adv=3.340, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:20,  1.96it/s, loss=0.266, pair=0.135, adv=2.649, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:15,  2.08it/s, loss=0.266, pair=0.135, adv=2.649, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:15,  2.08it/s, loss=0.329, pair=1.526, adv=2.998, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:18,  1.99it/s, loss=0.329, pair=1.526, adv=2.998, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:18,  1.99it/s, loss=0.271, pair=0.422, adv=2.540, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:14,  2.07it/s, loss=0.271, pair=0.422, adv=2.540, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:14,  2.07it/s, loss=0.248, pair=0.205, adv=2.706, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:16,  2.00it/s, loss=0.248, pair=0.205, adv=2.706, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:16,  2.00it/s, loss=0.283, pair=0.386, adv=2.300, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:12,  2.12it/s, loss=0.283, pair=0.386, adv=2.300, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:12,  2.12it/s, loss=0.289, pair=1.329, adv=3.334, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:29<01:14,  2.03it/s, loss=0.289, pair=1.329, adv=3.334, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:14,  2.03it/s, loss=0.262, pair=0.258, adv=3.973, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:11,  2.13it/s, loss=0.262, pair=0.258, adv=3.973, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:11,  2.13it/s, loss=0.308, pair=1.741, adv=3.372, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:30<01:13,  2.05it/s, loss=0.308, pair=1.741, adv=3.372, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:13,  2.05it/s, loss=0.258, pair=0.148, adv=2.583, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:09,  2.16it/s, loss=0.258, pair=0.148, adv=2.583, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:09,  2.16it/s, loss=0.337, pair=1.627, adv=3.650, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:31<01:11,  2.06it/s, loss=0.337, pair=1.627, adv=3.650, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:11,  2.06it/s, loss=0.271, pair=0.492, adv=3.067, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.271, pair=0.492, adv=3.067, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.294, pair=0.193, adv=3.237, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:32<01:11,  2.04it/s, loss=0.294, pair=0.193, adv=3.237, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:11,  2.04it/s, loss=0.284, pair=0.185, adv=2.874, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:08,  2.12it/s, loss=0.284, pair=0.185, adv=2.874, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:08,  2.12it/s, loss=0.371, pair=0.197, adv=2.490, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:33<01:11,  2.01it/s, loss=0.371, pair=0.197, adv=2.490, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:11,  2.01it/s, loss=0.261, pair=0.137, adv=2.620, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.11it/s, loss=0.261, pair=0.137, adv=2.620, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.11it/s, loss=0.250, pair=0.221, adv=2.871, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:34<01:09,  2.03it/s, loss=0.250, pair=0.221, adv=2.871, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:09,  2.03it/s, loss=0.300, pair=1.344, adv=3.070, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:06,  2.12it/s, loss=0.300, pair=1.344, adv=3.070, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:06,  2.12it/s, loss=0.232, pair=0.337, adv=2.534, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:35<01:12,  1.93it/s, loss=0.232, pair=0.337, adv=2.534, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:12,  1.93it/s, loss=0.259, pair=0.150, adv=2.229, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:08,  2.02it/s, loss=0.259, pair=0.150, adv=2.229, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:08,  2.02it/s, loss=0.292, pair=0.772, adv=2.255, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:13,  1.88it/s, loss=0.292, pair=0.772, adv=2.255, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:13,  1.88it/s, loss=0.290, pair=0.404, adv=2.400, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:09,  1.98it/s, loss=0.290, pair=0.404, adv=2.400, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:09,  1.98it/s, loss=0.261, pair=0.177, adv=2.303, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:13,  1.85it/s, loss=0.261, pair=0.177, adv=2.303, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:13,  1.85it/s, loss=0.319, pair=1.619, adv=3.217, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:10,  1.91it/s, loss=0.319, pair=1.619, adv=3.217, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:10,  1.91it/s, loss=0.301, pair=0.242, adv=2.763, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:13,  1.82it/s, loss=0.301, pair=0.242, adv=2.763, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:13,  1.82it/s, loss=0.249, pair=0.293, adv=2.530, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:09,  1.92it/s, loss=0.249, pair=0.293, adv=2.530, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:09,  1.92it/s, loss=0.367, pair=0.146, adv=2.615, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:12,  1.83it/s, loss=0.367, pair=0.146, adv=2.615, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:12,  1.83it/s, loss=0.251, pair=0.175, adv=2.448, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:06,  1.96it/s, loss=0.251, pair=0.175, adv=2.448, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:06,  1.96it/s, loss=0.262, pair=0.271, adv=2.869, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:16,  1.70it/s, loss=0.262, pair=0.271, adv=2.869, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:16,  1.70it/s, loss=0.249, pair=0.165, adv=2.701, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:10,  1.82it/s, loss=0.249, pair=0.165, adv=2.701, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:42<01:10,  1.82it/s, loss=0.303, pair=0.433, adv=2.446, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:13,  1.73it/s, loss=0.303, pair=0.433, adv=2.446, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:13,  1.73it/s, loss=0.288, pair=0.327, adv=2.465, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<01:09,  1.84it/s, loss=0.288, pair=0.327, adv=2.465, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:43<01:09,  1.84it/s, loss=0.281, pair=0.219, adv=2.248, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:11,  1.76it/s, loss=0.281, pair=0.219, adv=2.248, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:11,  1.76it/s, loss=0.203, pair=0.048, adv=2.059, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<01:06,  1.89it/s, loss=0.203, pair=0.048, adv=2.059, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<01:06,  1.89it/s, loss=0.285, pair=0.377, adv=2.457, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:10,  1.76it/s, loss=0.285, pair=0.377, adv=2.457, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:45<01:10,  1.76it/s, loss=0.238, pair=0.226, adv=2.667, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<01:05,  1.89it/s, loss=0.238, pair=0.226, adv=2.667, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<01:05,  1.89it/s, loss=0.275, pair=0.249, adv=2.489, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:07,  1.82it/s, loss=0.275, pair=0.249, adv=2.489, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:46<01:07,  1.82it/s, loss=0.239, pair=0.180, adv=2.005, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<01:02,  1.94it/s, loss=0.239, pair=0.180, adv=2.005, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<01:02,  1.94it/s, loss=0.292, pair=0.472, adv=2.544, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:07,  1.79it/s, loss=0.292, pair=0.472, adv=2.544, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:47<01:07,  1.79it/s, loss=0.260, pair=0.291, adv=2.264, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<01:02,  1.91it/s, loss=0.260, pair=0.291, adv=2.264, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<01:02,  1.91it/s, loss=0.269, pair=0.181, adv=2.490, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:05,  1.80it/s, loss=0.269, pair=0.181, adv=2.490, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:48<01:05,  1.80it/s, loss=0.286, pair=0.205, adv=2.405, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<01:00,  1.92it/s, loss=0.286, pair=0.205, adv=2.405, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<01:00,  1.92it/s, loss=0.294, pair=1.111, adv=3.092, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<01:04,  1.79it/s, loss=0.294, pair=1.111, adv=3.092, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:49<01:04,  1.79it/s, loss=0.277, pair=0.174, adv=2.541, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<01:00,  1.91it/s, loss=0.277, pair=0.174, adv=2.541, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<01:00,  1.91it/s, loss=0.271, pair=0.242, adv=2.378, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<01:01,  1.85it/s, loss=0.271, pair=0.242, adv=2.378, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:50<01:01,  1.85it/s, loss=0.247, pair=0.056, adv=2.328, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:50<00:57,  1.95it/s, loss=0.247, pair=0.056, adv=2.328, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:50<00:57,  1.95it/s, loss=0.215, pair=0.158, adv=2.192, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:50<01:02,  1.80it/s, loss=0.215, pair=0.158, adv=2.192, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:51<01:02,  1.80it/s, loss=0.243, pair=0.483, adv=2.084, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:57,  1.94it/s, loss=0.243, pair=0.483, adv=2.084, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:57,  1.94it/s, loss=0.351, pair=0.460, adv=2.328, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:57,  1.92it/s, loss=0.351, pair=0.460, adv=2.328, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:52<00:57,  1.92it/s, loss=0.255, pair=0.400, adv=2.333, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:52,  2.06it/s, loss=0.255, pair=0.400, adv=2.333, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:52,  2.06it/s, loss=0.384, pair=0.543, adv=2.496, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:54,  1.98it/s, loss=0.384, pair=0.543, adv=2.496, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:53<00:54,  1.98it/s, loss=0.218, pair=0.161, adv=2.012, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:53<00:50,  2.12it/s, loss=0.218, pair=0.161, adv=2.012, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:53<00:50,  2.12it/s, loss=0.419, pair=2.480, adv=3.347, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:53<00:50,  2.09it/s, loss=0.419, pair=2.480, adv=3.347, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:54<00:50,  2.09it/s, loss=0.287, pair=0.828, adv=2.445, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:54<00:48,  2.17it/s, loss=0.287, pair=0.828, adv=2.445, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:54<00:48,  2.17it/s, loss=0.256, pair=0.184, adv=2.142, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:54<00:49,  2.09it/s, loss=0.256, pair=0.184, adv=2.142, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:55<00:49,  2.09it/s, loss=0.290, pair=0.226, adv=2.313, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:55<00:47,  2.16it/s, loss=0.290, pair=0.226, adv=2.313, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:55<00:47,  2.16it/s, loss=0.306, pair=0.405, adv=2.250, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:55<00:51,  1.96it/s, loss=0.306, pair=0.405, adv=2.250, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:56<00:51,  1.96it/s, loss=0.305, pair=0.449, adv=2.270, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:56<00:48,  2.09it/s, loss=0.305, pair=0.449, adv=2.270, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:56<00:48,  2.09it/s, loss=0.267, pair=0.208, adv=2.439, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:56<00:49,  2.02it/s, loss=0.267, pair=0.208, adv=2.439, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:49,  2.02it/s, loss=0.302, pair=0.129, adv=2.301, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:46,  2.12it/s, loss=0.302, pair=0.129, adv=2.301, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:46,  2.12it/s, loss=0.273, pair=0.087, adv=2.526, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:47,  2.05it/s, loss=0.273, pair=0.087, adv=2.526, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:58<00:47,  2.05it/s, loss=0.262, pair=0.094, adv=2.912, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:44,  2.17it/s, loss=0.262, pair=0.094, adv=2.912, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:44,  2.17it/s, loss=0.215, pair=0.217, adv=2.039, sprd=0.013
Ep 012/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:46,  2.08it/s, loss=0.215, pair=0.217, adv=2.039, sprd=0.013
Ep 012/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:59<00:46,  2.08it/s, loss=0.266, pair=0.207, adv=2.516, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.14it/s, loss=0.266, pair=0.207, adv=2.516, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.14it/s, loss=0.269, pair=0.148, adv=2.228, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:46,  2.03it/s, loss=0.269, pair=0.148, adv=2.228, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:46,  2.03it/s, loss=0.212, pair=0.090, adv=2.566, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:43,  2.14it/s, loss=0.212, pair=0.090, adv=2.566, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:00<00:43,  2.14it/s, loss=0.425, pair=4.750, adv=3.012, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:45,  2.02it/s, loss=0.425, pair=4.750, adv=3.012, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:45,  2.02it/s, loss=0.277, pair=0.183, adv=3.645, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:43,  2.08it/s, loss=0.277, pair=0.183, adv=3.645, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:43,  2.08it/s, loss=0.298, pair=0.157, adv=2.757, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:45,  1.97it/s, loss=0.298, pair=0.157, adv=2.757, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:45,  1.97it/s, loss=0.248, pair=0.169, adv=2.393, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:42,  2.07it/s, loss=0.248, pair=0.169, adv=2.393, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:42,  2.07it/s, loss=0.253, pair=0.042, adv=2.298, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:43,  2.03it/s, loss=0.253, pair=0.042, adv=2.298, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:43,  2.03it/s, loss=0.256, pair=0.216, adv=2.090, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:40,  2.14it/s, loss=0.256, pair=0.216, adv=2.090, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.14it/s, loss=0.232, pair=0.199, adv=2.446, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:41,  2.05it/s, loss=0.232, pair=0.199, adv=2.446, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:41,  2.05it/s, loss=0.264, pair=0.243, adv=2.955, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.14it/s, loss=0.264, pair=0.243, adv=2.955, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.14it/s, loss=0.264, pair=0.080, adv=2.224, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:41,  2.02it/s, loss=0.264, pair=0.080, adv=2.224, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:41,  2.02it/s, loss=0.324, pair=2.625, adv=2.664, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:39,  2.11it/s, loss=0.324, pair=2.625, adv=2.664, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:39,  2.11it/s, loss=0.331, pair=2.332, adv=3.588, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:40,  2.02it/s, loss=0.331, pair=2.332, adv=3.588, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:40,  2.02it/s, loss=0.284, pair=0.041, adv=2.480, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:38,  2.12it/s, loss=0.284, pair=0.041, adv=2.480, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:38,  2.12it/s, loss=0.260, pair=0.181, adv=2.313, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:39,  2.04it/s, loss=0.260, pair=0.181, adv=2.313, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:39,  2.04it/s, loss=0.257, pair=0.095, adv=2.687, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:36,  2.17it/s, loss=0.257, pair=0.095, adv=2.687, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:36,  2.17it/s, loss=0.299, pair=0.036, adv=3.112, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:37,  2.08it/s, loss=0.299, pair=0.036, adv=3.112, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:37,  2.08it/s, loss=0.271, pair=0.220, adv=3.071, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:35,  2.17it/s, loss=0.271, pair=0.220, adv=3.071, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:35,  2.17it/s, loss=0.217, pair=0.075, adv=2.618, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:36,  2.07it/s, loss=0.217, pair=0.075, adv=2.618, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:36,  2.07it/s, loss=0.232, pair=0.156, adv=2.316, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:34,  2.16it/s, loss=0.232, pair=0.156, adv=2.316, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:34,  2.16it/s, loss=0.271, pair=0.391, adv=2.232, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:35,  2.07it/s, loss=0.271, pair=0.391, adv=2.232, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:35,  2.07it/s, loss=0.256, pair=0.164, adv=2.481, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:33,  2.19it/s, loss=0.256, pair=0.164, adv=2.481, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.19it/s, loss=0.388, pair=0.249, adv=2.269, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:35,  2.01it/s, loss=0.388, pair=0.249, adv=2.269, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:35,  2.01it/s, loss=0.252, pair=0.219, adv=2.493, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:33,  2.10it/s, loss=0.252, pair=0.219, adv=2.493, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:33,  2.10it/s, loss=0.366, pair=1.621, adv=2.514, sprd=0.030
Ep 012/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.02it/s, loss=0.366, pair=1.621, adv=2.514, sprd=0.030
Ep 012/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.02it/s, loss=0.333, pair=2.834, adv=2.793, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.15it/s, loss=0.333, pair=2.834, adv=2.793, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:32,  2.15it/s, loss=0.316, pair=2.410, adv=2.397, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.06it/s, loss=0.316, pair=2.410, adv=2.397, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.06it/s, loss=0.299, pair=0.503, adv=2.651, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.14it/s, loss=0.299, pair=0.503, adv=2.651, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.14it/s, loss=0.268, pair=0.326, adv=2.358, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:32,  2.05it/s, loss=0.268, pair=0.326, adv=2.358, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:32,  2.05it/s, loss=0.283, pair=0.570, adv=2.478, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.283, pair=0.570, adv=2.478, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.15it/s, loss=0.304, pair=0.505, adv=2.176, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:29,  2.13it/s, loss=0.304, pair=0.505, adv=2.176, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:29,  2.13it/s, loss=0.290, pair=2.498, adv=2.625, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:28,  2.20it/s, loss=0.290, pair=2.498, adv=2.625, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:28,  2.20it/s, loss=0.447, pair=5.527, adv=2.709, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:30,  2.06it/s, loss=0.447, pair=5.527, adv=2.709, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:30,  2.06it/s, loss=0.282, pair=0.231, adv=2.510, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.15it/s, loss=0.282, pair=0.231, adv=2.510, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.15it/s, loss=0.310, pair=1.599, adv=2.409, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.07it/s, loss=0.310, pair=1.599, adv=2.409, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.07it/s, loss=0.298, pair=2.752, adv=2.267, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:26,  2.20it/s, loss=0.298, pair=2.752, adv=2.267, sprd=0.015
Ep 012/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:26,  2.20it/s, loss=0.241, pair=0.103, adv=2.679, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:27,  2.09it/s, loss=0.241, pair=0.103, adv=2.679, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:27,  2.09it/s, loss=0.241, pair=0.365, adv=2.404, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:25,  2.20it/s, loss=0.241, pair=0.365, adv=2.404, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:25,  2.20it/s, loss=0.261, pair=0.171, adv=2.246, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:26,  2.11it/s, loss=0.261, pair=0.171, adv=2.246, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:26,  2.11it/s, loss=0.697, pair=0.155, adv=2.479, sprd=0.032
Ep 012/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.14it/s, loss=0.697, pair=0.155, adv=2.479, sprd=0.032
Ep 012/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.14it/s, loss=0.258, pair=0.086, adv=2.486, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.07it/s, loss=0.258, pair=0.086, adv=2.486, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.07it/s, loss=0.271, pair=0.101, adv=2.219, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.16it/s, loss=0.271, pair=0.101, adv=2.219, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.16it/s, loss=0.255, pair=0.087, adv=2.891, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.03it/s, loss=0.255, pair=0.087, adv=2.891, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.03it/s, loss=0.290, pair=0.396, adv=2.376, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.13it/s, loss=0.290, pair=0.396, adv=2.376, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.13it/s, loss=0.244, pair=0.094, adv=2.393, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:24,  2.05it/s, loss=0.244, pair=0.094, adv=2.393, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:24,  2.05it/s, loss=0.218, pair=0.053, adv=2.144, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:20<00:22,  2.15it/s, loss=0.218, pair=0.053, adv=2.144, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:22,  2.15it/s, loss=0.290, pair=0.423, adv=2.473, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:24,  1.94it/s, loss=0.290, pair=0.423, adv=2.473, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:24,  1.94it/s, loss=0.301, pair=0.253, adv=2.482, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.06it/s, loss=0.301, pair=0.253, adv=2.482, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.06it/s, loss=0.303, pair=3.066, adv=2.321, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.01it/s, loss=0.303, pair=3.066, adv=2.321, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.01it/s, loss=0.272, pair=0.103, adv=2.354, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:22<00:21,  2.13it/s, loss=0.272, pair=0.103, adv=2.354, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:21,  2.13it/s, loss=0.275, pair=0.146, adv=2.741, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.01it/s, loss=0.275, pair=0.146, adv=2.741, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.01it/s, loss=0.242, pair=0.144, adv=2.141, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:23<00:20,  2.13it/s, loss=0.242, pair=0.144, adv=2.141, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:20,  2.13it/s, loss=0.216, pair=0.125, adv=2.399, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:21,  1.96it/s, loss=0.216, pair=0.125, adv=2.399, sprd=0.014
Ep 012/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:21,  1.96it/s, loss=0.337, pair=0.387, adv=2.455, sprd=0.030
Ep 012/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:24<00:20,  2.03it/s, loss=0.337, pair=0.387, adv=2.455, sprd=0.030
Ep 012/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:20,  2.03it/s, loss=0.266, pair=0.184, adv=2.361, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:21,  1.89it/s, loss=0.266, pair=0.184, adv=2.361, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:21,  1.89it/s, loss=0.256, pair=0.312, adv=2.471, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:19,  1.98it/s, loss=0.256, pair=0.312, adv=2.471, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:19,  1.98it/s, loss=0.301, pair=0.184, adv=2.197, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:20,  1.86it/s, loss=0.301, pair=0.184, adv=2.197, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:20,  1.86it/s, loss=0.239, pair=0.268, adv=2.370, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:18,  1.96it/s, loss=0.239, pair=0.268, adv=2.370, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:18,  1.96it/s, loss=0.351, pair=2.990, adv=2.366, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:19,  1.85it/s, loss=0.351, pair=2.990, adv=2.366, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:19,  1.85it/s, loss=0.239, pair=0.226, adv=2.319, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:17,  1.98it/s, loss=0.239, pair=0.226, adv=2.319, sprd=0.016
Ep 012/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:17,  1.98it/s, loss=0.269, pair=0.171, adv=2.341, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:18,  1.85it/s, loss=0.269, pair=0.171, adv=2.341, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:18,  1.85it/s, loss=0.259, pair=0.145, adv=2.357, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:16,  1.96it/s, loss=0.259, pair=0.145, adv=2.357, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:16,  1.96it/s, loss=0.288, pair=0.177, adv=2.365, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:17,  1.83it/s, loss=0.288, pair=0.177, adv=2.365, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:17,  1.83it/s, loss=0.302, pair=0.477, adv=2.194, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:15,  1.96it/s, loss=0.302, pair=0.477, adv=2.194, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:15,  1.96it/s, loss=0.290, pair=0.198, adv=2.484, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:16,  1.83it/s, loss=0.290, pair=0.198, adv=2.484, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:16,  1.83it/s, loss=0.260, pair=0.433, adv=2.281, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:14,  1.95it/s, loss=0.260, pair=0.433, adv=2.281, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:14,  1.95it/s, loss=0.292, pair=0.074, adv=2.296, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:15,  1.82it/s, loss=0.292, pair=0.074, adv=2.296, sprd=0.024
Ep 012/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:15,  1.82it/s, loss=0.300, pair=0.068, adv=2.489, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:14,  1.90it/s, loss=0.300, pair=0.068, adv=2.489, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:33<00:14,  1.90it/s, loss=0.246, pair=0.081, adv=2.234, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:14,  1.80it/s, loss=0.246, pair=0.081, adv=2.234, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:14,  1.80it/s, loss=0.237, pair=0.099, adv=2.403, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:13,  1.90it/s, loss=0.237, pair=0.099, adv=2.403, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:34<00:13,  1.90it/s, loss=0.333, pair=3.039, adv=2.440, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:34<00:13,  1.81it/s, loss=0.333, pair=3.039, adv=2.440, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:34<00:13,  1.81it/s, loss=0.242, pair=0.214, adv=2.273, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:11,  1.95it/s, loss=0.242, pair=0.214, adv=2.273, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:35<00:11,  1.95it/s, loss=0.284, pair=0.182, adv=2.333, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:11,  1.84it/s, loss=0.284, pair=0.182, adv=2.333, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:11,  1.84it/s, loss=0.280, pair=0.245, adv=2.445, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:10,  1.92it/s, loss=0.280, pair=0.245, adv=2.445, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:36<00:10,  1.92it/s, loss=0.265, pair=0.586, adv=2.306, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:11,  1.71it/s, loss=0.265, pair=0.586, adv=2.306, sprd=0.018
Ep 012/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:11,  1.71it/s, loss=0.267, pair=0.335, adv=2.580, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:10,  1.84it/s, loss=0.267, pair=0.335, adv=2.580, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:37<00:10,  1.84it/s, loss=0.271, pair=0.117, adv=2.347, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:10,  1.76it/s, loss=0.271, pair=0.117, adv=2.347, sprd=0.020
Ep 012/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:10,  1.76it/s, loss=0.251, pair=0.277, adv=2.338, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:09,  1.87it/s, loss=0.251, pair=0.277, adv=2.338, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:38<00:09,  1.87it/s, loss=0.282, pair=0.275, adv=2.228, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:08,  1.82it/s, loss=0.282, pair=0.275, adv=2.228, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:08,  1.82it/s, loss=0.255, pair=0.208, adv=2.288, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:07,  1.92it/s, loss=0.255, pair=0.208, adv=2.288, sprd=0.022
Ep 012/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:39<00:07,  1.92it/s, loss=0.312, pair=0.413, adv=2.557, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:39<00:07,  1.81it/s, loss=0.312, pair=0.413, adv=2.557, sprd=0.025
Ep 012/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:39<00:07,  1.81it/s, loss=0.244, pair=0.061, adv=2.296, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  1.92it/s, loss=0.244, pair=0.061, adv=2.296, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:40<00:06,  1.92it/s, loss=0.382, pair=3.855, adv=2.424, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:40<00:06,  1.91it/s, loss=0.382, pair=3.855, adv=2.424, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:40<00:06,  1.91it/s, loss=0.245, pair=0.263, adv=2.540, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.06it/s, loss=0.245, pair=0.263, adv=2.540, sprd=0.017
Ep 012/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:41<00:05,  2.06it/s, loss=0.376, pair=3.654, adv=2.374, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:41<00:04,  2.03it/s, loss=0.376, pair=3.654, adv=2.374, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:41<00:04,  2.03it/s, loss=0.235, pair=0.130, adv=2.194, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  2.13it/s, loss=0.235, pair=0.130, adv=2.194, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:42<00:04,  2.13it/s, loss=0.242, pair=0.050, adv=2.269, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:42<00:03,  2.04it/s, loss=0.242, pair=0.050, adv=2.269, sprd=0.021
Ep 012/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:42<00:03,  2.04it/s, loss=0.300, pair=0.105, adv=2.371, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.15it/s, loss=0.300, pair=0.105, adv=2.371, sprd=0.026
Ep 012/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:43<00:03,  2.15it/s, loss=0.335, pair=0.601, adv=2.521, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:43<00:02,  2.07it/s, loss=0.335, pair=0.601, adv=2.521, sprd=0.029
Ep 012/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:43<00:02,  2.07it/s, loss=0.231, pair=0.013, adv=2.292, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  2.14it/s, loss=0.231, pair=0.013, adv=2.292, sprd=0.019
Ep 012/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:44<00:02,  2.14it/s, loss=0.297, pair=0.275, adv=2.364, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:44<00:01,  2.02it/s, loss=0.297, pair=0.275, adv=2.364, sprd=0.027
Ep 012/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:44<00:01,  2.02it/s, loss=0.266, pair=0.063, adv=2.404, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  2.10it/s, loss=0.266, pair=0.063, adv=2.404, sprd=0.023
Ep 012/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:45<00:01,  2.10it/s, loss=0.253, pair=0.044, adv=2.275, sprd=0.021
Ep 012/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:45<00:00,  2.05it/s, loss=0.253, pair=0.044, adv=2.275, sprd=0.021
Ep 012/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:45<00:00,  2.05it/s, loss=0.230, pair=0.079, adv=2.257, sprd=0.019
Ep 012/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.13it/s, loss=0.230, pair=0.079, adv=2.257, sprd=0.019
Ep 012/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:46<00:00,  2.13it/s, loss=0.285, pair=0.466, adv=2.383, sprd=0.025
Ep 012/80 [S1→S2:ramp]: 100%|█| 453/453 [03:46<00:00,  2.01it/s, loss=0.285, pair=0.466, adv=2.383, sprd=0.025
                                                                                                              
Epoch 012/80 [S1→S2:ramp]  loss=0.3181  mat=0.2974  sens=2.9430  pair=2.1049  adv=3.7470(rand=3.47)  deg=0.0059  orth=0.0073  spread=0.0196  q_mean=50.1  q_std=18.4  α=0.12 β=0.03 γ=0.96 λ_grl=0.596  lr=9.56e-05  226s

Ep 013/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 013/80 [S1→S2:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.273, pair=0.331, adv=2.019, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<10:53,  1.44s/it, loss=0.273, pair=0.331, adv=2.019, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<10:53,  1.44s/it, loss=0.292, pair=0.116, adv=2.431, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<06:18,  1.19it/s, loss=0.292, pair=0.116, adv=2.431, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   0%|  | 2/453 [00:02<06:18,  1.19it/s, loss=0.290, pair=0.072, adv=2.254, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:15,  1.43it/s, loss=0.290, pair=0.072, adv=2.254, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:15,  1.43it/s, loss=0.248, pair=0.266, adv=2.121, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:24,  1.70it/s, loss=0.248, pair=0.266, adv=2.121, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:   1%|  | 4/453 [00:03<04:24,  1.70it/s, loss=0.350, pair=1.413, adv=3.346, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:16,  1.74it/s, loss=0.350, pair=1.413, adv=3.346, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:16,  1.74it/s, loss=0.333, pair=0.311, adv=2.381, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:52,  1.92it/s, loss=0.333, pair=0.311, adv=2.381, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   1%|  | 6/453 [00:04<03:52,  1.92it/s, loss=0.370, pair=0.040, adv=2.411, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:09,  1.79it/s, loss=0.370, pair=0.040, adv=2.411, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:09,  1.79it/s, loss=0.346, pair=0.173, adv=2.450, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:49,  1.94it/s, loss=0.346, pair=0.173, adv=2.450, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<03:49,  1.94it/s, loss=0.293, pair=0.147, adv=2.427, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:52,  1.91it/s, loss=0.293, pair=0.147, adv=2.427, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:52,  1.91it/s, loss=0.317, pair=0.410, adv=2.335, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:35,  2.06it/s, loss=0.317, pair=0.410, adv=2.335, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:35,  2.06it/s, loss=0.300, pair=0.170, adv=2.243, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:37,  2.03it/s, loss=0.300, pair=0.170, adv=2.243, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:37,  2.03it/s, loss=0.286, pair=0.353, adv=2.228, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.15it/s, loss=0.286, pair=0.353, adv=2.228, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:25,  2.15it/s, loss=0.275, pair=0.177, adv=2.274, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:28,  2.11it/s, loss=0.275, pair=0.177, adv=2.274, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:28,  2.11it/s, loss=0.312, pair=0.302, adv=2.317, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:19,  2.20it/s, loss=0.312, pair=0.302, adv=2.317, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:19,  2.20it/s, loss=0.371, pair=0.253, adv=2.389, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:30,  2.08it/s, loss=0.371, pair=0.253, adv=2.389, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:30,  2.08it/s, loss=0.287, pair=0.134, adv=2.413, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:21,  2.17it/s, loss=0.287, pair=0.134, adv=2.413, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   4%| | 16/453 [00:09<03:21,  2.17it/s, loss=0.395, pair=1.400, adv=2.310, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:32,  2.05it/s, loss=0.395, pair=1.400, adv=2.310, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:32,  2.05it/s, loss=0.288, pair=0.323, adv=2.044, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:21,  2.16it/s, loss=0.288, pair=0.323, adv=2.044, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   4%| | 18/453 [00:10<03:21,  2.16it/s, loss=0.318, pair=0.245, adv=2.558, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:31,  2.05it/s, loss=0.318, pair=0.245, adv=2.558, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:31,  2.05it/s, loss=0.256, pair=0.062, adv=2.162, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:19,  2.17it/s, loss=0.256, pair=0.062, adv=2.162, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:19,  2.17it/s, loss=0.255, pair=0.218, adv=2.317, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:27,  2.08it/s, loss=0.255, pair=0.218, adv=2.317, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:27,  2.08it/s, loss=0.295, pair=0.149, adv=2.313, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:21,  2.14it/s, loss=0.295, pair=0.149, adv=2.313, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:21,  2.14it/s, loss=0.294, pair=0.109, adv=2.198, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:26,  2.08it/s, loss=0.294, pair=0.109, adv=2.198, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:26,  2.08it/s, loss=0.332, pair=0.334, adv=2.454, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:17,  2.17it/s, loss=0.332, pair=0.334, adv=2.454, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:17,  2.17it/s, loss=0.296, pair=0.174, adv=2.288, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:21,  2.12it/s, loss=0.296, pair=0.174, adv=2.288, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:21,  2.12it/s, loss=0.312, pair=0.014, adv=2.517, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:13,  2.21it/s, loss=0.312, pair=0.014, adv=2.517, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:13,  2.21it/s, loss=0.290, pair=0.128, adv=2.090, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:19,  2.14it/s, loss=0.290, pair=0.128, adv=2.090, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:19,  2.14it/s, loss=0.312, pair=0.162, adv=2.368, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:10,  2.24it/s, loss=0.312, pair=0.162, adv=2.368, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:10,  2.24it/s, loss=0.384, pair=0.153, adv=2.066, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:19,  2.12it/s, loss=0.384, pair=0.153, adv=2.066, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:19,  2.12it/s, loss=0.341, pair=0.223, adv=2.569, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:13,  2.19it/s, loss=0.341, pair=0.223, adv=2.569, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:13,  2.19it/s, loss=0.286, pair=0.035, adv=2.748, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:22,  2.08it/s, loss=0.286, pair=0.035, adv=2.748, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:22,  2.08it/s, loss=0.324, pair=0.083, adv=2.382, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:12,  2.18it/s, loss=0.324, pair=0.083, adv=2.382, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:12,  2.18it/s, loss=0.333, pair=0.207, adv=2.292, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:24,  2.06it/s, loss=0.333, pair=0.207, adv=2.292, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:24,  2.06it/s, loss=0.313, pair=0.192, adv=2.322, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:14,  2.15it/s, loss=0.313, pair=0.192, adv=2.322, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:14,  2.15it/s, loss=0.413, pair=0.124, adv=2.388, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:23,  2.05it/s, loss=0.413, pair=0.124, adv=2.388, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:23,  2.05it/s, loss=0.285, pair=0.257, adv=2.253, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   8%| | 36/453 [00:17<03:11,  2.17it/s, loss=0.285, pair=0.257, adv=2.253, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:11,  2.17it/s, loss=0.327, pair=0.224, adv=2.145, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:32,  1.95it/s, loss=0.327, pair=0.224, adv=2.145, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:32,  1.95it/s, loss=0.278, pair=0.088, adv=2.644, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:21,  2.06it/s, loss=0.278, pair=0.088, adv=2.644, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:21,  2.06it/s, loss=0.392, pair=2.068, adv=2.456, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:27,  1.99it/s, loss=0.392, pair=2.068, adv=2.456, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:27,  1.99it/s, loss=0.313, pair=0.172, adv=2.678, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:18,  2.08it/s, loss=0.313, pair=0.172, adv=2.678, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:18,  2.08it/s, loss=0.459, pair=0.169, adv=2.317, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:24,  2.02it/s, loss=0.459, pair=0.169, adv=2.317, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:24,  2.02it/s, loss=0.306, pair=0.126, adv=2.434, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   9%| | 42/453 [00:20<03:16,  2.09it/s, loss=0.306, pair=0.126, adv=2.434, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:16,  2.09it/s, loss=0.325, pair=0.361, adv=2.011, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:20,  2.05it/s, loss=0.325, pair=0.361, adv=2.011, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:20,  2.05it/s, loss=0.271, pair=0.240, adv=2.117, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:08,  2.17it/s, loss=0.271, pair=0.240, adv=2.117, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:08,  2.17it/s, loss=0.285, pair=0.110, adv=2.373, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:18,  2.05it/s, loss=0.285, pair=0.110, adv=2.373, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:18,  2.05it/s, loss=0.321, pair=0.262, adv=2.552, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:  10%| | 46/453 [00:22<03:11,  2.13it/s, loss=0.321, pair=0.262, adv=2.552, sprd=0.026]
Ep 013/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:11,  2.13it/s, loss=0.357, pair=0.136, adv=2.265, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:19,  2.04it/s, loss=0.357, pair=0.136, adv=2.265, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:19,  2.04it/s, loss=0.301, pair=0.189, adv=2.396, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:  11%| | 48/453 [00:23<03:10,  2.13it/s, loss=0.301, pair=0.189, adv=2.396, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:10,  2.13it/s, loss=0.292, pair=0.040, adv=2.199, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:19,  2.03it/s, loss=0.292, pair=0.040, adv=2.199, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:19,  2.03it/s, loss=0.279, pair=0.152, adv=2.375, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  11%| | 50/453 [00:24<03:09,  2.13it/s, loss=0.279, pair=0.152, adv=2.375, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:09,  2.13it/s, loss=0.345, pair=0.141, adv=2.588, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:18,  2.02it/s, loss=0.345, pair=0.141, adv=2.588, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:18,  2.02it/s, loss=0.281, pair=0.094, adv=2.213, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  11%| | 52/453 [00:25<03:07,  2.14it/s, loss=0.281, pair=0.094, adv=2.213, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:07,  2.14it/s, loss=0.293, pair=0.278, adv=2.270, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:12,  2.08it/s, loss=0.293, pair=0.278, adv=2.270, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:12,  2.08it/s, loss=0.294, pair=0.130, adv=2.403, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  12%| | 54/453 [00:26<03:05,  2.15it/s, loss=0.294, pair=0.130, adv=2.403, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:05,  2.15it/s, loss=0.291, pair=0.149, adv=2.329, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:25,  1.94it/s, loss=0.291, pair=0.149, adv=2.329, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:25,  1.94it/s, loss=0.260, pair=0.064, adv=2.165, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  12%| | 56/453 [00:27<03:14,  2.04it/s, loss=0.260, pair=0.064, adv=2.165, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:14,  2.04it/s, loss=0.269, pair=0.098, adv=2.186, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:31,  1.87it/s, loss=0.269, pair=0.098, adv=2.186, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:31,  1.87it/s, loss=0.325, pair=0.052, adv=2.664, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:28<03:20,  1.97it/s, loss=0.325, pair=0.052, adv=2.664, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:20,  1.97it/s, loss=0.307, pair=0.162, adv=2.242, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:38,  1.81it/s, loss=0.307, pair=0.162, adv=2.242, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:38,  1.81it/s, loss=0.323, pair=0.084, adv=2.391, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:29<03:24,  1.92it/s, loss=0.323, pair=0.084, adv=2.391, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:24,  1.92it/s, loss=0.464, pair=2.648, adv=2.589, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:53,  1.68it/s, loss=0.464, pair=2.648, adv=2.589, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:53,  1.68it/s, loss=0.383, pair=1.864, adv=2.334, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:33,  1.83it/s, loss=0.383, pair=1.864, adv=2.334, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:33,  1.83it/s, loss=0.294, pair=0.183, adv=2.242, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:42,  1.76it/s, loss=0.294, pair=0.183, adv=2.242, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:42,  1.76it/s, loss=0.321, pair=0.288, adv=2.531, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:30,  1.85it/s, loss=0.321, pair=0.288, adv=2.531, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:30,  1.85it/s, loss=0.277, pair=0.278, adv=2.423, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:36,  1.79it/s, loss=0.277, pair=0.278, adv=2.423, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:36,  1.79it/s, loss=0.302, pair=0.361, adv=2.497, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:19,  1.94it/s, loss=0.302, pair=0.361, adv=2.497, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:19,  1.94it/s, loss=0.268, pair=0.056, adv=2.178, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:27,  1.86it/s, loss=0.268, pair=0.056, adv=2.178, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:27,  1.86it/s, loss=0.332, pair=0.118, adv=2.312, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:14,  1.98it/s, loss=0.332, pair=0.118, adv=2.312, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:14,  1.98it/s, loss=0.297, pair=0.171, adv=2.645, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:27,  1.85it/s, loss=0.297, pair=0.171, adv=2.645, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:27,  1.85it/s, loss=0.322, pair=0.038, adv=2.479, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:14,  1.97it/s, loss=0.322, pair=0.038, adv=2.479, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:14,  1.97it/s, loss=0.276, pair=0.080, adv=2.247, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:27,  1.84it/s, loss=0.276, pair=0.080, adv=2.247, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:27,  1.84it/s, loss=0.317, pair=0.194, adv=2.286, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<03:15,  1.95it/s, loss=0.317, pair=0.194, adv=2.286, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<03:15,  1.95it/s, loss=0.273, pair=0.081, adv=2.804, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:25,  1.85it/s, loss=0.273, pair=0.081, adv=2.804, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:25,  1.85it/s, loss=0.266, pair=0.313, adv=1.956, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<03:10,  1.99it/s, loss=0.266, pair=0.313, adv=1.956, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<03:10,  1.99it/s, loss=0.316, pair=1.033, adv=2.352, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:37<03:22,  1.87it/s, loss=0.316, pair=1.033, adv=2.352, sprd=0.017]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:22,  1.87it/s, loss=0.335, pair=0.138, adv=2.635, sprd=0.032]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<03:16,  1.92it/s, loss=0.335, pair=0.138, adv=2.635, sprd=0.032]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<03:16,  1.92it/s, loss=0.285, pair=0.140, adv=2.748, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:29,  1.80it/s, loss=0.285, pair=0.140, adv=2.748, sprd=0.020]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:29,  1.80it/s, loss=0.321, pair=0.206, adv=2.535, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:18,  1.89it/s, loss=0.321, pair=0.206, adv=2.535, sprd=0.025]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:40<03:18,  1.89it/s, loss=0.288, pair=0.281, adv=2.154, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:27,  1.80it/s, loss=0.288, pair=0.281, adv=2.154, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:27,  1.80it/s, loss=0.311, pair=0.206, adv=3.362, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<03:12,  1.94it/s, loss=0.311, pair=0.206, adv=3.362, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<03:12,  1.94it/s, loss=0.404, pair=0.184, adv=2.293, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:25,  1.81it/s, loss=0.404, pair=0.184, adv=2.293, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:25,  1.81it/s, loss=0.323, pair=0.104, adv=2.581, sprd=0.032]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<03:17,  1.88it/s, loss=0.323, pair=0.104, adv=2.581, sprd=0.032]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<03:17,  1.88it/s, loss=0.291, pair=0.152, adv=2.237, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:29,  1.77it/s, loss=0.291, pair=0.152, adv=2.237, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:29,  1.77it/s, loss=0.408, pair=2.365, adv=2.238, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<03:11,  1.92it/s, loss=0.408, pair=2.365, adv=2.238, sprd=0.015]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:43<03:11,  1.92it/s, loss=0.242, pair=0.223, adv=2.262, sprd=0.013]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<03:12,  1.92it/s, loss=0.242, pair=0.223, adv=2.262, sprd=0.013]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<03:12,  1.92it/s, loss=0.281, pair=0.243, adv=1.995, sprd=0.014]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:57,  2.07it/s, loss=0.281, pair=0.243, adv=1.995, sprd=0.014]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:44<02:57,  2.07it/s, loss=0.411, pair=1.347, adv=3.922, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<03:02,  2.01it/s, loss=0.411, pair=1.347, adv=3.922, sprd=0.028]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<03:02,  2.01it/s, loss=0.270, pair=0.114, adv=2.172, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.14it/s, loss=0.270, pair=0.114, adv=2.172, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:45<02:50,  2.14it/s, loss=0.342, pair=0.068, adv=3.129, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<03:07,  1.94it/s, loss=0.342, pair=0.068, adv=3.129, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<03:07,  1.94it/s, loss=0.416, pair=1.544, adv=3.645, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:55,  2.07it/s, loss=0.416, pair=1.544, adv=3.645, sprd=0.023]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:46<02:55,  2.07it/s, loss=0.290, pair=0.093, adv=2.395, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:58,  2.03it/s, loss=0.290, pair=0.093, adv=2.395, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:58,  2.03it/s, loss=0.349, pair=0.311, adv=2.292, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:48,  2.14it/s, loss=0.349, pair=0.311, adv=2.292, sprd=0.027]
Ep 013/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:47<02:48,  2.14it/s, loss=0.363, pair=1.374, adv=2.554, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:58,  2.02it/s, loss=0.363, pair=1.374, adv=2.554, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:58,  2.02it/s, loss=0.312, pair=0.814, adv=2.337, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:48,  2.13it/s, loss=0.312, pair=0.814, adv=2.337, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:48<02:48,  2.13it/s, loss=0.308, pair=0.053, adv=2.324, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:57,  2.01it/s, loss=0.308, pair=0.053, adv=2.324, sprd=0.024]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:57,  2.01it/s, loss=0.313, pair=0.200, adv=2.242, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:48,  2.12it/s, loss=0.313, pair=0.200, adv=2.242, sprd=0.019]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:49<02:48,  2.12it/s, loss=0.313, pair=0.170, adv=2.426, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:55,  2.03it/s, loss=0.313, pair=0.170, adv=2.426, sprd=0.022]
Ep 013/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:55,  2.03it/s, loss=0.247, pair=0.088, adv=1.997, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:43,  2.17it/s, loss=0.247, pair=0.088, adv=1.997, sprd=0.016]
Ep 013/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:50<02:43,  2.17it/s, loss=0.292, pair=0.164, adv=2.261, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:51,  2.06it/s, loss=0.292, pair=0.164, adv=2.261, sprd=0.021]
Ep 013/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:51,  2.06it/s, loss=0.269, pair=0.218, adv=2.222, sprd=0.018]
Ep 013/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:43,  2.15it/s, loss=0.269, pair=0.218, adv=2.222, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:43,  2.15it/s, loss=0.312, pair=0.278, adv=2.341, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:52,  2.04it/s, loss=0.312, pair=0.278, adv=2.341, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<02:52,  2.04it/s, loss=0.274, pair=0.029, adv=2.186, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:43,  2.15it/s, loss=0.274, pair=0.029, adv=2.186, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:43,  2.15it/s, loss=0.274, pair=0.095, adv=2.620, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:52,  2.02it/s, loss=0.274, pair=0.095, adv=2.620, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<02:52,  2.02it/s, loss=0.325, pair=0.412, adv=2.465, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:43,  2.13it/s, loss=0.325, pair=0.412, adv=2.465, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:43,  2.13it/s, loss=0.312, pair=0.188, adv=2.446, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:49,  2.05it/s, loss=0.312, pair=0.188, adv=2.446, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<02:49,  2.05it/s, loss=0.321, pair=0.082, adv=2.335, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:39,  2.17it/s, loss=0.321, pair=0.082, adv=2.335, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:39,  2.17it/s, loss=0.261, pair=0.007, adv=2.214, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:46,  2.07it/s, loss=0.261, pair=0.007, adv=2.214, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:46,  2.07it/s, loss=0.356, pair=0.963, adv=2.949, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:36,  2.20it/s, loss=0.356, pair=0.963, adv=2.949, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:36,  2.20it/s, loss=0.307, pair=0.164, adv=2.497, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:48,  2.04it/s, loss=0.307, pair=0.164, adv=2.497, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:48,  2.04it/s, loss=0.284, pair=0.068, adv=2.318, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:39,  2.14it/s, loss=0.284, pair=0.068, adv=2.318, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:39,  2.14it/s, loss=0.314, pair=0.088, adv=3.484, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:49,  2.02it/s, loss=0.314, pair=0.088, adv=3.484, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<02:49,  2.02it/s, loss=0.314, pair=0.047, adv=2.702, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:40,  2.13it/s, loss=0.314, pair=0.047, adv=2.702, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:40,  2.13it/s, loss=0.347, pair=0.109, adv=1.841, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:42,  2.09it/s, loss=0.347, pair=0.109, adv=1.841, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<02:42,  2.09it/s, loss=0.300, pair=0.071, adv=2.444, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:37,  2.16it/s, loss=0.300, pair=0.071, adv=2.444, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:37,  2.16it/s, loss=0.346, pair=0.177, adv=2.621, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.346, pair=0.177, adv=2.621, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<02:47,  2.02it/s, loss=0.308, pair=0.082, adv=2.391, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:39,  2.12it/s, loss=0.308, pair=0.082, adv=2.391, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:39,  2.12it/s, loss=0.273, pair=0.037, adv=2.273, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:52,  1.95it/s, loss=0.273, pair=0.037, adv=2.273, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<02:52,  1.95it/s, loss=0.283, pair=0.093, adv=2.337, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:42,  2.06it/s, loss=0.283, pair=0.093, adv=2.337, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:42,  2.06it/s, loss=0.283, pair=0.032, adv=2.432, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:45,  2.02it/s, loss=0.283, pair=0.032, adv=2.432, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<02:45,  2.02it/s, loss=0.230, pair=0.043, adv=2.639, sprd=0.014
Ep 013/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:35,  2.14it/s, loss=0.230, pair=0.043, adv=2.639, sprd=0.014
Ep 013/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:35,  2.14it/s, loss=0.293, pair=0.034, adv=2.631, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:42,  2.05it/s, loss=0.293, pair=0.034, adv=2.631, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:42,  2.05it/s, loss=0.297, pair=0.078, adv=2.583, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:00<02:34,  2.14it/s, loss=0.297, pair=0.078, adv=2.583, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:34,  2.14it/s, loss=0.256, pair=0.088, adv=2.174, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:42,  2.03it/s, loss=0.256, pair=0.088, adv=2.174, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:42,  2.03it/s, loss=0.317, pair=0.080, adv=2.465, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:35,  2.12it/s, loss=0.317, pair=0.080, adv=2.465, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:35,  2.12it/s, loss=0.479, pair=0.543, adv=4.600, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:42,  2.02it/s, loss=0.479, pair=0.543, adv=4.600, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:42,  2.02it/s, loss=0.276, pair=0.042, adv=2.776, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:35,  2.10it/s, loss=0.276, pair=0.042, adv=2.776, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:35,  2.10it/s, loss=0.262, pair=0.026, adv=2.135, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:38,  2.05it/s, loss=0.262, pair=0.026, adv=2.135, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:38,  2.05it/s, loss=0.309, pair=0.149, adv=2.410, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:33,  2.12it/s, loss=0.309, pair=0.149, adv=2.410, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:33,  2.12it/s, loss=0.255, pair=0.107, adv=2.536, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:38,  2.05it/s, loss=0.255, pair=0.107, adv=2.536, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:38,  2.05it/s, loss=0.287, pair=0.182, adv=2.245, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:31,  2.14it/s, loss=0.287, pair=0.182, adv=2.245, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:31,  2.14it/s, loss=0.289, pair=0.063, adv=2.570, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:38,  2.03it/s, loss=0.289, pair=0.063, adv=2.570, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:38,  2.03it/s, loss=0.316, pair=0.054, adv=3.012, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:31,  2.11it/s, loss=0.316, pair=0.054, adv=3.012, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:31,  2.11it/s, loss=0.281, pair=0.031, adv=2.319, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:37,  2.03it/s, loss=0.281, pair=0.031, adv=2.319, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:37,  2.03it/s, loss=0.298, pair=0.147, adv=2.487, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:29,  2.13it/s, loss=0.298, pair=0.147, adv=2.487, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:29,  2.13it/s, loss=0.437, pair=1.352, adv=3.467, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:38,  2.01it/s, loss=0.437, pair=1.352, adv=3.467, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:38,  2.01it/s, loss=0.307, pair=0.106, adv=2.717, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:29,  2.13it/s, loss=0.307, pair=0.106, adv=2.717, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:29,  2.13it/s, loss=0.334, pair=0.138, adv=2.513, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:34,  2.04it/s, loss=0.334, pair=0.138, adv=2.513, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:34,  2.04it/s, loss=0.392, pair=1.677, adv=2.821, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:25,  2.16it/s, loss=0.392, pair=1.677, adv=2.821, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:25,  2.16it/s, loss=0.304, pair=0.089, adv=2.416, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:32,  2.06it/s, loss=0.304, pair=0.089, adv=2.416, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:32,  2.06it/s, loss=0.342, pair=0.081, adv=2.201, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:23,  2.19it/s, loss=0.342, pair=0.081, adv=2.201, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.19it/s, loss=0.286, pair=0.040, adv=2.599, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:30,  2.07it/s, loss=0.286, pair=0.040, adv=2.599, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:30,  2.07it/s, loss=0.268, pair=0.156, adv=2.204, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:22,  2.18it/s, loss=0.268, pair=0.156, adv=2.204, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:22,  2.18it/s, loss=0.345, pair=0.067, adv=2.618, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:29,  2.08it/s, loss=0.345, pair=0.067, adv=2.618, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:29,  2.08it/s, loss=0.320, pair=0.102, adv=2.595, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:23,  2.15it/s, loss=0.320, pair=0.102, adv=2.595, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:23,  2.15it/s, loss=0.294, pair=0.021, adv=2.197, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:26,  2.10it/s, loss=0.294, pair=0.021, adv=2.197, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:26,  2.10it/s, loss=0.416, pair=1.333, adv=2.737, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:21,  2.17it/s, loss=0.416, pair=1.333, adv=2.737, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:21,  2.17it/s, loss=0.248, pair=0.074, adv=2.371, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:36,  1.95it/s, loss=0.248, pair=0.074, adv=2.371, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:36,  1.95it/s, loss=0.262, pair=0.040, adv=2.660, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:26,  2.08it/s, loss=0.262, pair=0.040, adv=2.660, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:26,  2.08it/s, loss=0.322, pair=0.041, adv=2.543, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:32,  2.00it/s, loss=0.322, pair=0.041, adv=2.543, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:32,  2.00it/s, loss=0.299, pair=0.035, adv=2.625, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:24,  2.10it/s, loss=0.299, pair=0.035, adv=2.625, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:24,  2.10it/s, loss=0.316, pair=0.073, adv=2.506, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:31,  1.99it/s, loss=0.316, pair=0.073, adv=2.506, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:31,  1.99it/s, loss=0.335, pair=0.054, adv=2.561, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:24,  2.08it/s, loss=0.335, pair=0.054, adv=2.561, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:24,  2.08it/s, loss=0.385, pair=2.043, adv=2.713, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:15<02:29,  2.00it/s, loss=0.385, pair=2.043, adv=2.713, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:29,  2.00it/s, loss=0.318, pair=0.081, adv=2.458, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:25,  2.06it/s, loss=0.318, pair=0.081, adv=2.458, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:25,  2.06it/s, loss=0.301, pair=0.028, adv=2.503, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:38,  1.88it/s, loss=0.301, pair=0.028, adv=2.503, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:38,  1.88it/s, loss=0.297, pair=0.047, adv=2.347, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:29,  1.99it/s, loss=0.297, pair=0.047, adv=2.347, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:29,  1.99it/s, loss=0.280, pair=0.016, adv=2.236, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:38,  1.86it/s, loss=0.280, pair=0.016, adv=2.236, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:38,  1.86it/s, loss=0.274, pair=0.054, adv=2.189, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:28,  1.98it/s, loss=0.274, pair=0.054, adv=2.189, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:28,  1.98it/s, loss=0.315, pair=0.029, adv=2.592, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:43,  1.80it/s, loss=0.315, pair=0.029, adv=2.592, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:43,  1.80it/s, loss=0.303, pair=0.053, adv=2.503, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:32,  1.92it/s, loss=0.303, pair=0.053, adv=2.503, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:32,  1.92it/s, loss=0.543, pair=2.621, adv=2.558, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:42,  1.80it/s, loss=0.543, pair=2.621, adv=2.558, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:42,  1.80it/s, loss=0.284, pair=0.014, adv=2.473, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:32,  1.91it/s, loss=0.284, pair=0.014, adv=2.473, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:32,  1.91it/s, loss=0.430, pair=1.919, adv=2.702, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:42,  1.79it/s, loss=0.430, pair=1.919, adv=2.702, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:42,  1.79it/s, loss=0.334, pair=0.065, adv=2.825, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:34,  1.88it/s, loss=0.334, pair=0.065, adv=2.825, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:34,  1.88it/s, loss=0.276, pair=0.023, adv=2.174, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:42,  1.78it/s, loss=0.276, pair=0.023, adv=2.174, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:42,  1.78it/s, loss=0.326, pair=0.053, adv=2.414, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:31,  1.90it/s, loss=0.326, pair=0.053, adv=2.414, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:31,  1.90it/s, loss=0.408, pair=1.991, adv=2.810, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:39,  1.79it/s, loss=0.408, pair=1.991, adv=2.810, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:39,  1.79it/s, loss=0.289, pair=0.059, adv=2.924, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:29,  1.90it/s, loss=0.289, pair=0.059, adv=2.924, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:29,  1.90it/s, loss=0.244, pair=0.046, adv=2.203, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:37,  1.80it/s, loss=0.244, pair=0.046, adv=2.203, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:37,  1.80it/s, loss=0.249, pair=0.033, adv=2.438, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:27,  1.92it/s, loss=0.249, pair=0.033, adv=2.438, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:27,  1.92it/s, loss=0.312, pair=0.050, adv=2.473, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:45,  1.70it/s, loss=0.312, pair=0.050, adv=2.473, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:45,  1.70it/s, loss=0.297, pair=0.040, adv=2.500, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:32,  1.84it/s, loss=0.297, pair=0.040, adv=2.500, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:32,  1.84it/s, loss=0.303, pair=0.073, adv=2.348, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:38,  1.77it/s, loss=0.303, pair=0.073, adv=2.348, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:38,  1.77it/s, loss=0.294, pair=0.047, adv=2.681, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:29,  1.87it/s, loss=0.294, pair=0.047, adv=2.681, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:29,  1.87it/s, loss=0.287, pair=0.153, adv=2.337, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:36,  1.77it/s, loss=0.287, pair=0.153, adv=2.337, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:36,  1.77it/s, loss=0.250, pair=0.090, adv=2.138, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:25,  1.91it/s, loss=0.250, pair=0.090, adv=2.138, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:25,  1.91it/s, loss=0.318, pair=0.512, adv=2.470, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:27,  1.87it/s, loss=0.318, pair=0.512, adv=2.470, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:27,  1.87it/s, loss=0.290, pair=0.073, adv=2.401, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:19,  1.96it/s, loss=0.290, pair=0.073, adv=2.401, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:30<02:19,  1.96it/s, loss=0.322, pair=0.196, adv=2.604, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:28,  1.85it/s, loss=0.322, pair=0.196, adv=2.604, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:28,  1.85it/s, loss=0.309, pair=0.050, adv=2.406, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:19,  1.96it/s, loss=0.309, pair=0.050, adv=2.406, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:31<02:19,  1.96it/s, loss=0.308, pair=0.114, adv=2.317, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:30,  1.81it/s, loss=0.308, pair=0.114, adv=2.317, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:30,  1.81it/s, loss=0.306, pair=0.181, adv=2.466, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:22,  1.90it/s, loss=0.306, pair=0.181, adv=2.466, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:32<02:22,  1.90it/s, loss=0.282, pair=0.061, adv=2.219, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:24,  1.87it/s, loss=0.282, pair=0.061, adv=2.219, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:24,  1.87it/s, loss=0.343, pair=0.367, adv=2.825, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:13,  2.01it/s, loss=0.343, pair=0.367, adv=2.825, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:33<02:13,  2.01it/s, loss=0.391, pair=1.879, adv=4.522, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:15,  1.98it/s, loss=0.391, pair=1.879, adv=4.522, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:15,  1.98it/s, loss=0.294, pair=0.098, adv=2.248, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:07,  2.10it/s, loss=0.294, pair=0.098, adv=2.248, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:34<02:07,  2.10it/s, loss=0.391, pair=0.052, adv=4.639, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:11,  2.02it/s, loss=0.391, pair=0.052, adv=4.639, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:11,  2.02it/s, loss=0.293, pair=0.055, adv=2.144, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:02,  2.15it/s, loss=0.293, pair=0.055, adv=2.144, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:02,  2.15it/s, loss=0.445, pair=2.436, adv=3.342, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:08,  2.05it/s, loss=0.445, pair=2.436, adv=3.342, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:08,  2.05it/s, loss=0.326, pair=0.220, adv=2.415, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:03,  2.13it/s, loss=0.326, pair=0.220, adv=2.415, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:03,  2.13it/s, loss=0.284, pair=0.115, adv=2.070, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:07,  2.06it/s, loss=0.284, pair=0.115, adv=2.070, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:07,  2.06it/s, loss=0.355, pair=0.918, adv=3.081, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:01,  2.14it/s, loss=0.355, pair=0.918, adv=3.081, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:01,  2.14it/s, loss=0.307, pair=0.075, adv=2.332, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:06,  2.05it/s, loss=0.307, pair=0.075, adv=2.332, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:37<02:06,  2.05it/s, loss=0.417, pair=1.806, adv=2.547, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:01,  2.13it/s, loss=0.417, pair=1.806, adv=2.547, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:01,  2.13it/s, loss=0.351, pair=0.319, adv=3.889, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:06,  2.04it/s, loss=0.351, pair=0.319, adv=3.889, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:06,  2.04it/s, loss=0.314, pair=0.491, adv=2.395, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:00,  2.14it/s, loss=0.314, pair=0.491, adv=2.395, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:00,  2.14it/s, loss=0.297, pair=0.097, adv=2.382, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:05,  2.05it/s, loss=0.297, pair=0.097, adv=2.382, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:05,  2.05it/s, loss=0.289, pair=0.081, adv=2.334, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.289, pair=0.081, adv=2.334, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.312, pair=0.379, adv=2.947, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:11,  1.93it/s, loss=0.312, pair=0.379, adv=2.947, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:11,  1.93it/s, loss=0.289, pair=0.044, adv=2.264, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:03,  2.04it/s, loss=0.289, pair=0.044, adv=2.264, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:03,  2.04it/s, loss=0.320, pair=0.072, adv=2.430, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:05,  2.00it/s, loss=0.320, pair=0.072, adv=2.430, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:05,  2.00it/s, loss=0.296, pair=0.021, adv=2.184, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:57,  2.13it/s, loss=0.296, pair=0.021, adv=2.184, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:57,  2.13it/s, loss=0.311, pair=0.092, adv=2.527, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.03it/s, loss=0.311, pair=0.092, adv=2.527, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:02,  2.03it/s, loss=0.404, pair=1.391, adv=2.449, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:57,  2.12it/s, loss=0.404, pair=1.391, adv=2.449, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:57,  2.12it/s, loss=0.470, pair=2.256, adv=2.543, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:02,  2.02it/s, loss=0.470, pair=2.256, adv=2.543, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:02,  2.02it/s, loss=0.305, pair=0.819, adv=3.408, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:54,  2.15it/s, loss=0.305, pair=0.819, adv=3.408, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:54,  2.15it/s, loss=0.369, pair=1.347, adv=2.139, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:58,  2.08it/s, loss=0.369, pair=1.347, adv=2.139, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:44<01:58,  2.08it/s, loss=0.458, pair=1.840, adv=3.043, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:52,  2.17it/s, loss=0.458, pair=1.840, adv=3.043, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:52,  2.17it/s, loss=0.495, pair=2.523, adv=2.513, sprd=0.031
Ep 013/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:59,  2.04it/s, loss=0.495, pair=2.523, adv=2.513, sprd=0.031
Ep 013/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:59,  2.04it/s, loss=0.253, pair=0.237, adv=2.173, sprd=0.014
Ep 013/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:52,  2.16it/s, loss=0.253, pair=0.237, adv=2.173, sprd=0.014
Ep 013/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:52,  2.16it/s, loss=0.333, pair=0.260, adv=2.602, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:57,  2.06it/s, loss=0.333, pair=0.260, adv=2.602, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:57,  2.06it/s, loss=0.310, pair=0.321, adv=2.238, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:50,  2.19it/s, loss=0.310, pair=0.321, adv=2.238, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:50,  2.19it/s, loss=0.320, pair=0.129, adv=2.465, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:55,  2.08it/s, loss=0.320, pair=0.129, adv=2.465, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:55,  2.08it/s, loss=0.281, pair=0.061, adv=2.330, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:49,  2.18it/s, loss=0.281, pair=0.061, adv=2.330, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:49,  2.18it/s, loss=0.312, pair=0.148, adv=2.316, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:50,  2.15it/s, loss=0.312, pair=0.148, adv=2.316, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:50,  2.15it/s, loss=0.287, pair=0.293, adv=2.147, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:45,  2.24it/s, loss=0.287, pair=0.293, adv=2.147, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:45,  2.24it/s, loss=0.295, pair=0.217, adv=2.377, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:51,  2.12it/s, loss=0.295, pair=0.217, adv=2.377, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:51,  2.12it/s, loss=0.266, pair=0.032, adv=2.206, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:47,  2.19it/s, loss=0.266, pair=0.032, adv=2.206, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:47,  2.19it/s, loss=0.286, pair=0.063, adv=2.698, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.07it/s, loss=0.286, pair=0.063, adv=2.698, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.07it/s, loss=0.298, pair=0.013, adv=2.641, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:46,  2.20it/s, loss=0.298, pair=0.013, adv=2.641, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:46,  2.20it/s, loss=0.324, pair=0.051, adv=2.530, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:50,  2.10it/s, loss=0.324, pair=0.051, adv=2.530, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:50,  2.10it/s, loss=0.295, pair=0.018, adv=2.405, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:45,  2.20it/s, loss=0.295, pair=0.018, adv=2.405, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:45,  2.20it/s, loss=0.344, pair=0.159, adv=2.614, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:49,  2.10it/s, loss=0.344, pair=0.159, adv=2.614, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:49,  2.10it/s, loss=0.331, pair=0.124, adv=2.342, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:45,  2.18it/s, loss=0.331, pair=0.124, adv=2.342, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:45,  2.18it/s, loss=0.349, pair=0.195, adv=2.597, sprd=0.031
Ep 013/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.349, pair=0.195, adv=2.597, sprd=0.031
Ep 013/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.301, pair=0.081, adv=2.482, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:46,  2.13it/s, loss=0.301, pair=0.081, adv=2.482, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:46,  2.13it/s, loss=0.317, pair=0.053, adv=2.471, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:57,  1.93it/s, loss=0.317, pair=0.053, adv=2.471, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:57,  1.93it/s, loss=0.331, pair=0.070, adv=2.713, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:50,  2.03it/s, loss=0.331, pair=0.070, adv=2.713, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:50,  2.03it/s, loss=0.290, pair=0.075, adv=2.894, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:53,  1.98it/s, loss=0.290, pair=0.075, adv=2.894, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:53,  1.98it/s, loss=0.260, pair=0.039, adv=2.279, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:47,  2.07it/s, loss=0.260, pair=0.039, adv=2.279, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:47,  2.07it/s, loss=0.312, pair=0.200, adv=2.831, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:53,  1.96it/s, loss=0.312, pair=0.200, adv=2.831, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:53,  1.96it/s, loss=0.312, pair=0.061, adv=2.318, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:45,  2.09it/s, loss=0.312, pair=0.061, adv=2.318, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:45,  2.09it/s, loss=0.331, pair=0.072, adv=2.776, sprd=0.033
Ep 013/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:50,  1.99it/s, loss=0.331, pair=0.072, adv=2.776, sprd=0.033
Ep 013/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:50,  1.99it/s, loss=0.300, pair=0.276, adv=2.757, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:44,  2.09it/s, loss=0.300, pair=0.276, adv=2.757, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:44,  2.09it/s, loss=0.317, pair=0.097, adv=2.589, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:48,  2.01it/s, loss=0.317, pair=0.097, adv=2.589, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:48,  2.01it/s, loss=0.275, pair=0.084, adv=2.319, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:43,  2.11it/s, loss=0.275, pair=0.084, adv=2.319, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:43,  2.11it/s, loss=0.271, pair=0.050, adv=2.219, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:57<01:45,  2.05it/s, loss=0.271, pair=0.050, adv=2.219, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:45,  2.05it/s, loss=0.306, pair=0.117, adv=2.370, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:38,  2.19it/s, loss=0.306, pair=0.117, adv=2.370, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:38,  2.19it/s, loss=0.385, pair=0.152, adv=2.322, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:58<01:41,  2.11it/s, loss=0.385, pair=0.152, adv=2.322, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:41,  2.11it/s, loss=0.286, pair=0.097, adv=2.438, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:37,  2.19it/s, loss=0.286, pair=0.097, adv=2.438, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:37,  2.19it/s, loss=0.269, pair=0.180, adv=2.420, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  53%|▌| 241/453 [01:59<01:41,  2.08it/s, loss=0.269, pair=0.180, adv=2.420, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:41,  2.08it/s, loss=0.335, pair=0.151, adv=3.766, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.15it/s, loss=0.335, pair=0.151, adv=3.766, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.15it/s, loss=0.448, pair=2.209, adv=2.630, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:00<01:42,  2.04it/s, loss=0.448, pair=2.209, adv=2.630, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:42,  2.04it/s, loss=0.314, pair=0.080, adv=2.428, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:38,  2.12it/s, loss=0.314, pair=0.080, adv=2.428, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:38,  2.12it/s, loss=0.314, pair=0.155, adv=2.640, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:01<01:43,  2.01it/s, loss=0.314, pair=0.155, adv=2.640, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:43,  2.01it/s, loss=0.336, pair=0.240, adv=2.616, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:38,  2.10it/s, loss=0.336, pair=0.240, adv=2.616, sprd=0.030
Ep 013/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:38,  2.10it/s, loss=0.298, pair=0.345, adv=2.608, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:02<01:39,  2.08it/s, loss=0.298, pair=0.345, adv=2.608, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:39,  2.08it/s, loss=0.303, pair=0.090, adv=3.915, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:34,  2.17it/s, loss=0.303, pair=0.090, adv=3.915, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:34,  2.17it/s, loss=0.297, pair=0.109, adv=2.397, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:39,  2.04it/s, loss=0.297, pair=0.109, adv=2.397, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:39,  2.04it/s, loss=0.255, pair=0.013, adv=2.196, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:34,  2.15it/s, loss=0.255, pair=0.013, adv=2.196, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:34,  2.15it/s, loss=0.285, pair=0.030, adv=2.393, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:04<01:37,  2.06it/s, loss=0.285, pair=0.030, adv=2.393, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:37,  2.06it/s, loss=0.348, pair=0.283, adv=6.624, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:33,  2.15it/s, loss=0.348, pair=0.283, adv=6.624, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:33,  2.15it/s, loss=0.299, pair=0.084, adv=4.070, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:05<01:39,  2.00it/s, loss=0.299, pair=0.084, adv=4.070, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:39,  2.00it/s, loss=0.246, pair=0.050, adv=2.133, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:36,  2.07it/s, loss=0.246, pair=0.050, adv=2.133, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:36,  2.07it/s, loss=0.320, pair=0.118, adv=3.360, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:06<01:46,  1.86it/s, loss=0.320, pair=0.118, adv=3.360, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:46,  1.86it/s, loss=0.390, pair=1.471, adv=4.562, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:40,  1.97it/s, loss=0.390, pair=1.471, adv=4.562, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:40,  1.97it/s, loss=0.388, pair=1.495, adv=4.473, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:07<01:52,  1.74it/s, loss=0.388, pair=1.495, adv=4.473, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:52,  1.74it/s, loss=0.386, pair=1.860, adv=3.991, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:43,  1.89it/s, loss=0.386, pair=1.860, adv=3.991, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:43,  1.89it/s, loss=0.298, pair=0.095, adv=3.170, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:08<01:48,  1.78it/s, loss=0.298, pair=0.095, adv=3.170, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:48,  1.78it/s, loss=0.288, pair=0.070, adv=5.410, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:42,  1.88it/s, loss=0.288, pair=0.070, adv=5.410, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:42,  1.88it/s, loss=0.375, pair=0.075, adv=2.607, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:46,  1.80it/s, loss=0.375, pair=0.075, adv=2.607, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:46,  1.80it/s, loss=0.329, pair=0.645, adv=3.130, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:40,  1.91it/s, loss=0.329, pair=0.645, adv=3.130, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:40,  1.91it/s, loss=0.393, pair=0.078, adv=3.389, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:46,  1.78it/s, loss=0.393, pair=0.078, adv=3.389, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:46,  1.78it/s, loss=0.293, pair=0.082, adv=3.094, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:39,  1.90it/s, loss=0.293, pair=0.082, adv=3.094, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:39,  1.90it/s, loss=0.283, pair=0.145, adv=2.866, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:44,  1.80it/s, loss=0.283, pair=0.145, adv=2.866, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:44,  1.80it/s, loss=0.236, pair=0.103, adv=2.283, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:12<01:37,  1.92it/s, loss=0.236, pair=0.103, adv=2.283, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:37,  1.92it/s, loss=0.305, pair=0.141, adv=2.169, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:40,  1.84it/s, loss=0.305, pair=0.141, adv=2.169, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:40,  1.84it/s, loss=0.299, pair=0.157, adv=3.406, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:34,  1.96it/s, loss=0.299, pair=0.157, adv=3.406, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:34,  1.96it/s, loss=0.288, pair=0.045, adv=2.684, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:40,  1.82it/s, loss=0.288, pair=0.045, adv=2.684, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:40,  1.82it/s, loss=0.311, pair=0.072, adv=2.616, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:34,  1.95it/s, loss=0.311, pair=0.072, adv=2.616, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:34,  1.95it/s, loss=0.375, pair=0.014, adv=2.574, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:39,  1.82it/s, loss=0.375, pair=0.014, adv=2.574, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:39,  1.82it/s, loss=0.332, pair=0.246, adv=2.432, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:32,  1.96it/s, loss=0.332, pair=0.246, adv=2.432, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:32,  1.96it/s, loss=0.305, pair=0.051, adv=2.526, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:36,  1.86it/s, loss=0.305, pair=0.051, adv=2.526, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:36,  1.86it/s, loss=0.265, pair=0.089, adv=2.450, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:29,  2.01it/s, loss=0.265, pair=0.089, adv=2.450, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:29,  2.01it/s, loss=0.309, pair=0.093, adv=2.770, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:39,  1.80it/s, loss=0.309, pair=0.093, adv=2.770, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:39,  1.80it/s, loss=0.288, pair=0.040, adv=3.360, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:31,  1.93it/s, loss=0.288, pair=0.040, adv=3.360, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:31,  1.93it/s, loss=0.273, pair=0.045, adv=2.667, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:36,  1.82it/s, loss=0.273, pair=0.045, adv=2.667, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:36,  1.82it/s, loss=0.299, pair=0.001, adv=2.742, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:31,  1.92it/s, loss=0.299, pair=0.001, adv=2.742, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:31,  1.92it/s, loss=0.312, pair=0.007, adv=2.991, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:36,  1.80it/s, loss=0.312, pair=0.007, adv=2.991, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:36,  1.80it/s, loss=0.319, pair=0.072, adv=4.798, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:29,  1.92it/s, loss=0.319, pair=0.072, adv=4.798, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:29,  1.92it/s, loss=0.276, pair=0.017, adv=2.942, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:39,  1.72it/s, loss=0.276, pair=0.017, adv=2.942, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:21<01:39,  1.72it/s, loss=0.275, pair=0.075, adv=2.440, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:31,  1.86it/s, loss=0.275, pair=0.075, adv=2.440, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:31,  1.86it/s, loss=0.323, pair=0.137, adv=3.531, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:31,  1.87it/s, loss=0.323, pair=0.137, adv=3.531, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:22<01:31,  1.87it/s, loss=0.364, pair=1.282, adv=3.658, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:23,  2.04it/s, loss=0.364, pair=1.282, adv=3.658, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:23,  2.04it/s, loss=0.624, pair=3.486, adv=9.007, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:25,  1.97it/s, loss=0.624, pair=3.486, adv=9.007, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:23<01:25,  1.97it/s, loss=0.438, pair=2.193, adv=2.902, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:21,  2.05it/s, loss=0.438, pair=2.193, adv=2.902, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:21,  2.05it/s, loss=0.431, pair=2.430, adv=2.909, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:23,  2.00it/s, loss=0.431, pair=2.430, adv=2.909, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:24<01:23,  2.00it/s, loss=0.450, pair=3.148, adv=3.159, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:18,  2.10it/s, loss=0.450, pair=3.148, adv=3.159, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:18,  2.10it/s, loss=0.310, pair=0.096, adv=3.696, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:19,  2.05it/s, loss=0.310, pair=0.096, adv=3.696, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:25<01:19,  2.05it/s, loss=0.519, pair=2.666, adv=3.490, sprd=0.034
Ep 013/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:17,  2.09it/s, loss=0.519, pair=2.666, adv=3.490, sprd=0.034
Ep 013/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:17,  2.09it/s, loss=0.318, pair=0.046, adv=2.838, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:20,  2.02it/s, loss=0.318, pair=0.046, adv=2.838, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:26<01:20,  2.02it/s, loss=0.259, pair=0.011, adv=2.286, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:16,  2.10it/s, loss=0.259, pair=0.011, adv=2.286, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:16,  2.10it/s, loss=0.452, pair=2.422, adv=3.054, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:18,  2.04it/s, loss=0.452, pair=2.422, adv=3.054, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:18,  2.04it/s, loss=0.326, pair=0.097, adv=2.794, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:12,  2.19it/s, loss=0.326, pair=0.097, adv=2.794, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:12,  2.19it/s, loss=0.296, pair=0.055, adv=2.690, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:15,  2.09it/s, loss=0.296, pair=0.055, adv=2.690, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:15,  2.09it/s, loss=0.270, pair=0.022, adv=2.459, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:13,  2.15it/s, loss=0.270, pair=0.022, adv=2.459, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:13,  2.15it/s, loss=0.567, pair=4.547, adv=2.388, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:14,  2.08it/s, loss=0.567, pair=4.547, adv=2.388, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:14,  2.08it/s, loss=0.268, pair=0.036, adv=1.789, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:08,  2.26it/s, loss=0.268, pair=0.036, adv=1.789, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:08,  2.26it/s, loss=0.306, pair=0.026, adv=2.492, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:12,  2.12it/s, loss=0.306, pair=0.026, adv=2.492, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:12,  2.12it/s, loss=0.336, pair=0.037, adv=4.566, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:09,  2.20it/s, loss=0.336, pair=0.037, adv=4.566, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:09,  2.20it/s, loss=0.289, pair=0.055, adv=2.461, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:12,  2.09it/s, loss=0.289, pair=0.055, adv=2.461, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:12,  2.09it/s, loss=0.297, pair=0.037, adv=2.750, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:09,  2.18it/s, loss=0.297, pair=0.037, adv=2.750, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:31<01:09,  2.18it/s, loss=0.688, pair=6.887, adv=2.561, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:13,  2.05it/s, loss=0.688, pair=6.887, adv=2.561, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:13,  2.05it/s, loss=0.413, pair=2.465, adv=2.533, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:10,  2.11it/s, loss=0.413, pair=2.465, adv=2.533, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:10,  2.11it/s, loss=0.326, pair=0.034, adv=2.998, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:12,  2.04it/s, loss=0.326, pair=0.034, adv=2.998, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:12,  2.04it/s, loss=0.450, pair=2.373, adv=2.818, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.450, pair=2.373, adv=2.818, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:08,  2.14it/s, loss=0.308, pair=0.081, adv=2.506, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:10,  2.07it/s, loss=0.308, pair=0.081, adv=2.506, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:10,  2.07it/s, loss=0.276, pair=0.027, adv=2.542, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:07,  2.14it/s, loss=0.276, pair=0.027, adv=2.542, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:07,  2.14it/s, loss=0.279, pair=0.032, adv=2.350, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:13,  1.96it/s, loss=0.279, pair=0.032, adv=2.350, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:13,  1.96it/s, loss=0.654, pair=6.246, adv=2.799, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:09,  2.06it/s, loss=0.654, pair=6.246, adv=2.799, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:35<01:09,  2.06it/s, loss=0.483, pair=3.076, adv=3.119, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:12,  1.95it/s, loss=0.483, pair=3.076, adv=3.119, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:12,  1.95it/s, loss=0.324, pair=0.083, adv=2.783, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:06,  2.13it/s, loss=0.324, pair=0.083, adv=2.783, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:36<01:06,  2.13it/s, loss=0.302, pair=0.094, adv=2.529, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:07,  2.07it/s, loss=0.302, pair=0.094, adv=2.529, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:07,  2.07it/s, loss=0.311, pair=0.043, adv=2.613, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.17it/s, loss=0.311, pair=0.043, adv=2.613, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.17it/s, loss=0.299, pair=0.088, adv=3.246, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:07,  2.05it/s, loss=0.299, pair=0.088, adv=3.246, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:07,  2.05it/s, loss=0.332, pair=0.761, adv=4.153, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.17it/s, loss=0.332, pair=0.761, adv=4.153, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.17it/s, loss=0.313, pair=0.300, adv=2.887, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:06,  2.04it/s, loss=0.313, pair=0.300, adv=2.887, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:06,  2.04it/s, loss=0.296, pair=0.062, adv=2.562, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:02,  2.17it/s, loss=0.296, pair=0.062, adv=2.562, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:02,  2.17it/s, loss=0.404, pair=0.031, adv=2.371, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:38<01:04,  2.07it/s, loss=0.404, pair=0.031, adv=2.371, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:04,  2.07it/s, loss=0.413, pair=2.598, adv=3.179, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:02,  2.14it/s, loss=0.413, pair=2.598, adv=3.179, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:02,  2.14it/s, loss=0.314, pair=0.021, adv=2.652, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:04,  2.04it/s, loss=0.314, pair=0.021, adv=2.652, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:04,  2.04it/s, loss=0.294, pair=0.075, adv=2.995, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:00,  2.17it/s, loss=0.294, pair=0.075, adv=2.995, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:00,  2.17it/s, loss=0.311, pair=0.018, adv=3.661, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:02,  2.06it/s, loss=0.311, pair=0.018, adv=3.661, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:02,  2.06it/s, loss=0.320, pair=0.399, adv=2.535, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<00:59,  2.15it/s, loss=0.320, pair=0.399, adv=2.535, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<00:59,  2.15it/s, loss=0.346, pair=0.035, adv=4.475, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:02,  2.05it/s, loss=0.346, pair=0.035, adv=4.475, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:02,  2.05it/s, loss=0.432, pair=1.505, adv=2.903, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.13it/s, loss=0.432, pair=1.505, adv=2.903, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.13it/s, loss=0.312, pair=0.029, adv=2.993, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:01,  2.05it/s, loss=0.312, pair=0.029, adv=2.993, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:01,  2.05it/s, loss=0.285, pair=0.047, adv=2.985, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.14it/s, loss=0.285, pair=0.047, adv=2.985, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.14it/s, loss=0.307, pair=0.005, adv=4.009, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<01:00,  2.07it/s, loss=0.307, pair=0.005, adv=4.009, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:00,  2.07it/s, loss=0.351, pair=0.032, adv=3.664, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:56,  2.16it/s, loss=0.351, pair=0.032, adv=3.664, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:56,  2.16it/s, loss=0.359, pair=0.098, adv=3.825, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<01:00,  2.02it/s, loss=0.359, pair=0.098, adv=3.825, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:00,  2.02it/s, loss=0.289, pair=0.060, adv=3.648, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:56,  2.13it/s, loss=0.289, pair=0.060, adv=3.648, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:56,  2.13it/s, loss=0.439, pair=1.909, adv=3.087, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:59,  2.01it/s, loss=0.439, pair=1.909, adv=3.087, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:59,  2.01it/s, loss=0.294, pair=0.056, adv=3.221, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:45<00:55,  2.16it/s, loss=0.294, pair=0.056, adv=3.221, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:55,  2.16it/s, loss=0.326, pair=0.070, adv=3.900, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<00:57,  2.05it/s, loss=0.326, pair=0.070, adv=3.900, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<00:57,  2.05it/s, loss=0.267, pair=0.004, adv=3.398, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:46<00:54,  2.14it/s, loss=0.267, pair=0.004, adv=3.398, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:54,  2.14it/s, loss=0.300, pair=0.011, adv=2.142, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<01:00,  1.93it/s, loss=0.300, pair=0.011, adv=2.142, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<01:00,  1.93it/s, loss=0.287, pair=0.033, adv=3.860, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:56,  2.04it/s, loss=0.287, pair=0.033, adv=3.860, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:56,  2.04it/s, loss=0.363, pair=0.028, adv=3.510, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<00:58,  1.96it/s, loss=0.363, pair=0.028, adv=3.510, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:58,  1.96it/s, loss=0.334, pair=0.024, adv=3.068, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:55,  2.05it/s, loss=0.334, pair=0.024, adv=3.068, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:55,  2.05it/s, loss=0.420, pair=1.731, adv=3.151, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:56,  1.98it/s, loss=0.420, pair=1.731, adv=3.151, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:56,  1.98it/s, loss=0.285, pair=0.061, adv=4.776, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:49<00:53,  2.09it/s, loss=0.285, pair=0.061, adv=4.776, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:53,  2.09it/s, loss=0.310, pair=0.028, adv=2.826, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<00:54,  2.02it/s, loss=0.310, pair=0.028, adv=2.826, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<00:54,  2.02it/s, loss=0.303, pair=0.009, adv=3.385, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:50<00:51,  2.11it/s, loss=0.303, pair=0.009, adv=3.385, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:51,  2.11it/s, loss=0.366, pair=0.052, adv=4.175, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<00:53,  2.00it/s, loss=0.366, pair=0.052, adv=4.175, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<00:53,  2.00it/s, loss=0.290, pair=0.023, adv=3.383, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:51<00:50,  2.14it/s, loss=0.290, pair=0.023, adv=3.383, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:50,  2.14it/s, loss=0.301, pair=0.039, adv=2.618, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:51,  2.07it/s, loss=0.301, pair=0.039, adv=2.618, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:51,  2.07it/s, loss=0.318, pair=0.057, adv=2.288, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:52<00:48,  2.17it/s, loss=0.318, pair=0.057, adv=2.288, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:48,  2.17it/s, loss=0.346, pair=0.348, adv=2.898, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:50,  2.05it/s, loss=0.346, pair=0.348, adv=2.898, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:50,  2.05it/s, loss=0.302, pair=0.031, adv=2.437, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:53<00:47,  2.16it/s, loss=0.302, pair=0.031, adv=2.437, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:47,  2.16it/s, loss=0.292, pair=0.035, adv=3.892, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:49,  2.06it/s, loss=0.292, pair=0.035, adv=3.892, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:49,  2.06it/s, loss=0.299, pair=0.138, adv=2.361, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:54<00:46,  2.16it/s, loss=0.299, pair=0.138, adv=2.361, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:46,  2.16it/s, loss=0.270, pair=0.098, adv=2.721, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:52,  1.92it/s, loss=0.270, pair=0.098, adv=2.721, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:52,  1.92it/s, loss=0.333, pair=0.059, adv=2.370, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:55<00:49,  2.00it/s, loss=0.333, pair=0.059, adv=2.370, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:49,  2.00it/s, loss=0.323, pair=0.129, adv=2.888, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:53,  1.83it/s, loss=0.323, pair=0.129, adv=2.888, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:53,  1.83it/s, loss=0.284, pair=0.076, adv=2.264, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:56<00:49,  1.98it/s, loss=0.284, pair=0.076, adv=2.264, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:49,  1.98it/s, loss=0.287, pair=0.059, adv=2.476, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:52,  1.84it/s, loss=0.287, pair=0.059, adv=2.476, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:52,  1.84it/s, loss=0.316, pair=0.051, adv=3.936, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:57<00:48,  1.95it/s, loss=0.316, pair=0.051, adv=3.936, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:48,  1.95it/s, loss=0.366, pair=0.171, adv=2.267, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:51,  1.84it/s, loss=0.366, pair=0.171, adv=2.267, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:51,  1.84it/s, loss=0.271, pair=0.039, adv=3.783, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:48,  1.93it/s, loss=0.271, pair=0.039, adv=3.783, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:48,  1.93it/s, loss=0.315, pair=0.072, adv=3.549, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.315, pair=0.072, adv=3.549, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:51,  1.80it/s, loss=0.337, pair=0.204, adv=3.027, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:47,  1.92it/s, loss=0.337, pair=0.204, adv=3.027, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:47,  1.92it/s, loss=0.248, pair=0.043, adv=2.079, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:48,  1.85it/s, loss=0.248, pair=0.043, adv=2.079, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:48,  1.85it/s, loss=0.300, pair=0.014, adv=3.082, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:45,  1.94it/s, loss=0.300, pair=0.014, adv=3.082, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:45,  1.94it/s, loss=0.269, pair=0.043, adv=3.082, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:47,  1.84it/s, loss=0.269, pair=0.043, adv=3.082, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:47,  1.84it/s, loss=0.335, pair=0.059, adv=2.812, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:44,  1.95it/s, loss=0.335, pair=0.059, adv=2.812, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:44,  1.95it/s, loss=0.309, pair=0.035, adv=4.035, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:49,  1.72it/s, loss=0.309, pair=0.035, adv=4.035, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:49,  1.72it/s, loss=0.328, pair=0.235, adv=2.851, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:45,  1.86it/s, loss=0.328, pair=0.235, adv=2.851, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:45,  1.86it/s, loss=0.346, pair=1.289, adv=3.612, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:47,  1.78it/s, loss=0.346, pair=1.289, adv=3.612, sprd=0.016
Ep 013/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:47,  1.78it/s, loss=0.308, pair=0.096, adv=4.497, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:43,  1.89it/s, loss=0.308, pair=0.096, adv=4.497, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:43,  1.89it/s, loss=0.316, pair=0.096, adv=4.433, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:45,  1.78it/s, loss=0.316, pair=0.096, adv=4.433, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:45,  1.78it/s, loss=0.285, pair=0.075, adv=3.193, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:42,  1.91it/s, loss=0.285, pair=0.075, adv=3.193, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:42,  1.91it/s, loss=0.342, pair=0.200, adv=2.715, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:43,  1.84it/s, loss=0.342, pair=0.200, adv=2.715, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:43,  1.84it/s, loss=0.316, pair=0.027, adv=2.549, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:40,  1.93it/s, loss=0.316, pair=0.027, adv=2.549, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:40,  1.93it/s, loss=0.331, pair=0.009, adv=3.558, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:43,  1.81it/s, loss=0.331, pair=0.009, adv=3.558, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:43,  1.81it/s, loss=0.340, pair=0.086, adv=2.748, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.93it/s, loss=0.340, pair=0.086, adv=2.748, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:39,  1.93it/s, loss=0.322, pair=0.056, adv=3.430, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:41,  1.84it/s, loss=0.322, pair=0.056, adv=3.430, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:41,  1.84it/s, loss=0.603, pair=3.684, adv=3.249, sprd=0.039
Ep 013/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:39,  1.91it/s, loss=0.603, pair=3.684, adv=3.249, sprd=0.039
Ep 013/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:39,  1.91it/s, loss=0.329, pair=0.008, adv=2.727, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:41,  1.79it/s, loss=0.329, pair=0.008, adv=2.727, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:41,  1.79it/s, loss=0.291, pair=0.042, adv=2.862, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:38,  1.91it/s, loss=0.291, pair=0.042, adv=2.862, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:38,  1.91it/s, loss=0.302, pair=0.136, adv=2.708, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:40,  1.78it/s, loss=0.302, pair=0.136, adv=2.708, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:40,  1.78it/s, loss=0.287, pair=0.024, adv=3.118, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:37,  1.92it/s, loss=0.287, pair=0.024, adv=3.118, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:37,  1.92it/s, loss=0.288, pair=0.035, adv=2.340, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:36,  1.92it/s, loss=0.288, pair=0.035, adv=2.340, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:36,  1.92it/s, loss=0.290, pair=0.064, adv=3.609, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:33,  2.07it/s, loss=0.290, pair=0.064, adv=3.609, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:33,  2.07it/s, loss=0.306, pair=0.010, adv=2.812, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:34,  1.97it/s, loss=0.306, pair=0.010, adv=2.812, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:34,  1.97it/s, loss=0.316, pair=0.022, adv=2.815, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.11it/s, loss=0.316, pair=0.022, adv=2.815, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:31,  2.11it/s, loss=0.494, pair=2.164, adv=3.923, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:32,  2.01it/s, loss=0.494, pair=2.164, adv=3.923, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:32,  2.01it/s, loss=0.471, pair=2.232, adv=3.045, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.12it/s, loss=0.471, pair=2.232, adv=3.045, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:30,  2.12it/s, loss=0.286, pair=0.028, adv=2.357, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.00it/s, loss=0.286, pair=0.028, adv=2.357, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.00it/s, loss=0.276, pair=0.042, adv=2.274, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.11it/s, loss=0.276, pair=0.042, adv=2.274, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:29,  2.11it/s, loss=0.332, pair=0.116, adv=2.898, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:32,  1.91it/s, loss=0.332, pair=0.116, adv=2.898, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:32,  1.91it/s, loss=0.378, pair=0.650, adv=3.437, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:30,  2.01it/s, loss=0.378, pair=0.650, adv=3.437, sprd=0.025
Ep 013/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:30,  2.01it/s, loss=0.332, pair=0.053, adv=4.500, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:30,  1.96it/s, loss=0.332, pair=0.053, adv=4.500, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:30,  1.96it/s, loss=0.275, pair=0.029, adv=2.785, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:28,  2.06it/s, loss=0.275, pair=0.029, adv=2.785, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:28,  2.06it/s, loss=0.259, pair=0.010, adv=2.973, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.02it/s, loss=0.259, pair=0.010, adv=2.973, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.02it/s, loss=0.305, pair=0.154, adv=3.109, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.14it/s, loss=0.305, pair=0.154, adv=3.109, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:26,  2.14it/s, loss=0.329, pair=0.212, adv=2.847, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.06it/s, loss=0.329, pair=0.212, adv=2.847, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.06it/s, loss=0.298, pair=0.103, adv=2.843, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.16it/s, loss=0.298, pair=0.103, adv=2.843, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:25,  2.16it/s, loss=0.328, pair=0.047, adv=2.794, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.06it/s, loss=0.328, pair=0.047, adv=2.794, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.06it/s, loss=0.293, pair=0.020, adv=4.735, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.16it/s, loss=0.293, pair=0.020, adv=4.735, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:24,  2.16it/s, loss=0.273, pair=0.023, adv=2.501, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:24,  2.09it/s, loss=0.273, pair=0.023, adv=2.501, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:24,  2.09it/s, loss=0.442, pair=2.586, adv=2.749, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.21it/s, loss=0.442, pair=2.586, adv=2.749, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:23,  2.21it/s, loss=0.285, pair=0.033, adv=3.044, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.07it/s, loss=0.285, pair=0.033, adv=3.044, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.07it/s, loss=0.305, pair=0.025, adv=2.310, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:22,  2.18it/s, loss=0.305, pair=0.025, adv=2.310, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:22,  2.18it/s, loss=0.288, pair=0.241, adv=3.467, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:23,  2.05it/s, loss=0.288, pair=0.241, adv=3.467, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:23,  2.05it/s, loss=0.290, pair=0.049, adv=2.616, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.14it/s, loss=0.290, pair=0.049, adv=2.616, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.14it/s, loss=0.280, pair=0.074, adv=2.758, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.06it/s, loss=0.280, pair=0.074, adv=2.758, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.06it/s, loss=0.299, pair=0.063, adv=4.465, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.16it/s, loss=0.299, pair=0.063, adv=4.465, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.16it/s, loss=0.283, pair=0.212, adv=3.067, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.10it/s, loss=0.283, pair=0.212, adv=3.067, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.10it/s, loss=0.269, pair=0.055, adv=4.916, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:19,  2.21it/s, loss=0.269, pair=0.055, adv=4.916, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:19,  2.21it/s, loss=0.320, pair=0.034, adv=2.788, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:19,  2.11it/s, loss=0.320, pair=0.034, adv=2.788, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:19,  2.11it/s, loss=0.362, pair=0.112, adv=3.490, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:18,  2.16it/s, loss=0.362, pair=0.112, adv=3.490, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:18,  2.16it/s, loss=0.385, pair=0.051, adv=4.389, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:19,  2.06it/s, loss=0.385, pair=0.051, adv=4.389, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:19,  2.06it/s, loss=0.322, pair=0.044, adv=5.309, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.13it/s, loss=0.322, pair=0.044, adv=5.309, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.13it/s, loss=0.410, pair=1.775, adv=4.851, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.06it/s, loss=0.410, pair=1.775, adv=4.851, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.06it/s, loss=0.329, pair=0.158, adv=2.844, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.15it/s, loss=0.329, pair=0.158, adv=2.844, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.15it/s, loss=0.327, pair=0.060, adv=3.297, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.08it/s, loss=0.327, pair=0.060, adv=3.297, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.08it/s, loss=0.285, pair=0.039, adv=2.986, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.17it/s, loss=0.285, pair=0.039, adv=2.986, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.17it/s, loss=0.321, pair=0.116, adv=4.438, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:17,  1.95it/s, loss=0.321, pair=0.116, adv=4.438, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:17,  1.95it/s, loss=0.292, pair=0.043, adv=3.216, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.11it/s, loss=0.292, pair=0.043, adv=3.216, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.11it/s, loss=0.393, pair=1.746, adv=3.925, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.03it/s, loss=0.393, pair=1.746, adv=3.925, sprd=0.020
Ep 013/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.03it/s, loss=0.327, pair=0.062, adv=5.038, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.18it/s, loss=0.327, pair=0.062, adv=5.038, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.18it/s, loss=0.318, pair=0.044, adv=7.134, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.12it/s, loss=0.318, pair=0.044, adv=7.134, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.12it/s, loss=0.277, pair=0.012, adv=3.241, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.21it/s, loss=0.277, pair=0.012, adv=3.241, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.21it/s, loss=0.350, pair=0.430, adv=3.943, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.05it/s, loss=0.350, pair=0.430, adv=3.943, sprd=0.026
Ep 013/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.05it/s, loss=0.321, pair=0.047, adv=3.106, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.13it/s, loss=0.321, pair=0.047, adv=3.106, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.13it/s, loss=0.288, pair=0.017, adv=2.534, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.05it/s, loss=0.288, pair=0.017, adv=2.534, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.05it/s, loss=0.325, pair=0.100, adv=3.556, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.18it/s, loss=0.325, pair=0.100, adv=3.556, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.18it/s, loss=0.368, pair=0.025, adv=3.930, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.06it/s, loss=0.368, pair=0.025, adv=3.930, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.06it/s, loss=0.288, pair=0.022, adv=2.811, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.17it/s, loss=0.288, pair=0.022, adv=2.811, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.17it/s, loss=0.309, pair=0.038, adv=2.842, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.06it/s, loss=0.309, pair=0.038, adv=2.842, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.06it/s, loss=0.288, pair=0.179, adv=2.778, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:34<00:09,  2.16it/s, loss=0.288, pair=0.179, adv=2.778, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.16it/s, loss=0.292, pair=0.031, adv=3.674, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.08it/s, loss=0.292, pair=0.031, adv=3.674, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.08it/s, loss=0.275, pair=0.027, adv=2.792, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:35<00:08,  2.18it/s, loss=0.275, pair=0.027, adv=2.792, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.18it/s, loss=0.272, pair=0.021, adv=2.506, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.07it/s, loss=0.272, pair=0.021, adv=2.506, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.07it/s, loss=0.270, pair=0.022, adv=5.053, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:36<00:07,  2.16it/s, loss=0.270, pair=0.022, adv=5.053, sprd=0.018
Ep 013/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.16it/s, loss=0.253, pair=0.014, adv=2.981, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.09it/s, loss=0.253, pair=0.014, adv=2.981, sprd=0.015
Ep 013/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.09it/s, loss=0.334, pair=0.017, adv=3.401, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.15it/s, loss=0.334, pair=0.017, adv=3.401, sprd=0.028
Ep 013/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.15it/s, loss=0.301, pair=0.023, adv=2.852, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.04it/s, loss=0.301, pair=0.023, adv=2.852, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.04it/s, loss=0.337, pair=0.038, adv=2.809, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  2.13it/s, loss=0.337, pair=0.038, adv=2.809, sprd=0.027
Ep 013/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  2.13it/s, loss=0.289, pair=0.042, adv=3.212, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.03it/s, loss=0.289, pair=0.042, adv=3.212, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.03it/s, loss=0.289, pair=0.074, adv=3.850, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.14it/s, loss=0.289, pair=0.074, adv=3.850, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.14it/s, loss=0.330, pair=0.026, adv=3.180, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.03it/s, loss=0.330, pair=0.026, adv=3.180, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.03it/s, loss=0.443, pair=1.870, adv=4.034, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.16it/s, loss=0.443, pair=1.870, adv=4.034, sprd=0.024
Ep 013/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.16it/s, loss=0.293, pair=0.054, adv=2.606, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:40<00:03,  2.08it/s, loss=0.293, pair=0.054, adv=2.606, sprd=0.019
Ep 013/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.08it/s, loss=0.308, pair=0.035, adv=3.750, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.308, pair=0.035, adv=3.750, sprd=0.022
Ep 013/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.419, pair=0.035, adv=2.946, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:41<00:03,  1.94it/s, loss=0.419, pair=0.035, adv=2.946, sprd=0.023
Ep 013/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:03,  1.94it/s, loss=0.329, pair=0.059, adv=3.974, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.05it/s, loss=0.329, pair=0.059, adv=3.974, sprd=0.029
Ep 013/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.05it/s, loss=0.286, pair=0.063, adv=2.941, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:42<00:01,  2.02it/s, loss=0.286, pair=0.063, adv=2.941, sprd=0.017
Ep 013/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.02it/s, loss=0.318, pair=0.097, adv=3.222, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.13it/s, loss=0.318, pair=0.097, adv=3.222, sprd=0.021
Ep 013/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.13it/s, loss=0.359, pair=0.431, adv=3.677, sprd=0.029
Ep 013/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.95it/s, loss=0.359, pair=0.431, adv=3.677, sprd=0.029
Ep 013/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:01,  1.95it/s, loss=0.285, pair=0.059, adv=3.508, sprd=0.018
Ep 013/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  2.02it/s, loss=0.285, pair=0.059, adv=3.508, sprd=0.018
Ep 013/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.02it/s, loss=0.330, pair=0.029, adv=3.063, sprd=0.028
Ep 013/80 [S1→S2:ramp]: 100%|█| 453/453 [03:45<00:00,  1.83it/s, loss=0.330, pair=0.029, adv=3.063, sprd=0.028
                                                                                                              
Epoch 013/80 [S1→S2:ramp]  loss=0.3223  mat=0.2970  sens=1.1870  pair=0.3737  adv=2.8284(rand=3.47)  deg=0.0057  orth=0.0022  spread=0.0217  q_mean=50.1  q_std=18.5  α=0.14 β=0.06 γ=0.92 λ_grl=0.600  lr=9.48e-05  225s

Ep 014/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 014/80 [S1→S2:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.288, pair=0.027, adv=2.694, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<10:52,  1.44s/it, loss=0.288, pair=0.027, adv=2.694, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<10:52,  1.44s/it, loss=0.353, pair=0.364, adv=2.644, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<06:24,  1.17it/s, loss=0.353, pair=0.364, adv=2.644, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   0%|  | 2/453 [00:02<06:24,  1.17it/s, loss=0.342, pair=0.034, adv=3.074, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:34,  1.34it/s, loss=0.342, pair=0.034, adv=3.074, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:34,  1.34it/s, loss=0.365, pair=0.036, adv=4.178, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:44,  1.58it/s, loss=0.365, pair=0.036, adv=4.178, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   1%|  | 4/453 [00:03<04:44,  1.58it/s, loss=0.345, pair=0.057, adv=2.541, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:39,  1.60it/s, loss=0.345, pair=0.057, adv=2.541, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:   1%|  | 5/453 [00:04<04:39,  1.60it/s, loss=0.312, pair=0.021, adv=3.068, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   1%|  | 6/453 [00:04<04:12,  1.77it/s, loss=0.312, pair=0.021, adv=3.068, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   1%|  | 6/453 [00:04<04:12,  1.77it/s, loss=0.449, pair=0.110, adv=4.317, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:27,  1.67it/s, loss=0.449, pair=0.110, adv=4.317, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:   2%|  | 7/453 [00:05<04:27,  1.67it/s, loss=0.413, pair=0.827, adv=3.862, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<04:03,  1.83it/s, loss=0.413, pair=0.827, adv=3.862, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<04:03,  1.83it/s, loss=0.325, pair=0.057, adv=3.869, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<04:16,  1.73it/s, loss=0.325, pair=0.057, adv=3.869, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   2%|  | 9/453 [00:06<04:16,  1.73it/s, loss=0.493, pair=1.870, adv=4.527, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:58,  1.86it/s, loss=0.493, pair=1.870, adv=4.527, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:58,  1.86it/s, loss=0.424, pair=0.912, adv=3.942, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<04:14,  1.74it/s, loss=0.424, pair=0.912, adv=3.942, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   2%| | 11/453 [00:07<04:14,  1.74it/s, loss=0.291, pair=0.038, adv=2.830, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:54,  1.88it/s, loss=0.291, pair=0.038, adv=2.830, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:54,  1.88it/s, loss=0.280, pair=0.034, adv=2.388, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<04:04,  1.80it/s, loss=0.280, pair=0.034, adv=2.388, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:   3%| | 13/453 [00:08<04:04,  1.80it/s, loss=0.322, pair=0.003, adv=3.225, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:46,  1.93it/s, loss=0.322, pair=0.003, adv=3.225, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:46,  1.93it/s, loss=0.337, pair=0.009, adv=5.113, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<04:02,  1.81it/s, loss=0.337, pair=0.009, adv=5.113, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   3%| | 15/453 [00:09<04:02,  1.81it/s, loss=0.376, pair=0.054, adv=3.654, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   4%| | 16/453 [00:09<03:47,  1.92it/s, loss=0.376, pair=0.054, adv=3.654, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   4%| | 16/453 [00:10<03:47,  1.92it/s, loss=0.313, pair=0.060, adv=2.288, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   4%| | 17/453 [00:10<04:06,  1.77it/s, loss=0.313, pair=0.060, adv=2.288, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   4%| | 17/453 [00:10<04:06,  1.77it/s, loss=0.336, pair=0.072, adv=6.063, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   4%| | 18/453 [00:10<03:52,  1.87it/s, loss=0.336, pair=0.072, adv=6.063, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   4%| | 18/453 [00:11<03:52,  1.87it/s, loss=0.399, pair=0.303, adv=3.323, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   4%| | 19/453 [00:11<04:03,  1.78it/s, loss=0.399, pair=0.303, adv=3.323, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   4%| | 19/453 [00:11<04:03,  1.78it/s, loss=0.362, pair=0.031, adv=4.125, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   4%| | 20/453 [00:11<04:08,  1.74it/s, loss=0.362, pair=0.031, adv=4.125, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   4%| | 20/453 [00:12<04:08,  1.74it/s, loss=0.386, pair=0.061, adv=3.414, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   5%| | 21/453 [00:12<04:17,  1.68it/s, loss=0.386, pair=0.061, adv=3.414, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   5%| | 21/453 [00:12<04:17,  1.68it/s, loss=0.371, pair=0.056, adv=2.875, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:55,  1.83it/s, loss=0.371, pair=0.056, adv=2.875, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   5%| | 22/453 [00:13<03:55,  1.83it/s, loss=0.351, pair=0.026, adv=3.344, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   5%| | 23/453 [00:13<04:02,  1.78it/s, loss=0.351, pair=0.026, adv=3.344, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   5%| | 23/453 [00:13<04:02,  1.78it/s, loss=0.348, pair=0.032, adv=3.531, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   5%| | 24/453 [00:13<03:43,  1.92it/s, loss=0.348, pair=0.032, adv=3.531, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   5%| | 24/453 [00:14<03:43,  1.92it/s, loss=0.412, pair=0.030, adv=2.178, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   6%| | 25/453 [00:14<03:43,  1.91it/s, loss=0.412, pair=0.030, adv=2.178, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:   6%| | 25/453 [00:14<03:43,  1.91it/s, loss=0.363, pair=0.063, adv=3.570, sprd=0.026]
Ep 014/80 [S1→S2:ramp]:   6%| | 26/453 [00:14<03:30,  2.03it/s, loss=0.363, pair=0.063, adv=3.570, sprd=0.026]
Ep 014/80 [S1→S2:ramp]:   6%| | 26/453 [00:15<03:30,  2.03it/s, loss=0.368, pair=0.026, adv=5.778, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   6%| | 27/453 [00:15<03:37,  1.96it/s, loss=0.368, pair=0.026, adv=5.778, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   6%| | 27/453 [00:15<03:37,  1.96it/s, loss=0.360, pair=0.022, adv=4.571, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:   6%| | 28/453 [00:15<03:27,  2.05it/s, loss=0.360, pair=0.022, adv=4.571, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:   6%| | 28/453 [00:16<03:27,  2.05it/s, loss=0.334, pair=0.016, adv=4.631, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   6%| | 29/453 [00:16<03:34,  1.98it/s, loss=0.334, pair=0.016, adv=4.631, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   6%| | 29/453 [00:16<03:34,  1.98it/s, loss=0.351, pair=0.067, adv=3.022, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   7%| | 30/453 [00:16<03:21,  2.10it/s, loss=0.351, pair=0.067, adv=3.022, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   7%| | 30/453 [00:17<03:21,  2.10it/s, loss=0.403, pair=0.071, adv=2.919, sprd=0.036]
Ep 014/80 [S1→S2:ramp]:   7%| | 31/453 [00:17<03:30,  2.01it/s, loss=0.403, pair=0.071, adv=2.919, sprd=0.036]
Ep 014/80 [S1→S2:ramp]:   7%| | 31/453 [00:17<03:30,  2.01it/s, loss=0.345, pair=0.019, adv=3.688, sprd=0.026]
Ep 014/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:22,  2.07it/s, loss=0.345, pair=0.019, adv=3.688, sprd=0.026]
Ep 014/80 [S1→S2:ramp]:   7%| | 32/453 [00:18<03:22,  2.07it/s, loss=0.407, pair=0.394, adv=2.939, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   7%| | 33/453 [00:18<03:28,  2.02it/s, loss=0.407, pair=0.394, adv=2.939, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:   7%| | 33/453 [00:18<03:28,  2.02it/s, loss=0.365, pair=0.033, adv=2.917, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:15,  2.15it/s, loss=0.365, pair=0.033, adv=2.917, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   8%| | 34/453 [00:19<03:15,  2.15it/s, loss=0.402, pair=0.028, adv=4.352, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:   8%| | 35/453 [00:19<03:24,  2.04it/s, loss=0.402, pair=0.028, adv=4.352, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:   8%| | 35/453 [00:19<03:24,  2.04it/s, loss=0.346, pair=0.032, adv=3.684, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:14,  2.14it/s, loss=0.346, pair=0.032, adv=3.684, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:   8%| | 36/453 [00:20<03:14,  2.14it/s, loss=0.386, pair=0.040, adv=4.051, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:   8%| | 37/453 [00:20<03:24,  2.04it/s, loss=0.386, pair=0.040, adv=4.051, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:   8%| | 37/453 [00:20<03:24,  2.04it/s, loss=0.325, pair=0.047, adv=4.605, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:13,  2.14it/s, loss=0.325, pair=0.047, adv=4.605, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:   8%| | 38/453 [00:21<03:13,  2.14it/s, loss=0.340, pair=0.097, adv=4.015, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   9%| | 39/453 [00:21<03:20,  2.06it/s, loss=0.340, pair=0.097, adv=4.015, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:   9%| | 39/453 [00:21<03:20,  2.06it/s, loss=0.305, pair=0.014, adv=3.426, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:11,  2.15it/s, loss=0.305, pair=0.014, adv=3.426, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:   9%| | 40/453 [00:22<03:11,  2.15it/s, loss=0.325, pair=0.011, adv=4.481, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   9%| | 41/453 [00:22<03:21,  2.04it/s, loss=0.325, pair=0.011, adv=4.481, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:   9%| | 41/453 [00:22<03:21,  2.04it/s, loss=0.299, pair=0.030, adv=5.685, sprd=0.015]
Ep 014/80 [S1→S2:ramp]:   9%| | 42/453 [00:22<03:10,  2.15it/s, loss=0.299, pair=0.030, adv=5.685, sprd=0.015]
Ep 014/80 [S1→S2:ramp]:   9%| | 42/453 [00:23<03:10,  2.15it/s, loss=0.510, pair=1.776, adv=8.555, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   9%| | 43/453 [00:23<03:23,  2.02it/s, loss=0.510, pair=1.776, adv=8.555, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:   9%| | 43/453 [00:23<03:23,  2.02it/s, loss=0.358, pair=0.032, adv=3.848, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  10%| | 44/453 [00:23<03:10,  2.15it/s, loss=0.358, pair=0.032, adv=3.848, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  10%| | 44/453 [00:24<03:10,  2.15it/s, loss=0.350, pair=0.019, adv=3.582, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  10%| | 45/453 [00:24<03:21,  2.03it/s, loss=0.350, pair=0.019, adv=3.582, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  10%| | 45/453 [00:24<03:21,  2.03it/s, loss=0.352, pair=0.011, adv=4.242, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:12,  2.11it/s, loss=0.352, pair=0.011, adv=4.242, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:12,  2.11it/s, loss=0.327, pair=0.012, adv=3.386, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:18,  2.05it/s, loss=0.327, pair=0.012, adv=3.386, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  10%| | 47/453 [00:25<03:18,  2.05it/s, loss=0.334, pair=0.021, adv=5.379, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  11%| | 48/453 [00:25<03:09,  2.13it/s, loss=0.334, pair=0.021, adv=5.379, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  11%| | 48/453 [00:26<03:09,  2.13it/s, loss=0.352, pair=0.041, adv=3.091, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  11%| | 49/453 [00:26<03:29,  1.93it/s, loss=0.352, pair=0.041, adv=3.091, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  11%| | 49/453 [00:26<03:29,  1.93it/s, loss=0.343, pair=0.022, adv=2.987, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:16,  2.05it/s, loss=0.343, pair=0.022, adv=2.987, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  11%| | 50/453 [00:27<03:16,  2.05it/s, loss=0.371, pair=0.064, adv=3.478, sprd=0.031]
Ep 014/80 [S1→S2:ramp]:  11%| | 51/453 [00:27<03:24,  1.96it/s, loss=0.371, pair=0.064, adv=3.478, sprd=0.031]
Ep 014/80 [S1→S2:ramp]:  11%| | 51/453 [00:27<03:24,  1.96it/s, loss=0.351, pair=0.051, adv=5.107, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:10,  2.10it/s, loss=0.351, pair=0.051, adv=5.107, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:10,  2.10it/s, loss=0.302, pair=0.028, adv=2.539, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:11,  2.09it/s, loss=0.302, pair=0.028, adv=2.539, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  12%| | 53/453 [00:28<03:11,  2.09it/s, loss=0.340, pair=0.031, adv=3.094, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:00,  2.21it/s, loss=0.340, pair=0.031, adv=3.094, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:00,  2.21it/s, loss=0.444, pair=0.014, adv=4.820, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:10,  2.09it/s, loss=0.444, pair=0.014, adv=4.820, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  12%| | 55/453 [00:29<03:10,  2.09it/s, loss=0.335, pair=0.001, adv=4.559, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:04,  2.16it/s, loss=0.335, pair=0.001, adv=4.559, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:04,  2.16it/s, loss=0.455, pair=1.261, adv=5.775, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:11,  2.07it/s, loss=0.455, pair=1.261, adv=5.775, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:30<03:11,  2.07it/s, loss=0.997, pair=7.281, adv=4.312, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:05,  2.13it/s, loss=0.997, pair=7.281, adv=4.312, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:05,  2.13it/s, loss=0.403, pair=0.071, adv=4.803, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:15,  2.01it/s, loss=0.403, pair=0.071, adv=4.803, sprd=0.029]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:31<03:15,  2.01it/s, loss=0.327, pair=0.096, adv=3.892, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:04,  2.13it/s, loss=0.327, pair=0.096, adv=3.892, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:04,  2.13it/s, loss=0.334, pair=0.045, adv=2.557, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:13,  2.03it/s, loss=0.334, pair=0.045, adv=2.557, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:32<03:13,  2.03it/s, loss=0.380, pair=0.243, adv=3.581, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<02:59,  2.18it/s, loss=0.380, pair=0.243, adv=3.581, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<02:59,  2.18it/s, loss=0.483, pair=1.438, adv=5.321, sprd=0.027]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:09,  2.06it/s, loss=0.483, pair=1.438, adv=5.321, sprd=0.027]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:33<03:09,  2.06it/s, loss=0.333, pair=0.009, adv=5.072, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:00,  2.16it/s, loss=0.333, pair=0.009, adv=5.072, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:00,  2.16it/s, loss=0.347, pair=0.026, adv=2.967, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:07,  2.06it/s, loss=0.347, pair=0.026, adv=2.967, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:34<03:07,  2.06it/s, loss=0.357, pair=0.026, adv=3.606, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<02:57,  2.18it/s, loss=0.357, pair=0.026, adv=3.606, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<02:57,  2.18it/s, loss=0.347, pair=0.035, adv=5.082, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:07,  2.05it/s, loss=0.347, pair=0.035, adv=5.082, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:07,  2.05it/s, loss=0.343, pair=0.023, adv=3.471, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<02:59,  2.15it/s, loss=0.343, pair=0.023, adv=3.471, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<02:59,  2.15it/s, loss=0.362, pair=0.014, adv=3.427, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.362, pair=0.014, adv=3.427, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.319, pair=0.009, adv=2.722, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<02:56,  2.17it/s, loss=0.319, pair=0.009, adv=2.722, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<02:56,  2.17it/s, loss=0.321, pair=0.032, adv=3.137, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:13,  1.98it/s, loss=0.321, pair=0.032, adv=3.137, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:13,  1.98it/s, loss=0.384, pair=0.180, adv=3.827, sprd=0.030]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<03:04,  2.07it/s, loss=0.384, pair=0.180, adv=3.827, sprd=0.030]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<03:04,  2.07it/s, loss=0.462, pair=0.022, adv=3.257, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:06,  2.03it/s, loss=0.462, pair=0.022, adv=3.257, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:06,  2.03it/s, loss=0.359, pair=0.015, adv=2.875, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:58,  2.13it/s, loss=0.359, pair=0.015, adv=2.875, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:58,  2.13it/s, loss=0.326, pair=0.009, adv=2.452, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:05,  2.04it/s, loss=0.326, pair=0.009, adv=2.452, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:05,  2.04it/s, loss=0.336, pair=0.002, adv=2.168, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:53,  2.18it/s, loss=0.336, pair=0.002, adv=2.168, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<02:53,  2.18it/s, loss=0.331, pair=0.005, adv=3.294, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:04,  2.04it/s, loss=0.331, pair=0.005, adv=3.294, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:04,  2.04it/s, loss=0.354, pair=0.054, adv=2.971, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:53,  2.16it/s, loss=0.354, pair=0.054, adv=2.971, sprd=0.024]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:40<02:53,  2.16it/s, loss=0.328, pair=0.031, adv=2.710, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:04,  2.03it/s, loss=0.328, pair=0.031, adv=2.710, sprd=0.020]
Ep 014/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:04,  2.03it/s, loss=0.339, pair=0.128, adv=2.613, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:52,  2.17it/s, loss=0.339, pair=0.128, adv=2.613, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<02:52,  2.17it/s, loss=0.321, pair=0.008, adv=3.242, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:00,  2.06it/s, loss=0.321, pair=0.008, adv=3.242, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:00,  2.06it/s, loss=0.360, pair=0.048, adv=3.807, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:52,  2.15it/s, loss=0.360, pair=0.048, adv=3.807, sprd=0.023]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<02:52,  2.15it/s, loss=0.354, pair=0.016, adv=3.371, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.05it/s, loss=0.354, pair=0.016, adv=3.371, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.05it/s, loss=0.320, pair=0.028, adv=3.412, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:51,  2.15it/s, loss=0.320, pair=0.028, adv=3.412, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:43<02:51,  2.15it/s, loss=0.325, pair=0.050, adv=4.013, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:55,  2.09it/s, loss=0.325, pair=0.050, adv=4.013, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:55,  2.09it/s, loss=0.388, pair=0.023, adv=3.544, sprd=0.030]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:49,  2.17it/s, loss=0.388, pair=0.023, adv=3.544, sprd=0.030]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:44<02:49,  2.17it/s, loss=0.391, pair=0.066, adv=5.278, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:56,  2.08it/s, loss=0.391, pair=0.066, adv=5.278, sprd=0.028]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:56,  2.08it/s, loss=0.381, pair=0.038, adv=4.896, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:49,  2.15it/s, loss=0.381, pair=0.038, adv=4.896, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:45<02:49,  2.15it/s, loss=0.327, pair=0.033, adv=4.424, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:56,  2.06it/s, loss=0.327, pair=0.033, adv=4.424, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:56,  2.06it/s, loss=0.307, pair=0.042, adv=3.605, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:49,  2.14it/s, loss=0.307, pair=0.042, adv=3.605, sprd=0.016]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:46<02:49,  2.14it/s, loss=0.355, pair=0.049, adv=3.861, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:56,  2.05it/s, loss=0.355, pair=0.049, adv=3.861, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:56,  2.05it/s, loss=0.323, pair=0.060, adv=5.361, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:49,  2.13it/s, loss=0.323, pair=0.060, adv=5.361, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:49,  2.13it/s, loss=0.441, pair=0.822, adv=6.139, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:57,  2.03it/s, loss=0.441, pair=0.822, adv=6.139, sprd=0.025]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:57,  2.03it/s, loss=0.329, pair=0.050, adv=4.570, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:49,  2.12it/s, loss=0.329, pair=0.050, adv=4.570, sprd=0.019]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:48<02:49,  2.12it/s, loss=0.390, pair=0.045, adv=5.537, sprd=0.032]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<03:06,  1.92it/s, loss=0.390, pair=0.045, adv=5.537, sprd=0.032]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<03:06,  1.92it/s, loss=0.371, pair=0.112, adv=6.143, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:58,  2.00it/s, loss=0.371, pair=0.112, adv=6.143, sprd=0.021]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:49<02:58,  2.00it/s, loss=0.335, pair=0.039, adv=6.121, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<03:11,  1.86it/s, loss=0.335, pair=0.039, adv=6.121, sprd=0.018]
Ep 014/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<03:11,  1.86it/s, loss=0.370, pair=0.018, adv=5.028, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:59,  1.97it/s, loss=0.370, pair=0.018, adv=5.028, sprd=0.022]
Ep 014/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:50<02:59,  1.97it/s, loss=0.327, pair=0.023, adv=5.163, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:30,  1.68it/s, loss=0.327, pair=0.023, adv=5.163, sprd=0.017]
Ep 014/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:30,  1.68it/s, loss=0.391, pair=0.040, adv=4.778, sprd=0.030]
Ep 014/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:17,  1.79it/s, loss=0.391, pair=0.040, adv=4.778, sprd=0.030
Ep 014/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:51<03:17,  1.79it/s, loss=0.377, pair=0.123, adv=4.869, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:24,  1.72it/s, loss=0.377, pair=0.123, adv=4.869, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:24,  1.72it/s, loss=0.363, pair=0.037, adv=5.717, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<03:08,  1.86it/s, loss=0.363, pair=0.037, adv=5.717, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:52<03:08,  1.86it/s, loss=0.458, pair=0.041, adv=4.259, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:18,  1.77it/s, loss=0.458, pair=0.041, adv=4.259, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:18,  1.77it/s, loss=0.349, pair=0.082, adv=3.262, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:04,  1.89it/s, loss=0.349, pair=0.082, adv=3.262, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:53<03:04,  1.89it/s, loss=0.280, pair=0.055, adv=2.901, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<03:14,  1.79it/s, loss=0.280, pair=0.055, adv=2.901, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:54<03:14,  1.79it/s, loss=0.373, pair=0.076, adv=4.770, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:54<03:00,  1.92it/s, loss=0.373, pair=0.076, adv=4.770, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:54<03:00,  1.92it/s, loss=0.354, pair=0.034, adv=5.054, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<03:12,  1.79it/s, loss=0.354, pair=0.034, adv=5.054, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:55<03:12,  1.79it/s, loss=0.342, pair=0.032, adv=5.350, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:55<03:02,  1.89it/s, loss=0.342, pair=0.032, adv=5.350, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:55<03:02,  1.89it/s, loss=0.332, pair=0.038, adv=2.611, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<03:17,  1.74it/s, loss=0.332, pair=0.038, adv=2.611, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:56<03:17,  1.74it/s, loss=0.313, pair=0.043, adv=6.929, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:56<03:00,  1.90it/s, loss=0.313, pair=0.043, adv=6.929, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:56<03:00,  1.90it/s, loss=0.447, pair=0.005, adv=3.365, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<03:10,  1.79it/s, loss=0.447, pair=0.005, adv=3.365, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:57<03:10,  1.79it/s, loss=0.332, pair=0.047, adv=2.908, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:57<02:58,  1.91it/s, loss=0.332, pair=0.047, adv=2.908, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:57<02:58,  1.91it/s, loss=0.323, pair=0.008, adv=2.468, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<03:11,  1.78it/s, loss=0.323, pair=0.008, adv=2.468, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:58<03:11,  1.78it/s, loss=0.318, pair=0.028, adv=2.913, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:58<03:00,  1.87it/s, loss=0.318, pair=0.028, adv=2.913, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:59<03:00,  1.87it/s, loss=0.333, pair=0.045, adv=3.810, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:59<03:06,  1.81it/s, loss=0.333, pair=0.045, adv=3.810, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:59<03:06,  1.81it/s, loss=0.318, pair=0.036, adv=3.138, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:59<02:53,  1.95it/s, loss=0.318, pair=0.036, adv=3.138, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  26%|▎| 116/453 [01:00<02:53,  1.95it/s, loss=0.386, pair=0.078, adv=3.238, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  26%|▎| 117/453 [01:00<03:04,  1.82it/s, loss=0.386, pair=0.078, adv=3.238, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  26%|▎| 117/453 [01:00<03:04,  1.82it/s, loss=0.292, pair=0.027, adv=3.437, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  26%|▎| 118/453 [01:00<02:52,  1.94it/s, loss=0.292, pair=0.027, adv=3.437, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  26%|▎| 118/453 [01:01<02:52,  1.94it/s, loss=0.361, pair=0.116, adv=4.512, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:01<03:02,  1.83it/s, loss=0.361, pair=0.116, adv=4.512, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:01<03:02,  1.83it/s, loss=0.367, pair=0.052, adv=4.445, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:01<02:52,  1.93it/s, loss=0.367, pair=0.052, adv=4.445, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:02<02:52,  1.93it/s, loss=0.375, pair=0.213, adv=4.796, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:02<03:02,  1.82it/s, loss=0.375, pair=0.213, adv=4.796, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:02<03:02,  1.82it/s, loss=0.345, pair=0.030, adv=3.056, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:02<02:52,  1.92it/s, loss=0.345, pair=0.030, adv=3.056, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:03<02:52,  1.92it/s, loss=0.436, pair=0.020, adv=4.012, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:03<03:03,  1.80it/s, loss=0.436, pair=0.020, adv=4.012, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:03<03:03,  1.80it/s, loss=0.423, pair=0.314, adv=4.718, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:03<02:52,  1.91it/s, loss=0.423, pair=0.314, adv=4.718, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:04<02:52,  1.91it/s, loss=0.383, pair=0.015, adv=4.875, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:04<02:55,  1.87it/s, loss=0.383, pair=0.015, adv=4.875, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:04<02:55,  1.87it/s, loss=0.360, pair=0.010, adv=4.273, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:04<02:42,  2.01it/s, loss=0.360, pair=0.010, adv=4.273, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:05<02:42,  2.01it/s, loss=0.393, pair=0.245, adv=4.174, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:05<02:54,  1.87it/s, loss=0.393, pair=0.245, adv=4.174, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:05<02:54,  1.87it/s, loss=0.341, pair=0.032, adv=3.166, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:05<02:43,  1.99it/s, loss=0.341, pair=0.032, adv=3.166, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:06<02:43,  1.99it/s, loss=0.285, pair=0.052, adv=2.251, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:06<02:45,  1.96it/s, loss=0.285, pair=0.052, adv=2.251, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:06<02:45,  1.96it/s, loss=0.312, pair=0.076, adv=4.413, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:06<02:35,  2.07it/s, loss=0.312, pair=0.076, adv=4.413, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:07<02:35,  2.07it/s, loss=0.347, pair=0.017, adv=4.684, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:07<02:40,  2.01it/s, loss=0.347, pair=0.017, adv=4.684, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:07<02:40,  2.01it/s, loss=0.348, pair=0.028, adv=4.563, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:07<02:32,  2.10it/s, loss=0.348, pair=0.028, adv=4.563, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:08<02:32,  2.10it/s, loss=0.358, pair=0.005, adv=3.731, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:08<02:42,  1.97it/s, loss=0.358, pair=0.005, adv=3.731, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:08<02:42,  1.97it/s, loss=0.384, pair=0.082, adv=4.216, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:08<02:33,  2.08it/s, loss=0.384, pair=0.082, adv=4.216, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:09<02:33,  2.08it/s, loss=0.412, pair=0.547, adv=4.203, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:09<02:40,  1.98it/s, loss=0.412, pair=0.547, adv=4.203, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:09<02:40,  1.98it/s, loss=0.391, pair=0.051, adv=4.140, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:09<02:33,  2.06it/s, loss=0.391, pair=0.051, adv=4.140, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:10<02:33,  2.06it/s, loss=0.393, pair=0.018, adv=3.324, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:10<02:38,  1.99it/s, loss=0.393, pair=0.018, adv=3.324, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:10<02:38,  1.99it/s, loss=0.299, pair=0.044, adv=3.673, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:10<02:29,  2.11it/s, loss=0.299, pair=0.044, adv=3.673, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:11<02:29,  2.11it/s, loss=0.333, pair=0.036, adv=3.018, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:11<02:31,  2.07it/s, loss=0.333, pair=0.036, adv=3.018, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:11<02:31,  2.07it/s, loss=0.346, pair=0.057, adv=2.961, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:11<02:20,  2.22it/s, loss=0.346, pair=0.057, adv=2.961, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:12<02:20,  2.22it/s, loss=0.459, pair=0.037, adv=3.993, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:12<02:27,  2.11it/s, loss=0.459, pair=0.037, adv=3.993, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:12<02:27,  2.11it/s, loss=0.382, pair=0.045, adv=3.570, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:20,  2.22it/s, loss=0.382, pair=0.045, adv=3.570, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:20,  2.22it/s, loss=0.442, pair=1.074, adv=5.339, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:26,  2.12it/s, loss=0.442, pair=1.074, adv=5.339, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:13<02:26,  2.12it/s, loss=0.358, pair=0.057, adv=4.692, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:13<02:20,  2.20it/s, loss=0.358, pair=0.057, adv=4.692, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:13<02:20,  2.20it/s, loss=0.324, pair=0.067, adv=2.933, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:30,  2.05it/s, loss=0.324, pair=0.067, adv=2.933, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:14<02:30,  2.05it/s, loss=0.344, pair=0.051, adv=4.519, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:14<02:22,  2.15it/s, loss=0.344, pair=0.051, adv=4.519, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:14<02:22,  2.15it/s, loss=0.370, pair=0.035, adv=4.688, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:30,  2.03it/s, loss=0.370, pair=0.035, adv=4.688, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:15<02:30,  2.03it/s, loss=0.374, pair=0.077, adv=3.411, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:15<02:23,  2.12it/s, loss=0.374, pair=0.077, adv=3.411, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:15<02:23,  2.12it/s, loss=0.326, pair=0.092, adv=2.583, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:28,  2.05it/s, loss=0.326, pair=0.092, adv=2.583, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:16<02:28,  2.05it/s, loss=0.345, pair=0.032, adv=3.058, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:16<02:22,  2.12it/s, loss=0.345, pair=0.032, adv=3.058, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:16<02:22,  2.12it/s, loss=0.316, pair=0.117, adv=2.992, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:29,  2.02it/s, loss=0.316, pair=0.117, adv=2.992, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:17<02:29,  2.02it/s, loss=0.374, pair=0.040, adv=3.395, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:17<02:22,  2.12it/s, loss=0.374, pair=0.040, adv=3.395, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:17<02:22,  2.12it/s, loss=0.341, pair=0.066, adv=3.549, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:26,  2.05it/s, loss=0.341, pair=0.066, adv=3.549, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:18<02:26,  2.05it/s, loss=0.349, pair=0.104, adv=4.836, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:18<02:19,  2.14it/s, loss=0.349, pair=0.104, adv=4.836, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:18<02:19,  2.14it/s, loss=0.483, pair=0.071, adv=4.099, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:27,  2.02it/s, loss=0.483, pair=0.071, adv=4.099, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:19<02:27,  2.02it/s, loss=0.338, pair=0.011, adv=3.818, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:19<02:18,  2.15it/s, loss=0.338, pair=0.011, adv=3.818, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:19<02:18,  2.15it/s, loss=0.408, pair=0.177, adv=4.593, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:32,  1.95it/s, loss=0.408, pair=0.177, adv=4.593, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:20<02:32,  1.95it/s, loss=0.348, pair=0.042, adv=3.283, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:20<02:21,  2.08it/s, loss=0.348, pair=0.042, adv=3.283, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:20<02:21,  2.08it/s, loss=0.354, pair=0.046, adv=4.291, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:25,  2.02it/s, loss=0.354, pair=0.046, adv=4.291, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:21<02:25,  2.02it/s, loss=0.375, pair=0.091, adv=4.650, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:21<02:18,  2.11it/s, loss=0.375, pair=0.091, adv=4.650, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:21<02:18,  2.11it/s, loss=0.331, pair=0.057, adv=5.559, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:21,  2.07it/s, loss=0.331, pair=0.057, adv=5.559, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:22<02:21,  2.07it/s, loss=0.383, pair=0.033, adv=4.563, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:22<02:15,  2.15it/s, loss=0.383, pair=0.033, adv=4.563, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:22<02:15,  2.15it/s, loss=0.353, pair=0.021, adv=5.300, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:21,  2.05it/s, loss=0.353, pair=0.021, adv=5.300, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:23<02:21,  2.05it/s, loss=0.323, pair=0.058, adv=6.253, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:23<02:15,  2.13it/s, loss=0.323, pair=0.058, adv=6.253, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:23<02:15,  2.13it/s, loss=0.343, pair=0.064, adv=3.450, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:21,  2.04it/s, loss=0.343, pair=0.064, adv=3.450, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:21,  2.04it/s, loss=0.337, pair=0.103, adv=5.335, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:14,  2.13it/s, loss=0.337, pair=0.103, adv=5.335, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:24<02:14,  2.13it/s, loss=0.413, pair=0.155, adv=5.025, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:17,  2.08it/s, loss=0.413, pair=0.155, adv=5.025, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:17,  2.08it/s, loss=0.329, pair=0.133, adv=4.964, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:09,  2.19it/s, loss=0.329, pair=0.133, adv=4.964, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:25<02:09,  2.19it/s, loss=0.432, pair=0.072, adv=5.844, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:17,  2.07it/s, loss=0.432, pair=0.072, adv=5.844, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:17,  2.07it/s, loss=0.355, pair=0.117, adv=4.295, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:09,  2.19it/s, loss=0.355, pair=0.117, adv=4.295, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:26<02:09,  2.19it/s, loss=0.330, pair=0.069, adv=4.439, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:14,  2.09it/s, loss=0.330, pair=0.069, adv=4.439, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:14,  2.09it/s, loss=0.347, pair=0.056, adv=3.577, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:08,  2.19it/s, loss=0.347, pair=0.056, adv=3.577, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:27<02:08,  2.19it/s, loss=0.341, pair=0.132, adv=6.461, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:14,  2.08it/s, loss=0.341, pair=0.132, adv=6.461, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:14,  2.08it/s, loss=0.350, pair=0.060, adv=5.071, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:08,  2.17it/s, loss=0.350, pair=0.060, adv=5.071, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:28<02:08,  2.17it/s, loss=0.331, pair=0.087, adv=4.353, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:14,  2.06it/s, loss=0.331, pair=0.087, adv=4.353, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:14,  2.06it/s, loss=0.353, pair=0.113, adv=5.438, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:08,  2.16it/s, loss=0.353, pair=0.113, adv=5.438, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:29<02:08,  2.16it/s, loss=0.345, pair=0.121, adv=4.849, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:14,  2.05it/s, loss=0.345, pair=0.121, adv=4.849, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:14,  2.05it/s, loss=0.358, pair=0.133, adv=4.750, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:06,  2.17it/s, loss=0.358, pair=0.133, adv=4.750, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:30<02:06,  2.17it/s, loss=0.378, pair=0.087, adv=5.323, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:11,  2.09it/s, loss=0.378, pair=0.087, adv=5.323, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:11,  2.09it/s, loss=0.352, pair=0.062, adv=4.737, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:02,  2.23it/s, loss=0.352, pair=0.062, adv=4.737, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:31<02:02,  2.23it/s, loss=0.391, pair=0.059, adv=4.532, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:15,  2.01it/s, loss=0.391, pair=0.059, adv=4.532, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:15,  2.01it/s, loss=0.303, pair=0.139, adv=4.882, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:08,  2.12it/s, loss=0.303, pair=0.139, adv=4.882, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:32<02:08,  2.12it/s, loss=0.303, pair=0.098, adv=5.557, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:11,  2.05it/s, loss=0.303, pair=0.098, adv=5.557, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:11,  2.05it/s, loss=0.381, pair=0.122, adv=4.484, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:06,  2.12it/s, loss=0.381, pair=0.122, adv=4.484, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:33<02:06,  2.12it/s, loss=0.365, pair=0.080, adv=3.839, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:14,  1.99it/s, loss=0.365, pair=0.080, adv=3.839, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:14,  1.99it/s, loss=0.353, pair=0.082, adv=4.409, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:06,  2.10it/s, loss=0.353, pair=0.082, adv=4.409, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:34<02:06,  2.10it/s, loss=0.370, pair=0.105, adv=4.946, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:10,  2.03it/s, loss=0.370, pair=0.105, adv=4.946, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:10,  2.03it/s, loss=0.336, pair=0.067, adv=4.414, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:02,  2.16it/s, loss=0.336, pair=0.067, adv=4.414, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:02,  2.16it/s, loss=0.396, pair=0.090, adv=6.414, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:10,  2.03it/s, loss=0.396, pair=0.090, adv=6.414, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:10,  2.03it/s, loss=0.378, pair=0.241, adv=3.962, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:05,  2.10it/s, loss=0.378, pair=0.241, adv=3.962, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:05,  2.10it/s, loss=0.354, pair=0.085, adv=4.040, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:10,  2.01it/s, loss=0.354, pair=0.085, adv=4.040, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:10,  2.01it/s, loss=0.322, pair=0.060, adv=4.114, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:03,  2.11it/s, loss=0.322, pair=0.060, adv=4.114, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:03,  2.11it/s, loss=0.333, pair=0.038, adv=3.997, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:12,  1.96it/s, loss=0.333, pair=0.038, adv=3.997, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:37<02:12,  1.96it/s, loss=0.340, pair=0.052, adv=4.542, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:07,  2.03it/s, loss=0.340, pair=0.052, adv=4.542, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:38<02:07,  2.03it/s, loss=0.360, pair=0.095, adv=5.383, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:19,  1.85it/s, loss=0.360, pair=0.095, adv=5.383, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:19,  1.85it/s, loss=0.346, pair=0.039, adv=3.247, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:13,  1.92it/s, loss=0.346, pair=0.039, adv=3.247, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:39<02:13,  1.92it/s, loss=0.419, pair=0.070, adv=3.305, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:22,  1.80it/s, loss=0.419, pair=0.070, adv=3.305, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:22,  1.80it/s, loss=0.351, pair=0.090, adv=4.167, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:13,  1.91it/s, loss=0.351, pair=0.090, adv=4.167, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:40<02:13,  1.91it/s, loss=0.376, pair=0.060, adv=4.681, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:20,  1.81it/s, loss=0.376, pair=0.060, adv=4.681, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:20,  1.81it/s, loss=0.391, pair=0.058, adv=4.417, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:12,  1.91it/s, loss=0.391, pair=0.058, adv=4.417, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:41<02:12,  1.91it/s, loss=0.405, pair=0.043, adv=3.951, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:20,  1.80it/s, loss=0.405, pair=0.043, adv=3.951, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:20,  1.80it/s, loss=0.334, pair=0.032, adv=3.520, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<02:10,  1.92it/s, loss=0.334, pair=0.032, adv=3.520, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:42<02:10,  1.92it/s, loss=0.352, pair=0.075, adv=3.838, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:17,  1.82it/s, loss=0.352, pair=0.075, adv=3.838, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:17,  1.82it/s, loss=0.320, pair=0.035, adv=4.520, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<02:06,  1.97it/s, loss=0.320, pair=0.035, adv=4.520, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:43<02:06,  1.97it/s, loss=0.440, pair=0.035, adv=3.905, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:15,  1.82it/s, loss=0.440, pair=0.035, adv=3.905, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:15,  1.82it/s, loss=0.322, pair=0.007, adv=3.447, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<02:07,  1.94it/s, loss=0.322, pair=0.007, adv=3.447, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:44<02:07,  1.94it/s, loss=0.340, pair=0.010, adv=4.423, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:44<02:15,  1.82it/s, loss=0.340, pair=0.010, adv=4.423, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:44<02:15,  1.82it/s, loss=0.367, pair=0.021, adv=4.688, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<02:06,  1.93it/s, loss=0.367, pair=0.021, adv=4.688, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:45<02:06,  1.93it/s, loss=0.383, pair=0.029, adv=3.672, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:45<02:25,  1.67it/s, loss=0.383, pair=0.029, adv=3.672, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:46<02:25,  1.67it/s, loss=0.389, pair=0.030, adv=3.670, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:46<02:14,  1.80it/s, loss=0.389, pair=0.030, adv=3.670, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:46<02:14,  1.80it/s, loss=0.373, pair=0.011, adv=3.813, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:46<02:19,  1.74it/s, loss=0.373, pair=0.011, adv=3.813, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:47<02:19,  1.74it/s, loss=0.307, pair=0.009, adv=3.467, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:47<02:08,  1.87it/s, loss=0.307, pair=0.009, adv=3.467, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:47<02:08,  1.87it/s, loss=0.372, pair=0.031, adv=4.012, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:47<02:16,  1.76it/s, loss=0.372, pair=0.031, adv=4.012, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:48<02:16,  1.76it/s, loss=0.315, pair=0.038, adv=2.959, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:48<02:08,  1.86it/s, loss=0.315, pair=0.038, adv=2.959, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:48<02:08,  1.86it/s, loss=0.449, pair=0.031, adv=3.256, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:48<02:12,  1.80it/s, loss=0.449, pair=0.031, adv=3.256, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:49<02:12,  1.80it/s, loss=0.332, pair=0.034, adv=3.191, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:49<02:03,  1.91it/s, loss=0.332, pair=0.034, adv=3.191, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:50<02:03,  1.91it/s, loss=0.382, pair=0.053, adv=4.650, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:50<02:11,  1.80it/s, loss=0.382, pair=0.053, adv=4.650, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:50<02:11,  1.80it/s, loss=0.374, pair=0.064, adv=4.844, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:50<02:04,  1.88it/s, loss=0.374, pair=0.064, adv=4.844, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:51<02:04,  1.88it/s, loss=0.357, pair=0.017, adv=4.061, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:51<02:11,  1.78it/s, loss=0.357, pair=0.017, adv=4.061, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:51<02:11,  1.78it/s, loss=0.321, pair=0.036, adv=2.724, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:51<02:02,  1.90it/s, loss=0.321, pair=0.036, adv=2.724, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:52<02:02,  1.90it/s, loss=0.445, pair=0.013, adv=3.373, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:52<02:09,  1.80it/s, loss=0.445, pair=0.013, adv=3.373, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:52<02:09,  1.80it/s, loss=0.288, pair=0.006, adv=2.525, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:52<02:01,  1.90it/s, loss=0.288, pair=0.006, adv=2.525, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:53<02:01,  1.90it/s, loss=0.328, pair=0.011, adv=4.015, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:53<02:03,  1.86it/s, loss=0.328, pair=0.011, adv=4.015, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:53<02:03,  1.86it/s, loss=0.346, pair=0.024, adv=2.368, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:53<01:55,  1.98it/s, loss=0.346, pair=0.024, adv=2.368, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:54<01:55,  1.98it/s, loss=0.315, pair=0.019, adv=3.948, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:54<01:56,  1.96it/s, loss=0.315, pair=0.019, adv=3.948, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:54<01:56,  1.96it/s, loss=0.356, pair=0.037, adv=2.539, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:54<01:50,  2.05it/s, loss=0.356, pair=0.037, adv=2.539, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:55<01:50,  2.05it/s, loss=0.313, pair=0.034, adv=3.174, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:55<01:54,  1.98it/s, loss=0.313, pair=0.034, adv=3.174, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:55<01:54,  1.98it/s, loss=0.329, pair=0.013, adv=2.704, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:55<01:47,  2.10it/s, loss=0.329, pair=0.013, adv=2.704, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:56<01:47,  2.10it/s, loss=0.447, pair=0.039, adv=4.412, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:56<01:51,  2.00it/s, loss=0.447, pair=0.039, adv=4.412, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:56<01:51,  2.00it/s, loss=0.321, pair=0.037, adv=2.447, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:56<01:44,  2.13it/s, loss=0.321, pair=0.037, adv=2.447, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:57<01:44,  2.13it/s, loss=0.334, pair=0.034, adv=3.169, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:57<01:50,  2.01it/s, loss=0.334, pair=0.034, adv=3.169, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:57<01:50,  2.01it/s, loss=0.340, pair=0.056, adv=4.874, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:57<01:44,  2.11it/s, loss=0.340, pair=0.056, adv=4.874, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:58<01:44,  2.11it/s, loss=0.316, pair=0.003, adv=2.230, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:58<01:47,  2.04it/s, loss=0.316, pair=0.003, adv=2.230, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:58<01:47,  2.04it/s, loss=0.351, pair=0.030, adv=3.398, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:58<01:40,  2.17it/s, loss=0.351, pair=0.030, adv=3.398, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:59<01:40,  2.17it/s, loss=0.358, pair=0.024, adv=3.190, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:59<01:47,  2.03it/s, loss=0.358, pair=0.024, adv=3.190, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:59<01:47,  2.03it/s, loss=0.508, pair=1.867, adv=2.870, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:59<01:42,  2.12it/s, loss=0.508, pair=1.867, adv=2.870, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  52%|▌| 236/453 [02:00<01:42,  2.12it/s, loss=0.333, pair=0.017, adv=3.368, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  52%|▌| 237/453 [02:00<01:54,  1.89it/s, loss=0.333, pair=0.017, adv=3.368, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  52%|▌| 237/453 [02:00<01:54,  1.89it/s, loss=0.396, pair=0.732, adv=5.046, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  53%|▌| 238/453 [02:00<01:46,  2.02it/s, loss=0.396, pair=0.732, adv=5.046, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  53%|▌| 238/453 [02:01<01:46,  2.02it/s, loss=0.357, pair=0.032, adv=4.250, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:01<01:47,  1.99it/s, loss=0.357, pair=0.032, adv=4.250, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:01<01:47,  1.99it/s, loss=0.321, pair=0.026, adv=4.370, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:01<01:42,  2.07it/s, loss=0.321, pair=0.026, adv=4.370, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:02<01:42,  2.07it/s, loss=0.322, pair=0.023, adv=3.454, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:02<01:45,  2.00it/s, loss=0.322, pair=0.023, adv=3.454, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:02<01:45,  2.00it/s, loss=0.346, pair=0.016, adv=3.178, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:02<01:40,  2.09it/s, loss=0.346, pair=0.016, adv=3.178, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:03<01:40,  2.09it/s, loss=0.365, pair=0.012, adv=3.544, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:03<01:45,  1.99it/s, loss=0.365, pair=0.012, adv=3.544, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:03<01:45,  1.99it/s, loss=0.345, pair=0.268, adv=3.502, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:03<01:39,  2.10it/s, loss=0.345, pair=0.268, adv=3.502, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:03<01:39,  2.10it/s, loss=0.305, pair=0.053, adv=3.183, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:03<01:40,  2.06it/s, loss=0.305, pair=0.053, adv=3.183, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:04<01:40,  2.06it/s, loss=0.327, pair=0.046, adv=4.187, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:04<01:35,  2.17it/s, loss=0.327, pair=0.046, adv=4.187, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:04<01:35,  2.17it/s, loss=0.361, pair=0.005, adv=5.237, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:04<01:40,  2.05it/s, loss=0.361, pair=0.005, adv=5.237, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:05<01:40,  2.05it/s, loss=0.382, pair=0.053, adv=4.648, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:05<01:35,  2.14it/s, loss=0.382, pair=0.053, adv=4.648, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:05<01:35,  2.14it/s, loss=0.327, pair=0.024, adv=3.759, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:05<01:40,  2.04it/s, loss=0.327, pair=0.024, adv=3.759, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:06<01:40,  2.04it/s, loss=0.285, pair=0.005, adv=2.848, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:06<01:34,  2.14it/s, loss=0.285, pair=0.005, adv=2.848, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:06<01:34,  2.14it/s, loss=0.322, pair=0.005, adv=6.862, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:38,  2.04it/s, loss=0.322, pair=0.005, adv=6.862, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:07<01:38,  2.04it/s, loss=0.308, pair=0.034, adv=4.464, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:07<01:34,  2.13it/s, loss=0.308, pair=0.034, adv=4.464, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:07<01:34,  2.13it/s, loss=0.290, pair=0.030, adv=4.688, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:37,  2.04it/s, loss=0.290, pair=0.030, adv=4.688, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:08<01:37,  2.04it/s, loss=0.332, pair=0.070, adv=4.343, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:08<01:32,  2.16it/s, loss=0.332, pair=0.070, adv=4.343, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:08<01:32,  2.16it/s, loss=0.342, pair=0.069, adv=4.395, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:35,  2.07it/s, loss=0.342, pair=0.069, adv=4.395, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:09<01:35,  2.07it/s, loss=0.364, pair=0.072, adv=6.107, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:09<01:32,  2.13it/s, loss=0.364, pair=0.072, adv=6.107, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:09<01:32,  2.13it/s, loss=0.322, pair=0.048, adv=4.210, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:34,  2.07it/s, loss=0.322, pair=0.048, adv=4.210, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:10<01:34,  2.07it/s, loss=0.352, pair=0.047, adv=5.040, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:10<01:29,  2.17it/s, loss=0.352, pair=0.047, adv=5.040, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:10<01:29,  2.17it/s, loss=0.373, pair=0.020, adv=4.634, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:10<01:34,  2.05it/s, loss=0.373, pair=0.020, adv=4.634, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:11<01:34,  2.05it/s, loss=0.360, pair=0.031, adv=4.359, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:11<01:30,  2.13it/s, loss=0.360, pair=0.031, adv=4.359, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:11<01:30,  2.13it/s, loss=0.342, pair=0.022, adv=3.381, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:11<01:40,  1.90it/s, loss=0.342, pair=0.022, adv=3.381, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:12<01:40,  1.90it/s, loss=0.351, pair=0.021, adv=3.947, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:12<01:34,  2.02it/s, loss=0.351, pair=0.021, adv=3.947, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:12<01:34,  2.02it/s, loss=0.358, pair=0.012, adv=5.681, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:37,  1.96it/s, loss=0.358, pair=0.012, adv=5.681, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:13<01:37,  1.96it/s, loss=0.294, pair=0.040, adv=2.901, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:13<01:30,  2.09it/s, loss=0.294, pair=0.040, adv=2.901, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:13<01:30,  2.09it/s, loss=0.336, pair=0.032, adv=4.908, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:33,  2.02it/s, loss=0.336, pair=0.032, adv=4.908, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:14<01:33,  2.02it/s, loss=0.349, pair=0.009, adv=3.507, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:14<01:28,  2.11it/s, loss=0.349, pair=0.009, adv=3.507, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:14<01:28,  2.11it/s, loss=0.425, pair=0.015, adv=3.360, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:31,  2.02it/s, loss=0.425, pair=0.015, adv=3.360, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:31,  2.02it/s, loss=0.355, pair=0.046, adv=3.121, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:27,  2.12it/s, loss=0.355, pair=0.046, adv=3.121, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:15<01:27,  2.12it/s, loss=0.385, pair=0.039, adv=5.304, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:30,  2.03it/s, loss=0.385, pair=0.039, adv=5.304, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:30,  2.03it/s, loss=0.330, pair=0.027, adv=4.202, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:25,  2.13it/s, loss=0.330, pair=0.027, adv=4.202, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:16<01:25,  2.13it/s, loss=0.305, pair=0.034, adv=3.036, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:16<01:27,  2.08it/s, loss=0.305, pair=0.034, adv=3.036, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:16<01:27,  2.08it/s, loss=0.329, pair=0.015, adv=4.054, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:23,  2.17it/s, loss=0.329, pair=0.015, adv=4.054, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:17<01:23,  2.17it/s, loss=0.398, pair=0.024, adv=3.354, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:17<01:27,  2.05it/s, loss=0.398, pair=0.024, adv=3.354, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:17<01:27,  2.05it/s, loss=0.540, pair=1.670, adv=4.576, sprd=0.032
Ep 014/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:24,  2.12it/s, loss=0.540, pair=1.670, adv=4.576, sprd=0.032
Ep 014/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:18<01:24,  2.12it/s, loss=0.338, pair=0.032, adv=4.183, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:18<01:28,  2.01it/s, loss=0.338, pair=0.032, adv=4.183, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:18<01:28,  2.01it/s, loss=0.347, pair=0.135, adv=4.171, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:22,  2.15it/s, loss=0.347, pair=0.135, adv=4.171, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:19<01:22,  2.15it/s, loss=0.318, pair=0.141, adv=2.726, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:19<01:24,  2.07it/s, loss=0.318, pair=0.141, adv=2.726, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:19<01:24,  2.07it/s, loss=0.312, pair=0.018, adv=5.543, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:20,  2.17it/s, loss=0.312, pair=0.018, adv=5.543, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:20<01:20,  2.17it/s, loss=0.336, pair=0.024, adv=3.074, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:24,  2.06it/s, loss=0.336, pair=0.024, adv=3.074, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:24,  2.06it/s, loss=0.376, pair=0.034, adv=3.102, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:20,  2.15it/s, loss=0.376, pair=0.034, adv=3.102, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:21<01:20,  2.15it/s, loss=0.358, pair=0.061, adv=4.135, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:21<01:24,  2.03it/s, loss=0.358, pair=0.061, adv=4.135, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:21<01:24,  2.03it/s, loss=0.357, pair=0.051, adv=3.522, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:21,  2.10it/s, loss=0.357, pair=0.051, adv=3.522, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:22<01:21,  2.10it/s, loss=0.285, pair=0.098, adv=2.469, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:22<01:24,  2.02it/s, loss=0.285, pair=0.098, adv=2.469, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:22<01:24,  2.02it/s, loss=0.322, pair=0.034, adv=3.650, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:20,  2.11it/s, loss=0.322, pair=0.034, adv=3.650, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:23<01:20,  2.11it/s, loss=0.355, pair=0.111, adv=4.900, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:23<01:23,  2.00it/s, loss=0.355, pair=0.111, adv=4.900, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:23<01:23,  2.00it/s, loss=0.341, pair=0.087, adv=3.435, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:19,  2.11it/s, loss=0.341, pair=0.087, adv=3.435, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:24<01:19,  2.11it/s, loss=0.395, pair=0.091, adv=3.889, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:24<01:22,  2.00it/s, loss=0.395, pair=0.091, adv=3.889, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:24<01:22,  2.00it/s, loss=0.368, pair=0.062, adv=3.876, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:20,  2.05it/s, loss=0.368, pair=0.062, adv=3.876, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:25<01:20,  2.05it/s, loss=0.332, pair=0.021, adv=3.881, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:25<01:21,  2.01it/s, loss=0.332, pair=0.021, adv=3.881, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:25<01:21,  2.01it/s, loss=0.307, pair=0.030, adv=3.965, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:17,  2.12it/s, loss=0.307, pair=0.030, adv=3.965, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:26<01:17,  2.12it/s, loss=0.369, pair=0.075, adv=3.653, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:26<01:23,  1.94it/s, loss=0.369, pair=0.075, adv=3.653, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:26<01:23,  1.94it/s, loss=0.312, pair=0.023, adv=2.979, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:19,  2.03it/s, loss=0.312, pair=0.023, adv=2.979, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:27<01:19,  2.03it/s, loss=0.396, pair=0.056, adv=4.387, sprd=0.031
Ep 014/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:27<01:25,  1.87it/s, loss=0.396, pair=0.056, adv=4.387, sprd=0.031
Ep 014/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:27<01:25,  1.87it/s, loss=0.369, pair=0.019, adv=4.394, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:22,  1.94it/s, loss=0.369, pair=0.019, adv=4.394, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:28<01:22,  1.94it/s, loss=0.415, pair=0.004, adv=4.282, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:28<01:25,  1.86it/s, loss=0.415, pair=0.004, adv=4.282, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:28<01:25,  1.86it/s, loss=0.342, pair=0.013, adv=3.248, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:20,  1.95it/s, loss=0.342, pair=0.013, adv=3.248, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:29<01:20,  1.95it/s, loss=0.444, pair=0.052, adv=3.336, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:29<01:24,  1.85it/s, loss=0.444, pair=0.052, adv=3.336, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:29<01:24,  1.85it/s, loss=0.477, pair=1.215, adv=3.157, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:19,  1.94it/s, loss=0.477, pair=1.215, adv=3.157, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:30<01:19,  1.94it/s, loss=0.342, pair=0.028, adv=3.267, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:30<01:26,  1.79it/s, loss=0.342, pair=0.028, adv=3.267, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:30<01:26,  1.79it/s, loss=0.363, pair=0.047, adv=3.232, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:20,  1.90it/s, loss=0.363, pair=0.047, adv=3.232, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:31<01:20,  1.90it/s, loss=0.315, pair=0.001, adv=3.724, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:31<01:24,  1.80it/s, loss=0.315, pair=0.001, adv=3.724, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:32<01:24,  1.80it/s, loss=0.312, pair=0.025, adv=5.610, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:32<01:18,  1.93it/s, loss=0.312, pair=0.025, adv=5.610, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:32<01:18,  1.93it/s, loss=0.314, pair=0.008, adv=2.630, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:32<01:22,  1.82it/s, loss=0.314, pair=0.008, adv=2.630, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:33<01:22,  1.82it/s, loss=0.348, pair=0.007, adv=3.113, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:33<01:17,  1.93it/s, loss=0.348, pair=0.007, adv=3.113, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:33<01:17,  1.93it/s, loss=0.334, pair=0.007, adv=4.756, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:33<01:22,  1.80it/s, loss=0.334, pair=0.007, adv=4.756, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:34<01:22,  1.80it/s, loss=0.380, pair=0.012, adv=4.936, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:34<01:17,  1.89it/s, loss=0.380, pair=0.012, adv=4.936, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:34<01:17,  1.89it/s, loss=0.352, pair=0.011, adv=3.946, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:34<01:22,  1.77it/s, loss=0.352, pair=0.011, adv=3.946, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:35<01:22,  1.77it/s, loss=0.325, pair=0.011, adv=3.175, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:35<01:16,  1.90it/s, loss=0.325, pair=0.011, adv=3.175, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:35<01:16,  1.90it/s, loss=0.295, pair=0.029, adv=2.546, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:35<01:22,  1.75it/s, loss=0.295, pair=0.029, adv=2.546, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:36<01:22,  1.75it/s, loss=0.328, pair=0.009, adv=4.528, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:36<01:16,  1.87it/s, loss=0.328, pair=0.009, adv=4.528, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:37<01:16,  1.87it/s, loss=0.365, pair=0.022, adv=4.196, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:37<01:21,  1.73it/s, loss=0.365, pair=0.022, adv=4.196, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:37<01:21,  1.73it/s, loss=0.347, pair=0.024, adv=2.941, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:37<01:15,  1.88it/s, loss=0.347, pair=0.024, adv=2.941, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:38<01:15,  1.88it/s, loss=0.340, pair=0.023, adv=3.116, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:38<01:18,  1.78it/s, loss=0.340, pair=0.023, adv=3.116, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:38<01:18,  1.78it/s, loss=0.339, pair=0.020, adv=2.658, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:38<01:12,  1.91it/s, loss=0.339, pair=0.020, adv=2.658, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:39<01:12,  1.91it/s, loss=0.343, pair=0.036, adv=3.669, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:39<01:20,  1.71it/s, loss=0.343, pair=0.036, adv=3.669, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:39<01:20,  1.71it/s, loss=0.322, pair=0.020, adv=4.272, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:39<01:15,  1.82it/s, loss=0.322, pair=0.020, adv=4.272, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:40<01:15,  1.82it/s, loss=0.318, pair=0.017, adv=3.164, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:40<01:18,  1.74it/s, loss=0.318, pair=0.017, adv=3.164, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:40<01:18,  1.74it/s, loss=0.288, pair=0.014, adv=3.120, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:40<01:11,  1.88it/s, loss=0.288, pair=0.014, adv=3.120, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:41<01:11,  1.88it/s, loss=0.324, pair=0.014, adv=2.816, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:41<01:14,  1.80it/s, loss=0.324, pair=0.014, adv=2.816, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:41<01:14,  1.80it/s, loss=0.364, pair=0.022, adv=3.673, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:41<01:09,  1.92it/s, loss=0.364, pair=0.022, adv=3.673, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:42<01:09,  1.92it/s, loss=0.449, pair=0.012, adv=7.819, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:42<01:08,  1.92it/s, loss=0.449, pair=0.012, adv=7.819, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:42<01:08,  1.92it/s, loss=0.323, pair=0.014, adv=3.676, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:42<01:04,  2.04it/s, loss=0.323, pair=0.014, adv=3.676, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:43<01:04,  2.04it/s, loss=0.325, pair=0.011, adv=4.827, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:43<01:06,  1.97it/s, loss=0.325, pair=0.011, adv=4.827, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:43<01:06,  1.97it/s, loss=0.302, pair=0.013, adv=4.019, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:43<01:02,  2.07it/s, loss=0.302, pair=0.013, adv=4.019, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:44<01:02,  2.07it/s, loss=0.342, pair=0.010, adv=4.006, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:44<01:04,  1.99it/s, loss=0.342, pair=0.010, adv=4.006, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:44<01:04,  1.99it/s, loss=0.338, pair=0.012, adv=2.645, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:44<01:00,  2.09it/s, loss=0.338, pair=0.012, adv=2.645, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:45<01:00,  2.09it/s, loss=0.369, pair=0.006, adv=3.508, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:45<01:02,  2.02it/s, loss=0.369, pair=0.006, adv=3.508, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:45<01:02,  2.02it/s, loss=0.367, pair=0.008, adv=4.058, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:45<00:59,  2.11it/s, loss=0.367, pair=0.008, adv=4.058, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:46<00:59,  2.11it/s, loss=0.363, pair=0.016, adv=3.004, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:46<01:02,  2.00it/s, loss=0.363, pair=0.016, adv=3.004, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:46<01:02,  2.00it/s, loss=0.400, pair=0.013, adv=3.357, sprd=0.030
Ep 014/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:46<00:58,  2.09it/s, loss=0.400, pair=0.013, adv=3.357, sprd=0.030
Ep 014/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:47<00:58,  2.09it/s, loss=0.357, pair=0.003, adv=3.516, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:47<01:01,  1.97it/s, loss=0.357, pair=0.003, adv=3.516, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:47<01:01,  1.97it/s, loss=0.373, pair=0.013, adv=5.148, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:47<00:58,  2.07it/s, loss=0.373, pair=0.013, adv=5.148, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:48<00:58,  2.07it/s, loss=0.369, pair=0.017, adv=3.629, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:48<00:58,  2.04it/s, loss=0.369, pair=0.017, adv=3.629, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:48<00:58,  2.04it/s, loss=0.369, pair=0.013, adv=3.803, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:48<00:55,  2.15it/s, loss=0.369, pair=0.013, adv=3.803, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:49<00:55,  2.15it/s, loss=0.320, pair=0.013, adv=4.678, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:49<00:56,  2.07it/s, loss=0.320, pair=0.013, adv=4.678, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:49<00:56,  2.07it/s, loss=0.351, pair=0.035, adv=3.226, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:49<00:54,  2.13it/s, loss=0.351, pair=0.035, adv=3.226, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:50<00:54,  2.13it/s, loss=0.377, pair=0.005, adv=4.846, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:50<00:56,  2.04it/s, loss=0.377, pair=0.005, adv=4.846, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:50<00:56,  2.04it/s, loss=0.321, pair=0.001, adv=4.986, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:50<00:54,  2.11it/s, loss=0.321, pair=0.001, adv=4.986, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:51<00:54,  2.11it/s, loss=0.376, pair=0.011, adv=4.693, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:51<00:55,  2.06it/s, loss=0.376, pair=0.011, adv=4.693, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:51<00:55,  2.06it/s, loss=0.317, pair=0.013, adv=3.019, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:51<00:52,  2.17it/s, loss=0.317, pair=0.013, adv=3.019, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:51<00:52,  2.17it/s, loss=0.377, pair=0.016, adv=3.750, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:51<00:53,  2.09it/s, loss=0.377, pair=0.016, adv=3.750, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:52<00:53,  2.09it/s, loss=0.339, pair=0.004, adv=3.247, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:52<00:51,  2.16it/s, loss=0.339, pair=0.004, adv=3.247, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:52<00:51,  2.16it/s, loss=0.352, pair=0.032, adv=2.842, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:52<00:51,  2.12it/s, loss=0.352, pair=0.032, adv=2.842, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:53<00:51,  2.12it/s, loss=0.356, pair=0.016, adv=3.552, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:53<00:52,  2.07it/s, loss=0.356, pair=0.016, adv=3.552, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:53<00:52,  2.07it/s, loss=0.345, pair=0.034, adv=2.898, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:53<00:53,  2.01it/s, loss=0.345, pair=0.034, adv=2.898, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:54<00:53,  2.01it/s, loss=0.315, pair=0.022, adv=3.189, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:54<00:50,  2.13it/s, loss=0.315, pair=0.022, adv=3.189, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:54<00:50,  2.13it/s, loss=0.342, pair=0.016, adv=3.173, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:54<00:52,  2.02it/s, loss=0.342, pair=0.016, adv=3.173, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:55<00:52,  2.02it/s, loss=0.332, pair=0.008, adv=4.386, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:55<00:49,  2.12it/s, loss=0.332, pair=0.008, adv=4.386, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:55<00:49,  2.12it/s, loss=0.332, pair=0.016, adv=3.814, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:55<00:50,  2.05it/s, loss=0.332, pair=0.016, adv=3.814, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:56<00:50,  2.05it/s, loss=0.304, pair=0.016, adv=4.286, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:56<00:47,  2.16it/s, loss=0.304, pair=0.016, adv=4.286, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:56<00:47,  2.16it/s, loss=0.357, pair=0.020, adv=3.554, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:56<00:48,  2.11it/s, loss=0.357, pair=0.020, adv=3.554, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:57<00:48,  2.11it/s, loss=0.368, pair=0.003, adv=5.467, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:57<00:46,  2.19it/s, loss=0.368, pair=0.003, adv=5.467, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:57<00:46,  2.19it/s, loss=0.374, pair=0.037, adv=5.509, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:48,  2.05it/s, loss=0.374, pair=0.037, adv=5.509, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:58<00:48,  2.05it/s, loss=0.558, pair=2.053, adv=4.247, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:58<00:46,  2.14it/s, loss=0.558, pair=2.053, adv=4.247, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:58<00:46,  2.14it/s, loss=0.338, pair=0.000, adv=3.832, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:58<00:48,  2.04it/s, loss=0.338, pair=0.000, adv=3.832, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:59<00:48,  2.04it/s, loss=0.321, pair=0.019, adv=2.325, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:59<00:45,  2.15it/s, loss=0.321, pair=0.019, adv=2.325, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:59<00:45,  2.15it/s, loss=0.420, pair=0.012, adv=4.566, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:59<00:46,  2.05it/s, loss=0.420, pair=0.012, adv=4.566, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  79%|▊| 357/453 [03:00<00:46,  2.05it/s, loss=0.293, pair=0.026, adv=2.221, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  79%|▊| 358/453 [03:00<00:44,  2.14it/s, loss=0.293, pair=0.026, adv=2.221, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  79%|▊| 358/453 [03:00<00:44,  2.14it/s, loss=0.356, pair=0.030, adv=4.463, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  79%|▊| 359/453 [03:00<00:46,  2.03it/s, loss=0.356, pair=0.030, adv=4.463, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  79%|▊| 359/453 [03:01<00:46,  2.03it/s, loss=0.319, pair=0.008, adv=2.762, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:01<00:43,  2.14it/s, loss=0.319, pair=0.008, adv=2.762, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:01<00:43,  2.14it/s, loss=0.392, pair=0.026, adv=6.175, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:01<00:44,  2.07it/s, loss=0.392, pair=0.026, adv=6.175, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:01<00:44,  2.07it/s, loss=0.338, pair=0.023, adv=6.300, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:41,  2.17it/s, loss=0.338, pair=0.023, adv=6.300, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:02<00:41,  2.17it/s, loss=0.371, pair=0.039, adv=3.321, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:02<00:42,  2.11it/s, loss=0.371, pair=0.039, adv=3.321, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:02<00:42,  2.11it/s, loss=0.369, pair=0.039, adv=3.575, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:39,  2.24it/s, loss=0.369, pair=0.039, adv=3.575, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:03<00:39,  2.24it/s, loss=0.348, pair=0.001, adv=5.395, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:03<00:40,  2.18it/s, loss=0.348, pair=0.001, adv=5.395, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:03<00:40,  2.18it/s, loss=0.352, pair=0.025, adv=4.295, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:38,  2.27it/s, loss=0.352, pair=0.025, adv=4.295, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:04<00:38,  2.27it/s, loss=0.328, pair=0.051, adv=4.694, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:04<00:42,  2.03it/s, loss=0.328, pair=0.051, adv=4.694, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:04<00:42,  2.03it/s, loss=0.331, pair=0.046, adv=5.492, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:40,  2.11it/s, loss=0.331, pair=0.046, adv=5.492, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:05<00:40,  2.11it/s, loss=0.318, pair=0.018, adv=6.352, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:05<00:41,  2.04it/s, loss=0.318, pair=0.018, adv=6.352, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:05<00:41,  2.04it/s, loss=0.384, pair=0.006, adv=5.357, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:38,  2.14it/s, loss=0.384, pair=0.006, adv=5.357, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:06<00:38,  2.14it/s, loss=0.361, pair=0.011, adv=4.705, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:06<00:40,  2.04it/s, loss=0.361, pair=0.011, adv=4.705, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:06<00:40,  2.04it/s, loss=0.371, pair=0.009, adv=3.150, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:38,  2.13it/s, loss=0.371, pair=0.009, adv=3.150, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:07<00:38,  2.13it/s, loss=0.300, pair=0.014, adv=6.975, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:07<00:38,  2.05it/s, loss=0.300, pair=0.014, adv=6.975, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:07<00:38,  2.05it/s, loss=0.351, pair=0.024, adv=2.927, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:36,  2.15it/s, loss=0.351, pair=0.024, adv=2.927, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:08<00:36,  2.15it/s, loss=0.326, pair=0.008, adv=2.978, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:08<00:37,  2.07it/s, loss=0.326, pair=0.008, adv=2.978, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:08<00:37,  2.07it/s, loss=0.377, pair=0.015, adv=3.693, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:36,  2.12it/s, loss=0.377, pair=0.015, adv=3.693, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:09<00:36,  2.12it/s, loss=0.408, pair=0.000, adv=3.082, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:09<00:36,  2.06it/s, loss=0.408, pair=0.000, adv=3.082, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:09<00:36,  2.06it/s, loss=0.327, pair=0.062, adv=3.514, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:33,  2.24it/s, loss=0.327, pair=0.062, adv=3.514, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:10<00:33,  2.24it/s, loss=0.374, pair=0.010, adv=5.672, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:10<00:35,  2.08it/s, loss=0.374, pair=0.010, adv=5.672, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:10<00:35,  2.08it/s, loss=0.340, pair=0.025, adv=4.959, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.18it/s, loss=0.340, pair=0.025, adv=4.959, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.18it/s, loss=0.348, pair=0.031, adv=3.867, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:34,  2.08it/s, loss=0.348, pair=0.031, adv=3.867, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:11<00:34,  2.08it/s, loss=0.689, pair=0.053, adv=4.035, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:32,  2.15it/s, loss=0.689, pair=0.053, adv=4.035, sprd=0.029
Ep 014/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:32,  2.15it/s, loss=0.799, pair=0.023, adv=3.527, sprd=0.034
Ep 014/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.02it/s, loss=0.799, pair=0.023, adv=3.527, sprd=0.034
Ep 014/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:12<00:34,  2.02it/s, loss=0.335, pair=0.005, adv=2.785, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:32,  2.12it/s, loss=0.335, pair=0.005, adv=2.785, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:32,  2.12it/s, loss=0.300, pair=0.052, adv=5.661, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.04it/s, loss=0.300, pair=0.052, adv=5.661, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:13<00:33,  2.04it/s, loss=0.334, pair=0.010, adv=3.034, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:31,  2.11it/s, loss=0.334, pair=0.010, adv=3.034, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:31,  2.11it/s, loss=0.346, pair=0.008, adv=5.783, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:32,  2.03it/s, loss=0.346, pair=0.008, adv=5.783, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:14<00:32,  2.03it/s, loss=0.374, pair=0.041, adv=3.889, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:30,  2.15it/s, loss=0.374, pair=0.041, adv=3.889, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:30,  2.15it/s, loss=0.361, pair=0.010, adv=3.148, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.06it/s, loss=0.361, pair=0.010, adv=3.148, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:15<00:31,  2.06it/s, loss=0.313, pair=0.009, adv=4.001, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:29,  2.14it/s, loss=0.313, pair=0.009, adv=4.001, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:29,  2.14it/s, loss=0.330, pair=0.019, adv=4.428, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:31,  1.98it/s, loss=0.330, pair=0.019, adv=4.428, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:16<00:31,  1.98it/s, loss=0.338, pair=0.031, adv=6.898, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:30,  2.02it/s, loss=0.338, pair=0.031, adv=6.898, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:30,  2.02it/s, loss=0.371, pair=0.011, adv=4.596, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:32,  1.86it/s, loss=0.371, pair=0.011, adv=4.596, sprd=0.027
Ep 014/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:17<00:32,  1.86it/s, loss=0.355, pair=0.017, adv=5.279, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:29,  1.97it/s, loss=0.355, pair=0.017, adv=5.279, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:18<00:29,  1.97it/s, loss=0.330, pair=0.027, adv=3.392, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:18<00:32,  1.77it/s, loss=0.330, pair=0.027, adv=3.392, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:18<00:32,  1.77it/s, loss=0.395, pair=0.027, adv=4.682, sprd=0.030
Ep 014/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:30,  1.88it/s, loss=0.395, pair=0.027, adv=4.682, sprd=0.030
Ep 014/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:19<00:30,  1.88it/s, loss=0.312, pair=0.018, adv=4.087, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:19<00:30,  1.82it/s, loss=0.312, pair=0.018, adv=4.087, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:19<00:30,  1.82it/s, loss=0.304, pair=0.022, adv=6.466, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:28,  1.90it/s, loss=0.304, pair=0.022, adv=6.466, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:20<00:28,  1.90it/s, loss=0.311, pair=0.006, adv=4.032, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:20<00:30,  1.78it/s, loss=0.311, pair=0.006, adv=4.032, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:20<00:30,  1.78it/s, loss=0.319, pair=0.032, adv=6.972, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:28,  1.88it/s, loss=0.319, pair=0.032, adv=6.972, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:21<00:28,  1.88it/s, loss=0.346, pair=0.006, adv=4.893, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:21<00:29,  1.78it/s, loss=0.346, pair=0.006, adv=4.893, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:21<00:29,  1.78it/s, loss=0.353, pair=0.016, adv=3.238, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:27,  1.89it/s, loss=0.353, pair=0.016, adv=3.238, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:22<00:27,  1.89it/s, loss=0.351, pair=0.020, adv=5.320, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:22<00:27,  1.82it/s, loss=0.351, pair=0.020, adv=5.320, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:22<00:27,  1.82it/s, loss=0.388, pair=0.018, adv=6.145, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:22<00:25,  1.92it/s, loss=0.388, pair=0.018, adv=6.145, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:23<00:25,  1.92it/s, loss=0.368, pair=0.026, adv=5.125, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:23<00:26,  1.85it/s, loss=0.368, pair=0.026, adv=5.125, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:23<00:26,  1.85it/s, loss=0.338, pair=0.044, adv=3.286, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:23<00:24,  1.93it/s, loss=0.338, pair=0.044, adv=3.286, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:24<00:24,  1.93it/s, loss=0.333, pair=0.025, adv=4.192, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:24<00:25,  1.83it/s, loss=0.333, pair=0.025, adv=4.192, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:24<00:25,  1.83it/s, loss=0.557, pair=2.479, adv=4.349, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:24<00:23,  1.94it/s, loss=0.557, pair=2.479, adv=4.349, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:25<00:23,  1.94it/s, loss=0.373, pair=0.501, adv=5.820, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:25<00:24,  1.81it/s, loss=0.373, pair=0.501, adv=5.820, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:26<00:24,  1.81it/s, loss=0.374, pair=0.050, adv=5.772, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:26<00:22,  1.90it/s, loss=0.374, pair=0.050, adv=5.772, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:26<00:22,  1.90it/s, loss=0.334, pair=0.028, adv=6.509, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:26<00:23,  1.83it/s, loss=0.334, pair=0.028, adv=6.509, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:27<00:23,  1.83it/s, loss=0.493, pair=2.010, adv=6.844, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:27<00:21,  1.91it/s, loss=0.493, pair=2.010, adv=6.844, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:27<00:21,  1.91it/s, loss=0.341, pair=0.026, adv=4.002, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:27<00:21,  1.87it/s, loss=0.341, pair=0.026, adv=4.002, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:28<00:21,  1.87it/s, loss=0.353, pair=0.043, adv=5.876, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:28<00:19,  1.96it/s, loss=0.353, pair=0.043, adv=5.876, sprd=0.023
Ep 014/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:28<00:19,  1.96it/s, loss=0.312, pair=0.031, adv=6.505, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:28<00:20,  1.87it/s, loss=0.312, pair=0.031, adv=6.505, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:29<00:20,  1.87it/s, loss=0.338, pair=0.059, adv=4.135, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:29<00:18,  2.00it/s, loss=0.338, pair=0.059, adv=4.135, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:29<00:18,  2.00it/s, loss=0.337, pair=0.133, adv=6.983, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:29<00:19,  1.86it/s, loss=0.337, pair=0.133, adv=6.983, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:30<00:19,  1.86it/s, loss=0.381, pair=0.025, adv=3.484, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:30<00:17,  1.96it/s, loss=0.381, pair=0.025, adv=3.484, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:30<00:17,  1.96it/s, loss=0.341, pair=0.032, adv=5.239, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:30<00:18,  1.88it/s, loss=0.341, pair=0.032, adv=5.239, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:31<00:18,  1.88it/s, loss=0.381, pair=0.034, adv=3.679, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:31<00:16,  2.01it/s, loss=0.381, pair=0.034, adv=3.679, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:31<00:16,  2.01it/s, loss=0.437, pair=0.700, adv=4.397, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:31<00:16,  1.99it/s, loss=0.437, pair=0.700, adv=4.397, sprd=0.015
Ep 014/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:32<00:16,  1.99it/s, loss=0.320, pair=0.004, adv=6.232, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:32<00:14,  2.13it/s, loss=0.320, pair=0.004, adv=6.232, sprd=0.013
Ep 014/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:32<00:14,  2.13it/s, loss=0.345, pair=0.030, adv=4.840, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:32<00:15,  1.95it/s, loss=0.345, pair=0.030, adv=4.840, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:33<00:15,  1.95it/s, loss=0.337, pair=0.018, adv=4.793, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:33<00:13,  2.08it/s, loss=0.337, pair=0.018, adv=4.793, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:33<00:13,  2.08it/s, loss=0.322, pair=0.007, adv=4.030, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:33<00:13,  2.00it/s, loss=0.322, pair=0.007, adv=4.030, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:34<00:13,  2.00it/s, loss=0.381, pair=0.034, adv=3.918, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:34<00:12,  2.11it/s, loss=0.381, pair=0.034, adv=3.918, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:34<00:12,  2.11it/s, loss=0.313, pair=0.034, adv=4.364, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:34<00:12,  2.01it/s, loss=0.313, pair=0.034, adv=4.364, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:35<00:12,  2.01it/s, loss=0.337, pair=0.039, adv=3.771, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:35<00:11,  2.13it/s, loss=0.337, pair=0.039, adv=3.771, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:35<00:11,  2.13it/s, loss=0.337, pair=0.031, adv=5.018, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:35<00:11,  2.05it/s, loss=0.337, pair=0.031, adv=5.018, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:35<00:11,  2.05it/s, loss=0.320, pair=0.050, adv=6.112, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:35<00:10,  2.15it/s, loss=0.320, pair=0.050, adv=6.112, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:36<00:10,  2.15it/s, loss=0.364, pair=0.031, adv=5.685, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:36<00:10,  2.05it/s, loss=0.364, pair=0.031, adv=5.685, sprd=0.026
Ep 014/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:36<00:10,  2.05it/s, loss=0.392, pair=0.085, adv=4.846, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:36<00:09,  2.15it/s, loss=0.392, pair=0.085, adv=4.846, sprd=0.028
Ep 014/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:37<00:09,  2.15it/s, loss=0.359, pair=0.082, adv=4.513, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:37<00:09,  2.04it/s, loss=0.359, pair=0.082, adv=4.513, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:37<00:09,  2.04it/s, loss=0.349, pair=0.066, adv=3.201, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:37<00:08,  2.17it/s, loss=0.349, pair=0.066, adv=3.201, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:38<00:08,  2.17it/s, loss=0.317, pair=0.063, adv=3.915, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:38<00:08,  2.09it/s, loss=0.317, pair=0.063, adv=3.915, sprd=0.018
Ep 014/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:38<00:08,  2.09it/s, loss=0.361, pair=0.042, adv=4.109, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:38<00:07,  2.19it/s, loss=0.361, pair=0.042, adv=4.109, sprd=0.022
Ep 014/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:39<00:07,  2.19it/s, loss=0.310, pair=0.025, adv=2.749, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:39<00:07,  2.10it/s, loss=0.310, pair=0.025, adv=2.749, sprd=0.016
Ep 014/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:39<00:07,  2.10it/s, loss=0.335, pair=0.028, adv=4.567, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:39<00:06,  2.20it/s, loss=0.335, pair=0.028, adv=4.567, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:40<00:06,  2.20it/s, loss=0.305, pair=0.024, adv=4.347, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:40<00:06,  2.13it/s, loss=0.305, pair=0.024, adv=4.347, sprd=0.014
Ep 014/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:40<00:06,  2.13it/s, loss=0.361, pair=0.013, adv=3.846, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:40<00:05,  2.20it/s, loss=0.361, pair=0.013, adv=3.846, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:41<00:05,  2.20it/s, loss=0.323, pair=0.079, adv=2.890, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:41<00:05,  2.14it/s, loss=0.323, pair=0.079, adv=2.890, sprd=0.017
Ep 014/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:41<00:05,  2.14it/s, loss=0.330, pair=0.017, adv=3.283, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:41<00:04,  2.21it/s, loss=0.330, pair=0.017, adv=3.283, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:42<00:04,  2.21it/s, loss=0.374, pair=0.033, adv=5.586, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:42<00:04,  2.09it/s, loss=0.374, pair=0.033, adv=5.586, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:42<00:04,  2.09it/s, loss=0.360, pair=0.017, adv=4.624, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:42<00:04,  2.18it/s, loss=0.360, pair=0.017, adv=4.624, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:43<00:04,  2.18it/s, loss=0.323, pair=0.011, adv=3.489, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:43<00:03,  2.05it/s, loss=0.323, pair=0.011, adv=3.489, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:43<00:03,  2.05it/s, loss=0.349, pair=0.059, adv=4.853, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:43<00:03,  2.12it/s, loss=0.349, pair=0.059, adv=4.853, sprd=0.024
Ep 014/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:44<00:03,  2.12it/s, loss=0.363, pair=0.040, adv=4.507, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:44<00:02,  2.03it/s, loss=0.363, pair=0.040, adv=4.507, sprd=0.025
Ep 014/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:44<00:02,  2.03it/s, loss=0.349, pair=0.047, adv=4.531, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:44<00:02,  2.13it/s, loss=0.349, pair=0.047, adv=4.531, sprd=0.021
Ep 014/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:45<00:02,  2.13it/s, loss=0.363, pair=0.049, adv=3.494, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:45<00:01,  2.05it/s, loss=0.363, pair=0.049, adv=3.494, sprd=0.019
Ep 014/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:45<00:01,  2.05it/s, loss=0.337, pair=0.031, adv=3.455, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:45<00:01,  2.18it/s, loss=0.337, pair=0.031, adv=3.455, sprd=0.020
Ep 014/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:46<00:01,  2.18it/s, loss=0.329, pair=0.009, adv=4.142, sprd=0.020
Ep 014/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:46<00:01,  1.93it/s, loss=0.329, pair=0.009, adv=4.142, sprd=0.020
Ep 014/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:46<00:01,  1.93it/s, loss=0.334, pair=0.036, adv=4.120, sprd=0.019
Ep 014/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:46<00:00,  2.05it/s, loss=0.334, pair=0.036, adv=4.120, sprd=0.019
Ep 014/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:46<00:00,  2.05it/s, loss=0.380, pair=0.049, adv=2.740, sprd=0.015
Ep 014/80 [S1→S2:ramp]: 100%|█| 453/453 [03:46<00:00,  2.03it/s, loss=0.380, pair=0.049, adv=2.740, sprd=0.015
                                                                                                              
Epoch 014/80 [S1→S2:ramp]  loss=0.3580  mat=0.2983  sens=1.1062  pair=0.1107  adv=4.0963(rand=3.47)  deg=0.0065  orth=0.0038  spread=0.0211  q_mean=50.2  q_std=18.9  α=0.16 β=0.09 γ=0.88 λ_grl=0.600  lr=9.39e-05  227s

Ep 015/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 015/80 [S1→S2:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.428, pair=0.056, adv=3.380, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   0%|  | 1/453 [00:00<06:39,  1.13it/s, loss=0.428, pair=0.056, adv=3.380, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<06:39,  1.13it/s, loss=0.382, pair=0.054, adv=3.677, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:36,  1.63it/s, loss=0.382, pair=0.054, adv=3.677, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:36,  1.63it/s, loss=0.472, pair=0.056, adv=4.107, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   1%|  | 3/453 [00:01<04:14,  1.77it/s, loss=0.472, pair=0.056, adv=4.107, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<04:14,  1.77it/s, loss=0.360, pair=0.005, adv=3.496, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:49,  1.95it/s, loss=0.360, pair=0.005, adv=3.496, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:49,  1.95it/s, loss=0.376, pair=0.014, adv=3.451, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   1%|  | 5/453 [00:02<03:54,  1.91it/s, loss=0.376, pair=0.014, adv=3.451, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<03:54,  1.91it/s, loss=0.397, pair=0.006, adv=5.735, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:38,  2.05it/s, loss=0.397, pair=0.006, adv=5.735, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:38,  2.05it/s, loss=0.402, pair=0.033, adv=3.656, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   2%|  | 7/453 [00:03<03:47,  1.96it/s, loss=0.402, pair=0.033, adv=3.656, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<03:47,  1.96it/s, loss=0.375, pair=0.034, adv=3.676, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:32,  2.09it/s, loss=0.375, pair=0.034, adv=3.676, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:32,  2.09it/s, loss=0.374, pair=0.064, adv=3.255, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   2%|  | 9/453 [00:04<03:41,  2.01it/s, loss=0.374, pair=0.064, adv=3.255, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:41,  2.01it/s, loss=0.390, pair=0.023, adv=3.956, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:31,  2.09it/s, loss=0.390, pair=0.023, adv=3.956, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:31,  2.09it/s, loss=0.679, pair=2.633, adv=3.897, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   2%| | 11/453 [00:05<03:43,  1.98it/s, loss=0.679, pair=2.633, adv=3.897, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:43,  1.98it/s, loss=0.374, pair=0.046, adv=4.075, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.14it/s, loss=0.374, pair=0.046, adv=4.075, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.14it/s, loss=0.385, pair=0.017, adv=3.389, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   3%| | 13/453 [00:06<03:37,  2.03it/s, loss=0.385, pair=0.017, adv=3.389, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:37,  2.03it/s, loss=0.362, pair=0.041, adv=6.129, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:28,  2.11it/s, loss=0.362, pair=0.041, adv=6.129, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:28,  2.11it/s, loss=0.461, pair=0.454, adv=3.892, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   3%| | 15/453 [00:07<03:39,  2.00it/s, loss=0.461, pair=0.454, adv=3.892, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:39,  2.00it/s, loss=0.356, pair=0.027, adv=4.423, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:27,  2.10it/s, loss=0.356, pair=0.027, adv=4.423, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:27,  2.10it/s, loss=0.380, pair=0.016, adv=3.394, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:33,  2.05it/s, loss=0.380, pair=0.016, adv=3.394, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:33,  2.05it/s, loss=0.396, pair=0.034, adv=3.813, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:25,  2.12it/s, loss=0.396, pair=0.034, adv=3.813, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:25,  2.12it/s, loss=0.407, pair=0.012, adv=4.532, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:34,  2.02it/s, loss=0.407, pair=0.012, adv=4.532, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:34,  2.02it/s, loss=0.380, pair=0.013, adv=3.336, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   4%| | 20/453 [00:09<03:18,  2.18it/s, loss=0.380, pair=0.013, adv=3.336, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:18,  2.18it/s, loss=0.382, pair=0.020, adv=4.836, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:30,  2.05it/s, loss=0.382, pair=0.020, adv=4.836, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:30,  2.05it/s, loss=0.359, pair=0.025, adv=2.662, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   5%| | 22/453 [00:10<03:20,  2.15it/s, loss=0.359, pair=0.025, adv=2.662, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:20,  2.15it/s, loss=0.388, pair=0.021, adv=3.540, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:27,  2.08it/s, loss=0.388, pair=0.021, adv=3.540, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:27,  2.08it/s, loss=0.385, pair=0.006, adv=4.148, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:   5%| | 24/453 [00:11<03:17,  2.17it/s, loss=0.385, pair=0.006, adv=4.148, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:17,  2.17it/s, loss=0.320, pair=0.002, adv=3.006, sprd=0.013]
Ep 015/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:24,  2.10it/s, loss=0.320, pair=0.002, adv=3.006, sprd=0.013]
Ep 015/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:24,  2.10it/s, loss=0.375, pair=0.024, adv=2.658, sprd=0.027]
Ep 015/80 [S1→S2:ramp]:   6%| | 26/453 [00:12<03:16,  2.17it/s, loss=0.375, pair=0.024, adv=2.658, sprd=0.027]
Ep 015/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:16,  2.17it/s, loss=0.420, pair=0.025, adv=3.920, sprd=0.028]
Ep 015/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:44,  1.90it/s, loss=0.420, pair=0.025, adv=3.920, sprd=0.028]
Ep 015/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:44,  1.90it/s, loss=0.402, pair=0.007, adv=3.153, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   6%| | 28/453 [00:13<03:30,  2.02it/s, loss=0.402, pair=0.007, adv=3.153, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:30,  2.02it/s, loss=0.351, pair=0.016, adv=5.609, sprd=0.014]
Ep 015/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:35,  1.97it/s, loss=0.351, pair=0.016, adv=5.609, sprd=0.014]
Ep 015/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:35,  1.97it/s, loss=0.378, pair=0.025, adv=3.083, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   7%| | 30/453 [00:14<03:22,  2.08it/s, loss=0.378, pair=0.025, adv=3.083, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:22,  2.08it/s, loss=0.379, pair=0.056, adv=3.310, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:29,  2.02it/s, loss=0.379, pair=0.056, adv=3.310, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:29,  2.02it/s, loss=0.391, pair=0.037, adv=3.506, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   7%| | 32/453 [00:15<03:17,  2.13it/s, loss=0.391, pair=0.037, adv=3.506, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:17,  2.13it/s, loss=0.423, pair=0.025, adv=3.630, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:28,  2.01it/s, loss=0.423, pair=0.025, adv=3.630, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:28,  2.01it/s, loss=0.399, pair=0.015, adv=4.728, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   8%| | 34/453 [00:16<03:17,  2.12it/s, loss=0.399, pair=0.015, adv=4.728, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:17,  2.12it/s, loss=0.383, pair=0.025, adv=3.365, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:27,  2.01it/s, loss=0.383, pair=0.025, adv=3.365, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:27,  2.01it/s, loss=0.363, pair=0.064, adv=3.251, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:   8%| | 36/453 [00:17<03:18,  2.10it/s, loss=0.363, pair=0.064, adv=3.251, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:18,  2.10it/s, loss=0.349, pair=0.024, adv=3.279, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:35,  1.93it/s, loss=0.349, pair=0.024, adv=3.279, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:35,  1.93it/s, loss=0.441, pair=0.041, adv=3.287, sprd=0.027]
Ep 015/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:27,  2.00it/s, loss=0.441, pair=0.041, adv=3.287, sprd=0.027]
Ep 015/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:27,  2.00it/s, loss=0.459, pair=0.009, adv=3.396, sprd=0.031]
Ep 015/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:44,  1.84it/s, loss=0.459, pair=0.009, adv=3.396, sprd=0.031]
Ep 015/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:44,  1.84it/s, loss=0.362, pair=0.017, adv=2.641, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:31,  1.95it/s, loss=0.362, pair=0.017, adv=2.641, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:31,  1.95it/s, loss=0.390, pair=0.012, adv=3.499, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:52,  1.77it/s, loss=0.390, pair=0.012, adv=3.499, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:   9%| | 41/453 [00:21<03:52,  1.77it/s, loss=0.341, pair=0.005, adv=3.481, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:38,  1.88it/s, loss=0.341, pair=0.005, adv=3.481, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:38,  1.88it/s, loss=0.358, pair=0.012, adv=2.465, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:50,  1.78it/s, loss=0.358, pair=0.012, adv=2.465, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:   9%| | 43/453 [00:22<03:50,  1.78it/s, loss=0.399, pair=0.022, adv=3.308, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:36,  1.89it/s, loss=0.399, pair=0.022, adv=3.308, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:36,  1.89it/s, loss=0.385, pair=0.032, adv=3.858, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:45,  1.81it/s, loss=0.385, pair=0.032, adv=3.858, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  10%| | 45/453 [00:23<03:45,  1.81it/s, loss=0.388, pair=0.025, adv=4.076, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:35,  1.89it/s, loss=0.388, pair=0.025, adv=4.076, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:35,  1.89it/s, loss=0.368, pair=0.012, adv=3.578, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:48,  1.77it/s, loss=0.368, pair=0.012, adv=3.578, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:48,  1.77it/s, loss=0.408, pair=0.009, adv=4.603, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:34,  1.89it/s, loss=0.408, pair=0.009, adv=4.603, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:34,  1.89it/s, loss=0.408, pair=0.017, adv=4.810, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:45,  1.79it/s, loss=0.408, pair=0.017, adv=4.810, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  11%| | 49/453 [00:25<03:45,  1.79it/s, loss=0.339, pair=0.061, adv=3.085, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:31,  1.91it/s, loss=0.339, pair=0.061, adv=3.085, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:31,  1.91it/s, loss=0.410, pair=0.053, adv=3.071, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:58,  1.69it/s, loss=0.410, pair=0.053, adv=3.071, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:58,  1.69it/s, loss=0.366, pair=0.015, adv=3.620, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:39,  1.83it/s, loss=0.366, pair=0.015, adv=3.620, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:39,  1.83it/s, loss=0.382, pair=0.011, adv=3.019, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:46,  1.77it/s, loss=0.382, pair=0.011, adv=3.019, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:46,  1.77it/s, loss=0.356, pair=0.049, adv=2.994, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:31,  1.89it/s, loss=0.356, pair=0.049, adv=2.994, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:31,  1.89it/s, loss=0.445, pair=0.059, adv=3.927, sprd=0.033]
Ep 015/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:46,  1.76it/s, loss=0.445, pair=0.059, adv=3.927, sprd=0.033]
Ep 015/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:46,  1.76it/s, loss=0.397, pair=0.053, adv=3.569, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:29,  1.89it/s, loss=0.397, pair=0.053, adv=3.569, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:29,  1.89it/s, loss=0.372, pair=0.038, adv=4.772, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.79it/s, loss=0.372, pair=0.038, adv=4.772, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.79it/s, loss=0.404, pair=0.053, adv=3.496, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:25,  1.92it/s, loss=0.404, pair=0.053, adv=3.496, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:25,  1.92it/s, loss=0.441, pair=0.045, adv=3.737, sprd=0.033]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:37,  1.81it/s, loss=0.441, pair=0.045, adv=3.737, sprd=0.033]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:37,  1.81it/s, loss=0.389, pair=0.006, adv=3.218, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:23,  1.93it/s, loss=0.389, pair=0.006, adv=3.218, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:23,  1.93it/s, loss=0.371, pair=0.023, adv=4.324, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:37,  1.80it/s, loss=0.371, pair=0.023, adv=4.324, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:37,  1.80it/s, loss=0.355, pair=0.052, adv=4.493, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:21,  1.94it/s, loss=0.355, pair=0.052, adv=4.493, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<03:21,  1.94it/s, loss=0.423, pair=0.008, adv=3.763, sprd=0.032]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:35,  1.81it/s, loss=0.423, pair=0.008, adv=3.763, sprd=0.032]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:35,  1.81it/s, loss=0.395, pair=0.037, adv=3.555, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:23,  1.91it/s, loss=0.395, pair=0.037, adv=3.555, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:23,  1.91it/s, loss=0.421, pair=0.006, adv=3.556, sprd=0.030]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:26,  1.88it/s, loss=0.421, pair=0.006, adv=3.556, sprd=0.030]
Ep 015/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:26,  1.88it/s, loss=0.410, pair=0.082, adv=3.319, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:13,  2.00it/s, loss=0.410, pair=0.082, adv=3.319, sprd=0.025]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<03:13,  2.00it/s, loss=0.351, pair=0.025, adv=3.210, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:13,  2.00it/s, loss=0.351, pair=0.025, adv=3.210, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:13,  2.00it/s, loss=0.424, pair=0.036, adv=3.342, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:02,  2.11it/s, loss=0.424, pair=0.036, adv=3.342, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<03:02,  2.11it/s, loss=0.337, pair=0.025, adv=3.111, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:09,  2.03it/s, loss=0.337, pair=0.025, adv=3.111, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:09,  2.03it/s, loss=0.352, pair=0.041, adv=3.017, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<02:56,  2.17it/s, loss=0.352, pair=0.041, adv=3.017, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<02:56,  2.17it/s, loss=0.369, pair=0.014, adv=3.789, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:04,  2.07it/s, loss=0.369, pair=0.014, adv=3.789, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:04,  2.07it/s, loss=0.377, pair=0.000, adv=3.490, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<02:58,  2.13it/s, loss=0.377, pair=0.000, adv=3.490, sprd=0.024]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<02:58,  2.13it/s, loss=0.369, pair=0.003, adv=3.128, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:05,  2.04it/s, loss=0.369, pair=0.003, adv=3.128, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:05,  2.04it/s, loss=0.387, pair=0.007, adv=3.051, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:56,  2.15it/s, loss=0.387, pair=0.007, adv=3.051, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:56,  2.15it/s, loss=0.400, pair=0.032, adv=4.488, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.400, pair=0.032, adv=4.488, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:03,  2.06it/s, loss=0.375, pair=0.034, adv=3.876, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:55,  2.15it/s, loss=0.375, pair=0.034, adv=3.876, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<02:55,  2.15it/s, loss=0.353, pair=0.025, adv=3.461, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:04,  2.04it/s, loss=0.353, pair=0.025, adv=3.461, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:04,  2.04it/s, loss=0.334, pair=0.001, adv=5.271, sprd=0.014]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:04,  2.03it/s, loss=0.334, pair=0.001, adv=5.271, sprd=0.014]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:40<03:04,  2.03it/s, loss=0.406, pair=0.021, adv=3.429, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:09,  1.98it/s, loss=0.406, pair=0.021, adv=3.429, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:09,  1.98it/s, loss=0.391, pair=0.043, adv=5.062, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<03:00,  2.06it/s, loss=0.391, pair=0.043, adv=5.062, sprd=0.026]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<03:00,  2.06it/s, loss=0.354, pair=0.007, adv=3.037, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:02,  2.04it/s, loss=0.354, pair=0.007, adv=3.037, sprd=0.018]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:02,  2.04it/s, loss=0.381, pair=0.006, adv=4.437, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:53,  2.14it/s, loss=0.381, pair=0.006, adv=4.437, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<02:53,  2.14it/s, loss=0.358, pair=0.016, adv=4.775, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.05it/s, loss=0.358, pair=0.016, adv=4.775, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.05it/s, loss=0.378, pair=0.010, adv=5.238, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:49,  2.18it/s, loss=0.378, pair=0.010, adv=5.238, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:43<02:49,  2.18it/s, loss=0.367, pair=0.054, adv=3.278, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:56,  2.09it/s, loss=0.367, pair=0.054, adv=3.278, sprd=0.020]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:56,  2.09it/s, loss=0.381, pair=0.024, adv=3.523, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:49,  2.17it/s, loss=0.381, pair=0.024, adv=3.523, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:49,  2.17it/s, loss=0.356, pair=0.022, adv=3.666, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<02:55,  2.09it/s, loss=0.356, pair=0.022, adv=3.666, sprd=0.015]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:55,  2.09it/s, loss=0.364, pair=0.005, adv=5.301, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:46,  2.19it/s, loss=0.364, pair=0.005, adv=5.301, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:46,  2.19it/s, loss=0.416, pair=0.036, adv=4.817, sprd=0.028]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<02:56,  2.06it/s, loss=0.416, pair=0.036, adv=4.817, sprd=0.028]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:56,  2.06it/s, loss=0.396, pair=0.016, adv=3.896, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.17it/s, loss=0.396, pair=0.016, adv=3.896, sprd=0.021]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.17it/s, loss=0.390, pair=0.028, adv=4.429, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:54,  2.07it/s, loss=0.390, pair=0.028, adv=4.429, sprd=0.019]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:54,  2.07it/s, loss=0.370, pair=0.008, adv=4.475, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:46,  2.17it/s, loss=0.370, pair=0.008, adv=4.475, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:46,  2.17it/s, loss=0.328, pair=0.128, adv=3.303, sprd=0.013]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:52,  2.08it/s, loss=0.328, pair=0.128, adv=3.303, sprd=0.013]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:52,  2.08it/s, loss=0.363, pair=0.025, adv=5.446, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:44,  2.18it/s, loss=0.363, pair=0.025, adv=5.446, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:44,  2.18it/s, loss=0.385, pair=0.100, adv=4.660, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<02:53,  2.06it/s, loss=0.385, pair=0.100, adv=4.660, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:53,  2.06it/s, loss=0.410, pair=0.029, adv=5.339, sprd=0.029]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:49,  2.11it/s, loss=0.410, pair=0.029, adv=5.339, sprd=0.029]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:49,  2.11it/s, loss=0.408, pair=0.018, adv=3.435, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<02:56,  2.01it/s, loss=0.408, pair=0.018, adv=3.435, sprd=0.023]
Ep 015/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:56,  2.01it/s, loss=0.342, pair=0.030, adv=3.188, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:47,  2.12it/s, loss=0.342, pair=0.030, adv=3.188, sprd=0.016]
Ep 015/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:47,  2.12it/s, loss=0.374, pair=0.022, adv=6.698, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<02:54,  2.03it/s, loss=0.374, pair=0.022, adv=6.698, sprd=0.017]
Ep 015/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:54,  2.03it/s, loss=0.410, pair=0.107, adv=5.046, sprd=0.022]
Ep 015/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:46,  2.12it/s, loss=0.410, pair=0.107, adv=5.046, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:46,  2.12it/s, loss=0.484, pair=0.010, adv=4.569, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:52,  2.04it/s, loss=0.484, pair=0.010, adv=4.569, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<02:52,  2.04it/s, loss=0.385, pair=0.009, adv=5.392, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:45,  2.12it/s, loss=0.385, pair=0.009, adv=5.392, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:45,  2.12it/s, loss=0.370, pair=0.045, adv=5.628, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:46,  2.10it/s, loss=0.370, pair=0.045, adv=5.628, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<02:46,  2.10it/s, loss=0.372, pair=0.012, adv=6.470, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:42,  2.15it/s, loss=0.372, pair=0.012, adv=6.470, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:42,  2.15it/s, loss=0.380, pair=0.031, adv=3.925, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:57,  1.96it/s, loss=0.380, pair=0.031, adv=3.925, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<02:57,  1.96it/s, loss=0.438, pair=0.016, adv=6.223, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:49,  2.05it/s, loss=0.438, pair=0.016, adv=6.223, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:49,  2.05it/s, loss=0.374, pair=0.013, adv=5.371, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:53,  1.99it/s, loss=0.374, pair=0.013, adv=5.371, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:53,  1.99it/s, loss=0.361, pair=0.016, adv=8.082, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:46,  2.08it/s, loss=0.361, pair=0.016, adv=8.082, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:46,  2.08it/s, loss=0.393, pair=0.016, adv=8.220, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:51,  2.01it/s, loss=0.393, pair=0.016, adv=8.220, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:51,  2.01it/s, loss=0.396, pair=0.007, adv=3.750, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:43,  2.10it/s, loss=0.396, pair=0.007, adv=3.750, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:43,  2.10it/s, loss=0.365, pair=0.009, adv=3.258, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:51,  1.99it/s, loss=0.365, pair=0.009, adv=3.258, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:51,  1.99it/s, loss=0.365, pair=0.009, adv=6.076, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:43,  2.09it/s, loss=0.365, pair=0.009, adv=6.076, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:43,  2.09it/s, loss=0.653, pair=1.163, adv=5.565, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:50,  1.99it/s, loss=0.653, pair=1.163, adv=5.565, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:50,  1.99it/s, loss=0.389, pair=0.026, adv=5.787, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:56<02:41,  2.10it/s, loss=0.389, pair=0.026, adv=5.787, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:41,  2.10it/s, loss=0.407, pair=0.600, adv=5.071, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:45,  2.04it/s, loss=0.407, pair=0.600, adv=5.071, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:45,  2.04it/s, loss=0.375, pair=0.012, adv=4.848, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:57<02:38,  2.13it/s, loss=0.375, pair=0.012, adv=4.848, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:38,  2.13it/s, loss=0.370, pair=0.012, adv=2.985, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:45,  2.03it/s, loss=0.370, pair=0.012, adv=2.985, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:45,  2.03it/s, loss=0.398, pair=0.017, adv=6.743, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:58<02:38,  2.12it/s, loss=0.398, pair=0.017, adv=6.743, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:38,  2.12it/s, loss=0.524, pair=0.009, adv=5.754, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:44,  2.04it/s, loss=0.524, pair=0.009, adv=5.754, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:44,  2.04it/s, loss=0.381, pair=0.017, adv=4.144, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  26%|▎| 120/453 [00:59<02:39,  2.09it/s, loss=0.381, pair=0.017, adv=4.144, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:39,  2.09it/s, loss=0.375, pair=0.016, adv=4.312, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:40,  2.07it/s, loss=0.375, pair=0.016, adv=4.312, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:40,  2.07it/s, loss=0.373, pair=0.000, adv=4.002, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:00<02:34,  2.15it/s, loss=0.373, pair=0.000, adv=4.002, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:34,  2.15it/s, loss=0.371, pair=0.009, adv=3.021, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.04it/s, loss=0.371, pair=0.009, adv=3.021, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.04it/s, loss=0.419, pair=0.202, adv=6.605, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:35,  2.11it/s, loss=0.419, pair=0.202, adv=6.605, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:35,  2.11it/s, loss=0.398, pair=0.082, adv=4.382, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:45,  1.99it/s, loss=0.398, pair=0.082, adv=4.382, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:45,  1.99it/s, loss=0.390, pair=0.027, adv=5.453, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:35,  2.11it/s, loss=0.390, pair=0.027, adv=5.453, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:35,  2.11it/s, loss=0.367, pair=0.025, adv=5.123, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:41,  2.02it/s, loss=0.367, pair=0.025, adv=5.123, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:41,  2.02it/s, loss=0.364, pair=0.027, adv=4.736, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:34,  2.10it/s, loss=0.364, pair=0.027, adv=4.736, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:34,  2.10it/s, loss=0.402, pair=0.016, adv=3.492, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:42,  2.00it/s, loss=0.402, pair=0.016, adv=3.492, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:42,  2.00it/s, loss=0.403, pair=0.035, adv=5.334, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:34,  2.09it/s, loss=0.403, pair=0.035, adv=5.334, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:34,  2.09it/s, loss=0.374, pair=0.044, adv=2.663, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:38,  2.04it/s, loss=0.374, pair=0.044, adv=2.663, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:38,  2.04it/s, loss=0.416, pair=0.014, adv=3.513, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:32,  2.11it/s, loss=0.416, pair=0.014, adv=3.513, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:32,  2.11it/s, loss=0.385, pair=0.011, adv=6.072, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:45,  1.93it/s, loss=0.385, pair=0.011, adv=6.072, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:45,  1.93it/s, loss=0.379, pair=0.012, adv=6.285, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:50,  1.87it/s, loss=0.379, pair=0.012, adv=6.285, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:50,  1.87it/s, loss=0.337, pair=0.035, adv=2.938, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:56,  1.81it/s, loss=0.337, pair=0.035, adv=2.938, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:56,  1.81it/s, loss=0.357, pair=0.003, adv=4.870, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:41,  1.96it/s, loss=0.357, pair=0.003, adv=4.870, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:41,  1.96it/s, loss=0.473, pair=0.007, adv=5.023, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:50,  1.85it/s, loss=0.473, pair=0.007, adv=5.023, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:50,  1.85it/s, loss=0.324, pair=0.012, adv=3.102, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:40,  1.96it/s, loss=0.324, pair=0.012, adv=3.102, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:40,  1.96it/s, loss=0.380, pair=0.014, adv=4.635, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:51,  1.83it/s, loss=0.380, pair=0.014, adv=4.635, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:51,  1.83it/s, loss=0.409, pair=0.030, adv=7.742, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:40,  1.94it/s, loss=0.409, pair=0.030, adv=7.742, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:40,  1.94it/s, loss=0.328, pair=0.007, adv=5.817, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:52,  1.81it/s, loss=0.328, pair=0.007, adv=5.817, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:11<02:52,  1.81it/s, loss=0.386, pair=0.004, adv=4.228, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:41,  1.92it/s, loss=0.386, pair=0.004, adv=4.228, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:41,  1.92it/s, loss=0.414, pair=0.019, adv=4.943, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:52,  1.80it/s, loss=0.414, pair=0.019, adv=4.943, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:52,  1.80it/s, loss=0.427, pair=0.020, adv=5.724, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:42,  1.91it/s, loss=0.427, pair=0.020, adv=5.724, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:42,  1.91it/s, loss=0.363, pair=0.011, adv=5.353, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:51,  1.80it/s, loss=0.363, pair=0.011, adv=5.353, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:51,  1.80it/s, loss=0.358, pair=0.025, adv=5.678, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:40,  1.92it/s, loss=0.358, pair=0.025, adv=5.678, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:40,  1.92it/s, loss=0.399, pair=0.022, adv=4.469, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:49,  1.80it/s, loss=0.399, pair=0.022, adv=4.469, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:49,  1.80it/s, loss=0.395, pair=0.041, adv=4.968, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:39,  1.91it/s, loss=0.395, pair=0.041, adv=4.968, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:39,  1.91it/s, loss=0.456, pair=0.039, adv=4.307, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:48,  1.80it/s, loss=0.456, pair=0.039, adv=4.307, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:48,  1.80it/s, loss=0.380, pair=0.051, adv=4.550, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:36,  1.93it/s, loss=0.380, pair=0.051, adv=4.550, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:16<02:36,  1.93it/s, loss=0.397, pair=0.019, adv=4.413, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:47,  1.80it/s, loss=0.397, pair=0.019, adv=4.413, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:47,  1.80it/s, loss=0.416, pair=0.010, adv=3.578, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:38,  1.90it/s, loss=0.416, pair=0.010, adv=3.578, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:17<02:38,  1.90it/s, loss=0.506, pair=0.023, adv=6.086, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:46,  1.80it/s, loss=0.506, pair=0.023, adv=6.086, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:46,  1.80it/s, loss=0.385, pair=0.042, adv=3.980, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:37,  1.90it/s, loss=0.385, pair=0.042, adv=3.980, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:18<02:37,  1.90it/s, loss=0.361, pair=0.041, adv=3.044, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:42,  1.83it/s, loss=0.361, pair=0.041, adv=3.044, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:42,  1.83it/s, loss=0.374, pair=0.012, adv=4.229, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:35,  1.91it/s, loss=0.374, pair=0.012, adv=4.229, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:19<02:35,  1.91it/s, loss=0.360, pair=0.019, adv=3.798, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:59,  1.65it/s, loss=0.360, pair=0.019, adv=3.798, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:59,  1.65it/s, loss=0.393, pair=0.036, adv=5.347, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:41,  1.82it/s, loss=0.393, pair=0.036, adv=5.347, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:20<02:41,  1.82it/s, loss=0.368, pair=0.055, adv=4.996, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:51,  1.71it/s, loss=0.368, pair=0.055, adv=4.996, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:51,  1.71it/s, loss=0.364, pair=0.024, adv=4.015, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:38,  1.85it/s, loss=0.364, pair=0.024, adv=4.015, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:21<02:38,  1.85it/s, loss=0.377, pair=0.017, adv=2.996, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:45,  1.77it/s, loss=0.377, pair=0.017, adv=2.996, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:22<02:45,  1.77it/s, loss=0.357, pair=0.035, adv=4.781, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:22<02:33,  1.89it/s, loss=0.357, pair=0.035, adv=4.781, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:22<02:33,  1.89it/s, loss=0.375, pair=0.017, adv=3.840, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:36,  1.85it/s, loss=0.375, pair=0.017, adv=3.840, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:36,  1.85it/s, loss=0.352, pair=0.003, adv=4.689, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:23,  2.01it/s, loss=0.352, pair=0.003, adv=4.689, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:23<02:23,  2.01it/s, loss=0.488, pair=0.012, adv=6.715, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:28,  1.94it/s, loss=0.488, pair=0.012, adv=6.715, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:28,  1.94it/s, loss=0.391, pair=0.020, adv=6.730, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:18,  2.07it/s, loss=0.391, pair=0.020, adv=6.730, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:24<02:18,  2.07it/s, loss=0.375, pair=0.013, adv=2.992, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:22,  2.01it/s, loss=0.375, pair=0.013, adv=2.992, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:22,  2.01it/s, loss=0.370, pair=0.009, adv=5.024, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:13,  2.14it/s, loss=0.370, pair=0.009, adv=5.024, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:25<02:13,  2.14it/s, loss=0.368, pair=0.015, adv=5.573, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:16,  2.08it/s, loss=0.368, pair=0.015, adv=5.573, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:16,  2.08it/s, loss=0.383, pair=0.018, adv=4.100, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:11,  2.15it/s, loss=0.383, pair=0.018, adv=4.100, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:26<02:11,  2.15it/s, loss=0.392, pair=0.011, adv=5.388, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:17,  2.05it/s, loss=0.392, pair=0.011, adv=5.388, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:17,  2.05it/s, loss=0.411, pair=0.042, adv=5.313, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:11,  2.14it/s, loss=0.411, pair=0.042, adv=5.313, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:27<02:11,  2.14it/s, loss=0.379, pair=0.016, adv=5.403, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:16,  2.05it/s, loss=0.379, pair=0.016, adv=5.403, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:16,  2.05it/s, loss=0.384, pair=0.009, adv=4.154, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:11,  2.12it/s, loss=0.384, pair=0.009, adv=4.154, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:28<02:11,  2.12it/s, loss=0.386, pair=0.029, adv=4.647, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:17,  2.03it/s, loss=0.386, pair=0.029, adv=4.647, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:17,  2.03it/s, loss=0.381, pair=0.020, adv=6.036, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:10,  2.12it/s, loss=0.381, pair=0.020, adv=6.036, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:29<02:10,  2.12it/s, loss=0.381, pair=0.019, adv=3.637, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:16,  2.02it/s, loss=0.381, pair=0.019, adv=3.637, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:16,  2.02it/s, loss=0.641, pair=2.529, adv=7.500, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:06,  2.17it/s, loss=0.641, pair=2.529, adv=7.500, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:30<02:06,  2.17it/s, loss=0.394, pair=0.022, adv=3.740, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:12,  2.06it/s, loss=0.394, pair=0.022, adv=3.740, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:12,  2.06it/s, loss=0.369, pair=0.033, adv=3.858, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:05,  2.17it/s, loss=0.369, pair=0.033, adv=3.858, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:31<02:05,  2.17it/s, loss=0.386, pair=0.004, adv=5.344, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:12,  2.05it/s, loss=0.386, pair=0.004, adv=5.344, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:12,  2.05it/s, loss=0.374, pair=0.012, adv=4.907, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:06,  2.15it/s, loss=0.374, pair=0.012, adv=4.907, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:32<02:06,  2.15it/s, loss=0.458, pair=0.031, adv=3.408, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:11,  2.05it/s, loss=0.458, pair=0.031, adv=3.408, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:11,  2.05it/s, loss=0.387, pair=0.017, adv=4.120, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:05,  2.14it/s, loss=0.387, pair=0.017, adv=4.120, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:33<02:05,  2.14it/s, loss=0.387, pair=0.006, adv=8.610, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:19,  1.92it/s, loss=0.387, pair=0.006, adv=8.610, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:19,  1.92it/s, loss=0.398, pair=0.003, adv=7.600, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:11,  2.03it/s, loss=0.398, pair=0.003, adv=7.600, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:34<02:11,  2.03it/s, loss=0.488, pair=0.010, adv=9.267, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:16,  1.95it/s, loss=0.488, pair=0.010, adv=9.267, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:16,  1.95it/s, loss=0.402, pair=0.004, adv=3.778, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:06,  2.09it/s, loss=0.402, pair=0.004, adv=3.778, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:35<02:06,  2.09it/s, loss=0.368, pair=0.028, adv=3.887, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:09,  2.05it/s, loss=0.368, pair=0.028, adv=3.887, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:09,  2.05it/s, loss=0.384, pair=0.008, adv=4.714, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:03,  2.13it/s, loss=0.384, pair=0.008, adv=4.714, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:36<02:03,  2.13it/s, loss=0.397, pair=0.010, adv=6.592, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:09,  2.02it/s, loss=0.397, pair=0.010, adv=6.592, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:09,  2.02it/s, loss=0.361, pair=0.018, adv=3.500, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:03,  2.11it/s, loss=0.361, pair=0.018, adv=3.500, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:03,  2.11it/s, loss=0.375, pair=0.009, adv=4.670, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:08,  2.02it/s, loss=0.375, pair=0.009, adv=4.670, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:37<02:08,  2.02it/s, loss=0.591, pair=1.982, adv=5.937, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:02,  2.12it/s, loss=0.591, pair=1.982, adv=5.937, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:02,  2.12it/s, loss=0.381, pair=0.022, adv=3.401, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:06,  2.04it/s, loss=0.381, pair=0.022, adv=3.401, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:06,  2.04it/s, loss=0.352, pair=0.012, adv=7.347, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<01:59,  2.15it/s, loss=0.352, pair=0.012, adv=7.347, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<01:59,  2.15it/s, loss=0.389, pair=0.028, adv=3.144, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:04,  2.06it/s, loss=0.389, pair=0.028, adv=3.144, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:04,  2.06it/s, loss=0.406, pair=0.011, adv=4.345, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.406, pair=0.011, adv=4.345, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:59,  2.14it/s, loss=0.394, pair=0.001, adv=7.776, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:04,  2.05it/s, loss=0.394, pair=0.001, adv=7.776, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:04,  2.05it/s, loss=0.351, pair=0.016, adv=3.970, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:56,  2.16it/s, loss=0.351, pair=0.016, adv=3.970, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:56,  2.16it/s, loss=0.549, pair=0.572, adv=5.534, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:02,  2.06it/s, loss=0.549, pair=0.572, adv=5.534, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:02,  2.06it/s, loss=0.377, pair=0.013, adv=6.028, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:55,  2.18it/s, loss=0.377, pair=0.013, adv=6.028, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:55,  2.18it/s, loss=0.424, pair=0.012, adv=5.171, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:00,  2.07it/s, loss=0.424, pair=0.012, adv=5.171, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:00,  2.07it/s, loss=0.383, pair=0.004, adv=3.320, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:55,  2.16it/s, loss=0.383, pair=0.004, adv=3.320, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:55,  2.16it/s, loss=0.378, pair=0.013, adv=6.796, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:02,  2.02it/s, loss=0.378, pair=0.013, adv=6.796, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:02,  2.02it/s, loss=0.418, pair=0.008, adv=5.935, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:56,  2.13it/s, loss=0.418, pair=0.008, adv=5.935, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:56,  2.13it/s, loss=0.384, pair=0.023, adv=4.919, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:59,  2.05it/s, loss=0.384, pair=0.023, adv=4.919, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:44<01:59,  2.05it/s, loss=0.378, pair=0.032, adv=6.565, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:53,  2.16it/s, loss=0.378, pair=0.032, adv=6.565, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:53,  2.16it/s, loss=0.388, pair=0.012, adv=5.152, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:58,  2.06it/s, loss=0.388, pair=0.012, adv=5.152, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:45<01:58,  2.06it/s, loss=0.404, pair=0.007, adv=4.802, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:54,  2.12it/s, loss=0.404, pair=0.007, adv=4.802, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:54,  2.12it/s, loss=0.403, pair=0.003, adv=3.240, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.05it/s, loss=0.403, pair=0.003, adv=3.240, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.05it/s, loss=0.341, pair=0.000, adv=4.863, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.13it/s, loss=0.341, pair=0.000, adv=4.863, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:52,  2.13it/s, loss=0.377, pair=0.000, adv=5.812, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:02,  1.95it/s, loss=0.377, pair=0.000, adv=5.812, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:02,  1.95it/s, loss=0.312, pair=0.001, adv=2.827, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:54,  2.09it/s, loss=0.312, pair=0.001, adv=2.827, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:54,  2.09it/s, loss=0.379, pair=0.011, adv=4.240, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:58,  2.01it/s, loss=0.379, pair=0.011, adv=4.240, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:58,  2.01it/s, loss=0.405, pair=0.019, adv=5.772, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:52,  2.10it/s, loss=0.405, pair=0.019, adv=5.772, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:52,  2.10it/s, loss=0.428, pair=0.008, adv=4.422, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:55,  2.04it/s, loss=0.428, pair=0.008, adv=4.422, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:55,  2.04it/s, loss=0.437, pair=0.055, adv=5.806, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:50,  2.12it/s, loss=0.437, pair=0.055, adv=5.806, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:50,  2.12it/s, loss=0.483, pair=0.038, adv=6.370, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.07it/s, loss=0.483, pair=0.038, adv=6.370, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.07it/s, loss=0.437, pair=0.003, adv=4.797, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:48,  2.14it/s, loss=0.437, pair=0.003, adv=4.797, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:48,  2.14it/s, loss=0.370, pair=0.013, adv=5.830, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:54,  2.03it/s, loss=0.370, pair=0.013, adv=5.830, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:54,  2.03it/s, loss=0.366, pair=0.012, adv=4.595, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:48,  2.14it/s, loss=0.366, pair=0.012, adv=4.595, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:48,  2.14it/s, loss=0.351, pair=0.026, adv=4.086, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.351, pair=0.026, adv=4.086, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.438, pair=0.001, adv=6.546, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:48,  2.12it/s, loss=0.438, pair=0.001, adv=6.546, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:48,  2.12it/s, loss=0.399, pair=0.030, adv=3.512, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.399, pair=0.030, adv=3.512, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.369, pair=0.030, adv=3.231, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:45,  2.15it/s, loss=0.369, pair=0.030, adv=3.231, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:45,  2.15it/s, loss=0.488, pair=0.083, adv=4.380, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:47,  2.09it/s, loss=0.488, pair=0.083, adv=4.380, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:47,  2.09it/s, loss=0.358, pair=0.001, adv=7.163, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:43,  2.18it/s, loss=0.358, pair=0.001, adv=7.163, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:43,  2.18it/s, loss=0.364, pair=0.019, adv=5.639, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:49,  2.05it/s, loss=0.364, pair=0.019, adv=5.639, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:49,  2.05it/s, loss=0.355, pair=0.096, adv=4.555, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:43,  2.15it/s, loss=0.355, pair=0.096, adv=4.555, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:43,  2.15it/s, loss=0.411, pair=0.039, adv=4.515, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:51,  2.00it/s, loss=0.411, pair=0.039, adv=4.515, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:51,  2.00it/s, loss=0.369, pair=0.020, adv=3.790, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:47,  2.06it/s, loss=0.369, pair=0.020, adv=3.790, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:47,  2.06it/s, loss=0.402, pair=0.014, adv=3.891, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:56,  1.88it/s, loss=0.402, pair=0.014, adv=3.891, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:56,  1.88it/s, loss=0.364, pair=0.016, adv=5.097, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:48,  2.01it/s, loss=0.364, pair=0.016, adv=5.097, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:48,  2.01it/s, loss=0.294, pair=0.012, adv=2.614, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:57,  1.86it/s, loss=0.294, pair=0.012, adv=2.614, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:57,  1.86it/s, loss=0.415, pair=0.103, adv=5.052, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:51,  1.95it/s, loss=0.415, pair=0.103, adv=5.052, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:51,  1.95it/s, loss=0.370, pair=0.003, adv=4.449, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:56,  1.86it/s, loss=0.370, pair=0.003, adv=4.449, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:56,  1.86it/s, loss=0.346, pair=0.016, adv=2.690, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:50,  1.95it/s, loss=0.346, pair=0.016, adv=2.690, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:50,  1.95it/s, loss=0.412, pair=0.031, adv=3.330, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:57,  1.82it/s, loss=0.412, pair=0.031, adv=3.330, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:57,  1.82it/s, loss=0.403, pair=0.021, adv=5.102, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:50,  1.93it/s, loss=0.403, pair=0.021, adv=5.102, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:50,  1.93it/s, loss=0.474, pair=0.018, adv=3.611, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<02:05,  1.68it/s, loss=0.474, pair=0.018, adv=3.611, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:01<02:05,  1.68it/s, loss=0.387, pair=0.005, adv=3.002, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:56,  1.81it/s, loss=0.387, pair=0.005, adv=3.002, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:56,  1.81it/s, loss=0.399, pair=0.002, adv=4.599, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<02:00,  1.74it/s, loss=0.399, pair=0.002, adv=4.599, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:02<02:00,  1.74it/s, loss=0.394, pair=0.017, adv=4.593, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:51,  1.87it/s, loss=0.394, pair=0.017, adv=4.593, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:51,  1.87it/s, loss=0.646, pair=2.340, adv=4.553, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:54,  1.82it/s, loss=0.646, pair=2.340, adv=4.553, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:03<01:54,  1.82it/s, loss=0.368, pair=0.020, adv=4.088, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:47,  1.93it/s, loss=0.368, pair=0.020, adv=4.088, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:47,  1.93it/s, loss=0.361, pair=0.008, adv=2.698, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:51,  1.84it/s, loss=0.361, pair=0.008, adv=2.698, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:04<01:51,  1.84it/s, loss=0.362, pair=0.008, adv=4.344, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:45,  1.95it/s, loss=0.362, pair=0.008, adv=4.344, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:45,  1.95it/s, loss=0.342, pair=0.006, adv=5.385, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:51,  1.82it/s, loss=0.342, pair=0.006, adv=5.385, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:05<01:51,  1.82it/s, loss=0.377, pair=0.014, adv=5.775, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:44,  1.94it/s, loss=0.377, pair=0.014, adv=5.775, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:06<01:44,  1.94it/s, loss=0.397, pair=0.002, adv=2.829, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:53,  1.78it/s, loss=0.397, pair=0.002, adv=2.829, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:53,  1.78it/s, loss=0.382, pair=0.004, adv=4.162, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:45,  1.90it/s, loss=0.382, pair=0.004, adv=4.162, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:07<01:45,  1.90it/s, loss=0.457, pair=0.007, adv=5.917, sprd=0.035
Ep 015/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:52,  1.79it/s, loss=0.457, pair=0.007, adv=5.917, sprd=0.035
Ep 015/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:52,  1.79it/s, loss=0.372, pair=0.005, adv=4.457, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:45,  1.88it/s, loss=0.372, pair=0.005, adv=4.457, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:08<01:45,  1.88it/s, loss=0.329, pair=0.019, adv=2.453, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:50,  1.79it/s, loss=0.329, pair=0.019, adv=2.453, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:50,  1.79it/s, loss=0.373, pair=0.025, adv=3.774, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:42,  1.92it/s, loss=0.373, pair=0.025, adv=3.774, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:09<01:42,  1.92it/s, loss=0.401, pair=0.024, adv=4.272, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:49,  1.78it/s, loss=0.401, pair=0.024, adv=4.272, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:49,  1.78it/s, loss=0.361, pair=0.015, adv=5.002, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:42,  1.90it/s, loss=0.361, pair=0.015, adv=5.002, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:10<01:42,  1.90it/s, loss=0.382, pair=0.035, adv=5.197, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:10<01:48,  1.78it/s, loss=0.382, pair=0.035, adv=5.197, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:10<01:48,  1.78it/s, loss=0.349, pair=0.018, adv=2.569, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:43,  1.87it/s, loss=0.349, pair=0.018, adv=2.569, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:11<01:43,  1.87it/s, loss=0.344, pair=0.021, adv=2.621, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:11<01:44,  1.84it/s, loss=0.344, pair=0.021, adv=2.621, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:11<01:44,  1.84it/s, loss=0.394, pair=0.015, adv=6.201, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:36,  1.99it/s, loss=0.394, pair=0.015, adv=6.201, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:12<01:36,  1.99it/s, loss=0.403, pair=0.009, adv=4.102, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:38,  1.94it/s, loss=0.403, pair=0.009, adv=4.102, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:38,  1.94it/s, loss=0.400, pair=0.039, adv=2.763, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:32,  2.04it/s, loss=0.400, pair=0.039, adv=2.763, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:13<01:32,  2.04it/s, loss=0.427, pair=0.021, adv=3.764, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:40,  1.87it/s, loss=0.427, pair=0.021, adv=3.764, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:40,  1.87it/s, loss=0.363, pair=0.010, adv=5.585, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:33,  2.00it/s, loss=0.363, pair=0.010, adv=5.585, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:14<01:33,  2.00it/s, loss=0.341, pair=0.043, adv=4.710, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:34,  1.96it/s, loss=0.341, pair=0.043, adv=4.710, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:34,  1.96it/s, loss=0.343, pair=0.009, adv=2.778, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:29,  2.07it/s, loss=0.343, pair=0.009, adv=2.778, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:15<01:29,  2.07it/s, loss=0.383, pair=0.014, adv=4.688, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:31,  2.01it/s, loss=0.383, pair=0.014, adv=4.688, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:31,  2.01it/s, loss=0.380, pair=0.034, adv=5.538, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:27,  2.10it/s, loss=0.380, pair=0.034, adv=5.538, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:16<01:27,  2.10it/s, loss=0.382, pair=0.040, adv=7.194, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:16<01:31,  2.00it/s, loss=0.382, pair=0.040, adv=7.194, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:16<01:31,  2.00it/s, loss=0.381, pair=0.022, adv=4.387, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:27,  2.08it/s, loss=0.381, pair=0.022, adv=4.387, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:17<01:27,  2.08it/s, loss=0.322, pair=0.014, adv=5.413, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:17<01:29,  2.02it/s, loss=0.322, pair=0.014, adv=5.413, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:17<01:29,  2.02it/s, loss=0.386, pair=0.010, adv=5.950, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:24,  2.12it/s, loss=0.386, pair=0.010, adv=5.950, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:18<01:24,  2.12it/s, loss=0.392, pair=0.019, adv=3.538, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:18<01:24,  2.10it/s, loss=0.392, pair=0.019, adv=3.538, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:18<01:24,  2.10it/s, loss=0.374, pair=0.023, adv=6.357, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:21,  2.18it/s, loss=0.374, pair=0.023, adv=6.357, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:19<01:21,  2.18it/s, loss=0.383, pair=0.018, adv=2.761, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:19<01:25,  2.06it/s, loss=0.383, pair=0.018, adv=2.761, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:19<01:25,  2.06it/s, loss=0.372, pair=0.014, adv=3.687, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:21,  2.16it/s, loss=0.372, pair=0.014, adv=3.687, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:20<01:21,  2.16it/s, loss=0.424, pair=0.015, adv=4.623, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:24,  2.06it/s, loss=0.424, pair=0.015, adv=4.623, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:24,  2.06it/s, loss=0.381, pair=0.028, adv=3.784, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:19,  2.17it/s, loss=0.381, pair=0.028, adv=3.784, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:21<01:19,  2.17it/s, loss=0.335, pair=0.011, adv=2.176, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:21<01:22,  2.08it/s, loss=0.335, pair=0.011, adv=2.176, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:21<01:22,  2.08it/s, loss=0.378, pair=0.011, adv=3.170, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:19,  2.16it/s, loss=0.378, pair=0.011, adv=3.170, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:19,  2.16it/s, loss=0.358, pair=0.008, adv=5.936, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:22,  2.06it/s, loss=0.358, pair=0.008, adv=5.936, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:22<01:22,  2.06it/s, loss=0.393, pair=0.011, adv=6.108, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:17,  2.17it/s, loss=0.393, pair=0.011, adv=6.108, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:17,  2.17it/s, loss=0.374, pair=0.009, adv=4.516, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:21,  2.07it/s, loss=0.374, pair=0.009, adv=4.516, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:23<01:21,  2.07it/s, loss=0.413, pair=0.014, adv=5.245, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:15,  2.21it/s, loss=0.413, pair=0.014, adv=5.245, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:15,  2.21it/s, loss=0.370, pair=0.008, adv=3.260, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:18,  2.10it/s, loss=0.370, pair=0.008, adv=3.260, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:24<01:18,  2.10it/s, loss=0.382, pair=0.020, adv=3.667, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:15,  2.19it/s, loss=0.382, pair=0.020, adv=3.667, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:15,  2.19it/s, loss=0.394, pair=0.013, adv=3.758, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:17,  2.11it/s, loss=0.394, pair=0.013, adv=3.758, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:25<01:17,  2.11it/s, loss=0.366, pair=0.016, adv=4.526, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:15,  2.17it/s, loss=0.366, pair=0.016, adv=4.526, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:15,  2.17it/s, loss=0.387, pair=0.003, adv=5.229, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:19,  2.05it/s, loss=0.387, pair=0.003, adv=5.229, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:26<01:19,  2.05it/s, loss=0.397, pair=0.010, adv=5.741, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:16,  2.12it/s, loss=0.397, pair=0.010, adv=5.741, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:16,  2.12it/s, loss=0.472, pair=0.019, adv=7.123, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:21,  1.95it/s, loss=0.472, pair=0.019, adv=7.123, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:27<01:21,  1.95it/s, loss=0.336, pair=0.005, adv=4.114, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:16,  2.07it/s, loss=0.336, pair=0.005, adv=4.114, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:16,  2.07it/s, loss=0.401, pair=0.095, adv=5.504, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:17,  2.05it/s, loss=0.401, pair=0.095, adv=5.504, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:28<01:17,  2.05it/s, loss=0.346, pair=0.007, adv=3.112, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:12,  2.16it/s, loss=0.346, pair=0.007, adv=3.112, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:12,  2.16it/s, loss=0.385, pair=0.032, adv=6.032, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:14,  2.09it/s, loss=0.385, pair=0.032, adv=6.032, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:29<01:14,  2.09it/s, loss=0.412, pair=0.008, adv=6.000, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:11,  2.18it/s, loss=0.412, pair=0.008, adv=6.000, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:11,  2.18it/s, loss=0.365, pair=0.010, adv=6.773, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:13,  2.08it/s, loss=0.365, pair=0.010, adv=6.773, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:13,  2.08it/s, loss=0.307, pair=0.022, adv=2.730, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:10,  2.17it/s, loss=0.307, pair=0.022, adv=2.730, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:10,  2.17it/s, loss=0.417, pair=0.014, adv=4.898, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:13,  2.06it/s, loss=0.417, pair=0.014, adv=4.898, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:13,  2.06it/s, loss=0.371, pair=0.038, adv=5.428, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:09,  2.17it/s, loss=0.371, pair=0.038, adv=5.428, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:31<01:09,  2.17it/s, loss=0.413, pair=0.034, adv=6.123, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:13,  2.03it/s, loss=0.413, pair=0.034, adv=6.123, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:13,  2.03it/s, loss=0.415, pair=0.036, adv=5.319, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:10,  2.12it/s, loss=0.415, pair=0.036, adv=5.319, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:10,  2.12it/s, loss=0.376, pair=0.014, adv=4.844, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:13,  2.02it/s, loss=0.376, pair=0.014, adv=4.844, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:13,  2.02it/s, loss=0.661, pair=2.461, adv=7.636, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:09,  2.10it/s, loss=0.661, pair=2.461, adv=7.636, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:09,  2.10it/s, loss=0.392, pair=0.005, adv=6.164, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:11,  2.04it/s, loss=0.392, pair=0.005, adv=6.164, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:11,  2.04it/s, loss=0.401, pair=0.107, adv=7.382, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:08,  2.12it/s, loss=0.401, pair=0.107, adv=7.382, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:08,  2.12it/s, loss=0.360, pair=0.011, adv=7.737, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.04it/s, loss=0.360, pair=0.011, adv=7.737, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.04it/s, loss=0.397, pair=0.016, adv=4.111, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:06,  2.15it/s, loss=0.397, pair=0.016, adv=4.111, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:35<01:06,  2.15it/s, loss=0.350, pair=0.039, adv=7.136, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:08,  2.08it/s, loss=0.350, pair=0.039, adv=7.136, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:08,  2.08it/s, loss=0.381, pair=0.022, adv=3.092, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:04,  2.18it/s, loss=0.381, pair=0.022, adv=3.092, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:36<01:04,  2.18it/s, loss=0.369, pair=0.007, adv=7.006, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:08,  2.04it/s, loss=0.369, pair=0.007, adv=7.006, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:08,  2.04it/s, loss=0.398, pair=0.001, adv=4.018, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:02,  2.21it/s, loss=0.398, pair=0.001, adv=4.018, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:37<01:02,  2.21it/s, loss=0.331, pair=0.007, adv=3.976, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:05,  2.12it/s, loss=0.331, pair=0.007, adv=3.976, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:05,  2.12it/s, loss=0.383, pair=0.005, adv=5.933, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.16it/s, loss=0.383, pair=0.005, adv=5.933, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:38<01:03,  2.16it/s, loss=0.425, pair=0.030, adv=5.214, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:06,  2.05it/s, loss=0.425, pair=0.030, adv=5.214, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:06,  2.05it/s, loss=0.369, pair=0.029, adv=3.332, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:03,  2.13it/s, loss=0.369, pair=0.029, adv=3.332, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:03,  2.13it/s, loss=0.471, pair=0.013, adv=4.524, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:05,  2.04it/s, loss=0.471, pair=0.013, adv=4.524, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:05,  2.04it/s, loss=0.388, pair=0.025, adv=4.732, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:02,  2.14it/s, loss=0.388, pair=0.025, adv=4.732, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:02,  2.14it/s, loss=0.418, pair=0.045, adv=4.272, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:08,  1.94it/s, loss=0.418, pair=0.045, adv=4.272, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:08,  1.94it/s, loss=0.390, pair=0.013, adv=3.798, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:04,  2.04it/s, loss=0.390, pair=0.013, adv=3.798, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:04,  2.04it/s, loss=0.381, pair=0.059, adv=4.550, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:05,  1.98it/s, loss=0.381, pair=0.059, adv=4.550, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:05,  1.98it/s, loss=0.400, pair=0.024, adv=6.202, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:01,  2.09it/s, loss=0.400, pair=0.024, adv=6.202, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:42<01:01,  2.09it/s, loss=0.403, pair=0.028, adv=4.308, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:03,  2.03it/s, loss=0.403, pair=0.028, adv=4.308, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:03,  2.03it/s, loss=0.359, pair=0.005, adv=3.044, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<01:00,  2.10it/s, loss=0.359, pair=0.005, adv=3.044, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:43<01:00,  2.10it/s, loss=0.469, pair=0.025, adv=5.684, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:01,  2.03it/s, loss=0.469, pair=0.025, adv=5.684, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:01,  2.03it/s, loss=0.370, pair=0.041, adv=4.007, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.14it/s, loss=0.370, pair=0.041, adv=4.007, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<00:58,  2.14it/s, loss=0.426, pair=0.027, adv=4.329, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:01,  2.00it/s, loss=0.426, pair=0.027, adv=4.329, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:01,  2.00it/s, loss=0.385, pair=0.012, adv=6.353, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:59,  2.08it/s, loss=0.385, pair=0.012, adv=6.353, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<00:59,  2.08it/s, loss=0.346, pair=0.024, adv=4.725, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:04,  1.89it/s, loss=0.346, pair=0.024, adv=4.725, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:04,  1.89it/s, loss=0.371, pair=0.008, adv=4.787, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<01:01,  1.98it/s, loss=0.371, pair=0.008, adv=4.787, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<01:01,  1.98it/s, loss=0.377, pair=0.006, adv=5.135, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:06,  1.80it/s, loss=0.377, pair=0.006, adv=5.135, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:06,  1.80it/s, loss=0.401, pair=0.019, adv=4.440, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<01:03,  1.89it/s, loss=0.401, pair=0.019, adv=4.440, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<01:03,  1.89it/s, loss=0.533, pair=1.458, adv=2.774, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:06,  1.77it/s, loss=0.533, pair=1.458, adv=2.774, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:06,  1.77it/s, loss=0.385, pair=0.081, adv=2.882, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<01:02,  1.86it/s, loss=0.385, pair=0.081, adv=2.882, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<01:02,  1.86it/s, loss=0.370, pair=0.039, adv=3.346, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<01:04,  1.79it/s, loss=0.370, pair=0.039, adv=3.346, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<01:04,  1.79it/s, loss=0.397, pair=0.038, adv=4.696, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<01:00,  1.90it/s, loss=0.397, pair=0.038, adv=4.696, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<01:00,  1.90it/s, loss=0.405, pair=0.059, adv=4.980, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<01:04,  1.77it/s, loss=0.405, pair=0.059, adv=4.980, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<01:04,  1.77it/s, loss=0.362, pair=0.007, adv=4.099, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<01:00,  1.88it/s, loss=0.362, pair=0.007, adv=4.099, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:50<01:00,  1.88it/s, loss=0.461, pair=0.013, adv=2.745, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:50<01:02,  1.80it/s, loss=0.461, pair=0.013, adv=2.745, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:51<01:02,  1.80it/s, loss=0.575, pair=1.692, adv=3.676, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:57,  1.93it/s, loss=0.575, pair=1.692, adv=3.676, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:57,  1.93it/s, loss=0.385, pair=0.021, adv=3.687, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:59,  1.86it/s, loss=0.385, pair=0.021, adv=3.687, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:52<00:59,  1.86it/s, loss=0.381, pair=0.010, adv=4.487, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:55,  1.96it/s, loss=0.381, pair=0.010, adv=4.487, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:55,  1.96it/s, loss=0.413, pair=0.018, adv=4.264, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:59,  1.82it/s, loss=0.413, pair=0.018, adv=4.264, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:53<00:59,  1.82it/s, loss=0.346, pair=0.019, adv=4.508, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:53<00:55,  1.94it/s, loss=0.346, pair=0.019, adv=4.508, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:53<00:55,  1.94it/s, loss=0.338, pair=0.011, adv=5.823, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:53<00:57,  1.83it/s, loss=0.338, pair=0.011, adv=5.823, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:54<00:57,  1.83it/s, loss=0.377, pair=0.008, adv=3.485, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:54<00:53,  1.97it/s, loss=0.377, pair=0.008, adv=3.485, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:54<00:53,  1.97it/s, loss=0.380, pair=0.024, adv=5.575, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:54<00:56,  1.83it/s, loss=0.380, pair=0.024, adv=5.575, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:55<00:56,  1.83it/s, loss=0.376, pair=0.016, adv=4.623, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:55<00:53,  1.94it/s, loss=0.376, pair=0.016, adv=4.623, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:55<00:53,  1.94it/s, loss=0.472, pair=0.031, adv=3.521, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:55<00:58,  1.73it/s, loss=0.472, pair=0.031, adv=3.521, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:56<00:58,  1.73it/s, loss=0.385, pair=0.003, adv=3.619, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:56<00:54,  1.86it/s, loss=0.385, pair=0.003, adv=3.619, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:57<00:54,  1.86it/s, loss=0.433, pair=0.006, adv=5.763, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:57,  1.74it/s, loss=0.433, pair=0.006, adv=5.763, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:57,  1.74it/s, loss=0.392, pair=0.133, adv=3.726, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:51,  1.91it/s, loss=0.392, pair=0.133, adv=3.726, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:58<00:51,  1.91it/s, loss=0.375, pair=0.028, adv=6.654, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:58<00:54,  1.81it/s, loss=0.375, pair=0.028, adv=6.654, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:58<00:54,  1.81it/s, loss=0.413, pair=0.017, adv=4.704, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:50,  1.91it/s, loss=0.413, pair=0.017, adv=4.704, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:59<00:50,  1.91it/s, loss=0.330, pair=0.033, adv=2.811, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:59<00:53,  1.80it/s, loss=0.330, pair=0.033, adv=2.811, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:59<00:53,  1.80it/s, loss=0.375, pair=0.042, adv=3.181, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:49,  1.93it/s, loss=0.375, pair=0.042, adv=3.181, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  79%|▊| 358/453 [03:00<00:49,  1.93it/s, loss=0.348, pair=0.042, adv=2.555, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  79%|▊| 359/453 [03:00<00:50,  1.84it/s, loss=0.348, pair=0.042, adv=2.555, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  79%|▊| 359/453 [03:00<00:50,  1.84it/s, loss=0.345, pair=0.014, adv=2.636, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:00<00:46,  1.98it/s, loss=0.345, pair=0.014, adv=2.636, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:01<00:46,  1.98it/s, loss=0.357, pair=0.004, adv=4.611, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:01<00:46,  1.98it/s, loss=0.357, pair=0.004, adv=4.611, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:01<00:46,  1.98it/s, loss=0.364, pair=0.017, adv=3.829, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:43,  2.09it/s, loss=0.364, pair=0.017, adv=3.829, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:02<00:43,  2.09it/s, loss=0.366, pair=0.023, adv=4.504, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:02<00:45,  1.99it/s, loss=0.366, pair=0.023, adv=4.504, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:02<00:45,  1.99it/s, loss=0.395, pair=0.009, adv=3.735, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:42,  2.10it/s, loss=0.395, pair=0.009, adv=3.735, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:03<00:42,  2.10it/s, loss=0.373, pair=0.004, adv=4.450, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:03<00:43,  2.02it/s, loss=0.373, pair=0.004, adv=4.450, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:03<00:43,  2.02it/s, loss=0.344, pair=0.007, adv=2.693, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.16it/s, loss=0.344, pair=0.007, adv=2.693, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.16it/s, loss=0.484, pair=0.014, adv=3.389, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:41,  2.08it/s, loss=0.484, pair=0.014, adv=3.389, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:04<00:41,  2.08it/s, loss=0.379, pair=0.017, adv=4.762, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.18it/s, loss=0.379, pair=0.017, adv=4.762, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.18it/s, loss=0.339, pair=0.024, adv=5.826, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:40,  2.09it/s, loss=0.339, pair=0.024, adv=5.826, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:05<00:40,  2.09it/s, loss=0.621, pair=2.213, adv=3.934, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:37,  2.20it/s, loss=0.621, pair=2.213, adv=3.934, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:37,  2.20it/s, loss=0.402, pair=0.361, adv=2.576, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:40,  2.04it/s, loss=0.402, pair=0.361, adv=2.576, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:06<00:40,  2.04it/s, loss=0.342, pair=0.026, adv=4.778, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:37,  2.14it/s, loss=0.342, pair=0.026, adv=4.778, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:37,  2.14it/s, loss=0.397, pair=0.012, adv=3.615, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:38,  2.09it/s, loss=0.397, pair=0.012, adv=3.615, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:07<00:38,  2.09it/s, loss=0.355, pair=0.040, adv=3.355, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:35,  2.20it/s, loss=0.355, pair=0.040, adv=3.355, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:35,  2.20it/s, loss=0.316, pair=0.009, adv=2.425, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:39,  1.97it/s, loss=0.316, pair=0.009, adv=2.425, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:08<00:39,  1.97it/s, loss=0.408, pair=0.020, adv=3.562, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:36,  2.10it/s, loss=0.408, pair=0.020, adv=3.562, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:36,  2.10it/s, loss=0.625, pair=1.999, adv=4.900, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:37,  2.01it/s, loss=0.625, pair=1.999, adv=4.900, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:09<00:37,  2.01it/s, loss=0.396, pair=0.026, adv=3.384, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:34,  2.17it/s, loss=0.396, pair=0.026, adv=3.384, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:34,  2.17it/s, loss=0.375, pair=0.005, adv=5.408, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:35,  2.07it/s, loss=0.375, pair=0.005, adv=5.408, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:10<00:35,  2.07it/s, loss=0.375, pair=0.005, adv=5.293, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.15it/s, loss=0.375, pair=0.005, adv=5.293, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.15it/s, loss=0.364, pair=0.020, adv=5.089, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:35,  2.06it/s, loss=0.364, pair=0.020, adv=5.089, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:11<00:35,  2.06it/s, loss=0.376, pair=0.008, adv=4.842, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:32,  2.16it/s, loss=0.376, pair=0.008, adv=4.842, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:32,  2.16it/s, loss=0.342, pair=0.016, adv=6.246, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:33,  2.07it/s, loss=0.342, pair=0.016, adv=6.246, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:33,  2.07it/s, loss=0.344, pair=0.003, adv=4.847, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:31,  2.16it/s, loss=0.344, pair=0.003, adv=4.847, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:31,  2.16it/s, loss=0.362, pair=0.009, adv=2.857, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:32,  2.06it/s, loss=0.362, pair=0.009, adv=2.857, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:32,  2.06it/s, loss=0.391, pair=0.039, adv=2.581, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:30,  2.17it/s, loss=0.391, pair=0.039, adv=2.581, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:30,  2.17it/s, loss=0.347, pair=0.008, adv=3.388, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:31,  2.09it/s, loss=0.347, pair=0.008, adv=3.388, sprd=0.014
Ep 015/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:31,  2.09it/s, loss=0.588, pair=1.653, adv=4.114, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:29,  2.20it/s, loss=0.588, pair=1.653, adv=4.114, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:29,  2.20it/s, loss=0.551, pair=1.171, adv=4.781, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:30,  2.12it/s, loss=0.551, pair=1.171, adv=4.781, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:30,  2.12it/s, loss=0.348, pair=0.025, adv=2.458, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:28,  2.22it/s, loss=0.348, pair=0.025, adv=2.458, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:28,  2.22it/s, loss=0.507, pair=0.038, adv=2.625, sprd=0.032
Ep 015/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:29,  2.10it/s, loss=0.507, pair=0.038, adv=2.625, sprd=0.032
Ep 015/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:29,  2.10it/s, loss=0.400, pair=0.013, adv=4.764, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.17it/s, loss=0.400, pair=0.013, adv=4.764, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:28,  2.17it/s, loss=0.407, pair=0.012, adv=6.990, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.06it/s, loss=0.407, pair=0.012, adv=6.990, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.06it/s, loss=0.346, pair=0.013, adv=7.357, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.18it/s, loss=0.346, pair=0.013, adv=7.357, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:27,  2.18it/s, loss=0.399, pair=0.032, adv=4.442, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:27,  2.08it/s, loss=0.399, pair=0.032, adv=4.442, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:27,  2.08it/s, loss=0.680, pair=2.172, adv=3.531, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.17it/s, loss=0.680, pair=2.172, adv=3.531, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:26,  2.17it/s, loss=0.472, pair=0.035, adv=5.225, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.07it/s, loss=0.472, pair=0.035, adv=5.225, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.07it/s, loss=0.373, pair=0.037, adv=4.003, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.16it/s, loss=0.373, pair=0.037, adv=4.003, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:25,  2.16it/s, loss=0.481, pair=0.012, adv=3.647, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.05it/s, loss=0.481, pair=0.012, adv=3.647, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.05it/s, loss=0.669, pair=2.391, adv=6.713, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.14it/s, loss=0.669, pair=2.391, adv=6.713, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:24,  2.14it/s, loss=0.400, pair=0.017, adv=3.616, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.04it/s, loss=0.400, pair=0.017, adv=3.616, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.04it/s, loss=0.738, pair=2.586, adv=6.130, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.13it/s, loss=0.738, pair=2.586, adv=6.130, sprd=0.028
Ep 015/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:23,  2.13it/s, loss=0.381, pair=0.014, adv=5.952, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:25,  1.94it/s, loss=0.381, pair=0.014, adv=5.952, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:25,  1.94it/s, loss=0.424, pair=0.019, adv=2.828, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:24,  2.03it/s, loss=0.424, pair=0.019, adv=2.828, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:22<00:24,  2.03it/s, loss=0.535, pair=0.263, adv=4.189, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:24,  1.98it/s, loss=0.535, pair=0.263, adv=4.189, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:24,  1.98it/s, loss=0.626, pair=2.014, adv=3.316, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:22,  2.08it/s, loss=0.626, pair=2.014, adv=3.316, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:23<00:22,  2.08it/s, loss=0.333, pair=0.018, adv=2.368, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.06it/s, loss=0.333, pair=0.018, adv=2.368, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.06it/s, loss=0.382, pair=0.002, adv=3.681, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.18it/s, loss=0.382, pair=0.002, adv=3.681, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.18it/s, loss=0.383, pair=0.022, adv=3.237, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.07it/s, loss=0.383, pair=0.022, adv=3.237, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.07it/s, loss=0.382, pair=0.010, adv=4.320, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:19,  2.17it/s, loss=0.382, pair=0.010, adv=4.320, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:19,  2.17it/s, loss=0.345, pair=0.012, adv=3.297, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.07it/s, loss=0.345, pair=0.012, adv=3.297, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:20,  2.07it/s, loss=0.411, pair=0.023, adv=3.457, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:19,  2.16it/s, loss=0.411, pair=0.023, adv=3.457, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:19,  2.16it/s, loss=0.668, pair=1.979, adv=3.924, sprd=0.034
Ep 015/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:19,  2.04it/s, loss=0.668, pair=1.979, adv=3.924, sprd=0.034
Ep 015/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:19,  2.04it/s, loss=0.411, pair=0.007, adv=3.736, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.13it/s, loss=0.411, pair=0.007, adv=3.736, sprd=0.027
Ep 015/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.13it/s, loss=0.376, pair=0.005, adv=6.324, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.05it/s, loss=0.376, pair=0.005, adv=6.324, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.05it/s, loss=0.388, pair=0.013, adv=5.556, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.14it/s, loss=0.388, pair=0.013, adv=5.556, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.14it/s, loss=0.490, pair=0.007, adv=5.243, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.04it/s, loss=0.490, pair=0.007, adv=5.243, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.04it/s, loss=0.418, pair=0.047, adv=3.906, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.13it/s, loss=0.418, pair=0.047, adv=3.906, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.13it/s, loss=0.313, pair=0.028, adv=2.460, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:16,  2.06it/s, loss=0.313, pair=0.028, adv=2.460, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:16,  2.06it/s, loss=0.335, pair=0.011, adv=6.185, sprd=0.012
Ep 015/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.16it/s, loss=0.335, pair=0.011, adv=6.185, sprd=0.012
Ep 015/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.16it/s, loss=0.390, pair=0.044, adv=4.688, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.09it/s, loss=0.390, pair=0.044, adv=4.688, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:15,  2.09it/s, loss=0.383, pair=0.019, adv=3.461, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.19it/s, loss=0.383, pair=0.019, adv=3.461, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.19it/s, loss=0.405, pair=0.029, adv=6.048, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.06it/s, loss=0.405, pair=0.029, adv=6.048, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:14,  2.06it/s, loss=0.379, pair=0.013, adv=3.793, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.15it/s, loss=0.379, pair=0.013, adv=3.793, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.15it/s, loss=0.392, pair=0.001, adv=2.891, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.03it/s, loss=0.392, pair=0.001, adv=2.891, sprd=0.026
Ep 015/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.03it/s, loss=0.361, pair=0.017, adv=5.220, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.15it/s, loss=0.361, pair=0.017, adv=5.220, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.15it/s, loss=0.378, pair=0.034, adv=3.605, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.06it/s, loss=0.378, pair=0.034, adv=3.605, sprd=0.020
Ep 015/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.06it/s, loss=0.427, pair=0.049, adv=6.063, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.16it/s, loss=0.427, pair=0.049, adv=6.063, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.16it/s, loss=0.362, pair=0.017, adv=3.949, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.362, pair=0.017, adv=3.949, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.441, pair=0.014, adv=3.633, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.12it/s, loss=0.441, pair=0.014, adv=3.633, sprd=0.029
Ep 015/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.12it/s, loss=0.363, pair=0.002, adv=6.464, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:12,  1.83it/s, loss=0.363, pair=0.002, adv=6.464, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:12,  1.83it/s, loss=0.385, pair=0.025, adv=3.683, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:10,  1.92it/s, loss=0.385, pair=0.025, adv=3.683, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:10,  1.92it/s, loss=0.475, pair=0.026, adv=6.665, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:10,  1.84it/s, loss=0.475, pair=0.026, adv=6.665, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:10,  1.84it/s, loss=0.410, pair=0.031, adv=2.993, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:09,  1.95it/s, loss=0.410, pair=0.031, adv=2.993, sprd=0.025
Ep 015/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:09,  1.95it/s, loss=0.395, pair=0.015, adv=4.734, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:09,  1.86it/s, loss=0.395, pair=0.015, adv=4.734, sprd=0.024
Ep 015/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:09,  1.86it/s, loss=0.387, pair=0.018, adv=2.609, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:08,  1.97it/s, loss=0.387, pair=0.018, adv=2.609, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:08,  1.97it/s, loss=0.367, pair=0.013, adv=5.696, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:08,  1.83it/s, loss=0.367, pair=0.013, adv=5.696, sprd=0.013
Ep 015/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:08,  1.83it/s, loss=0.382, pair=0.005, adv=6.093, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:07,  1.92it/s, loss=0.382, pair=0.005, adv=6.093, sprd=0.022
Ep 015/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:07,  1.92it/s, loss=0.329, pair=0.000, adv=2.632, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:07,  1.80it/s, loss=0.329, pair=0.000, adv=2.632, sprd=0.016
Ep 015/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:39<00:07,  1.80it/s, loss=0.380, pair=0.009, adv=3.810, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  1.91it/s, loss=0.380, pair=0.009, adv=3.810, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  1.91it/s, loss=0.389, pair=0.019, adv=4.913, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:06,  1.81it/s, loss=0.389, pair=0.019, adv=4.913, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:40<00:06,  1.81it/s, loss=0.435, pair=0.031, adv=3.353, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  1.89it/s, loss=0.435, pair=0.031, adv=3.353, sprd=0.031
Ep 015/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:41<00:05,  1.89it/s, loss=0.381, pair=0.007, adv=4.563, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:41<00:05,  1.75it/s, loss=0.381, pair=0.007, adv=4.563, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:41<00:05,  1.75it/s, loss=0.382, pair=0.030, adv=4.285, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  1.89it/s, loss=0.382, pair=0.030, adv=4.285, sprd=0.019
Ep 015/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:42<00:04,  1.89it/s, loss=0.415, pair=0.032, adv=4.458, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:42<00:04,  1.81it/s, loss=0.415, pair=0.032, adv=4.458, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:42<00:04,  1.81it/s, loss=0.350, pair=0.028, adv=5.391, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  1.95it/s, loss=0.350, pair=0.028, adv=5.391, sprd=0.017
Ep 015/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:43<00:03,  1.95it/s, loss=0.368, pair=0.003, adv=5.710, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:43<00:03,  1.83it/s, loss=0.368, pair=0.003, adv=5.710, sprd=0.021
Ep 015/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:43<00:03,  1.83it/s, loss=0.359, pair=0.010, adv=3.596, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  1.94it/s, loss=0.359, pair=0.010, adv=3.596, sprd=0.015
Ep 015/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:44<00:02,  1.94it/s, loss=0.461, pair=0.018, adv=4.946, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:44<00:02,  1.82it/s, loss=0.461, pair=0.018, adv=4.946, sprd=0.018
Ep 015/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:44<00:02,  1.82it/s, loss=0.402, pair=0.011, adv=4.912, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  1.91it/s, loss=0.402, pair=0.011, adv=4.912, sprd=0.023
Ep 015/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:45<00:01,  1.91it/s, loss=0.353, pair=0.006, adv=3.843, sprd=0.015
Ep 015/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:45<00:01,  1.82it/s, loss=0.353, pair=0.006, adv=3.843, sprd=0.015
Ep 015/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:45<00:01,  1.82it/s, loss=0.383, pair=0.018, adv=6.723, sprd=0.021
Ep 015/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  1.92it/s, loss=0.383, pair=0.018, adv=6.723, sprd=0.021
Ep 015/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:46<00:00,  1.92it/s, loss=0.344, pair=0.010, adv=4.581, sprd=0.016
Ep 015/80 [S1→S2:ramp]: 100%|█| 453/453 [03:46<00:00,  1.80it/s, loss=0.344, pair=0.010, adv=4.581, sprd=0.016
                                                                                                              
Epoch 015/80 [S1→S2:ramp]  loss=0.3961  mat=0.2913  sens=1.1110  pair=0.1023  adv=4.4779(rand=3.47)  deg=0.0071  orth=0.0025  spread=0.0208  q_mean=50.5  q_std=19.1  α=0.18 β=0.12 γ=0.84 λ_grl=0.600  lr=9.30e-05  226s

Ep 016/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 016/80 [S1→S2:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.539, pair=0.011, adv=6.651, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:   0%|  | 1/453 [00:00<07:22,  1.02it/s, loss=0.539, pair=0.011, adv=6.651, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<07:22,  1.02it/s, loss=0.452, pair=0.035, adv=5.215, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<05:10,  1.45it/s, loss=0.452, pair=0.035, adv=5.215, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   0%|  | 2/453 [00:02<05:10,  1.45it/s, loss=0.449, pair=0.007, adv=6.011, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:05,  1.47it/s, loss=0.449, pair=0.007, adv=6.011, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:05,  1.47it/s, loss=0.460, pair=0.014, adv=7.311, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:24,  1.70it/s, loss=0.460, pair=0.014, adv=7.311, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   1%|  | 4/453 [00:03<04:24,  1.70it/s, loss=0.410, pair=0.014, adv=4.140, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:25,  1.69it/s, loss=0.410, pair=0.014, adv=4.140, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:25,  1.69it/s, loss=0.394, pair=0.008, adv=3.584, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:56,  1.89it/s, loss=0.394, pair=0.008, adv=3.584, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   1%|  | 6/453 [00:04<03:56,  1.89it/s, loss=0.456, pair=0.011, adv=7.203, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:12,  1.76it/s, loss=0.456, pair=0.011, adv=7.203, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:12,  1.76it/s, loss=0.389, pair=0.005, adv=3.803, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:49,  1.94it/s, loss=0.389, pair=0.005, adv=3.803, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<03:49,  1.94it/s, loss=0.381, pair=0.004, adv=2.928, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:50,  1.92it/s, loss=0.381, pair=0.004, adv=2.928, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:50,  1.92it/s, loss=0.431, pair=0.022, adv=4.025, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:35,  2.06it/s, loss=0.431, pair=0.022, adv=4.025, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:35,  2.06it/s, loss=0.433, pair=0.004, adv=3.955, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:43,  1.97it/s, loss=0.433, pair=0.004, adv=3.955, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:43,  1.97it/s, loss=0.709, pair=1.923, adv=5.287, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:31,  2.09it/s, loss=0.709, pair=1.923, adv=5.287, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:31,  2.09it/s, loss=0.428, pair=0.008, adv=3.255, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:37,  2.03it/s, loss=0.428, pair=0.008, adv=3.255, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:37,  2.03it/s, loss=0.405, pair=0.016, adv=5.946, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:27,  2.12it/s, loss=0.405, pair=0.016, adv=5.946, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:27,  2.12it/s, loss=0.463, pair=0.010, adv=2.900, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:37,  2.02it/s, loss=0.463, pair=0.010, adv=2.900, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:37,  2.02it/s, loss=0.400, pair=0.015, adv=3.596, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:25,  2.13it/s, loss=0.400, pair=0.015, adv=3.596, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:25,  2.13it/s, loss=0.408, pair=0.029, adv=5.309, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:31,  2.06it/s, loss=0.408, pair=0.029, adv=5.309, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:31,  2.06it/s, loss=0.405, pair=0.026, adv=6.100, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:21,  2.16it/s, loss=0.405, pair=0.026, adv=6.100, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:21,  2.16it/s, loss=0.403, pair=0.009, adv=3.746, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:26,  2.10it/s, loss=0.403, pair=0.009, adv=3.746, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:26,  2.10it/s, loss=0.392, pair=0.013, adv=5.755, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:16,  2.20it/s, loss=0.392, pair=0.013, adv=5.755, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:16,  2.20it/s, loss=0.414, pair=0.005, adv=3.686, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:25,  2.11it/s, loss=0.414, pair=0.005, adv=3.686, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:25,  2.11it/s, loss=0.458, pair=0.084, adv=4.405, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:19,  2.16it/s, loss=0.458, pair=0.084, adv=4.405, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:19,  2.16it/s, loss=0.489, pair=0.009, adv=4.268, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:24,  2.11it/s, loss=0.489, pair=0.009, adv=4.268, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:24,  2.11it/s, loss=0.436, pair=0.037, adv=3.578, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:16,  2.18it/s, loss=0.436, pair=0.037, adv=3.578, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:16,  2.18it/s, loss=0.525, pair=0.022, adv=6.642, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:26,  2.07it/s, loss=0.525, pair=0.022, adv=6.642, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:26,  2.07it/s, loss=0.495, pair=0.599, adv=4.252, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:15,  2.18it/s, loss=0.495, pair=0.599, adv=4.252, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:15,  2.18it/s, loss=0.479, pair=0.006, adv=4.171, sprd=0.032]
Ep 016/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:27,  2.05it/s, loss=0.479, pair=0.006, adv=4.171, sprd=0.032]
Ep 016/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:27,  2.05it/s, loss=0.362, pair=0.022, adv=3.135, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:19,  2.14it/s, loss=0.362, pair=0.022, adv=3.135, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:19,  2.14it/s, loss=0.496, pair=0.020, adv=4.935, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:30,  2.01it/s, loss=0.496, pair=0.020, adv=4.935, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:30,  2.01it/s, loss=0.420, pair=0.011, adv=3.787, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:17,  2.14it/s, loss=0.420, pair=0.011, adv=3.787, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:17,  2.14it/s, loss=0.398, pair=0.026, adv=4.997, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:38,  1.93it/s, loss=0.398, pair=0.026, adv=4.997, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:38,  1.93it/s, loss=0.397, pair=0.042, adv=3.326, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:24,  2.06it/s, loss=0.397, pair=0.042, adv=3.326, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:24,  2.06it/s, loss=0.440, pair=0.058, adv=5.441, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:28,  2.01it/s, loss=0.440, pair=0.058, adv=5.441, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:28,  2.01it/s, loss=0.760, pair=2.123, adv=6.098, sprd=0.029]
Ep 016/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:21,  2.08it/s, loss=0.760, pair=2.123, adv=6.098, sprd=0.029]
Ep 016/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:21,  2.08it/s, loss=0.375, pair=0.015, adv=5.141, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:28,  2.01it/s, loss=0.375, pair=0.015, adv=5.141, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:28,  2.01it/s, loss=0.439, pair=0.029, adv=3.671, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:16,  2.13it/s, loss=0.439, pair=0.029, adv=3.671, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:16,  2.13it/s, loss=0.368, pair=0.033, adv=2.717, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:23,  2.04it/s, loss=0.368, pair=0.033, adv=2.717, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:23,  2.04it/s, loss=0.415, pair=0.013, adv=3.588, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:16,  2.11it/s, loss=0.415, pair=0.013, adv=3.588, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:16,  2.11it/s, loss=0.402, pair=0.020, adv=4.659, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:26,  2.01it/s, loss=0.402, pair=0.020, adv=4.659, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:26,  2.01it/s, loss=0.449, pair=0.076, adv=3.513, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:17,  2.09it/s, loss=0.449, pair=0.076, adv=3.513, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:17,  2.09it/s, loss=0.367, pair=0.032, adv=2.455, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:25,  2.00it/s, loss=0.367, pair=0.032, adv=2.455, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:25,  2.00it/s, loss=0.404, pair=0.214, adv=5.422, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   9%| | 42/453 [00:20<03:10,  2.16it/s, loss=0.404, pair=0.214, adv=5.422, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:10,  2.16it/s, loss=0.412, pair=0.016, adv=6.620, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:20,  2.05it/s, loss=0.412, pair=0.016, adv=6.620, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:20,  2.05it/s, loss=0.435, pair=0.021, adv=4.633, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:10,  2.15it/s, loss=0.435, pair=0.021, adv=4.633, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:10,  2.15it/s, loss=0.414, pair=0.017, adv=2.791, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:19,  2.04it/s, loss=0.414, pair=0.017, adv=2.791, sprd=0.026]
Ep 016/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:19,  2.04it/s, loss=0.459, pair=0.031, adv=6.890, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  10%| | 46/453 [00:22<03:12,  2.11it/s, loss=0.459, pair=0.031, adv=6.890, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:12,  2.11it/s, loss=0.478, pair=0.012, adv=4.086, sprd=0.034]
Ep 016/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:25,  1.98it/s, loss=0.478, pair=0.012, adv=4.086, sprd=0.034]
Ep 016/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:25,  1.98it/s, loss=0.388, pair=0.010, adv=2.508, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  11%| | 48/453 [00:23<03:14,  2.08it/s, loss=0.388, pair=0.010, adv=2.508, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:14,  2.08it/s, loss=0.398, pair=0.012, adv=4.720, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:21,  2.01it/s, loss=0.398, pair=0.012, adv=4.720, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:21,  2.01it/s, loss=0.374, pair=0.010, adv=2.668, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  11%| | 50/453 [00:24<03:11,  2.10it/s, loss=0.374, pair=0.010, adv=2.668, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:11,  2.10it/s, loss=0.428, pair=0.017, adv=5.900, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:21,  2.00it/s, loss=0.428, pair=0.017, adv=5.900, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:21,  2.00it/s, loss=0.445, pair=0.002, adv=3.714, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  11%| | 52/453 [00:25<03:09,  2.12it/s, loss=0.445, pair=0.002, adv=3.714, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:09,  2.12it/s, loss=0.428, pair=0.003, adv=4.519, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:13,  2.07it/s, loss=0.428, pair=0.003, adv=4.519, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:13,  2.07it/s, loss=0.445, pair=0.020, adv=5.411, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  12%| | 54/453 [00:26<03:03,  2.18it/s, loss=0.445, pair=0.020, adv=5.411, sprd=0.024]
Ep 016/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:03,  2.18it/s, loss=0.409, pair=0.013, adv=7.288, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:10,  2.09it/s, loss=0.409, pair=0.013, adv=7.288, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:10,  2.09it/s, loss=0.438, pair=0.002, adv=5.204, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  12%| | 56/453 [00:27<03:04,  2.15it/s, loss=0.438, pair=0.002, adv=5.204, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:04,  2.15it/s, loss=0.423, pair=0.017, adv=3.537, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:11,  2.07it/s, loss=0.423, pair=0.017, adv=3.537, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:11,  2.07it/s, loss=0.386, pair=0.004, adv=4.449, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:28<03:11,  2.07it/s, loss=0.386, pair=0.004, adv=4.449, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:11,  2.07it/s, loss=0.455, pair=0.014, adv=5.148, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:17,  2.00it/s, loss=0.455, pair=0.014, adv=5.148, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:17,  2.00it/s, loss=0.421, pair=0.031, adv=4.690, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:29<03:08,  2.08it/s, loss=0.421, pair=0.031, adv=4.690, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:08,  2.08it/s, loss=0.397, pair=0.015, adv=5.760, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:13,  2.03it/s, loss=0.397, pair=0.015, adv=5.760, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:13,  2.03it/s, loss=0.376, pair=0.002, adv=2.609, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:30<03:02,  2.14it/s, loss=0.376, pair=0.002, adv=2.609, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:02,  2.14it/s, loss=0.403, pair=0.023, adv=4.041, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:11,  2.04it/s, loss=0.403, pair=0.023, adv=4.041, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:11,  2.04it/s, loss=0.400, pair=0.012, adv=7.038, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:31<02:59,  2.16it/s, loss=0.400, pair=0.012, adv=7.038, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<02:59,  2.16it/s, loss=0.414, pair=0.008, adv=5.171, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:11,  2.02it/s, loss=0.414, pair=0.008, adv=5.171, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:11,  2.02it/s, loss=0.353, pair=0.004, adv=2.568, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:32<03:02,  2.12it/s, loss=0.353, pair=0.004, adv=2.568, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:02,  2.12it/s, loss=0.442, pair=0.006, adv=3.666, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:08,  2.05it/s, loss=0.442, pair=0.006, adv=3.666, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:08,  2.05it/s, loss=0.412, pair=0.003, adv=3.903, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:33<02:57,  2.17it/s, loss=0.412, pair=0.003, adv=3.903, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:33<02:57,  2.17it/s, loss=0.433, pair=0.004, adv=7.077, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:33<03:07,  2.05it/s, loss=0.433, pair=0.004, adv=7.077, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:07,  2.05it/s, loss=0.417, pair=0.008, adv=2.812, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:34<02:59,  2.13it/s, loss=0.417, pair=0.008, adv=2.812, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:34<02:59,  2.13it/s, loss=0.352, pair=0.005, adv=2.411, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:34<03:05,  2.05it/s, loss=0.352, pair=0.005, adv=2.411, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:05,  2.05it/s, loss=0.396, pair=0.005, adv=3.375, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:35<02:54,  2.18it/s, loss=0.396, pair=0.005, adv=3.375, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:35<02:54,  2.18it/s, loss=0.495, pair=0.008, adv=3.422, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:35<03:03,  2.07it/s, loss=0.495, pair=0.008, adv=3.422, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:03,  2.07it/s, loss=0.405, pair=0.010, adv=3.384, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:36<02:57,  2.13it/s, loss=0.405, pair=0.010, adv=3.384, sprd=0.023]
Ep 016/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:36<02:57,  2.13it/s, loss=0.482, pair=0.018, adv=3.406, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:36<03:15,  1.93it/s, loss=0.482, pair=0.018, adv=3.406, sprd=0.017]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:37<03:15,  1.93it/s, loss=0.419, pair=0.015, adv=3.752, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:37<03:06,  2.02it/s, loss=0.419, pair=0.015, adv=3.752, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:37<03:06,  2.02it/s, loss=0.379, pair=0.085, adv=2.453, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:37<03:21,  1.86it/s, loss=0.379, pair=0.085, adv=2.453, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:38<03:21,  1.86it/s, loss=0.350, pair=0.009, adv=2.854, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:38<03:10,  1.97it/s, loss=0.350, pair=0.009, adv=2.854, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:10,  1.97it/s, loss=0.404, pair=0.016, adv=3.656, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:23,  1.84it/s, loss=0.404, pair=0.016, adv=3.656, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:23,  1.84it/s, loss=0.440, pair=0.008, adv=3.417, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:39<03:11,  1.95it/s, loss=0.440, pair=0.008, adv=3.417, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<03:11,  1.95it/s, loss=0.392, pair=0.009, adv=3.373, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:22,  1.83it/s, loss=0.392, pair=0.009, adv=3.373, sprd=0.018]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:22,  1.83it/s, loss=0.417, pair=0.004, adv=3.914, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:40<03:10,  1.95it/s, loss=0.417, pair=0.004, adv=3.914, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<03:10,  1.95it/s, loss=0.421, pair=0.012, adv=4.838, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<03:23,  1.82it/s, loss=0.421, pair=0.012, adv=4.838, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<03:23,  1.82it/s, loss=0.453, pair=0.011, adv=4.208, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:41<03:12,  1.92it/s, loss=0.453, pair=0.011, adv=4.208, sprd=0.028]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<03:12,  1.92it/s, loss=0.473, pair=0.005, adv=4.463, sprd=0.031]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:41,  1.66it/s, loss=0.473, pair=0.005, adv=4.463, sprd=0.031]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:41,  1.66it/s, loss=0.536, pair=0.858, adv=4.504, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:42<03:21,  1.82it/s, loss=0.536, pair=0.858, adv=4.504, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<03:21,  1.82it/s, loss=0.406, pair=0.015, adv=5.494, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:30,  1.74it/s, loss=0.406, pair=0.015, adv=5.494, sprd=0.015]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:30,  1.74it/s, loss=0.440, pair=0.025, adv=2.985, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:43<03:16,  1.86it/s, loss=0.440, pair=0.025, adv=2.985, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<03:16,  1.86it/s, loss=0.430, pair=0.008, adv=3.511, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:22,  1.79it/s, loss=0.430, pair=0.008, adv=3.511, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<03:22,  1.79it/s, loss=0.436, pair=0.010, adv=3.342, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<03:11,  1.90it/s, loss=0.436, pair=0.010, adv=3.342, sprd=0.027]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<03:11,  1.90it/s, loss=0.422, pair=0.012, adv=3.891, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<03:21,  1.79it/s, loss=0.422, pair=0.012, adv=3.891, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<03:21,  1.79it/s, loss=0.439, pair=0.003, adv=4.550, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<03:08,  1.91it/s, loss=0.439, pair=0.003, adv=4.550, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<03:08,  1.91it/s, loss=0.394, pair=0.013, adv=3.070, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<03:19,  1.80it/s, loss=0.394, pair=0.013, adv=3.070, sprd=0.019]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<03:19,  1.80it/s, loss=0.375, pair=0.000, adv=4.665, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<03:08,  1.91it/s, loss=0.375, pair=0.000, adv=4.665, sprd=0.014]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<03:08,  1.91it/s, loss=0.412, pair=0.000, adv=3.893, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<03:19,  1.79it/s, loss=0.412, pair=0.000, adv=3.893, sprd=0.016]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<03:19,  1.79it/s, loss=0.430, pair=0.008, adv=6.960, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<03:07,  1.90it/s, loss=0.430, pair=0.008, adv=6.960, sprd=0.020]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<03:07,  1.90it/s, loss=0.435, pair=0.004, adv=4.394, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<03:20,  1.77it/s, loss=0.435, pair=0.004, adv=4.394, sprd=0.021]
Ep 016/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<03:20,  1.77it/s, loss=0.399, pair=0.015, adv=2.801, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<03:05,  1.91it/s, loss=0.399, pair=0.015, adv=2.801, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<03:05,  1.91it/s, loss=0.417, pair=0.003, adv=4.169, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<03:18,  1.79it/s, loss=0.417, pair=0.003, adv=4.169, sprd=0.022]
Ep 016/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:18,  1.79it/s, loss=0.442, pair=0.012, adv=3.454, sprd=0.025]
Ep 016/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:06,  1.89it/s, loss=0.442, pair=0.012, adv=3.454, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:51<03:06,  1.89it/s, loss=0.430, pair=0.001, adv=6.599, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:16,  1.79it/s, loss=0.430, pair=0.001, adv=6.599, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:16,  1.79it/s, loss=0.398, pair=0.014, adv=4.506, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<03:03,  1.91it/s, loss=0.398, pair=0.014, adv=4.506, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:52<03:03,  1.91it/s, loss=0.439, pair=0.007, adv=3.447, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:14,  1.80it/s, loss=0.439, pair=0.007, adv=3.447, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:14,  1.80it/s, loss=0.481, pair=0.012, adv=3.961, sprd=0.031
Ep 016/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:01,  1.92it/s, loss=0.481, pair=0.012, adv=3.961, sprd=0.031
Ep 016/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:53<03:01,  1.92it/s, loss=0.429, pair=0.010, adv=4.645, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<03:02,  1.91it/s, loss=0.429, pair=0.010, adv=4.645, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<03:02,  1.91it/s, loss=0.438, pair=0.006, adv=4.556, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:48,  2.06it/s, loss=0.438, pair=0.006, adv=4.556, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:54<02:48,  2.06it/s, loss=0.572, pair=1.147, adv=5.621, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:53,  2.00it/s, loss=0.572, pair=1.147, adv=5.621, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:53,  2.00it/s, loss=0.425, pair=0.006, adv=5.141, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:46,  2.07it/s, loss=0.425, pair=0.006, adv=5.141, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:55<02:46,  2.07it/s, loss=0.396, pair=0.009, adv=2.817, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:52,  2.00it/s, loss=0.396, pair=0.009, adv=2.817, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<02:52,  2.00it/s, loss=0.444, pair=0.005, adv=4.202, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:45,  2.08it/s, loss=0.444, pair=0.005, adv=4.202, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:56<02:45,  2.08it/s, loss=0.427, pair=0.011, adv=3.588, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<02:51,  2.00it/s, loss=0.427, pair=0.011, adv=3.588, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<02:51,  2.00it/s, loss=0.400, pair=0.004, adv=3.985, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:40,  2.12it/s, loss=0.400, pair=0.004, adv=3.985, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:40,  2.12it/s, loss=0.448, pair=0.002, adv=5.196, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:47,  2.03it/s, loss=0.448, pair=0.002, adv=5.196, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<02:47,  2.03it/s, loss=0.452, pair=0.001, adv=3.009, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:50,  1.99it/s, loss=0.452, pair=0.001, adv=3.009, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:58<02:50,  1.99it/s, loss=0.401, pair=0.000, adv=3.716, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<02:55,  1.93it/s, loss=0.401, pair=0.000, adv=3.716, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<02:55,  1.93it/s, loss=0.411, pair=0.020, adv=3.524, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:41,  2.08it/s, loss=0.411, pair=0.020, adv=3.524, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:41,  2.08it/s, loss=0.402, pair=0.001, adv=2.770, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:47,  2.01it/s, loss=0.402, pair=0.001, adv=2.770, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<02:47,  2.01it/s, loss=0.447, pair=0.027, adv=4.952, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:36,  2.14it/s, loss=0.447, pair=0.027, adv=4.952, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:36,  2.14it/s, loss=0.510, pair=0.003, adv=3.722, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:41,  2.07it/s, loss=0.510, pair=0.003, adv=3.722, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<02:41,  2.07it/s, loss=0.404, pair=0.019, adv=4.010, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:34,  2.16it/s, loss=0.404, pair=0.019, adv=4.010, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:34,  2.16it/s, loss=0.408, pair=0.023, adv=3.277, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:38,  2.09it/s, loss=0.408, pair=0.023, adv=3.277, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<02:38,  2.09it/s, loss=0.403, pair=0.017, adv=3.411, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:31,  2.19it/s, loss=0.403, pair=0.017, adv=3.411, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:31,  2.19it/s, loss=0.405, pair=0.011, adv=3.705, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:37,  2.10it/s, loss=0.405, pair=0.011, adv=3.705, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:02<02:37,  2.10it/s, loss=0.374, pair=0.008, adv=2.984, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:31,  2.17it/s, loss=0.374, pair=0.008, adv=2.984, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:31,  2.17it/s, loss=0.368, pair=0.009, adv=2.368, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:35,  2.11it/s, loss=0.368, pair=0.009, adv=2.368, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<02:35,  2.11it/s, loss=0.398, pair=0.004, adv=3.100, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:25,  2.25it/s, loss=0.398, pair=0.004, adv=3.100, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:25,  2.25it/s, loss=0.489, pair=0.009, adv=3.888, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:32,  2.14it/s, loss=0.489, pair=0.009, adv=3.888, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:32,  2.14it/s, loss=0.380, pair=0.008, adv=4.671, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:26,  2.22it/s, loss=0.380, pair=0.008, adv=4.671, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:26,  2.22it/s, loss=0.425, pair=0.009, adv=3.012, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:34,  2.09it/s, loss=0.425, pair=0.009, adv=3.012, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:34,  2.09it/s, loss=0.410, pair=0.006, adv=3.156, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:26,  2.21it/s, loss=0.410, pair=0.006, adv=3.156, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:26,  2.21it/s, loss=0.416, pair=0.010, adv=2.814, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:34,  2.08it/s, loss=0.416, pair=0.010, adv=2.814, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:34,  2.08it/s, loss=0.415, pair=0.024, adv=3.846, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:25,  2.20it/s, loss=0.415, pair=0.024, adv=3.846, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:25,  2.20it/s, loss=0.427, pair=0.009, adv=3.508, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:33,  2.08it/s, loss=0.427, pair=0.009, adv=3.508, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:33,  2.08it/s, loss=0.432, pair=0.000, adv=4.235, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:25,  2.20it/s, loss=0.432, pair=0.000, adv=4.235, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:25,  2.20it/s, loss=0.571, pair=0.680, adv=4.165, sprd=0.035
Ep 016/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:34,  2.06it/s, loss=0.571, pair=0.680, adv=4.165, sprd=0.035
Ep 016/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:34,  2.06it/s, loss=0.422, pair=0.013, adv=3.628, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:27,  2.15it/s, loss=0.422, pair=0.013, adv=3.628, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:27,  2.15it/s, loss=0.373, pair=0.022, adv=3.034, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:41,  1.95it/s, loss=0.373, pair=0.022, adv=3.034, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:41,  1.95it/s, loss=0.439, pair=0.023, adv=3.567, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:32,  2.06it/s, loss=0.439, pair=0.023, adv=3.567, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:32,  2.06it/s, loss=0.465, pair=0.011, adv=2.768, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:35,  2.02it/s, loss=0.465, pair=0.011, adv=2.768, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:35,  2.02it/s, loss=0.420, pair=0.020, adv=3.363, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:28,  2.11it/s, loss=0.420, pair=0.020, adv=3.363, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:28,  2.11it/s, loss=0.396, pair=0.027, adv=3.069, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:35,  2.01it/s, loss=0.396, pair=0.027, adv=3.069, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:35,  2.01it/s, loss=0.414, pair=0.005, adv=4.270, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:28,  2.09it/s, loss=0.414, pair=0.005, adv=4.270, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:28,  2.09it/s, loss=0.392, pair=0.011, adv=2.886, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:33,  2.02it/s, loss=0.392, pair=0.011, adv=2.886, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:33,  2.02it/s, loss=0.437, pair=0.005, adv=2.944, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:27,  2.10it/s, loss=0.437, pair=0.005, adv=2.944, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:27,  2.10it/s, loss=0.476, pair=0.025, adv=2.852, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:32,  2.02it/s, loss=0.476, pair=0.025, adv=2.852, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:32,  2.02it/s, loss=0.385, pair=0.014, adv=2.932, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:24,  2.13it/s, loss=0.385, pair=0.014, adv=2.932, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:24,  2.13it/s, loss=0.432, pair=0.009, adv=3.465, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:27,  2.07it/s, loss=0.432, pair=0.009, adv=3.465, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:27,  2.07it/s, loss=0.408, pair=0.010, adv=4.470, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:21,  2.15it/s, loss=0.408, pair=0.010, adv=4.470, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:21,  2.15it/s, loss=0.418, pair=0.013, adv=4.120, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:27,  2.06it/s, loss=0.418, pair=0.013, adv=4.120, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:27,  2.06it/s, loss=0.406, pair=0.027, adv=2.884, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:20,  2.16it/s, loss=0.406, pair=0.027, adv=2.884, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:20,  2.16it/s, loss=0.431, pair=0.025, adv=3.523, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:26,  2.06it/s, loss=0.431, pair=0.025, adv=3.523, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:26,  2.06it/s, loss=0.688, pair=1.668, adv=5.537, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:20,  2.15it/s, loss=0.688, pair=1.668, adv=5.537, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:20,  2.15it/s, loss=0.479, pair=0.018, adv=2.963, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:24,  2.07it/s, loss=0.479, pair=0.018, adv=2.963, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:24,  2.07it/s, loss=0.417, pair=0.005, adv=2.701, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:18,  2.16it/s, loss=0.417, pair=0.005, adv=2.701, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:18,  2.16it/s, loss=0.454, pair=0.006, adv=3.765, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:16<02:24,  2.07it/s, loss=0.454, pair=0.006, adv=3.765, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:24,  2.07it/s, loss=0.418, pair=0.024, adv=5.299, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:18,  2.15it/s, loss=0.418, pair=0.024, adv=5.299, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:18,  2.15it/s, loss=0.375, pair=0.004, adv=2.657, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:17<02:25,  2.04it/s, loss=0.375, pair=0.004, adv=2.657, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:25,  2.04it/s, loss=0.397, pair=0.001, adv=2.985, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:17,  2.14it/s, loss=0.397, pair=0.001, adv=2.985, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:17,  2.14it/s, loss=0.418, pair=0.010, adv=3.975, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:18<02:21,  2.07it/s, loss=0.418, pair=0.010, adv=3.975, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:21,  2.07it/s, loss=0.414, pair=0.011, adv=2.893, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:16,  2.15it/s, loss=0.414, pair=0.011, adv=2.893, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:16,  2.15it/s, loss=0.451, pair=0.024, adv=4.521, sprd=0.031
Ep 016/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:19<02:24,  2.03it/s, loss=0.451, pair=0.024, adv=4.521, sprd=0.031
Ep 016/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:24,  2.03it/s, loss=0.425, pair=0.010, adv=3.043, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:13,  2.17it/s, loss=0.425, pair=0.010, adv=3.043, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:13,  2.17it/s, loss=0.448, pair=0.014, adv=3.428, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:20<02:23,  2.02it/s, loss=0.448, pair=0.014, adv=3.428, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:23,  2.02it/s, loss=0.428, pair=0.008, adv=4.960, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:16,  2.11it/s, loss=0.428, pair=0.008, adv=4.960, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:16,  2.11it/s, loss=0.446, pair=0.011, adv=4.599, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:21<02:30,  1.91it/s, loss=0.446, pair=0.011, adv=4.599, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:30,  1.91it/s, loss=0.407, pair=0.008, adv=3.534, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:20,  2.04it/s, loss=0.407, pair=0.008, adv=3.534, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:20,  2.04it/s, loss=0.439, pair=0.033, adv=3.374, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:22<02:25,  1.96it/s, loss=0.439, pair=0.033, adv=3.374, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:25,  1.96it/s, loss=0.412, pair=0.007, adv=3.518, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:23<02:18,  2.06it/s, loss=0.412, pair=0.007, adv=3.518, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:23<02:18,  2.06it/s, loss=0.447, pair=0.008, adv=4.093, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:23<02:23,  1.98it/s, loss=0.447, pair=0.008, adv=4.093, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:23,  1.98it/s, loss=0.366, pair=0.009, adv=6.873, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:24<02:12,  2.14it/s, loss=0.366, pair=0.009, adv=6.873, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:24<02:12,  2.14it/s, loss=0.400, pair=0.004, adv=4.451, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:24<02:20,  2.01it/s, loss=0.400, pair=0.004, adv=4.451, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:20,  2.01it/s, loss=0.459, pair=0.004, adv=3.600, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:25<02:14,  2.08it/s, loss=0.459, pair=0.004, adv=3.600, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:25<02:14,  2.08it/s, loss=0.538, pair=0.737, adv=4.051, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:25<02:27,  1.89it/s, loss=0.538, pair=0.737, adv=4.051, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:27,  1.89it/s, loss=0.415, pair=0.009, adv=3.818, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:26<02:20,  1.99it/s, loss=0.415, pair=0.009, adv=3.818, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:26<02:20,  1.99it/s, loss=0.403, pair=0.000, adv=2.973, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:26<02:29,  1.86it/s, loss=0.403, pair=0.000, adv=2.973, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:29,  1.86it/s, loss=0.371, pair=0.005, adv=2.844, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:27<02:21,  1.96it/s, loss=0.371, pair=0.005, adv=2.844, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:27<02:21,  1.96it/s, loss=0.518, pair=0.188, adv=3.772, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:27<02:26,  1.88it/s, loss=0.518, pair=0.188, adv=3.772, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:26,  1.88it/s, loss=0.751, pair=2.297, adv=4.597, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:28<02:20,  1.95it/s, loss=0.751, pair=2.297, adv=4.597, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:20,  1.95it/s, loss=0.462, pair=0.000, adv=4.030, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:31,  1.81it/s, loss=0.462, pair=0.000, adv=4.030, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:31,  1.81it/s, loss=0.460, pair=0.003, adv=5.182, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:29<02:22,  1.92it/s, loss=0.460, pair=0.003, adv=5.182, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:22,  1.92it/s, loss=0.615, pair=1.479, adv=3.445, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:29,  1.82it/s, loss=0.615, pair=1.479, adv=3.445, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:29,  1.82it/s, loss=0.410, pair=0.009, adv=2.730, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:30<02:20,  1.92it/s, loss=0.410, pair=0.009, adv=2.730, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:20,  1.92it/s, loss=0.431, pair=0.013, adv=4.522, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:31,  1.78it/s, loss=0.431, pair=0.013, adv=4.522, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:31,  1.78it/s, loss=0.402, pair=0.004, adv=2.858, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:22,  1.89it/s, loss=0.402, pair=0.004, adv=2.858, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:22,  1.89it/s, loss=0.462, pair=0.015, adv=3.221, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:31,  1.77it/s, loss=0.462, pair=0.015, adv=3.221, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:31,  1.77it/s, loss=0.436, pair=0.007, adv=3.333, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:22,  1.88it/s, loss=0.436, pair=0.007, adv=3.333, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:22,  1.88it/s, loss=0.448, pair=0.007, adv=3.245, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:31,  1.76it/s, loss=0.448, pair=0.007, adv=3.245, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:31,  1.76it/s, loss=0.367, pair=0.009, adv=2.841, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:21,  1.87it/s, loss=0.367, pair=0.009, adv=2.841, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:21,  1.87it/s, loss=0.434, pair=0.015, adv=3.608, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:28,  1.77it/s, loss=0.434, pair=0.015, adv=3.608, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:28,  1.77it/s, loss=0.383, pair=0.003, adv=2.691, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:18,  1.89it/s, loss=0.383, pair=0.003, adv=2.691, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:18,  1.89it/s, loss=0.401, pair=0.003, adv=4.245, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:25,  1.80it/s, loss=0.401, pair=0.003, adv=4.245, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:25,  1.80it/s, loss=0.407, pair=0.015, adv=2.972, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:16,  1.91it/s, loss=0.407, pair=0.015, adv=2.972, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:16,  1.91it/s, loss=0.382, pair=0.007, adv=2.900, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:35,  1.67it/s, loss=0.382, pair=0.007, adv=2.900, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:37<02:35,  1.67it/s, loss=0.414, pair=0.007, adv=4.337, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:21,  1.83it/s, loss=0.414, pair=0.007, adv=4.337, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:21,  1.83it/s, loss=0.397, pair=0.006, adv=3.097, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:28,  1.73it/s, loss=0.397, pair=0.006, adv=3.097, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:28,  1.73it/s, loss=0.437, pair=0.010, adv=3.404, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:19,  1.85it/s, loss=0.437, pair=0.010, adv=3.404, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:19,  1.85it/s, loss=0.424, pair=0.003, adv=2.992, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:24,  1.77it/s, loss=0.424, pair=0.003, adv=2.992, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:24,  1.77it/s, loss=0.337, pair=0.004, adv=2.396, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:11,  1.93it/s, loss=0.337, pair=0.004, adv=2.396, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:11,  1.93it/s, loss=0.377, pair=0.012, adv=5.063, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:17,  1.85it/s, loss=0.377, pair=0.012, adv=5.063, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:17,  1.85it/s, loss=0.419, pair=0.016, adv=3.368, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:09,  1.95it/s, loss=0.419, pair=0.016, adv=3.368, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:41<02:09,  1.95it/s, loss=0.436, pair=0.009, adv=3.521, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:17,  1.83it/s, loss=0.436, pair=0.009, adv=3.521, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:41<02:17,  1.83it/s, loss=0.481, pair=0.010, adv=3.566, sprd=0.032
Ep 016/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<02:09,  1.93it/s, loss=0.481, pair=0.010, adv=3.566, sprd=0.032
Ep 016/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:42<02:09,  1.93it/s, loss=0.391, pair=0.015, adv=3.272, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:09,  1.93it/s, loss=0.391, pair=0.015, adv=3.272, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:42<02:09,  1.93it/s, loss=0.454, pair=0.013, adv=3.922, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<02:02,  2.03it/s, loss=0.454, pair=0.013, adv=3.922, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:43<02:02,  2.03it/s, loss=0.454, pair=0.010, adv=3.529, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:06,  1.96it/s, loss=0.454, pair=0.010, adv=3.529, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:43<02:06,  1.96it/s, loss=0.417, pair=0.003, adv=3.586, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:58,  2.08it/s, loss=0.417, pair=0.003, adv=3.586, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:58,  2.08it/s, loss=0.455, pair=0.007, adv=4.229, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:02,  2.01it/s, loss=0.455, pair=0.007, adv=4.229, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:44<02:02,  2.01it/s, loss=0.388, pair=0.016, adv=4.108, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:55,  2.13it/s, loss=0.388, pair=0.016, adv=4.108, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:55,  2.13it/s, loss=0.406, pair=0.005, adv=4.807, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:59,  2.05it/s, loss=0.406, pair=0.005, adv=4.807, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:45<01:59,  2.05it/s, loss=0.375, pair=0.009, adv=2.863, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:52,  2.16it/s, loss=0.375, pair=0.009, adv=2.863, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:52,  2.16it/s, loss=0.365, pair=0.067, adv=3.218, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:56,  2.09it/s, loss=0.365, pair=0.067, adv=3.218, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:46<01:56,  2.09it/s, loss=0.429, pair=0.023, adv=3.565, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:50,  2.18it/s, loss=0.429, pair=0.023, adv=3.565, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:50,  2.18it/s, loss=0.489, pair=0.014, adv=3.536, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:56,  2.05it/s, loss=0.489, pair=0.014, adv=3.536, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:47<01:56,  2.05it/s, loss=0.438, pair=0.007, adv=3.321, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:48,  2.20it/s, loss=0.438, pair=0.007, adv=3.321, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:48,  2.20it/s, loss=0.530, pair=0.035, adv=3.102, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:53,  2.10it/s, loss=0.530, pair=0.035, adv=3.102, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:48<01:53,  2.10it/s, loss=0.700, pair=2.006, adv=4.749, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:48,  2.19it/s, loss=0.700, pair=2.006, adv=4.749, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:48,  2.19it/s, loss=0.431, pair=0.017, adv=3.414, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:53,  2.08it/s, loss=0.431, pair=0.017, adv=3.414, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:49<01:53,  2.08it/s, loss=0.431, pair=0.018, adv=4.030, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:47,  2.18it/s, loss=0.431, pair=0.018, adv=4.030, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:47,  2.18it/s, loss=0.427, pair=0.021, adv=3.844, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:53,  2.05it/s, loss=0.427, pair=0.021, adv=3.844, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:53,  2.05it/s, loss=0.388, pair=0.012, adv=3.898, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:47,  2.17it/s, loss=0.388, pair=0.012, adv=3.898, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:47,  2.17it/s, loss=0.386, pair=0.023, adv=2.757, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<02:00,  1.93it/s, loss=0.386, pair=0.023, adv=2.757, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:51<02:00,  1.93it/s, loss=0.419, pair=0.008, adv=3.418, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:50,  2.08it/s, loss=0.419, pair=0.008, adv=3.418, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:50,  2.08it/s, loss=0.436, pair=0.015, adv=4.011, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.436, pair=0.015, adv=4.011, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.438, pair=0.003, adv=3.203, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:46,  2.16it/s, loss=0.438, pair=0.003, adv=3.203, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:46,  2.16it/s, loss=0.377, pair=0.011, adv=2.597, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:49,  2.08it/s, loss=0.377, pair=0.011, adv=2.597, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:49,  2.08it/s, loss=0.376, pair=0.015, adv=2.839, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:44,  2.18it/s, loss=0.376, pair=0.015, adv=2.839, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:44,  2.18it/s, loss=0.450, pair=0.004, adv=4.278, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:49,  2.07it/s, loss=0.450, pair=0.004, adv=4.278, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:49,  2.07it/s, loss=0.396, pair=0.005, adv=3.266, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:44,  2.15it/s, loss=0.396, pair=0.005, adv=3.266, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:44,  2.15it/s, loss=0.456, pair=0.009, adv=5.296, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:49,  2.04it/s, loss=0.456, pair=0.009, adv=5.296, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:49,  2.04it/s, loss=0.403, pair=0.005, adv=3.553, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:45,  2.11it/s, loss=0.403, pair=0.005, adv=3.553, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:45,  2.11it/s, loss=0.376, pair=0.009, adv=3.700, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:50,  2.01it/s, loss=0.376, pair=0.009, adv=3.700, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:50,  2.01it/s, loss=0.384, pair=0.007, adv=4.358, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:44,  2.12it/s, loss=0.384, pair=0.007, adv=4.358, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:44,  2.12it/s, loss=0.623, pair=1.259, adv=3.889, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:45,  2.08it/s, loss=0.623, pair=1.259, adv=3.889, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:45,  2.08it/s, loss=0.456, pair=0.013, adv=3.747, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:41,  2.15it/s, loss=0.456, pair=0.013, adv=3.747, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:41,  2.15it/s, loss=0.366, pair=0.000, adv=4.294, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:44,  2.08it/s, loss=0.366, pair=0.000, adv=4.294, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:44,  2.08it/s, loss=0.412, pair=0.002, adv=4.303, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:38,  2.20it/s, loss=0.412, pair=0.002, adv=4.303, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:38,  2.20it/s, loss=0.404, pair=0.001, adv=2.855, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:43,  2.09it/s, loss=0.404, pair=0.001, adv=2.855, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:43,  2.09it/s, loss=0.458, pair=0.013, adv=3.858, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:38,  2.19it/s, loss=0.458, pair=0.013, adv=3.858, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:38,  2.19it/s, loss=0.391, pair=0.004, adv=4.215, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:43,  2.07it/s, loss=0.391, pair=0.004, adv=4.215, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:43,  2.07it/s, loss=0.341, pair=0.020, adv=2.869, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:38,  2.16it/s, loss=0.341, pair=0.020, adv=2.869, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:38,  2.16it/s, loss=0.710, pair=2.189, adv=4.089, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:42,  2.06it/s, loss=0.710, pair=2.189, adv=4.089, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:42,  2.06it/s, loss=0.422, pair=0.013, adv=3.260, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.14it/s, loss=0.422, pair=0.013, adv=3.260, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:38,  2.14it/s, loss=0.424, pair=0.013, adv=4.143, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:42,  2.05it/s, loss=0.424, pair=0.013, adv=4.143, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:42,  2.05it/s, loss=0.428, pair=0.014, adv=3.045, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:35,  2.18it/s, loss=0.428, pair=0.014, adv=3.045, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:35,  2.18it/s, loss=0.424, pair=0.024, adv=3.873, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:45,  1.98it/s, loss=0.424, pair=0.024, adv=3.873, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:45,  1.98it/s, loss=0.384, pair=0.046, adv=2.993, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.15it/s, loss=0.384, pair=0.046, adv=2.993, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.15it/s, loss=0.444, pair=0.010, adv=3.723, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:02<01:40,  2.05it/s, loss=0.444, pair=0.010, adv=3.723, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:40,  2.05it/s, loss=0.450, pair=0.022, adv=5.147, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:36,  2.12it/s, loss=0.450, pair=0.022, adv=5.147, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:36,  2.12it/s, loss=0.692, pair=1.870, adv=3.772, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:38,  2.06it/s, loss=0.692, pair=1.870, adv=3.772, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:38,  2.06it/s, loss=0.424, pair=0.008, adv=3.317, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:33,  2.17it/s, loss=0.424, pair=0.008, adv=3.317, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:33,  2.17it/s, loss=0.425, pair=0.014, adv=3.283, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:04<01:38,  2.05it/s, loss=0.425, pair=0.014, adv=3.283, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:38,  2.05it/s, loss=0.395, pair=0.011, adv=3.788, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:34,  2.13it/s, loss=0.395, pair=0.011, adv=3.788, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:34,  2.13it/s, loss=0.407, pair=0.036, adv=3.622, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:05<01:36,  2.06it/s, loss=0.407, pair=0.036, adv=3.622, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:36,  2.06it/s, loss=0.395, pair=0.002, adv=2.839, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:33,  2.13it/s, loss=0.395, pair=0.002, adv=2.839, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:33,  2.13it/s, loss=0.418, pair=0.007, adv=2.772, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:06<01:35,  2.08it/s, loss=0.418, pair=0.007, adv=2.772, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:35,  2.08it/s, loss=0.437, pair=0.025, adv=4.799, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:30,  2.17it/s, loss=0.437, pair=0.025, adv=4.799, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:30,  2.17it/s, loss=0.449, pair=0.019, adv=4.401, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:07<01:34,  2.07it/s, loss=0.449, pair=0.019, adv=4.401, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:34,  2.07it/s, loss=0.411, pair=0.009, adv=3.335, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:30,  2.16it/s, loss=0.411, pair=0.009, adv=3.335, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:30,  2.16it/s, loss=0.394, pair=0.004, adv=2.655, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:08<01:34,  2.04it/s, loss=0.394, pair=0.004, adv=2.655, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:34,  2.04it/s, loss=0.428, pair=0.009, adv=4.234, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:30,  2.14it/s, loss=0.428, pair=0.009, adv=4.234, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:30,  2.14it/s, loss=0.403, pair=0.009, adv=3.852, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:09<01:34,  2.04it/s, loss=0.403, pair=0.009, adv=3.852, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:34,  2.04it/s, loss=0.379, pair=0.009, adv=5.418, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:29,  2.15it/s, loss=0.379, pair=0.009, adv=5.418, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:29,  2.15it/s, loss=0.458, pair=0.018, adv=4.413, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:10<01:34,  2.01it/s, loss=0.458, pair=0.018, adv=4.413, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:34,  2.01it/s, loss=0.421, pair=0.002, adv=3.241, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:29,  2.12it/s, loss=0.421, pair=0.002, adv=3.241, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:29,  2.12it/s, loss=0.431, pair=0.023, adv=4.139, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:11<01:31,  2.05it/s, loss=0.431, pair=0.023, adv=4.139, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:11<01:31,  2.05it/s, loss=0.437, pair=0.006, adv=4.631, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:11<01:26,  2.15it/s, loss=0.437, pair=0.006, adv=4.631, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:12<01:26,  2.15it/s, loss=0.406, pair=0.016, adv=5.059, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:12<01:31,  2.04it/s, loss=0.406, pair=0.016, adv=5.059, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:12<01:31,  2.04it/s, loss=4.140, pair=0.009, adv=6.127, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:12<01:26,  2.15it/s, loss=4.140, pair=0.009, adv=6.127, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:26,  2.15it/s, loss=0.382, pair=0.021, adv=2.842, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:13<01:28,  2.08it/s, loss=0.382, pair=0.021, adv=2.842, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:13<01:28,  2.08it/s, loss=0.378, pair=0.013, adv=2.931, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:13<01:23,  2.19it/s, loss=0.378, pair=0.013, adv=2.931, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:23,  2.19it/s, loss=0.475, pair=0.157, adv=5.726, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:14<01:27,  2.08it/s, loss=0.475, pair=0.157, adv=5.726, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:14<01:27,  2.08it/s, loss=0.441, pair=0.032, adv=4.983, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:14<01:24,  2.14it/s, loss=0.441, pair=0.032, adv=4.983, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:24,  2.14it/s, loss=0.404, pair=0.006, adv=3.480, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:15<01:41,  1.77it/s, loss=0.404, pair=0.006, adv=3.480, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:41,  1.77it/s, loss=0.419, pair=0.043, adv=2.958, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:33,  1.91it/s, loss=0.419, pair=0.043, adv=2.958, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:33,  1.91it/s, loss=0.466, pair=0.018, adv=3.983, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:16<01:39,  1.78it/s, loss=0.466, pair=0.018, adv=3.983, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:39,  1.78it/s, loss=0.454, pair=0.091, adv=3.066, sprd=0.033
Ep 016/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:34,  1.87it/s, loss=0.454, pair=0.091, adv=3.066, sprd=0.033
Ep 016/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:34,  1.87it/s, loss=0.414, pair=0.008, adv=3.946, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:17<01:38,  1.78it/s, loss=0.414, pair=0.008, adv=3.946, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:38,  1.78it/s, loss=0.441, pair=0.018, adv=5.213, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:31,  1.91it/s, loss=0.441, pair=0.018, adv=5.213, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:31,  1.91it/s, loss=0.418, pair=0.017, adv=3.876, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:18<01:37,  1.78it/s, loss=0.418, pair=0.017, adv=3.876, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:37,  1.78it/s, loss=0.404, pair=0.034, adv=3.361, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:32,  1.87it/s, loss=0.404, pair=0.034, adv=3.361, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:32,  1.87it/s, loss=0.408, pair=0.012, adv=3.606, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:19<01:35,  1.79it/s, loss=0.408, pair=0.012, adv=3.606, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:35,  1.79it/s, loss=0.412, pair=0.005, adv=5.380, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:29,  1.90it/s, loss=0.412, pair=0.005, adv=5.380, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:29,  1.90it/s, loss=0.404, pair=0.001, adv=4.469, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:36,  1.76it/s, loss=0.404, pair=0.001, adv=4.469, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:36,  1.76it/s, loss=0.400, pair=0.002, adv=4.611, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:30,  1.86it/s, loss=0.400, pair=0.002, adv=4.611, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:30,  1.86it/s, loss=0.381, pair=0.012, adv=3.077, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:34,  1.78it/s, loss=0.381, pair=0.012, adv=3.077, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:34,  1.78it/s, loss=0.440, pair=0.015, adv=6.218, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:28,  1.88it/s, loss=0.440, pair=0.015, adv=6.218, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:28,  1.88it/s, loss=0.401, pair=0.047, adv=3.991, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:32,  1.79it/s, loss=0.401, pair=0.047, adv=3.991, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:32,  1.79it/s, loss=0.472, pair=0.011, adv=4.752, sprd=0.032
Ep 016/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:28,  1.87it/s, loss=0.472, pair=0.011, adv=4.752, sprd=0.032
Ep 016/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:28,  1.87it/s, loss=0.427, pair=0.003, adv=4.109, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:32,  1.77it/s, loss=0.427, pair=0.003, adv=4.109, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:32,  1.77it/s, loss=0.460, pair=0.017, adv=3.666, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:27,  1.87it/s, loss=0.460, pair=0.017, adv=3.666, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:27,  1.87it/s, loss=0.423, pair=0.000, adv=5.003, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:31,  1.76it/s, loss=0.423, pair=0.000, adv=5.003, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:31,  1.76it/s, loss=0.423, pair=0.005, adv=4.097, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:24,  1.89it/s, loss=0.423, pair=0.005, adv=4.097, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:24,  1.89it/s, loss=0.503, pair=0.008, adv=7.137, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:29,  1.80it/s, loss=0.503, pair=0.008, adv=7.137, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:29,  1.80it/s, loss=0.392, pair=0.015, adv=3.243, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:24,  1.88it/s, loss=0.392, pair=0.015, adv=3.243, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:24,  1.88it/s, loss=0.411, pair=0.014, adv=5.854, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:28,  1.78it/s, loss=0.411, pair=0.014, adv=5.854, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:28<01:28,  1.78it/s, loss=0.441, pair=0.022, adv=4.199, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:22,  1.90it/s, loss=0.441, pair=0.022, adv=4.199, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:22,  1.90it/s, loss=0.402, pair=0.005, adv=4.594, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:27,  1.79it/s, loss=0.402, pair=0.005, adv=4.594, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:29<01:27,  1.79it/s, loss=0.439, pair=0.017, adv=4.335, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:20,  1.92it/s, loss=0.439, pair=0.017, adv=4.335, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:20,  1.92it/s, loss=0.439, pair=0.008, adv=5.225, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:25,  1.79it/s, loss=0.439, pair=0.008, adv=5.225, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:30<01:25,  1.79it/s, loss=0.453, pair=0.004, adv=4.963, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:19,  1.92it/s, loss=0.453, pair=0.004, adv=4.963, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:19,  1.92it/s, loss=0.390, pair=0.014, adv=2.875, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:23,  1.82it/s, loss=0.390, pair=0.014, adv=2.875, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:31<01:23,  1.82it/s, loss=0.434, pair=0.010, adv=5.109, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:31<01:16,  1.96it/s, loss=0.434, pair=0.010, adv=5.109, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:31<01:16,  1.96it/s, loss=0.451, pair=0.014, adv=4.825, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:16,  1.96it/s, loss=0.451, pair=0.014, adv=4.825, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:32<01:16,  1.96it/s, loss=0.404, pair=0.005, adv=4.740, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:12,  2.06it/s, loss=0.404, pair=0.005, adv=4.740, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:12,  2.06it/s, loss=0.803, pair=2.494, adv=8.098, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:11,  2.07it/s, loss=0.803, pair=2.494, adv=8.098, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:33<01:11,  2.07it/s, loss=0.412, pair=0.003, adv=3.355, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:08,  2.15it/s, loss=0.412, pair=0.003, adv=3.355, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:08,  2.15it/s, loss=0.418, pair=0.013, adv=6.080, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:10,  2.06it/s, loss=0.418, pair=0.013, adv=6.080, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:34<01:10,  2.06it/s, loss=0.417, pair=0.007, adv=7.962, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:07,  2.16it/s, loss=0.417, pair=0.007, adv=7.962, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:07,  2.16it/s, loss=0.441, pair=0.003, adv=4.019, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.04it/s, loss=0.441, pair=0.003, adv=4.019, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:10,  2.04it/s, loss=0.430, pair=0.020, adv=3.566, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:06,  2.15it/s, loss=0.430, pair=0.020, adv=3.566, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:35<01:06,  2.15it/s, loss=0.438, pair=0.022, adv=5.478, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:08,  2.06it/s, loss=0.438, pair=0.022, adv=5.478, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:08,  2.06it/s, loss=0.417, pair=0.019, adv=5.230, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:05,  2.14it/s, loss=0.417, pair=0.019, adv=5.230, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:36<01:05,  2.14it/s, loss=0.435, pair=0.012, adv=6.066, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:07,  2.06it/s, loss=0.435, pair=0.012, adv=6.066, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:07,  2.06it/s, loss=0.383, pair=0.003, adv=3.560, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.16it/s, loss=0.383, pair=0.003, adv=3.560, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:37<01:04,  2.16it/s, loss=0.427, pair=0.008, adv=3.898, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:07,  2.04it/s, loss=0.427, pair=0.008, adv=3.898, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:07,  2.04it/s, loss=0.405, pair=0.008, adv=5.196, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:04,  2.12it/s, loss=0.405, pair=0.008, adv=5.196, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:38<01:04,  2.12it/s, loss=0.393, pair=0.023, adv=6.279, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:06,  2.04it/s, loss=0.393, pair=0.023, adv=6.279, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:06,  2.04it/s, loss=0.418, pair=0.012, adv=5.720, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:02,  2.16it/s, loss=0.418, pair=0.012, adv=5.720, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:02,  2.16it/s, loss=0.435, pair=0.178, adv=5.084, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:05,  2.06it/s, loss=0.435, pair=0.178, adv=5.084, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:05,  2.06it/s, loss=0.467, pair=0.010, adv=5.646, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:01,  2.15it/s, loss=0.467, pair=0.010, adv=5.646, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:01,  2.15it/s, loss=0.407, pair=0.017, adv=4.671, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:04,  2.04it/s, loss=0.407, pair=0.017, adv=4.671, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:04,  2.04it/s, loss=0.407, pair=0.024, adv=4.225, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:01,  2.15it/s, loss=0.407, pair=0.024, adv=4.225, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:01,  2.15it/s, loss=0.410, pair=0.008, adv=4.123, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:02,  2.08it/s, loss=0.410, pair=0.008, adv=4.123, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:02,  2.08it/s, loss=0.412, pair=0.009, adv=5.252, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<00:59,  2.18it/s, loss=0.412, pair=0.009, adv=5.252, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:42<00:59,  2.18it/s, loss=0.403, pair=0.006, adv=5.838, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:01,  2.07it/s, loss=0.403, pair=0.006, adv=5.838, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:01,  2.07it/s, loss=0.451, pair=0.020, adv=5.125, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:58,  2.18it/s, loss=0.451, pair=0.020, adv=5.125, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:43<00:58,  2.18it/s, loss=0.449, pair=0.011, adv=5.543, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:01,  2.05it/s, loss=0.449, pair=0.011, adv=5.543, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:01,  2.05it/s, loss=0.447, pair=0.024, adv=5.790, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.14it/s, loss=0.447, pair=0.024, adv=5.790, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<00:58,  2.14it/s, loss=0.414, pair=0.005, adv=5.684, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:01,  2.01it/s, loss=0.414, pair=0.005, adv=5.684, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:01,  2.01it/s, loss=0.439, pair=0.001, adv=5.592, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:58,  2.09it/s, loss=0.439, pair=0.001, adv=5.592, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<00:58,  2.09it/s, loss=0.401, pair=0.020, adv=4.921, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:04,  1.90it/s, loss=0.401, pair=0.020, adv=4.921, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:04,  1.90it/s, loss=0.418, pair=0.005, adv=4.592, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:59,  2.03it/s, loss=0.418, pair=0.005, adv=4.592, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<00:59,  2.03it/s, loss=0.434, pair=0.014, adv=5.785, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:01,  1.95it/s, loss=0.434, pair=0.014, adv=5.785, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:01,  1.95it/s, loss=0.461, pair=0.021, adv=4.724, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:57,  2.08it/s, loss=0.461, pair=0.021, adv=4.724, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<00:57,  2.08it/s, loss=0.383, pair=0.003, adv=4.073, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<00:59,  2.00it/s, loss=0.383, pair=0.003, adv=4.073, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<00:59,  2.00it/s, loss=0.418, pair=0.020, adv=4.143, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:55,  2.11it/s, loss=0.418, pair=0.020, adv=4.143, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<00:55,  2.11it/s, loss=0.473, pair=0.002, adv=5.934, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<00:57,  2.03it/s, loss=0.473, pair=0.002, adv=5.934, sprd=0.030
Ep 016/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<00:57,  2.03it/s, loss=0.431, pair=0.018, adv=5.307, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:54,  2.13it/s, loss=0.431, pair=0.018, adv=5.307, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<00:54,  2.13it/s, loss=0.424, pair=0.009, adv=4.820, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:56,  2.01it/s, loss=0.424, pair=0.009, adv=4.820, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:56,  2.01it/s, loss=0.414, pair=0.006, adv=5.218, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:53,  2.13it/s, loss=0.414, pair=0.006, adv=5.218, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:53,  2.13it/s, loss=0.398, pair=0.002, adv=4.472, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:55,  2.01it/s, loss=0.398, pair=0.002, adv=4.472, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:50<00:55,  2.01it/s, loss=0.438, pair=0.023, adv=6.077, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:51,  2.14it/s, loss=0.438, pair=0.023, adv=6.077, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:51,  2.14it/s, loss=0.404, pair=0.017, adv=6.232, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<00:53,  2.05it/s, loss=0.404, pair=0.017, adv=6.232, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:53,  2.05it/s, loss=0.455, pair=0.027, adv=7.012, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:50,  2.18it/s, loss=0.455, pair=0.027, adv=7.012, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:50,  2.18it/s, loss=0.426, pair=0.002, adv=4.768, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<00:52,  2.07it/s, loss=0.426, pair=0.002, adv=4.768, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:52,  2.07it/s, loss=0.394, pair=0.019, adv=5.289, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:48,  2.20it/s, loss=0.394, pair=0.019, adv=5.289, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:48,  2.20it/s, loss=0.443, pair=0.024, adv=6.434, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:51,  2.08it/s, loss=0.443, pair=0.024, adv=6.434, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:53<00:51,  2.08it/s, loss=0.439, pair=0.015, adv=6.784, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:48,  2.17it/s, loss=0.439, pair=0.015, adv=6.784, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:48,  2.17it/s, loss=0.433, pair=0.010, adv=4.874, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:50,  2.04it/s, loss=0.433, pair=0.010, adv=4.874, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:54<00:50,  2.04it/s, loss=0.425, pair=0.004, adv=6.153, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:48,  2.14it/s, loss=0.425, pair=0.004, adv=6.153, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:48,  2.14it/s, loss=0.440, pair=0.005, adv=6.130, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:51,  1.98it/s, loss=0.440, pair=0.005, adv=6.130, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:55<00:51,  1.98it/s, loss=0.426, pair=0.001, adv=7.924, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:48,  2.10it/s, loss=0.426, pair=0.001, adv=7.924, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:48,  2.10it/s, loss=0.439, pair=0.010, adv=7.913, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:49,  2.02it/s, loss=0.439, pair=0.010, adv=7.913, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:56<00:49,  2.02it/s, loss=0.462, pair=0.003, adv=6.988, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:47,  2.10it/s, loss=0.462, pair=0.003, adv=6.988, sprd=0.029
Ep 016/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:47,  2.10it/s, loss=0.424, pair=0.005, adv=7.087, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:51,  1.91it/s, loss=0.424, pair=0.005, adv=7.087, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:51,  1.91it/s, loss=0.421, pair=0.004, adv=6.795, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:48,  2.01it/s, loss=0.421, pair=0.004, adv=6.795, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:48,  2.01it/s, loss=0.384, pair=0.006, adv=4.795, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:48,  1.97it/s, loss=0.384, pair=0.006, adv=4.795, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:48,  1.97it/s, loss=0.423, pair=0.022, adv=7.366, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:45,  2.07it/s, loss=0.423, pair=0.022, adv=7.366, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:45,  2.07it/s, loss=0.546, pair=0.012, adv=5.355, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:46,  2.02it/s, loss=0.546, pair=0.012, adv=5.355, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:46,  2.02it/s, loss=0.448, pair=0.009, adv=6.181, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:43,  2.12it/s, loss=0.448, pair=0.009, adv=6.181, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:43,  2.12it/s, loss=0.481, pair=0.015, adv=7.263, sprd=0.033
Ep 016/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:45,  2.03it/s, loss=0.481, pair=0.015, adv=7.263, sprd=0.033
Ep 016/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:45,  2.03it/s, loss=0.429, pair=0.010, adv=6.341, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.16it/s, loss=0.429, pair=0.010, adv=6.341, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.16it/s, loss=0.478, pair=0.011, adv=6.374, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:43,  2.08it/s, loss=0.478, pair=0.011, adv=6.374, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:43,  2.08it/s, loss=0.415, pair=0.006, adv=5.926, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:00<00:40,  2.18it/s, loss=0.415, pair=0.006, adv=5.926, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:40,  2.18it/s, loss=0.460, pair=0.005, adv=7.043, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:42,  2.05it/s, loss=0.460, pair=0.005, adv=7.043, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:42,  2.05it/s, loss=0.401, pair=0.009, adv=7.384, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:01<00:41,  2.11it/s, loss=0.401, pair=0.009, adv=7.384, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:41,  2.11it/s, loss=0.398, pair=0.005, adv=4.638, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:43,  2.00it/s, loss=0.398, pair=0.005, adv=4.638, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:43,  2.00it/s, loss=0.420, pair=0.017, adv=6.423, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:02<00:39,  2.13it/s, loss=0.420, pair=0.017, adv=6.423, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.13it/s, loss=0.457, pair=0.001, adv=6.785, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:41,  2.03it/s, loss=0.457, pair=0.001, adv=6.785, sprd=0.027
Ep 016/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:41,  2.03it/s, loss=0.415, pair=0.013, adv=6.484, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:03<00:39,  2.08it/s, loss=0.415, pair=0.013, adv=6.484, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:39,  2.08it/s, loss=0.470, pair=0.005, adv=5.038, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:42,  1.95it/s, loss=0.470, pair=0.005, adv=5.038, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:42,  1.95it/s, loss=0.432, pair=0.003, adv=6.115, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:04<00:39,  2.03it/s, loss=0.432, pair=0.003, adv=6.115, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:39,  2.03it/s, loss=0.378, pair=0.004, adv=5.983, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:42,  1.87it/s, loss=0.378, pair=0.004, adv=5.983, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:42,  1.87it/s, loss=0.456, pair=0.013, adv=7.005, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:40,  1.97it/s, loss=0.456, pair=0.013, adv=7.005, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:40,  1.97it/s, loss=0.504, pair=0.006, adv=6.305, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:42,  1.83it/s, loss=0.504, pair=0.006, adv=6.305, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:42,  1.83it/s, loss=0.419, pair=0.011, adv=6.616, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.95it/s, loss=0.419, pair=0.011, adv=6.616, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.95it/s, loss=0.426, pair=0.011, adv=7.075, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:41,  1.82it/s, loss=0.426, pair=0.011, adv=7.075, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:41,  1.82it/s, loss=0.377, pair=0.015, adv=6.914, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:38,  1.94it/s, loss=0.377, pair=0.015, adv=6.914, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:38,  1.94it/s, loss=0.539, pair=0.004, adv=5.992, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:40,  1.84it/s, loss=0.539, pair=0.004, adv=5.992, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:40,  1.84it/s, loss=0.441, pair=0.014, adv=6.713, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:37,  1.94it/s, loss=0.441, pair=0.014, adv=6.713, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:37,  1.94it/s, loss=0.448, pair=0.015, adv=5.905, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:09<00:39,  1.81it/s, loss=0.448, pair=0.015, adv=5.905, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:39,  1.81it/s, loss=0.457, pair=0.010, adv=7.056, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:37,  1.91it/s, loss=0.457, pair=0.010, adv=7.056, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:37,  1.91it/s, loss=0.417, pair=0.003, adv=5.507, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:42,  1.66it/s, loss=0.417, pair=0.003, adv=5.507, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:42,  1.66it/s, loss=0.417, pair=0.003, adv=4.802, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:38,  1.81it/s, loss=0.417, pair=0.003, adv=4.802, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:38,  1.81it/s, loss=0.387, pair=0.006, adv=5.828, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:39,  1.70it/s, loss=0.387, pair=0.006, adv=5.828, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:39,  1.70it/s, loss=0.405, pair=0.006, adv=6.666, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:36,  1.83it/s, loss=0.405, pair=0.006, adv=6.666, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:36,  1.83it/s, loss=0.419, pair=0.004, adv=6.043, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:37,  1.75it/s, loss=0.419, pair=0.004, adv=6.043, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:37,  1.75it/s, loss=0.419, pair=0.001, adv=6.491, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:34,  1.87it/s, loss=0.419, pair=0.001, adv=6.491, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:34,  1.87it/s, loss=0.422, pair=0.010, adv=7.116, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:35,  1.79it/s, loss=0.422, pair=0.010, adv=7.116, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:35,  1.79it/s, loss=0.379, pair=0.001, adv=6.604, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:32,  1.93it/s, loss=0.379, pair=0.001, adv=6.604, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:32,  1.93it/s, loss=0.413, pair=0.003, adv=6.366, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:33,  1.84it/s, loss=0.413, pair=0.003, adv=6.366, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:33,  1.84it/s, loss=0.437, pair=0.006, adv=6.634, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:31,  1.93it/s, loss=0.437, pair=0.006, adv=6.634, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:31,  1.93it/s, loss=0.415, pair=0.009, adv=6.914, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:32,  1.85it/s, loss=0.415, pair=0.009, adv=6.914, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:32,  1.85it/s, loss=0.410, pair=0.001, adv=6.577, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:29,  1.99it/s, loss=0.410, pair=0.001, adv=6.577, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:29,  1.99it/s, loss=0.453, pair=0.008, adv=6.143, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:31,  1.83it/s, loss=0.453, pair=0.008, adv=6.143, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:31,  1.83it/s, loss=0.437, pair=0.009, adv=6.633, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:28,  1.97it/s, loss=0.437, pair=0.009, adv=6.633, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:28,  1.97it/s, loss=0.445, pair=0.001, adv=6.176, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:30,  1.84it/s, loss=0.445, pair=0.001, adv=6.176, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:30,  1.84it/s, loss=0.416, pair=0.012, adv=6.402, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:27,  1.98it/s, loss=0.416, pair=0.012, adv=6.402, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:27,  1.98it/s, loss=0.384, pair=0.006, adv=7.207, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:28,  1.88it/s, loss=0.384, pair=0.006, adv=7.207, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:28,  1.88it/s, loss=1.735, pair=0.000, adv=6.104, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:26,  2.01it/s, loss=1.735, pair=0.000, adv=6.104, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:26,  2.01it/s, loss=0.419, pair=0.002, adv=5.788, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:26,  1.94it/s, loss=0.419, pair=0.002, adv=5.788, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:26,  1.94it/s, loss=0.419, pair=0.004, adv=5.448, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:25,  2.03it/s, loss=0.419, pair=0.004, adv=5.448, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:25,  2.03it/s, loss=0.433, pair=0.007, adv=6.392, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.01it/s, loss=0.433, pair=0.007, adv=6.392, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.01it/s, loss=0.423, pair=0.007, adv=6.196, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:23,  2.10it/s, loss=0.423, pair=0.007, adv=6.196, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:22<00:23,  2.10it/s, loss=0.440, pair=0.008, adv=6.695, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:23,  2.04it/s, loss=0.440, pair=0.008, adv=6.695, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:23,  2.04it/s, loss=0.407, pair=0.009, adv=5.426, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.18it/s, loss=0.407, pair=0.009, adv=5.426, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:23<00:21,  2.18it/s, loss=0.419, pair=0.012, adv=6.627, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.06it/s, loss=0.419, pair=0.012, adv=6.627, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.06it/s, loss=0.391, pair=0.005, adv=5.938, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.16it/s, loss=0.391, pair=0.005, adv=5.938, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:24<00:20,  2.16it/s, loss=0.410, pair=0.016, adv=6.064, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.03it/s, loss=0.410, pair=0.016, adv=6.064, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:21,  2.03it/s, loss=0.443, pair=0.006, adv=6.464, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:20,  2.14it/s, loss=0.443, pair=0.006, adv=6.464, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:25<00:20,  2.14it/s, loss=0.457, pair=0.008, adv=5.226, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:21,  1.94it/s, loss=0.457, pair=0.008, adv=5.226, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:21,  1.94it/s, loss=0.424, pair=0.021, adv=6.952, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:20,  2.04it/s, loss=0.424, pair=0.021, adv=6.952, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:26<00:20,  2.04it/s, loss=0.399, pair=0.014, adv=6.452, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:20,  1.99it/s, loss=0.399, pair=0.014, adv=6.452, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:20,  1.99it/s, loss=0.408, pair=0.001, adv=5.975, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.12it/s, loss=0.408, pair=0.001, adv=5.975, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:27<00:18,  2.12it/s, loss=0.362, pair=0.008, adv=6.898, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.01it/s, loss=0.362, pair=0.008, adv=6.898, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:18,  2.01it/s, loss=0.423, pair=0.093, adv=5.345, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.11it/s, loss=0.423, pair=0.093, adv=5.345, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:28<00:17,  2.11it/s, loss=0.424, pair=0.008, adv=6.174, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.01it/s, loss=0.424, pair=0.008, adv=6.174, sprd=0.021
Ep 016/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:17,  2.01it/s, loss=0.395, pair=0.018, adv=6.100, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.13it/s, loss=0.395, pair=0.018, adv=6.100, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:29<00:16,  2.13it/s, loss=0.543, pair=0.009, adv=6.265, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:16,  2.03it/s, loss=0.543, pair=0.009, adv=6.265, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:16,  2.03it/s, loss=0.426, pair=0.003, adv=5.812, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.13it/s, loss=0.426, pair=0.003, adv=5.812, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:30<00:15,  2.13it/s, loss=0.441, pair=0.012, adv=5.428, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:15,  2.03it/s, loss=0.441, pair=0.012, adv=5.428, sprd=0.026
Ep 016/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:15,  2.03it/s, loss=0.427, pair=0.017, adv=4.788, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.14it/s, loss=0.427, pair=0.017, adv=4.788, sprd=0.018
Ep 016/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:31<00:14,  2.14it/s, loss=0.418, pair=0.007, adv=5.198, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:14,  2.08it/s, loss=0.418, pair=0.007, adv=5.198, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:14,  2.08it/s, loss=0.400, pair=0.014, adv=5.265, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.22it/s, loss=0.400, pair=0.014, adv=5.265, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:32<00:13,  2.22it/s, loss=0.373, pair=0.000, adv=5.270, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:13,  2.03it/s, loss=0.373, pair=0.000, adv=5.270, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:13,  2.03it/s, loss=0.447, pair=0.008, adv=6.255, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.12it/s, loss=0.447, pair=0.008, adv=6.255, sprd=0.028
Ep 016/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:33<00:12,  2.12it/s, loss=0.449, pair=0.014, adv=7.344, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:12,  2.02it/s, loss=0.449, pair=0.014, adv=7.344, sprd=0.025
Ep 016/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:12,  2.02it/s, loss=0.399, pair=0.018, adv=6.076, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.12it/s, loss=0.399, pair=0.018, adv=6.076, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.12it/s, loss=0.403, pair=0.029, adv=4.976, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.403, pair=0.029, adv=4.976, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:34<00:11,  2.08it/s, loss=0.391, pair=0.010, adv=4.870, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.19it/s, loss=0.391, pair=0.010, adv=4.870, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.19it/s, loss=0.421, pair=0.007, adv=5.692, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.09it/s, loss=0.421, pair=0.007, adv=5.692, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:10,  2.09it/s, loss=0.427, pair=0.026, adv=6.267, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.20it/s, loss=0.427, pair=0.026, adv=6.267, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.20it/s, loss=0.388, pair=0.019, adv=6.395, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.11it/s, loss=0.388, pair=0.019, adv=6.395, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:09,  2.11it/s, loss=0.459, pair=0.012, adv=5.730, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.19it/s, loss=0.459, pair=0.012, adv=5.730, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.19it/s, loss=0.438, pair=0.021, adv=5.269, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.438, pair=0.021, adv=5.269, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:08,  2.05it/s, loss=0.404, pair=0.011, adv=4.645, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.16it/s, loss=0.404, pair=0.011, adv=4.645, sprd=0.015
Ep 016/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.16it/s, loss=0.418, pair=0.017, adv=6.660, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.09it/s, loss=0.418, pair=0.017, adv=6.660, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:07,  2.09it/s, loss=0.433, pair=0.012, adv=5.438, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.17it/s, loss=0.433, pair=0.012, adv=5.438, sprd=0.024
Ep 016/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.17it/s, loss=0.415, pair=0.003, adv=4.222, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.05it/s, loss=0.415, pair=0.003, adv=4.222, sprd=0.019
Ep 016/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.411, pair=0.011, adv=5.157, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  2.15it/s, loss=0.411, pair=0.011, adv=5.157, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  2.15it/s, loss=0.400, pair=0.004, adv=6.234, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:06,  1.95it/s, loss=0.400, pair=0.004, adv=6.234, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:40<00:06,  1.95it/s, loss=0.441, pair=0.011, adv=6.140, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.08it/s, loss=0.441, pair=0.011, adv=6.140, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.08it/s, loss=0.430, pair=0.027, adv=5.736, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:05,  1.99it/s, loss=0.430, pair=0.027, adv=5.736, sprd=0.023
Ep 016/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:41<00:05,  1.99it/s, loss=0.439, pair=0.024, adv=4.602, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  2.12it/s, loss=0.439, pair=0.024, adv=4.602, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  2.12it/s, loss=0.377, pair=0.011, adv=5.889, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.06it/s, loss=0.377, pair=0.011, adv=5.889, sprd=0.016
Ep 016/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:42<00:03,  2.06it/s, loss=0.423, pair=0.014, adv=4.890, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.16it/s, loss=0.423, pair=0.014, adv=4.890, sprd=0.022
Ep 016/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.16it/s, loss=0.498, pair=0.008, adv=5.541, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.06it/s, loss=0.498, pair=0.008, adv=5.541, sprd=0.020
Ep 016/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.06it/s, loss=0.389, pair=0.017, adv=4.703, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.19it/s, loss=0.389, pair=0.017, adv=4.703, sprd=0.014
Ep 016/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  2.19it/s, loss=0.420, pair=0.010, adv=4.881, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.07it/s, loss=0.420, pair=0.010, adv=4.881, sprd=0.017
Ep 016/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.07it/s, loss=0.364, pair=0.016, adv=5.320, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.17it/s, loss=0.364, pair=0.016, adv=5.320, sprd=0.013
Ep 016/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  2.17it/s, loss=0.444, pair=0.009, adv=4.352, sprd=0.021
Ep 016/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.04it/s, loss=0.444, pair=0.009, adv=4.352, sprd=0.021
Ep 016/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.04it/s, loss=0.423, pair=0.006, adv=4.153, sprd=0.018
Ep 016/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  2.15it/s, loss=0.423, pair=0.006, adv=4.153, sprd=0.018
Ep 016/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.15it/s, loss=0.487, pair=0.009, adv=5.559, sprd=0.021
Ep 016/80 [S1→S2:ramp]: 100%|█| 453/453 [03:45<00:00,  2.05it/s, loss=0.487, pair=0.009, adv=5.559, sprd=0.021
                                                                                                              
Epoch 016/80 [S1→S2:ramp]  loss=0.4415  mat=0.2892  sens=1.0737  pair=0.0653  adv=4.6084(rand=3.47)  deg=0.0068  orth=0.0130  spread=0.0210  q_mean=50.6  q_std=19.0  α=0.20 β=0.15 γ=0.80 λ_grl=0.600  lr=9.20e-05  225s

Ep 017/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 017/80 [S1→S2:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.445, pair=0.006, adv=5.328, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<07:36,  1.01s/it, loss=0.445, pair=0.006, adv=5.328, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<07:36,  1.01s/it, loss=0.497, pair=0.003, adv=6.068, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:59,  1.51it/s, loss=0.497, pair=0.003, adv=6.068, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:59,  1.51it/s, loss=0.457, pair=0.016, adv=5.762, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   1%|  | 3/453 [00:01<04:26,  1.69it/s, loss=0.457, pair=0.016, adv=5.762, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<04:26,  1.69it/s, loss=0.476, pair=0.011, adv=5.540, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:51,  1.94it/s, loss=0.476, pair=0.011, adv=5.540, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:51,  1.94it/s, loss=0.447, pair=0.008, adv=5.290, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:   1%|  | 5/453 [00:02<03:45,  1.98it/s, loss=0.447, pair=0.008, adv=5.290, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<03:45,  1.98it/s, loss=0.754, pair=1.553, adv=6.235, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:36,  2.07it/s, loss=0.754, pair=1.553, adv=6.235, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:36,  2.07it/s, loss=0.482, pair=0.012, adv=4.734, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   2%|  | 7/453 [00:03<03:41,  2.01it/s, loss=0.482, pair=0.012, adv=4.734, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<03:41,  2.01it/s, loss=0.485, pair=0.004, adv=4.341, sprd=0.027]
Ep 017/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:34,  2.08it/s, loss=0.485, pair=0.004, adv=4.341, sprd=0.027]
Ep 017/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:34,  2.08it/s, loss=0.530, pair=0.008, adv=4.613, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:   2%|  | 9/453 [00:04<03:38,  2.03it/s, loss=0.530, pair=0.008, adv=4.613, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:38,  2.03it/s, loss=0.491, pair=0.030, adv=4.766, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:22,  2.19it/s, loss=0.491, pair=0.030, adv=4.766, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:22,  2.19it/s, loss=0.437, pair=0.003, adv=5.155, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   2%| | 11/453 [00:05<03:42,  1.99it/s, loss=0.437, pair=0.003, adv=5.155, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:42,  1.99it/s, loss=0.433, pair=0.000, adv=5.285, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:28,  2.11it/s, loss=0.433, pair=0.000, adv=5.285, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:28,  2.11it/s, loss=0.429, pair=0.081, adv=5.850, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   3%| | 13/453 [00:06<03:41,  1.99it/s, loss=0.429, pair=0.081, adv=5.850, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:41,  1.99it/s, loss=0.453, pair=0.014, adv=6.028, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:26,  2.12it/s, loss=0.453, pair=0.014, adv=6.028, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:26,  2.12it/s, loss=0.478, pair=0.008, adv=4.865, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   3%| | 15/453 [00:07<03:42,  1.97it/s, loss=0.478, pair=0.008, adv=4.865, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:42,  1.97it/s, loss=0.440, pair=0.004, adv=5.797, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:33,  2.04it/s, loss=0.440, pair=0.004, adv=5.797, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:33,  2.04it/s, loss=0.448, pair=0.004, adv=4.231, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:53,  1.87it/s, loss=0.448, pair=0.004, adv=4.231, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:53,  1.87it/s, loss=0.450, pair=0.016, adv=5.679, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:39,  1.98it/s, loss=0.450, pair=0.016, adv=5.679, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:39,  1.98it/s, loss=0.482, pair=0.007, adv=5.839, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:56,  1.83it/s, loss=0.482, pair=0.007, adv=5.839, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:56,  1.83it/s, loss=0.456, pair=0.006, adv=6.894, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:46,  1.91it/s, loss=0.456, pair=0.006, adv=6.894, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:46,  1.91it/s, loss=0.861, pair=2.127, adv=6.305, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<04:00,  1.80it/s, loss=0.861, pair=2.127, adv=6.305, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<04:00,  1.80it/s, loss=0.469, pair=0.010, adv=6.336, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:44,  1.92it/s, loss=0.469, pair=0.010, adv=6.336, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:44,  1.92it/s, loss=0.508, pair=0.009, adv=7.093, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:57,  1.81it/s, loss=0.508, pair=0.009, adv=7.093, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:57,  1.81it/s, loss=0.430, pair=0.032, adv=6.095, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:40,  1.94it/s, loss=0.430, pair=0.032, adv=6.095, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:   5%| | 24/453 [00:13<03:40,  1.94it/s, loss=0.478, pair=0.016, adv=6.065, sprd=0.027]
Ep 017/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<04:00,  1.78it/s, loss=0.478, pair=0.016, adv=6.065, sprd=0.027]
Ep 017/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<04:00,  1.78it/s, loss=0.458, pair=0.004, adv=6.472, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:44,  1.90it/s, loss=0.458, pair=0.004, adv=6.472, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   6%| | 26/453 [00:14<03:44,  1.90it/s, loss=0.548, pair=0.002, adv=5.750, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:57,  1.79it/s, loss=0.548, pair=0.002, adv=5.750, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:57,  1.79it/s, loss=0.425, pair=0.005, adv=5.503, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:40,  1.93it/s, loss=0.425, pair=0.005, adv=5.503, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:   6%| | 28/453 [00:15<03:40,  1.93it/s, loss=0.476, pair=0.013, adv=5.711, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:53,  1.82it/s, loss=0.476, pair=0.013, adv=5.711, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:53,  1.82it/s, loss=0.452, pair=0.010, adv=5.663, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:39,  1.93it/s, loss=0.452, pair=0.010, adv=5.663, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   7%| | 30/453 [00:16<03:39,  1.93it/s, loss=0.457, pair=0.006, adv=9.941, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:52,  1.82it/s, loss=0.457, pair=0.006, adv=9.941, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:52,  1.82it/s, loss=0.455, pair=0.011, adv=6.178, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:39,  1.92it/s, loss=0.455, pair=0.011, adv=6.178, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:39,  1.92it/s, loss=0.437, pair=0.007, adv=5.292, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:50,  1.82it/s, loss=0.437, pair=0.007, adv=5.292, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:50,  1.82it/s, loss=0.466, pair=0.010, adv=5.835, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:34,  1.96it/s, loss=0.466, pair=0.010, adv=5.835, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:34,  1.96it/s, loss=0.451, pair=0.004, adv=4.968, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:53,  1.79it/s, loss=0.451, pair=0.004, adv=4.968, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:53,  1.79it/s, loss=0.435, pair=0.007, adv=5.797, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:41,  1.88it/s, loss=0.435, pair=0.007, adv=5.797, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:41,  1.88it/s, loss=0.470, pair=0.004, adv=6.995, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   8%| | 37/453 [00:19<03:54,  1.78it/s, loss=0.470, pair=0.004, adv=6.995, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:   8%| | 37/453 [00:20<03:54,  1.78it/s, loss=0.459, pair=0.011, adv=6.724, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:40,  1.88it/s, loss=0.459, pair=0.011, adv=6.724, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:40,  1.88it/s, loss=0.402, pair=0.017, adv=5.571, sprd=0.014]
Ep 017/80 [S1→S2:ramp]:   9%| | 39/453 [00:20<04:09,  1.66it/s, loss=0.402, pair=0.017, adv=5.571, sprd=0.014]
Ep 017/80 [S1→S2:ramp]:   9%| | 39/453 [00:21<04:09,  1.66it/s, loss=0.474, pair=0.053, adv=5.728, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:46,  1.82it/s, loss=0.474, pair=0.053, adv=5.728, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:46,  1.82it/s, loss=0.477, pair=0.010, adv=5.750, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   9%| | 41/453 [00:21<03:54,  1.76it/s, loss=0.477, pair=0.010, adv=5.750, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:   9%| | 41/453 [00:22<03:54,  1.76it/s, loss=0.499, pair=0.007, adv=6.817, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   9%| | 42/453 [00:22<03:39,  1.87it/s, loss=0.499, pair=0.007, adv=6.817, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:   9%| | 42/453 [00:22<03:39,  1.87it/s, loss=0.474, pair=0.008, adv=6.678, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   9%| | 43/453 [00:22<03:47,  1.80it/s, loss=0.474, pair=0.008, adv=6.678, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:   9%| | 43/453 [00:23<03:47,  1.80it/s, loss=0.444, pair=0.004, adv=6.257, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  10%| | 44/453 [00:23<03:34,  1.91it/s, loss=0.444, pair=0.004, adv=6.257, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  10%| | 44/453 [00:23<03:34,  1.91it/s, loss=0.493, pair=0.009, adv=6.419, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:  10%| | 45/453 [00:23<03:37,  1.87it/s, loss=0.493, pair=0.009, adv=6.419, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:  10%| | 45/453 [00:24<03:37,  1.87it/s, loss=0.422, pair=0.000, adv=5.436, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:21,  2.02it/s, loss=0.422, pair=0.000, adv=5.436, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:21,  2.02it/s, loss=0.435, pair=0.019, adv=6.057, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:26,  1.97it/s, loss=0.435, pair=0.019, adv=6.057, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  10%| | 47/453 [00:25<03:26,  1.97it/s, loss=0.474, pair=0.016, adv=5.963, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  11%| | 48/453 [00:25<03:15,  2.08it/s, loss=0.474, pair=0.016, adv=5.963, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  11%| | 48/453 [00:25<03:15,  2.08it/s, loss=0.553, pair=0.033, adv=5.537, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  11%| | 49/453 [00:25<03:19,  2.02it/s, loss=0.553, pair=0.033, adv=5.537, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  11%| | 49/453 [00:26<03:19,  2.02it/s, loss=0.474, pair=0.009, adv=5.138, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:06,  2.16it/s, loss=0.474, pair=0.009, adv=5.138, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:06,  2.16it/s, loss=0.415, pair=0.009, adv=6.130, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:14,  2.07it/s, loss=0.415, pair=0.009, adv=6.130, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  11%| | 51/453 [00:27<03:14,  2.07it/s, loss=0.399, pair=0.006, adv=5.134, sprd=0.014]
Ep 017/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:05,  2.17it/s, loss=0.399, pair=0.006, adv=5.134, sprd=0.014]
Ep 017/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:05,  2.17it/s, loss=0.477, pair=0.019, adv=7.076, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:12,  2.08it/s, loss=0.477, pair=0.019, adv=7.076, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  12%| | 53/453 [00:28<03:12,  2.08it/s, loss=0.453, pair=0.006, adv=5.753, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:01,  2.20it/s, loss=0.453, pair=0.006, adv=5.753, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:01,  2.20it/s, loss=0.477, pair=0.005, adv=6.268, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:08,  2.11it/s, loss=0.477, pair=0.005, adv=6.268, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:08,  2.11it/s, loss=0.471, pair=0.022, adv=6.299, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<02:59,  2.21it/s, loss=0.471, pair=0.022, adv=6.299, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<02:59,  2.21it/s, loss=0.436, pair=0.013, adv=6.661, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:13,  2.05it/s, loss=0.436, pair=0.013, adv=6.661, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:13,  2.05it/s, loss=0.482, pair=0.008, adv=6.224, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:02,  2.16it/s, loss=0.482, pair=0.008, adv=6.224, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:02,  2.16it/s, loss=0.508, pair=0.003, adv=6.313, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:10,  2.07it/s, loss=0.508, pair=0.003, adv=6.313, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:10,  2.07it/s, loss=0.481, pair=0.011, adv=5.802, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:03,  2.14it/s, loss=0.481, pair=0.011, adv=5.802, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:03,  2.14it/s, loss=0.441, pair=0.013, adv=6.217, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:11,  2.05it/s, loss=0.441, pair=0.013, adv=6.217, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:11,  2.05it/s, loss=0.467, pair=0.008, adv=5.354, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<02:59,  2.18it/s, loss=0.467, pair=0.008, adv=5.354, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<02:59,  2.18it/s, loss=0.522, pair=0.010, adv=6.829, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:05,  2.11it/s, loss=0.522, pair=0.010, adv=6.829, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:05,  2.11it/s, loss=0.489, pair=0.018, adv=5.093, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<02:58,  2.18it/s, loss=0.489, pair=0.018, adv=5.093, sprd=0.028]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<02:58,  2.18it/s, loss=0.429, pair=0.011, adv=5.153, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:08,  2.06it/s, loss=0.429, pair=0.011, adv=5.153, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:08,  2.06it/s, loss=0.460, pair=0.007, adv=5.468, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:01,  2.13it/s, loss=0.460, pair=0.007, adv=5.468, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<03:01,  2.13it/s, loss=0.446, pair=0.024, adv=6.028, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:18,  1.94it/s, loss=0.446, pair=0.024, adv=6.028, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:18,  1.94it/s, loss=0.430, pair=0.003, adv=4.870, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:06,  2.06it/s, loss=0.430, pair=0.003, adv=4.870, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<03:06,  2.06it/s, loss=0.466, pair=0.001, adv=6.022, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:12,  1.99it/s, loss=0.466, pair=0.001, adv=6.022, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:12,  1.99it/s, loss=0.424, pair=0.004, adv=5.653, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<02:59,  2.14it/s, loss=0.424, pair=0.004, adv=5.653, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<02:59,  2.14it/s, loss=0.472, pair=0.004, adv=5.762, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.03it/s, loss=0.472, pair=0.004, adv=5.762, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.03it/s, loss=0.480, pair=0.012, adv=6.379, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<02:56,  2.16it/s, loss=0.480, pair=0.012, adv=6.379, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<02:56,  2.16it/s, loss=0.454, pair=0.004, adv=5.906, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:05,  2.05it/s, loss=0.454, pair=0.004, adv=5.906, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:05,  2.05it/s, loss=0.480, pair=0.004, adv=6.036, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:56,  2.15it/s, loss=0.480, pair=0.004, adv=6.036, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:56,  2.15it/s, loss=0.475, pair=0.011, adv=6.208, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:00,  2.10it/s, loss=0.475, pair=0.011, adv=6.208, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:00,  2.10it/s, loss=0.461, pair=0.004, adv=5.964, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:53,  2.17it/s, loss=0.461, pair=0.004, adv=5.964, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<02:53,  2.17it/s, loss=0.443, pair=0.003, adv=6.219, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<02:59,  2.10it/s, loss=0.443, pair=0.003, adv=6.219, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<02:59,  2.10it/s, loss=0.498, pair=0.018, adv=6.007, sprd=0.030]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:52,  2.18it/s, loss=0.498, pair=0.018, adv=6.007, sprd=0.030]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:52,  2.18it/s, loss=0.433, pair=0.019, adv=5.194, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<02:57,  2.11it/s, loss=0.433, pair=0.019, adv=5.194, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<02:57,  2.11it/s, loss=0.443, pair=0.009, adv=5.168, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:49,  2.20it/s, loss=0.443, pair=0.009, adv=5.168, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:49,  2.20it/s, loss=0.493, pair=0.006, adv=5.510, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:01,  2.05it/s, loss=0.493, pair=0.006, adv=5.510, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:01,  2.05it/s, loss=0.470, pair=0.002, adv=5.557, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:54,  2.12it/s, loss=0.470, pair=0.002, adv=5.557, sprd=0.025]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:54,  2.12it/s, loss=0.461, pair=0.002, adv=4.770, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<03:03,  2.02it/s, loss=0.461, pair=0.002, adv=4.770, sprd=0.022]
Ep 017/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:03,  2.02it/s, loss=0.420, pair=0.008, adv=5.552, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:53,  2.13it/s, loss=0.420, pair=0.008, adv=5.552, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:53,  2.13it/s, loss=0.474, pair=0.016, adv=5.960, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<02:58,  2.06it/s, loss=0.474, pair=0.016, adv=5.960, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:58,  2.06it/s, loss=0.411, pair=0.015, adv=6.450, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:51,  2.13it/s, loss=0.411, pair=0.015, adv=6.450, sprd=0.016]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:51,  2.13it/s, loss=0.490, pair=0.017, adv=6.129, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<02:57,  2.06it/s, loss=0.490, pair=0.017, adv=6.129, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:57,  2.06it/s, loss=0.462, pair=0.016, adv=6.412, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:52,  2.11it/s, loss=0.462, pair=0.016, adv=6.412, sprd=0.026]
Ep 017/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:52,  2.11it/s, loss=0.460, pair=0.006, adv=6.189, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<02:59,  2.02it/s, loss=0.460, pair=0.006, adv=6.189, sprd=0.023]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:59,  2.02it/s, loss=0.435, pair=0.006, adv=5.777, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:50,  2.13it/s, loss=0.435, pair=0.006, adv=5.777, sprd=0.017]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:50,  2.13it/s, loss=0.473, pair=0.007, adv=4.975, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:56,  2.05it/s, loss=0.473, pair=0.007, adv=4.975, sprd=0.024]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:56,  2.05it/s, loss=0.423, pair=0.003, adv=6.623, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.423, pair=0.003, adv=6.623, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:50,  2.12it/s, loss=0.461, pair=0.011, adv=6.512, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:54,  2.06it/s, loss=0.461, pair=0.011, adv=6.512, sprd=0.021]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:54,  2.06it/s, loss=0.410, pair=0.004, adv=4.488, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:46,  2.16it/s, loss=0.410, pair=0.004, adv=4.488, sprd=0.015]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:46,  2.16it/s, loss=0.429, pair=0.003, adv=6.835, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<02:52,  2.08it/s, loss=0.429, pair=0.003, adv=6.835, sprd=0.019]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:52,  2.08it/s, loss=0.457, pair=0.008, adv=6.129, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:43,  2.19it/s, loss=0.457, pair=0.008, adv=6.129, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:43,  2.19it/s, loss=0.528, pair=0.001, adv=5.917, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<02:59,  1.98it/s, loss=0.528, pair=0.001, adv=5.917, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:59,  1.98it/s, loss=0.477, pair=0.005, adv=5.258, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:49,  2.10it/s, loss=0.477, pair=0.005, adv=5.258, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:49,  2.10it/s, loss=0.421, pair=0.003, adv=6.080, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<02:54,  2.03it/s, loss=0.421, pair=0.003, adv=6.080, sprd=0.018]
Ep 017/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:54,  2.03it/s, loss=0.443, pair=0.005, adv=5.320, sprd=0.020]
Ep 017/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:46,  2.12it/s, loss=0.443, pair=0.005, adv=5.320, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:46,  2.12it/s, loss=0.538, pair=0.007, adv=5.526, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:49,  2.08it/s, loss=0.538, pair=0.007, adv=5.526, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:49,  2.08it/s, loss=0.436, pair=0.004, adv=4.463, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:50<02:42,  2.16it/s, loss=0.436, pair=0.004, adv=4.463, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:42,  2.16it/s, loss=0.478, pair=0.009, adv=7.061, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:55,  2.00it/s, loss=0.478, pair=0.009, adv=7.061, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:55,  2.00it/s, loss=0.424, pair=0.002, adv=6.502, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:51<02:46,  2.10it/s, loss=0.424, pair=0.002, adv=6.502, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:46,  2.10it/s, loss=0.479, pair=0.003, adv=5.108, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:52,  2.02it/s, loss=0.479, pair=0.003, adv=5.108, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:52,  2.02it/s, loss=0.450, pair=0.001, adv=5.012, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:52<02:45,  2.10it/s, loss=0.450, pair=0.001, adv=5.012, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:45,  2.10it/s, loss=0.461, pair=0.015, adv=5.733, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:49,  2.04it/s, loss=0.461, pair=0.015, adv=5.733, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:49,  2.04it/s, loss=0.434, pair=0.003, adv=4.622, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:53<02:42,  2.13it/s, loss=0.434, pair=0.003, adv=4.622, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:42,  2.13it/s, loss=0.467, pair=0.028, adv=6.179, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:48,  2.04it/s, loss=0.467, pair=0.028, adv=6.179, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:48,  2.04it/s, loss=0.507, pair=0.030, adv=4.650, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:54<02:42,  2.11it/s, loss=0.507, pair=0.030, adv=4.650, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:42,  2.11it/s, loss=0.453, pair=0.028, adv=4.498, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:47,  2.04it/s, loss=0.453, pair=0.028, adv=4.498, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:47,  2.04it/s, loss=0.482, pair=0.022, adv=5.592, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:55<02:40,  2.12it/s, loss=0.482, pair=0.022, adv=5.592, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:40,  2.12it/s, loss=0.507, pair=0.011, adv=5.193, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:46,  2.04it/s, loss=0.507, pair=0.011, adv=5.193, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:46,  2.04it/s, loss=0.454, pair=0.006, adv=4.484, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:56<02:40,  2.11it/s, loss=0.454, pair=0.006, adv=4.484, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:40,  2.11it/s, loss=0.540, pair=0.344, adv=5.442, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:54,  1.93it/s, loss=0.540, pair=0.344, adv=5.442, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:54,  1.93it/s, loss=0.460, pair=0.017, adv=5.473, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:57<02:47,  2.01it/s, loss=0.460, pair=0.017, adv=5.473, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:47,  2.01it/s, loss=0.416, pair=0.053, adv=3.973, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:55,  1.91it/s, loss=0.416, pair=0.053, adv=3.973, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:55,  1.91it/s, loss=0.489, pair=0.021, adv=4.567, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:58<02:49,  1.98it/s, loss=0.489, pair=0.021, adv=4.567, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:49,  1.98it/s, loss=0.398, pair=0.008, adv=4.633, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<03:02,  1.83it/s, loss=0.398, pair=0.008, adv=4.633, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<03:02,  1.83it/s, loss=0.464, pair=0.017, adv=6.057, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  26%|▎| 120/453 [00:59<02:52,  1.93it/s, loss=0.464, pair=0.017, adv=6.057, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:52,  1.93it/s, loss=0.450, pair=0.007, adv=4.779, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<03:17,  1.68it/s, loss=0.450, pair=0.007, adv=4.779, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<03:17,  1.68it/s, loss=0.442, pair=0.003, adv=4.332, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:59,  1.85it/s, loss=0.442, pair=0.003, adv=4.332, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:59,  1.85it/s, loss=0.457, pair=0.006, adv=4.044, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<03:06,  1.77it/s, loss=0.457, pair=0.006, adv=4.044, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:02<03:06,  1.77it/s, loss=0.447, pair=0.010, adv=4.823, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:53,  1.90it/s, loss=0.447, pair=0.010, adv=4.823, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:53,  1.90it/s, loss=0.541, pair=0.001, adv=4.947, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<03:00,  1.81it/s, loss=0.541, pair=0.001, adv=4.947, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<03:00,  1.81it/s, loss=0.429, pair=0.024, adv=6.576, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:48,  1.94it/s, loss=0.429, pair=0.024, adv=6.576, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:48,  1.94it/s, loss=0.451, pair=0.030, adv=4.772, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:54,  1.87it/s, loss=0.451, pair=0.030, adv=4.772, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:04<02:54,  1.87it/s, loss=0.520, pair=0.023, adv=5.847, sprd=0.032
Ep 017/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:45,  1.97it/s, loss=0.520, pair=0.023, adv=5.847, sprd=0.032
Ep 017/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:45,  1.97it/s, loss=0.470, pair=0.007, adv=5.873, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:55,  1.85it/s, loss=0.470, pair=0.007, adv=5.873, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:05<02:55,  1.85it/s, loss=0.437, pair=0.005, adv=4.290, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:45,  1.95it/s, loss=0.437, pair=0.005, adv=4.290, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:45,  1.95it/s, loss=0.487, pair=0.002, adv=4.906, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:54,  1.85it/s, loss=0.487, pair=0.002, adv=4.906, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:06<02:54,  1.85it/s, loss=0.434, pair=0.001, adv=5.553, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:43,  1.96it/s, loss=0.434, pair=0.001, adv=5.553, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:07<02:43,  1.96it/s, loss=0.492, pair=0.003, adv=5.952, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:54,  1.83it/s, loss=0.492, pair=0.003, adv=5.952, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:54,  1.83it/s, loss=0.466, pair=0.003, adv=5.766, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:44,  1.94it/s, loss=0.466, pair=0.003, adv=5.766, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:08<02:44,  1.94it/s, loss=0.486, pair=0.001, adv=4.435, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<02:56,  1.81it/s, loss=0.486, pair=0.001, adv=4.435, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<02:56,  1.81it/s, loss=0.491, pair=0.189, adv=3.959, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:47,  1.90it/s, loss=0.491, pair=0.189, adv=3.959, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:09<02:47,  1.90it/s, loss=0.472, pair=0.007, adv=5.060, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:51,  1.85it/s, loss=0.472, pair=0.007, adv=5.060, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:51,  1.85it/s, loss=0.452, pair=0.006, adv=3.650, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:41,  1.95it/s, loss=0.452, pair=0.006, adv=3.650, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:10<02:41,  1.95it/s, loss=0.479, pair=0.007, adv=4.839, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:52,  1.82it/s, loss=0.479, pair=0.007, adv=4.839, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:52,  1.82it/s, loss=0.460, pair=0.008, adv=5.816, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:41,  1.94it/s, loss=0.460, pair=0.008, adv=5.816, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:11<02:41,  1.94it/s, loss=0.447, pair=0.003, adv=5.463, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:11<02:48,  1.85it/s, loss=0.447, pair=0.003, adv=5.463, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:11<02:48,  1.85it/s, loss=0.452, pair=0.002, adv=4.410, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:38,  1.96it/s, loss=0.452, pair=0.002, adv=4.410, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:38,  1.96it/s, loss=0.461, pair=0.019, adv=4.747, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:44,  1.88it/s, loss=0.461, pair=0.019, adv=4.747, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:44,  1.88it/s, loss=0.457, pair=0.004, adv=4.252, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:32,  2.03it/s, loss=0.457, pair=0.004, adv=4.252, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:13<02:32,  2.03it/s, loss=0.466, pair=0.003, adv=3.833, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:37,  1.95it/s, loss=0.466, pair=0.003, adv=3.833, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:37,  1.95it/s, loss=0.457, pair=0.007, adv=5.158, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:30,  2.05it/s, loss=0.457, pair=0.007, adv=5.158, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:14<02:30,  2.05it/s, loss=0.465, pair=0.013, adv=6.093, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:33,  1.99it/s, loss=0.465, pair=0.013, adv=6.093, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:33,  1.99it/s, loss=0.450, pair=0.017, adv=4.411, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:23,  2.12it/s, loss=0.450, pair=0.017, adv=4.411, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:15<02:23,  2.12it/s, loss=0.563, pair=0.004, adv=5.000, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:38,  1.92it/s, loss=0.563, pair=0.004, adv=5.000, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:38,  1.92it/s, loss=0.457, pair=0.003, adv=4.668, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:26,  2.06it/s, loss=0.457, pair=0.003, adv=4.668, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:16<02:26,  2.06it/s, loss=0.446, pair=0.002, adv=3.618, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:31,  1.99it/s, loss=0.446, pair=0.002, adv=3.618, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:31,  1.99it/s, loss=0.457, pair=0.004, adv=4.570, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:21,  2.13it/s, loss=0.457, pair=0.004, adv=4.570, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:17<02:21,  2.13it/s, loss=0.455, pair=0.007, adv=4.672, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:27,  2.03it/s, loss=0.455, pair=0.007, adv=4.672, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:27,  2.03it/s, loss=0.476, pair=0.011, adv=6.089, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:21,  2.12it/s, loss=0.476, pair=0.011, adv=6.089, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:18<02:21,  2.12it/s, loss=0.429, pair=0.002, adv=4.218, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:25,  2.04it/s, loss=0.429, pair=0.002, adv=4.218, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:25,  2.04it/s, loss=0.411, pair=0.020, adv=4.670, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:16,  2.17it/s, loss=0.411, pair=0.020, adv=4.670, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:19<02:16,  2.17it/s, loss=0.490, pair=0.005, adv=6.116, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:24,  2.04it/s, loss=0.490, pair=0.005, adv=6.116, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:24,  2.04it/s, loss=0.452, pair=0.005, adv=3.821, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:17,  2.14it/s, loss=0.452, pair=0.005, adv=3.821, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:17,  2.14it/s, loss=0.518, pair=0.014, adv=4.071, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:19,  2.10it/s, loss=0.518, pair=0.014, adv=4.071, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:19,  2.10it/s, loss=0.400, pair=0.015, adv=4.093, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.400, pair=0.015, adv=4.093, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.426, pair=0.015, adv=4.464, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:20,  2.08it/s, loss=0.426, pair=0.015, adv=4.464, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:20,  2.08it/s, loss=0.454, pair=0.004, adv=3.938, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:15,  2.15it/s, loss=0.454, pair=0.004, adv=3.938, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:15,  2.15it/s, loss=0.409, pair=0.011, adv=3.495, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:21,  2.05it/s, loss=0.409, pair=0.011, adv=3.495, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:21,  2.05it/s, loss=0.424, pair=0.001, adv=4.656, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:15,  2.14it/s, loss=0.424, pair=0.001, adv=4.656, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:15,  2.14it/s, loss=0.510, pair=0.175, adv=5.038, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:22,  2.03it/s, loss=0.510, pair=0.175, adv=5.038, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:22,  2.03it/s, loss=0.475, pair=0.013, adv=3.612, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:16,  2.11it/s, loss=0.475, pair=0.013, adv=3.612, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:16,  2.11it/s, loss=0.454, pair=0.018, adv=5.015, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:21,  2.02it/s, loss=0.454, pair=0.018, adv=5.015, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:21,  2.02it/s, loss=0.491, pair=0.015, adv=5.557, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:16,  2.09it/s, loss=0.491, pair=0.015, adv=5.557, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:16,  2.09it/s, loss=0.454, pair=0.020, adv=4.519, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:19,  2.03it/s, loss=0.454, pair=0.020, adv=4.519, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:19,  2.03it/s, loss=0.460, pair=0.023, adv=3.562, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.14it/s, loss=0.460, pair=0.023, adv=3.562, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.14it/s, loss=0.431, pair=0.012, adv=4.164, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:16,  2.07it/s, loss=0.431, pair=0.012, adv=4.164, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:16,  2.07it/s, loss=0.473, pair=0.002, adv=4.613, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:12,  2.12it/s, loss=0.473, pair=0.002, adv=4.613, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:12,  2.12it/s, loss=0.488, pair=0.008, adv=4.957, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:20,  1.99it/s, loss=0.488, pair=0.008, adv=4.957, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:20,  1.99it/s, loss=0.460, pair=0.017, adv=5.308, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:14,  2.08it/s, loss=0.460, pair=0.017, adv=5.308, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:14,  2.08it/s, loss=0.477, pair=0.016, adv=4.067, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:18,  2.00it/s, loss=0.477, pair=0.016, adv=4.067, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:18,  2.00it/s, loss=0.421, pair=0.004, adv=4.582, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:11,  2.10it/s, loss=0.421, pair=0.004, adv=4.582, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:11,  2.10it/s, loss=0.479, pair=0.010, adv=5.434, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:22,  1.93it/s, loss=0.479, pair=0.010, adv=5.434, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:22,  1.93it/s, loss=0.422, pair=0.018, adv=3.300, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:10,  2.10it/s, loss=0.422, pair=0.018, adv=3.300, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:10,  2.10it/s, loss=0.451, pair=0.001, adv=3.948, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:12,  2.06it/s, loss=0.451, pair=0.001, adv=3.948, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:12,  2.06it/s, loss=0.467, pair=0.002, adv=4.097, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:04,  2.19it/s, loss=0.467, pair=0.002, adv=4.097, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:04,  2.19it/s, loss=0.472, pair=0.011, adv=4.301, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:10,  2.08it/s, loss=0.472, pair=0.011, adv=4.301, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:10,  2.08it/s, loss=0.457, pair=0.011, adv=4.348, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:05,  2.16it/s, loss=0.457, pair=0.011, adv=4.348, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:05,  2.16it/s, loss=0.408, pair=0.004, adv=5.199, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:11,  2.06it/s, loss=0.408, pair=0.004, adv=5.199, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:11,  2.06it/s, loss=0.490, pair=0.014, adv=4.490, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:06,  2.12it/s, loss=0.490, pair=0.014, adv=4.490, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:06,  2.12it/s, loss=0.437, pair=0.006, adv=4.584, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.437, pair=0.006, adv=4.584, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.422, pair=0.010, adv=3.335, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:04,  2.14it/s, loss=0.422, pair=0.010, adv=3.335, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:04,  2.14it/s, loss=0.449, pair=0.009, adv=5.552, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:08,  2.08it/s, loss=0.449, pair=0.009, adv=5.552, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:08,  2.08it/s, loss=0.490, pair=0.008, adv=4.858, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:03,  2.15it/s, loss=0.490, pair=0.008, adv=4.858, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:03,  2.15it/s, loss=0.475, pair=0.011, adv=4.336, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:09,  2.03it/s, loss=0.475, pair=0.011, adv=4.336, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:09,  2.03it/s, loss=0.446, pair=0.017, adv=4.182, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:02,  2.15it/s, loss=0.446, pair=0.017, adv=4.182, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:02,  2.15it/s, loss=0.439, pair=0.015, adv=5.405, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:05,  2.09it/s, loss=0.439, pair=0.015, adv=5.405, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:05,  2.09it/s, loss=0.396, pair=0.016, adv=2.767, sprd=0.011
Ep 017/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:35<01:57,  2.23it/s, loss=0.396, pair=0.016, adv=2.767, sprd=0.011
Ep 017/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<01:57,  2.23it/s, loss=0.488, pair=0.012, adv=4.245, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:02,  2.13it/s, loss=0.488, pair=0.012, adv=4.245, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:02,  2.13it/s, loss=0.402, pair=0.027, adv=3.779, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<01:57,  2.21it/s, loss=0.402, pair=0.027, adv=3.779, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<01:57,  2.21it/s, loss=0.487, pair=0.002, adv=4.021, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.487, pair=0.002, adv=4.021, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.417, pair=0.013, adv=4.239, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:37<01:57,  2.19it/s, loss=0.417, pair=0.013, adv=4.239, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<01:57,  2.19it/s, loss=0.481, pair=0.011, adv=5.126, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:04,  2.06it/s, loss=0.481, pair=0.011, adv=5.126, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:04,  2.06it/s, loss=0.480, pair=0.001, adv=4.382, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:38<01:55,  2.20it/s, loss=0.480, pair=0.001, adv=4.382, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:55,  2.20it/s, loss=0.476, pair=0.009, adv=3.691, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:00,  2.10it/s, loss=0.476, pair=0.009, adv=3.691, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:00,  2.10it/s, loss=0.480, pair=0.007, adv=3.786, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<01:56,  2.18it/s, loss=0.480, pair=0.007, adv=3.786, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:56,  2.18it/s, loss=0.497, pair=0.019, adv=4.943, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:02,  2.05it/s, loss=0.497, pair=0.019, adv=4.943, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:02,  2.05it/s, loss=0.468, pair=0.009, adv=3.956, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:57,  2.14it/s, loss=0.468, pair=0.009, adv=3.956, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:57,  2.14it/s, loss=0.492, pair=0.013, adv=4.554, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:40<02:01,  2.06it/s, loss=0.492, pair=0.013, adv=4.554, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.460, pair=0.009, adv=4.414, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:52,  2.21it/s, loss=0.460, pair=0.009, adv=4.414, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:52,  2.21it/s, loss=0.402, pair=0.006, adv=5.528, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:41<02:01,  2.05it/s, loss=0.402, pair=0.006, adv=5.528, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.05it/s, loss=0.441, pair=0.005, adv=4.178, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:54,  2.15it/s, loss=0.441, pair=0.005, adv=4.178, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:54,  2.15it/s, loss=0.451, pair=0.008, adv=4.455, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:42<02:07,  1.94it/s, loss=0.451, pair=0.008, adv=4.455, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:07,  1.94it/s, loss=0.469, pair=0.005, adv=3.712, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<01:59,  2.05it/s, loss=0.469, pair=0.005, adv=3.712, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<01:59,  2.05it/s, loss=0.447, pair=0.015, adv=3.794, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:43<02:03,  1.98it/s, loss=0.447, pair=0.015, adv=3.794, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:03,  1.98it/s, loss=0.469, pair=0.007, adv=4.472, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:54,  2.13it/s, loss=0.469, pair=0.007, adv=4.472, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:54,  2.13it/s, loss=0.445, pair=0.003, adv=4.280, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:44<01:58,  2.05it/s, loss=0.445, pair=0.003, adv=4.280, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.05it/s, loss=0.439, pair=0.022, adv=6.368, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.14it/s, loss=0.439, pair=0.022, adv=6.368, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.14it/s, loss=0.441, pair=0.050, adv=5.238, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:45<02:04,  1.93it/s, loss=0.441, pair=0.050, adv=5.238, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:04,  1.93it/s, loss=0.420, pair=0.035, adv=3.834, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:56,  2.05it/s, loss=0.420, pair=0.035, adv=3.834, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:56,  2.05it/s, loss=0.450, pair=0.010, adv=3.289, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:46<02:05,  1.90it/s, loss=0.450, pair=0.010, adv=3.289, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:05,  1.90it/s, loss=0.701, pair=1.420, adv=5.051, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:57,  2.02it/s, loss=0.701, pair=1.420, adv=5.051, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:57,  2.02it/s, loss=0.444, pair=0.001, adv=4.340, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:47<02:05,  1.88it/s, loss=0.444, pair=0.001, adv=4.340, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<02:05,  1.88it/s, loss=0.443, pair=0.001, adv=4.377, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:59,  1.96it/s, loss=0.443, pair=0.001, adv=4.377, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:59,  1.96it/s, loss=0.454, pair=0.009, adv=4.191, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<02:07,  1.84it/s, loss=0.454, pair=0.009, adv=4.191, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<02:07,  1.84it/s, loss=0.444, pair=0.006, adv=4.605, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<02:00,  1.94it/s, loss=0.444, pair=0.006, adv=4.605, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<02:00,  1.94it/s, loss=0.437, pair=0.028, adv=3.474, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<02:05,  1.84it/s, loss=0.437, pair=0.028, adv=3.474, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<02:05,  1.84it/s, loss=0.481, pair=0.008, adv=4.219, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<02:00,  1.92it/s, loss=0.481, pair=0.008, adv=4.219, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<02:00,  1.92it/s, loss=0.510, pair=0.006, adv=4.699, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<02:07,  1.80it/s, loss=0.510, pair=0.006, adv=4.699, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<02:07,  1.80it/s, loss=0.448, pair=0.009, adv=4.407, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:59,  1.91it/s, loss=0.448, pair=0.009, adv=4.407, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:59,  1.91it/s, loss=0.616, pair=0.281, adv=4.168, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<02:08,  1.78it/s, loss=0.616, pair=0.281, adv=4.168, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<02:08,  1.78it/s, loss=0.478, pair=0.008, adv=3.906, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:58,  1.91it/s, loss=0.478, pair=0.008, adv=3.906, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:58,  1.91it/s, loss=0.526, pair=0.014, adv=4.904, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<02:04,  1.81it/s, loss=0.526, pair=0.014, adv=4.904, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<02:04,  1.81it/s, loss=0.490, pair=0.003, adv=4.534, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:57,  1.91it/s, loss=0.490, pair=0.003, adv=4.534, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:57,  1.91it/s, loss=0.482, pair=0.015, adv=3.804, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<02:02,  1.82it/s, loss=0.482, pair=0.015, adv=3.804, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<02:02,  1.82it/s, loss=0.446, pair=0.018, adv=3.998, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:54,  1.94it/s, loss=0.446, pair=0.018, adv=3.998, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:54,  1.94it/s, loss=0.468, pair=0.010, adv=3.845, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<02:08,  1.73it/s, loss=0.468, pair=0.010, adv=3.845, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:56<02:08,  1.73it/s, loss=0.442, pair=0.004, adv=5.002, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:58,  1.86it/s, loss=0.442, pair=0.004, adv=5.002, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:58,  1.86it/s, loss=0.472, pair=0.007, adv=4.325, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<02:03,  1.78it/s, loss=0.472, pair=0.007, adv=4.325, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:57<02:03,  1.78it/s, loss=0.542, pair=0.505, adv=4.145, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:54,  1.92it/s, loss=0.542, pair=0.505, adv=4.145, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:54,  1.92it/s, loss=0.770, pair=1.694, adv=4.627, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<02:01,  1.79it/s, loss=0.770, pair=1.694, adv=4.627, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:58<02:01,  1.79it/s, loss=0.478, pair=0.001, adv=5.231, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:53,  1.91it/s, loss=0.478, pair=0.001, adv=5.231, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:53,  1.91it/s, loss=0.449, pair=0.005, adv=4.869, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:59,  1.81it/s, loss=0.449, pair=0.005, adv=4.869, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:59<01:59,  1.81it/s, loss=0.450, pair=0.005, adv=4.214, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:52,  1.91it/s, loss=0.450, pair=0.005, adv=4.214, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:52,  1.91it/s, loss=0.404, pair=0.005, adv=3.005, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:58,  1.81it/s, loss=0.404, pair=0.005, adv=3.005, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:00<01:58,  1.81it/s, loss=0.419, pair=0.011, adv=4.017, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:50,  1.92it/s, loss=0.419, pair=0.011, adv=4.017, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:50,  1.92it/s, loss=0.479, pair=0.001, adv=4.192, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:56,  1.82it/s, loss=0.479, pair=0.001, adv=4.192, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:01<01:56,  1.82it/s, loss=0.942, pair=2.631, adv=6.683, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:48,  1.94it/s, loss=0.942, pair=2.631, adv=6.683, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:48,  1.94it/s, loss=0.438, pair=0.005, adv=5.283, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:52,  1.87it/s, loss=0.438, pair=0.005, adv=5.283, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:02<01:52,  1.87it/s, loss=0.449, pair=0.006, adv=4.033, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:44,  1.99it/s, loss=0.449, pair=0.006, adv=4.033, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:44,  1.99it/s, loss=0.431, pair=0.010, adv=3.330, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:47,  1.94it/s, loss=0.431, pair=0.010, adv=3.330, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:03<01:47,  1.94it/s, loss=0.455, pair=0.005, adv=3.894, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:39,  2.09it/s, loss=0.455, pair=0.005, adv=3.894, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:39,  2.09it/s, loss=0.443, pair=0.001, adv=4.272, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:40,  2.04it/s, loss=0.443, pair=0.001, adv=4.272, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:04<01:40,  2.04it/s, loss=0.400, pair=0.003, adv=3.256, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:34,  2.16it/s, loss=0.400, pair=0.003, adv=3.256, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:34,  2.16it/s, loss=0.469, pair=0.020, adv=4.979, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:38,  2.06it/s, loss=0.469, pair=0.020, adv=4.979, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:05<01:38,  2.06it/s, loss=0.463, pair=0.014, adv=3.627, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:34,  2.15it/s, loss=0.463, pair=0.014, adv=3.627, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:34,  2.15it/s, loss=0.425, pair=0.000, adv=3.703, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:39,  2.04it/s, loss=0.425, pair=0.000, adv=3.703, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:06<01:39,  2.04it/s, loss=0.487, pair=0.002, adv=4.437, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:35,  2.11it/s, loss=0.487, pair=0.002, adv=4.437, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:35,  2.11it/s, loss=0.810, pair=1.993, adv=5.616, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:37,  2.04it/s, loss=0.810, pair=1.993, adv=5.616, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:07<01:37,  2.04it/s, loss=0.829, pair=2.002, adv=5.515, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:33,  2.14it/s, loss=0.829, pair=2.002, adv=5.515, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:33,  2.14it/s, loss=0.410, pair=0.005, adv=3.736, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:38,  2.02it/s, loss=0.410, pair=0.005, adv=3.736, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:08<01:38,  2.02it/s, loss=0.466, pair=0.008, adv=4.266, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:33,  2.11it/s, loss=0.466, pair=0.008, adv=4.266, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:33,  2.11it/s, loss=0.455, pair=0.006, adv=4.819, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:36,  2.02it/s, loss=0.455, pair=0.006, adv=4.819, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:09<01:36,  2.02it/s, loss=0.508, pair=0.012, adv=5.197, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:32,  2.12it/s, loss=0.508, pair=0.012, adv=5.197, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:32,  2.12it/s, loss=0.469, pair=0.005, adv=4.072, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:41,  1.92it/s, loss=0.469, pair=0.005, adv=4.072, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:10<01:41,  1.92it/s, loss=0.405, pair=0.014, adv=4.365, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:33,  2.07it/s, loss=0.405, pair=0.014, adv=4.365, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:33,  2.07it/s, loss=0.473, pair=0.002, adv=5.040, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:36,  1.98it/s, loss=0.473, pair=0.002, adv=5.040, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:11<01:36,  1.98it/s, loss=0.452, pair=0.011, adv=4.150, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:30,  2.11it/s, loss=0.452, pair=0.011, adv=4.150, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:30,  2.11it/s, loss=0.468, pair=0.018, adv=4.020, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:33,  2.03it/s, loss=0.468, pair=0.018, adv=4.020, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:33,  2.03it/s, loss=0.447, pair=0.014, adv=4.417, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:29,  2.11it/s, loss=0.447, pair=0.014, adv=4.417, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:29,  2.11it/s, loss=0.443, pair=0.004, adv=3.906, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:34,  1.99it/s, loss=0.443, pair=0.004, adv=3.906, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:34,  1.99it/s, loss=0.445, pair=0.005, adv=5.592, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:29,  2.10it/s, loss=0.445, pair=0.005, adv=5.592, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:29,  2.10it/s, loss=0.453, pair=0.001, adv=3.926, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:32,  2.01it/s, loss=0.453, pair=0.001, adv=3.926, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:32,  2.01it/s, loss=0.449, pair=0.009, adv=5.138, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:27,  2.12it/s, loss=0.449, pair=0.009, adv=5.138, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:27,  2.12it/s, loss=0.473, pair=0.003, adv=4.541, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:30,  2.04it/s, loss=0.473, pair=0.003, adv=4.541, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:30,  2.04it/s, loss=0.445, pair=0.008, adv=4.923, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:25,  2.13it/s, loss=0.445, pair=0.008, adv=4.923, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:25,  2.13it/s, loss=0.525, pair=0.006, adv=4.145, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:29,  2.03it/s, loss=0.525, pair=0.006, adv=4.145, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:29,  2.03it/s, loss=0.442, pair=0.012, adv=3.769, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:25,  2.11it/s, loss=0.442, pair=0.012, adv=3.769, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:25,  2.11it/s, loss=0.834, pair=2.068, adv=4.956, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:28,  2.04it/s, loss=0.834, pair=2.068, adv=4.956, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:28,  2.04it/s, loss=0.442, pair=0.006, adv=4.392, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:22,  2.17it/s, loss=0.442, pair=0.006, adv=4.392, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:22,  2.17it/s, loss=0.446, pair=0.010, adv=4.007, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.08it/s, loss=0.446, pair=0.010, adv=4.007, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.08it/s, loss=0.437, pair=0.007, adv=4.111, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:19,  2.22it/s, loss=0.437, pair=0.007, adv=4.111, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:19,  2.22it/s, loss=0.445, pair=0.010, adv=3.810, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:24,  2.09it/s, loss=0.445, pair=0.010, adv=3.810, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:24,  2.09it/s, loss=0.479, pair=0.004, adv=4.891, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:20,  2.17it/s, loss=0.479, pair=0.004, adv=4.891, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:20,  2.17it/s, loss=0.445, pair=0.006, adv=4.069, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.06it/s, loss=0.445, pair=0.006, adv=4.069, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.06it/s, loss=0.457, pair=0.004, adv=5.161, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:19,  2.17it/s, loss=0.457, pair=0.004, adv=5.161, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:19,  2.17it/s, loss=0.594, pair=0.760, adv=3.960, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:21,  2.10it/s, loss=0.594, pair=0.760, adv=3.960, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:21,  2.10it/s, loss=0.482, pair=0.002, adv=4.374, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:18,  2.16it/s, loss=0.482, pair=0.002, adv=4.374, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:18,  2.16it/s, loss=0.464, pair=0.010, adv=3.998, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.02it/s, loss=0.464, pair=0.010, adv=3.998, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.02it/s, loss=0.423, pair=0.007, adv=4.449, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:20,  2.10it/s, loss=0.423, pair=0.007, adv=4.449, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:20,  2.10it/s, loss=0.427, pair=0.006, adv=3.752, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:22,  2.04it/s, loss=0.427, pair=0.006, adv=3.752, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:22,  2.04it/s, loss=0.428, pair=0.002, adv=3.897, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.12it/s, loss=0.428, pair=0.002, adv=3.897, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:18,  2.12it/s, loss=0.552, pair=0.005, adv=4.359, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:24,  1.96it/s, loss=0.552, pair=0.005, adv=4.359, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:24,  1.96it/s, loss=0.451, pair=0.002, adv=4.326, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:19,  2.07it/s, loss=0.451, pair=0.002, adv=4.326, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:19,  2.07it/s, loss=0.405, pair=0.014, adv=3.655, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:21,  2.02it/s, loss=0.405, pair=0.014, adv=3.655, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:21,  2.02it/s, loss=0.422, pair=0.005, adv=3.827, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:15,  2.16it/s, loss=0.422, pair=0.005, adv=3.827, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:15,  2.16it/s, loss=0.435, pair=0.004, adv=3.606, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:19,  2.04it/s, loss=0.435, pair=0.004, adv=3.606, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:19,  2.04it/s, loss=0.466, pair=0.006, adv=4.171, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:14,  2.15it/s, loss=0.466, pair=0.006, adv=4.171, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:14,  2.15it/s, loss=0.497, pair=0.012, adv=4.701, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:25<01:17,  2.07it/s, loss=0.497, pair=0.012, adv=4.701, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.07it/s, loss=0.472, pair=0.002, adv=4.935, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:13,  2.17it/s, loss=0.472, pair=0.002, adv=4.935, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:13,  2.17it/s, loss=0.464, pair=0.009, adv=4.107, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:26<01:15,  2.09it/s, loss=0.464, pair=0.009, adv=4.107, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:15,  2.09it/s, loss=0.485, pair=0.004, adv=4.601, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:12,  2.16it/s, loss=0.485, pair=0.004, adv=4.601, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:12,  2.16it/s, loss=0.440, pair=0.007, adv=4.069, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:27<01:16,  2.05it/s, loss=0.440, pair=0.007, adv=4.069, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:16,  2.05it/s, loss=0.463, pair=0.006, adv=4.315, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:13,  2.11it/s, loss=0.463, pair=0.006, adv=4.315, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:13,  2.11it/s, loss=0.467, pair=0.009, adv=3.762, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:28<01:16,  2.02it/s, loss=0.467, pair=0.009, adv=3.762, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:16,  2.02it/s, loss=0.451, pair=0.009, adv=4.837, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:12,  2.11it/s, loss=0.451, pair=0.009, adv=4.837, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:12,  2.11it/s, loss=0.462, pair=0.001, adv=4.670, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:29<01:15,  2.02it/s, loss=0.462, pair=0.001, adv=4.670, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:15,  2.02it/s, loss=0.497, pair=0.002, adv=4.800, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:11,  2.10it/s, loss=0.497, pair=0.002, adv=4.800, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:11,  2.10it/s, loss=0.455, pair=0.003, adv=4.408, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:30<01:14,  2.03it/s, loss=0.455, pair=0.003, adv=4.408, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:14,  2.03it/s, loss=0.480, pair=0.025, adv=4.571, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:10,  2.11it/s, loss=0.480, pair=0.025, adv=4.571, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:10,  2.11it/s, loss=0.476, pair=0.024, adv=4.183, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:31<01:12,  2.03it/s, loss=0.476, pair=0.024, adv=4.183, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:12,  2.03it/s, loss=0.479, pair=0.027, adv=4.361, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.479, pair=0.027, adv=4.361, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.437, pair=0.001, adv=5.194, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:32<01:11,  2.04it/s, loss=0.437, pair=0.001, adv=5.194, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:11,  2.04it/s, loss=0.423, pair=0.011, adv=4.076, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:07,  2.13it/s, loss=0.423, pair=0.011, adv=4.076, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:07,  2.13it/s, loss=0.488, pair=0.004, adv=4.463, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:33<01:11,  2.02it/s, loss=0.488, pair=0.004, adv=4.463, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:11,  2.02it/s, loss=0.499, pair=0.004, adv=4.416, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.11it/s, loss=0.499, pair=0.004, adv=4.416, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.11it/s, loss=0.499, pair=0.009, adv=5.092, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:34<01:12,  1.95it/s, loss=0.499, pair=0.009, adv=5.092, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:12,  1.95it/s, loss=0.417, pair=0.007, adv=5.855, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:10,  1.99it/s, loss=0.417, pair=0.007, adv=5.855, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:10,  1.99it/s, loss=0.471, pair=0.018, adv=4.702, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:35<01:17,  1.80it/s, loss=0.471, pair=0.018, adv=4.702, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:17,  1.80it/s, loss=0.482, pair=0.005, adv=4.741, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:13,  1.89it/s, loss=0.482, pair=0.005, adv=4.741, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:13,  1.89it/s, loss=0.460, pair=0.013, adv=4.583, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:17,  1.78it/s, loss=0.460, pair=0.013, adv=4.583, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:17,  1.78it/s, loss=0.424, pair=0.010, adv=4.355, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:11,  1.91it/s, loss=0.424, pair=0.010, adv=4.355, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:38<01:11,  1.91it/s, loss=0.402, pair=0.004, adv=4.193, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:22,  1.65it/s, loss=0.402, pair=0.004, adv=4.193, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:22,  1.65it/s, loss=0.416, pair=0.002, adv=3.995, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:15,  1.78it/s, loss=0.416, pair=0.002, adv=3.995, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:15,  1.78it/s, loss=0.471, pair=0.007, adv=5.042, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:18,  1.71it/s, loss=0.471, pair=0.007, adv=5.042, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:18,  1.71it/s, loss=0.428, pair=0.005, adv=4.505, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:12,  1.84it/s, loss=0.428, pair=0.005, adv=4.505, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:12,  1.84it/s, loss=0.457, pair=0.004, adv=4.691, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:14,  1.76it/s, loss=0.457, pair=0.004, adv=4.691, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:14,  1.76it/s, loss=0.440, pair=0.000, adv=4.331, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:09,  1.88it/s, loss=0.440, pair=0.000, adv=4.331, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:09,  1.88it/s, loss=0.424, pair=0.000, adv=4.738, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:13,  1.76it/s, loss=0.424, pair=0.000, adv=4.738, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:13,  1.76it/s, loss=0.440, pair=0.000, adv=4.803, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:08,  1.90it/s, loss=0.440, pair=0.000, adv=4.803, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:42<01:08,  1.90it/s, loss=0.541, pair=0.008, adv=4.383, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:11,  1.80it/s, loss=0.541, pair=0.008, adv=4.383, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:11,  1.80it/s, loss=0.461, pair=0.003, adv=5.769, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<01:06,  1.90it/s, loss=0.461, pair=0.003, adv=5.769, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:43<01:06,  1.90it/s, loss=0.567, pair=0.002, adv=4.430, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:11,  1.77it/s, loss=0.567, pair=0.002, adv=4.430, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:44<01:11,  1.77it/s, loss=0.458, pair=0.001, adv=4.269, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<01:05,  1.90it/s, loss=0.458, pair=0.001, adv=4.269, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<01:05,  1.90it/s, loss=0.491, pair=0.002, adv=4.176, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<01:09,  1.80it/s, loss=0.491, pair=0.002, adv=4.176, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:45<01:09,  1.80it/s, loss=0.493, pair=0.000, adv=3.884, sprd=0.032
Ep 017/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<01:05,  1.88it/s, loss=0.493, pair=0.000, adv=3.884, sprd=0.032
Ep 017/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<01:05,  1.88it/s, loss=0.451, pair=0.000, adv=5.259, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<01:08,  1.78it/s, loss=0.451, pair=0.000, adv=5.259, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:46<01:08,  1.78it/s, loss=0.465, pair=0.003, adv=4.415, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<01:03,  1.90it/s, loss=0.465, pair=0.003, adv=4.415, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<01:03,  1.90it/s, loss=0.470, pair=0.006, adv=5.204, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<01:07,  1.77it/s, loss=0.470, pair=0.006, adv=5.204, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:47<01:07,  1.77it/s, loss=0.489, pair=0.007, adv=5.150, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<01:03,  1.86it/s, loss=0.489, pair=0.007, adv=5.150, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<01:03,  1.86it/s, loss=0.439, pair=0.012, adv=3.508, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:06,  1.76it/s, loss=0.439, pair=0.012, adv=3.508, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:48<01:06,  1.76it/s, loss=0.468, pair=0.001, adv=4.847, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<01:02,  1.88it/s, loss=0.468, pair=0.001, adv=4.847, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:49<01:02,  1.88it/s, loss=0.509, pair=0.006, adv=4.073, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:49<01:05,  1.78it/s, loss=0.509, pair=0.006, adv=4.073, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:49<01:05,  1.78it/s, loss=0.487, pair=0.003, adv=4.837, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<01:01,  1.88it/s, loss=0.487, pair=0.003, adv=4.837, sprd=0.027
Ep 017/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:50<01:01,  1.88it/s, loss=0.465, pair=0.007, adv=4.399, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:50<01:03,  1.80it/s, loss=0.465, pair=0.007, adv=4.399, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:50<01:03,  1.80it/s, loss=0.437, pair=0.007, adv=4.732, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:50<00:59,  1.91it/s, loss=0.437, pair=0.007, adv=4.732, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:51<00:59,  1.91it/s, loss=0.481, pair=0.001, adv=3.678, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:51<01:03,  1.75it/s, loss=0.481, pair=0.001, adv=3.678, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:51<01:03,  1.75it/s, loss=0.466, pair=0.001, adv=5.168, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:58,  1.91it/s, loss=0.466, pair=0.001, adv=5.168, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:52<00:58,  1.91it/s, loss=0.484, pair=0.006, adv=5.270, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:52<00:57,  1.90it/s, loss=0.484, pair=0.006, adv=5.270, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:52<00:57,  1.90it/s, loss=0.503, pair=0.007, adv=4.086, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:54,  2.02it/s, loss=0.503, pair=0.007, adv=4.086, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:53<00:54,  2.02it/s, loss=0.428, pair=0.010, adv=4.559, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:53<00:55,  1.96it/s, loss=0.428, pair=0.010, adv=4.559, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:53<00:55,  1.96it/s, loss=0.462, pair=0.008, adv=4.862, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:53<00:51,  2.08it/s, loss=0.462, pair=0.008, adv=4.862, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:54<00:51,  2.08it/s, loss=0.490, pair=0.004, adv=3.839, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:54<00:53,  1.98it/s, loss=0.490, pair=0.004, adv=3.839, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:54<00:53,  1.98it/s, loss=0.429, pair=0.006, adv=4.792, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:54<00:50,  2.08it/s, loss=0.429, pair=0.006, adv=4.792, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:55<00:50,  2.08it/s, loss=0.511, pair=0.000, adv=4.843, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:55<00:52,  1.99it/s, loss=0.511, pair=0.000, adv=4.843, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:55<00:52,  1.99it/s, loss=0.484, pair=0.010, adv=4.686, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:55<00:49,  2.08it/s, loss=0.484, pair=0.010, adv=4.686, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:56<00:49,  2.08it/s, loss=0.491, pair=0.014, adv=3.926, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:56<00:50,  2.02it/s, loss=0.491, pair=0.014, adv=3.926, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:56<00:50,  2.02it/s, loss=0.441, pair=0.003, adv=4.390, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:56<00:46,  2.17it/s, loss=0.441, pair=0.003, adv=4.390, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:57<00:46,  2.17it/s, loss=0.487, pair=0.006, adv=3.747, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:48,  2.05it/s, loss=0.487, pair=0.006, adv=3.747, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:57<00:48,  2.05it/s, loss=0.454, pair=0.006, adv=3.941, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:46,  2.14it/s, loss=0.454, pair=0.006, adv=3.941, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:46,  2.14it/s, loss=0.443, pair=0.010, adv=4.522, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:47,  2.05it/s, loss=0.443, pair=0.010, adv=4.522, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:58<00:47,  2.05it/s, loss=0.436, pair=0.002, adv=4.242, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:44,  2.16it/s, loss=0.436, pair=0.002, adv=4.242, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:44,  2.16it/s, loss=0.870, pair=2.328, adv=4.506, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:47,  2.02it/s, loss=0.870, pair=2.328, adv=4.506, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:59<00:47,  2.02it/s, loss=0.451, pair=0.001, adv=3.972, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.12it/s, loss=0.451, pair=0.001, adv=3.972, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.12it/s, loss=0.462, pair=0.004, adv=4.034, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:45,  2.05it/s, loss=0.462, pair=0.004, adv=4.034, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  79%|▊| 359/453 [03:00<00:45,  2.05it/s, loss=0.452, pair=0.007, adv=4.001, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:00<00:43,  2.16it/s, loss=0.452, pair=0.007, adv=4.001, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:00<00:43,  2.16it/s, loss=0.493, pair=0.006, adv=3.978, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:44,  2.08it/s, loss=0.493, pair=0.006, adv=3.978, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:01<00:44,  2.08it/s, loss=0.424, pair=0.007, adv=3.857, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:41,  2.18it/s, loss=0.424, pair=0.007, adv=3.857, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:41,  2.18it/s, loss=0.477, pair=0.003, adv=5.093, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:43,  2.09it/s, loss=0.477, pair=0.003, adv=5.093, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:02<00:43,  2.09it/s, loss=0.461, pair=0.001, adv=4.242, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:41,  2.16it/s, loss=0.461, pair=0.001, adv=4.242, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:41,  2.16it/s, loss=0.430, pair=0.000, adv=5.458, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:42,  2.05it/s, loss=0.430, pair=0.000, adv=5.458, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:03<00:42,  2.05it/s, loss=0.503, pair=0.000, adv=4.240, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.12it/s, loss=0.503, pair=0.000, adv=4.240, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.12it/s, loss=0.455, pair=0.002, adv=4.297, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:42,  2.02it/s, loss=0.455, pair=0.002, adv=4.297, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:04<00:42,  2.02it/s, loss=0.461, pair=0.003, adv=3.825, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.14it/s, loss=0.461, pair=0.003, adv=3.825, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.14it/s, loss=0.433, pair=0.001, adv=4.261, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:42,  1.95it/s, loss=0.433, pair=0.001, adv=4.261, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:05<00:42,  1.95it/s, loss=0.428, pair=0.002, adv=4.858, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:39,  2.10it/s, loss=0.428, pair=0.002, adv=4.858, sprd=0.013
Ep 017/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:39,  2.10it/s, loss=0.478, pair=0.003, adv=3.100, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:40,  2.00it/s, loss=0.478, pair=0.003, adv=3.100, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:06<00:40,  2.00it/s, loss=0.484, pair=0.002, adv=3.979, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:38,  2.11it/s, loss=0.484, pair=0.002, adv=3.979, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:38,  2.11it/s, loss=0.442, pair=0.002, adv=3.590, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:40,  2.00it/s, loss=0.442, pair=0.002, adv=3.590, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:07<00:40,  2.00it/s, loss=0.411, pair=0.006, adv=4.818, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:37,  2.10it/s, loss=0.411, pair=0.006, adv=4.818, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:07<00:37,  2.10it/s, loss=0.443, pair=0.000, adv=4.419, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:38,  2.02it/s, loss=0.443, pair=0.000, adv=4.419, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:08<00:38,  2.02it/s, loss=0.439, pair=0.002, adv=4.295, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:36,  2.11it/s, loss=0.439, pair=0.002, adv=4.295, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:08<00:36,  2.11it/s, loss=0.419, pair=0.003, adv=5.351, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:37,  2.04it/s, loss=0.419, pair=0.003, adv=5.351, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:37,  2.04it/s, loss=0.450, pair=0.005, adv=4.285, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:34,  2.16it/s, loss=0.450, pair=0.005, adv=4.285, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:34,  2.16it/s, loss=0.493, pair=0.000, adv=4.186, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:35,  2.06it/s, loss=0.493, pair=0.000, adv=4.186, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:35,  2.06it/s, loss=0.460, pair=0.009, adv=3.606, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:33,  2.18it/s, loss=0.460, pair=0.009, adv=3.606, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:33,  2.18it/s, loss=0.405, pair=0.007, adv=3.776, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:34,  2.10it/s, loss=0.405, pair=0.007, adv=3.776, sprd=0.014
Ep 017/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:34,  2.10it/s, loss=0.454, pair=0.004, adv=4.535, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:32,  2.16it/s, loss=0.454, pair=0.004, adv=4.535, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:11<00:32,  2.16it/s, loss=0.489, pair=0.012, adv=4.172, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.04it/s, loss=0.489, pair=0.012, adv=4.172, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.04it/s, loss=0.444, pair=0.007, adv=4.007, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.12it/s, loss=0.444, pair=0.007, adv=4.007, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:12<00:32,  2.12it/s, loss=0.447, pair=0.011, adv=4.771, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.02it/s, loss=0.447, pair=0.011, adv=4.771, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.02it/s, loss=0.483, pair=0.002, adv=4.654, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.10it/s, loss=0.483, pair=0.002, adv=4.654, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:13<00:31,  2.10it/s, loss=0.482, pair=0.167, adv=3.310, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:31,  2.07it/s, loss=0.482, pair=0.167, adv=3.310, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:31,  2.07it/s, loss=0.494, pair=0.011, adv=3.684, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.14it/s, loss=0.494, pair=0.011, adv=3.684, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:14<00:30,  2.14it/s, loss=0.493, pair=0.002, adv=4.263, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.06it/s, loss=0.493, pair=0.002, adv=4.263, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.06it/s, loss=0.469, pair=0.015, adv=4.344, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.14it/s, loss=0.469, pair=0.015, adv=4.344, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:15<00:29,  2.14it/s, loss=0.436, pair=0.014, adv=4.219, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:30,  2.05it/s, loss=0.436, pair=0.014, adv=4.219, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:30,  2.05it/s, loss=0.443, pair=0.004, adv=3.861, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.14it/s, loss=0.443, pair=0.004, adv=3.861, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:16<00:28,  2.14it/s, loss=0.459, pair=0.002, adv=4.662, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.06it/s, loss=0.459, pair=0.002, adv=4.662, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.06it/s, loss=0.468, pair=0.005, adv=4.680, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.14it/s, loss=0.468, pair=0.005, adv=4.680, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:17<00:27,  2.14it/s, loss=0.444, pair=0.004, adv=4.734, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.02it/s, loss=0.444, pair=0.004, adv=4.734, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.02it/s, loss=0.447, pair=0.010, adv=4.743, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.15it/s, loss=0.447, pair=0.010, adv=4.743, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:18<00:26,  2.15it/s, loss=0.477, pair=0.007, adv=4.051, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:28,  1.95it/s, loss=0.477, pair=0.007, adv=4.051, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:28,  1.95it/s, loss=0.477, pair=0.013, adv=4.239, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:26,  2.07it/s, loss=0.477, pair=0.013, adv=4.239, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:19<00:26,  2.07it/s, loss=0.472, pair=0.022, adv=4.564, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:27,  1.98it/s, loss=0.472, pair=0.022, adv=4.564, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:19<00:27,  1.98it/s, loss=0.449, pair=0.024, adv=3.328, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:25,  2.10it/s, loss=0.449, pair=0.024, adv=3.328, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:20<00:25,  2.10it/s, loss=0.463, pair=0.022, adv=3.932, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.03it/s, loss=0.463, pair=0.022, adv=3.932, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.03it/s, loss=0.514, pair=0.012, adv=4.056, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:24,  2.11it/s, loss=0.514, pair=0.012, adv=4.056, sprd=0.031
Ep 017/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:21<00:24,  2.11it/s, loss=0.514, pair=0.008, adv=4.229, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.03it/s, loss=0.514, pair=0.008, adv=4.229, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:21<00:24,  2.03it/s, loss=0.444, pair=0.025, adv=3.912, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:23,  2.13it/s, loss=0.444, pair=0.025, adv=3.912, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:22<00:23,  2.13it/s, loss=0.761, pair=1.915, adv=3.829, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:23,  2.07it/s, loss=0.761, pair=1.915, adv=3.829, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:23,  2.07it/s, loss=0.485, pair=0.012, adv=4.203, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.14it/s, loss=0.485, pair=0.012, adv=4.203, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.14it/s, loss=1.291, pair=4.535, adv=4.820, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.03it/s, loss=1.291, pair=4.535, adv=4.820, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:22,  2.03it/s, loss=0.435, pair=0.017, adv=4.039, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:21,  2.12it/s, loss=0.435, pair=0.017, adv=4.039, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:24<00:21,  2.12it/s, loss=0.450, pair=0.010, adv=3.692, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:22,  1.94it/s, loss=0.450, pair=0.010, adv=3.692, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:22,  1.94it/s, loss=0.475, pair=0.012, adv=3.559, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:21,  2.02it/s, loss=0.475, pair=0.012, adv=3.559, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:25<00:21,  2.02it/s, loss=0.459, pair=0.013, adv=3.698, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:22,  1.83it/s, loss=0.459, pair=0.013, adv=3.698, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:22,  1.83it/s, loss=0.482, pair=0.004, adv=4.553, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:21,  1.92it/s, loss=0.482, pair=0.004, adv=4.553, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:26<00:21,  1.92it/s, loss=0.439, pair=0.012, adv=4.263, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:22,  1.77it/s, loss=0.439, pair=0.012, adv=4.263, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:22,  1.77it/s, loss=0.471, pair=0.012, adv=4.105, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:20,  1.88it/s, loss=0.471, pair=0.012, adv=4.105, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:27<00:20,  1.88it/s, loss=0.476, pair=0.012, adv=5.018, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:21,  1.78it/s, loss=0.476, pair=0.012, adv=5.018, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:21,  1.78it/s, loss=0.470, pair=0.005, adv=4.473, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:19,  1.87it/s, loss=0.470, pair=0.005, adv=4.473, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:28<00:19,  1.87it/s, loss=0.462, pair=0.015, adv=3.828, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.77it/s, loss=0.462, pair=0.015, adv=3.828, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.77it/s, loss=0.418, pair=0.004, adv=3.333, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:18,  1.92it/s, loss=0.418, pair=0.004, adv=3.333, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:29<00:18,  1.92it/s, loss=0.470, pair=0.004, adv=4.745, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:18,  1.79it/s, loss=0.470, pair=0.004, adv=4.745, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:18,  1.79it/s, loss=0.421, pair=0.006, adv=3.772, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:17,  1.92it/s, loss=0.421, pair=0.006, adv=3.772, sprd=0.015
Ep 017/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:30<00:17,  1.92it/s, loss=0.496, pair=0.002, adv=4.146, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:18,  1.77it/s, loss=0.496, pair=0.002, adv=4.146, sprd=0.028
Ep 017/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:31<00:18,  1.77it/s, loss=0.495, pair=0.006, adv=4.434, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:31<00:16,  1.88it/s, loss=0.495, pair=0.006, adv=4.434, sprd=0.029
Ep 017/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:31<00:16,  1.88it/s, loss=0.734, pair=1.379, adv=4.168, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:16,  1.77it/s, loss=0.734, pair=1.379, adv=4.168, sprd=0.026
Ep 017/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:32<00:16,  1.77it/s, loss=0.457, pair=0.000, adv=4.004, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:32<00:15,  1.91it/s, loss=0.457, pair=0.000, adv=4.004, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:32<00:15,  1.91it/s, loss=0.499, pair=0.001, adv=3.731, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:15,  1.76it/s, loss=0.499, pair=0.001, adv=3.731, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:33<00:15,  1.76it/s, loss=0.480, pair=0.012, adv=4.276, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:33<00:14,  1.88it/s, loss=0.480, pair=0.012, adv=4.276, sprd=0.024
Ep 017/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:33<00:14,  1.88it/s, loss=0.459, pair=0.007, adv=3.817, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:15,  1.69it/s, loss=0.459, pair=0.007, adv=3.817, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:34<00:15,  1.69it/s, loss=0.464, pair=0.006, adv=4.190, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:34<00:13,  1.82it/s, loss=0.464, pair=0.006, adv=4.190, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:35<00:13,  1.82it/s, loss=0.444, pair=0.013, adv=4.126, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:35<00:13,  1.73it/s, loss=0.444, pair=0.013, adv=4.126, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:35<00:13,  1.73it/s, loss=0.480, pair=0.018, adv=4.024, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:35<00:12,  1.86it/s, loss=0.480, pair=0.018, adv=4.024, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:36<00:12,  1.86it/s, loss=0.469, pair=0.007, adv=3.984, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:36<00:12,  1.77it/s, loss=0.469, pair=0.007, adv=3.984, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:36<00:12,  1.77it/s, loss=0.481, pair=0.005, adv=4.247, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:36<00:11,  1.87it/s, loss=0.481, pair=0.005, adv=4.247, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:37<00:11,  1.87it/s, loss=0.476, pair=0.005, adv=3.900, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:37<00:11,  1.77it/s, loss=0.476, pair=0.005, adv=3.900, sprd=0.025
Ep 017/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:37<00:11,  1.77it/s, loss=0.447, pair=0.006, adv=3.967, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:37<00:09,  1.91it/s, loss=0.447, pair=0.006, adv=3.967, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:38<00:09,  1.91it/s, loss=0.523, pair=0.008, adv=4.889, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:38<00:09,  1.80it/s, loss=0.523, pair=0.008, adv=4.889, sprd=0.020
Ep 017/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:38<00:09,  1.80it/s, loss=0.448, pair=0.003, adv=4.636, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:38<00:08,  1.91it/s, loss=0.448, pair=0.003, adv=4.636, sprd=0.021
Ep 017/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:39<00:08,  1.91it/s, loss=0.410, pair=0.007, adv=4.228, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:39<00:08,  1.80it/s, loss=0.410, pair=0.007, adv=4.228, sprd=0.016
Ep 017/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:39<00:08,  1.80it/s, loss=0.830, pair=2.021, adv=3.765, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:39<00:07,  1.92it/s, loss=0.830, pair=2.021, adv=3.765, sprd=0.023
Ep 017/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:40<00:07,  1.92it/s, loss=0.479, pair=0.011, adv=4.468, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:40<00:07,  1.88it/s, loss=0.479, pair=0.011, adv=4.468, sprd=0.030
Ep 017/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:40<00:07,  1.88it/s, loss=0.412, pair=0.008, adv=4.021, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:40<00:06,  2.02it/s, loss=0.412, pair=0.008, adv=4.021, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:41<00:06,  2.02it/s, loss=0.437, pair=0.006, adv=3.613, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:41<00:06,  1.97it/s, loss=0.437, pair=0.006, adv=3.613, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:41<00:06,  1.97it/s, loss=0.462, pair=0.004, adv=4.063, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:41<00:05,  2.08it/s, loss=0.462, pair=0.004, adv=4.063, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:42<00:05,  2.08it/s, loss=0.438, pair=0.003, adv=3.741, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:42<00:04,  2.04it/s, loss=0.438, pair=0.003, adv=3.741, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:42<00:04,  2.04it/s, loss=0.472, pair=0.004, adv=3.431, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:42<00:04,  2.19it/s, loss=0.472, pair=0.004, adv=3.431, sprd=0.019
Ep 017/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:43<00:04,  2.19it/s, loss=0.440, pair=0.009, adv=4.109, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:43<00:03,  2.09it/s, loss=0.440, pair=0.009, adv=4.109, sprd=0.018
Ep 017/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:43<00:03,  2.09it/s, loss=0.611, pair=0.890, adv=4.819, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:43<00:03,  2.17it/s, loss=0.611, pair=0.890, adv=4.819, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:44<00:03,  2.17it/s, loss=0.434, pair=0.001, adv=4.151, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:44<00:02,  2.09it/s, loss=0.434, pair=0.001, adv=4.151, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:44<00:02,  2.09it/s, loss=0.430, pair=0.022, adv=3.672, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:44<00:02,  2.19it/s, loss=0.430, pair=0.022, adv=3.672, sprd=0.017
Ep 017/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:45<00:02,  2.19it/s, loss=0.498, pair=0.015, adv=3.916, sprd=0.033
Ep 017/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:45<00:01,  2.07it/s, loss=0.498, pair=0.015, adv=3.916, sprd=0.033
Ep 017/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:45<00:01,  2.07it/s, loss=0.475, pair=0.008, adv=3.468, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:45<00:01,  2.20it/s, loss=0.475, pair=0.008, adv=3.468, sprd=0.022
Ep 017/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:46<00:01,  2.20it/s, loss=0.457, pair=0.004, adv=4.294, sprd=0.023
Ep 017/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:46<00:01,  1.99it/s, loss=0.457, pair=0.004, adv=4.294, sprd=0.023
Ep 017/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:46<00:01,  1.99it/s, loss=0.465, pair=0.001, adv=4.148, sprd=0.023
Ep 017/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:46<00:00,  2.09it/s, loss=0.465, pair=0.001, adv=4.148, sprd=0.023
Ep 017/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:47<00:00,  2.09it/s, loss=0.475, pair=0.015, adv=3.522, sprd=0.021
Ep 017/80 [S1→S2:ramp]: 100%|█| 453/453 [03:47<00:00,  2.04it/s, loss=0.475, pair=0.015, adv=3.522, sprd=0.021
                                                                                                              
Epoch 017/80 [S1→S2:ramp]  loss=0.4728  mat=0.2862  sens=1.1147  pair=0.0768  adv=4.7558(rand=3.47)  deg=0.0052  orth=0.0017  spread=0.0210  q_mean=50.9  q_std=19.0  α=0.22 β=0.18 γ=0.76 λ_grl=0.600  lr=9.09e-05  227s

Ep 018/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 018/80 [S1→S2:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.511, pair=0.004, adv=3.939, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   0%|  | 1/453 [00:00<07:05,  1.06it/s, loss=0.511, pair=0.004, adv=3.939, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<07:05,  1.06it/s, loss=0.531, pair=0.014, adv=4.171, sprd=0.030]
Ep 018/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:51,  1.55it/s, loss=0.531, pair=0.014, adv=4.171, sprd=0.030]
Ep 018/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:51,  1.55it/s, loss=0.481, pair=0.005, adv=3.170, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   1%|  | 3/453 [00:01<04:36,  1.63it/s, loss=0.481, pair=0.005, adv=3.170, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<04:36,  1.63it/s, loss=0.466, pair=0.001, adv=3.676, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:57,  1.89it/s, loss=0.466, pair=0.001, adv=3.676, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<03:57,  1.89it/s, loss=0.561, pair=0.001, adv=3.972, sprd=0.032]
Ep 018/80 [S1→S2:ramp]:   1%|  | 5/453 [00:02<04:03,  1.84it/s, loss=0.561, pair=0.001, adv=3.972, sprd=0.032]
Ep 018/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:03,  1.84it/s, loss=0.523, pair=0.005, adv=3.547, sprd=0.027]
Ep 018/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:43,  2.00it/s, loss=0.523, pair=0.005, adv=3.547, sprd=0.027]
Ep 018/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:43,  2.00it/s, loss=0.549, pair=0.003, adv=3.574, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:   2%|  | 7/453 [00:03<03:45,  1.98it/s, loss=0.549, pair=0.003, adv=3.574, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<03:45,  1.98it/s, loss=0.498, pair=0.021, adv=3.342, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:29,  2.13it/s, loss=0.498, pair=0.021, adv=3.342, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:29,  2.13it/s, loss=0.521, pair=0.000, adv=3.980, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   2%|  | 9/453 [00:04<03:36,  2.05it/s, loss=0.521, pair=0.000, adv=3.980, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<03:36,  2.05it/s, loss=0.503, pair=0.004, adv=4.023, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:25,  2.16it/s, loss=0.503, pair=0.004, adv=4.023, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:25,  2.16it/s, loss=0.586, pair=0.013, adv=3.576, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   2%| | 11/453 [00:05<03:32,  2.08it/s, loss=0.586, pair=0.013, adv=3.576, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:32,  2.08it/s, loss=0.472, pair=0.011, adv=3.717, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.15it/s, loss=0.472, pair=0.011, adv=3.717, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:25,  2.15it/s, loss=0.507, pair=0.008, adv=4.326, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   3%| | 13/453 [00:06<03:35,  2.04it/s, loss=0.507, pair=0.008, adv=4.326, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:35,  2.04it/s, loss=0.461, pair=0.016, adv=3.738, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:24,  2.15it/s, loss=0.461, pair=0.016, adv=3.738, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:24,  2.15it/s, loss=0.483, pair=0.001, adv=4.007, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   3%| | 15/453 [00:07<03:32,  2.06it/s, loss=0.483, pair=0.001, adv=4.007, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:32,  2.06it/s, loss=0.565, pair=0.007, adv=4.079, sprd=0.033]
Ep 018/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:26,  2.12it/s, loss=0.565, pair=0.007, adv=4.079, sprd=0.033]
Ep 018/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:26,  2.12it/s, loss=0.576, pair=0.000, adv=3.799, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:32,  2.05it/s, loss=0.576, pair=0.000, adv=3.799, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:32,  2.05it/s, loss=0.427, pair=0.005, adv=3.049, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:   4%| | 18/453 [00:08<03:21,  2.16it/s, loss=0.427, pair=0.005, adv=3.049, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:21,  2.16it/s, loss=0.460, pair=0.005, adv=4.408, sprd=0.014]
Ep 018/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:26,  2.10it/s, loss=0.460, pair=0.005, adv=4.408, sprd=0.014]
Ep 018/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:26,  2.10it/s, loss=0.474, pair=0.016, adv=4.242, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   4%| | 20/453 [00:09<03:17,  2.19it/s, loss=0.474, pair=0.016, adv=4.242, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:17,  2.19it/s, loss=0.530, pair=0.034, adv=4.113, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:37,  1.99it/s, loss=0.530, pair=0.034, adv=4.113, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:37,  1.99it/s, loss=0.477, pair=0.006, adv=3.660, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:   5%| | 22/453 [00:10<03:23,  2.12it/s, loss=0.477, pair=0.006, adv=3.660, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:23,  2.12it/s, loss=0.469, pair=0.005, adv=3.358, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:28,  2.06it/s, loss=0.469, pair=0.005, adv=3.358, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:28,  2.06it/s, loss=0.487, pair=0.005, adv=3.579, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   5%| | 24/453 [00:11<03:19,  2.15it/s, loss=0.487, pair=0.005, adv=3.579, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:19,  2.15it/s, loss=0.482, pair=0.009, adv=3.910, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:30,  2.03it/s, loss=0.482, pair=0.009, adv=3.910, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:30,  2.03it/s, loss=0.508, pair=0.004, adv=3.835, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:   6%| | 26/453 [00:12<03:13,  2.20it/s, loss=0.508, pair=0.004, adv=3.835, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:13,  2.20it/s, loss=0.489, pair=0.001, adv=4.479, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:20,  2.13it/s, loss=0.489, pair=0.001, adv=4.479, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:20,  2.13it/s, loss=0.508, pair=0.005, adv=4.251, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   6%| | 28/453 [00:13<03:13,  2.20it/s, loss=0.508, pair=0.005, adv=4.251, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:13,  2.20it/s, loss=0.574, pair=0.007, adv=4.130, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:25,  2.06it/s, loss=0.574, pair=0.007, adv=4.130, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:25,  2.06it/s, loss=0.522, pair=0.007, adv=3.843, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:   7%| | 30/453 [00:14<03:16,  2.16it/s, loss=0.522, pair=0.007, adv=3.843, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:16,  2.16it/s, loss=0.527, pair=0.003, adv=5.135, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:20,  2.10it/s, loss=0.527, pair=0.003, adv=5.135, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:20,  2.10it/s, loss=0.495, pair=0.004, adv=4.525, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   7%| | 32/453 [00:15<03:14,  2.17it/s, loss=0.495, pair=0.004, adv=4.525, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:14,  2.17it/s, loss=0.545, pair=0.023, adv=4.035, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:21,  2.09it/s, loss=0.545, pair=0.023, adv=4.035, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:21,  2.09it/s, loss=0.479, pair=0.003, adv=4.639, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:   8%| | 34/453 [00:16<03:11,  2.19it/s, loss=0.479, pair=0.003, adv=4.639, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:11,  2.19it/s, loss=0.567, pair=0.010, adv=3.954, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:19,  2.09it/s, loss=0.567, pair=0.010, adv=3.954, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:19,  2.09it/s, loss=0.487, pair=0.005, adv=5.511, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   8%| | 36/453 [00:17<03:12,  2.17it/s, loss=0.487, pair=0.005, adv=5.511, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:12,  2.17it/s, loss=0.462, pair=0.002, adv=5.223, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:21,  2.06it/s, loss=0.462, pair=0.002, adv=5.223, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:21,  2.06it/s, loss=0.485, pair=0.005, adv=3.436, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:08,  2.20it/s, loss=0.485, pair=0.005, adv=3.436, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:08,  2.20it/s, loss=0.503, pair=0.007, adv=3.757, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   9%| | 39/453 [00:18<03:15,  2.12it/s, loss=0.503, pair=0.007, adv=3.757, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:15,  2.12it/s, loss=0.528, pair=0.021, adv=4.619, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:09,  2.18it/s, loss=0.528, pair=0.021, adv=4.619, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:09,  2.18it/s, loss=0.498, pair=0.016, adv=3.756, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   9%| | 41/453 [00:19<03:20,  2.05it/s, loss=0.498, pair=0.016, adv=3.756, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:20,  2.05it/s, loss=0.515, pair=0.006, adv=5.423, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   9%| | 42/453 [00:20<03:11,  2.14it/s, loss=0.515, pair=0.006, adv=5.423, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:   9%| | 42/453 [00:20<03:11,  2.14it/s, loss=0.503, pair=0.008, adv=4.643, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   9%| | 43/453 [00:20<03:21,  2.04it/s, loss=0.503, pair=0.008, adv=4.643, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:21,  2.04it/s, loss=0.504, pair=0.017, adv=4.317, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:13,  2.12it/s, loss=0.504, pair=0.017, adv=4.317, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:13,  2.12it/s, loss=0.508, pair=0.003, adv=4.719, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  10%| | 45/453 [00:21<03:18,  2.06it/s, loss=0.508, pair=0.003, adv=4.719, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:18,  2.06it/s, loss=0.469, pair=0.004, adv=4.185, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  10%| | 46/453 [00:22<03:08,  2.16it/s, loss=0.469, pair=0.004, adv=4.185, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  10%| | 46/453 [00:22<03:08,  2.16it/s, loss=0.533, pair=0.002, adv=5.810, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  10%| | 47/453 [00:22<03:18,  2.05it/s, loss=0.533, pair=0.002, adv=5.810, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:18,  2.05it/s, loss=0.501, pair=0.007, adv=4.884, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 48/453 [00:23<03:16,  2.06it/s, loss=0.501, pair=0.007, adv=4.884, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 48/453 [00:23<03:16,  2.06it/s, loss=0.505, pair=0.045, adv=4.429, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 49/453 [00:23<03:23,  1.99it/s, loss=0.505, pair=0.045, adv=4.429, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:23,  1.99it/s, loss=0.470, pair=0.006, adv=4.717, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  11%| | 50/453 [00:24<03:10,  2.12it/s, loss=0.470, pair=0.006, adv=4.717, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  11%| | 50/453 [00:24<03:10,  2.12it/s, loss=0.608, pair=0.008, adv=4.115, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 51/453 [00:24<03:16,  2.05it/s, loss=0.608, pair=0.008, adv=4.115, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:16,  2.05it/s, loss=0.501, pair=0.014, adv=4.171, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  11%| | 52/453 [00:25<03:05,  2.16it/s, loss=0.501, pair=0.014, adv=4.171, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  11%| | 52/453 [00:25<03:05,  2.16it/s, loss=0.472, pair=0.014, adv=3.729, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  12%| | 53/453 [00:25<03:10,  2.10it/s, loss=0.472, pair=0.014, adv=3.729, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:10,  2.10it/s, loss=0.487, pair=0.015, adv=4.355, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  12%| | 54/453 [00:26<03:07,  2.13it/s, loss=0.487, pair=0.015, adv=4.355, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  12%| | 54/453 [00:26<03:07,  2.13it/s, loss=0.446, pair=0.032, adv=3.413, sprd=0.011]
Ep 018/80 [S1→S2:ramp]:  12%| | 55/453 [00:26<03:29,  1.90it/s, loss=0.446, pair=0.032, adv=3.413, sprd=0.011]
Ep 018/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:29,  1.90it/s, loss=0.487, pair=0.014, adv=4.180, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  12%| | 56/453 [00:27<03:19,  1.99it/s, loss=0.487, pair=0.014, adv=4.180, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  12%| | 56/453 [00:27<03:19,  1.99it/s, loss=0.496, pair=0.009, adv=3.728, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:27<03:35,  1.84it/s, loss=0.496, pair=0.009, adv=3.728, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:28<03:35,  1.84it/s, loss=0.493, pair=0.010, adv=4.593, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:28<03:24,  1.93it/s, loss=0.493, pair=0.010, adv=4.593, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:28<03:24,  1.93it/s, loss=0.507, pair=0.004, adv=4.405, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:28<03:38,  1.80it/s, loss=0.507, pair=0.004, adv=4.405, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:38,  1.80it/s, loss=0.509, pair=0.009, adv=4.280, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:29<03:24,  1.92it/s, loss=0.509, pair=0.009, adv=4.280, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:29<03:24,  1.92it/s, loss=0.465, pair=0.007, adv=4.273, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:29<03:37,  1.80it/s, loss=0.465, pair=0.007, adv=4.273, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:37,  1.80it/s, loss=0.463, pair=0.004, adv=4.502, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:30<03:22,  1.93it/s, loss=0.463, pair=0.004, adv=4.502, sprd=0.016]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:22,  1.93it/s, loss=0.466, pair=0.010, adv=4.339, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:37,  1.80it/s, loss=0.466, pair=0.010, adv=4.339, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:37,  1.80it/s, loss=0.516, pair=0.010, adv=4.394, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:31<03:25,  1.89it/s, loss=0.516, pair=0.010, adv=4.394, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:25,  1.89it/s, loss=0.503, pair=0.014, adv=4.273, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:40,  1.76it/s, loss=0.503, pair=0.014, adv=4.273, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:40,  1.76it/s, loss=0.515, pair=0.025, adv=3.971, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:32<03:28,  1.86it/s, loss=0.515, pair=0.025, adv=3.971, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:28,  1.86it/s, loss=0.912, pair=2.043, adv=5.557, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:37,  1.78it/s, loss=0.912, pair=2.043, adv=5.557, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:37,  1.78it/s, loss=0.489, pair=0.003, adv=4.264, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:33<03:19,  1.93it/s, loss=0.489, pair=0.003, adv=4.264, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:19,  1.93it/s, loss=0.477, pair=0.002, adv=3.900, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:28,  1.84it/s, loss=0.477, pair=0.002, adv=3.900, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:28,  1.84it/s, loss=0.449, pair=0.001, adv=3.874, sprd=0.014]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:34<03:16,  1.94it/s, loss=0.449, pair=0.001, adv=3.874, sprd=0.014]
Ep 018/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:16,  1.94it/s, loss=0.488, pair=0.003, adv=3.979, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:33,  1.79it/s, loss=0.488, pair=0.003, adv=3.979, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:33,  1.79it/s, loss=0.541, pair=0.029, adv=4.272, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:35<03:20,  1.90it/s, loss=0.541, pair=0.029, adv=4.272, sprd=0.025]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<03:20,  1.90it/s, loss=0.501, pair=0.046, adv=4.252, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:31,  1.80it/s, loss=0.501, pair=0.046, adv=4.252, sprd=0.022]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:31,  1.80it/s, loss=0.515, pair=0.052, adv=4.274, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:36<03:19,  1.90it/s, loss=0.515, pair=0.052, adv=4.274, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<03:19,  1.90it/s, loss=0.488, pair=0.028, adv=4.606, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:37<03:50,  1.64it/s, loss=0.488, pair=0.028, adv=4.606, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:50,  1.64it/s, loss=0.537, pair=0.022, adv=3.826, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<03:30,  1.79it/s, loss=0.537, pair=0.022, adv=3.826, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<03:30,  1.79it/s, loss=0.521, pair=0.021, adv=4.013, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:38<03:34,  1.75it/s, loss=0.521, pair=0.021, adv=4.013, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:34,  1.75it/s, loss=0.498, pair=0.014, adv=3.919, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:17,  1.90it/s, loss=0.498, pair=0.014, adv=3.919, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<03:17,  1.90it/s, loss=0.561, pair=0.002, adv=4.096, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:28,  1.79it/s, loss=0.561, pair=0.002, adv=4.096, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:28,  1.79it/s, loss=0.516, pair=0.026, adv=4.274, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<03:17,  1.89it/s, loss=0.516, pair=0.026, adv=4.274, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<03:17,  1.89it/s, loss=0.531, pair=0.010, adv=4.517, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:36,  1.72it/s, loss=0.531, pair=0.010, adv=4.517, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:36,  1.72it/s, loss=0.493, pair=0.015, adv=4.191, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<03:21,  1.85it/s, loss=0.493, pair=0.015, adv=4.191, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<03:21,  1.85it/s, loss=0.814, pair=1.527, adv=5.811, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:24,  1.81it/s, loss=0.814, pair=1.527, adv=5.811, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:24,  1.81it/s, loss=0.480, pair=0.033, adv=4.102, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<03:06,  1.97it/s, loss=0.480, pair=0.033, adv=4.102, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:43<03:06,  1.97it/s, loss=0.495, pair=0.005, adv=5.115, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<03:13,  1.91it/s, loss=0.495, pair=0.005, adv=5.115, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<03:13,  1.91it/s, loss=0.510, pair=0.014, adv=3.756, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<03:02,  2.01it/s, loss=0.510, pair=0.014, adv=3.756, sprd=0.026]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<03:02,  2.01it/s, loss=0.493, pair=0.016, adv=4.143, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:06,  1.96it/s, loss=0.493, pair=0.016, adv=4.143, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<03:06,  1.96it/s, loss=0.530, pair=0.005, adv=3.528, sprd=0.028]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:55,  2.07it/s, loss=0.530, pair=0.005, adv=3.528, sprd=0.028]
Ep 018/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:55,  2.07it/s, loss=0.479, pair=0.027, adv=3.729, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:02,  2.00it/s, loss=0.479, pair=0.027, adv=3.729, sprd=0.018]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<03:02,  2.00it/s, loss=0.438, pair=0.009, adv=3.273, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:53,  2.10it/s, loss=0.438, pair=0.009, adv=3.273, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:53,  2.10it/s, loss=0.475, pair=0.018, adv=3.718, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:55,  2.06it/s, loss=0.475, pair=0.018, adv=3.718, sprd=0.017]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:55,  2.06it/s, loss=0.493, pair=0.005, adv=3.923, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:48,  2.14it/s, loss=0.493, pair=0.005, adv=3.923, sprd=0.023]
Ep 018/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:48,  2.14it/s, loss=0.476, pair=0.004, adv=3.225, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:55,  2.06it/s, loss=0.476, pair=0.004, adv=3.225, sprd=0.020]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:55,  2.06it/s, loss=0.490, pair=0.012, adv=3.935, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:47,  2.14it/s, loss=0.490, pair=0.012, adv=3.935, sprd=0.024]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:47,  2.14it/s, loss=0.469, pair=0.012, adv=3.839, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<02:54,  2.05it/s, loss=0.469, pair=0.012, adv=3.839, sprd=0.019]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:54,  2.05it/s, loss=0.503, pair=0.009, adv=3.729, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:47,  2.13it/s, loss=0.503, pair=0.009, adv=3.729, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:47,  2.13it/s, loss=0.582, pair=0.007, adv=3.688, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<02:53,  2.05it/s, loss=0.582, pair=0.007, adv=3.688, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:53,  2.05it/s, loss=0.460, pair=0.010, adv=3.803, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:44,  2.16it/s, loss=0.460, pair=0.010, adv=3.803, sprd=0.015]
Ep 018/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:44,  2.16it/s, loss=0.494, pair=0.007, adv=3.414, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<02:54,  2.02it/s, loss=0.494, pair=0.007, adv=3.414, sprd=0.021]
Ep 018/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<02:54,  2.02it/s, loss=0.439, pair=0.077, adv=2.807, sprd=0.013]
Ep 018/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:40,  2.20it/s, loss=0.439, pair=0.077, adv=2.807, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:40,  2.20it/s, loss=0.544, pair=0.008, adv=4.223, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:50,  2.07it/s, loss=0.544, pair=0.008, adv=4.223, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<02:50,  2.07it/s, loss=0.534, pair=0.010, adv=3.478, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:44,  2.13it/s, loss=0.534, pair=0.010, adv=3.478, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:44,  2.13it/s, loss=0.474, pair=0.005, adv=3.449, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:52,  2.03it/s, loss=0.474, pair=0.005, adv=3.449, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<02:52,  2.03it/s, loss=0.505, pair=0.011, adv=3.767, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:55,  1.99it/s, loss=0.505, pair=0.011, adv=3.767, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:55,  1.99it/s, loss=0.461, pair=0.005, adv=3.203, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:57,  1.96it/s, loss=0.461, pair=0.005, adv=3.203, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<02:57,  1.96it/s, loss=0.446, pair=0.002, adv=3.641, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:47,  2.07it/s, loss=0.446, pair=0.002, adv=3.641, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:47,  2.07it/s, loss=0.469, pair=0.005, adv=3.841, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:53,  1.99it/s, loss=0.469, pair=0.005, adv=3.841, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<02:53,  1.99it/s, loss=0.488, pair=0.001, adv=5.231, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:44,  2.10it/s, loss=0.488, pair=0.001, adv=5.231, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:44,  2.10it/s, loss=0.506, pair=0.003, adv=4.446, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:50,  2.02it/s, loss=0.506, pair=0.003, adv=4.446, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:50,  2.02it/s, loss=0.457, pair=0.010, adv=3.605, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:54<02:38,  2.16it/s, loss=0.457, pair=0.010, adv=3.605, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:38,  2.16it/s, loss=0.474, pair=0.008, adv=3.549, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:46,  2.06it/s, loss=0.474, pair=0.008, adv=3.549, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:46,  2.06it/s, loss=0.500, pair=0.007, adv=4.288, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:55<02:37,  2.17it/s, loss=0.500, pair=0.007, adv=4.288, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:37,  2.17it/s, loss=0.463, pair=0.007, adv=3.745, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:43,  2.07it/s, loss=0.463, pair=0.007, adv=3.745, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:43,  2.07it/s, loss=0.511, pair=0.002, adv=4.442, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:56<02:35,  2.18it/s, loss=0.511, pair=0.002, adv=4.442, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:35,  2.18it/s, loss=0.462, pair=0.003, adv=3.696, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:41,  2.09it/s, loss=0.462, pair=0.003, adv=3.696, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:41,  2.09it/s, loss=0.481, pair=0.001, adv=4.358, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:57<02:36,  2.15it/s, loss=0.481, pair=0.001, adv=4.358, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:36,  2.15it/s, loss=0.517, pair=0.004, adv=3.985, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:49,  1.98it/s, loss=0.517, pair=0.004, adv=3.985, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:49,  1.98it/s, loss=0.535, pair=0.023, adv=5.352, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:58<02:41,  2.07it/s, loss=0.535, pair=0.023, adv=5.352, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:41,  2.07it/s, loss=0.515, pair=0.021, adv=4.479, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:46,  2.01it/s, loss=0.515, pair=0.021, adv=4.479, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:46,  2.01it/s, loss=0.507, pair=0.009, adv=4.530, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  26%|▎| 120/453 [00:59<02:37,  2.11it/s, loss=0.507, pair=0.009, adv=4.530, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:37,  2.11it/s, loss=0.503, pair=0.000, adv=4.276, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:44,  2.02it/s, loss=0.503, pair=0.000, adv=4.276, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:44,  2.02it/s, loss=0.496, pair=0.006, adv=4.228, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:00<02:36,  2.11it/s, loss=0.496, pair=0.006, adv=4.228, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:36,  2.11it/s, loss=0.557, pair=0.003, adv=4.281, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.05it/s, loss=0.557, pair=0.003, adv=4.281, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.05it/s, loss=0.486, pair=0.012, adv=4.137, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:33,  2.14it/s, loss=0.486, pair=0.012, adv=4.137, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:33,  2.14it/s, loss=0.494, pair=0.009, adv=4.424, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:39,  2.06it/s, loss=0.494, pair=0.009, adv=4.424, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:39,  2.06it/s, loss=0.488, pair=0.020, adv=4.193, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:30,  2.17it/s, loss=0.488, pair=0.020, adv=4.193, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:30,  2.17it/s, loss=0.518, pair=0.007, adv=4.645, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:44,  1.98it/s, loss=0.518, pair=0.007, adv=4.645, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:44,  1.98it/s, loss=0.485, pair=0.007, adv=5.231, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:35,  2.10it/s, loss=0.485, pair=0.007, adv=5.231, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:35,  2.10it/s, loss=0.539, pair=0.003, adv=4.748, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:41,  2.00it/s, loss=0.539, pair=0.003, adv=4.748, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:41,  2.00it/s, loss=0.509, pair=0.009, adv=4.060, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:33,  2.10it/s, loss=0.509, pair=0.009, adv=4.060, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:33,  2.10it/s, loss=0.499, pair=0.032, adv=4.516, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:37,  2.05it/s, loss=0.499, pair=0.032, adv=4.516, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:37,  2.05it/s, loss=0.447, pair=0.023, adv=3.712, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:29,  2.15it/s, loss=0.447, pair=0.023, adv=3.712, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:29,  2.15it/s, loss=1.023, pair=2.469, adv=4.251, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:35,  2.05it/s, loss=1.023, pair=2.469, adv=4.251, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:35,  2.05it/s, loss=0.509, pair=0.001, adv=4.652, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:27,  2.16it/s, loss=0.509, pair=0.001, adv=4.652, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:27,  2.16it/s, loss=0.490, pair=0.003, adv=4.723, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:32,  2.08it/s, loss=0.490, pair=0.003, adv=4.723, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:32,  2.08it/s, loss=0.479, pair=0.016, adv=4.060, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:26,  2.16it/s, loss=0.479, pair=0.016, adv=4.060, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:26,  2.16it/s, loss=0.494, pair=0.008, adv=4.514, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:07<02:32,  2.07it/s, loss=0.494, pair=0.008, adv=4.514, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:32,  2.07it/s, loss=0.473, pair=0.011, adv=3.858, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:27,  2.14it/s, loss=0.473, pair=0.011, adv=3.858, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:27,  2.14it/s, loss=0.471, pair=0.000, adv=4.016, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:08<02:31,  2.07it/s, loss=0.471, pair=0.000, adv=4.016, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:31,  2.07it/s, loss=0.528, pair=0.004, adv=4.383, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:26,  2.14it/s, loss=0.528, pair=0.004, adv=4.383, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:26,  2.14it/s, loss=0.476, pair=0.001, adv=4.053, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:09<02:31,  2.06it/s, loss=0.476, pair=0.001, adv=4.053, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:31,  2.06it/s, loss=0.506, pair=0.007, adv=4.376, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:24,  2.15it/s, loss=0.506, pair=0.007, adv=4.376, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:24,  2.15it/s, loss=0.466, pair=0.005, adv=4.196, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:10<02:31,  2.04it/s, loss=0.466, pair=0.005, adv=4.196, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:31,  2.04it/s, loss=0.907, pair=1.954, adv=5.167, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:23,  2.16it/s, loss=0.907, pair=1.954, adv=5.167, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:23,  2.16it/s, loss=0.495, pair=0.008, adv=4.282, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:11<02:29,  2.07it/s, loss=0.495, pair=0.008, adv=4.282, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:29,  2.07it/s, loss=0.437, pair=0.004, adv=4.541, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:20,  2.19it/s, loss=0.437, pair=0.004, adv=4.541, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:20,  2.19it/s, loss=0.568, pair=0.006, adv=4.185, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:12<02:25,  2.10it/s, loss=0.568, pair=0.006, adv=4.185, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:25,  2.10it/s, loss=0.484, pair=0.005, adv=5.097, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:18,  2.21it/s, loss=0.484, pair=0.005, adv=5.097, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:18,  2.21it/s, loss=0.490, pair=0.001, adv=4.610, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:13<02:22,  2.14it/s, loss=0.490, pair=0.001, adv=4.610, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:22,  2.14it/s, loss=0.454, pair=0.001, adv=4.242, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:17,  2.20it/s, loss=0.454, pair=0.001, adv=4.242, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:17,  2.20it/s, loss=0.483, pair=0.005, adv=4.468, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:14<02:22,  2.12it/s, loss=0.483, pair=0.005, adv=4.468, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:14<02:22,  2.12it/s, loss=0.813, pair=1.762, adv=5.341, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:14<02:19,  2.16it/s, loss=0.813, pair=1.762, adv=5.341, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:19,  2.16it/s, loss=0.498, pair=0.004, adv=4.154, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:15<02:34,  1.95it/s, loss=0.498, pair=0.004, adv=4.154, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:34,  1.95it/s, loss=0.489, pair=0.004, adv=3.896, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:28,  2.02it/s, loss=0.489, pair=0.004, adv=3.896, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:28,  2.02it/s, loss=0.594, pair=0.010, adv=5.260, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:16<02:52,  1.72it/s, loss=0.594, pair=0.010, adv=5.260, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:52,  1.72it/s, loss=0.483, pair=0.001, adv=4.233, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:38,  1.88it/s, loss=0.483, pair=0.001, adv=4.233, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:17<02:38,  1.88it/s, loss=0.448, pair=0.008, adv=4.111, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:17<02:46,  1.78it/s, loss=0.448, pair=0.008, adv=4.111, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:46,  1.78it/s, loss=0.478, pair=0.004, adv=4.492, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:34,  1.91it/s, loss=0.478, pair=0.004, adv=4.492, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:34,  1.91it/s, loss=0.539, pair=0.004, adv=4.598, sprd=0.031
Ep 018/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:18<02:44,  1.79it/s, loss=0.539, pair=0.004, adv=4.598, sprd=0.031
Ep 018/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:44,  1.79it/s, loss=0.509, pair=0.003, adv=4.304, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:36,  1.87it/s, loss=0.509, pair=0.003, adv=4.304, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:36,  1.87it/s, loss=0.474, pair=0.006, adv=4.019, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:45,  1.76it/s, loss=0.474, pair=0.006, adv=4.019, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:45,  1.76it/s, loss=0.513, pair=0.008, adv=4.165, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:34,  1.88it/s, loss=0.513, pair=0.008, adv=4.165, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:34,  1.88it/s, loss=0.476, pair=0.001, adv=4.196, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:42,  1.79it/s, loss=0.476, pair=0.001, adv=4.196, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:42,  1.79it/s, loss=0.481, pair=0.011, adv=4.557, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:31,  1.90it/s, loss=0.481, pair=0.011, adv=4.557, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:31,  1.90it/s, loss=0.523, pair=0.015, adv=4.762, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:40,  1.79it/s, loss=0.523, pair=0.015, adv=4.762, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:40,  1.79it/s, loss=0.462, pair=0.005, adv=4.154, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:31,  1.89it/s, loss=0.462, pair=0.005, adv=4.154, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:31,  1.89it/s, loss=0.525, pair=0.003, adv=3.893, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:40,  1.78it/s, loss=0.525, pair=0.003, adv=3.893, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:40,  1.78it/s, loss=0.485, pair=0.007, adv=3.862, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:23<02:31,  1.88it/s, loss=0.485, pair=0.007, adv=3.862, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:31,  1.88it/s, loss=0.546, pair=0.000, adv=3.925, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:38,  1.79it/s, loss=0.546, pair=0.000, adv=3.925, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:38,  1.79it/s, loss=0.530, pair=0.005, adv=4.527, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:24<02:28,  1.90it/s, loss=0.530, pair=0.005, adv=4.527, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:28,  1.90it/s, loss=0.565, pair=0.012, adv=4.491, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:39,  1.77it/s, loss=0.565, pair=0.012, adv=4.491, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:39,  1.77it/s, loss=0.510, pair=0.006, adv=5.767, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:32,  1.84it/s, loss=0.510, pair=0.006, adv=5.767, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:32,  1.84it/s, loss=0.489, pair=0.004, adv=4.656, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:40,  1.75it/s, loss=0.489, pair=0.004, adv=4.656, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:40,  1.75it/s, loss=0.511, pair=0.012, adv=4.481, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:26,  1.90it/s, loss=0.511, pair=0.012, adv=4.481, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:26,  1.90it/s, loss=0.484, pair=0.006, adv=4.961, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:34,  1.80it/s, loss=0.484, pair=0.006, adv=4.961, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:34,  1.80it/s, loss=0.454, pair=0.002, adv=4.734, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:25,  1.91it/s, loss=0.454, pair=0.002, adv=4.734, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:25,  1.91it/s, loss=0.476, pair=0.001, adv=4.426, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:33,  1.80it/s, loss=0.476, pair=0.001, adv=4.426, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:33,  1.80it/s, loss=0.506, pair=0.005, adv=4.203, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:22,  1.93it/s, loss=0.506, pair=0.005, adv=4.203, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:22,  1.93it/s, loss=0.528, pair=0.004, adv=4.125, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:32,  1.79it/s, loss=0.528, pair=0.004, adv=4.125, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:30<02:32,  1.79it/s, loss=0.501, pair=0.002, adv=4.207, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:24,  1.89it/s, loss=0.501, pair=0.002, adv=4.207, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:24,  1.89it/s, loss=0.455, pair=0.001, adv=3.874, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:26,  1.86it/s, loss=0.455, pair=0.001, adv=3.874, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:31<02:26,  1.86it/s, loss=0.504, pair=0.006, adv=3.913, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:15,  2.00it/s, loss=0.504, pair=0.006, adv=3.913, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:15,  2.00it/s, loss=0.486, pair=0.000, adv=4.560, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:26,  1.84it/s, loss=0.486, pair=0.000, adv=4.560, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:32<02:26,  1.84it/s, loss=0.478, pair=0.003, adv=6.900, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:15,  1.98it/s, loss=0.478, pair=0.003, adv=6.900, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:15,  1.98it/s, loss=0.622, pair=0.458, adv=4.253, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:17,  1.95it/s, loss=0.622, pair=0.458, adv=4.253, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:33<02:17,  1.95it/s, loss=0.470, pair=0.003, adv=4.585, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:08,  2.08it/s, loss=0.470, pair=0.003, adv=4.585, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:08,  2.08it/s, loss=0.465, pair=0.004, adv=4.423, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:11,  2.02it/s, loss=0.465, pair=0.004, adv=4.423, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:34<02:11,  2.02it/s, loss=0.456, pair=0.000, adv=3.854, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:03,  2.15it/s, loss=0.456, pair=0.000, adv=3.854, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:03,  2.15it/s, loss=0.521, pair=0.001, adv=4.466, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:07,  2.07it/s, loss=0.521, pair=0.001, adv=4.466, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:35<02:07,  2.07it/s, loss=0.473, pair=0.001, adv=4.376, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:01,  2.16it/s, loss=0.473, pair=0.001, adv=4.376, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:01,  2.16it/s, loss=0.529, pair=0.002, adv=4.037, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:07,  2.06it/s, loss=0.529, pair=0.002, adv=4.037, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:36<02:07,  2.06it/s, loss=0.479, pair=0.004, adv=4.585, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:02,  2.12it/s, loss=0.479, pair=0.004, adv=4.585, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<02:02,  2.12it/s, loss=1.317, pair=3.807, adv=5.492, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:08,  2.02it/s, loss=1.317, pair=3.807, adv=5.492, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:37<02:08,  2.02it/s, loss=0.513, pair=0.001, adv=5.196, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:03,  2.10it/s, loss=0.513, pair=0.001, adv=5.196, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<02:03,  2.10it/s, loss=0.510, pair=0.001, adv=4.056, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:07,  2.02it/s, loss=0.510, pair=0.001, adv=4.056, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:38<02:07,  2.02it/s, loss=0.494, pair=0.001, adv=4.953, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:02,  2.09it/s, loss=0.494, pair=0.001, adv=4.953, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:02,  2.09it/s, loss=0.510, pair=0.001, adv=5.328, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:08,  2.00it/s, loss=0.510, pair=0.001, adv=5.328, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:39<02:08,  2.00it/s, loss=1.047, pair=2.635, adv=4.419, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:01,  2.09it/s, loss=1.047, pair=2.635, adv=4.419, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:01,  2.09it/s, loss=0.488, pair=0.014, adv=4.284, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:06,  2.01it/s, loss=0.488, pair=0.014, adv=4.284, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:40<02:06,  2.01it/s, loss=0.483, pair=0.000, adv=4.784, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:59,  2.12it/s, loss=0.483, pair=0.000, adv=4.784, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<01:59,  2.12it/s, loss=0.473, pair=0.000, adv=4.509, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=0.473, pair=0.000, adv=4.509, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=0.542, pair=0.003, adv=5.284, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:58,  2.12it/s, loss=0.542, pair=0.003, adv=5.284, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<01:58,  2.12it/s, loss=1.074, pair=2.633, adv=3.822, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.04it/s, loss=1.074, pair=2.633, adv=3.822, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.04it/s, loss=0.500, pair=0.024, adv=4.324, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:55,  2.16it/s, loss=0.500, pair=0.024, adv=4.324, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<01:55,  2.16it/s, loss=0.526, pair=0.215, adv=5.104, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.04it/s, loss=0.526, pair=0.215, adv=5.104, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.04it/s, loss=0.503, pair=0.003, adv=4.911, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:55,  2.14it/s, loss=0.503, pair=0.003, adv=4.911, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:55,  2.14it/s, loss=1.439, pair=4.496, adv=4.875, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:59,  2.05it/s, loss=1.439, pair=4.496, adv=4.875, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<01:59,  2.05it/s, loss=0.457, pair=0.007, adv=4.985, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<01:52,  2.18it/s, loss=0.457, pair=0.007, adv=4.985, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<01:52,  2.18it/s, loss=1.070, pair=2.607, adv=4.622, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:57,  2.07it/s, loss=1.070, pair=2.607, adv=4.622, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<01:57,  2.07it/s, loss=0.514, pair=0.003, adv=5.037, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:52,  2.16it/s, loss=0.514, pair=0.003, adv=5.037, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<01:52,  2.16it/s, loss=0.481, pair=0.004, adv=4.428, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:02,  1.97it/s, loss=0.481, pair=0.004, adv=4.428, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:02,  1.97it/s, loss=0.468, pair=0.003, adv=4.474, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:54,  2.11it/s, loss=0.468, pair=0.003, adv=4.474, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<01:54,  2.11it/s, loss=0.484, pair=0.003, adv=5.386, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:57,  2.05it/s, loss=0.484, pair=0.003, adv=5.386, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:57,  2.05it/s, loss=0.482, pair=0.004, adv=4.824, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:52,  2.12it/s, loss=0.482, pair=0.004, adv=4.824, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<01:52,  2.12it/s, loss=0.501, pair=0.002, adv=4.949, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:57,  2.02it/s, loss=0.501, pair=0.002, adv=4.949, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:57,  2.02it/s, loss=0.537, pair=0.002, adv=3.977, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:52,  2.11it/s, loss=0.537, pair=0.002, adv=3.977, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<01:52,  2.11it/s, loss=0.468, pair=0.006, adv=4.989, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:55,  2.05it/s, loss=0.468, pair=0.006, adv=4.989, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:55,  2.05it/s, loss=0.510, pair=0.001, adv=4.218, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:48,  2.16it/s, loss=0.510, pair=0.001, adv=4.218, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<01:48,  2.16it/s, loss=0.503, pair=0.002, adv=4.137, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.08it/s, loss=0.503, pair=0.002, adv=4.137, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.08it/s, loss=0.531, pair=0.004, adv=4.883, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:47,  2.16it/s, loss=0.531, pair=0.004, adv=4.883, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:47,  2.16it/s, loss=0.487, pair=0.002, adv=5.052, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:51,  2.07it/s, loss=0.487, pair=0.002, adv=5.052, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:51,  2.07it/s, loss=0.503, pair=0.002, adv=4.498, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:48,  2.13it/s, loss=0.503, pair=0.002, adv=4.498, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:48,  2.13it/s, loss=0.506, pair=0.004, adv=4.949, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:55,  1.99it/s, loss=0.506, pair=0.004, adv=4.949, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:55,  1.99it/s, loss=0.482, pair=0.002, adv=6.358, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:49,  2.10it/s, loss=0.482, pair=0.002, adv=6.358, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:49,  2.10it/s, loss=0.472, pair=0.006, adv=3.851, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.472, pair=0.006, adv=3.851, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.512, pair=0.002, adv=4.070, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:46,  2.13it/s, loss=0.512, pair=0.002, adv=4.070, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:46,  2.13it/s, loss=0.500, pair=0.007, adv=4.441, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:52<01:49,  2.06it/s, loss=0.500, pair=0.007, adv=4.441, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:49,  2.06it/s, loss=0.503, pair=0.002, adv=5.141, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:45,  2.13it/s, loss=0.503, pair=0.002, adv=5.141, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:45,  2.13it/s, loss=0.484, pair=0.022, adv=4.240, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:53<01:48,  2.07it/s, loss=0.484, pair=0.022, adv=4.240, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:48,  2.07it/s, loss=0.497, pair=0.035, adv=5.922, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:41,  2.19it/s, loss=0.497, pair=0.035, adv=5.922, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:41,  2.19it/s, loss=0.530, pair=0.007, adv=3.932, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:54<01:47,  2.06it/s, loss=0.530, pair=0.007, adv=3.932, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:47,  2.06it/s, loss=0.496, pair=0.007, adv=3.805, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:42,  2.15it/s, loss=0.496, pair=0.007, adv=3.805, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:42,  2.15it/s, loss=0.510, pair=0.004, adv=5.163, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:55<01:48,  2.03it/s, loss=0.510, pair=0.004, adv=5.163, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:48,  2.03it/s, loss=0.505, pair=0.007, adv=4.149, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:42,  2.13it/s, loss=0.505, pair=0.007, adv=4.149, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:42,  2.13it/s, loss=0.521, pair=0.007, adv=4.638, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:56<01:48,  2.01it/s, loss=0.521, pair=0.007, adv=4.638, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:48,  2.01it/s, loss=0.499, pair=0.004, adv=4.245, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:42,  2.12it/s, loss=0.499, pair=0.004, adv=4.245, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:42,  2.12it/s, loss=0.483, pair=0.001, adv=3.879, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:57<01:45,  2.05it/s, loss=0.483, pair=0.001, adv=3.879, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:45,  2.05it/s, loss=0.517, pair=0.007, adv=5.420, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:39,  2.15it/s, loss=0.517, pair=0.007, adv=5.420, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:39,  2.15it/s, loss=0.506, pair=0.006, adv=3.602, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:58<01:48,  1.96it/s, loss=0.506, pair=0.006, adv=3.602, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:48,  1.96it/s, loss=0.453, pair=0.001, adv=5.720, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:43,  2.06it/s, loss=0.453, pair=0.001, adv=5.720, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:43,  2.06it/s, loss=0.494, pair=0.001, adv=4.462, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 241/453 [01:59<01:47,  1.97it/s, loss=0.494, pair=0.001, adv=4.462, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:47,  1.97it/s, loss=0.461, pair=0.003, adv=4.204, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:41,  2.07it/s, loss=0.461, pair=0.003, adv=4.204, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:41,  2.07it/s, loss=0.506, pair=0.005, adv=3.776, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:00<01:43,  2.02it/s, loss=0.506, pair=0.005, adv=3.776, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:43,  2.02it/s, loss=0.458, pair=0.004, adv=4.693, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:38,  2.13it/s, loss=0.458, pair=0.004, adv=4.693, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:38,  2.13it/s, loss=0.506, pair=0.002, adv=4.430, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:01<01:40,  2.07it/s, loss=0.506, pair=0.002, adv=4.430, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:40,  2.07it/s, loss=0.546, pair=0.000, adv=4.350, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.15it/s, loss=0.546, pair=0.000, adv=4.350, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:36,  2.15it/s, loss=0.497, pair=0.001, adv=4.633, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:02<01:41,  2.03it/s, loss=0.497, pair=0.001, adv=4.633, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:41,  2.03it/s, loss=0.485, pair=0.003, adv=4.242, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:35,  2.14it/s, loss=0.485, pair=0.003, adv=4.242, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:35,  2.14it/s, loss=0.496, pair=0.006, adv=3.958, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:38,  2.08it/s, loss=0.496, pair=0.006, adv=3.958, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:03<01:38,  2.08it/s, loss=0.465, pair=0.001, adv=4.448, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:03<01:34,  2.16it/s, loss=0.465, pair=0.001, adv=4.448, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:34,  2.16it/s, loss=0.506, pair=0.001, adv=4.824, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:04<01:42,  1.97it/s, loss=0.506, pair=0.001, adv=4.824, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:42,  1.97it/s, loss=0.436, pair=0.001, adv=4.839, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:38,  2.03it/s, loss=0.436, pair=0.001, adv=4.839, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:38,  2.03it/s, loss=0.494, pair=0.003, adv=3.801, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:05<01:44,  1.91it/s, loss=0.494, pair=0.003, adv=3.801, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:44,  1.91it/s, loss=0.533, pair=0.002, adv=4.160, sprd=0.032
Ep 018/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:42,  1.95it/s, loss=0.533, pair=0.002, adv=4.160, sprd=0.032
Ep 018/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:42,  1.95it/s, loss=0.435, pair=0.010, adv=3.906, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:06<01:45,  1.87it/s, loss=0.435, pair=0.010, adv=3.906, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:45,  1.87it/s, loss=0.501, pair=0.006, adv=3.506, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:39,  1.98it/s, loss=0.501, pair=0.006, adv=3.506, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:39,  1.98it/s, loss=0.472, pair=0.007, adv=4.237, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:07<01:47,  1.82it/s, loss=0.472, pair=0.007, adv=4.237, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:47,  1.82it/s, loss=0.525, pair=0.007, adv=4.284, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:40,  1.94it/s, loss=0.525, pair=0.007, adv=4.284, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:40,  1.94it/s, loss=0.491, pair=0.012, adv=4.906, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:08<01:48,  1.79it/s, loss=0.491, pair=0.012, adv=4.906, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:48,  1.79it/s, loss=0.478, pair=0.005, adv=4.237, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:39,  1.93it/s, loss=0.478, pair=0.005, adv=4.237, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:39,  1.93it/s, loss=0.578, pair=0.000, adv=4.560, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:09<01:47,  1.79it/s, loss=0.578, pair=0.000, adv=4.560, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:47,  1.79it/s, loss=0.459, pair=0.002, adv=4.406, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:40,  1.91it/s, loss=0.459, pair=0.002, adv=4.406, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:40,  1.91it/s, loss=0.461, pair=0.008, adv=4.485, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:47,  1.77it/s, loss=0.461, pair=0.008, adv=4.485, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:47,  1.77it/s, loss=0.500, pair=0.005, adv=4.024, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:40,  1.88it/s, loss=0.500, pair=0.005, adv=4.024, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:40,  1.88it/s, loss=0.572, pair=0.005, adv=4.372, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:43,  1.81it/s, loss=0.572, pair=0.005, adv=4.372, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:43,  1.81it/s, loss=0.542, pair=0.001, adv=4.241, sprd=0.032
Ep 018/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:12<01:37,  1.91it/s, loss=0.542, pair=0.001, adv=4.241, sprd=0.032
Ep 018/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:37,  1.91it/s, loss=0.443, pair=0.007, adv=3.821, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:47,  1.73it/s, loss=0.443, pair=0.007, adv=3.821, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:47,  1.73it/s, loss=0.491, pair=0.002, adv=4.109, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:39,  1.86it/s, loss=0.491, pair=0.002, adv=4.109, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:39,  1.86it/s, loss=0.463, pair=0.001, adv=3.994, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:44,  1.75it/s, loss=0.463, pair=0.001, adv=3.994, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:44,  1.75it/s, loss=0.516, pair=0.020, adv=3.614, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:34,  1.94it/s, loss=0.516, pair=0.020, adv=3.614, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:34,  1.94it/s, loss=0.511, pair=0.007, adv=4.390, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:39,  1.82it/s, loss=0.511, pair=0.007, adv=4.390, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:39,  1.82it/s, loss=0.508, pair=0.003, adv=3.942, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:33,  1.94it/s, loss=0.508, pair=0.003, adv=3.942, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:33,  1.94it/s, loss=0.517, pair=0.019, adv=4.221, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:38,  1.82it/s, loss=0.517, pair=0.019, adv=4.221, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:38,  1.82it/s, loss=0.497, pair=0.003, adv=4.418, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:33,  1.92it/s, loss=0.497, pair=0.003, adv=4.418, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:33,  1.92it/s, loss=0.446, pair=0.002, adv=5.449, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:36,  1.85it/s, loss=0.446, pair=0.002, adv=5.449, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:36,  1.85it/s, loss=0.485, pair=0.005, adv=3.763, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:30,  1.96it/s, loss=0.485, pair=0.005, adv=3.763, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:30,  1.96it/s, loss=0.506, pair=0.001, adv=4.318, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:33,  1.88it/s, loss=0.506, pair=0.001, adv=4.318, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:33,  1.88it/s, loss=0.545, pair=0.036, adv=4.263, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:28,  1.97it/s, loss=0.545, pair=0.036, adv=4.263, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:28,  1.97it/s, loss=0.504, pair=0.004, adv=3.757, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:34,  1.85it/s, loss=0.504, pair=0.004, adv=3.757, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:20<01:34,  1.85it/s, loss=0.503, pair=0.014, adv=3.864, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:26,  1.99it/s, loss=0.503, pair=0.014, adv=3.864, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:26,  1.99it/s, loss=0.492, pair=0.004, adv=4.074, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:26,  1.98it/s, loss=0.492, pair=0.004, adv=4.074, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:26,  1.98it/s, loss=0.486, pair=0.010, adv=5.126, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:22,  2.08it/s, loss=0.486, pair=0.010, adv=5.126, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:22,  2.08it/s, loss=0.470, pair=0.015, adv=3.993, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:23,  2.05it/s, loss=0.470, pair=0.015, adv=3.993, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:23,  2.05it/s, loss=0.490, pair=0.008, adv=4.321, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:17,  2.18it/s, loss=0.490, pair=0.008, adv=4.321, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:17,  2.18it/s, loss=0.473, pair=0.008, adv=3.789, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:20,  2.09it/s, loss=0.473, pair=0.008, adv=3.789, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:20,  2.09it/s, loss=0.537, pair=0.045, adv=4.702, sprd=0.031
Ep 018/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.14it/s, loss=0.537, pair=0.045, adv=4.702, sprd=0.031
Ep 018/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:18,  2.14it/s, loss=0.504, pair=0.010, adv=4.018, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.05it/s, loss=0.504, pair=0.010, adv=4.018, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.05it/s, loss=0.471, pair=0.014, adv=4.592, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:15,  2.19it/s, loss=0.471, pair=0.014, adv=4.592, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:15,  2.19it/s, loss=0.479, pair=0.004, adv=4.491, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:20,  2.04it/s, loss=0.479, pair=0.004, adv=4.491, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:20,  2.04it/s, loss=0.511, pair=0.004, adv=4.440, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:15,  2.15it/s, loss=0.511, pair=0.004, adv=4.440, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:15,  2.15it/s, loss=0.453, pair=0.004, adv=3.861, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:18,  2.08it/s, loss=0.453, pair=0.004, adv=3.861, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:18,  2.08it/s, loss=0.475, pair=0.003, adv=4.221, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:14,  2.15it/s, loss=0.475, pair=0.003, adv=4.221, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:14,  2.15it/s, loss=0.510, pair=0.002, adv=6.204, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.07it/s, loss=0.510, pair=0.002, adv=6.204, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.07it/s, loss=0.506, pair=0.004, adv=4.117, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:14,  2.14it/s, loss=0.506, pair=0.004, adv=4.117, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:14,  2.14it/s, loss=0.467, pair=0.005, adv=3.919, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:16,  2.07it/s, loss=0.467, pair=0.005, adv=3.919, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:16,  2.07it/s, loss=0.484, pair=0.007, adv=4.872, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:13,  2.14it/s, loss=0.484, pair=0.007, adv=4.872, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:28<01:13,  2.14it/s, loss=0.493, pair=0.003, adv=4.467, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:19,  1.96it/s, loss=0.493, pair=0.003, adv=4.467, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:19,  1.96it/s, loss=0.493, pair=0.004, adv=3.956, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:14,  2.09it/s, loss=0.493, pair=0.004, adv=3.956, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:29<01:14,  2.09it/s, loss=0.485, pair=0.004, adv=4.352, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:15,  2.03it/s, loss=0.485, pair=0.004, adv=4.352, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:15,  2.03it/s, loss=0.497, pair=0.006, adv=4.056, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:12,  2.12it/s, loss=0.497, pair=0.006, adv=4.056, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:30<01:12,  2.12it/s, loss=0.507, pair=0.006, adv=4.323, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:13,  2.07it/s, loss=0.507, pair=0.006, adv=4.323, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:13,  2.07it/s, loss=0.444, pair=0.007, adv=3.769, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:09,  2.18it/s, loss=0.444, pair=0.007, adv=3.769, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:09,  2.18it/s, loss=0.570, pair=0.020, adv=3.919, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:30<01:10,  2.13it/s, loss=0.570, pair=0.020, adv=3.919, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:10,  2.13it/s, loss=0.499, pair=0.006, adv=3.867, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:08,  2.17it/s, loss=0.499, pair=0.006, adv=3.867, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:08,  2.17it/s, loss=0.549, pair=0.000, adv=3.805, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:31<01:11,  2.07it/s, loss=0.549, pair=0.000, adv=3.805, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:11,  2.07it/s, loss=0.490, pair=0.011, adv=3.798, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:06,  2.21it/s, loss=0.490, pair=0.011, adv=3.798, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:06,  2.21it/s, loss=0.458, pair=0.002, adv=3.507, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:32<01:08,  2.13it/s, loss=0.458, pair=0.002, adv=3.507, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:08,  2.13it/s, loss=0.506, pair=0.001, adv=4.048, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:06,  2.19it/s, loss=0.506, pair=0.001, adv=4.048, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:06,  2.19it/s, loss=0.488, pair=0.000, adv=3.717, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:33<01:09,  2.08it/s, loss=0.488, pair=0.000, adv=3.717, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:09,  2.08it/s, loss=0.528, pair=0.009, adv=5.320, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.13it/s, loss=0.528, pair=0.009, adv=5.320, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:07,  2.13it/s, loss=0.495, pair=0.004, adv=4.044, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:34<01:08,  2.06it/s, loss=0.495, pair=0.004, adv=4.044, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:08,  2.06it/s, loss=0.498, pair=0.005, adv=3.762, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:04,  2.18it/s, loss=0.498, pair=0.005, adv=3.762, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:04,  2.18it/s, loss=0.501, pair=0.006, adv=3.933, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:35<01:07,  2.07it/s, loss=0.501, pair=0.006, adv=3.933, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:07,  2.07it/s, loss=0.502, pair=0.006, adv=4.531, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.16it/s, loss=0.502, pair=0.006, adv=4.531, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.16it/s, loss=0.496, pair=0.007, adv=4.442, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:06,  2.06it/s, loss=0.496, pair=0.007, adv=4.442, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:06,  2.06it/s, loss=0.469, pair=0.004, adv=4.006, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.15it/s, loss=0.469, pair=0.004, adv=4.006, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.15it/s, loss=0.520, pair=0.006, adv=3.921, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:05,  2.08it/s, loss=0.520, pair=0.006, adv=3.921, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:05,  2.08it/s, loss=0.499, pair=0.005, adv=4.379, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:37<01:02,  2.17it/s, loss=0.499, pair=0.005, adv=4.379, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:02,  2.17it/s, loss=0.494, pair=0.012, adv=4.087, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:38<01:03,  2.12it/s, loss=0.494, pair=0.012, adv=4.087, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:38<01:03,  2.12it/s, loss=0.517, pair=0.002, adv=4.010, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:38<01:00,  2.19it/s, loss=0.517, pair=0.002, adv=4.010, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:00,  2.19it/s, loss=0.496, pair=0.002, adv=3.748, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:06,  1.99it/s, loss=0.496, pair=0.002, adv=3.748, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:06,  1.99it/s, loss=0.491, pair=0.013, adv=4.541, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:39<01:02,  2.09it/s, loss=0.491, pair=0.013, adv=4.541, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:02,  2.09it/s, loss=0.464, pair=0.005, adv=3.880, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:04,  2.01it/s, loss=0.464, pair=0.005, adv=3.880, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:04,  2.01it/s, loss=0.476, pair=0.002, adv=4.629, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:40<01:01,  2.08it/s, loss=0.476, pair=0.002, adv=4.629, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:01,  2.08it/s, loss=0.456, pair=0.009, adv=4.255, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:03,  2.01it/s, loss=0.456, pair=0.009, adv=4.255, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:03,  2.01it/s, loss=0.891, pair=1.997, adv=4.289, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:41<01:00,  2.11it/s, loss=0.891, pair=1.997, adv=4.289, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<01:00,  2.11it/s, loss=0.459, pair=0.006, adv=4.331, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:02,  2.00it/s, loss=0.459, pair=0.006, adv=4.331, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:02,  2.00it/s, loss=0.432, pair=0.012, adv=4.370, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:42<00:59,  2.11it/s, loss=0.432, pair=0.012, adv=4.370, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:59,  2.11it/s, loss=0.477, pair=0.012, adv=4.588, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<01:01,  2.03it/s, loss=0.477, pair=0.012, adv=4.588, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<01:01,  2.03it/s, loss=0.540, pair=0.016, adv=4.069, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:43<00:57,  2.14it/s, loss=0.540, pair=0.016, adv=4.069, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:57,  2.14it/s, loss=0.531, pair=0.010, adv=4.633, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<00:59,  2.07it/s, loss=0.531, pair=0.010, adv=4.633, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<00:59,  2.07it/s, loss=0.529, pair=0.013, adv=3.951, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:44<00:56,  2.16it/s, loss=0.529, pair=0.013, adv=3.951, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:56,  2.16it/s, loss=0.477, pair=0.000, adv=4.125, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:58,  2.05it/s, loss=0.477, pair=0.000, adv=4.125, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:58,  2.05it/s, loss=0.508, pair=0.002, adv=4.265, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:45<00:55,  2.15it/s, loss=0.508, pair=0.002, adv=4.265, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:55,  2.15it/s, loss=0.463, pair=0.001, adv=4.457, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<00:56,  2.07it/s, loss=0.463, pair=0.001, adv=4.457, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<00:56,  2.07it/s, loss=0.484, pair=0.001, adv=3.636, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:46<00:53,  2.17it/s, loss=0.484, pair=0.001, adv=3.636, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:53,  2.17it/s, loss=0.503, pair=0.001, adv=4.188, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<00:55,  2.08it/s, loss=0.503, pair=0.001, adv=4.188, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<00:55,  2.08it/s, loss=0.455, pair=0.015, adv=4.366, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:47<00:52,  2.19it/s, loss=0.455, pair=0.015, adv=4.366, sprd=0.013
Ep 018/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:52,  2.19it/s, loss=0.462, pair=0.004, adv=4.394, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<00:54,  2.11it/s, loss=0.462, pair=0.004, adv=4.394, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<00:54,  2.11it/s, loss=0.480, pair=0.007, adv=4.037, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:48<00:52,  2.16it/s, loss=0.480, pair=0.007, adv=4.037, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:48<00:52,  2.16it/s, loss=0.482, pair=0.009, adv=3.608, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:48<00:53,  2.08it/s, loss=0.482, pair=0.009, adv=3.608, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<00:53,  2.08it/s, loss=0.476, pair=0.007, adv=3.489, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:49<00:50,  2.22it/s, loss=0.476, pair=0.007, adv=3.489, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:49<00:50,  2.22it/s, loss=0.480, pair=0.005, adv=5.094, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:49<00:53,  2.07it/s, loss=0.480, pair=0.005, adv=5.094, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<00:53,  2.07it/s, loss=0.457, pair=0.007, adv=3.718, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:50<00:50,  2.14it/s, loss=0.457, pair=0.007, adv=3.718, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:50<00:50,  2.14it/s, loss=0.541, pair=0.028, adv=4.086, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:50<00:52,  2.06it/s, loss=0.541, pair=0.028, adv=4.086, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<00:52,  2.06it/s, loss=0.500, pair=0.005, adv=4.436, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:51<00:50,  2.13it/s, loss=0.500, pair=0.005, adv=4.436, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:51<00:50,  2.13it/s, loss=0.477, pair=0.036, adv=3.959, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:51<00:50,  2.09it/s, loss=0.477, pair=0.036, adv=3.959, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:50,  2.09it/s, loss=0.452, pair=0.009, adv=5.447, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:52<00:48,  2.18it/s, loss=0.452, pair=0.009, adv=5.447, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:52<00:48,  2.18it/s, loss=0.482, pair=0.010, adv=4.148, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:52<00:54,  1.93it/s, loss=0.482, pair=0.010, adv=4.148, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:54,  1.93it/s, loss=0.500, pair=0.010, adv=4.069, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:53<00:49,  2.08it/s, loss=0.500, pair=0.010, adv=4.069, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:53<00:49,  2.08it/s, loss=0.505, pair=0.002, adv=4.672, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:53<00:53,  1.92it/s, loss=0.505, pair=0.002, adv=4.672, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:53,  1.92it/s, loss=0.550, pair=0.006, adv=4.063, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:54<00:50,  1.99it/s, loss=0.550, pair=0.006, adv=4.063, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:50,  1.99it/s, loss=0.514, pair=0.013, adv=3.765, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:54,  1.84it/s, loss=0.514, pair=0.013, adv=3.765, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:54,  1.84it/s, loss=0.485, pair=0.011, adv=4.412, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:55<00:50,  1.95it/s, loss=0.485, pair=0.011, adv=4.412, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:50,  1.95it/s, loss=0.503, pair=0.002, adv=3.973, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:54,  1.81it/s, loss=0.503, pair=0.002, adv=3.973, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:54,  1.81it/s, loss=0.444, pair=0.008, adv=4.532, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:56<00:50,  1.92it/s, loss=0.444, pair=0.008, adv=4.532, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:50,  1.92it/s, loss=0.471, pair=0.007, adv=3.696, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:52,  1.83it/s, loss=0.471, pair=0.007, adv=3.696, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:52,  1.83it/s, loss=0.475, pair=0.019, adv=4.297, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:57<00:48,  1.94it/s, loss=0.475, pair=0.019, adv=4.297, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:48,  1.94it/s, loss=0.473, pair=0.009, adv=4.492, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:51,  1.81it/s, loss=0.473, pair=0.009, adv=4.492, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:51,  1.81it/s, loss=0.513, pair=0.005, adv=6.019, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:58<00:48,  1.91it/s, loss=0.513, pair=0.005, adv=6.019, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:48,  1.91it/s, loss=0.518, pair=0.005, adv=4.196, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.518, pair=0.005, adv=4.196, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.499, pair=0.013, adv=4.054, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  80%|▊| 362/453 [02:59<00:47,  1.91it/s, loss=0.499, pair=0.013, adv=4.054, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:47,  1.91it/s, loss=0.479, pair=0.006, adv=4.327, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:49,  1.82it/s, loss=0.479, pair=0.006, adv=4.327, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:49,  1.82it/s, loss=0.596, pair=0.437, adv=4.934, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:00<00:46,  1.92it/s, loss=0.596, pair=0.437, adv=4.934, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:46,  1.92it/s, loss=0.509, pair=0.008, adv=3.770, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:47,  1.84it/s, loss=0.509, pair=0.008, adv=3.770, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:47,  1.84it/s, loss=0.519, pair=0.004, adv=3.930, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:01<00:44,  1.94it/s, loss=0.519, pair=0.004, adv=3.930, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:44,  1.94it/s, loss=0.532, pair=0.019, adv=4.015, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:47,  1.81it/s, loss=0.532, pair=0.019, adv=4.015, sprd=0.030
Ep 018/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:47,  1.81it/s, loss=0.679, pair=1.268, adv=2.879, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:02<00:43,  1.97it/s, loss=0.679, pair=1.268, adv=2.879, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:43,  1.97it/s, loss=0.504, pair=0.007, adv=4.431, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:45,  1.84it/s, loss=0.504, pair=0.007, adv=4.431, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:45,  1.84it/s, loss=0.510, pair=0.014, adv=4.343, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:03<00:42,  1.95it/s, loss=0.510, pair=0.014, adv=4.343, sprd=0.024
Ep 018/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:42,  1.95it/s, loss=0.505, pair=0.019, adv=3.482, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:45,  1.82it/s, loss=0.505, pair=0.019, adv=3.482, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:45,  1.82it/s, loss=0.480, pair=0.017, adv=4.215, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:42,  1.92it/s, loss=0.480, pair=0.017, adv=4.215, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:42,  1.92it/s, loss=0.513, pair=0.014, adv=4.231, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:44,  1.80it/s, loss=0.513, pair=0.014, adv=4.231, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:44,  1.80it/s, loss=0.456, pair=0.013, adv=4.758, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:41,  1.90it/s, loss=0.456, pair=0.013, adv=4.758, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:41,  1.90it/s, loss=0.480, pair=0.033, adv=3.854, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:42,  1.84it/s, loss=0.480, pair=0.033, adv=3.854, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:42,  1.84it/s, loss=0.486, pair=0.006, adv=3.305, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.95it/s, loss=0.486, pair=0.006, adv=3.305, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:39,  1.95it/s, loss=0.473, pair=0.015, adv=5.443, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:44,  1.69it/s, loss=0.473, pair=0.015, adv=5.443, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:44,  1.69it/s, loss=0.547, pair=0.003, adv=4.766, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:41,  1.81it/s, loss=0.547, pair=0.003, adv=4.766, sprd=0.029
Ep 018/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:09<00:41,  1.81it/s, loss=0.499, pair=0.003, adv=4.345, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:42,  1.74it/s, loss=0.499, pair=0.003, adv=4.345, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:42,  1.74it/s, loss=0.502, pair=0.001, adv=4.035, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:38,  1.88it/s, loss=0.502, pair=0.001, adv=4.035, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:10<00:38,  1.88it/s, loss=0.535, pair=0.010, adv=4.484, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:38,  1.89it/s, loss=0.535, pair=0.010, adv=4.484, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:38,  1.89it/s, loss=0.471, pair=0.005, adv=4.103, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:35,  2.01it/s, loss=0.471, pair=0.005, adv=4.103, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:35,  2.01it/s, loss=0.489, pair=0.001, adv=4.010, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:10<00:35,  1.95it/s, loss=0.489, pair=0.001, adv=4.010, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:35,  1.95it/s, loss=0.533, pair=0.001, adv=3.668, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:33,  2.08it/s, loss=0.533, pair=0.001, adv=3.668, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:33,  2.08it/s, loss=0.571, pair=0.004, adv=4.126, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:11<00:33,  2.03it/s, loss=0.571, pair=0.004, adv=4.126, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.03it/s, loss=0.458, pair=0.006, adv=4.068, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.11it/s, loss=0.458, pair=0.006, adv=4.068, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.11it/s, loss=0.519, pair=0.010, adv=4.285, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:33,  1.99it/s, loss=0.519, pair=0.010, adv=4.285, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:33,  1.99it/s, loss=0.524, pair=0.005, adv=3.997, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:31,  2.09it/s, loss=0.524, pair=0.005, adv=3.997, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:31,  2.09it/s, loss=0.442, pair=0.016, adv=3.959, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:31,  2.03it/s, loss=0.442, pair=0.016, adv=3.959, sprd=0.014
Ep 018/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.03it/s, loss=0.484, pair=0.008, adv=3.923, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.12it/s, loss=0.484, pair=0.008, adv=3.923, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.12it/s, loss=0.474, pair=0.016, adv=4.482, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:30,  2.03it/s, loss=0.474, pair=0.016, adv=4.482, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:15<00:30,  2.03it/s, loss=0.465, pair=0.002, adv=3.758, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:27,  2.18it/s, loss=0.465, pair=0.002, adv=3.758, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:27,  2.18it/s, loss=0.458, pair=0.005, adv=4.013, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:28,  2.09it/s, loss=0.458, pair=0.005, adv=4.013, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:16<00:28,  2.09it/s, loss=0.459, pair=0.000, adv=5.472, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.17it/s, loss=0.459, pair=0.000, adv=5.472, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.17it/s, loss=0.530, pair=0.007, adv=4.128, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:28,  2.06it/s, loss=0.530, pair=0.007, adv=4.128, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.06it/s, loss=0.488, pair=0.002, adv=3.272, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.16it/s, loss=0.488, pair=0.002, adv=3.272, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.16it/s, loss=0.480, pair=0.004, adv=3.208, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.07it/s, loss=0.480, pair=0.004, adv=3.208, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.07it/s, loss=0.434, pair=0.009, adv=4.066, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.17it/s, loss=0.434, pair=0.009, adv=4.066, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.17it/s, loss=0.493, pair=0.005, adv=4.112, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:25,  2.10it/s, loss=0.493, pair=0.005, adv=4.112, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:25,  2.10it/s, loss=0.501, pair=0.009, adv=4.071, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:18<00:24,  2.19it/s, loss=0.501, pair=0.009, adv=4.071, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.19it/s, loss=0.484, pair=0.010, adv=3.822, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:24,  2.09it/s, loss=0.484, pair=0.010, adv=3.822, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:24,  2.09it/s, loss=0.531, pair=0.001, adv=3.797, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:19<00:23,  2.18it/s, loss=0.531, pair=0.001, adv=3.797, sprd=0.025
Ep 018/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.18it/s, loss=0.543, pair=0.003, adv=3.751, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:23,  2.08it/s, loss=0.543, pair=0.003, adv=3.751, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:23,  2.08it/s, loss=0.477, pair=0.002, adv=4.264, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:20<00:22,  2.14it/s, loss=0.477, pair=0.002, adv=4.264, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:22,  2.14it/s, loss=0.465, pair=0.012, adv=3.703, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:23,  2.06it/s, loss=0.465, pair=0.012, adv=3.703, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:23,  2.06it/s, loss=0.534, pair=0.025, adv=3.709, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:21<00:21,  2.19it/s, loss=0.534, pair=0.025, adv=3.709, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.19it/s, loss=0.458, pair=0.001, adv=4.107, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:23,  1.98it/s, loss=0.458, pair=0.001, adv=4.107, sprd=0.017
Ep 018/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:23,  1.98it/s, loss=0.454, pair=0.003, adv=4.136, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:22<00:21,  2.11it/s, loss=0.454, pair=0.003, adv=4.136, sprd=0.015
Ep 018/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:21,  2.11it/s, loss=0.490, pair=0.014, adv=3.889, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.05it/s, loss=0.490, pair=0.014, adv=3.889, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:21,  2.05it/s, loss=0.520, pair=0.014, adv=4.491, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:23<00:20,  2.14it/s, loss=0.520, pair=0.014, adv=4.491, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:20,  2.14it/s, loss=0.497, pair=0.026, adv=4.047, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.04it/s, loss=0.497, pair=0.026, adv=4.047, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.04it/s, loss=0.503, pair=0.005, adv=4.632, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:24<00:19,  2.12it/s, loss=0.503, pair=0.005, adv=4.632, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:19,  2.12it/s, loss=0.510, pair=0.016, adv=3.908, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:19,  2.02it/s, loss=0.510, pair=0.016, adv=3.908, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:19,  2.02it/s, loss=0.464, pair=0.007, adv=4.030, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:25<00:18,  2.14it/s, loss=0.464, pair=0.007, adv=4.030, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:18,  2.14it/s, loss=0.538, pair=0.005, adv=4.442, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.02it/s, loss=0.538, pair=0.005, adv=4.442, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.02it/s, loss=0.515, pair=0.005, adv=4.541, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.12it/s, loss=0.515, pair=0.005, adv=4.541, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:17,  2.12it/s, loss=0.511, pair=0.002, adv=4.434, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.02it/s, loss=0.511, pair=0.002, adv=4.434, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.02it/s, loss=0.478, pair=0.000, adv=3.772, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:27<00:16,  2.10it/s, loss=0.478, pair=0.000, adv=3.772, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:16,  2.10it/s, loss=0.410, pair=0.006, adv=3.154, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:16,  2.02it/s, loss=0.410, pair=0.006, adv=3.154, sprd=0.012
Ep 018/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:16,  2.02it/s, loss=0.499, pair=0.004, adv=3.910, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:28<00:15,  2.10it/s, loss=0.499, pair=0.004, adv=3.910, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:15,  2.10it/s, loss=0.474, pair=0.012, adv=3.575, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.01it/s, loss=0.474, pair=0.012, adv=3.575, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.01it/s, loss=0.500, pair=0.006, adv=3.311, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.14it/s, loss=0.500, pair=0.006, adv=3.311, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.14it/s, loss=0.435, pair=0.000, adv=3.084, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.04it/s, loss=0.435, pair=0.000, adv=3.084, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.04it/s, loss=0.537, pair=0.003, adv=4.507, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.10it/s, loss=0.537, pair=0.003, adv=4.507, sprd=0.033
Ep 018/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.10it/s, loss=0.496, pair=0.004, adv=4.576, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.04it/s, loss=0.496, pair=0.004, adv=4.576, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.04it/s, loss=0.526, pair=0.009, adv=4.143, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.20it/s, loss=0.526, pair=0.009, adv=4.143, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.20it/s, loss=0.569, pair=0.005, adv=4.366, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:31<00:12,  2.11it/s, loss=0.569, pair=0.005, adv=4.366, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.11it/s, loss=0.490, pair=0.006, adv=4.218, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.17it/s, loss=0.490, pair=0.006, adv=4.218, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.17it/s, loss=0.522, pair=0.010, adv=4.871, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.05it/s, loss=0.522, pair=0.010, adv=4.871, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.05it/s, loss=0.504, pair=0.009, adv=5.251, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.15it/s, loss=0.504, pair=0.009, adv=5.251, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.15it/s, loss=0.469, pair=0.006, adv=4.407, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:33<00:11,  1.93it/s, loss=0.469, pair=0.006, adv=4.407, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:11,  1.93it/s, loss=0.507, pair=0.011, adv=4.080, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:34<00:10,  2.06it/s, loss=0.507, pair=0.011, adv=4.080, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:34<00:10,  2.06it/s, loss=0.482, pair=0.023, adv=5.207, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:34<00:10,  2.00it/s, loss=0.482, pair=0.023, adv=5.207, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:10,  2.00it/s, loss=0.519, pair=0.034, adv=4.762, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:35<00:09,  2.09it/s, loss=0.519, pair=0.034, adv=4.762, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:35<00:09,  2.09it/s, loss=0.501, pair=0.015, adv=4.164, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:35<00:08,  2.05it/s, loss=0.501, pair=0.015, adv=4.164, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.494, pair=0.002, adv=4.636, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.494, pair=0.002, adv=4.636, sprd=0.020
Ep 018/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.528, pair=0.013, adv=4.737, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:36<00:07,  2.11it/s, loss=0.528, pair=0.013, adv=4.737, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.11it/s, loss=0.467, pair=0.003, adv=5.364, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.18it/s, loss=0.467, pair=0.003, adv=5.364, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.18it/s, loss=0.555, pair=0.003, adv=4.901, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:37<00:06,  2.05it/s, loss=0.555, pair=0.003, adv=4.901, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.05it/s, loss=0.471, pair=0.001, adv=5.099, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  2.13it/s, loss=0.471, pair=0.001, adv=5.099, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  2.13it/s, loss=0.501, pair=0.000, adv=4.827, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:38<00:05,  2.04it/s, loss=0.501, pair=0.000, adv=4.827, sprd=0.022
Ep 018/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.04it/s, loss=0.520, pair=0.000, adv=4.533, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.15it/s, loss=0.520, pair=0.000, adv=4.533, sprd=0.023
Ep 018/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.15it/s, loss=0.600, pair=0.005, adv=3.850, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:39<00:04,  2.07it/s, loss=0.600, pair=0.005, adv=3.850, sprd=0.026
Ep 018/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.07it/s, loss=0.526, pair=0.006, adv=4.700, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.526, pair=0.006, adv=4.700, sprd=0.027
Ep 018/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.475, pair=0.005, adv=4.986, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:40<00:03,  2.07it/s, loss=0.475, pair=0.005, adv=4.986, sprd=0.019
Ep 018/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.07it/s, loss=0.545, pair=0.002, adv=4.588, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.545, pair=0.002, adv=4.588, sprd=0.028
Ep 018/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.454, pair=0.002, adv=4.797, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:41<00:02,  2.03it/s, loss=0.454, pair=0.002, adv=4.797, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:41<00:02,  2.03it/s, loss=0.456, pair=0.009, adv=4.002, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:41<00:02,  2.13it/s, loss=0.456, pair=0.009, adv=4.002, sprd=0.016
Ep 018/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.13it/s, loss=1.043, pair=2.590, adv=5.037, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:42<00:02,  1.97it/s, loss=1.043, pair=2.590, adv=5.037, sprd=0.021
Ep 018/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:02,  1.97it/s, loss=0.489, pair=0.003, adv=4.789, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.04it/s, loss=0.489, pair=0.003, adv=4.789, sprd=0.018
Ep 018/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.04it/s, loss=0.497, pair=0.001, adv=4.334, sprd=0.020
Ep 018/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.88it/s, loss=0.497, pair=0.001, adv=4.334, sprd=0.020
Ep 018/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:01,  1.88it/s, loss=0.464, pair=0.019, adv=5.290, sprd=0.017
Ep 018/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  1.98it/s, loss=0.464, pair=0.019, adv=5.290, sprd=0.017
Ep 018/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  1.98it/s, loss=0.866, pair=1.836, adv=4.867, sprd=0.015
Ep 018/80 [S1→S2:ramp]: 100%|█| 453/453 [03:44<00:00,  1.85it/s, loss=0.866, pair=1.836, adv=4.867, sprd=0.015
                                                                                                              
Epoch 018/80 [S1→S2:ramp]  loss=0.5124  mat=0.2826  sens=1.1211  pair=0.0844  adv=4.2840(rand=3.47)  deg=0.0062  orth=0.0020  spread=0.0208  q_mean=51.1  q_std=19.0  α=0.24 β=0.21 γ=0.72 λ_grl=0.600  lr=8.98e-05  225s

Ep 019/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 019/80 [S1→S2:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.532, pair=0.004, adv=3.980, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<08:33,  1.14s/it, loss=0.532, pair=0.004, adv=3.980, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<08:33,  1.14s/it, loss=1.025, pair=2.256, adv=4.510, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<05:26,  1.38it/s, loss=1.025, pair=2.256, adv=4.510, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   0%|  | 2/453 [00:02<05:26,  1.38it/s, loss=0.592, pair=0.015, adv=5.091, sprd=0.031]
Ep 019/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:12,  1.44it/s, loss=0.592, pair=0.015, adv=5.091, sprd=0.031]
Ep 019/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<05:12,  1.44it/s, loss=0.522, pair=0.012, adv=4.534, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:30,  1.66it/s, loss=0.522, pair=0.012, adv=4.534, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   1%|  | 4/453 [00:03<04:30,  1.66it/s, loss=0.530, pair=0.024, adv=4.787, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:59,  1.50it/s, loss=0.530, pair=0.024, adv=4.787, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:59,  1.50it/s, loss=0.510, pair=0.018, adv=3.812, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<04:24,  1.69it/s, loss=0.510, pair=0.018, adv=3.812, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   1%|  | 6/453 [00:04<04:24,  1.69it/s, loss=0.525, pair=0.016, adv=5.059, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<04:29,  1.66it/s, loss=0.525, pair=0.016, adv=5.059, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:   2%|  | 7/453 [00:05<04:29,  1.66it/s, loss=0.542, pair=0.009, adv=5.217, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<04:09,  1.79it/s, loss=0.542, pair=0.009, adv=5.217, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:   2%|  | 8/453 [00:05<04:09,  1.79it/s, loss=0.557, pair=0.005, adv=3.679, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   2%|  | 9/453 [00:05<04:12,  1.76it/s, loss=0.557, pair=0.005, adv=3.679, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   2%|  | 9/453 [00:06<04:12,  1.76it/s, loss=0.532, pair=0.005, adv=3.616, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:51,  1.91it/s, loss=0.532, pair=0.005, adv=3.616, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   2%| | 10/453 [00:06<03:51,  1.91it/s, loss=0.513, pair=0.005, adv=4.444, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<04:06,  1.79it/s, loss=0.513, pair=0.005, adv=4.444, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   2%| | 11/453 [00:07<04:06,  1.79it/s, loss=0.542, pair=0.005, adv=4.643, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:51,  1.90it/s, loss=0.542, pair=0.005, adv=4.643, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:   3%| | 12/453 [00:07<03:51,  1.90it/s, loss=0.510, pair=0.005, adv=4.121, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:59,  1.84it/s, loss=0.510, pair=0.005, adv=4.121, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   3%| | 13/453 [00:08<03:59,  1.84it/s, loss=0.529, pair=0.010, adv=4.184, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:47,  1.93it/s, loss=0.529, pair=0.010, adv=4.184, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   3%| | 14/453 [00:08<03:47,  1.93it/s, loss=0.522, pair=0.002, adv=3.982, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:59,  1.83it/s, loss=0.522, pair=0.002, adv=3.982, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   3%| | 15/453 [00:09<03:59,  1.83it/s, loss=0.529, pair=0.017, adv=4.115, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   4%| | 16/453 [00:09<03:43,  1.95it/s, loss=0.529, pair=0.017, adv=4.115, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   4%| | 16/453 [00:09<03:43,  1.95it/s, loss=0.522, pair=0.001, adv=4.327, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:57,  1.84it/s, loss=0.522, pair=0.001, adv=4.327, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   4%| | 17/453 [00:10<03:57,  1.84it/s, loss=0.514, pair=0.001, adv=3.677, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:   4%| | 18/453 [00:10<03:38,  1.99it/s, loss=0.514, pair=0.001, adv=3.677, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:   4%| | 18/453 [00:10<03:38,  1.99it/s, loss=0.527, pair=0.009, adv=6.355, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:54,  1.85it/s, loss=0.527, pair=0.009, adv=6.355, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   4%| | 19/453 [00:11<03:54,  1.85it/s, loss=0.547, pair=0.005, adv=6.275, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   4%| | 20/453 [00:11<03:41,  1.96it/s, loss=0.547, pair=0.005, adv=6.275, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   4%| | 20/453 [00:11<03:41,  1.96it/s, loss=0.560, pair=0.003, adv=4.896, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:   5%| | 21/453 [00:11<03:56,  1.82it/s, loss=0.560, pair=0.003, adv=4.896, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:   5%| | 21/453 [00:12<03:56,  1.82it/s, loss=0.534, pair=0.021, adv=3.849, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:39,  1.96it/s, loss=0.534, pair=0.021, adv=3.849, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   5%| | 22/453 [00:12<03:39,  1.96it/s, loss=0.520, pair=0.005, adv=4.935, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   5%| | 23/453 [00:12<03:54,  1.84it/s, loss=0.520, pair=0.005, adv=4.935, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   5%| | 23/453 [00:13<03:54,  1.84it/s, loss=0.502, pair=0.002, adv=3.542, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   5%| | 24/453 [00:13<03:39,  1.95it/s, loss=0.502, pair=0.002, adv=3.542, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   5%| | 24/453 [00:13<03:39,  1.95it/s, loss=0.500, pair=0.001, adv=3.860, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   6%| | 25/453 [00:13<03:43,  1.92it/s, loss=0.500, pair=0.001, adv=3.860, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   6%| | 25/453 [00:14<03:43,  1.92it/s, loss=0.769, pair=1.180, adv=4.006, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:   6%| | 26/453 [00:14<03:26,  2.07it/s, loss=0.769, pair=1.180, adv=4.006, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:   6%| | 26/453 [00:14<03:26,  2.07it/s, loss=0.522, pair=0.012, adv=4.369, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   6%| | 27/453 [00:14<03:32,  2.00it/s, loss=0.522, pair=0.012, adv=4.369, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   6%| | 27/453 [00:15<03:32,  2.00it/s, loss=0.516, pair=0.022, adv=4.097, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   6%| | 28/453 [00:15<03:18,  2.14it/s, loss=0.516, pair=0.022, adv=4.097, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:   6%| | 28/453 [00:15<03:18,  2.14it/s, loss=0.558, pair=0.004, adv=4.906, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:   6%| | 29/453 [00:15<03:22,  2.09it/s, loss=0.558, pair=0.004, adv=4.906, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:   6%| | 29/453 [00:16<03:22,  2.09it/s, loss=0.513, pair=0.007, adv=4.142, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   7%| | 30/453 [00:16<03:14,  2.18it/s, loss=0.513, pair=0.007, adv=4.142, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   7%| | 30/453 [00:16<03:14,  2.18it/s, loss=0.557, pair=0.004, adv=3.473, sprd=0.027]
Ep 019/80 [S1→S2:ramp]:   7%| | 31/453 [00:16<03:23,  2.07it/s, loss=0.557, pair=0.004, adv=3.473, sprd=0.027]
Ep 019/80 [S1→S2:ramp]:   7%| | 31/453 [00:17<03:23,  2.07it/s, loss=0.517, pair=0.003, adv=5.192, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:17,  2.13it/s, loss=0.517, pair=0.003, adv=5.192, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:   7%| | 32/453 [00:17<03:17,  2.13it/s, loss=0.533, pair=0.010, adv=3.957, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   7%| | 33/453 [00:17<03:35,  1.94it/s, loss=0.533, pair=0.010, adv=3.957, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   7%| | 33/453 [00:18<03:35,  1.94it/s, loss=0.483, pair=0.002, adv=3.623, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:23,  2.06it/s, loss=0.483, pair=0.002, adv=3.623, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   8%| | 34/453 [00:18<03:23,  2.06it/s, loss=0.611, pair=0.001, adv=4.746, sprd=0.027]
Ep 019/80 [S1→S2:ramp]:   8%| | 35/453 [00:18<03:30,  1.99it/s, loss=0.611, pair=0.001, adv=4.746, sprd=0.027]
Ep 019/80 [S1→S2:ramp]:   8%| | 35/453 [00:19<03:30,  1.99it/s, loss=0.528, pair=0.001, adv=2.972, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:13,  2.15it/s, loss=0.528, pair=0.001, adv=2.972, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   8%| | 36/453 [00:19<03:13,  2.15it/s, loss=0.521, pair=0.011, adv=5.986, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   8%| | 37/453 [00:19<03:22,  2.05it/s, loss=0.521, pair=0.011, adv=5.986, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   8%| | 37/453 [00:20<03:22,  2.05it/s, loss=0.507, pair=0.002, adv=4.135, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:12,  2.15it/s, loss=0.507, pair=0.002, adv=4.135, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:   8%| | 38/453 [00:20<03:12,  2.15it/s, loss=0.518, pair=0.003, adv=3.579, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   9%| | 39/453 [00:20<03:21,  2.06it/s, loss=0.518, pair=0.003, adv=3.579, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   9%| | 39/453 [00:21<03:21,  2.06it/s, loss=0.531, pair=0.003, adv=4.069, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:09,  2.18it/s, loss=0.531, pair=0.003, adv=4.069, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:   9%| | 40/453 [00:21<03:09,  2.18it/s, loss=0.475, pair=0.000, adv=3.000, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   9%| | 41/453 [00:21<03:13,  2.13it/s, loss=0.475, pair=0.000, adv=3.000, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:   9%| | 41/453 [00:21<03:13,  2.13it/s, loss=0.512, pair=0.000, adv=4.412, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:06,  2.20it/s, loss=0.512, pair=0.000, adv=4.412, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:   9%| | 42/453 [00:22<03:06,  2.20it/s, loss=0.499, pair=0.014, adv=3.564, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   9%| | 43/453 [00:22<03:16,  2.09it/s, loss=0.499, pair=0.014, adv=3.564, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:   9%| | 43/453 [00:22<03:16,  2.09it/s, loss=0.530, pair=0.003, adv=4.488, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:09,  2.16it/s, loss=0.530, pair=0.003, adv=4.488, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  10%| | 44/453 [00:23<03:09,  2.16it/s, loss=0.523, pair=0.016, adv=3.983, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  10%| | 45/453 [00:23<03:18,  2.05it/s, loss=0.523, pair=0.016, adv=3.983, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  10%| | 45/453 [00:23<03:18,  2.05it/s, loss=0.511, pair=0.014, adv=3.850, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:09,  2.15it/s, loss=0.511, pair=0.014, adv=3.850, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  10%| | 46/453 [00:24<03:09,  2.15it/s, loss=0.487, pair=0.004, adv=4.016, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:16,  2.07it/s, loss=0.487, pair=0.004, adv=4.016, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:16,  2.07it/s, loss=0.536, pair=0.011, adv=3.804, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:08,  2.15it/s, loss=0.536, pair=0.011, adv=3.804, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  11%| | 48/453 [00:25<03:08,  2.15it/s, loss=0.499, pair=0.008, adv=4.747, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:  11%| | 49/453 [00:25<03:14,  2.08it/s, loss=0.499, pair=0.008, adv=4.747, sprd=0.013]
Ep 019/80 [S1→S2:ramp]:  11%| | 49/453 [00:25<03:14,  2.08it/s, loss=0.515, pair=0.005, adv=4.234, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:06,  2.16it/s, loss=0.515, pair=0.005, adv=4.234, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  11%| | 50/453 [00:26<03:06,  2.16it/s, loss=0.584, pair=0.002, adv=4.007, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:10,  2.11it/s, loss=0.584, pair=0.002, adv=4.007, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:10,  2.11it/s, loss=0.515, pair=0.007, adv=3.486, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:02,  2.20it/s, loss=0.515, pair=0.007, adv=3.486, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:  11%| | 52/453 [00:27<03:02,  2.20it/s, loss=0.503, pair=0.000, adv=4.052, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:11,  2.09it/s, loss=0.503, pair=0.000, adv=4.052, sprd=0.018]
Ep 019/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:11,  2.09it/s, loss=0.546, pair=0.003, adv=4.525, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:04,  2.16it/s, loss=0.546, pair=0.003, adv=4.525, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  12%| | 54/453 [00:28<03:04,  2.16it/s, loss=0.515, pair=0.000, adv=4.330, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:15,  2.04it/s, loss=0.515, pair=0.000, adv=4.330, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:15,  2.04it/s, loss=0.529, pair=0.003, adv=4.110, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:04,  2.15it/s, loss=0.529, pair=0.003, adv=4.110, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:04,  2.15it/s, loss=0.508, pair=0.005, adv=3.392, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:11,  2.06it/s, loss=0.508, pair=0.005, adv=3.392, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:11,  2.06it/s, loss=0.477, pair=0.004, adv=2.967, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<02:58,  2.21it/s, loss=0.477, pair=0.004, adv=2.967, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<02:58,  2.21it/s, loss=0.536, pair=0.004, adv=3.908, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:29<03:06,  2.11it/s, loss=0.536, pair=0.004, adv=3.908, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:06,  2.11it/s, loss=0.486, pair=0.005, adv=3.244, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<02:57,  2.21it/s, loss=0.486, pair=0.005, adv=3.244, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<02:57,  2.21it/s, loss=0.540, pair=0.004, adv=3.611, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:30<03:05,  2.12it/s, loss=0.540, pair=0.004, adv=3.611, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:05,  2.12it/s, loss=0.588, pair=0.005, adv=3.424, sprd=0.029]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:00,  2.16it/s, loss=0.588, pair=0.005, adv=3.424, sprd=0.029]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:00,  2.16it/s, loss=0.533, pair=0.002, adv=3.467, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:31<03:20,  1.95it/s, loss=0.533, pair=0.002, adv=3.467, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:20,  1.95it/s, loss=0.546, pair=0.004, adv=4.156, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:05,  2.09it/s, loss=0.546, pair=0.004, adv=4.156, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:05,  2.09it/s, loss=0.520, pair=0.000, adv=4.420, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:32<03:10,  2.03it/s, loss=0.520, pair=0.000, adv=4.420, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:10,  2.03it/s, loss=0.540, pair=0.003, adv=3.324, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<02:59,  2.15it/s, loss=0.540, pair=0.003, adv=3.324, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<02:59,  2.15it/s, loss=0.480, pair=0.006, adv=2.969, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:33<03:08,  2.05it/s, loss=0.480, pair=0.006, adv=2.969, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:08,  2.05it/s, loss=1.035, pair=2.117, adv=4.486, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<02:58,  2.16it/s, loss=1.035, pair=2.117, adv=4.486, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<02:58,  2.16it/s, loss=0.571, pair=0.007, adv=3.512, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:34<03:05,  2.07it/s, loss=0.571, pair=0.007, adv=3.512, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.503, pair=0.003, adv=4.528, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:00,  2.13it/s, loss=0.503, pair=0.003, adv=4.528, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:00,  2.13it/s, loss=0.454, pair=0.000, adv=2.934, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:35<03:08,  2.03it/s, loss=0.454, pair=0.000, adv=2.934, sprd=0.016]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:08,  2.03it/s, loss=0.611, pair=0.389, adv=3.296, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<02:57,  2.14it/s, loss=0.611, pair=0.389, adv=3.296, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<02:57,  2.14it/s, loss=0.746, pair=0.799, adv=3.376, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:36<03:05,  2.05it/s, loss=0.746, pair=0.799, adv=3.376, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:05,  2.05it/s, loss=0.519, pair=0.006, adv=3.447, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:54,  2.17it/s, loss=0.519, pair=0.006, adv=3.447, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:54,  2.17it/s, loss=0.508, pair=0.004, adv=3.445, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:37<03:05,  2.03it/s, loss=0.508, pair=0.004, adv=3.445, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<03:05,  2.03it/s, loss=0.583, pair=0.009, adv=4.015, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:57,  2.13it/s, loss=0.583, pair=0.009, adv=4.015, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<02:57,  2.13it/s, loss=0.574, pair=0.007, adv=3.824, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:38<03:02,  2.06it/s, loss=0.574, pair=0.007, adv=3.824, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:02,  2.06it/s, loss=0.554, pair=0.000, adv=3.912, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:55,  2.14it/s, loss=0.554, pair=0.000, adv=3.912, sprd=0.026]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:55,  2.14it/s, loss=0.547, pair=0.005, adv=5.780, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:39<03:02,  2.05it/s, loss=0.547, pair=0.005, adv=5.780, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:02,  2.05it/s, loss=0.512, pair=0.006, adv=4.374, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:54,  2.14it/s, loss=0.512, pair=0.006, adv=4.374, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:54,  2.14it/s, loss=0.559, pair=0.020, adv=3.434, sprd=0.031]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:02,  2.03it/s, loss=0.559, pair=0.020, adv=3.434, sprd=0.031]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:40<03:02,  2.03it/s, loss=0.548, pair=0.000, adv=3.449, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:40<02:52,  2.15it/s, loss=0.548, pair=0.000, adv=3.449, sprd=0.023]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:52,  2.15it/s, loss=0.509, pair=0.002, adv=4.116, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<02:59,  2.06it/s, loss=0.509, pair=0.002, adv=4.116, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:41<02:59,  2.06it/s, loss=0.593, pair=0.009, adv=3.888, sprd=0.032]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:41<02:52,  2.14it/s, loss=0.593, pair=0.009, adv=3.888, sprd=0.032]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:52,  2.14it/s, loss=0.550, pair=0.004, adv=3.647, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:02,  2.01it/s, loss=0.550, pair=0.004, adv=3.647, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<03:02,  2.01it/s, loss=0.549, pair=0.005, adv=3.619, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:42<02:54,  2.11it/s, loss=0.549, pair=0.005, adv=3.619, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:54,  2.11it/s, loss=0.533, pair=0.010, adv=3.698, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:09,  1.93it/s, loss=0.533, pair=0.010, adv=3.698, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<03:09,  1.93it/s, loss=0.543, pair=0.004, adv=3.847, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:43<02:56,  2.07it/s, loss=0.543, pair=0.004, adv=3.847, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:56,  2.07it/s, loss=0.518, pair=0.004, adv=4.438, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:02,  1.99it/s, loss=0.518, pair=0.004, adv=4.438, sprd=0.019]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<03:02,  1.99it/s, loss=0.503, pair=0.003, adv=3.428, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:44<02:49,  2.15it/s, loss=0.503, pair=0.003, adv=3.428, sprd=0.015]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:49,  2.15it/s, loss=0.563, pair=0.007, adv=3.375, sprd=0.028]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:59,  2.02it/s, loss=0.563, pair=0.007, adv=3.375, sprd=0.028]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:59,  2.02it/s, loss=0.550, pair=0.005, adv=3.982, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:45<02:51,  2.11it/s, loss=0.550, pair=0.005, adv=3.982, sprd=0.025]
Ep 019/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:51,  2.11it/s, loss=0.527, pair=0.051, adv=3.011, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:57,  2.03it/s, loss=0.527, pair=0.051, adv=3.011, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:57,  2.03it/s, loss=0.511, pair=0.015, adv=3.224, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:46<02:49,  2.12it/s, loss=0.511, pair=0.015, adv=3.224, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:49,  2.12it/s, loss=0.485, pair=0.004, adv=2.886, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<03:08,  1.90it/s, loss=0.485, pair=0.004, adv=2.886, sprd=0.024]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<03:08,  1.90it/s, loss=0.481, pair=0.004, adv=2.737, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:47<02:58,  1.99it/s, loss=0.481, pair=0.004, adv=2.737, sprd=0.020]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:58,  1.99it/s, loss=0.635, pair=0.002, adv=3.646, sprd=0.028]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<03:14,  1.83it/s, loss=0.635, pair=0.002, adv=3.646, sprd=0.028]
Ep 019/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<03:14,  1.83it/s, loss=0.493, pair=0.004, adv=2.718, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:48<03:03,  1.94it/s, loss=0.493, pair=0.004, adv=2.718, sprd=0.022]
Ep 019/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<03:03,  1.94it/s, loss=0.480, pair=0.007, adv=2.787, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<03:18,  1.78it/s, loss=0.480, pair=0.007, adv=2.787, sprd=0.021]
Ep 019/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:18,  1.78it/s, loss=0.566, pair=0.221, adv=4.975, sprd=0.017]
Ep 019/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:04,  1.92it/s, loss=0.566, pair=0.221, adv=4.975, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<03:04,  1.92it/s, loss=0.579, pair=0.007, adv=4.105, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<03:15,  1.80it/s, loss=0.579, pair=0.007, adv=4.105, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<03:15,  1.80it/s, loss=0.454, pair=0.003, adv=2.591, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<03:04,  1.91it/s, loss=0.454, pair=0.003, adv=2.591, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<03:04,  1.91it/s, loss=0.971, pair=1.753, adv=2.854, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<03:14,  1.80it/s, loss=0.971, pair=1.753, adv=2.854, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:52<03:14,  1.80it/s, loss=0.556, pair=0.011, adv=4.564, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:02,  1.91it/s, loss=0.556, pair=0.011, adv=4.564, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<03:02,  1.91it/s, loss=0.441, pair=0.007, adv=2.345, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<03:09,  1.84it/s, loss=0.441, pair=0.007, adv=2.345, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:53<03:09,  1.84it/s, loss=0.509, pair=0.004, adv=3.370, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:58,  1.95it/s, loss=0.509, pair=0.004, adv=3.370, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:58,  1.95it/s, loss=0.542, pair=0.015, adv=4.779, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<03:05,  1.87it/s, loss=0.542, pair=0.015, adv=4.779, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:54<03:05,  1.87it/s, loss=0.541, pair=0.017, adv=4.259, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:51,  2.01it/s, loss=0.541, pair=0.017, adv=4.259, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:51,  2.01it/s, loss=0.480, pair=0.005, adv=4.257, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<03:04,  1.87it/s, loss=0.480, pair=0.005, adv=4.257, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:55<03:04,  1.87it/s, loss=1.082, pair=2.164, adv=5.494, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:54,  1.97it/s, loss=1.082, pair=2.164, adv=5.494, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:54,  1.97it/s, loss=0.548, pair=0.007, adv=4.642, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<03:04,  1.85it/s, loss=0.548, pair=0.007, adv=4.642, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:56<03:04,  1.85it/s, loss=0.570, pair=0.000, adv=4.489, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:53,  1.96it/s, loss=0.570, pair=0.000, adv=4.489, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:53,  1.96it/s, loss=0.577, pair=0.016, adv=3.385, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<03:00,  1.88it/s, loss=0.577, pair=0.016, adv=3.385, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:57<03:00,  1.88it/s, loss=0.574, pair=0.019, adv=3.955, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:53,  1.95it/s, loss=0.574, pair=0.019, adv=3.955, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:58<02:53,  1.95it/s, loss=0.536, pair=0.006, adv=3.514, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<03:20,  1.68it/s, loss=0.536, pair=0.006, adv=3.514, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:58<03:20,  1.68it/s, loss=0.488, pair=0.002, adv=2.691, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<03:05,  1.82it/s, loss=0.488, pair=0.002, adv=2.691, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:59<03:05,  1.82it/s, loss=0.530, pair=0.009, adv=4.731, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<03:10,  1.76it/s, loss=0.530, pair=0.009, adv=4.731, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:59<03:10,  1.76it/s, loss=0.493, pair=0.016, adv=2.789, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:59,  1.87it/s, loss=0.493, pair=0.016, adv=2.789, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  26%|▎| 118/453 [01:00<02:59,  1.87it/s, loss=0.544, pair=0.006, adv=3.548, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<03:05,  1.80it/s, loss=0.544, pair=0.006, adv=3.548, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  26%|▎| 119/453 [01:00<03:05,  1.80it/s, loss=0.565, pair=0.014, adv=4.009, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:56,  1.89it/s, loss=0.565, pair=0.014, adv=4.009, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:01<02:56,  1.89it/s, loss=0.500, pair=0.005, adv=2.925, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<03:05,  1.79it/s, loss=0.500, pair=0.005, adv=2.925, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:01<03:05,  1.79it/s, loss=0.486, pair=0.007, adv=2.601, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:55,  1.89it/s, loss=0.486, pair=0.007, adv=2.601, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:02<02:55,  1.89it/s, loss=0.490, pair=0.031, adv=3.614, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:02<03:04,  1.79it/s, loss=0.490, pair=0.031, adv=3.614, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:02<03:04,  1.79it/s, loss=0.564, pair=0.004, adv=3.530, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:02<02:52,  1.91it/s, loss=0.564, pair=0.004, adv=3.530, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:03<02:52,  1.91it/s, loss=0.533, pair=0.005, adv=7.677, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<02:53,  1.89it/s, loss=0.533, pair=0.005, adv=7.677, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:03<02:53,  1.89it/s, loss=0.527, pair=0.009, adv=4.570, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:03<02:41,  2.02it/s, loss=0.527, pair=0.009, adv=4.570, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:04<02:41,  2.02it/s, loss=0.537, pair=0.001, adv=5.488, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:04<02:47,  1.95it/s, loss=0.537, pair=0.001, adv=5.488, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:04<02:47,  1.95it/s, loss=0.491, pair=0.002, adv=5.180, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:04<02:37,  2.06it/s, loss=0.491, pair=0.002, adv=5.180, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:05<02:37,  2.06it/s, loss=0.516, pair=0.002, adv=4.019, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:05<02:36,  2.07it/s, loss=0.516, pair=0.002, adv=4.019, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:05<02:36,  2.07it/s, loss=0.530, pair=0.010, adv=4.614, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:05<02:29,  2.15it/s, loss=0.530, pair=0.010, adv=4.614, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:06<02:29,  2.15it/s, loss=0.535, pair=0.002, adv=4.164, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:06<02:34,  2.08it/s, loss=0.535, pair=0.002, adv=4.164, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:06<02:34,  2.08it/s, loss=0.496, pair=0.007, adv=4.818, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:06<02:27,  2.17it/s, loss=0.496, pair=0.007, adv=4.818, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:07<02:27,  2.17it/s, loss=0.448, pair=0.011, adv=2.856, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:32,  2.10it/s, loss=0.448, pair=0.011, adv=2.856, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:07<02:32,  2.10it/s, loss=0.974, pair=2.000, adv=2.825, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:07<02:23,  2.22it/s, loss=0.974, pair=2.000, adv=2.825, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:08<02:23,  2.22it/s, loss=0.578, pair=0.001, adv=5.790, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<02:29,  2.13it/s, loss=0.578, pair=0.001, adv=5.790, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:08<02:29,  2.13it/s, loss=0.497, pair=0.001, adv=4.917, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:08<02:22,  2.22it/s, loss=0.497, pair=0.001, adv=4.917, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:09<02:22,  2.22it/s, loss=0.595, pair=0.001, adv=4.484, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:29,  2.12it/s, loss=0.595, pair=0.001, adv=4.484, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:09<02:29,  2.12it/s, loss=0.474, pair=0.003, adv=2.765, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:22,  2.21it/s, loss=0.474, pair=0.003, adv=2.765, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:10<02:22,  2.21it/s, loss=0.528, pair=0.008, adv=3.438, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:28,  2.11it/s, loss=0.528, pair=0.008, adv=3.438, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:10<02:28,  2.11it/s, loss=0.530, pair=0.010, adv=3.448, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.18it/s, loss=0.530, pair=0.010, adv=3.448, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.18it/s, loss=0.512, pair=0.017, adv=5.446, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:28,  2.10it/s, loss=0.512, pair=0.017, adv=5.446, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:11<02:28,  2.10it/s, loss=0.552, pair=0.013, adv=3.415, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:23,  2.16it/s, loss=0.552, pair=0.013, adv=3.415, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:12<02:23,  2.16it/s, loss=1.000, pair=1.852, adv=4.429, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:39,  1.95it/s, loss=1.000, pair=1.852, adv=4.429, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:12<02:39,  1.95it/s, loss=0.976, pair=1.812, adv=3.462, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:29,  2.06it/s, loss=0.976, pair=1.812, adv=3.462, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:29,  2.06it/s, loss=0.501, pair=0.007, adv=2.554, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:33,  2.00it/s, loss=0.501, pair=0.007, adv=2.554, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:13<02:33,  2.00it/s, loss=0.528, pair=0.008, adv=3.862, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:25,  2.11it/s, loss=0.528, pair=0.008, adv=3.862, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:25,  2.11it/s, loss=0.532, pair=0.018, adv=4.541, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:29,  2.04it/s, loss=0.532, pair=0.018, adv=4.541, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:14<02:29,  2.04it/s, loss=0.506, pair=0.002, adv=3.049, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:23,  2.13it/s, loss=0.506, pair=0.002, adv=3.049, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:23,  2.13it/s, loss=0.556, pair=0.008, adv=3.408, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:25,  2.08it/s, loss=0.556, pair=0.008, adv=3.408, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:15<02:25,  2.08it/s, loss=0.557, pair=0.002, adv=4.779, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:19,  2.17it/s, loss=0.557, pair=0.002, adv=4.779, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:19,  2.17it/s, loss=0.619, pair=0.001, adv=6.633, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:25,  2.08it/s, loss=0.619, pair=0.001, adv=6.633, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:16<02:25,  2.08it/s, loss=0.527, pair=0.024, adv=4.905, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:15,  2.21it/s, loss=0.527, pair=0.024, adv=4.905, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:15,  2.21it/s, loss=0.982, pair=1.782, adv=6.821, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:25,  2.06it/s, loss=0.982, pair=1.782, adv=6.821, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:17<02:25,  2.06it/s, loss=0.541, pair=0.011, adv=3.917, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:18,  2.16it/s, loss=0.541, pair=0.011, adv=3.917, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:18,  2.16it/s, loss=0.546, pair=0.002, adv=5.108, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:21,  2.10it/s, loss=0.546, pair=0.002, adv=5.108, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:21,  2.10it/s, loss=0.517, pair=0.000, adv=7.171, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:12,  2.24it/s, loss=0.517, pair=0.000, adv=7.171, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:12,  2.24it/s, loss=0.545, pair=0.012, adv=4.135, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:20,  2.11it/s, loss=0.545, pair=0.012, adv=4.135, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:20,  2.11it/s, loss=0.490, pair=0.007, adv=4.964, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:18<02:13,  2.21it/s, loss=0.490, pair=0.007, adv=4.964, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:13,  2.21it/s, loss=0.499, pair=0.004, adv=5.784, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:18,  2.12it/s, loss=0.499, pair=0.004, adv=5.784, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:18,  2.12it/s, loss=0.565, pair=0.010, adv=4.393, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:19<02:14,  2.18it/s, loss=0.565, pair=0.010, adv=4.393, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:14,  2.18it/s, loss=0.624, pair=0.021, adv=4.740, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:20,  2.08it/s, loss=0.624, pair=0.021, adv=4.740, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:20,  2.08it/s, loss=0.555, pair=0.000, adv=4.239, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:20<02:13,  2.17it/s, loss=0.555, pair=0.000, adv=4.239, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:13,  2.17it/s, loss=0.544, pair=0.007, adv=5.436, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:22,  2.04it/s, loss=0.544, pair=0.007, adv=5.436, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:22,  2.04it/s, loss=0.534, pair=0.015, adv=3.886, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:21<02:14,  2.16it/s, loss=0.534, pair=0.015, adv=3.886, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:14,  2.16it/s, loss=1.041, pair=1.674, adv=3.780, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:20,  2.05it/s, loss=1.041, pair=1.674, adv=3.780, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:20,  2.05it/s, loss=0.558, pair=0.015, adv=6.197, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:22<02:12,  2.16it/s, loss=0.558, pair=0.015, adv=6.197, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:12,  2.16it/s, loss=0.534, pair=0.011, adv=3.421, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:18,  2.07it/s, loss=0.534, pair=0.011, adv=3.421, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:18,  2.07it/s, loss=0.526, pair=0.007, adv=5.402, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:23<02:13,  2.13it/s, loss=0.526, pair=0.007, adv=5.402, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:13,  2.13it/s, loss=0.575, pair=0.173, adv=3.294, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:16,  2.09it/s, loss=0.575, pair=0.173, adv=3.294, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:16,  2.09it/s, loss=0.529, pair=0.013, adv=3.924, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:24<02:07,  2.22it/s, loss=0.529, pair=0.013, adv=3.924, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:07,  2.22it/s, loss=0.514, pair=0.007, adv=2.910, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:13,  2.11it/s, loss=0.514, pair=0.007, adv=2.910, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:13,  2.11it/s, loss=1.110, pair=2.621, adv=4.223, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:25<02:08,  2.18it/s, loss=1.110, pair=2.621, adv=4.223, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:08,  2.18it/s, loss=0.510, pair=0.012, adv=3.916, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:24,  1.94it/s, loss=0.510, pair=0.012, adv=3.916, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:24,  1.94it/s, loss=1.177, pair=2.617, adv=4.188, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:26<02:15,  2.06it/s, loss=1.177, pair=2.617, adv=4.188, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:15,  2.06it/s, loss=0.445, pair=0.000, adv=2.437, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:19,  2.00it/s, loss=0.445, pair=0.000, adv=2.437, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:19,  2.00it/s, loss=0.549, pair=0.001, adv=4.177, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:27<02:11,  2.11it/s, loss=0.549, pair=0.001, adv=4.177, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:11,  2.11it/s, loss=0.585, pair=0.006, adv=3.701, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:16,  2.02it/s, loss=0.585, pair=0.006, adv=3.701, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:16,  2.02it/s, loss=0.559, pair=0.004, adv=5.963, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:28<02:09,  2.12it/s, loss=0.559, pair=0.004, adv=5.963, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.12it/s, loss=0.540, pair=0.000, adv=5.482, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:13,  2.05it/s, loss=0.540, pair=0.000, adv=5.482, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:13,  2.05it/s, loss=0.509, pair=0.009, adv=3.248, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:29<02:05,  2.17it/s, loss=0.509, pair=0.009, adv=3.248, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:05,  2.17it/s, loss=1.143, pair=2.449, adv=4.793, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:11,  2.06it/s, loss=1.143, pair=2.449, adv=4.793, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:11,  2.06it/s, loss=1.114, pair=2.285, adv=5.353, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:30<02:08,  2.11it/s, loss=1.114, pair=2.285, adv=5.353, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:08,  2.11it/s, loss=0.552, pair=0.001, adv=5.100, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:14,  2.01it/s, loss=0.552, pair=0.001, adv=5.100, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:14,  2.01it/s, loss=0.521, pair=0.009, adv=4.486, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:06,  2.13it/s, loss=0.521, pair=0.009, adv=4.486, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:06,  2.13it/s, loss=0.473, pair=0.012, adv=2.666, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:31<02:11,  2.04it/s, loss=0.473, pair=0.012, adv=2.666, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:11,  2.04it/s, loss=1.054, pair=2.443, adv=2.590, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:02,  2.17it/s, loss=1.054, pair=2.443, adv=2.590, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:02,  2.17it/s, loss=0.549, pair=0.011, adv=5.536, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:32<02:10,  2.04it/s, loss=0.549, pair=0.011, adv=5.536, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:10,  2.04it/s, loss=0.483, pair=0.006, adv=2.533, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:03,  2.14it/s, loss=0.483, pair=0.006, adv=2.533, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:03,  2.14it/s, loss=0.558, pair=0.010, adv=4.404, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:33<02:08,  2.05it/s, loss=0.558, pair=0.010, adv=4.404, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:08,  2.05it/s, loss=0.530, pair=0.006, adv=8.074, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:04,  2.12it/s, loss=0.530, pair=0.006, adv=8.074, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:04,  2.12it/s, loss=0.574, pair=0.018, adv=5.501, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:34<02:09,  2.02it/s, loss=0.574, pair=0.018, adv=5.501, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:09,  2.02it/s, loss=0.534, pair=0.002, adv=3.167, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:35<02:03,  2.12it/s, loss=0.534, pair=0.002, adv=3.167, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:35<02:03,  2.12it/s, loss=0.559, pair=0.003, adv=3.662, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:35<02:10,  1.99it/s, loss=0.559, pair=0.003, adv=3.662, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:10,  1.99it/s, loss=0.528, pair=0.013, adv=3.671, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<02:04,  2.09it/s, loss=0.528, pair=0.013, adv=3.671, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<02:04,  2.09it/s, loss=0.567, pair=0.009, adv=3.371, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:36<02:16,  1.89it/s, loss=0.567, pair=0.009, adv=3.371, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:16,  1.89it/s, loss=0.528, pair=0.006, adv=3.001, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:37<02:10,  1.97it/s, loss=0.528, pair=0.006, adv=3.001, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<02:10,  1.97it/s, loss=0.453, pair=0.007, adv=2.667, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:29,  1.72it/s, loss=0.453, pair=0.007, adv=2.667, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:29,  1.72it/s, loss=0.509, pair=0.019, adv=3.153, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:38<02:17,  1.85it/s, loss=0.509, pair=0.019, adv=3.153, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<02:17,  1.85it/s, loss=0.540, pair=0.004, adv=3.815, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:24,  1.76it/s, loss=0.540, pair=0.004, adv=3.815, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:24,  1.76it/s, loss=0.476, pair=0.010, adv=2.582, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<02:14,  1.88it/s, loss=0.476, pair=0.010, adv=2.582, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:40<02:14,  1.88it/s, loss=0.561, pair=0.019, adv=4.964, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:20,  1.80it/s, loss=0.561, pair=0.019, adv=4.964, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:20,  1.80it/s, loss=0.518, pair=0.006, adv=4.035, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<02:12,  1.89it/s, loss=0.518, pair=0.006, adv=4.035, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:41<02:12,  1.89it/s, loss=0.520, pair=0.008, adv=3.334, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:19,  1.79it/s, loss=0.520, pair=0.008, adv=3.334, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:19,  1.79it/s, loss=0.441, pair=0.009, adv=2.272, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<02:08,  1.93it/s, loss=0.441, pair=0.009, adv=2.272, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:42<02:08,  1.93it/s, loss=0.455, pair=0.018, adv=2.497, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:16,  1.82it/s, loss=0.455, pair=0.018, adv=2.497, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:16,  1.82it/s, loss=0.916, pair=1.542, adv=5.021, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<02:09,  1.90it/s, loss=0.916, pair=1.542, adv=5.021, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<02:09,  1.90it/s, loss=0.533, pair=0.010, adv=4.482, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:16,  1.80it/s, loss=0.533, pair=0.010, adv=4.482, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:16,  1.80it/s, loss=0.472, pair=0.030, adv=2.383, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<02:07,  1.92it/s, loss=0.472, pair=0.030, adv=2.383, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:44<02:07,  1.92it/s, loss=0.387, pair=0.011, adv=2.256, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:13,  1.83it/s, loss=0.387, pair=0.011, adv=2.256, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:13,  1.83it/s, loss=0.546, pair=0.019, adv=3.888, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<02:05,  1.93it/s, loss=0.546, pair=0.019, adv=3.888, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:45<02:05,  1.93it/s, loss=0.527, pair=0.016, adv=4.154, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:14,  1.80it/s, loss=0.527, pair=0.016, adv=4.154, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:46<02:14,  1.80it/s, loss=0.504, pair=0.008, adv=3.207, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<02:06,  1.90it/s, loss=0.504, pair=0.008, adv=3.207, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:46<02:06,  1.90it/s, loss=0.541, pair=0.020, adv=3.352, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<02:12,  1.82it/s, loss=0.541, pair=0.020, adv=3.352, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:47<02:12,  1.82it/s, loss=0.494, pair=0.020, adv=3.097, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<02:02,  1.94it/s, loss=0.494, pair=0.020, adv=3.097, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:47<02:02,  1.94it/s, loss=0.436, pair=0.009, adv=2.544, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<02:12,  1.80it/s, loss=0.436, pair=0.009, adv=2.544, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:48<02:12,  1.80it/s, loss=0.508, pair=0.000, adv=4.491, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<02:02,  1.93it/s, loss=0.508, pair=0.000, adv=4.491, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:48<02:02,  1.93it/s, loss=0.576, pair=0.000, adv=3.154, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<02:11,  1.79it/s, loss=0.576, pair=0.000, adv=3.154, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:49<02:11,  1.79it/s, loss=0.517, pair=0.006, adv=3.736, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<02:03,  1.91it/s, loss=0.517, pair=0.006, adv=3.736, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:49<02:03,  1.91it/s, loss=0.485, pair=0.015, adv=3.641, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<02:08,  1.82it/s, loss=0.485, pair=0.015, adv=3.641, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:50<02:08,  1.82it/s, loss=0.530, pair=0.003, adv=4.106, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:59,  1.94it/s, loss=0.530, pair=0.003, adv=4.106, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:50<01:59,  1.94it/s, loss=0.540, pair=0.007, adv=4.787, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<02:05,  1.85it/s, loss=0.540, pair=0.007, adv=4.787, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:51<02:05,  1.85it/s, loss=0.458, pair=0.005, adv=2.757, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:58,  1.94it/s, loss=0.458, pair=0.005, adv=2.757, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:51<01:58,  1.94it/s, loss=0.519, pair=0.004, adv=4.395, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<02:01,  1.89it/s, loss=0.519, pair=0.004, adv=4.395, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:52<02:01,  1.89it/s, loss=1.774, pair=5.176, adv=4.730, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:52<01:53,  2.02it/s, loss=1.774, pair=5.176, adv=4.730, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:53<01:53,  2.02it/s, loss=1.678, pair=5.012, adv=3.734, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:53<02:02,  1.86it/s, loss=1.678, pair=5.012, adv=3.734, sprd=0.014
Ep 019/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:53<02:02,  1.86it/s, loss=0.521, pair=0.006, adv=4.020, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:53,  2.00it/s, loss=0.521, pair=0.006, adv=4.020, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:53<01:53,  2.00it/s, loss=1.613, pair=4.422, adv=4.380, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:53<01:55,  1.96it/s, loss=1.613, pair=4.422, adv=4.380, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:54<01:55,  1.96it/s, loss=1.164, pair=2.564, adv=3.369, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:48,  2.07it/s, loss=1.164, pair=2.564, adv=3.369, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:54<01:48,  2.07it/s, loss=0.556, pair=0.033, adv=3.183, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:54<01:50,  2.02it/s, loss=0.556, pair=0.033, adv=3.183, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:55<01:50,  2.02it/s, loss=1.534, pair=4.305, adv=5.067, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:46,  2.10it/s, loss=1.534, pair=4.305, adv=5.067, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:55<01:46,  2.10it/s, loss=0.554, pair=0.026, adv=5.103, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:55<01:49,  2.03it/s, loss=0.554, pair=0.026, adv=5.103, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:56<01:49,  2.03it/s, loss=0.484, pair=0.013, adv=2.949, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:45,  2.09it/s, loss=0.484, pair=0.013, adv=2.949, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:56<01:45,  2.09it/s, loss=0.526, pair=0.013, adv=3.779, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:56<01:48,  2.03it/s, loss=0.526, pair=0.013, adv=3.779, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:57<01:48,  2.03it/s, loss=0.511, pair=0.013, adv=2.981, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:43,  2.11it/s, loss=0.511, pair=0.013, adv=2.981, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:57<01:43,  2.11it/s, loss=0.534, pair=0.051, adv=5.633, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:47,  2.03it/s, loss=0.534, pair=0.051, adv=5.633, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:58<01:47,  2.03it/s, loss=0.546, pair=0.010, adv=5.249, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:41,  2.14it/s, loss=0.546, pair=0.010, adv=5.249, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:58<01:41,  2.14it/s, loss=0.543, pair=0.014, adv=4.700, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:45,  2.04it/s, loss=0.543, pair=0.014, adv=4.700, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:59<01:45,  2.04it/s, loss=0.649, pair=0.246, adv=5.301, sprd=0.034
Ep 019/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:41,  2.12it/s, loss=0.649, pair=0.246, adv=5.301, sprd=0.034
Ep 019/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:59<01:41,  2.12it/s, loss=0.485, pair=0.001, adv=2.572, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:45,  2.04it/s, loss=0.485, pair=0.001, adv=2.572, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  53%|▌| 239/453 [02:00<01:45,  2.04it/s, loss=0.509, pair=0.006, adv=2.995, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:40,  2.12it/s, loss=0.509, pair=0.006, adv=2.995, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  53%|▌| 240/453 [02:00<01:40,  2.12it/s, loss=0.493, pair=0.025, adv=2.626, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:43,  2.04it/s, loss=0.493, pair=0.025, adv=2.626, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:01<01:43,  2.04it/s, loss=0.454, pair=0.054, adv=2.191, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:37,  2.17it/s, loss=0.454, pair=0.054, adv=2.191, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:01<01:37,  2.17it/s, loss=0.531, pair=0.006, adv=4.728, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:40,  2.08it/s, loss=0.531, pair=0.006, adv=4.728, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:40,  2.08it/s, loss=0.989, pair=2.309, adv=2.564, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:35,  2.19it/s, loss=0.989, pair=2.309, adv=2.564, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:02<01:35,  2.19it/s, loss=0.515, pair=0.025, adv=4.058, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:39,  2.09it/s, loss=0.515, pair=0.025, adv=4.058, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:39,  2.09it/s, loss=0.567, pair=0.034, adv=3.559, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:32,  2.24it/s, loss=0.567, pair=0.034, adv=3.559, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:03<01:32,  2.24it/s, loss=0.564, pair=0.095, adv=3.190, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:37,  2.11it/s, loss=0.564, pair=0.095, adv=3.190, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:37,  2.11it/s, loss=0.531, pair=0.002, adv=4.912, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:33,  2.19it/s, loss=0.531, pair=0.002, adv=4.912, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:33,  2.19it/s, loss=0.510, pair=0.049, adv=4.457, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:36,  2.12it/s, loss=0.510, pair=0.049, adv=4.457, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:36,  2.12it/s, loss=0.488, pair=0.031, adv=3.999, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:31,  2.22it/s, loss=0.488, pair=0.031, adv=3.999, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:31,  2.22it/s, loss=0.506, pair=0.026, adv=3.009, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:36,  2.10it/s, loss=0.506, pair=0.026, adv=3.009, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:36,  2.10it/s, loss=0.469, pair=0.010, adv=2.682, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:31,  2.19it/s, loss=0.469, pair=0.010, adv=2.682, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:31,  2.19it/s, loss=0.576, pair=0.001, adv=3.407, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:42,  1.96it/s, loss=0.576, pair=0.001, adv=3.407, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:42,  1.96it/s, loss=0.505, pair=0.007, adv=4.488, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:36,  2.06it/s, loss=0.505, pair=0.007, adv=4.488, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:36,  2.06it/s, loss=0.489, pair=0.006, adv=2.786, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:39,  1.99it/s, loss=0.489, pair=0.006, adv=2.786, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:39,  1.99it/s, loss=0.425, pair=0.012, adv=2.379, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:33,  2.11it/s, loss=0.425, pair=0.012, adv=2.379, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:33,  2.11it/s, loss=0.557, pair=0.009, adv=4.058, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:36,  2.03it/s, loss=0.557, pair=0.009, adv=4.058, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:36,  2.03it/s, loss=0.460, pair=0.021, adv=2.434, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:30,  2.14it/s, loss=0.460, pair=0.021, adv=2.434, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:30,  2.14it/s, loss=0.531, pair=0.338, adv=2.929, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:34,  2.05it/s, loss=0.531, pair=0.338, adv=2.929, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:34,  2.05it/s, loss=0.495, pair=0.004, adv=5.274, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:29,  2.15it/s, loss=0.495, pair=0.004, adv=5.274, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:29,  2.15it/s, loss=0.497, pair=0.004, adv=4.508, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:33,  2.05it/s, loss=0.497, pair=0.004, adv=4.508, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:33,  2.05it/s, loss=1.554, pair=4.258, adv=5.755, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:29,  2.13it/s, loss=1.554, pair=4.258, adv=5.755, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:29,  2.13it/s, loss=0.568, pair=0.004, adv=4.256, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:33,  2.02it/s, loss=0.568, pair=0.004, adv=4.256, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:33,  2.02it/s, loss=0.503, pair=0.000, adv=3.282, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:11<01:29,  2.11it/s, loss=0.503, pair=0.000, adv=3.282, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:29,  2.11it/s, loss=1.336, pair=3.324, adv=4.561, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:32,  2.02it/s, loss=1.336, pair=3.324, adv=4.561, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:32,  2.02it/s, loss=0.532, pair=0.000, adv=4.234, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:12<01:28,  2.12it/s, loss=0.532, pair=0.000, adv=4.234, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:28,  2.12it/s, loss=0.512, pair=0.003, adv=4.921, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:30,  2.05it/s, loss=0.512, pair=0.003, adv=4.921, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:30,  2.05it/s, loss=0.582, pair=0.083, adv=6.226, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:26,  2.13it/s, loss=0.582, pair=0.083, adv=6.226, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:13<01:26,  2.13it/s, loss=0.560, pair=0.008, adv=4.159, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:13<01:29,  2.05it/s, loss=0.560, pair=0.008, adv=4.159, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:29,  2.05it/s, loss=0.586, pair=0.003, adv=5.902, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:26,  2.12it/s, loss=0.586, pair=0.003, adv=5.902, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:14<01:26,  2.12it/s, loss=0.531, pair=0.012, adv=3.037, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:14<01:29,  2.04it/s, loss=0.531, pair=0.012, adv=3.037, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:29,  2.04it/s, loss=0.519, pair=0.006, adv=4.162, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:24,  2.14it/s, loss=0.519, pair=0.006, adv=4.162, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:24,  2.14it/s, loss=0.547, pair=0.008, adv=4.661, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:15<01:29,  2.02it/s, loss=0.547, pair=0.008, adv=4.661, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:29,  2.02it/s, loss=0.516, pair=0.004, adv=4.211, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:24,  2.12it/s, loss=0.516, pair=0.004, adv=4.211, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:24,  2.12it/s, loss=0.509, pair=0.031, adv=2.881, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:16<01:26,  2.06it/s, loss=0.509, pair=0.031, adv=2.881, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:26,  2.06it/s, loss=0.523, pair=0.009, adv=4.678, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:22,  2.15it/s, loss=0.523, pair=0.009, adv=4.678, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:22,  2.15it/s, loss=0.528, pair=0.006, adv=5.531, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:17<01:27,  2.01it/s, loss=0.528, pair=0.006, adv=5.531, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:27,  2.01it/s, loss=0.544, pair=0.012, adv=6.959, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:23,  2.09it/s, loss=0.544, pair=0.012, adv=6.959, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:23,  2.09it/s, loss=0.482, pair=0.002, adv=3.122, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:18<01:25,  2.02it/s, loss=0.482, pair=0.002, adv=3.122, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:25,  2.02it/s, loss=0.475, pair=0.020, adv=2.887, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:19,  2.16it/s, loss=0.475, pair=0.020, adv=2.887, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:19,  2.16it/s, loss=0.590, pair=0.084, adv=3.704, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:19<01:21,  2.12it/s, loss=0.590, pair=0.084, adv=3.704, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:21,  2.12it/s, loss=0.523, pair=0.005, adv=3.420, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:15,  2.26it/s, loss=0.523, pair=0.005, adv=3.420, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:15,  2.26it/s, loss=0.570, pair=0.034, adv=3.467, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:20<01:25,  1.99it/s, loss=0.570, pair=0.034, adv=3.467, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:25,  1.99it/s, loss=0.504, pair=0.006, adv=4.887, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:21,  2.08it/s, loss=0.504, pair=0.006, adv=4.887, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:21,  2.08it/s, loss=0.490, pair=0.002, adv=4.655, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:21<01:23,  2.00it/s, loss=0.490, pair=0.002, adv=4.655, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:23,  2.00it/s, loss=0.512, pair=0.002, adv=4.059, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.12it/s, loss=0.512, pair=0.002, adv=4.059, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.12it/s, loss=0.430, pair=0.006, adv=2.407, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:22<01:21,  2.03it/s, loss=0.430, pair=0.006, adv=2.407, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:21,  2.03it/s, loss=0.556, pair=0.017, adv=6.005, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:15,  2.19it/s, loss=0.556, pair=0.017, adv=6.005, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:15,  2.19it/s, loss=0.590, pair=0.002, adv=3.510, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:23<01:18,  2.09it/s, loss=0.590, pair=0.002, adv=3.510, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:23<01:18,  2.09it/s, loss=0.522, pair=0.001, adv=5.950, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:23<01:15,  2.17it/s, loss=0.522, pair=0.001, adv=5.950, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:15,  2.17it/s, loss=0.512, pair=0.001, adv=3.802, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:24<01:19,  2.05it/s, loss=0.512, pair=0.001, adv=3.802, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:24<01:19,  2.05it/s, loss=0.542, pair=0.003, adv=6.676, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:24<01:16,  2.11it/s, loss=0.542, pair=0.003, adv=6.676, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:16,  2.11it/s, loss=0.536, pair=0.012, adv=4.004, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:25<01:21,  1.95it/s, loss=0.536, pair=0.012, adv=4.004, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:21,  1.95it/s, loss=0.523, pair=0.012, adv=4.229, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:18,  2.03it/s, loss=0.523, pair=0.012, adv=4.229, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:18,  2.03it/s, loss=0.557, pair=0.007, adv=3.935, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:26<01:24,  1.87it/s, loss=0.557, pair=0.007, adv=3.935, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:24,  1.87it/s, loss=0.921, pair=1.743, adv=2.668, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:19,  1.98it/s, loss=0.921, pair=1.743, adv=2.668, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:19,  1.98it/s, loss=0.512, pair=0.007, adv=4.699, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:27<01:25,  1.82it/s, loss=0.512, pair=0.007, adv=4.699, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:25,  1.82it/s, loss=0.563, pair=0.002, adv=4.581, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:20,  1.92it/s, loss=0.563, pair=0.002, adv=4.581, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:20,  1.92it/s, loss=0.536, pair=0.013, adv=3.096, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:28<01:25,  1.80it/s, loss=0.536, pair=0.013, adv=3.096, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:25,  1.80it/s, loss=0.562, pair=0.011, adv=4.853, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:20,  1.90it/s, loss=0.562, pair=0.011, adv=4.853, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:20,  1.90it/s, loss=0.536, pair=0.006, adv=3.996, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:29<01:25,  1.79it/s, loss=0.536, pair=0.006, adv=3.996, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:25,  1.79it/s, loss=0.536, pair=0.138, adv=4.900, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:19,  1.91it/s, loss=0.536, pair=0.138, adv=4.900, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:19,  1.91it/s, loss=0.515, pair=0.010, adv=3.063, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:30<01:21,  1.84it/s, loss=0.515, pair=0.010, adv=3.063, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:21,  1.84it/s, loss=0.506, pair=0.002, adv=3.377, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:17,  1.92it/s, loss=0.506, pair=0.002, adv=3.377, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:32<01:17,  1.92it/s, loss=0.975, pair=1.767, adv=5.367, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:21,  1.81it/s, loss=0.975, pair=1.767, adv=5.367, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:21,  1.81it/s, loss=0.501, pair=0.006, adv=4.385, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:16,  1.93it/s, loss=0.501, pair=0.006, adv=4.385, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:33<01:16,  1.93it/s, loss=1.105, pair=2.174, adv=7.591, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:25,  1.71it/s, loss=1.105, pair=2.174, adv=7.591, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:33<01:25,  1.71it/s, loss=0.483, pair=0.003, adv=2.720, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:18,  1.84it/s, loss=0.483, pair=0.003, adv=2.720, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:34<01:18,  1.84it/s, loss=0.556, pair=0.011, adv=7.216, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:20,  1.79it/s, loss=0.556, pair=0.011, adv=7.216, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:34<01:20,  1.79it/s, loss=0.538, pair=0.063, adv=8.100, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:14,  1.91it/s, loss=0.538, pair=0.063, adv=8.100, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:35<01:14,  1.91it/s, loss=0.592, pair=0.013, adv=11.144, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:17,  1.83it/s, loss=0.592, pair=0.013, adv=11.144, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:35<01:17,  1.83it/s, loss=0.565, pair=0.010, adv=11.087, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:12,  1.95it/s, loss=0.565, pair=0.010, adv=11.087, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:36<01:12,  1.95it/s, loss=0.603, pair=0.004, adv=4.401, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:17,  1.80it/s, loss=0.603, pair=0.004, adv=4.401, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:36<01:17,  1.80it/s, loss=0.666, pair=0.577, adv=8.191, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:11,  1.93it/s, loss=0.666, pair=0.577, adv=8.191, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:37<01:11,  1.93it/s, loss=0.694, pair=0.351, adv=4.822, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:15,  1.82it/s, loss=0.694, pair=0.351, adv=4.822, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:37<01:15,  1.82it/s, loss=0.608, pair=0.024, adv=10.537, sprd=0.03
Ep 019/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:11,  1.92it/s, loss=0.608, pair=0.024, adv=10.537, sprd=0.03
Ep 019/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:38<01:11,  1.92it/s, loss=0.513, pair=0.012, adv=6.030, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:13,  1.86it/s, loss=0.513, pair=0.012, adv=6.030, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:38<01:13,  1.86it/s, loss=0.540, pair=0.002, adv=7.183, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:08,  1.96it/s, loss=0.540, pair=0.002, adv=7.183, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:39<01:08,  1.96it/s, loss=0.540, pair=0.002, adv=8.257, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:39<01:12,  1.84it/s, loss=0.540, pair=0.002, adv=8.257, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:40<01:12,  1.84it/s, loss=0.555, pair=0.013, adv=5.530, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:08,  1.93it/s, loss=0.555, pair=0.013, adv=5.530, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:40<01:08,  1.93it/s, loss=0.559, pair=0.006, adv=7.275, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:40<01:11,  1.84it/s, loss=0.559, pair=0.006, adv=7.275, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:41<01:11,  1.84it/s, loss=0.547, pair=0.011, adv=7.315, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:06,  1.96it/s, loss=0.547, pair=0.011, adv=7.315, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:41<01:06,  1.96it/s, loss=0.587, pair=0.013, adv=6.757, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:07,  1.93it/s, loss=0.587, pair=0.013, adv=6.757, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:41<01:07,  1.93it/s, loss=0.585, pair=0.005, adv=5.355, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:02,  2.06it/s, loss=0.585, pair=0.005, adv=5.355, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:42<01:02,  2.06it/s, loss=0.550, pair=0.009, adv=6.982, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:05,  1.97it/s, loss=0.550, pair=0.009, adv=6.982, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:42<01:05,  1.97it/s, loss=0.565, pair=0.020, adv=6.885, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<01:00,  2.09it/s, loss=0.565, pair=0.020, adv=6.885, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:43<01:00,  2.09it/s, loss=0.520, pair=0.013, adv=11.019, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:02,  2.01it/s, loss=0.520, pair=0.013, adv=11.019, sprd=0.02
Ep 019/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:43<01:02,  2.01it/s, loss=0.535, pair=0.012, adv=5.928, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:58,  2.14it/s, loss=0.535, pair=0.012, adv=5.928, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:44<00:58,  2.14it/s, loss=0.499, pair=0.008, adv=5.078, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<00:59,  2.08it/s, loss=0.499, pair=0.008, adv=5.078, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:44<00:59,  2.08it/s, loss=0.530, pair=0.001, adv=6.446, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:55,  2.21it/s, loss=0.530, pair=0.001, adv=6.446, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:45<00:55,  2.21it/s, loss=0.578, pair=0.012, adv=8.433, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<00:58,  2.07it/s, loss=0.578, pair=0.012, adv=8.433, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:45<00:58,  2.07it/s, loss=0.530, pair=0.028, adv=4.998, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:54,  2.21it/s, loss=0.530, pair=0.028, adv=4.998, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:46<00:54,  2.21it/s, loss=0.534, pair=0.017, adv=5.910, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<00:56,  2.11it/s, loss=0.534, pair=0.017, adv=5.910, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:46<00:56,  2.11it/s, loss=0.536, pair=0.005, adv=3.737, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:54,  2.18it/s, loss=0.536, pair=0.005, adv=3.737, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:47<00:54,  2.18it/s, loss=0.609, pair=0.007, adv=5.953, sprd=0.036
Ep 019/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:01,  1.91it/s, loss=0.609, pair=0.007, adv=5.953, sprd=0.036
Ep 019/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:47<01:01,  1.91it/s, loss=0.585, pair=0.011, adv=4.436, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:57,  2.02it/s, loss=0.585, pair=0.011, adv=4.436, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:48<00:57,  2.02it/s, loss=0.516, pair=0.001, adv=4.691, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<00:58,  2.00it/s, loss=0.516, pair=0.001, adv=4.691, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:48<00:58,  2.00it/s, loss=0.526, pair=0.003, adv=5.021, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:54,  2.12it/s, loss=0.526, pair=0.003, adv=5.021, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:49<00:54,  2.12it/s, loss=0.508, pair=0.001, adv=3.361, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:56,  2.03it/s, loss=0.508, pair=0.001, adv=3.361, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:49<00:56,  2.03it/s, loss=0.579, pair=0.006, adv=3.544, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:53,  2.10it/s, loss=0.579, pair=0.006, adv=3.544, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:50<00:53,  2.10it/s, loss=0.515, pair=0.015, adv=3.309, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:50<00:54,  2.06it/s, loss=0.515, pair=0.015, adv=3.309, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:50<00:54,  2.06it/s, loss=0.517, pair=0.003, adv=3.993, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:51,  2.15it/s, loss=0.517, pair=0.003, adv=3.993, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:51<00:51,  2.15it/s, loss=0.480, pair=0.011, adv=3.155, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:52,  2.10it/s, loss=0.480, pair=0.011, adv=3.155, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:51<00:52,  2.10it/s, loss=0.467, pair=0.004, adv=3.139, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:50,  2.17it/s, loss=0.467, pair=0.004, adv=3.139, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:52<00:50,  2.17it/s, loss=0.535, pair=0.001, adv=4.154, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:52,  2.06it/s, loss=0.535, pair=0.001, adv=4.154, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<00:52,  2.06it/s, loss=0.457, pair=0.005, adv=2.671, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:49,  2.18it/s, loss=0.457, pair=0.005, adv=2.671, sprd=0.015
Ep 019/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:49,  2.18it/s, loss=0.515, pair=0.001, adv=3.816, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<00:50,  2.11it/s, loss=0.515, pair=0.001, adv=3.816, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:53<00:50,  2.11it/s, loss=0.499, pair=0.016, adv=2.743, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:47,  2.22it/s, loss=0.499, pair=0.016, adv=2.743, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:47,  2.22it/s, loss=0.528, pair=0.011, adv=5.645, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:48,  2.13it/s, loss=0.528, pair=0.011, adv=5.645, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:54<00:48,  2.13it/s, loss=0.572, pair=0.008, adv=3.813, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:47,  2.19it/s, loss=0.572, pair=0.008, adv=3.813, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:47,  2.19it/s, loss=0.586, pair=0.013, adv=4.226, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:48,  2.09it/s, loss=0.586, pair=0.013, adv=4.226, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:55<00:48,  2.09it/s, loss=0.514, pair=0.005, adv=2.687, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:46,  2.16it/s, loss=0.514, pair=0.005, adv=2.687, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:46,  2.16it/s, loss=0.513, pair=0.006, adv=3.276, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:47,  2.08it/s, loss=0.513, pair=0.006, adv=3.276, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:56<00:47,  2.08it/s, loss=0.567, pair=0.002, adv=4.652, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:46,  2.15it/s, loss=0.567, pair=0.002, adv=4.652, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:46,  2.15it/s, loss=0.506, pair=0.006, adv=2.715, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:56<00:47,  2.07it/s, loss=0.506, pair=0.006, adv=2.715, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:47,  2.07it/s, loss=0.486, pair=0.003, adv=2.626, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:45,  2.15it/s, loss=0.486, pair=0.003, adv=2.626, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:45,  2.15it/s, loss=0.581, pair=0.007, adv=4.986, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:57<00:47,  2.02it/s, loss=0.581, pair=0.007, adv=4.986, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:47,  2.02it/s, loss=0.530, pair=0.006, adv=3.358, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:43,  2.16it/s, loss=0.530, pair=0.006, adv=3.358, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:43,  2.16it/s, loss=0.505, pair=0.003, adv=3.453, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:58<00:45,  2.06it/s, loss=0.505, pair=0.003, adv=3.453, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:45,  2.06it/s, loss=0.503, pair=0.001, adv=3.255, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:42,  2.17it/s, loss=0.503, pair=0.001, adv=3.255, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:42,  2.17it/s, loss=0.479, pair=0.001, adv=2.937, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  80%|▊| 361/453 [02:59<00:44,  2.07it/s, loss=0.479, pair=0.001, adv=2.937, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:44,  2.07it/s, loss=0.545, pair=0.001, adv=3.698, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.15it/s, loss=0.545, pair=0.001, adv=3.698, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.15it/s, loss=0.540, pair=0.000, adv=5.340, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:00<00:46,  1.92it/s, loss=0.540, pair=0.000, adv=5.340, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:46,  1.92it/s, loss=0.559, pair=0.149, adv=5.122, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:43,  2.05it/s, loss=0.559, pair=0.149, adv=5.122, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:43,  2.05it/s, loss=0.576, pair=0.006, adv=6.970, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:01<00:44,  1.98it/s, loss=0.576, pair=0.006, adv=6.970, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:44,  1.98it/s, loss=0.559, pair=0.008, adv=5.531, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:41,  2.10it/s, loss=0.559, pair=0.008, adv=5.531, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:41,  2.10it/s, loss=0.542, pair=0.008, adv=4.994, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:02<00:42,  2.00it/s, loss=0.542, pair=0.008, adv=4.994, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:42,  2.00it/s, loss=0.583, pair=0.014, adv=7.162, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:40,  2.09it/s, loss=0.583, pair=0.014, adv=7.162, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:40,  2.09it/s, loss=0.593, pair=0.004, adv=6.050, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:41,  2.03it/s, loss=0.593, pair=0.004, adv=6.050, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:03<00:41,  2.03it/s, loss=0.549, pair=0.034, adv=7.568, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:03<00:39,  2.12it/s, loss=0.549, pair=0.034, adv=7.568, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:39,  2.12it/s, loss=0.590, pair=0.012, adv=5.559, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:39,  2.05it/s, loss=0.590, pair=0.012, adv=5.559, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:04<00:39,  2.05it/s, loss=0.554, pair=0.007, adv=7.333, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:04<00:37,  2.15it/s, loss=0.554, pair=0.007, adv=7.333, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:37,  2.15it/s, loss=0.529, pair=0.009, adv=7.333, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:39,  2.01it/s, loss=0.529, pair=0.009, adv=7.333, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:05<00:39,  2.01it/s, loss=0.528, pair=0.002, adv=8.569, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:05<00:37,  2.12it/s, loss=0.528, pair=0.002, adv=8.569, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:37,  2.12it/s, loss=0.575, pair=0.000, adv=6.264, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:38,  2.04it/s, loss=0.575, pair=0.000, adv=6.264, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:38,  2.04it/s, loss=0.552, pair=0.006, adv=7.347, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:06<00:35,  2.14it/s, loss=0.552, pair=0.006, adv=7.347, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:35,  2.14it/s, loss=0.596, pair=0.010, adv=7.635, sprd=0.038
Ep 019/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:38,  1.99it/s, loss=0.596, pair=0.010, adv=7.635, sprd=0.038
Ep 019/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:38,  1.99it/s, loss=0.605, pair=0.076, adv=4.611, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:07<00:35,  2.09it/s, loss=0.605, pair=0.076, adv=4.611, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:35,  2.09it/s, loss=0.581, pair=0.004, adv=6.231, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:36,  2.03it/s, loss=0.581, pair=0.004, adv=6.231, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:36,  2.03it/s, loss=0.533, pair=0.005, adv=6.784, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:08<00:34,  2.14it/s, loss=0.533, pair=0.005, adv=6.784, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:34,  2.14it/s, loss=0.508, pair=0.002, adv=9.334, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:09<00:34,  2.07it/s, loss=0.508, pair=0.002, adv=9.334, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:09<00:34,  2.07it/s, loss=0.935, pair=1.641, adv=5.086, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:09<00:31,  2.25it/s, loss=0.935, pair=1.641, adv=5.086, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:31,  2.25it/s, loss=0.687, pair=0.003, adv=5.243, sprd=0.040
Ep 019/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:10<00:33,  2.07it/s, loss=0.687, pair=0.003, adv=5.243, sprd=0.040
Ep 019/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:10<00:33,  2.07it/s, loss=0.546, pair=0.007, adv=6.017, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:10<00:32,  2.14it/s, loss=0.546, pair=0.007, adv=6.017, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.14it/s, loss=0.514, pair=0.015, adv=4.389, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:11<00:32,  2.07it/s, loss=0.514, pair=0.015, adv=4.389, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:11<00:32,  2.07it/s, loss=0.588, pair=0.017, adv=3.468, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:11<00:31,  2.13it/s, loss=0.588, pair=0.017, adv=3.468, sprd=0.035
Ep 019/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.13it/s, loss=0.563, pair=0.013, adv=7.224, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:32,  2.04it/s, loss=0.563, pair=0.013, adv=7.224, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:32,  2.04it/s, loss=0.564, pair=0.003, adv=7.117, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:12<00:30,  2.16it/s, loss=0.564, pair=0.003, adv=7.117, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.16it/s, loss=0.505, pair=0.007, adv=7.793, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:31,  2.06it/s, loss=0.505, pair=0.007, adv=7.793, sprd=0.019
Ep 019/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:31,  2.06it/s, loss=0.553, pair=0.019, adv=6.235, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:13<00:29,  2.16it/s, loss=0.553, pair=0.019, adv=6.235, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.16it/s, loss=0.579, pair=0.015, adv=4.530, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:30,  2.02it/s, loss=0.579, pair=0.015, adv=4.530, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:30,  2.02it/s, loss=0.577, pair=0.010, adv=3.867, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:14<00:28,  2.12it/s, loss=0.577, pair=0.010, adv=3.867, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.12it/s, loss=0.548, pair=0.009, adv=4.315, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:32,  1.84it/s, loss=0.548, pair=0.009, adv=4.315, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:32,  1.84it/s, loss=0.529, pair=0.002, adv=7.114, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:15<00:30,  1.96it/s, loss=0.529, pair=0.002, adv=7.114, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:30,  1.96it/s, loss=0.503, pair=0.001, adv=4.684, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:31,  1.86it/s, loss=0.503, pair=0.001, adv=4.684, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:31,  1.86it/s, loss=0.531, pair=0.007, adv=6.491, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:16<00:28,  1.97it/s, loss=0.531, pair=0.007, adv=6.491, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:28,  1.97it/s, loss=0.548, pair=0.003, adv=3.469, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:30,  1.84it/s, loss=0.548, pair=0.003, adv=3.469, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:30,  1.84it/s, loss=0.588, pair=0.004, adv=7.996, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:17<00:28,  1.92it/s, loss=0.588, pair=0.004, adv=7.996, sprd=0.033
Ep 019/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:28,  1.92it/s, loss=0.617, pair=0.000, adv=6.819, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:30,  1.79it/s, loss=0.617, pair=0.000, adv=6.819, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:30,  1.79it/s, loss=0.487, pair=0.099, adv=3.034, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:18<00:27,  1.94it/s, loss=0.487, pair=0.099, adv=3.034, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:27,  1.94it/s, loss=0.536, pair=0.008, adv=3.890, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:28,  1.82it/s, loss=0.536, pair=0.008, adv=3.890, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:28,  1.82it/s, loss=0.533, pair=0.005, adv=5.989, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:19<00:26,  1.92it/s, loss=0.533, pair=0.005, adv=5.989, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:26,  1.92it/s, loss=0.549, pair=0.004, adv=4.370, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:27,  1.81it/s, loss=0.549, pair=0.004, adv=4.370, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:27,  1.81it/s, loss=0.495, pair=0.002, adv=6.361, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:20<00:25,  1.93it/s, loss=0.495, pair=0.002, adv=6.361, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:25,  1.93it/s, loss=0.522, pair=0.000, adv=5.862, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:26,  1.81it/s, loss=0.522, pair=0.000, adv=5.862, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:22<00:26,  1.81it/s, loss=0.834, pair=1.295, adv=6.006, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:24,  1.91it/s, loss=0.834, pair=1.295, adv=6.006, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:24,  1.91it/s, loss=0.570, pair=0.011, adv=3.786, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:25,  1.79it/s, loss=0.570, pair=0.011, adv=3.786, sprd=0.031
Ep 019/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:23<00:25,  1.79it/s, loss=0.513, pair=0.005, adv=2.750, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:23,  1.91it/s, loss=0.513, pair=0.005, adv=2.750, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:23,  1.91it/s, loss=0.582, pair=0.009, adv=7.808, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:24,  1.83it/s, loss=0.582, pair=0.009, adv=7.808, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:24<00:24,  1.83it/s, loss=0.522, pair=0.004, adv=3.176, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:22,  1.93it/s, loss=0.522, pair=0.004, adv=3.176, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:22,  1.93it/s, loss=0.582, pair=0.008, adv=7.467, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:22,  1.83it/s, loss=0.582, pair=0.008, adv=7.467, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:25<00:22,  1.83it/s, loss=0.538, pair=0.007, adv=4.517, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:21,  1.95it/s, loss=0.538, pair=0.007, adv=4.517, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:21,  1.95it/s, loss=0.556, pair=0.009, adv=5.262, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:21,  1.82it/s, loss=0.556, pair=0.009, adv=5.262, sprd=0.029
Ep 019/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:26<00:21,  1.82it/s, loss=0.540, pair=0.004, adv=4.133, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:20,  1.95it/s, loss=0.540, pair=0.004, adv=4.133, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:26<00:20,  1.95it/s, loss=0.500, pair=0.002, adv=8.091, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:20,  1.85it/s, loss=0.500, pair=0.002, adv=8.091, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:27<00:20,  1.85it/s, loss=0.571, pair=0.003, adv=8.417, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:27<00:19,  1.94it/s, loss=0.571, pair=0.003, adv=8.417, sprd=0.032
Ep 019/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:28<00:19,  1.94it/s, loss=0.493, pair=0.003, adv=7.942, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.73it/s, loss=0.493, pair=0.003, adv=7.942, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.73it/s, loss=0.547, pair=0.004, adv=4.632, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:28<00:18,  1.85it/s, loss=0.547, pair=0.004, adv=4.632, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:29<00:18,  1.85it/s, loss=1.035, pair=2.072, adv=7.753, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:19,  1.76it/s, loss=1.035, pair=2.072, adv=7.753, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:29<00:19,  1.76it/s, loss=0.563, pair=0.013, adv=6.227, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:29<00:17,  1.88it/s, loss=0.563, pair=0.013, adv=6.227, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:30<00:17,  1.88it/s, loss=0.572, pair=0.009, adv=3.468, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:17,  1.87it/s, loss=0.572, pair=0.009, adv=3.468, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:30<00:17,  1.87it/s, loss=0.546, pair=0.009, adv=5.489, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:30<00:15,  1.97it/s, loss=0.546, pair=0.009, adv=5.489, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:31<00:15,  1.97it/s, loss=0.616, pair=0.000, adv=4.134, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:15,  1.94it/s, loss=0.616, pair=0.000, adv=4.134, sprd=0.028
Ep 019/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:31<00:15,  1.94it/s, loss=0.567, pair=0.012, adv=3.480, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.11it/s, loss=0.567, pair=0.012, adv=3.480, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:32<00:13,  2.11it/s, loss=0.528, pair=0.001, adv=3.054, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:13,  2.06it/s, loss=0.528, pair=0.001, adv=3.054, sprd=0.025
Ep 019/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:32<00:13,  2.06it/s, loss=0.499, pair=0.006, adv=5.796, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.17it/s, loss=0.499, pair=0.006, adv=5.796, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.17it/s, loss=0.500, pair=0.012, adv=2.753, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:12,  2.10it/s, loss=0.500, pair=0.012, adv=2.753, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:33<00:12,  2.10it/s, loss=0.516, pair=0.002, adv=4.806, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.18it/s, loss=0.516, pair=0.002, adv=4.806, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:33<00:11,  2.18it/s, loss=0.550, pair=0.007, adv=5.856, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.550, pair=0.007, adv=5.856, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:34<00:11,  2.08it/s, loss=0.476, pair=0.002, adv=4.952, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.19it/s, loss=0.476, pair=0.002, adv=4.952, sprd=0.016
Ep 019/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.19it/s, loss=0.534, pair=0.017, adv=4.336, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.09it/s, loss=0.534, pair=0.017, adv=4.336, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:35<00:10,  2.09it/s, loss=0.523, pair=0.019, adv=3.355, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.23it/s, loss=0.523, pair=0.019, adv=3.355, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.23it/s, loss=0.565, pair=0.013, adv=4.359, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.14it/s, loss=0.565, pair=0.013, adv=4.359, sprd=0.024
Ep 019/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:36<00:09,  2.14it/s, loss=0.498, pair=0.012, adv=4.195, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.24it/s, loss=0.498, pair=0.012, adv=4.195, sprd=0.017
Ep 019/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.24it/s, loss=1.019, pair=2.039, adv=4.411, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.14it/s, loss=1.019, pair=2.039, adv=4.411, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:37<00:08,  2.14it/s, loss=0.524, pair=0.002, adv=3.017, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.24it/s, loss=0.524, pair=0.002, adv=3.017, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:37<00:07,  2.24it/s, loss=0.511, pair=0.009, adv=4.520, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.10it/s, loss=0.511, pair=0.009, adv=4.520, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:38<00:07,  2.10it/s, loss=0.492, pair=0.001, adv=2.890, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.17it/s, loss=0.492, pair=0.001, adv=2.890, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:38<00:06,  2.17it/s, loss=0.549, pair=0.017, adv=3.594, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.549, pair=0.017, adv=3.594, sprd=0.023
Ep 019/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.512, pair=0.022, adv=2.639, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.512, pair=0.022, adv=2.639, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:39<00:06,  2.16it/s, loss=0.507, pair=0.004, adv=3.404, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.06it/s, loss=0.507, pair=0.004, adv=3.404, sprd=0.022
Ep 019/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.06it/s, loss=0.544, pair=0.009, adv=5.346, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.14it/s, loss=0.544, pair=0.009, adv=5.346, sprd=0.026
Ep 019/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:40<00:05,  2.14it/s, loss=0.540, pair=0.006, adv=8.343, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.08it/s, loss=0.540, pair=0.006, adv=8.343, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.08it/s, loss=0.529, pair=0.007, adv=5.826, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.14it/s, loss=0.529, pair=0.007, adv=5.826, sprd=0.027
Ep 019/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  2.14it/s, loss=0.532, pair=0.023, adv=5.768, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:04,  1.98it/s, loss=0.532, pair=0.023, adv=5.768, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:04,  1.98it/s, loss=0.518, pair=0.037, adv=5.147, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.14it/s, loss=0.518, pair=0.037, adv=5.147, sprd=0.018
Ep 019/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.14it/s, loss=0.537, pair=0.021, adv=6.253, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.05it/s, loss=0.537, pair=0.021, adv=6.253, sprd=0.020
Ep 019/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.05it/s, loss=0.600, pair=0.006, adv=4.163, sprd=0.039
Ep 019/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.11it/s, loss=0.600, pair=0.006, adv=4.163, sprd=0.039
Ep 019/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  2.11it/s, loss=0.573, pair=0.011, adv=5.361, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.05it/s, loss=0.573, pair=0.011, adv=5.361, sprd=0.030
Ep 019/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:01,  2.05it/s, loss=0.536, pair=0.007, adv=5.977, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.16it/s, loss=0.536, pair=0.007, adv=5.977, sprd=0.021
Ep 019/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  2.16it/s, loss=0.524, pair=0.014, adv=9.976, sprd=0.018
Ep 019/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.10it/s, loss=0.524, pair=0.014, adv=9.976, sprd=0.018
Ep 019/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:00,  2.10it/s, loss=0.535, pair=0.014, adv=7.560, sprd=0.022
Ep 019/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  2.21it/s, loss=0.535, pair=0.014, adv=7.560, sprd=0.022
Ep 019/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.21it/s, loss=0.529, pair=0.012, adv=4.849, sprd=0.023
Ep 019/80 [S1→S2:ramp]: 100%|█| 453/453 [03:45<00:00,  2.07it/s, loss=0.529, pair=0.012, adv=4.849, sprd=0.023
                                                                                                              
Epoch 019/80 [S1→S2:ramp]  loss=0.5732  mat=0.2822  sens=1.1872  pair=0.1855  adv=4.5114(rand=3.47)  deg=0.0061  orth=0.0025  spread=0.0224  q_mean=51.0  q_std=18.3  α=0.26 β=0.24 γ=0.68 λ_grl=0.600  lr=8.86e-05  225s

Ep 020/80 [S1→S2:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 020/80 [S1→S2:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.704, pair=0.003, adv=6.374, sprd=0.036]
Ep 020/80 [S1→S2:ramp]:   0%|  | 1/453 [00:00<07:11,  1.05it/s, loss=0.704, pair=0.003, adv=6.374, sprd=0.036]
Ep 020/80 [S1→S2:ramp]:   0%|  | 1/453 [00:01<07:11,  1.05it/s, loss=0.605, pair=0.002, adv=9.728, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:52,  1.54it/s, loss=0.605, pair=0.002, adv=9.728, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:   0%|  | 2/453 [00:01<04:52,  1.54it/s, loss=0.596, pair=0.000, adv=8.093, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:   1%|  | 3/453 [00:01<04:38,  1.62it/s, loss=0.596, pair=0.000, adv=8.093, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:   1%|  | 3/453 [00:02<04:38,  1.62it/s, loss=0.602, pair=0.005, adv=6.037, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:00,  1.86it/s, loss=0.602, pair=0.005, adv=6.037, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   1%|  | 4/453 [00:02<04:00,  1.86it/s, loss=0.608, pair=0.020, adv=6.286, sprd=0.033]
Ep 020/80 [S1→S2:ramp]:   1%|  | 5/453 [00:02<04:02,  1.85it/s, loss=0.608, pair=0.020, adv=6.286, sprd=0.033]
Ep 020/80 [S1→S2:ramp]:   1%|  | 5/453 [00:03<04:02,  1.85it/s, loss=0.567, pair=0.004, adv=6.459, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:40,  2.03it/s, loss=0.567, pair=0.004, adv=6.459, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   1%|  | 6/453 [00:03<03:40,  2.03it/s, loss=0.603, pair=0.009, adv=8.523, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   2%|  | 7/453 [00:03<03:52,  1.92it/s, loss=0.603, pair=0.009, adv=8.523, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   2%|  | 7/453 [00:04<03:52,  1.92it/s, loss=0.831, pair=0.932, adv=6.845, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:35,  2.07it/s, loss=0.831, pair=0.932, adv=6.845, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   2%|  | 8/453 [00:04<03:35,  2.07it/s, loss=0.648, pair=0.008, adv=6.004, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   2%|  | 9/453 [00:04<03:45,  1.97it/s, loss=0.648, pair=0.008, adv=6.004, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   2%| | 9/453 [00:05<03:45,  1.97it/s, loss=0.564, pair=0.007, adv=11.084, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:31,  2.09it/s, loss=0.564, pair=0.007, adv=11.084, sprd=0.022
Ep 020/80 [S1→S2:ramp]:   2%| | 10/453 [00:05<03:31,  2.09it/s, loss=0.596, pair=0.011, adv=8.668, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:   2%| | 11/453 [00:05<03:37,  2.03it/s, loss=0.596, pair=0.011, adv=8.668, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:   2%| | 11/453 [00:06<03:37,  2.03it/s, loss=0.588, pair=0.006, adv=7.374, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:27,  2.13it/s, loss=0.588, pair=0.006, adv=7.374, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   3%| | 12/453 [00:06<03:27,  2.13it/s, loss=0.544, pair=0.012, adv=10.517, sprd=0.018
Ep 020/80 [S1→S2:ramp]:   3%| | 13/453 [00:06<03:39,  2.01it/s, loss=0.544, pair=0.012, adv=10.517, sprd=0.018
Ep 020/80 [S1→S2:ramp]:   3%| | 13/453 [00:07<03:39,  2.01it/s, loss=0.561, pair=0.025, adv=6.428, sprd=0.020]
Ep 020/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:25,  2.13it/s, loss=0.561, pair=0.025, adv=6.428, sprd=0.020]
Ep 020/80 [S1→S2:ramp]:   3%| | 14/453 [00:07<03:25,  2.13it/s, loss=0.571, pair=0.018, adv=4.808, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   3%| | 15/453 [00:07<03:28,  2.10it/s, loss=0.571, pair=0.018, adv=4.808, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   3%| | 15/453 [00:08<03:28,  2.10it/s, loss=0.570, pair=0.009, adv=6.793, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:18,  2.20it/s, loss=0.570, pair=0.009, adv=6.793, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   4%| | 16/453 [00:08<03:18,  2.20it/s, loss=0.634, pair=0.006, adv=5.240, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:   4%| | 17/453 [00:08<03:27,  2.10it/s, loss=0.634, pair=0.006, adv=5.240, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:   4%| | 17/453 [00:09<03:27,  2.10it/s, loss=0.586, pair=0.008, adv=5.229, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:18,  2.19it/s, loss=0.586, pair=0.008, adv=5.229, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   4%| | 18/453 [00:09<03:18,  2.19it/s, loss=0.582, pair=0.016, adv=6.449, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   4%| | 19/453 [00:09<03:37,  1.99it/s, loss=0.582, pair=0.016, adv=6.449, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   4%| | 19/453 [00:10<03:37,  1.99it/s, loss=0.579, pair=0.021, adv=5.965, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:24,  2.12it/s, loss=0.579, pair=0.021, adv=5.965, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:   4%| | 20/453 [00:10<03:24,  2.12it/s, loss=0.611, pair=0.007, adv=4.218, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:32,  2.03it/s, loss=0.611, pair=0.007, adv=4.218, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   5%| | 21/453 [00:10<03:32,  2.03it/s, loss=0.536, pair=0.001, adv=5.833, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   5%| | 22/453 [00:10<03:20,  2.14it/s, loss=0.536, pair=0.001, adv=5.833, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   5%| | 22/453 [00:11<03:20,  2.14it/s, loss=0.641, pair=0.030, adv=8.338, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:33,  2.01it/s, loss=0.641, pair=0.030, adv=8.338, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   5%| | 23/453 [00:11<03:33,  2.01it/s, loss=0.597, pair=0.031, adv=9.744, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   5%| | 24/453 [00:11<03:20,  2.14it/s, loss=0.597, pair=0.031, adv=9.744, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   5%| | 24/453 [00:12<03:20,  2.14it/s, loss=0.600, pair=0.063, adv=9.534, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:26,  2.07it/s, loss=0.600, pair=0.063, adv=9.534, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   6%| | 25/453 [00:12<03:26,  2.07it/s, loss=0.592, pair=0.024, adv=6.240, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   6%| | 26/453 [00:12<03:16,  2.17it/s, loss=0.592, pair=0.024, adv=6.240, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   6%| | 26/453 [00:13<03:16,  2.17it/s, loss=0.590, pair=0.007, adv=5.130, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:23,  2.09it/s, loss=0.590, pair=0.007, adv=5.130, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   6%| | 27/453 [00:13<03:23,  2.09it/s, loss=0.585, pair=0.003, adv=10.150, sprd=0.020
Ep 020/80 [S1→S2:ramp]:   6%| | 28/453 [00:13<03:13,  2.20it/s, loss=0.585, pair=0.003, adv=10.150, sprd=0.020
Ep 020/80 [S1→S2:ramp]:   6%| | 28/453 [00:14<03:13,  2.20it/s, loss=0.573, pair=0.000, adv=3.839, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:22,  2.10it/s, loss=0.573, pair=0.000, adv=3.839, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   6%| | 29/453 [00:14<03:22,  2.10it/s, loss=0.572, pair=0.008, adv=12.333, sprd=0.023
Ep 020/80 [S1→S2:ramp]:   7%| | 30/453 [00:14<03:12,  2.20it/s, loss=0.572, pair=0.008, adv=12.333, sprd=0.023
Ep 020/80 [S1→S2:ramp]:   7%| | 30/453 [00:15<03:12,  2.20it/s, loss=0.626, pair=0.023, adv=8.518, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:17,  2.14it/s, loss=0.626, pair=0.023, adv=8.518, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   7%| | 31/453 [00:15<03:17,  2.14it/s, loss=0.556, pair=0.014, adv=4.762, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   7%| | 32/453 [00:15<03:09,  2.22it/s, loss=0.556, pair=0.014, adv=4.762, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:   7%| | 32/453 [00:16<03:09,  2.22it/s, loss=0.595, pair=0.007, adv=4.489, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:22,  2.07it/s, loss=0.595, pair=0.007, adv=4.489, sprd=0.030]
Ep 020/80 [S1→S2:ramp]:   7%| | 33/453 [00:16<03:22,  2.07it/s, loss=0.581, pair=0.003, adv=5.488, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   8%| | 34/453 [00:16<03:15,  2.14it/s, loss=0.581, pair=0.003, adv=5.488, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   8%| | 34/453 [00:17<03:15,  2.14it/s, loss=0.584, pair=0.000, adv=9.425, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:25,  2.04it/s, loss=0.584, pair=0.000, adv=9.425, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:   8%| | 35/453 [00:17<03:25,  2.04it/s, loss=0.579, pair=0.011, adv=8.153, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   8%| | 36/453 [00:17<03:14,  2.14it/s, loss=0.579, pair=0.011, adv=8.153, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:   8%| | 36/453 [00:18<03:14,  2.14it/s, loss=0.561, pair=0.012, adv=5.442, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:35,  1.93it/s, loss=0.561, pair=0.012, adv=5.442, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:   8%| | 37/453 [00:18<03:35,  1.93it/s, loss=0.533, pair=0.018, adv=2.582, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   8%| | 38/453 [00:18<03:25,  2.02it/s, loss=0.533, pair=0.018, adv=2.582, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:   8%| | 38/453 [00:19<03:25,  2.02it/s, loss=0.618, pair=0.005, adv=8.106, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:43,  1.85it/s, loss=0.618, pair=0.005, adv=8.106, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   9%| | 39/453 [00:19<03:43,  1.85it/s, loss=0.575, pair=0.001, adv=7.523, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   9%| | 40/453 [00:19<03:32,  1.94it/s, loss=0.575, pair=0.001, adv=7.523, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:   9%| | 40/453 [00:20<03:32,  1.94it/s, loss=0.616, pair=0.009, adv=4.416, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:46,  1.82it/s, loss=0.616, pair=0.009, adv=4.416, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:   9%| | 41/453 [00:20<03:46,  1.82it/s, loss=0.560, pair=0.005, adv=6.150, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:   9%| | 42/453 [00:20<03:31,  1.94it/s, loss=0.560, pair=0.005, adv=6.150, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:   9%| | 42/453 [00:21<03:31,  1.94it/s, loss=0.581, pair=0.005, adv=2.923, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:48,  1.80it/s, loss=0.581, pair=0.005, adv=2.923, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:   9%| | 43/453 [00:21<03:48,  1.80it/s, loss=0.570, pair=0.000, adv=7.089, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  10%| | 44/453 [00:21<03:34,  1.90it/s, loss=0.570, pair=0.000, adv=7.089, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  10%| | 44/453 [00:22<03:34,  1.90it/s, loss=0.623, pair=0.000, adv=4.161, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  10%| | 45/453 [00:22<03:45,  1.81it/s, loss=0.623, pair=0.000, adv=4.161, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  10%| | 45/453 [00:23<03:45,  1.81it/s, loss=0.581, pair=0.011, adv=3.673, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:32,  1.92it/s, loss=0.581, pair=0.011, adv=3.673, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  10%| | 46/453 [00:23<03:32,  1.92it/s, loss=0.573, pair=0.012, adv=8.599, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  10%| | 47/453 [00:23<03:58,  1.70it/s, loss=0.573, pair=0.012, adv=8.599, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  10%| | 47/453 [00:24<03:58,  1.70it/s, loss=0.574, pair=0.001, adv=4.516, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:41,  1.83it/s, loss=0.574, pair=0.001, adv=4.516, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  11%| | 48/453 [00:24<03:41,  1.83it/s, loss=0.632, pair=0.009, adv=6.315, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:  11%| | 49/453 [00:24<03:52,  1.74it/s, loss=0.632, pair=0.009, adv=6.315, sprd=0.032]
Ep 020/80 [S1→S2:ramp]:  11%| | 49/453 [00:25<03:52,  1.74it/s, loss=0.604, pair=0.011, adv=6.090, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:33,  1.88it/s, loss=0.604, pair=0.011, adv=6.090, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  11%| | 50/453 [00:25<03:33,  1.88it/s, loss=0.542, pair=0.046, adv=5.692, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  11%| | 51/453 [00:25<03:44,  1.79it/s, loss=0.542, pair=0.046, adv=5.692, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  11%| | 51/453 [00:26<03:44,  1.79it/s, loss=0.576, pair=0.057, adv=4.621, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:30,  1.91it/s, loss=0.576, pair=0.057, adv=4.621, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  11%| | 52/453 [00:26<03:30,  1.91it/s, loss=0.597, pair=0.001, adv=4.410, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  12%| | 53/453 [00:26<03:39,  1.82it/s, loss=0.597, pair=0.001, adv=4.410, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  12%| | 53/453 [00:27<03:39,  1.82it/s, loss=0.535, pair=0.010, adv=4.733, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:24,  1.96it/s, loss=0.535, pair=0.010, adv=4.733, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  12%| | 54/453 [00:27<03:24,  1.96it/s, loss=0.467, pair=0.001, adv=2.557, sprd=0.020]
Ep 020/80 [S1→S2:ramp]:  12%| | 55/453 [00:27<03:38,  1.82it/s, loss=0.467, pair=0.001, adv=2.557, sprd=0.020]
Ep 020/80 [S1→S2:ramp]:  12%| | 55/453 [00:28<03:38,  1.82it/s, loss=0.577, pair=0.005, adv=3.822, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  12%| | 56/453 [00:28<03:27,  1.92it/s, loss=0.577, pair=0.005, adv=3.822, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  12%| | 56/453 [00:29<03:27,  1.92it/s, loss=0.597, pair=0.000, adv=4.440, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.78it/s, loss=0.597, pair=0.000, adv=4.440, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.78it/s, loss=0.574, pair=0.015, adv=3.772, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:29<03:27,  1.90it/s, loss=0.574, pair=0.015, adv=3.772, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 58/453 [00:30<03:27,  1.90it/s, loss=0.551, pair=0.000, adv=3.753, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:42,  1.77it/s, loss=0.551, pair=0.000, adv=3.753, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 59/453 [00:30<03:42,  1.77it/s, loss=0.586, pair=0.008, adv=3.138, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:30<03:28,  1.89it/s, loss=0.586, pair=0.008, adv=3.138, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 60/453 [00:31<03:28,  1.89it/s, loss=0.603, pair=0.001, adv=2.575, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:38,  1.79it/s, loss=0.603, pair=0.001, adv=2.575, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  13%|▏| 61/453 [00:31<03:38,  1.79it/s, loss=0.586, pair=0.003, adv=3.446, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:31<03:25,  1.90it/s, loss=0.586, pair=0.003, adv=3.446, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 62/453 [00:32<03:25,  1.90it/s, loss=0.602, pair=0.002, adv=4.405, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:39,  1.78it/s, loss=0.602, pair=0.002, adv=4.405, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 63/453 [00:32<03:39,  1.78it/s, loss=0.471, pair=0.004, adv=2.560, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:32<03:24,  1.90it/s, loss=0.471, pair=0.004, adv=2.560, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 64/453 [00:33<03:24,  1.90it/s, loss=0.477, pair=0.011, adv=2.546, sprd=0.016]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:36,  1.80it/s, loss=0.477, pair=0.011, adv=2.546, sprd=0.016]
Ep 020/80 [S1→S2:ramp]:  14%|▏| 65/453 [00:33<03:36,  1.80it/s, loss=0.542, pair=0.003, adv=3.798, sprd=0.016]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:33<03:21,  1.92it/s, loss=0.542, pair=0.003, adv=3.798, sprd=0.016]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 66/453 [00:34<03:21,  1.92it/s, loss=0.522, pair=0.005, adv=2.544, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:22,  1.90it/s, loss=0.522, pair=0.005, adv=2.544, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 67/453 [00:34<03:22,  1.90it/s, loss=0.540, pair=0.004, adv=3.395, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:34<03:08,  2.04it/s, loss=0.540, pair=0.004, adv=3.395, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 68/453 [00:35<03:08,  2.04it/s, loss=0.558, pair=0.000, adv=2.469, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:12,  1.99it/s, loss=0.558, pair=0.000, adv=2.469, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 69/453 [00:35<03:12,  1.99it/s, loss=0.527, pair=0.006, adv=2.682, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:35<03:03,  2.09it/s, loss=0.527, pair=0.006, adv=2.682, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:  15%|▏| 70/453 [00:36<03:03,  2.09it/s, loss=0.495, pair=0.009, adv=2.565, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.04it/s, loss=0.495, pair=0.009, adv=2.565, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.04it/s, loss=0.631, pair=0.003, adv=4.359, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:36<02:59,  2.13it/s, loss=0.631, pair=0.003, adv=4.359, sprd=0.034]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 72/453 [00:37<02:59,  2.13it/s, loss=0.580, pair=0.002, adv=5.173, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:07,  2.03it/s, loss=0.580, pair=0.002, adv=5.173, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 73/453 [00:37<03:07,  2.03it/s, loss=0.583, pair=0.003, adv=5.127, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:37<02:53,  2.18it/s, loss=0.583, pair=0.003, adv=5.127, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  16%|▏| 74/453 [00:38<02:53,  2.18it/s, loss=0.547, pair=0.001, adv=2.990, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<02:58,  2.11it/s, loss=0.547, pair=0.001, adv=2.990, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 75/453 [00:38<02:58,  2.11it/s, loss=0.499, pair=0.006, adv=2.860, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:38<03:01,  2.08it/s, loss=0.499, pair=0.006, adv=2.860, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 76/453 [00:39<03:01,  2.08it/s, loss=0.562, pair=0.002, adv=6.007, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:07,  2.01it/s, loss=0.562, pair=0.002, adv=6.007, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 77/453 [00:39<03:07,  2.01it/s, loss=0.611, pair=0.001, adv=6.945, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:39<02:56,  2.13it/s, loss=0.611, pair=0.001, adv=6.945, sprd=0.027]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 78/453 [00:40<02:56,  2.13it/s, loss=0.555, pair=0.000, adv=6.112, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:04,  2.03it/s, loss=0.555, pair=0.000, adv=6.112, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  17%|▏| 79/453 [00:40<03:04,  2.03it/s, loss=1.106, pair=2.066, adv=5.481, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:40<02:52,  2.16it/s, loss=1.106, pair=2.066, adv=5.481, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 80/453 [00:41<02:52,  2.16it/s, loss=0.645, pair=0.000, adv=7.042, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:01,  2.05it/s, loss=0.645, pair=0.000, adv=7.042, sprd=0.025]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 81/453 [00:41<03:01,  2.05it/s, loss=0.551, pair=0.000, adv=7.208, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:41<02:53,  2.14it/s, loss=0.551, pair=0.000, adv=7.208, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 82/453 [00:42<02:53,  2.14it/s, loss=0.522, pair=0.004, adv=3.006, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.04it/s, loss=0.522, pair=0.004, adv=3.006, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  18%|▏| 83/453 [00:42<03:00,  2.04it/s, loss=0.528, pair=0.002, adv=7.654, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:49,  2.17it/s, loss=0.528, pair=0.002, adv=7.654, sprd=0.017]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 84/453 [00:42<02:49,  2.17it/s, loss=0.566, pair=0.000, adv=8.434, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:42<02:55,  2.10it/s, loss=0.566, pair=0.000, adv=8.434, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 85/453 [00:43<02:55,  2.10it/s, loss=0.573, pair=0.006, adv=4.127, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:47,  2.19it/s, loss=0.573, pair=0.006, adv=4.127, sprd=0.022]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 86/453 [00:43<02:47,  2.19it/s, loss=0.531, pair=0.002, adv=9.333, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:43<02:56,  2.08it/s, loss=0.531, pair=0.002, adv=9.333, sprd=0.018]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 87/453 [00:44<02:56,  2.08it/s, loss=0.533, pair=0.003, adv=7.926, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.15it/s, loss=0.533, pair=0.003, adv=7.926, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.15it/s, loss=0.548, pair=0.008, adv=5.556, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:44<02:55,  2.08it/s, loss=0.548, pair=0.008, adv=5.556, sprd=0.019]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 89/453 [00:45<02:55,  2.08it/s, loss=0.576, pair=0.000, adv=7.757, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.17it/s, loss=0.576, pair=0.000, adv=7.757, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.17it/s, loss=0.568, pair=0.004, adv=6.348, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:45<02:53,  2.08it/s, loss=0.568, pair=0.004, adv=6.348, sprd=0.023]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 91/453 [00:46<02:53,  2.08it/s, loss=0.598, pair=0.018, adv=4.509, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:47,  2.16it/s, loss=0.598, pair=0.018, adv=4.509, sprd=0.028]
Ep 020/80 [S1→S2:ramp]:  20%|▏| 92/453 [00:46<02:47,  2.16it/s, loss=0.556, pair=0.002, adv=6.020, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:46<02:53,  2.07it/s, loss=0.556, pair=0.002, adv=6.020, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 93/453 [00:47<02:53,  2.07it/s, loss=0.608, pair=0.001, adv=8.522, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:47,  2.14it/s, loss=0.608, pair=0.001, adv=8.522, sprd=0.029]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 94/453 [00:47<02:47,  2.14it/s, loss=0.577, pair=0.021, adv=3.891, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:47<02:55,  2.04it/s, loss=0.577, pair=0.021, adv=3.891, sprd=0.026]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 95/453 [00:48<02:55,  2.04it/s, loss=0.521, pair=0.019, adv=6.991, sprd=0.013]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:44,  2.17it/s, loss=0.521, pair=0.019, adv=6.991, sprd=0.013]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 96/453 [00:48<02:44,  2.17it/s, loss=0.631, pair=0.005, adv=4.320, sprd=0.033]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:48<02:51,  2.08it/s, loss=0.631, pair=0.005, adv=4.320, sprd=0.033]
Ep 020/80 [S1→S2:ramp]:  21%|▏| 97/453 [00:49<02:51,  2.08it/s, loss=0.571, pair=0.009, adv=3.246, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:44,  2.16it/s, loss=0.571, pair=0.009, adv=3.246, sprd=0.024]
Ep 020/80 [S1→S2:ramp]:  22%|▏| 98/453 [00:49<02:44,  2.16it/s, loss=0.552, pair=0.005, adv=5.245, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:49<03:00,  1.96it/s, loss=0.552, pair=0.005, adv=5.245, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  22%|▏| 99/453 [00:50<03:00,  1.96it/s, loss=0.567, pair=0.004, adv=4.154, sprd=0.021]
Ep 020/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:48,  2.10it/s, loss=0.567, pair=0.004, adv=4.154, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  22%|▏| 100/453 [00:50<02:48,  2.10it/s, loss=0.560, pair=0.003, adv=4.601, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:50<02:53,  2.03it/s, loss=0.560, pair=0.003, adv=4.601, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  22%|▏| 101/453 [00:51<02:53,  2.03it/s, loss=0.575, pair=0.006, adv=3.219, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:44,  2.13it/s, loss=0.575, pair=0.006, adv=3.219, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  23%|▏| 102/453 [00:51<02:44,  2.13it/s, loss=0.586, pair=0.010, adv=3.546, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:52,  2.03it/s, loss=0.586, pair=0.010, adv=3.546, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  23%|▏| 103/453 [00:51<02:52,  2.03it/s, loss=0.591, pair=0.003, adv=3.560, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:51<02:44,  2.12it/s, loss=0.591, pair=0.003, adv=3.560, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  23%|▏| 104/453 [00:52<02:44,  2.12it/s, loss=0.541, pair=0.008, adv=3.109, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:50,  2.04it/s, loss=0.541, pair=0.008, adv=3.109, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  23%|▏| 105/453 [00:52<02:50,  2.04it/s, loss=0.605, pair=0.011, adv=6.124, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:52<02:41,  2.14it/s, loss=0.605, pair=0.011, adv=6.124, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  23%|▏| 106/453 [00:53<02:41,  2.14it/s, loss=0.550, pair=0.011, adv=7.763, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:46,  2.08it/s, loss=0.550, pair=0.011, adv=7.763, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  24%|▏| 107/453 [00:53<02:46,  2.08it/s, loss=0.585, pair=0.000, adv=3.794, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:53<02:38,  2.18it/s, loss=0.585, pair=0.000, adv=3.794, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  24%|▏| 108/453 [00:54<02:38,  2.18it/s, loss=0.614, pair=0.011, adv=3.519, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:45,  2.08it/s, loss=0.614, pair=0.011, adv=3.519, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  24%|▏| 109/453 [00:54<02:45,  2.08it/s, loss=0.580, pair=0.004, adv=3.821, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:54<02:35,  2.21it/s, loss=0.580, pair=0.004, adv=3.821, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  24%|▏| 110/453 [00:55<02:35,  2.21it/s, loss=0.594, pair=0.003, adv=3.529, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:43,  2.10it/s, loss=0.594, pair=0.003, adv=3.529, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  25%|▏| 111/453 [00:55<02:43,  2.10it/s, loss=0.616, pair=0.005, adv=5.491, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:55<02:36,  2.18it/s, loss=0.616, pair=0.005, adv=5.491, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  25%|▏| 112/453 [00:56<02:36,  2.18it/s, loss=0.597, pair=0.005, adv=5.670, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.05it/s, loss=0.597, pair=0.005, adv=5.670, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.05it/s, loss=0.617, pair=0.002, adv=4.087, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:56<02:38,  2.14it/s, loss=0.617, pair=0.002, adv=4.087, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  25%|▎| 114/453 [00:57<02:38,  2.14it/s, loss=0.648, pair=0.010, adv=6.284, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.648, pair=0.010, adv=6.284, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.933, pair=1.351, adv=6.111, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:57<02:39,  2.11it/s, loss=0.933, pair=1.351, adv=6.111, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  26%|▎| 116/453 [00:58<02:39,  2.11it/s, loss=0.535, pair=0.005, adv=5.234, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:41,  2.08it/s, loss=0.535, pair=0.005, adv=5.234, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  26%|▎| 117/453 [00:58<02:41,  2.08it/s, loss=0.563, pair=0.008, adv=6.278, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:58<02:34,  2.17it/s, loss=0.563, pair=0.008, adv=6.278, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 118/453 [00:59<02:34,  2.17it/s, loss=0.576, pair=0.009, adv=5.907, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:40,  2.08it/s, loss=0.576, pair=0.009, adv=5.907, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 119/453 [00:59<02:40,  2.08it/s, loss=0.572, pair=0.000, adv=4.648, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 120/453 [00:59<02:33,  2.17it/s, loss=0.572, pair=0.000, adv=4.648, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  26%|▎| 120/453 [01:00<02:33,  2.17it/s, loss=1.020, pair=1.726, adv=4.108, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:39,  2.08it/s, loss=1.020, pair=1.726, adv=4.108, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 121/453 [01:00<02:39,  2.08it/s, loss=0.581, pair=0.001, adv=5.738, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:00<02:32,  2.17it/s, loss=0.581, pair=0.001, adv=5.738, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  27%|▎| 122/453 [01:01<02:32,  2.17it/s, loss=0.581, pair=0.000, adv=4.088, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:40,  2.05it/s, loss=0.581, pair=0.000, adv=4.088, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 123/453 [01:01<02:40,  2.05it/s, loss=0.545, pair=0.001, adv=3.181, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:33,  2.15it/s, loss=0.545, pair=0.001, adv=3.181, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  27%|▎| 124/453 [01:01<02:33,  2.15it/s, loss=0.550, pair=0.004, adv=4.192, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:01<02:38,  2.06it/s, loss=0.550, pair=0.004, adv=4.192, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  28%|▎| 125/453 [01:02<02:38,  2.06it/s, loss=0.579, pair=0.001, adv=3.774, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:27,  2.21it/s, loss=0.579, pair=0.001, adv=3.774, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  28%|▎| 126/453 [01:02<02:27,  2.21it/s, loss=0.551, pair=0.002, adv=3.285, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:02<02:42,  2.00it/s, loss=0.551, pair=0.002, adv=3.285, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  28%|▎| 127/453 [01:03<02:42,  2.00it/s, loss=0.504, pair=0.007, adv=2.766, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:31,  2.14it/s, loss=0.504, pair=0.007, adv=2.766, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  28%|▎| 128/453 [01:03<02:31,  2.14it/s, loss=0.561, pair=0.004, adv=4.080, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:03<02:39,  2.03it/s, loss=0.561, pair=0.004, adv=4.080, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  28%|▎| 129/453 [01:04<02:39,  2.03it/s, loss=0.565, pair=0.006, adv=5.812, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:31,  2.14it/s, loss=0.565, pair=0.006, adv=5.812, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  29%|▎| 130/453 [01:04<02:31,  2.14it/s, loss=0.515, pair=0.002, adv=2.838, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:04<02:37,  2.04it/s, loss=0.515, pair=0.002, adv=2.838, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  29%|▎| 131/453 [01:05<02:37,  2.04it/s, loss=0.589, pair=0.020, adv=5.206, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:32,  2.11it/s, loss=0.589, pair=0.020, adv=5.206, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  29%|▎| 132/453 [01:05<02:32,  2.11it/s, loss=0.628, pair=0.001, adv=6.674, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:05<02:38,  2.02it/s, loss=0.628, pair=0.001, adv=6.674, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  29%|▎| 133/453 [01:06<02:38,  2.02it/s, loss=0.580, pair=0.008, adv=4.281, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:29,  2.14it/s, loss=0.580, pair=0.008, adv=4.281, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  30%|▎| 134/453 [01:06<02:29,  2.14it/s, loss=0.589, pair=0.006, adv=3.807, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:06<02:38,  2.00it/s, loss=0.589, pair=0.006, adv=3.807, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  30%|▎| 135/453 [01:07<02:38,  2.00it/s, loss=0.522, pair=0.012, adv=5.356, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:32,  2.08it/s, loss=0.522, pair=0.012, adv=5.356, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  30%|▎| 136/453 [01:07<02:32,  2.08it/s, loss=0.515, pair=0.002, adv=3.083, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:07<02:46,  1.90it/s, loss=0.515, pair=0.002, adv=3.083, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  30%|▎| 137/453 [01:08<02:46,  1.90it/s, loss=0.573, pair=0.001, adv=6.021, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:08<02:40,  1.96it/s, loss=0.573, pair=0.001, adv=6.021, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  30%|▎| 138/453 [01:09<02:40,  1.96it/s, loss=0.620, pair=0.004, adv=6.081, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:53,  1.81it/s, loss=0.620, pair=0.004, adv=6.081, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  31%|▎| 139/453 [01:09<02:53,  1.81it/s, loss=0.562, pair=0.007, adv=5.680, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:09<02:43,  1.92it/s, loss=0.562, pair=0.007, adv=5.680, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  31%|▎| 140/453 [01:10<02:43,  1.92it/s, loss=0.544, pair=0.004, adv=4.307, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:50,  1.83it/s, loss=0.544, pair=0.004, adv=4.307, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  31%|▎| 141/453 [01:10<02:50,  1.83it/s, loss=0.535, pair=0.002, adv=2.717, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:10<02:41,  1.92it/s, loss=0.535, pair=0.002, adv=2.717, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  31%|▎| 142/453 [01:11<02:41,  1.92it/s, loss=0.585, pair=0.001, adv=3.519, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:48,  1.84it/s, loss=0.585, pair=0.001, adv=3.519, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  32%|▎| 143/453 [01:11<02:48,  1.84it/s, loss=0.548, pair=0.015, adv=4.260, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:11<02:34,  2.01it/s, loss=0.548, pair=0.015, adv=4.260, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  32%|▎| 144/453 [01:12<02:34,  2.01it/s, loss=0.555, pair=0.009, adv=5.136, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:45,  1.86it/s, loss=0.555, pair=0.009, adv=5.136, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  32%|▎| 145/453 [01:12<02:45,  1.86it/s, loss=0.611, pair=0.008, adv=4.497, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:12<02:38,  1.94it/s, loss=0.611, pair=0.008, adv=4.497, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  32%|▎| 146/453 [01:13<02:38,  1.94it/s, loss=0.513, pair=0.011, adv=2.806, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:47,  1.83it/s, loss=0.513, pair=0.011, adv=2.806, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  32%|▎| 147/453 [01:13<02:47,  1.83it/s, loss=0.530, pair=0.008, adv=3.005, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:13<02:37,  1.94it/s, loss=0.530, pair=0.008, adv=3.005, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  33%|▎| 148/453 [01:14<02:37,  1.94it/s, loss=0.546, pair=0.030, adv=3.235, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:47,  1.81it/s, loss=0.546, pair=0.030, adv=3.235, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  33%|▎| 149/453 [01:14<02:47,  1.81it/s, loss=0.550, pair=0.005, adv=3.030, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:14<02:38,  1.91it/s, loss=0.550, pair=0.005, adv=3.030, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  33%|▎| 150/453 [01:15<02:38,  1.91it/s, loss=0.548, pair=0.005, adv=5.316, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:47,  1.81it/s, loss=0.548, pair=0.005, adv=5.316, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  33%|▎| 151/453 [01:15<02:47,  1.81it/s, loss=0.536, pair=0.006, adv=3.929, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:15<02:35,  1.93it/s, loss=0.536, pair=0.006, adv=3.929, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  34%|▎| 152/453 [01:16<02:35,  1.93it/s, loss=0.498, pair=0.017, adv=2.710, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:44,  1.83it/s, loss=0.498, pair=0.017, adv=2.710, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  34%|▎| 153/453 [01:16<02:44,  1.83it/s, loss=0.556, pair=0.006, adv=3.801, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:16<02:35,  1.92it/s, loss=0.556, pair=0.006, adv=3.801, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  34%|▎| 154/453 [01:17<02:35,  1.92it/s, loss=0.547, pair=0.006, adv=3.879, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:17<02:54,  1.71it/s, loss=0.547, pair=0.006, adv=3.879, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  34%|▎| 155/453 [01:18<02:54,  1.71it/s, loss=0.534, pair=0.002, adv=6.284, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:40,  1.85it/s, loss=0.534, pair=0.002, adv=6.284, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  34%|▎| 156/453 [01:18<02:40,  1.85it/s, loss=0.550, pair=0.006, adv=4.658, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:18<02:47,  1.77it/s, loss=0.550, pair=0.006, adv=4.658, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  35%|▎| 157/453 [01:19<02:47,  1.77it/s, loss=0.515, pair=0.003, adv=2.938, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:36,  1.88it/s, loss=0.515, pair=0.003, adv=2.938, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  35%|▎| 158/453 [01:19<02:36,  1.88it/s, loss=0.550, pair=0.009, adv=4.716, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:19<02:44,  1.79it/s, loss=0.550, pair=0.009, adv=4.716, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  35%|▎| 159/453 [01:20<02:44,  1.79it/s, loss=0.559, pair=0.010, adv=5.287, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:31,  1.94it/s, loss=0.559, pair=0.010, adv=5.287, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  35%|▎| 160/453 [01:20<02:31,  1.94it/s, loss=0.586, pair=0.008, adv=3.404, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:20<02:38,  1.84it/s, loss=0.586, pair=0.008, adv=3.404, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  36%|▎| 161/453 [01:21<02:38,  1.84it/s, loss=0.602, pair=0.008, adv=4.693, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:30,  1.93it/s, loss=0.602, pair=0.008, adv=4.693, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  36%|▎| 162/453 [01:21<02:30,  1.93it/s, loss=0.554, pair=0.007, adv=5.625, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:21<02:37,  1.84it/s, loss=0.554, pair=0.007, adv=5.625, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  36%|▎| 163/453 [01:22<02:37,  1.84it/s, loss=0.567, pair=0.014, adv=3.183, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:28,  1.94it/s, loss=0.567, pair=0.014, adv=3.183, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  36%|▎| 164/453 [01:22<02:28,  1.94it/s, loss=0.588, pair=0.008, adv=4.749, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:22<02:35,  1.85it/s, loss=0.588, pair=0.008, adv=4.749, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  36%|▎| 165/453 [01:23<02:35,  1.85it/s, loss=0.486, pair=0.007, adv=2.701, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:23,  2.00it/s, loss=0.486, pair=0.007, adv=2.701, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  37%|▎| 166/453 [01:23<02:23,  2.00it/s, loss=0.570, pair=0.000, adv=4.447, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:23<02:25,  1.97it/s, loss=0.570, pair=0.000, adv=4.447, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  37%|▎| 167/453 [01:24<02:25,  1.97it/s, loss=0.534, pair=0.008, adv=4.469, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:14,  2.12it/s, loss=0.534, pair=0.008, adv=4.469, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  37%|▎| 168/453 [01:24<02:14,  2.12it/s, loss=0.556, pair=0.001, adv=5.051, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:24<02:19,  2.03it/s, loss=0.556, pair=0.001, adv=5.051, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  37%|▎| 169/453 [01:25<02:19,  2.03it/s, loss=0.542, pair=0.000, adv=3.940, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.13it/s, loss=0.542, pair=0.000, adv=3.940, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.13it/s, loss=0.663, pair=0.004, adv=3.667, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:25<02:16,  2.06it/s, loss=0.663, pair=0.004, adv=3.667, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  38%|▍| 171/453 [01:26<02:16,  2.06it/s, loss=0.568, pair=0.003, adv=4.489, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:12,  2.11it/s, loss=0.568, pair=0.003, adv=4.489, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  38%|▍| 172/453 [01:26<02:12,  2.11it/s, loss=0.566, pair=0.003, adv=4.603, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:26<02:17,  2.03it/s, loss=0.566, pair=0.003, adv=4.603, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  38%|▍| 173/453 [01:27<02:17,  2.03it/s, loss=0.542, pair=0.005, adv=6.289, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:11,  2.13it/s, loss=0.542, pair=0.005, adv=6.289, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  38%|▍| 174/453 [01:27<02:11,  2.13it/s, loss=0.570, pair=0.008, adv=4.889, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:27<02:17,  2.02it/s, loss=0.570, pair=0.008, adv=4.889, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  39%|▍| 175/453 [01:28<02:17,  2.02it/s, loss=0.614, pair=0.016, adv=5.674, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:10,  2.13it/s, loss=0.614, pair=0.016, adv=5.674, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  39%|▍| 176/453 [01:28<02:10,  2.13it/s, loss=0.549, pair=0.001, adv=5.619, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:28<02:15,  2.03it/s, loss=0.549, pair=0.001, adv=5.619, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  39%|▍| 177/453 [01:29<02:15,  2.03it/s, loss=0.536, pair=0.001, adv=6.314, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.13it/s, loss=0.536, pair=0.001, adv=6.314, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.13it/s, loss=0.584, pair=0.009, adv=4.863, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:12,  2.06it/s, loss=0.584, pair=0.009, adv=4.863, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  40%|▍| 179/453 [01:29<02:12,  2.06it/s, loss=0.565, pair=0.001, adv=6.154, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:29<02:07,  2.15it/s, loss=0.565, pair=0.001, adv=6.154, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  40%|▍| 180/453 [01:30<02:07,  2.15it/s, loss=1.051, pair=1.642, adv=5.820, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:13,  2.04it/s, loss=1.051, pair=1.642, adv=5.820, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  40%|▍| 181/453 [01:30<02:13,  2.04it/s, loss=0.583, pair=0.011, adv=5.820, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:30<02:06,  2.14it/s, loss=0.583, pair=0.011, adv=5.820, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  40%|▍| 182/453 [01:31<02:06,  2.14it/s, loss=1.089, pair=1.908, adv=3.834, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:18,  1.95it/s, loss=1.089, pair=1.908, adv=3.834, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  40%|▍| 183/453 [01:31<02:18,  1.95it/s, loss=0.606, pair=0.002, adv=3.550, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:31<02:11,  2.04it/s, loss=0.606, pair=0.002, adv=3.550, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  41%|▍| 184/453 [01:32<02:11,  2.04it/s, loss=0.583, pair=0.008, adv=4.412, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:13,  2.01it/s, loss=0.583, pair=0.008, adv=4.412, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  41%|▍| 185/453 [01:32<02:13,  2.01it/s, loss=0.583, pair=0.001, adv=3.918, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:32<02:04,  2.14it/s, loss=0.583, pair=0.001, adv=3.918, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  41%|▍| 186/453 [01:33<02:04,  2.14it/s, loss=0.593, pair=0.005, adv=4.697, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:09,  2.05it/s, loss=0.593, pair=0.005, adv=4.697, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  41%|▍| 187/453 [01:33<02:09,  2.05it/s, loss=0.563, pair=0.008, adv=4.591, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:33<02:01,  2.18it/s, loss=0.563, pair=0.008, adv=4.591, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  42%|▍| 188/453 [01:34<02:01,  2.18it/s, loss=0.554, pair=0.003, adv=4.508, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:06,  2.09it/s, loss=0.554, pair=0.003, adv=4.508, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  42%|▍| 189/453 [01:34<02:06,  2.09it/s, loss=0.562, pair=0.005, adv=4.685, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:34<02:01,  2.17it/s, loss=0.562, pair=0.005, adv=4.685, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  42%|▍| 190/453 [01:35<02:01,  2.17it/s, loss=0.545, pair=0.000, adv=3.961, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:02,  2.13it/s, loss=0.545, pair=0.000, adv=3.961, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  42%|▍| 191/453 [01:35<02:02,  2.13it/s, loss=0.538, pair=0.001, adv=4.871, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:35<01:58,  2.20it/s, loss=0.538, pair=0.001, adv=4.871, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  42%|▍| 192/453 [01:36<01:58,  2.20it/s, loss=0.587, pair=0.007, adv=4.820, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:02,  2.13it/s, loss=0.587, pair=0.007, adv=4.820, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  43%|▍| 193/453 [01:36<02:02,  2.13it/s, loss=0.583, pair=0.162, adv=3.664, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:36<01:58,  2.18it/s, loss=0.583, pair=0.162, adv=3.664, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  43%|▍| 194/453 [01:37<01:58,  2.18it/s, loss=0.578, pair=0.005, adv=5.027, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.578, pair=0.005, adv=5.027, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  43%|▍| 195/453 [01:37<02:03,  2.09it/s, loss=0.596, pair=0.008, adv=5.717, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:37<01:58,  2.16it/s, loss=0.596, pair=0.008, adv=5.717, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  43%|▍| 196/453 [01:38<01:58,  2.16it/s, loss=0.592, pair=0.007, adv=3.393, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:05,  2.04it/s, loss=0.592, pair=0.007, adv=3.393, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  43%|▍| 197/453 [01:38<02:05,  2.04it/s, loss=0.528, pair=0.001, adv=4.710, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:38<01:57,  2.17it/s, loss=0.528, pair=0.001, adv=4.710, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  44%|▍| 198/453 [01:39<01:57,  2.17it/s, loss=1.011, pair=1.758, adv=5.061, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:02,  2.08it/s, loss=1.011, pair=1.758, adv=5.061, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  44%|▍| 199/453 [01:39<02:02,  2.08it/s, loss=0.563, pair=0.006, adv=3.263, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<01:58,  2.13it/s, loss=0.563, pair=0.006, adv=3.263, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  44%|▍| 200/453 [01:39<01:58,  2.13it/s, loss=0.596, pair=0.004, adv=4.247, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:39<02:01,  2.07it/s, loss=0.596, pair=0.004, adv=4.247, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=1.104, pair=1.769, adv=5.371, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:56,  2.16it/s, loss=1.104, pair=1.769, adv=5.371, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  45%|▍| 202/453 [01:40<01:56,  2.16it/s, loss=0.587, pair=0.009, adv=4.912, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:40<02:02,  2.05it/s, loss=0.587, pair=0.009, adv=4.912, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.05it/s, loss=0.575, pair=0.008, adv=5.553, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:56,  2.14it/s, loss=0.575, pair=0.008, adv=5.553, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  45%|▍| 204/453 [01:41<01:56,  2.14it/s, loss=1.246, pair=2.434, adv=4.733, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:41<02:01,  2.04it/s, loss=1.246, pair=2.434, adv=4.733, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.04it/s, loss=1.220, pair=2.324, adv=3.630, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:42<01:56,  2.13it/s, loss=1.220, pair=2.324, adv=3.630, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  45%|▍| 206/453 [01:43<01:56,  2.13it/s, loss=0.604, pair=0.003, adv=5.223, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:09,  1.90it/s, loss=0.604, pair=0.003, adv=5.223, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  46%|▍| 207/453 [01:43<02:09,  1.90it/s, loss=0.582, pair=0.016, adv=6.739, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<02:01,  2.01it/s, loss=0.582, pair=0.016, adv=6.739, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  46%|▍| 208/453 [01:43<02:01,  2.01it/s, loss=0.566, pair=0.004, adv=3.579, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:43<02:06,  1.93it/s, loss=0.566, pair=0.004, adv=3.579, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  46%|▍| 209/453 [01:44<02:06,  1.93it/s, loss=0.531, pair=0.002, adv=3.983, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:58,  2.05it/s, loss=0.531, pair=0.002, adv=3.983, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  46%|▍| 210/453 [01:44<01:58,  2.05it/s, loss=0.553, pair=0.010, adv=3.703, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:44<02:01,  1.99it/s, loss=0.553, pair=0.010, adv=3.703, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  47%|▍| 211/453 [01:45<02:01,  1.99it/s, loss=0.569, pair=0.022, adv=4.740, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:53,  2.13it/s, loss=0.569, pair=0.022, adv=4.740, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  47%|▍| 212/453 [01:45<01:53,  2.13it/s, loss=0.589, pair=0.018, adv=3.992, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:45<01:56,  2.05it/s, loss=0.589, pair=0.018, adv=3.992, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  47%|▍| 213/453 [01:46<01:56,  2.05it/s, loss=0.600, pair=0.015, adv=4.906, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:49,  2.18it/s, loss=0.600, pair=0.015, adv=4.906, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  47%|▍| 214/453 [01:46<01:49,  2.18it/s, loss=1.105, pair=2.066, adv=3.458, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:46<01:52,  2.11it/s, loss=1.105, pair=2.066, adv=3.458, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  47%|▍| 215/453 [01:47<01:52,  2.11it/s, loss=0.585, pair=0.009, adv=3.937, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:47,  2.21it/s, loss=0.585, pair=0.009, adv=3.937, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  48%|▍| 216/453 [01:47<01:47,  2.21it/s, loss=0.576, pair=0.006, adv=3.413, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:47<01:53,  2.09it/s, loss=0.576, pair=0.006, adv=3.413, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  48%|▍| 217/453 [01:48<01:53,  2.09it/s, loss=0.475, pair=0.005, adv=2.607, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:48,  2.17it/s, loss=0.475, pair=0.005, adv=2.607, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  48%|▍| 218/453 [01:48<01:48,  2.17it/s, loss=0.564, pair=0.030, adv=3.500, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:48<01:52,  2.09it/s, loss=0.564, pair=0.030, adv=3.500, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  48%|▍| 219/453 [01:49<01:52,  2.09it/s, loss=0.612, pair=0.086, adv=3.052, sprd=0.036
Ep 020/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:48,  2.14it/s, loss=0.612, pair=0.086, adv=3.052, sprd=0.036
Ep 020/80 [S1→S2:ramp]:  49%|▍| 220/453 [01:49<01:48,  2.14it/s, loss=0.604, pair=0.026, adv=3.853, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:49<01:54,  2.02it/s, loss=0.604, pair=0.026, adv=3.853, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  49%|▍| 221/453 [01:50<01:54,  2.02it/s, loss=0.639, pair=0.026, adv=4.155, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:50,  2.09it/s, loss=0.639, pair=0.026, adv=4.155, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  49%|▍| 222/453 [01:50<01:50,  2.09it/s, loss=0.559, pair=0.003, adv=5.108, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:50<01:54,  2.01it/s, loss=0.559, pair=0.003, adv=5.108, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  49%|▍| 223/453 [01:51<01:54,  2.01it/s, loss=0.536, pair=0.018, adv=5.603, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:47,  2.13it/s, loss=0.536, pair=0.018, adv=5.603, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  49%|▍| 224/453 [01:51<01:47,  2.13it/s, loss=0.564, pair=0.005, adv=4.422, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:51<01:51,  2.05it/s, loss=0.564, pair=0.005, adv=4.422, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.535, pair=0.004, adv=4.332, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:47,  2.11it/s, loss=0.535, pair=0.004, adv=4.332, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  50%|▍| 226/453 [01:52<01:47,  2.11it/s, loss=0.520, pair=0.003, adv=2.649, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:52<01:51,  2.02it/s, loss=0.520, pair=0.003, adv=2.649, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  50%|▌| 227/453 [01:52<01:51,  2.02it/s, loss=0.547, pair=0.002, adv=3.072, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:52<01:46,  2.11it/s, loss=0.547, pair=0.002, adv=3.072, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  50%|▌| 228/453 [01:53<01:46,  2.11it/s, loss=0.595, pair=0.002, adv=4.853, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:53<01:50,  2.03it/s, loss=0.595, pair=0.002, adv=4.853, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  51%|▌| 229/453 [01:53<01:50,  2.03it/s, loss=0.590, pair=0.022, adv=3.837, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:53<01:45,  2.11it/s, loss=0.590, pair=0.022, adv=3.837, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  51%|▌| 230/453 [01:54<01:45,  2.11it/s, loss=0.573, pair=0.010, adv=3.662, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:54<01:49,  2.03it/s, loss=0.573, pair=0.010, adv=3.662, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  51%|▌| 231/453 [01:54<01:49,  2.03it/s, loss=0.587, pair=0.008, adv=4.924, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:54<01:44,  2.12it/s, loss=0.587, pair=0.008, adv=4.924, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  51%|▌| 232/453 [01:55<01:44,  2.12it/s, loss=0.583, pair=0.011, adv=6.671, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:55<01:49,  2.01it/s, loss=0.583, pair=0.011, adv=6.671, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  51%|▌| 233/453 [01:55<01:49,  2.01it/s, loss=0.571, pair=0.014, adv=3.541, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:55<01:43,  2.12it/s, loss=0.571, pair=0.014, adv=3.541, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  52%|▌| 234/453 [01:56<01:43,  2.12it/s, loss=0.587, pair=0.002, adv=3.316, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:56<01:58,  1.83it/s, loss=0.587, pair=0.002, adv=3.316, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  52%|▌| 235/453 [01:57<01:58,  1.83it/s, loss=0.597, pair=0.004, adv=3.770, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:52,  1.93it/s, loss=0.597, pair=0.004, adv=3.770, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  52%|▌| 236/453 [01:57<01:52,  1.93it/s, loss=0.570, pair=0.002, adv=5.718, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:57<01:59,  1.81it/s, loss=0.570, pair=0.002, adv=5.718, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  52%|▌| 237/453 [01:58<01:59,  1.81it/s, loss=0.533, pair=0.007, adv=2.949, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:52,  1.92it/s, loss=0.533, pair=0.007, adv=2.949, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  53%|▌| 238/453 [01:58<01:52,  1.92it/s, loss=0.591, pair=0.009, adv=3.682, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:58<01:56,  1.83it/s, loss=0.591, pair=0.009, adv=3.682, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  53%|▌| 239/453 [01:59<01:56,  1.83it/s, loss=0.553, pair=0.004, adv=5.613, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:48,  1.96it/s, loss=0.553, pair=0.004, adv=5.613, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  53%|▌| 240/453 [01:59<01:48,  1.96it/s, loss=0.559, pair=0.006, adv=4.065, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  53%|▌| 241/453 [01:59<01:53,  1.87it/s, loss=0.559, pair=0.006, adv=4.065, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  53%|▌| 241/453 [02:00<01:53,  1.87it/s, loss=0.537, pair=0.002, adv=2.812, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:46,  1.98it/s, loss=0.537, pair=0.002, adv=2.812, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  53%|▌| 242/453 [02:00<01:46,  1.98it/s, loss=0.631, pair=0.001, adv=5.092, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:00<01:52,  1.87it/s, loss=0.631, pair=0.001, adv=5.092, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  54%|▌| 243/453 [02:01<01:52,  1.87it/s, loss=0.528, pair=0.021, adv=4.808, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:46,  1.96it/s, loss=0.528, pair=0.021, adv=4.808, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  54%|▌| 244/453 [02:01<01:46,  1.96it/s, loss=0.654, pair=0.009, adv=4.706, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:01<01:53,  1.84it/s, loss=0.654, pair=0.009, adv=4.706, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  54%|▌| 245/453 [02:02<01:53,  1.84it/s, loss=0.546, pair=0.008, adv=4.137, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:48,  1.91it/s, loss=0.546, pair=0.008, adv=4.137, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  54%|▌| 246/453 [02:02<01:48,  1.91it/s, loss=0.518, pair=0.003, adv=4.521, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:02<01:54,  1.80it/s, loss=0.518, pair=0.003, adv=4.521, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  55%|▌| 247/453 [02:03<01:54,  1.80it/s, loss=0.539, pair=0.003, adv=3.127, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:03<01:45,  1.94it/s, loss=0.539, pair=0.003, adv=3.127, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  55%|▌| 248/453 [02:04<01:45,  1.94it/s, loss=0.601, pair=0.003, adv=4.611, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:52,  1.82it/s, loss=0.601, pair=0.003, adv=4.611, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  55%|▌| 249/453 [02:04<01:52,  1.82it/s, loss=0.572, pair=0.002, adv=4.484, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:04<01:46,  1.91it/s, loss=0.572, pair=0.002, adv=4.484, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  55%|▌| 250/453 [02:05<01:46,  1.91it/s, loss=0.547, pair=0.002, adv=4.829, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:52,  1.79it/s, loss=0.547, pair=0.002, adv=4.829, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  55%|▌| 251/453 [02:05<01:52,  1.79it/s, loss=0.529, pair=0.000, adv=3.017, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:05<01:45,  1.91it/s, loss=0.529, pair=0.000, adv=3.017, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  56%|▌| 252/453 [02:06<01:45,  1.91it/s, loss=0.562, pair=0.001, adv=5.787, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:50,  1.80it/s, loss=0.562, pair=0.001, adv=5.787, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  56%|▌| 253/453 [02:06<01:50,  1.80it/s, loss=0.578, pair=0.005, adv=4.263, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:06<01:44,  1.90it/s, loss=0.578, pair=0.005, adv=4.263, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  56%|▌| 254/453 [02:07<01:44,  1.90it/s, loss=0.597, pair=0.023, adv=3.903, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:51,  1.77it/s, loss=0.597, pair=0.023, adv=3.903, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  56%|▌| 255/453 [02:07<01:51,  1.77it/s, loss=0.579, pair=0.007, adv=4.540, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:07<01:43,  1.91it/s, loss=0.579, pair=0.007, adv=4.540, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  57%|▌| 256/453 [02:08<01:43,  1.91it/s, loss=0.644, pair=0.007, adv=3.385, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:49,  1.79it/s, loss=0.644, pair=0.007, adv=3.385, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  57%|▌| 257/453 [02:08<01:49,  1.79it/s, loss=0.546, pair=0.008, adv=3.139, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:08<01:41,  1.91it/s, loss=0.546, pair=0.008, adv=3.139, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  57%|▌| 258/453 [02:09<01:41,  1.91it/s, loss=0.576, pair=0.012, adv=4.028, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:47,  1.81it/s, loss=0.576, pair=0.012, adv=4.028, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  57%|▌| 259/453 [02:09<01:47,  1.81it/s, loss=0.587, pair=0.005, adv=6.141, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:09<01:41,  1.91it/s, loss=0.587, pair=0.005, adv=6.141, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  57%|▌| 260/453 [02:10<01:41,  1.91it/s, loss=0.591, pair=0.007, adv=3.573, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:45,  1.82it/s, loss=0.591, pair=0.007, adv=3.573, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  58%|▌| 261/453 [02:10<01:45,  1.82it/s, loss=0.556, pair=0.003, adv=5.794, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:10<01:39,  1.91it/s, loss=0.556, pair=0.003, adv=5.794, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  58%|▌| 262/453 [02:11<01:39,  1.91it/s, loss=0.548, pair=0.034, adv=4.456, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:11<01:50,  1.72it/s, loss=0.548, pair=0.034, adv=4.456, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  58%|▌| 263/453 [02:12<01:50,  1.72it/s, loss=0.558, pair=0.012, adv=4.997, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:43,  1.83it/s, loss=0.558, pair=0.012, adv=4.997, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  58%|▌| 264/453 [02:12<01:43,  1.83it/s, loss=0.555, pair=0.002, adv=3.650, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:12<01:41,  1.86it/s, loss=0.555, pair=0.002, adv=3.650, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  58%|▌| 265/453 [02:13<01:41,  1.86it/s, loss=0.553, pair=0.005, adv=3.277, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:33,  2.00it/s, loss=0.553, pair=0.005, adv=3.277, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  59%|▌| 266/453 [02:13<01:33,  2.00it/s, loss=0.563, pair=0.002, adv=5.628, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:13<01:34,  1.96it/s, loss=0.563, pair=0.002, adv=5.628, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  59%|▌| 267/453 [02:14<01:34,  1.96it/s, loss=0.532, pair=0.014, adv=3.658, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:27,  2.10it/s, loss=0.532, pair=0.014, adv=3.658, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  59%|▌| 268/453 [02:14<01:27,  2.10it/s, loss=0.604, pair=0.011, adv=4.123, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:14<01:32,  1.98it/s, loss=0.604, pair=0.011, adv=4.123, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  59%|▌| 269/453 [02:15<01:32,  1.98it/s, loss=0.608, pair=0.010, adv=5.469, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:28,  2.07it/s, loss=0.608, pair=0.010, adv=5.469, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  60%|▌| 270/453 [02:15<01:28,  2.07it/s, loss=0.634, pair=0.013, adv=4.227, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:30,  2.02it/s, loss=0.634, pair=0.013, adv=4.227, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  60%|▌| 271/453 [02:15<01:30,  2.02it/s, loss=0.577, pair=0.018, adv=5.593, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:15<01:23,  2.18it/s, loss=0.577, pair=0.018, adv=5.593, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  60%|▌| 272/453 [02:16<01:23,  2.18it/s, loss=0.543, pair=0.011, adv=2.850, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:26,  2.09it/s, loss=0.543, pair=0.011, adv=2.850, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  60%|▌| 273/453 [02:16<01:26,  2.09it/s, loss=0.551, pair=0.005, adv=5.337, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:16<01:22,  2.18it/s, loss=0.551, pair=0.005, adv=5.337, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  60%|▌| 274/453 [02:17<01:22,  2.18it/s, loss=0.544, pair=0.004, adv=4.335, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.09it/s, loss=0.544, pair=0.004, adv=4.335, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  61%|▌| 275/453 [02:17<01:25,  2.09it/s, loss=0.679, pair=0.451, adv=5.033, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:17<01:20,  2.20it/s, loss=0.679, pair=0.451, adv=5.033, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  61%|▌| 276/453 [02:18<01:20,  2.20it/s, loss=0.558, pair=0.006, adv=4.074, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:24,  2.09it/s, loss=0.558, pair=0.006, adv=4.074, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  61%|▌| 277/453 [02:18<01:24,  2.09it/s, loss=1.717, pair=4.328, adv=4.707, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:18<01:21,  2.16it/s, loss=1.717, pair=4.328, adv=4.707, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  61%|▌| 278/453 [02:19<01:21,  2.16it/s, loss=0.571, pair=0.013, adv=5.042, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.05it/s, loss=0.571, pair=0.013, adv=5.042, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  62%|▌| 279/453 [02:19<01:24,  2.05it/s, loss=0.602, pair=0.023, adv=5.707, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:19<01:20,  2.14it/s, loss=0.602, pair=0.023, adv=5.707, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  62%|▌| 280/453 [02:20<01:20,  2.14it/s, loss=0.606, pair=0.049, adv=5.011, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:23,  2.06it/s, loss=0.606, pair=0.049, adv=5.011, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  62%|▌| 281/453 [02:20<01:23,  2.06it/s, loss=0.513, pair=0.032, adv=3.078, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:20<01:19,  2.16it/s, loss=0.513, pair=0.032, adv=3.078, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  62%|▌| 282/453 [02:21<01:19,  2.16it/s, loss=0.601, pair=0.024, adv=4.494, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.02it/s, loss=0.601, pair=0.024, adv=4.494, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.02it/s, loss=0.568, pair=0.009, adv=4.989, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:21<01:19,  2.12it/s, loss=0.568, pair=0.009, adv=4.989, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  63%|▋| 284/453 [02:22<01:19,  2.12it/s, loss=0.564, pair=0.007, adv=6.046, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:22,  2.04it/s, loss=0.564, pair=0.007, adv=6.046, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  63%|▋| 285/453 [02:22<01:22,  2.04it/s, loss=0.574, pair=0.003, adv=4.053, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:22<01:19,  2.11it/s, loss=0.574, pair=0.003, adv=4.053, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  63%|▋| 286/453 [02:23<01:19,  2.11it/s, loss=0.646, pair=0.009, adv=5.631, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:23,  1.99it/s, loss=0.646, pair=0.009, adv=5.631, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  63%|▋| 287/453 [02:23<01:23,  1.99it/s, loss=0.567, pair=0.012, adv=7.020, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:23<01:18,  2.11it/s, loss=0.567, pair=0.012, adv=7.020, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  64%|▋| 288/453 [02:24<01:18,  2.11it/s, loss=1.490, pair=3.342, adv=3.797, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:21,  2.01it/s, loss=1.490, pair=3.342, adv=3.797, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  64%|▋| 289/453 [02:24<01:21,  2.01it/s, loss=1.277, pair=2.576, adv=5.477, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:24<01:17,  2.10it/s, loss=1.277, pair=2.576, adv=5.477, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  64%|▋| 290/453 [02:25<01:17,  2.10it/s, loss=0.560, pair=0.024, adv=3.936, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:20,  2.00it/s, loss=0.560, pair=0.024, adv=3.936, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  64%|▋| 291/453 [02:25<01:20,  2.00it/s, loss=1.129, pair=2.037, adv=4.668, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:25<01:17,  2.08it/s, loss=1.129, pair=2.037, adv=4.668, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  64%|▋| 292/453 [02:26<01:17,  2.08it/s, loss=0.561, pair=0.011, adv=4.110, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:23,  1.92it/s, loss=0.561, pair=0.011, adv=4.110, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  65%|▋| 293/453 [02:26<01:23,  1.92it/s, loss=0.576, pair=0.019, adv=5.910, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:26<01:17,  2.06it/s, loss=0.576, pair=0.019, adv=5.910, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  65%|▋| 294/453 [02:27<01:17,  2.06it/s, loss=0.648, pair=0.007, adv=6.604, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:17,  2.04it/s, loss=0.648, pair=0.007, adv=6.604, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  65%|▋| 295/453 [02:27<01:17,  2.04it/s, loss=0.550, pair=0.027, adv=6.778, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:12,  2.17it/s, loss=0.550, pair=0.027, adv=6.778, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  65%|▋| 296/453 [02:27<01:12,  2.17it/s, loss=0.551, pair=0.016, adv=4.637, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:27<01:14,  2.09it/s, loss=0.551, pair=0.016, adv=4.637, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  66%|▋| 297/453 [02:28<01:14,  2.09it/s, loss=0.568, pair=0.014, adv=5.664, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:11,  2.17it/s, loss=0.568, pair=0.014, adv=5.664, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  66%|▋| 298/453 [02:28<01:11,  2.17it/s, loss=1.112, pair=2.029, adv=6.258, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:28<01:13,  2.09it/s, loss=1.112, pair=2.029, adv=6.258, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  66%|▋| 299/453 [02:29<01:13,  2.09it/s, loss=0.565, pair=0.011, adv=7.068, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:08,  2.22it/s, loss=0.565, pair=0.011, adv=7.068, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  66%|▋| 300/453 [02:29<01:08,  2.22it/s, loss=0.539, pair=0.021, adv=4.421, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:29<01:10,  2.16it/s, loss=0.539, pair=0.021, adv=4.421, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  66%|▋| 301/453 [02:30<01:10,  2.16it/s, loss=0.559, pair=0.006, adv=5.086, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:08,  2.22it/s, loss=0.559, pair=0.006, adv=5.086, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  67%|▋| 302/453 [02:30<01:08,  2.22it/s, loss=0.615, pair=0.008, adv=3.764, sprd=0.012
Ep 020/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:30<01:09,  2.17it/s, loss=0.615, pair=0.008, adv=3.764, sprd=0.012
Ep 020/80 [S1→S2:ramp]:  67%|▋| 303/453 [02:31<01:09,  2.17it/s, loss=0.554, pair=0.006, adv=4.681, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:06,  2.24it/s, loss=0.554, pair=0.006, adv=4.681, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  67%|▋| 304/453 [02:31<01:06,  2.24it/s, loss=0.520, pair=0.015, adv=4.073, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:31<01:09,  2.12it/s, loss=0.520, pair=0.015, adv=4.073, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  67%|▋| 305/453 [02:32<01:09,  2.12it/s, loss=0.604, pair=0.014, adv=4.077, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:07,  2.19it/s, loss=0.604, pair=0.014, adv=4.077, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  68%|▋| 306/453 [02:32<01:07,  2.19it/s, loss=0.571, pair=0.010, adv=3.960, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:32<01:08,  2.12it/s, loss=0.571, pair=0.010, adv=3.960, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  68%|▋| 307/453 [02:32<01:08,  2.12it/s, loss=0.569, pair=0.005, adv=3.595, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:32<01:05,  2.20it/s, loss=0.569, pair=0.005, adv=3.595, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  68%|▋| 308/453 [02:33<01:05,  2.20it/s, loss=0.525, pair=0.005, adv=3.795, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:33<01:09,  2.08it/s, loss=0.525, pair=0.005, adv=3.795, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  68%|▋| 309/453 [02:33<01:09,  2.08it/s, loss=0.878, pair=1.237, adv=4.532, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:33<01:05,  2.19it/s, loss=0.878, pair=1.237, adv=4.532, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  68%|▋| 310/453 [02:34<01:05,  2.19it/s, loss=0.535, pair=0.009, adv=4.746, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:34<01:08,  2.07it/s, loss=0.535, pair=0.009, adv=4.746, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  69%|▋| 311/453 [02:34<01:08,  2.07it/s, loss=0.542, pair=0.013, adv=3.774, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:34<01:04,  2.17it/s, loss=0.542, pair=0.013, adv=3.774, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  69%|▋| 312/453 [02:35<01:04,  2.17it/s, loss=0.559, pair=0.004, adv=6.200, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:35<01:08,  2.05it/s, loss=0.559, pair=0.004, adv=6.200, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  69%|▋| 313/453 [02:35<01:08,  2.05it/s, loss=0.583, pair=0.006, adv=4.221, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:35<01:04,  2.15it/s, loss=0.583, pair=0.006, adv=4.221, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  69%|▋| 314/453 [02:36<01:04,  2.15it/s, loss=0.578, pair=0.001, adv=3.150, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:07,  2.04it/s, loss=0.578, pair=0.001, adv=3.150, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  70%|▋| 315/453 [02:36<01:07,  2.04it/s, loss=0.528, pair=0.005, adv=4.318, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:36<01:03,  2.16it/s, loss=0.528, pair=0.005, adv=4.318, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  70%|▋| 316/453 [02:37<01:03,  2.16it/s, loss=0.602, pair=0.008, adv=3.647, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:08,  1.99it/s, loss=0.602, pair=0.008, adv=3.647, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  70%|▋| 317/453 [02:37<01:08,  1.99it/s, loss=0.572, pair=0.005, adv=4.835, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:37<01:04,  2.10it/s, loss=0.572, pair=0.005, adv=4.835, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  70%|▋| 318/453 [02:38<01:04,  2.10it/s, loss=0.565, pair=0.008, adv=4.685, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:38<01:06,  2.03it/s, loss=0.565, pair=0.008, adv=4.685, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  70%|▋| 319/453 [02:38<01:06,  2.03it/s, loss=0.551, pair=0.004, adv=4.534, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:38<01:02,  2.12it/s, loss=0.551, pair=0.004, adv=4.534, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  71%|▋| 320/453 [02:39<01:02,  2.12it/s, loss=0.566, pair=0.014, adv=4.670, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:05,  2.02it/s, loss=0.566, pair=0.014, adv=4.670, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  71%|▋| 321/453 [02:39<01:05,  2.02it/s, loss=0.516, pair=0.008, adv=3.915, sprd=0.012
Ep 020/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:39<01:00,  2.15it/s, loss=0.516, pair=0.008, adv=3.915, sprd=0.012
Ep 020/80 [S1→S2:ramp]:  71%|▋| 322/453 [02:40<01:00,  2.15it/s, loss=0.569, pair=0.007, adv=3.868, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:03,  2.04it/s, loss=0.569, pair=0.007, adv=3.868, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  71%|▋| 323/453 [02:40<01:03,  2.04it/s, loss=0.558, pair=0.001, adv=5.314, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:40<01:01,  2.11it/s, loss=0.558, pair=0.001, adv=5.314, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  72%|▋| 324/453 [02:41<01:01,  2.11it/s, loss=0.759, pair=0.794, adv=5.153, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:01,  2.07it/s, loss=0.759, pair=0.794, adv=5.153, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  72%|▋| 325/453 [02:41<01:01,  2.07it/s, loss=0.546, pair=0.001, adv=3.406, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:41<00:58,  2.19it/s, loss=0.546, pair=0.001, adv=3.406, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  72%|▋| 326/453 [02:42<00:58,  2.19it/s, loss=0.562, pair=0.004, adv=3.272, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:00,  2.07it/s, loss=0.562, pair=0.004, adv=3.272, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  72%|▋| 327/453 [02:42<01:00,  2.07it/s, loss=0.540, pair=0.061, adv=3.563, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:42<00:57,  2.17it/s, loss=0.540, pair=0.061, adv=3.563, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  72%|▋| 328/453 [02:43<00:57,  2.17it/s, loss=0.552, pair=0.004, adv=5.513, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<00:59,  2.07it/s, loss=0.552, pair=0.004, adv=5.513, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  73%|▋| 329/453 [02:43<00:59,  2.07it/s, loss=0.591, pair=0.005, adv=4.570, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:43<00:56,  2.16it/s, loss=0.591, pair=0.005, adv=4.570, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  73%|▋| 330/453 [02:44<00:56,  2.16it/s, loss=0.655, pair=0.002, adv=4.518, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<00:59,  2.05it/s, loss=0.655, pair=0.002, adv=4.518, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  73%|▋| 331/453 [02:44<00:59,  2.05it/s, loss=0.553, pair=0.005, adv=5.358, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:44<00:56,  2.13it/s, loss=0.553, pair=0.005, adv=5.358, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  73%|▋| 332/453 [02:45<00:56,  2.13it/s, loss=0.618, pair=0.009, adv=3.865, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:59,  2.03it/s, loss=0.618, pair=0.009, adv=3.865, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  74%|▋| 333/453 [02:45<00:59,  2.03it/s, loss=0.559, pair=0.006, adv=4.460, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:45<00:56,  2.12it/s, loss=0.559, pair=0.006, adv=4.460, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  74%|▋| 334/453 [02:46<00:56,  2.12it/s, loss=0.623, pair=0.007, adv=4.002, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<01:01,  1.92it/s, loss=0.623, pair=0.007, adv=4.002, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  74%|▋| 335/453 [02:46<01:01,  1.92it/s, loss=0.593, pair=0.005, adv=4.250, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:46<00:58,  2.02it/s, loss=0.593, pair=0.005, adv=4.250, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  74%|▋| 336/453 [02:47<00:58,  2.02it/s, loss=0.573, pair=0.000, adv=6.813, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<01:03,  1.84it/s, loss=0.573, pair=0.000, adv=6.813, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  74%|▋| 337/453 [02:47<01:03,  1.84it/s, loss=0.542, pair=0.010, adv=4.042, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:47<00:58,  1.96it/s, loss=0.542, pair=0.010, adv=4.042, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  75%|▋| 338/453 [02:48<00:58,  1.96it/s, loss=0.591, pair=0.008, adv=4.468, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<01:03,  1.80it/s, loss=0.591, pair=0.008, adv=4.468, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  75%|▋| 339/453 [02:48<01:03,  1.80it/s, loss=0.541, pair=0.008, adv=5.651, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:48<00:59,  1.90it/s, loss=0.541, pair=0.008, adv=5.651, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  75%|▊| 340/453 [02:49<00:59,  1.90it/s, loss=0.584, pair=0.005, adv=3.830, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<01:01,  1.82it/s, loss=0.584, pair=0.005, adv=3.830, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  75%|▊| 341/453 [02:49<01:01,  1.82it/s, loss=0.580, pair=0.008, adv=4.469, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:49<00:57,  1.94it/s, loss=0.580, pair=0.008, adv=4.469, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  75%|▊| 342/453 [02:50<00:57,  1.94it/s, loss=0.615, pair=0.007, adv=4.865, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<01:01,  1.78it/s, loss=0.615, pair=0.007, adv=4.865, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  76%|▊| 343/453 [02:50<01:01,  1.78it/s, loss=0.563, pair=0.003, adv=4.247, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:50<00:57,  1.91it/s, loss=0.563, pair=0.003, adv=4.247, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  76%|▊| 344/453 [02:51<00:57,  1.91it/s, loss=0.521, pair=0.001, adv=3.530, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:51<01:05,  1.65it/s, loss=0.521, pair=0.001, adv=3.530, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  76%|▊| 345/453 [02:52<01:05,  1.65it/s, loss=0.566, pair=0.005, adv=4.415, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:59,  1.80it/s, loss=0.566, pair=0.005, adv=4.415, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  76%|▊| 346/453 [02:52<00:59,  1.80it/s, loss=0.581, pair=0.006, adv=5.255, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:52<01:01,  1.73it/s, loss=0.581, pair=0.006, adv=5.255, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  77%|▊| 347/453 [02:53<01:01,  1.73it/s, loss=0.525, pair=0.006, adv=4.260, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:56,  1.87it/s, loss=0.525, pair=0.006, adv=4.260, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  77%|▊| 348/453 [02:53<00:56,  1.87it/s, loss=0.525, pair=0.001, adv=4.694, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:53<00:58,  1.77it/s, loss=0.525, pair=0.001, adv=4.694, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  77%|▊| 349/453 [02:54<00:58,  1.77it/s, loss=0.531, pair=0.011, adv=3.474, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:54,  1.89it/s, loss=0.531, pair=0.011, adv=3.474, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  77%|▊| 350/453 [02:54<00:54,  1.89it/s, loss=0.505, pair=0.005, adv=4.513, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:54<00:58,  1.75it/s, loss=0.505, pair=0.005, adv=4.513, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  77%|▊| 351/453 [02:55<00:58,  1.75it/s, loss=1.098, pair=1.900, adv=4.900, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:53,  1.87it/s, loss=1.098, pair=1.900, adv=4.900, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  78%|▊| 352/453 [02:55<00:53,  1.87it/s, loss=0.540, pair=0.001, adv=4.154, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:55<00:55,  1.79it/s, loss=0.540, pair=0.001, adv=4.154, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  78%|▊| 353/453 [02:56<00:55,  1.79it/s, loss=0.538, pair=0.006, adv=5.819, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:56<00:51,  1.92it/s, loss=0.538, pair=0.006, adv=5.819, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  78%|▊| 354/453 [02:57<00:51,  1.92it/s, loss=0.572, pair=0.004, adv=5.274, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:54,  1.80it/s, loss=0.572, pair=0.004, adv=5.274, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  78%|▊| 355/453 [02:57<00:54,  1.80it/s, loss=0.554, pair=0.006, adv=4.256, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:57<00:50,  1.92it/s, loss=0.554, pair=0.006, adv=4.256, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  79%|▊| 356/453 [02:58<00:50,  1.92it/s, loss=0.556, pair=0.004, adv=5.639, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:53,  1.79it/s, loss=0.556, pair=0.004, adv=5.639, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  79%|▊| 357/453 [02:58<00:53,  1.79it/s, loss=0.548, pair=0.001, adv=5.616, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:58<00:49,  1.94it/s, loss=0.548, pair=0.001, adv=5.616, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  79%|▊| 358/453 [02:59<00:49,  1.94it/s, loss=0.694, pair=0.442, adv=5.082, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:51,  1.81it/s, loss=0.694, pair=0.442, adv=5.082, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  79%|▊| 359/453 [02:59<00:51,  1.81it/s, loss=0.528, pair=0.001, adv=5.052, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  79%|▊| 360/453 [02:59<00:48,  1.93it/s, loss=0.528, pair=0.001, adv=5.052, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  79%|▊| 360/453 [03:00<00:48,  1.93it/s, loss=0.530, pair=0.000, adv=4.263, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:50,  1.83it/s, loss=0.530, pair=0.000, adv=4.263, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  80%|▊| 361/453 [03:00<00:50,  1.83it/s, loss=0.531, pair=0.008, adv=4.914, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:00<00:46,  1.95it/s, loss=0.531, pair=0.008, adv=4.914, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  80%|▊| 362/453 [03:01<00:46,  1.95it/s, loss=0.524, pair=0.006, adv=3.354, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:48,  1.86it/s, loss=0.524, pair=0.006, adv=3.354, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  80%|▊| 363/453 [03:01<00:48,  1.86it/s, loss=0.552, pair=0.014, adv=5.021, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:01<00:44,  2.02it/s, loss=0.552, pair=0.014, adv=5.021, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  80%|▊| 364/453 [03:02<00:44,  2.02it/s, loss=0.577, pair=0.004, adv=3.689, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:43,  2.01it/s, loss=0.577, pair=0.004, adv=3.689, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  81%|▊| 365/453 [03:02<00:43,  2.01it/s, loss=0.566, pair=0.001, adv=6.802, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:02<00:41,  2.09it/s, loss=0.566, pair=0.001, adv=6.802, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  81%|▊| 366/453 [03:03<00:41,  2.09it/s, loss=0.523, pair=0.001, adv=5.902, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:42,  2.02it/s, loss=0.523, pair=0.001, adv=5.902, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  81%|▊| 367/453 [03:03<00:42,  2.02it/s, loss=0.535, pair=0.004, adv=5.532, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.13it/s, loss=0.535, pair=0.004, adv=5.532, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.13it/s, loss=0.585, pair=0.001, adv=6.711, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:41,  2.02it/s, loss=0.585, pair=0.001, adv=6.711, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  81%|▊| 369/453 [03:04<00:41,  2.02it/s, loss=0.621, pair=0.000, adv=4.393, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:04<00:39,  2.11it/s, loss=0.621, pair=0.000, adv=4.393, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  82%|▊| 370/453 [03:05<00:39,  2.11it/s, loss=0.539, pair=0.029, adv=5.967, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:39,  2.07it/s, loss=0.539, pair=0.029, adv=5.967, sprd=0.016
Ep 020/80 [S1→S2:ramp]:  82%|▊| 371/453 [03:05<00:39,  2.07it/s, loss=0.593, pair=0.004, adv=3.832, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:05<00:37,  2.17it/s, loss=0.593, pair=0.004, adv=3.832, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  82%|▊| 372/453 [03:06<00:37,  2.17it/s, loss=0.545, pair=0.006, adv=5.928, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:40,  2.00it/s, loss=0.545, pair=0.006, adv=5.928, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  82%|▊| 373/453 [03:06<00:40,  2.00it/s, loss=0.578, pair=0.006, adv=4.802, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:37,  2.12it/s, loss=0.578, pair=0.006, adv=4.802, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  83%|▊| 374/453 [03:06<00:37,  2.12it/s, loss=0.569, pair=0.035, adv=4.612, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:06<00:38,  2.04it/s, loss=0.569, pair=0.035, adv=4.612, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  83%|▊| 375/453 [03:07<00:38,  2.04it/s, loss=0.561, pair=0.001, adv=4.386, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:36,  2.13it/s, loss=0.561, pair=0.001, adv=4.386, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  83%|▊| 376/453 [03:07<00:36,  2.13it/s, loss=0.611, pair=0.018, adv=4.591, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:07<00:37,  2.02it/s, loss=0.611, pair=0.018, adv=4.591, sprd=0.030
Ep 020/80 [S1→S2:ramp]:  83%|▊| 377/453 [03:08<00:37,  2.02it/s, loss=0.551, pair=0.011, adv=4.771, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:35,  2.14it/s, loss=0.551, pair=0.011, adv=4.771, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  83%|▊| 378/453 [03:08<00:35,  2.14it/s, loss=1.241, pair=1.879, adv=5.780, sprd=0.039
Ep 020/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:08<00:36,  2.01it/s, loss=1.241, pair=1.879, adv=5.780, sprd=0.039
Ep 020/80 [S1→S2:ramp]:  84%|▊| 379/453 [03:09<00:36,  2.01it/s, loss=0.543, pair=0.028, adv=6.703, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:34,  2.14it/s, loss=0.543, pair=0.028, adv=6.703, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  84%|▊| 380/453 [03:09<00:34,  2.14it/s, loss=1.419, pair=3.314, adv=8.413, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:09<00:34,  2.10it/s, loss=1.419, pair=3.314, adv=8.413, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  84%|▊| 381/453 [03:10<00:34,  2.10it/s, loss=0.600, pair=0.014, adv=5.277, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:32,  2.18it/s, loss=0.600, pair=0.014, adv=5.277, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  84%|▊| 382/453 [03:10<00:32,  2.18it/s, loss=0.621, pair=0.005, adv=4.622, sprd=0.035
Ep 020/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:10<00:34,  2.05it/s, loss=0.621, pair=0.005, adv=4.622, sprd=0.035
Ep 020/80 [S1→S2:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.05it/s, loss=0.618, pair=0.008, adv=3.869, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.12it/s, loss=0.618, pair=0.008, adv=3.869, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.12it/s, loss=0.628, pair=0.000, adv=6.660, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:11<00:33,  2.05it/s, loss=0.628, pair=0.000, adv=6.660, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  85%|▊| 385/453 [03:12<00:33,  2.05it/s, loss=0.548, pair=0.000, adv=6.507, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.15it/s, loss=0.548, pair=0.000, adv=6.507, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.15it/s, loss=0.556, pair=0.004, adv=7.310, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:12<00:31,  2.07it/s, loss=0.556, pair=0.004, adv=7.310, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  85%|▊| 387/453 [03:13<00:31,  2.07it/s, loss=0.537, pair=0.010, adv=8.331, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.16it/s, loss=0.537, pair=0.010, adv=8.331, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.16it/s, loss=0.583, pair=0.004, adv=5.223, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:13<00:30,  2.10it/s, loss=0.583, pair=0.004, adv=5.223, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  86%|▊| 389/453 [03:14<00:30,  2.10it/s, loss=0.533, pair=0.004, adv=5.012, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:28,  2.18it/s, loss=0.533, pair=0.004, adv=5.012, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  86%|▊| 390/453 [03:14<00:28,  2.18it/s, loss=0.558, pair=0.001, adv=4.704, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:29,  2.07it/s, loss=0.558, pair=0.001, adv=4.704, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  86%|▊| 391/453 [03:14<00:29,  2.07it/s, loss=0.563, pair=0.000, adv=4.420, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:14<00:28,  2.16it/s, loss=0.563, pair=0.000, adv=4.420, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.16it/s, loss=0.581, pair=0.005, adv=6.590, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.06it/s, loss=0.581, pair=0.005, adv=6.590, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.06it/s, loss=0.557, pair=0.002, adv=5.618, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:15<00:27,  2.15it/s, loss=0.557, pair=0.002, adv=5.618, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.15it/s, loss=0.545, pair=0.001, adv=8.418, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:27,  2.09it/s, loss=0.545, pair=0.001, adv=8.418, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  87%|▊| 395/453 [03:16<00:27,  2.09it/s, loss=0.587, pair=0.002, adv=4.760, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:16<00:26,  2.15it/s, loss=0.587, pair=0.002, adv=4.760, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.15it/s, loss=0.550, pair=0.000, adv=7.095, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.03it/s, loss=0.550, pair=0.000, adv=7.095, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.03it/s, loss=0.512, pair=0.002, adv=5.875, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:17<00:25,  2.13it/s, loss=0.512, pair=0.002, adv=5.875, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.13it/s, loss=0.569, pair=0.000, adv=8.553, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.05it/s, loss=0.569, pair=0.000, adv=8.553, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.05it/s, loss=0.617, pair=0.159, adv=5.113, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:18<00:24,  2.15it/s, loss=0.617, pair=0.159, adv=5.113, sprd=0.021
Ep 020/80 [S1→S2:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.15it/s, loss=0.628, pair=0.010, adv=4.464, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.05it/s, loss=0.628, pair=0.010, adv=4.464, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.05it/s, loss=0.596, pair=0.001, adv=5.785, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:19<00:23,  2.13it/s, loss=0.596, pair=0.001, adv=5.785, sprd=0.029
Ep 020/80 [S1→S2:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.13it/s, loss=0.536, pair=0.001, adv=5.079, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:25,  1.93it/s, loss=0.536, pair=0.001, adv=5.079, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  89%|▉| 403/453 [03:20<00:25,  1.93it/s, loss=0.538, pair=0.008, adv=5.912, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:20<00:23,  2.05it/s, loss=0.538, pair=0.008, adv=5.912, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  89%|▉| 404/453 [03:21<00:23,  2.05it/s, loss=0.514, pair=0.005, adv=5.423, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:24,  2.00it/s, loss=0.514, pair=0.005, adv=5.423, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  89%|▉| 405/453 [03:21<00:24,  2.00it/s, loss=0.507, pair=0.001, adv=5.289, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:21<00:21,  2.14it/s, loss=0.507, pair=0.001, adv=5.289, sprd=0.013
Ep 020/80 [S1→S2:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.14it/s, loss=0.546, pair=0.001, adv=4.899, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.08it/s, loss=0.546, pair=0.001, adv=4.899, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.08it/s, loss=0.615, pair=0.001, adv=4.605, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:22<00:20,  2.15it/s, loss=0.615, pair=0.001, adv=4.605, sprd=0.033
Ep 020/80 [S1→S2:ramp]:  90%|▉| 408/453 [03:23<00:20,  2.15it/s, loss=0.529, pair=0.003, adv=5.828, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:20,  2.10it/s, loss=0.529, pair=0.003, adv=5.828, sprd=0.014
Ep 020/80 [S1→S2:ramp]:  90%|▉| 409/453 [03:23<00:20,  2.10it/s, loss=0.549, pair=0.004, adv=6.803, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:23<00:19,  2.20it/s, loss=0.549, pair=0.004, adv=6.803, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  91%|▉| 410/453 [03:24<00:19,  2.20it/s, loss=0.634, pair=0.029, adv=4.047, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.07it/s, loss=0.634, pair=0.029, adv=4.047, sprd=0.032
Ep 020/80 [S1→S2:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.07it/s, loss=0.563, pair=0.001, adv=6.030, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:24<00:18,  2.19it/s, loss=0.563, pair=0.001, adv=6.030, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  91%|▉| 412/453 [03:25<00:18,  2.19it/s, loss=0.569, pair=0.010, adv=6.109, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:18,  2.11it/s, loss=0.569, pair=0.010, adv=6.109, sprd=0.017
Ep 020/80 [S1→S2:ramp]:  91%|▉| 413/453 [03:25<00:18,  2.11it/s, loss=0.568, pair=0.007, adv=4.673, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:25<00:17,  2.18it/s, loss=0.568, pair=0.007, adv=4.673, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  91%|▉| 414/453 [03:25<00:17,  2.18it/s, loss=0.564, pair=0.008, adv=5.259, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:25<00:18,  2.10it/s, loss=0.564, pair=0.008, adv=5.259, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.10it/s, loss=0.546, pair=0.007, adv=7.221, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.17it/s, loss=0.546, pair=0.007, adv=7.221, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.17it/s, loss=0.579, pair=0.006, adv=3.466, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:26<00:17,  2.10it/s, loss=0.579, pair=0.006, adv=3.466, sprd=0.025
Ep 020/80 [S1→S2:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.10it/s, loss=0.555, pair=0.014, adv=7.580, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:27<00:15,  2.21it/s, loss=0.555, pair=0.014, adv=7.580, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  92%|▉| 418/453 [03:27<00:15,  2.21it/s, loss=0.686, pair=0.168, adv=3.281, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:27<00:16,  2.11it/s, loss=0.686, pair=0.168, adv=3.281, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  92%|▉| 419/453 [03:28<00:16,  2.11it/s, loss=0.548, pair=0.032, adv=6.776, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:28<00:14,  2.21it/s, loss=0.548, pair=0.032, adv=6.776, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  93%|▉| 420/453 [03:28<00:14,  2.21it/s, loss=0.545, pair=0.006, adv=4.815, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:28<00:15,  2.08it/s, loss=0.545, pair=0.006, adv=4.815, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.08it/s, loss=0.619, pair=0.005, adv=4.777, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.13it/s, loss=0.619, pair=0.005, adv=4.777, sprd=0.034
Ep 020/80 [S1→S2:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.13it/s, loss=0.562, pair=0.001, adv=3.634, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:29<00:14,  2.08it/s, loss=0.562, pair=0.001, adv=3.634, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.08it/s, loss=0.555, pair=0.001, adv=5.530, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.21it/s, loss=0.555, pair=0.001, adv=5.530, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.21it/s, loss=0.568, pair=0.010, adv=7.478, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:30<00:13,  2.13it/s, loss=0.568, pair=0.010, adv=7.478, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.13it/s, loss=0.570, pair=0.002, adv=6.570, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.18it/s, loss=0.570, pair=0.002, adv=6.570, sprd=0.027
Ep 020/80 [S1→S2:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.18it/s, loss=0.546, pair=0.005, adv=4.095, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:31<00:13,  1.95it/s, loss=0.546, pair=0.005, adv=4.095, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  94%|▉| 427/453 [03:32<00:13,  1.95it/s, loss=0.561, pair=0.003, adv=5.902, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.09it/s, loss=0.561, pair=0.003, adv=5.902, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.09it/s, loss=0.537, pair=0.003, adv=8.400, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.09it/s, loss=0.537, pair=0.003, adv=8.400, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.09it/s, loss=0.528, pair=0.003, adv=8.012, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:32<00:10,  2.16it/s, loss=0.528, pair=0.003, adv=8.012, sprd=0.019
Ep 020/80 [S1→S2:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.16it/s, loss=0.625, pair=0.020, adv=6.541, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.05it/s, loss=0.625, pair=0.020, adv=6.541, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.05it/s, loss=0.554, pair=0.002, adv=8.583, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:33<00:09,  2.13it/s, loss=0.554, pair=0.002, adv=8.583, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  95%|▉| 432/453 [03:34<00:09,  2.13it/s, loss=0.557, pair=0.013, adv=7.997, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:34<00:10,  1.93it/s, loss=0.557, pair=0.013, adv=7.997, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  96%|▉| 433/453 [03:35<00:10,  1.93it/s, loss=0.576, pair=0.004, adv=5.973, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:35<00:09,  2.04it/s, loss=0.576, pair=0.004, adv=5.973, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  96%|▉| 434/453 [03:35<00:09,  2.04it/s, loss=0.539, pair=0.004, adv=5.906, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:35<00:09,  1.89it/s, loss=0.539, pair=0.004, adv=5.906, sprd=0.020
Ep 020/80 [S1→S2:ramp]:  96%|▉| 435/453 [03:36<00:09,  1.89it/s, loss=0.595, pair=0.006, adv=7.079, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:36<00:08,  1.97it/s, loss=0.595, pair=0.006, adv=7.079, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  96%|▉| 436/453 [03:36<00:08,  1.97it/s, loss=0.596, pair=0.000, adv=6.374, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:36<00:08,  1.83it/s, loss=0.596, pair=0.000, adv=6.374, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  96%|▉| 437/453 [03:37<00:08,  1.83it/s, loss=0.597, pair=0.003, adv=4.586, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:37<00:07,  1.93it/s, loss=0.597, pair=0.003, adv=4.586, sprd=0.028
Ep 020/80 [S1→S2:ramp]:  97%|▉| 438/453 [03:37<00:07,  1.93it/s, loss=0.658, pair=0.021, adv=6.623, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:37<00:07,  1.83it/s, loss=0.658, pair=0.021, adv=6.623, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  97%|▉| 439/453 [03:38<00:07,  1.83it/s, loss=0.543, pair=0.000, adv=6.010, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  1.93it/s, loss=0.543, pair=0.000, adv=6.010, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  97%|▉| 440/453 [03:38<00:06,  1.93it/s, loss=0.527, pair=0.004, adv=5.997, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:38<00:06,  1.80it/s, loss=0.527, pair=0.004, adv=5.997, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  97%|▉| 441/453 [03:39<00:06,  1.80it/s, loss=0.570, pair=0.018, adv=7.065, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  1.91it/s, loss=0.570, pair=0.018, adv=7.065, sprd=0.023
Ep 020/80 [S1→S2:ramp]:  98%|▉| 442/453 [03:39<00:05,  1.91it/s, loss=0.648, pair=0.008, adv=4.692, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:39<00:05,  1.78it/s, loss=0.648, pair=0.008, adv=4.692, sprd=0.026
Ep 020/80 [S1→S2:ramp]:  98%|▉| 443/453 [03:40<00:05,  1.78it/s, loss=1.005, pair=1.549, adv=7.009, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:40<00:04,  1.87it/s, loss=1.005, pair=1.549, adv=7.009, sprd=0.031
Ep 020/80 [S1→S2:ramp]:  98%|▉| 444/453 [03:41<00:04,  1.87it/s, loss=0.519, pair=0.010, adv=6.811, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:04,  1.77it/s, loss=0.519, pair=0.010, adv=6.811, sprd=0.015
Ep 020/80 [S1→S2:ramp]:  98%|▉| 445/453 [03:41<00:04,  1.77it/s, loss=0.572, pair=0.005, adv=5.727, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:41<00:03,  1.90it/s, loss=0.572, pair=0.005, adv=5.727, sprd=0.022
Ep 020/80 [S1→S2:ramp]:  98%|▉| 446/453 [03:42<00:03,  1.90it/s, loss=0.576, pair=0.025, adv=5.253, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:03,  1.79it/s, loss=0.576, pair=0.025, adv=5.253, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  99%|▉| 447/453 [03:42<00:03,  1.79it/s, loss=0.849, pair=1.111, adv=6.858, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:42<00:02,  1.93it/s, loss=0.849, pair=1.111, adv=6.858, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  99%|▉| 448/453 [03:43<00:02,  1.93it/s, loss=0.609, pair=0.004, adv=6.136, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:02,  1.83it/s, loss=0.609, pair=0.004, adv=6.136, sprd=0.018
Ep 020/80 [S1→S2:ramp]:  99%|▉| 449/453 [03:43<00:02,  1.83it/s, loss=0.573, pair=0.010, adv=4.270, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:43<00:01,  1.93it/s, loss=0.573, pair=0.010, adv=4.270, sprd=0.024
Ep 020/80 [S1→S2:ramp]:  99%|▉| 450/453 [03:44<00:01,  1.93it/s, loss=0.632, pair=0.002, adv=4.854, sprd=0.023
Ep 020/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:01,  1.83it/s, loss=0.632, pair=0.002, adv=4.854, sprd=0.023
Ep 020/80 [S1→S2:ramp]: 100%|▉| 451/453 [03:44<00:01,  1.83it/s, loss=0.590, pair=0.007, adv=3.993, sprd=0.023
Ep 020/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:44<00:00,  1.95it/s, loss=0.590, pair=0.007, adv=3.993, sprd=0.023
Ep 020/80 [S1→S2:ramp]: 100%|▉| 452/453 [03:45<00:00,  1.95it/s, loss=0.584, pair=0.003, adv=4.625, sprd=0.024
Ep 020/80 [S1→S2:ramp]: 100%|█| 453/453 [03:45<00:00,  1.83it/s, loss=0.584, pair=0.003, adv=4.625, sprd=0.024
                                                                                                              
Epoch 020/80 [S1→S2:ramp]  loss=0.5979  mat=0.2686  sens=1.1349  pair=0.1123  adv=5.0392(rand=3.47)  deg=0.0069  orth=0.0020  spread=0.0227  q_mean=51.7  q_std=18.6  α=0.28 β=0.27 γ=0.64 λ_grl=0.600  lr=8.74e-05  225s

Ep 021/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 021/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.659, pair=0.012, adv=5.939, sprd=0.034]
Ep 021/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:45,  1.16s/it, loss=0.659, pair=0.012, adv=5.939, sprd=0.034]
Ep 021/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:45,  1.16s/it, loss=0.621, pair=0.026, adv=5.694, sprd=0.023]
Ep 021/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:38,  1.33it/s, loss=0.621, pair=0.026, adv=5.694, sprd=0.023]
Ep 021/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:38,  1.33it/s, loss=0.605, pair=0.009, adv=3.658, sprd=0.020]
Ep 021/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:16,  1.42it/s, loss=0.605, pair=0.009, adv=3.658, sprd=0.020]
Ep 021/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:16,  1.42it/s, loss=0.599, pair=0.001, adv=5.254, sprd=0.021]
Ep 021/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:29,  1.67it/s, loss=0.599, pair=0.001, adv=5.254, sprd=0.021]
Ep 021/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:29,  1.67it/s, loss=0.594, pair=0.009, adv=8.428, sprd=0.019]
Ep 021/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:31,  1.65it/s, loss=0.594, pair=0.009, adv=8.428, sprd=0.019]
Ep 021/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:31,  1.65it/s, loss=0.614, pair=0.001, adv=5.826, sprd=0.024]
Ep 021/80 [S2:+mat]:   1%|     | 6/453 [00:03<04:06,  1.82it/s, loss=0.614, pair=0.001, adv=5.826, sprd=0.024]
Ep 021/80 [S2:+mat]:   1%|     | 6/453 [00:04<04:06,  1.82it/s, loss=0.552, pair=0.004, adv=8.122, sprd=0.014]
Ep 021/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:14,  1.75it/s, loss=0.552, pair=0.004, adv=8.122, sprd=0.014]
Ep 021/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:14,  1.75it/s, loss=0.607, pair=0.007, adv=4.989, sprd=0.024]
Ep 021/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:56,  1.88it/s, loss=0.607, pair=0.007, adv=4.989, sprd=0.024]
Ep 021/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:56,  1.88it/s, loss=0.659, pair=0.001, adv=5.134, sprd=0.023]
Ep 021/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:57,  1.87it/s, loss=0.659, pair=0.001, adv=5.134, sprd=0.023]
Ep 021/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:57,  1.87it/s, loss=0.603, pair=0.016, adv=7.313, sprd=0.017]
Ep 021/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:37,  2.04it/s, loss=0.603, pair=0.016, adv=7.313, sprd=0.017]
Ep 021/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:37,  2.04it/s, loss=0.617, pair=0.007, adv=5.629, sprd=0.021]
Ep 021/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:40,  2.00it/s, loss=0.617, pair=0.007, adv=5.629, sprd=0.021]
Ep 021/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:40,  2.00it/s, loss=0.591, pair=0.000, adv=6.031, sprd=0.018]
Ep 021/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:26,  2.13it/s, loss=0.591, pair=0.000, adv=6.031, sprd=0.018]
Ep 021/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:26,  2.13it/s, loss=0.590, pair=0.000, adv=5.180, sprd=0.018]
Ep 021/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:35,  2.04it/s, loss=0.590, pair=0.000, adv=5.180, sprd=0.018]
Ep 021/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:35,  2.04it/s, loss=0.591, pair=0.001, adv=4.759, sprd=0.020]
Ep 021/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:23,  2.16it/s, loss=0.591, pair=0.001, adv=4.759, sprd=0.020]
Ep 021/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:23,  2.16it/s, loss=0.546, pair=0.004, adv=6.454, sprd=0.013]
Ep 021/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:33,  2.05it/s, loss=0.546, pair=0.004, adv=6.454, sprd=0.013]
Ep 021/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:33,  2.05it/s, loss=0.602, pair=0.011, adv=7.905, sprd=0.021]
Ep 021/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:23,  2.15it/s, loss=0.602, pair=0.011, adv=7.905, sprd=0.021]
Ep 021/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:23,  2.15it/s, loss=0.593, pair=0.005, adv=5.148, sprd=0.015]
Ep 021/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:26,  2.11it/s, loss=0.593, pair=0.005, adv=5.148, sprd=0.015]
Ep 021/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:26,  2.11it/s, loss=0.608, pair=0.004, adv=5.807, sprd=0.022]
Ep 021/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:18,  2.20it/s, loss=0.608, pair=0.004, adv=5.807, sprd=0.022]
Ep 021/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:18,  2.20it/s, loss=0.563, pair=0.000, adv=6.487, sprd=0.013]
Ep 021/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:25,  2.11it/s, loss=0.563, pair=0.000, adv=6.487, sprd=0.013]
Ep 021/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:25,  2.11it/s, loss=0.588, pair=0.003, adv=7.933, sprd=0.022]
Ep 021/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:19,  2.17it/s, loss=0.588, pair=0.003, adv=7.933, sprd=0.022]
Ep 021/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:19,  2.17it/s, loss=0.761, pair=0.251, adv=5.114, sprd=0.038]
Ep 021/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:34,  2.01it/s, loss=0.761, pair=0.251, adv=5.114, sprd=0.038]
Ep 021/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:34,  2.01it/s, loss=0.568, pair=0.003, adv=5.408, sprd=0.017]
Ep 021/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:22,  2.13it/s, loss=0.568, pair=0.003, adv=5.408, sprd=0.017]
Ep 021/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:22,  2.13it/s, loss=0.626, pair=0.003, adv=5.498, sprd=0.023]
Ep 021/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:27,  2.07it/s, loss=0.626, pair=0.003, adv=5.498, sprd=0.023]
Ep 021/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:27,  2.07it/s, loss=0.548, pair=0.000, adv=7.893, sprd=0.015]
Ep 021/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:18,  2.16it/s, loss=0.548, pair=0.000, adv=7.893, sprd=0.015]
Ep 021/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:18,  2.16it/s, loss=0.596, pair=0.008, adv=5.560, sprd=0.017]
Ep 021/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:23,  2.10it/s, loss=0.596, pair=0.008, adv=5.560, sprd=0.017]
Ep 021/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:23,  2.10it/s, loss=0.574, pair=0.000, adv=6.207, sprd=0.017]
Ep 021/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:14,  2.19it/s, loss=0.574, pair=0.000, adv=6.207, sprd=0.017]
Ep 021/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:14,  2.19it/s, loss=0.676, pair=0.004, adv=4.983, sprd=0.024]
Ep 021/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:23,  2.10it/s, loss=0.676, pair=0.004, adv=4.983, sprd=0.024]
Ep 021/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:23,  2.10it/s, loss=0.583, pair=0.004, adv=6.529, sprd=0.016]
Ep 021/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:12,  2.21it/s, loss=0.583, pair=0.004, adv=6.529, sprd=0.016]
Ep 021/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:12,  2.21it/s, loss=0.632, pair=0.003, adv=4.970, sprd=0.025]
Ep 021/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:35,  1.97it/s, loss=0.632, pair=0.003, adv=4.970, sprd=0.025]
Ep 021/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:35,  1.97it/s, loss=0.597, pair=0.002, adv=7.930, sprd=0.022]
Ep 021/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:23,  2.07it/s, loss=0.597, pair=0.002, adv=7.930, sprd=0.022]
Ep 021/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:23,  2.07it/s, loss=0.640, pair=0.002, adv=5.398, sprd=0.028]
Ep 021/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:33,  1.98it/s, loss=0.640, pair=0.002, adv=5.398, sprd=0.028]
Ep 021/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:33,  1.98it/s, loss=0.634, pair=0.003, adv=6.438, sprd=0.028]
Ep 021/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:21,  2.09it/s, loss=0.634, pair=0.003, adv=6.438, sprd=0.028]
Ep 021/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:21,  2.09it/s, loss=0.600, pair=0.004, adv=5.732, sprd=0.019]
Ep 021/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:26,  2.03it/s, loss=0.600, pair=0.004, adv=5.732, sprd=0.019]
Ep 021/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:26,  2.03it/s, loss=0.605, pair=0.008, adv=6.277, sprd=0.020]
Ep 021/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:15,  2.14it/s, loss=0.605, pair=0.008, adv=6.277, sprd=0.020]
Ep 021/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:15,  2.14it/s, loss=0.606, pair=0.004, adv=4.603, sprd=0.027]
Ep 021/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:27,  2.01it/s, loss=0.606, pair=0.004, adv=4.603, sprd=0.027]
Ep 021/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:27,  2.01it/s, loss=0.841, pair=0.524, adv=7.445, sprd=0.040]
Ep 021/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:19,  2.09it/s, loss=0.841, pair=0.524, adv=7.445, sprd=0.040]
Ep 021/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:19,  2.09it/s, loss=0.610, pair=0.003, adv=6.859, sprd=0.023]
Ep 021/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:23,  2.04it/s, loss=0.610, pair=0.003, adv=6.859, sprd=0.023]
Ep 021/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:23,  2.04it/s, loss=0.606, pair=0.013, adv=6.604, sprd=0.021]
Ep 021/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:13,  2.14it/s, loss=0.606, pair=0.013, adv=6.604, sprd=0.021]
Ep 021/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:13,  2.14it/s, loss=0.582, pair=0.014, adv=4.084, sprd=0.016]
Ep 021/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:18,  2.08it/s, loss=0.582, pair=0.014, adv=4.084, sprd=0.016]
Ep 021/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:18,  2.08it/s, loss=0.599, pair=0.004, adv=4.837, sprd=0.019]
Ep 021/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:07,  2.21it/s, loss=0.599, pair=0.004, adv=4.837, sprd=0.019]
Ep 021/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:07,  2.21it/s, loss=0.596, pair=0.009, adv=4.171, sprd=0.021]
Ep 021/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:16,  2.10it/s, loss=0.596, pair=0.009, adv=4.171, sprd=0.021]
Ep 021/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:16,  2.10it/s, loss=0.583, pair=0.004, adv=5.918, sprd=0.018]
Ep 021/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:07,  2.19it/s, loss=0.583, pair=0.004, adv=5.918, sprd=0.018]
Ep 021/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:07,  2.19it/s, loss=0.645, pair=0.001, adv=5.533, sprd=0.031]
Ep 021/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:17,  2.08it/s, loss=0.645, pair=0.001, adv=5.533, sprd=0.031]
Ep 021/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:17,  2.08it/s, loss=0.606, pair=0.000, adv=7.112, sprd=0.022]
Ep 021/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:08,  2.17it/s, loss=0.606, pair=0.000, adv=7.112, sprd=0.022]
Ep 021/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:08,  2.17it/s, loss=0.585, pair=0.008, adv=5.986, sprd=0.019]
Ep 021/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:14,  2.10it/s, loss=0.585, pair=0.008, adv=5.986, sprd=0.019]
Ep 021/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:14,  2.10it/s, loss=0.640, pair=0.001, adv=3.599, sprd=0.031]
Ep 021/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:08,  2.16it/s, loss=0.640, pair=0.001, adv=3.599, sprd=0.031]
Ep 021/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:08,  2.16it/s, loss=0.604, pair=0.003, adv=5.836, sprd=0.023]
Ep 021/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:16,  2.06it/s, loss=0.604, pair=0.003, adv=5.836, sprd=0.023]
Ep 021/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:16,  2.06it/s, loss=0.604, pair=0.002, adv=6.569, sprd=0.024]
Ep 021/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:08,  2.15it/s, loss=0.604, pair=0.002, adv=6.569, sprd=0.024]
Ep 021/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:08,  2.15it/s, loss=0.568, pair=0.008, adv=4.932, sprd=0.015]
Ep 021/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:13,  2.09it/s, loss=0.568, pair=0.008, adv=4.932, sprd=0.015]
Ep 021/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:13,  2.09it/s, loss=1.165, pair=2.021, adv=4.804, sprd=0.013]
Ep 021/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<02:58,  2.26it/s, loss=1.165, pair=2.021, adv=4.804, sprd=0.013]
Ep 021/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<02:58,  2.26it/s, loss=0.711, pair=0.005, adv=5.596, sprd=0.031]
Ep 021/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:10,  2.11it/s, loss=0.711, pair=0.005, adv=5.596, sprd=0.031]
Ep 021/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:10,  2.11it/s, loss=0.604, pair=0.009, adv=6.058, sprd=0.024]
Ep 021/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:03,  2.18it/s, loss=0.604, pair=0.009, adv=6.058, sprd=0.024]
Ep 021/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:03,  2.18it/s, loss=0.617, pair=0.008, adv=4.799, sprd=0.024]
Ep 021/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:12,  2.07it/s, loss=0.617, pair=0.008, adv=4.799, sprd=0.024]
Ep 021/80 [S2:+mat]:  12%|▎  | 53/453 [00:26<03:12,  2.07it/s, loss=0.622, pair=0.000, adv=10.939, sprd=0.028]
Ep 021/80 [S2:+mat]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.622, pair=0.000, adv=10.939, sprd=0.028]
Ep 021/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:06,  2.14it/s, loss=0.618, pair=0.001, adv=4.310, sprd=0.024]
Ep 021/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:13,  2.06it/s, loss=0.618, pair=0.001, adv=4.310, sprd=0.024]
Ep 021/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:13,  2.06it/s, loss=0.588, pair=0.001, adv=6.826, sprd=0.019]
Ep 021/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:02,  2.17it/s, loss=0.588, pair=0.001, adv=6.826, sprd=0.019]
Ep 021/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:02,  2.17it/s, loss=0.622, pair=0.006, adv=6.973, sprd=0.027]
Ep 021/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:12,  2.06it/s, loss=0.622, pair=0.006, adv=6.973, sprd=0.027]
Ep 021/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:12,  2.06it/s, loss=0.574, pair=0.020, adv=7.507, sprd=0.014]
Ep 021/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<02:59,  2.20it/s, loss=0.574, pair=0.020, adv=7.507, sprd=0.014]
Ep 021/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<02:59,  2.20it/s, loss=0.587, pair=0.011, adv=6.798, sprd=0.015]
Ep 021/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:16,  2.01it/s, loss=0.587, pair=0.011, adv=6.798, sprd=0.015]
Ep 021/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:16,  2.01it/s, loss=0.582, pair=0.003, adv=6.233, sprd=0.016]
Ep 021/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:03,  2.14it/s, loss=0.582, pair=0.003, adv=6.233, sprd=0.016]
Ep 021/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:03,  2.14it/s, loss=0.563, pair=0.011, adv=5.477, sprd=0.013]
Ep 021/80 [S2:+mat]:  13%|▌   | 61/453 [00:29<03:13,  2.03it/s, loss=0.563, pair=0.011, adv=5.477, sprd=0.013]
Ep 021/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:13,  2.03it/s, loss=0.607, pair=0.008, adv=4.079, sprd=0.025]
Ep 021/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:04,  2.12it/s, loss=0.607, pair=0.008, adv=4.079, sprd=0.025]
Ep 021/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:04,  2.12it/s, loss=0.689, pair=0.001, adv=4.892, sprd=0.025]
Ep 021/80 [S2:+mat]:  14%|▌   | 63/453 [00:30<03:11,  2.04it/s, loss=0.689, pair=0.001, adv=4.892, sprd=0.025]
Ep 021/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:11,  2.04it/s, loss=0.660, pair=0.007, adv=5.943, sprd=0.033]
Ep 021/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:04,  2.11it/s, loss=0.660, pair=0.007, adv=5.943, sprd=0.033]
Ep 021/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:04,  2.11it/s, loss=0.566, pair=0.023, adv=7.125, sprd=0.013]
Ep 021/80 [S2:+mat]:  14%|▌   | 65/453 [00:31<03:09,  2.05it/s, loss=0.566, pair=0.023, adv=7.125, sprd=0.013]
Ep 021/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:09,  2.05it/s, loss=0.568, pair=0.007, adv=5.906, sprd=0.016]
Ep 021/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<02:59,  2.15it/s, loss=0.568, pair=0.007, adv=5.906, sprd=0.016]
Ep 021/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<02:59,  2.15it/s, loss=0.603, pair=0.003, adv=4.689, sprd=0.022]
Ep 021/80 [S2:+mat]:  15%|▌   | 67/453 [00:32<03:06,  2.07it/s, loss=0.603, pair=0.003, adv=4.689, sprd=0.022]
Ep 021/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:06,  2.07it/s, loss=0.605, pair=0.002, adv=6.018, sprd=0.025]
Ep 021/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<02:59,  2.14it/s, loss=0.605, pair=0.002, adv=6.018, sprd=0.025]
Ep 021/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<02:59,  2.14it/s, loss=0.577, pair=0.002, adv=6.352, sprd=0.016]
Ep 021/80 [S2:+mat]:  15%|▌   | 69/453 [00:33<03:05,  2.08it/s, loss=0.577, pair=0.002, adv=6.352, sprd=0.016]
Ep 021/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:05,  2.08it/s, loss=0.620, pair=0.003, adv=6.394, sprd=0.024]
Ep 021/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<02:56,  2.17it/s, loss=0.620, pair=0.003, adv=6.394, sprd=0.024]
Ep 021/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<02:56,  2.17it/s, loss=0.609, pair=0.006, adv=5.380, sprd=0.019]
Ep 021/80 [S2:+mat]:  16%|▋   | 71/453 [00:34<03:02,  2.09it/s, loss=0.609, pair=0.006, adv=5.380, sprd=0.019]
Ep 021/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:02,  2.09it/s, loss=0.610, pair=0.001, adv=9.252, sprd=0.025]
Ep 021/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<02:56,  2.16it/s, loss=0.610, pair=0.001, adv=9.252, sprd=0.025]
Ep 021/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<02:56,  2.16it/s, loss=0.619, pair=0.003, adv=6.257, sprd=0.024]
Ep 021/80 [S2:+mat]:  16%|▋   | 73/453 [00:35<03:04,  2.06it/s, loss=0.619, pair=0.003, adv=6.257, sprd=0.024]
Ep 021/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:04,  2.06it/s, loss=0.583, pair=0.006, adv=8.031, sprd=0.021]
Ep 021/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<02:58,  2.12it/s, loss=0.583, pair=0.006, adv=8.031, sprd=0.021]
Ep 021/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<02:58,  2.12it/s, loss=0.606, pair=0.012, adv=5.869, sprd=0.020]
Ep 021/80 [S2:+mat]:  17%|▋   | 75/453 [00:36<03:04,  2.05it/s, loss=0.606, pair=0.012, adv=5.869, sprd=0.020]
Ep 021/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:04,  2.05it/s, loss=0.570, pair=0.028, adv=4.820, sprd=0.013]
Ep 021/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<02:50,  2.21it/s, loss=0.570, pair=0.028, adv=4.820, sprd=0.013]
Ep 021/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<02:50,  2.21it/s, loss=0.599, pair=0.007, adv=7.849, sprd=0.019]
Ep 021/80 [S2:+mat]:  17%|▋   | 77/453 [00:37<03:00,  2.08it/s, loss=0.599, pair=0.007, adv=7.849, sprd=0.019]
Ep 021/80 [S2:+mat]:  17%|▋   | 77/453 [00:37<03:00,  2.08it/s, loss=0.605, pair=0.009, adv=3.920, sprd=0.021]
Ep 021/80 [S2:+mat]:  17%|▋   | 78/453 [00:37<02:53,  2.16it/s, loss=0.605, pair=0.009, adv=3.920, sprd=0.021]
Ep 021/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<02:53,  2.16it/s, loss=0.562, pair=0.005, adv=4.778, sprd=0.017]
Ep 021/80 [S2:+mat]:  17%|▋   | 79/453 [00:38<03:12,  1.94it/s, loss=0.562, pair=0.005, adv=4.778, sprd=0.017]
Ep 021/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:12,  1.94it/s, loss=0.614, pair=0.016, adv=5.574, sprd=0.021]
Ep 021/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:02,  2.04it/s, loss=0.614, pair=0.016, adv=5.574, sprd=0.021]
Ep 021/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:02,  2.04it/s, loss=0.572, pair=0.002, adv=6.017, sprd=0.017]
Ep 021/80 [S2:+mat]:  18%|▋   | 81/453 [00:39<03:21,  1.85it/s, loss=0.572, pair=0.002, adv=6.017, sprd=0.017]
Ep 021/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:21,  1.85it/s, loss=0.631, pair=0.002, adv=4.401, sprd=0.029]
Ep 021/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<03:11,  1.94it/s, loss=0.631, pair=0.002, adv=4.401, sprd=0.029]
Ep 021/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<03:11,  1.94it/s, loss=0.589, pair=0.003, adv=5.740, sprd=0.018]
Ep 021/80 [S2:+mat]:  18%|▋   | 83/453 [00:40<03:37,  1.70it/s, loss=0.589, pair=0.003, adv=5.740, sprd=0.018]
Ep 021/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:37,  1.70it/s, loss=0.612, pair=0.000, adv=5.652, sprd=0.025]
Ep 021/80 [S2:+mat]:  19%|▋   | 84/453 [00:41<03:22,  1.83it/s, loss=0.612, pair=0.000, adv=5.652, sprd=0.025]
Ep 021/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:22,  1.83it/s, loss=0.612, pair=0.005, adv=7.381, sprd=0.023]
Ep 021/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:31,  1.74it/s, loss=0.612, pair=0.005, adv=7.381, sprd=0.023]
Ep 021/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:31,  1.74it/s, loss=0.584, pair=0.000, adv=5.491, sprd=0.021]
Ep 021/80 [S2:+mat]:  19%|▊   | 86/453 [00:42<03:18,  1.85it/s, loss=0.584, pair=0.000, adv=5.491, sprd=0.021]
Ep 021/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:18,  1.85it/s, loss=0.617, pair=0.010, adv=5.053, sprd=0.019]
Ep 021/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:24,  1.79it/s, loss=0.617, pair=0.010, adv=5.053, sprd=0.019]
Ep 021/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:24,  1.79it/s, loss=0.613, pair=0.003, adv=4.911, sprd=0.025]
Ep 021/80 [S2:+mat]:  19%|▊   | 88/453 [00:43<03:12,  1.89it/s, loss=0.613, pair=0.003, adv=4.911, sprd=0.025]
Ep 021/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:12,  1.89it/s, loss=0.649, pair=0.006, adv=4.352, sprd=0.032]
Ep 021/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:24,  1.78it/s, loss=0.649, pair=0.006, adv=4.352, sprd=0.032]
Ep 021/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:24,  1.78it/s, loss=0.615, pair=0.006, adv=5.935, sprd=0.026]
Ep 021/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<03:12,  1.89it/s, loss=0.615, pair=0.006, adv=5.935, sprd=0.026]
Ep 021/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:12,  1.89it/s, loss=0.598, pair=0.001, adv=8.170, sprd=0.023]
Ep 021/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:23,  1.78it/s, loss=0.598, pair=0.001, adv=8.170, sprd=0.023]
Ep 021/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:23,  1.78it/s, loss=1.114, pair=1.717, adv=5.995, sprd=0.020]
Ep 021/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<03:06,  1.93it/s, loss=1.114, pair=1.717, adv=5.995, sprd=0.020]
Ep 021/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:06,  1.93it/s, loss=0.616, pair=0.019, adv=6.583, sprd=0.024]
Ep 021/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:14,  1.85it/s, loss=0.616, pair=0.019, adv=6.583, sprd=0.024]
Ep 021/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:14,  1.85it/s, loss=0.592, pair=0.017, adv=5.093, sprd=0.019]
Ep 021/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<03:02,  1.96it/s, loss=0.592, pair=0.017, adv=5.093, sprd=0.019]
Ep 021/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<03:02,  1.96it/s, loss=0.601, pair=0.002, adv=7.679, sprd=0.024]
Ep 021/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:15,  1.83it/s, loss=0.601, pair=0.002, adv=7.679, sprd=0.024]
Ep 021/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:15,  1.83it/s, loss=0.631, pair=0.004, adv=6.142, sprd=0.029]
Ep 021/80 [S2:+mat]:  21%|▊   | 96/453 [00:47<03:05,  1.92it/s, loss=0.631, pair=0.004, adv=6.142, sprd=0.029]
Ep 021/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:05,  1.92it/s, loss=0.630, pair=0.003, adv=4.128, sprd=0.027]
Ep 021/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:15,  1.83it/s, loss=0.630, pair=0.003, adv=4.128, sprd=0.027]
Ep 021/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:15,  1.83it/s, loss=0.593, pair=0.002, adv=8.645, sprd=0.024]
Ep 021/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<03:05,  1.91it/s, loss=0.593, pair=0.002, adv=8.645, sprd=0.024]
Ep 021/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:05,  1.91it/s, loss=0.572, pair=0.003, adv=5.810, sprd=0.015]
Ep 021/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:11,  1.85it/s, loss=0.572, pair=0.003, adv=5.810, sprd=0.015]
Ep 021/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:11,  1.85it/s, loss=0.606, pair=0.002, adv=5.983, sprd=0.022]
Ep 021/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<03:00,  1.95it/s, loss=0.606, pair=0.002, adv=5.983, sprd=0.022]
Ep 021/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<03:00,  1.95it/s, loss=0.590, pair=0.000, adv=7.228, sprd=0.019]
Ep 021/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<03:12,  1.83it/s, loss=0.590, pair=0.000, adv=7.228, sprd=0.019]
Ep 021/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<03:12,  1.83it/s, loss=0.593, pair=0.037, adv=4.803, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:58,  1.96it/s, loss=0.593, pair=0.037, adv=4.803, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:58,  1.96it/s, loss=0.581, pair=0.001, adv=7.396, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<03:12,  1.82it/s, loss=0.581, pair=0.001, adv=7.396, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<03:12,  1.82it/s, loss=0.544, pair=0.002, adv=5.869, sprd=0.014]
Ep 021/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<03:02,  1.92it/s, loss=0.544, pair=0.002, adv=5.869, sprd=0.014]
Ep 021/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<03:02,  1.92it/s, loss=0.592, pair=0.004, adv=6.426, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<03:07,  1.86it/s, loss=0.592, pair=0.004, adv=6.426, sprd=0.018]
Ep 021/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:07,  1.86it/s, loss=0.615, pair=0.004, adv=4.583, sprd=0.023]
Ep 021/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:58,  1.94it/s, loss=0.615, pair=0.004, adv=4.583, sprd=0.023]
Ep 021/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:58,  1.94it/s, loss=0.582, pair=0.005, adv=5.532, sprd=0.020]
Ep 021/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<03:09,  1.83it/s, loss=0.582, pair=0.005, adv=5.532, sprd=0.020]
Ep 021/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:09,  1.83it/s, loss=0.592, pair=0.005, adv=3.089, sprd=0.025]
Ep 021/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:56,  1.95it/s, loss=0.592, pair=0.005, adv=3.089, sprd=0.025]
Ep 021/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:56,  1.95it/s, loss=0.625, pair=0.013, adv=4.736, sprd=0.023]
Ep 021/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:55,  1.96it/s, loss=0.625, pair=0.013, adv=4.736, sprd=0.023]
Ep 021/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<02:55,  1.96it/s, loss=0.607, pair=0.007, adv=6.665, sprd=0.023]
Ep 021/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:46,  2.06it/s, loss=0.607, pair=0.007, adv=6.665, sprd=0.023]
Ep 021/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:46,  2.06it/s, loss=0.656, pair=0.009, adv=3.531, sprd=0.032]
Ep 021/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<03:00,  1.89it/s, loss=0.656, pair=0.009, adv=3.531, sprd=0.032]
Ep 021/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:00,  1.89it/s, loss=0.594, pair=0.005, adv=6.884, sprd=0.023]
Ep 021/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:50,  2.00it/s, loss=0.594, pair=0.005, adv=6.884, sprd=0.023]
Ep 021/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:50,  2.00it/s, loss=0.615, pair=0.007, adv=5.704, sprd=0.022]
Ep 021/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:52,  1.97it/s, loss=0.615, pair=0.007, adv=5.704, sprd=0.022]
Ep 021/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<02:52,  1.97it/s, loss=0.565, pair=0.000, adv=9.055, sprd=0.016]
Ep 021/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:42,  2.09it/s, loss=0.565, pair=0.000, adv=9.055, sprd=0.016]
Ep 021/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:42,  2.09it/s, loss=0.612, pair=0.001, adv=3.736, sprd=0.020]
Ep 021/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:43,  2.06it/s, loss=0.612, pair=0.001, adv=3.736, sprd=0.020]
Ep 021/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<02:43,  2.06it/s, loss=0.624, pair=0.010, adv=5.872, sprd=0.027]
Ep 021/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.14it/s, loss=0.624, pair=0.010, adv=5.872, sprd=0.027]
Ep 021/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.14it/s, loss=1.036, pair=1.419, adv=6.072, sprd=0.025]
Ep 021/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:45,  2.03it/s, loss=1.036, pair=1.419, adv=6.072, sprd=0.025]
Ep 021/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:45,  2.03it/s, loss=1.376, pair=2.621, adv=9.555, sprd=0.021]
Ep 021/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:36,  2.14it/s, loss=1.376, pair=2.621, adv=9.555, sprd=0.021]
Ep 021/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:36,  2.14it/s, loss=0.574, pair=0.000, adv=9.365, sprd=0.020]
Ep 021/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:41,  2.07it/s, loss=0.574, pair=0.000, adv=9.365, sprd=0.020]
Ep 021/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:41,  2.07it/s, loss=0.591, pair=0.000, adv=8.464, sprd=0.018]
Ep 021/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:31,  2.19it/s, loss=0.591, pair=0.000, adv=8.464, sprd=0.018]
Ep 021/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:31,  2.19it/s, loss=0.584, pair=0.000, adv=7.163, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:38,  2.09it/s, loss=0.584, pair=0.000, adv=7.163, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:38,  2.09it/s, loss=0.830, pair=0.896, adv=7.843, sprd=0.020]
Ep 021/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:34,  2.14it/s, loss=0.830, pair=0.896, adv=7.843, sprd=0.020]
Ep 021/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:34,  2.14it/s, loss=0.801, pair=0.536, adv=9.456, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:38,  2.08it/s, loss=0.801, pair=0.536, adv=9.456, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▌ | 123/453 [01:01<02:38,  2.08it/s, loss=1.112, pair=1.798, adv=10.545, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▌ | 124/453 [01:01<02:30,  2.18it/s, loss=1.112, pair=1.798, adv=10.545, sprd=0.018]
Ep 021/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:30,  2.18it/s, loss=0.773, pair=0.546, adv=7.116, sprd=0.016]
Ep 021/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:32,  2.15it/s, loss=0.773, pair=0.546, adv=7.116, sprd=0.016]
Ep 021/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:32,  2.15it/s, loss=0.907, pair=0.940, adv=8.976, sprd=0.027]
Ep 021/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:28,  2.21it/s, loss=0.907, pair=0.940, adv=8.976, sprd=0.027]
Ep 021/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:28,  2.21it/s, loss=0.832, pair=0.478, adv=7.185, sprd=0.037]
Ep 021/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:40,  2.03it/s, loss=0.832, pair=0.478, adv=7.185, sprd=0.037]
Ep 021/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:40,  2.03it/s, loss=0.692, pair=0.117, adv=8.757, sprd=0.032]
Ep 021/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:35,  2.09it/s, loss=0.692, pair=0.117, adv=8.757, sprd=0.032]
Ep 021/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:35,  2.09it/s, loss=0.843, pair=0.025, adv=9.472, sprd=0.025]
Ep 021/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:41,  2.01it/s, loss=0.843, pair=0.025, adv=9.472, sprd=0.025]
Ep 021/80 [S2:+mat]:  28%|▌ | 129/453 [01:04<02:41,  2.01it/s, loss=0.733, pair=0.003, adv=11.317, sprd=0.021]
Ep 021/80 [S2:+mat]:  29%|▌ | 130/453 [01:04<02:29,  2.16it/s, loss=0.733, pair=0.003, adv=11.317, sprd=0.021]
Ep 021/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:29,  2.16it/s, loss=0.676, pair=0.029, adv=8.368, sprd=0.038]
Ep 021/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.04it/s, loss=0.676, pair=0.029, adv=8.368, sprd=0.038]
Ep 021/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.04it/s, loss=0.655, pair=0.006, adv=8.283, sprd=0.032]
Ep 021/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:31,  2.11it/s, loss=0.655, pair=0.006, adv=8.283, sprd=0.032]
Ep 021/80 [S2:+mat]:  29%|▌ | 132/453 [01:06<02:31,  2.11it/s, loss=0.653, pair=0.018, adv=13.968, sprd=0.034]
Ep 021/80 [S2:+mat]:  29%|▌ | 133/453 [01:06<02:41,  1.99it/s, loss=0.653, pair=0.018, adv=13.968, sprd=0.034]
Ep 021/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:41,  1.99it/s, loss=0.605, pair=0.006, adv=7.526, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:31,  2.11it/s, loss=0.605, pair=0.006, adv=7.526, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:31,  2.11it/s, loss=0.640, pair=0.007, adv=8.833, sprd=0.029]
Ep 021/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:35,  2.04it/s, loss=0.640, pair=0.007, adv=8.833, sprd=0.029]
Ep 021/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:35,  2.04it/s, loss=0.621, pair=0.005, adv=9.881, sprd=0.025]
Ep 021/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:27,  2.14it/s, loss=0.621, pair=0.005, adv=9.881, sprd=0.025]
Ep 021/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:27,  2.14it/s, loss=0.603, pair=0.009, adv=9.595, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:32,  2.07it/s, loss=0.603, pair=0.009, adv=9.595, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▌ | 137/453 [01:08<02:32,  2.07it/s, loss=0.611, pair=0.011, adv=16.013, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▌ | 138/453 [01:08<02:24,  2.18it/s, loss=0.611, pair=0.011, adv=16.013, sprd=0.021]
Ep 021/80 [S2:+mat]:  30%|▌ | 138/453 [01:09<02:24,  2.18it/s, loss=0.633, pair=0.001, adv=10.262, sprd=0.024]
Ep 021/80 [S2:+mat]:  31%|▌ | 139/453 [01:09<02:37,  2.00it/s, loss=0.633, pair=0.001, adv=10.262, sprd=0.024]
Ep 021/80 [S2:+mat]:  31%|▌ | 139/453 [01:09<02:37,  2.00it/s, loss=0.622, pair=0.002, adv=10.335, sprd=0.027]
Ep 021/80 [S2:+mat]:  31%|▌ | 140/453 [01:09<02:29,  2.09it/s, loss=0.622, pair=0.002, adv=10.335, sprd=0.027]
Ep 021/80 [S2:+mat]:  31%|▌ | 140/453 [01:10<02:29,  2.09it/s, loss=0.704, pair=0.023, adv=11.392, sprd=0.026]
Ep 021/80 [S2:+mat]:  31%|▌ | 141/453 [01:10<02:34,  2.01it/s, loss=0.704, pair=0.023, adv=11.392, sprd=0.026]
Ep 021/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:34,  2.01it/s, loss=0.649, pair=0.018, adv=5.372, sprd=0.033]
Ep 021/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:28,  2.10it/s, loss=0.649, pair=0.018, adv=5.372, sprd=0.033]
Ep 021/80 [S2:+mat]:  31%|▋ | 142/453 [01:11<02:28,  2.10it/s, loss=1.193, pair=1.946, adv=17.786, sprd=0.023]
Ep 021/80 [S2:+mat]:  32%|▋ | 143/453 [01:11<02:34,  2.01it/s, loss=1.193, pair=1.946, adv=17.786, sprd=0.023]
Ep 021/80 [S2:+mat]:  32%|▋ | 143/453 [01:11<02:34,  2.01it/s, loss=0.616, pair=0.015, adv=11.119, sprd=0.022]
Ep 021/80 [S2:+mat]:  32%|▋ | 144/453 [01:11<02:25,  2.12it/s, loss=0.616, pair=0.015, adv=11.119, sprd=0.022]
Ep 021/80 [S2:+mat]:  32%|▋ | 144/453 [01:11<02:25,  2.12it/s, loss=0.967, pair=1.280, adv=12.332, sprd=0.020]
Ep 021/80 [S2:+mat]:  32%|▋ | 145/453 [01:11<02:29,  2.06it/s, loss=0.967, pair=1.280, adv=12.332, sprd=0.020]
Ep 021/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:29,  2.06it/s, loss=0.625, pair=0.018, adv=3.995, sprd=0.025]
Ep 021/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:21,  2.17it/s, loss=0.625, pair=0.018, adv=3.995, sprd=0.025]
Ep 021/80 [S2:+mat]:  32%|▋ | 146/453 [01:12<02:21,  2.17it/s, loss=0.606, pair=0.011, adv=11.141, sprd=0.020]
Ep 021/80 [S2:+mat]:  32%|▋ | 147/453 [01:12<02:25,  2.10it/s, loss=0.606, pair=0.011, adv=11.141, sprd=0.020]
Ep 021/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:25,  2.10it/s, loss=0.714, pair=0.383, adv=3.738, sprd=0.022]
Ep 021/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:18,  2.20it/s, loss=0.714, pair=0.383, adv=3.738, sprd=0.022]
Ep 021/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:18,  2.20it/s, loss=0.600, pair=0.010, adv=8.702, sprd=0.024]
Ep 021/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:28,  2.05it/s, loss=0.600, pair=0.010, adv=8.702, sprd=0.024]
Ep 021/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:28,  2.05it/s, loss=0.602, pair=0.007, adv=8.353, sprd=0.019]
Ep 021/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:17,  2.20it/s, loss=0.602, pair=0.007, adv=8.353, sprd=0.019]
Ep 021/80 [S2:+mat]:  33%|▋ | 150/453 [01:14<02:17,  2.20it/s, loss=0.615, pair=0.004, adv=11.356, sprd=0.026]
Ep 021/80 [S2:+mat]:  33%|▋ | 151/453 [01:14<02:25,  2.07it/s, loss=0.615, pair=0.004, adv=11.356, sprd=0.026]
Ep 021/80 [S2:+mat]:  33%|▋ | 151/453 [01:15<02:25,  2.07it/s, loss=0.606, pair=0.030, adv=16.947, sprd=0.021]
Ep 021/80 [S2:+mat]:  34%|▋ | 152/453 [01:15<02:19,  2.16it/s, loss=0.606, pair=0.030, adv=16.947, sprd=0.021]
Ep 021/80 [S2:+mat]:  34%|▋ | 152/453 [01:15<02:19,  2.16it/s, loss=0.617, pair=0.013, adv=13.113, sprd=0.023]
Ep 021/80 [S2:+mat]:  34%|▋ | 153/453 [01:15<02:24,  2.08it/s, loss=0.617, pair=0.013, adv=13.113, sprd=0.023]
Ep 021/80 [S2:+mat]:  34%|▋ | 153/453 [01:16<02:24,  2.08it/s, loss=0.567, pair=0.003, adv=10.925, sprd=0.017]
Ep 021/80 [S2:+mat]:  34%|▋ | 154/453 [01:16<02:15,  2.20it/s, loss=0.567, pair=0.003, adv=10.925, sprd=0.017]
Ep 021/80 [S2:+mat]:  34%|▋ | 154/453 [01:16<02:15,  2.20it/s, loss=0.622, pair=0.001, adv=11.379, sprd=0.027]
Ep 021/80 [S2:+mat]:  34%|▋ | 155/453 [01:16<02:24,  2.07it/s, loss=0.622, pair=0.001, adv=11.379, sprd=0.027]
Ep 021/80 [S2:+mat]:  34%|▋ | 155/453 [01:17<02:24,  2.07it/s, loss=0.599, pair=0.008, adv=16.282, sprd=0.023]
Ep 021/80 [S2:+mat]:  34%|▋ | 156/453 [01:17<02:18,  2.15it/s, loss=0.599, pair=0.008, adv=16.282, sprd=0.023]
Ep 021/80 [S2:+mat]:  34%|▋ | 156/453 [01:17<02:18,  2.15it/s, loss=0.617, pair=0.035, adv=10.425, sprd=0.025]
Ep 021/80 [S2:+mat]:  35%|▋ | 157/453 [01:17<02:27,  2.01it/s, loss=0.617, pair=0.035, adv=10.425, sprd=0.025]
Ep 021/80 [S2:+mat]:  35%|▋ | 157/453 [01:18<02:27,  2.01it/s, loss=0.642, pair=0.010, adv=11.268, sprd=0.033]
Ep 021/80 [S2:+mat]:  35%|▋ | 158/453 [01:18<02:21,  2.09it/s, loss=0.642, pair=0.010, adv=11.268, sprd=0.033]
Ep 021/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:21,  2.09it/s, loss=0.642, pair=0.010, adv=9.500, sprd=0.028]
Ep 021/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:28,  1.98it/s, loss=0.642, pair=0.010, adv=9.500, sprd=0.028]
Ep 021/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:28,  1.98it/s, loss=0.622, pair=0.002, adv=9.138, sprd=0.028]
Ep 021/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:20,  2.08it/s, loss=0.622, pair=0.002, adv=9.138, sprd=0.028]
Ep 021/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:20,  2.08it/s, loss=0.629, pair=0.009, adv=7.803, sprd=0.028]
Ep 021/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:24,  2.01it/s, loss=0.629, pair=0.009, adv=7.803, sprd=0.028]
Ep 021/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:24,  2.01it/s, loss=0.601, pair=0.010, adv=6.045, sprd=0.025]
Ep 021/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:18,  2.10it/s, loss=0.601, pair=0.010, adv=6.045, sprd=0.025]
Ep 021/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:18,  2.10it/s, loss=0.630, pair=0.004, adv=9.245, sprd=0.030]
Ep 021/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:25,  1.99it/s, loss=0.630, pair=0.004, adv=9.245, sprd=0.030]
Ep 021/80 [S2:+mat]:  36%|▋ | 163/453 [01:20<02:25,  1.99it/s, loss=0.592, pair=0.019, adv=14.479, sprd=0.021]
Ep 021/80 [S2:+mat]:  36%|▋ | 164/453 [01:21<02:17,  2.10it/s, loss=0.592, pair=0.019, adv=14.479, sprd=0.021]
Ep 021/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:17,  2.10it/s, loss=0.614, pair=0.021, adv=5.573, sprd=0.023]
Ep 021/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:20,  2.05it/s, loss=0.614, pair=0.021, adv=5.573, sprd=0.023]
Ep 021/80 [S2:+mat]:  36%|▋ | 165/453 [01:21<02:20,  2.05it/s, loss=0.623, pair=0.016, adv=15.263, sprd=0.025]
Ep 021/80 [S2:+mat]:  37%|▋ | 166/453 [01:21<02:13,  2.15it/s, loss=0.623, pair=0.016, adv=15.263, sprd=0.025]
Ep 021/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:13,  2.15it/s, loss=0.665, pair=0.038, adv=8.326, sprd=0.030]
Ep 021/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:19,  2.05it/s, loss=0.665, pair=0.038, adv=8.326, sprd=0.030]
Ep 021/80 [S2:+mat]:  37%|▋ | 167/453 [01:22<02:19,  2.05it/s, loss=0.623, pair=0.005, adv=10.990, sprd=0.029]
Ep 021/80 [S2:+mat]:  37%|▋ | 168/453 [01:22<02:13,  2.13it/s, loss=0.623, pair=0.005, adv=10.990, sprd=0.029]
Ep 021/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:13,  2.13it/s, loss=0.605, pair=0.012, adv=4.817, sprd=0.023]
Ep 021/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:25,  1.95it/s, loss=0.605, pair=0.012, adv=4.817, sprd=0.023]
Ep 021/80 [S2:+mat]:  37%|▋ | 169/453 [01:23<02:25,  1.95it/s, loss=0.604, pair=0.001, adv=12.025, sprd=0.023]
Ep 021/80 [S2:+mat]:  38%|▊ | 170/453 [01:23<02:16,  2.08it/s, loss=0.604, pair=0.001, adv=12.025, sprd=0.023]
Ep 021/80 [S2:+mat]:  38%|▊ | 170/453 [01:24<02:16,  2.08it/s, loss=0.591, pair=0.008, adv=13.189, sprd=0.020]
Ep 021/80 [S2:+mat]:  38%|▊ | 171/453 [01:24<02:19,  2.02it/s, loss=0.591, pair=0.008, adv=13.189, sprd=0.020]
Ep 021/80 [S2:+mat]:  38%|▊ | 171/453 [01:24<02:19,  2.02it/s, loss=0.594, pair=0.003, adv=14.496, sprd=0.022]
Ep 021/80 [S2:+mat]:  38%|▊ | 172/453 [01:24<02:12,  2.12it/s, loss=0.594, pair=0.003, adv=14.496, sprd=0.022]
Ep 021/80 [S2:+mat]:  38%|▊ | 172/453 [01:25<02:12,  2.12it/s, loss=0.631, pair=0.003, adv=16.139, sprd=0.026]
Ep 021/80 [S2:+mat]:  38%|▊ | 173/453 [01:25<02:19,  2.01it/s, loss=0.631, pair=0.003, adv=16.139, sprd=0.026]
Ep 021/80 [S2:+mat]:  38%|▊ | 173/453 [01:25<02:19,  2.01it/s, loss=0.633, pair=0.002, adv=11.402, sprd=0.027]
Ep 021/80 [S2:+mat]:  38%|▊ | 174/453 [01:25<02:13,  2.09it/s, loss=0.633, pair=0.002, adv=11.402, sprd=0.027]
Ep 021/80 [S2:+mat]:  38%|▊ | 174/453 [01:26<02:13,  2.09it/s, loss=0.646, pair=0.004, adv=12.778, sprd=0.030]
Ep 021/80 [S2:+mat]:  39%|▊ | 175/453 [01:26<02:20,  1.98it/s, loss=0.646, pair=0.004, adv=12.778, sprd=0.030]
Ep 021/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:20,  1.98it/s, loss=0.597, pair=0.001, adv=7.560, sprd=0.022]
Ep 021/80 [S2:+mat]:  39%|█▏ | 176/453 [01:26<02:12,  2.09it/s, loss=0.597, pair=0.001, adv=7.560, sprd=0.022]
Ep 021/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:12,  2.09it/s, loss=0.586, pair=0.002, adv=6.670, sprd=0.020]
Ep 021/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:23,  1.92it/s, loss=0.586, pair=0.002, adv=6.670, sprd=0.020]
Ep 021/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:23,  1.92it/s, loss=0.653, pair=0.007, adv=7.133, sprd=0.037]
Ep 021/80 [S2:+mat]:  39%|█▏ | 178/453 [01:27<02:19,  1.97it/s, loss=0.653, pair=0.007, adv=7.133, sprd=0.037]
Ep 021/80 [S2:+mat]:  39%|▊ | 178/453 [01:28<02:19,  1.97it/s, loss=0.627, pair=0.045, adv=11.271, sprd=0.022]
Ep 021/80 [S2:+mat]:  40%|▊ | 179/453 [01:28<02:26,  1.86it/s, loss=0.627, pair=0.045, adv=11.271, sprd=0.022]
Ep 021/80 [S2:+mat]:  40%|█▏ | 179/453 [01:28<02:26,  1.86it/s, loss=0.593, pair=0.008, adv=4.011, sprd=0.023]
Ep 021/80 [S2:+mat]:  40%|█▏ | 180/453 [01:28<02:20,  1.95it/s, loss=0.593, pair=0.008, adv=4.011, sprd=0.023]
Ep 021/80 [S2:+mat]:  40%|▊ | 180/453 [01:29<02:20,  1.95it/s, loss=0.642, pair=0.006, adv=11.204, sprd=0.028]
Ep 021/80 [S2:+mat]:  40%|▊ | 181/453 [01:29<02:30,  1.80it/s, loss=0.642, pair=0.006, adv=11.204, sprd=0.028]
Ep 021/80 [S2:+mat]:  40%|▊ | 181/453 [01:30<02:30,  1.80it/s, loss=0.646, pair=0.051, adv=12.356, sprd=0.024]
Ep 021/80 [S2:+mat]:  40%|▊ | 182/453 [01:30<02:20,  1.93it/s, loss=0.646, pair=0.051, adv=12.356, sprd=0.024]
Ep 021/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:20,  1.93it/s, loss=0.608, pair=0.003, adv=7.450, sprd=0.022]
Ep 021/80 [S2:+mat]:  40%|█▏ | 183/453 [01:30<02:28,  1.82it/s, loss=0.608, pair=0.003, adv=7.450, sprd=0.022]
Ep 021/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:28,  1.82it/s, loss=1.215, pair=1.915, adv=5.700, sprd=0.029]
Ep 021/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:19,  1.93it/s, loss=1.215, pair=1.915, adv=5.700, sprd=0.029]
Ep 021/80 [S2:+mat]:  41%|▊ | 184/453 [01:31<02:19,  1.93it/s, loss=0.661, pair=0.006, adv=11.219, sprd=0.028]
Ep 021/80 [S2:+mat]:  41%|▊ | 185/453 [01:31<02:31,  1.77it/s, loss=0.661, pair=0.006, adv=11.219, sprd=0.028]
Ep 021/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:31,  1.77it/s, loss=0.600, pair=0.047, adv=7.083, sprd=0.016]
Ep 021/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:18,  1.93it/s, loss=0.600, pair=0.047, adv=7.083, sprd=0.016]
Ep 021/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:18,  1.93it/s, loss=0.923, pair=1.031, adv=8.352, sprd=0.021]
Ep 021/80 [S2:+mat]:  41%|█▏ | 187/453 [01:32<02:26,  1.81it/s, loss=0.923, pair=1.031, adv=8.352, sprd=0.021]
Ep 021/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:26,  1.81it/s, loss=0.776, pair=0.654, adv=8.480, sprd=0.020]
Ep 021/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:17,  1.92it/s, loss=0.776, pair=0.654, adv=8.480, sprd=0.020]
Ep 021/80 [S2:+mat]:  42%|▊ | 188/453 [01:33<02:17,  1.92it/s, loss=0.617, pair=0.048, adv=13.774, sprd=0.022]
Ep 021/80 [S2:+mat]:  42%|▊ | 189/453 [01:33<02:24,  1.83it/s, loss=0.617, pair=0.048, adv=13.774, sprd=0.022]
Ep 021/80 [S2:+mat]:  42%|▊ | 189/453 [01:34<02:24,  1.83it/s, loss=0.629, pair=0.032, adv=10.396, sprd=0.022]
Ep 021/80 [S2:+mat]:  42%|▊ | 190/453 [01:34<02:14,  1.96it/s, loss=0.629, pair=0.032, adv=10.396, sprd=0.022]
Ep 021/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:14,  1.96it/s, loss=0.607, pair=0.004, adv=8.324, sprd=0.025]
Ep 021/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:23,  1.82it/s, loss=0.607, pair=0.004, adv=8.324, sprd=0.025]
Ep 021/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:23,  1.82it/s, loss=1.249, pair=2.057, adv=6.866, sprd=0.029]
Ep 021/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:15,  1.93it/s, loss=1.249, pair=2.057, adv=6.866, sprd=0.029]
Ep 021/80 [S2:+mat]:  42%|▊ | 192/453 [01:36<02:15,  1.93it/s, loss=0.596, pair=0.007, adv=10.491, sprd=0.021]
Ep 021/80 [S2:+mat]:  43%|▊ | 193/453 [01:36<02:32,  1.70it/s, loss=0.596, pair=0.007, adv=10.491, sprd=0.021]
Ep 021/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:32,  1.70it/s, loss=0.615, pair=0.005, adv=5.524, sprd=0.025]
Ep 021/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:21,  1.83it/s, loss=0.615, pair=0.005, adv=5.524, sprd=0.025]
Ep 021/80 [S2:+mat]:  43%|▊ | 194/453 [01:37<02:21,  1.83it/s, loss=1.224, pair=2.127, adv=10.568, sprd=0.022]
Ep 021/80 [S2:+mat]:  43%|▊ | 195/453 [01:37<02:26,  1.76it/s, loss=1.224, pair=2.127, adv=10.568, sprd=0.022]
Ep 021/80 [S2:+mat]:  43%|▊ | 195/453 [01:37<02:26,  1.76it/s, loss=0.578, pair=0.009, adv=12.973, sprd=0.018]
Ep 021/80 [S2:+mat]:  43%|▊ | 196/453 [01:37<02:16,  1.89it/s, loss=0.578, pair=0.009, adv=12.973, sprd=0.018]
Ep 021/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:16,  1.89it/s, loss=0.612, pair=0.008, adv=9.057, sprd=0.022]
Ep 021/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:22,  1.79it/s, loss=0.612, pair=0.008, adv=9.057, sprd=0.022]
Ep 021/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:22,  1.79it/s, loss=0.665, pair=0.005, adv=4.898, sprd=0.034]
Ep 021/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<02:14,  1.90it/s, loss=0.665, pair=0.005, adv=4.898, sprd=0.034]
Ep 021/80 [S2:+mat]:  44%|▊ | 198/453 [01:39<02:14,  1.90it/s, loss=0.587, pair=0.011, adv=12.319, sprd=0.019]
Ep 021/80 [S2:+mat]:  44%|▉ | 199/453 [01:39<02:21,  1.80it/s, loss=0.587, pair=0.011, adv=12.319, sprd=0.019]
Ep 021/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:21,  1.80it/s, loss=0.619, pair=0.010, adv=3.937, sprd=0.024]
Ep 021/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:11,  1.92it/s, loss=0.619, pair=0.010, adv=3.937, sprd=0.024]
Ep 021/80 [S2:+mat]:  44%|▉ | 200/453 [01:40<02:11,  1.92it/s, loss=0.597, pair=0.004, adv=10.972, sprd=0.020]
Ep 021/80 [S2:+mat]:  44%|▉ | 201/453 [01:40<02:20,  1.80it/s, loss=0.597, pair=0.004, adv=10.972, sprd=0.020]
Ep 021/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:20,  1.80it/s, loss=0.589, pair=0.003, adv=7.471, sprd=0.018]
Ep 021/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<02:09,  1.94it/s, loss=0.589, pair=0.003, adv=7.471, sprd=0.018]
Ep 021/80 [S2:+mat]:  45%|▉ | 202/453 [01:41<02:09,  1.94it/s, loss=0.643, pair=0.007, adv=13.506, sprd=0.023]
Ep 021/80 [S2:+mat]:  45%|▉ | 203/453 [01:41<02:14,  1.86it/s, loss=0.643, pair=0.007, adv=13.506, sprd=0.023]
Ep 021/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:14,  1.86it/s, loss=0.624, pair=0.016, adv=8.449, sprd=0.021]
Ep 021/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<02:04,  2.00it/s, loss=0.624, pair=0.016, adv=8.449, sprd=0.021]
Ep 021/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:04,  2.00it/s, loss=0.586, pair=0.007, adv=7.493, sprd=0.021]
Ep 021/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:14,  1.85it/s, loss=0.586, pair=0.007, adv=7.493, sprd=0.021]
Ep 021/80 [S2:+mat]:  45%|▉ | 205/453 [01:42<02:14,  1.85it/s, loss=0.612, pair=0.002, adv=12.484, sprd=0.026]
Ep 021/80 [S2:+mat]:  45%|▉ | 206/453 [01:42<02:07,  1.94it/s, loss=0.612, pair=0.002, adv=12.484, sprd=0.026]
Ep 021/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:07,  1.94it/s, loss=0.692, pair=0.011, adv=6.949, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:09,  1.90it/s, loss=0.692, pair=0.011, adv=6.949, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:09,  1.90it/s, loss=0.635, pair=0.012, adv=9.087, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<02:01,  2.02it/s, loss=0.635, pair=0.012, adv=9.087, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:01,  2.02it/s, loss=0.702, pair=0.009, adv=9.109, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:01,  2.00it/s, loss=0.702, pair=0.009, adv=9.109, sprd=0.027]
Ep 021/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:01,  2.00it/s, loss=0.638, pair=0.002, adv=8.327, sprd=0.030]
Ep 021/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:55,  2.10it/s, loss=0.638, pair=0.002, adv=8.327, sprd=0.030]
Ep 021/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:55,  2.10it/s, loss=0.644, pair=0.009, adv=7.415, sprd=0.023]
Ep 021/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:00,  2.00it/s, loss=0.644, pair=0.009, adv=7.415, sprd=0.023]
Ep 021/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:00,  2.00it/s, loss=0.606, pair=0.005, adv=3.938, sprd=0.021]
Ep 021/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:53,  2.13it/s, loss=0.606, pair=0.005, adv=3.938, sprd=0.021]
Ep 021/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:53,  2.13it/s, loss=0.662, pair=0.009, adv=8.954, sprd=0.022]
Ep 021/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:57,  2.05it/s, loss=0.662, pair=0.009, adv=8.954, sprd=0.022]
Ep 021/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:57,  2.05it/s, loss=0.558, pair=0.009, adv=6.384, sprd=0.017]
Ep 021/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:51,  2.14it/s, loss=0.558, pair=0.009, adv=6.384, sprd=0.017]
Ep 021/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:51,  2.14it/s, loss=0.602, pair=0.002, adv=5.175, sprd=0.024]
Ep 021/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:55,  2.07it/s, loss=0.602, pair=0.002, adv=5.175, sprd=0.024]
Ep 021/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:55,  2.07it/s, loss=0.634, pair=0.001, adv=8.814, sprd=0.026]
Ep 021/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:49,  2.17it/s, loss=0.634, pair=0.001, adv=8.814, sprd=0.026]
Ep 021/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:49,  2.17it/s, loss=0.572, pair=0.001, adv=5.305, sprd=0.019]
Ep 021/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:53,  2.07it/s, loss=0.572, pair=0.001, adv=5.305, sprd=0.019]
Ep 021/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:53,  2.07it/s, loss=0.609, pair=0.006, adv=8.436, sprd=0.025]
Ep 021/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:48,  2.16it/s, loss=0.609, pair=0.006, adv=8.436, sprd=0.025]
Ep 021/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:48,  2.16it/s, loss=0.648, pair=0.006, adv=6.398, sprd=0.029]
Ep 021/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:55,  2.02it/s, loss=0.648, pair=0.006, adv=6.398, sprd=0.029]
Ep 021/80 [S2:+mat]:  48%|▉ | 219/453 [01:49<01:55,  2.02it/s, loss=0.596, pair=0.016, adv=11.286, sprd=0.019]
Ep 021/80 [S2:+mat]:  49%|▉ | 220/453 [01:49<01:48,  2.15it/s, loss=0.596, pair=0.016, adv=11.286, sprd=0.019]
Ep 021/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:48,  2.15it/s, loss=0.627, pair=0.008, adv=6.046, sprd=0.031]
Ep 021/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:00,  1.92it/s, loss=0.627, pair=0.008, adv=6.046, sprd=0.031]
Ep 021/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:00,  1.92it/s, loss=0.600, pair=0.012, adv=7.947, sprd=0.024]
Ep 021/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:53,  2.04it/s, loss=0.600, pair=0.012, adv=7.947, sprd=0.024]
Ep 021/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:53,  2.04it/s, loss=0.625, pair=0.002, adv=3.837, sprd=0.026]
Ep 021/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:58,  1.95it/s, loss=0.625, pair=0.002, adv=3.837, sprd=0.026]
Ep 021/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:58,  1.95it/s, loss=0.602, pair=0.011, adv=6.432, sprd=0.022]
Ep 021/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:50,  2.07it/s, loss=0.602, pair=0.011, adv=6.432, sprd=0.022]
Ep 021/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:50,  2.07it/s, loss=0.629, pair=0.014, adv=4.760, sprd=0.027]
Ep 021/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:52,  2.02it/s, loss=0.629, pair=0.014, adv=4.760, sprd=0.027]
Ep 021/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:52,  2.02it/s, loss=0.607, pair=0.005, adv=7.331, sprd=0.026]
Ep 021/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:48,  2.09it/s, loss=0.607, pair=0.005, adv=7.331, sprd=0.026]
Ep 021/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:48,  2.09it/s, loss=0.611, pair=0.010, adv=3.995, sprd=0.020]
Ep 021/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:49,  2.06it/s, loss=0.611, pair=0.010, adv=3.995, sprd=0.020]
Ep 021/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:49,  2.06it/s, loss=0.600, pair=0.002, adv=5.784, sprd=0.025]
Ep 021/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:45,  2.14it/s, loss=0.600, pair=0.002, adv=5.784, sprd=0.025]
Ep 021/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:45,  2.14it/s, loss=0.608, pair=0.005, adv=4.640, sprd=0.022]
Ep 021/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:48,  2.06it/s, loss=0.608, pair=0.005, adv=4.640, sprd=0.022]
Ep 021/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:48,  2.06it/s, loss=0.574, pair=0.007, adv=6.492, sprd=0.019]
Ep 021/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:43,  2.15it/s, loss=0.574, pair=0.007, adv=6.492, sprd=0.019]
Ep 021/80 [S2:+mat]:  51%|█ | 230/453 [01:55<01:43,  2.15it/s, loss=0.602, pair=0.012, adv=10.847, sprd=0.020]
Ep 021/80 [S2:+mat]:  51%|█ | 231/453 [01:55<01:47,  2.06it/s, loss=0.602, pair=0.012, adv=10.847, sprd=0.020]
Ep 021/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:47,  2.06it/s, loss=0.601, pair=0.008, adv=7.899, sprd=0.026]
Ep 021/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:44,  2.12it/s, loss=0.601, pair=0.008, adv=7.899, sprd=0.026]
Ep 021/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:44,  2.12it/s, loss=0.565, pair=0.002, adv=6.635, sprd=0.019]
Ep 021/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:49,  2.00it/s, loss=0.565, pair=0.002, adv=6.635, sprd=0.019]
Ep 021/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:49,  2.00it/s, loss=0.589, pair=0.004, adv=9.050, sprd=0.017]
Ep 021/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:42,  2.14it/s, loss=0.589, pair=0.004, adv=9.050, sprd=0.017]
Ep 021/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:42,  2.14it/s, loss=0.598, pair=0.011, adv=5.566, sprd=0.019]
Ep 021/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:46,  2.06it/s, loss=0.598, pair=0.011, adv=5.566, sprd=0.019]
Ep 021/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:46,  2.06it/s, loss=0.613, pair=0.009, adv=3.553, sprd=0.026]
Ep 021/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:41,  2.15it/s, loss=0.613, pair=0.009, adv=3.553, sprd=0.026]
Ep 021/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:41,  2.15it/s, loss=0.642, pair=0.001, adv=4.871, sprd=0.029]
Ep 021/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:44,  2.06it/s, loss=0.642, pair=0.001, adv=4.871, sprd=0.029]
Ep 021/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:44,  2.06it/s, loss=0.622, pair=0.000, adv=7.659, sprd=0.028]
Ep 021/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:40,  2.14it/s, loss=0.622, pair=0.000, adv=7.659, sprd=0.028]
Ep 021/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:40,  2.14it/s, loss=0.641, pair=0.006, adv=5.527, sprd=0.018]
Ep 021/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:44,  2.05it/s, loss=0.641, pair=0.006, adv=5.527, sprd=0.018]
Ep 021/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:44,  2.05it/s, loss=0.546, pair=0.001, adv=9.159, sprd=0.013]
Ep 021/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.18it/s, loss=0.546, pair=0.001, adv=9.159, sprd=0.013]
Ep 021/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.18it/s, loss=0.597, pair=0.003, adv=4.906, sprd=0.020]
Ep 021/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:40,  2.10it/s, loss=0.597, pair=0.003, adv=4.906, sprd=0.020]
Ep 021/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:40,  2.10it/s, loss=0.599, pair=0.006, adv=4.453, sprd=0.025]
Ep 021/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:37,  2.17it/s, loss=0.599, pair=0.006, adv=4.453, sprd=0.025]
Ep 021/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:37,  2.17it/s, loss=0.608, pair=0.003, adv=6.678, sprd=0.027]
Ep 021/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:42,  2.04it/s, loss=0.608, pair=0.003, adv=6.678, sprd=0.027]
Ep 021/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:42,  2.04it/s, loss=0.609, pair=0.001, adv=4.923, sprd=0.020]
Ep 021/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:35,  2.19it/s, loss=0.609, pair=0.001, adv=4.923, sprd=0.020]
Ep 021/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:35,  2.19it/s, loss=0.645, pair=0.001, adv=5.087, sprd=0.028]
Ep 021/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:40,  2.07it/s, loss=0.645, pair=0.001, adv=5.087, sprd=0.028]
Ep 021/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:40,  2.07it/s, loss=0.595, pair=0.000, adv=4.954, sprd=0.016]
Ep 021/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:33,  2.21it/s, loss=0.595, pair=0.000, adv=4.954, sprd=0.016]
Ep 021/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:33,  2.21it/s, loss=0.589, pair=0.001, adv=6.610, sprd=0.022]
Ep 021/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:40,  2.05it/s, loss=0.589, pair=0.001, adv=6.610, sprd=0.022]
Ep 021/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:40,  2.05it/s, loss=0.570, pair=0.006, adv=5.738, sprd=0.016]
Ep 021/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:35,  2.15it/s, loss=0.570, pair=0.006, adv=5.738, sprd=0.016]
Ep 021/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:35,  2.15it/s, loss=0.612, pair=0.012, adv=3.611, sprd=0.024]
Ep 021/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:44,  1.94it/s, loss=0.612, pair=0.012, adv=3.611, sprd=0.024]
Ep 021/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:44,  1.94it/s, loss=0.651, pair=0.011, adv=3.985, sprd=0.032]
Ep 021/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:39,  2.04it/s, loss=0.651, pair=0.011, adv=3.985, sprd=0.032]
Ep 021/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:39,  2.04it/s, loss=0.621, pair=0.005, adv=4.240, sprd=0.024]
Ep 021/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:41,  1.98it/s, loss=0.621, pair=0.005, adv=4.240, sprd=0.024]
Ep 021/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:41,  1.98it/s, loss=0.606, pair=0.003, adv=3.821, sprd=0.025]
Ep 021/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:36,  2.08it/s, loss=0.606, pair=0.003, adv=3.821, sprd=0.025]
Ep 021/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:36,  2.08it/s, loss=0.673, pair=0.091, adv=4.962, sprd=0.032]
Ep 021/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:41,  1.98it/s, loss=0.673, pair=0.091, adv=4.962, sprd=0.032]
Ep 021/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:41,  1.98it/s, loss=0.597, pair=0.001, adv=4.427, sprd=0.026]
Ep 021/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:36,  2.06it/s, loss=0.597, pair=0.001, adv=4.427, sprd=0.026]
Ep 021/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:36,  2.06it/s, loss=0.592, pair=0.007, adv=5.920, sprd=0.020]
Ep 021/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:38,  2.02it/s, loss=0.592, pair=0.007, adv=5.920, sprd=0.020]
Ep 021/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:38,  2.02it/s, loss=0.582, pair=0.005, adv=4.320, sprd=0.021]
Ep 021/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:33,  2.11it/s, loss=0.582, pair=0.005, adv=4.320, sprd=0.021]
Ep 021/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:33,  2.11it/s, loss=0.629, pair=0.003, adv=4.890, sprd=0.028]
Ep 021/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:36,  2.03it/s, loss=0.629, pair=0.003, adv=4.890, sprd=0.028]
Ep 021/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:36,  2.03it/s, loss=0.577, pair=0.003, adv=4.315, sprd=0.018]
Ep 021/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:30,  2.15it/s, loss=0.577, pair=0.003, adv=4.315, sprd=0.018]
Ep 021/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:30,  2.15it/s, loss=0.602, pair=0.014, adv=3.949, sprd=0.023]
Ep 021/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:34,  2.05it/s, loss=0.602, pair=0.014, adv=3.949, sprd=0.023]
Ep 021/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:34,  2.05it/s, loss=0.620, pair=0.014, adv=6.339, sprd=0.025]
Ep 021/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:30,  2.14it/s, loss=0.620, pair=0.014, adv=6.339, sprd=0.025]
Ep 021/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:30,  2.14it/s, loss=0.662, pair=0.011, adv=3.889, sprd=0.032]
Ep 021/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:34,  2.04it/s, loss=0.662, pair=0.011, adv=3.889, sprd=0.032]
Ep 021/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:34,  2.04it/s, loss=0.627, pair=0.006, adv=4.277, sprd=0.027]
Ep 021/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:29,  2.13it/s, loss=0.627, pair=0.006, adv=4.277, sprd=0.027]
Ep 021/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:29,  2.13it/s, loss=0.590, pair=0.006, adv=4.794, sprd=0.019]
Ep 021/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:32,  2.04it/s, loss=0.590, pair=0.006, adv=4.794, sprd=0.019]
Ep 021/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:32,  2.04it/s, loss=0.577, pair=0.000, adv=4.390, sprd=0.019]
Ep 021/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:28,  2.13it/s, loss=0.577, pair=0.000, adv=4.390, sprd=0.019]
Ep 021/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:28,  2.13it/s, loss=0.588, pair=0.001, adv=4.486, sprd=0.021]
Ep 021/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.06it/s, loss=0.588, pair=0.001, adv=4.486, sprd=0.021]
Ep 021/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.06it/s, loss=0.622, pair=0.007, adv=4.306, sprd=0.022]
Ep 021/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:26,  2.17it/s, loss=0.622, pair=0.007, adv=4.306, sprd=0.022]
Ep 021/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:26,  2.17it/s, loss=0.599, pair=0.023, adv=4.328, sprd=0.021]
Ep 021/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:29,  2.07it/s, loss=0.599, pair=0.023, adv=4.328, sprd=0.021]
Ep 021/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:29,  2.07it/s, loss=0.625, pair=0.027, adv=5.753, sprd=0.023]
Ep 021/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:25,  2.17it/s, loss=0.625, pair=0.027, adv=5.753, sprd=0.023]
Ep 021/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:25,  2.17it/s, loss=0.725, pair=0.473, adv=3.485, sprd=0.019]
Ep 021/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:28,  2.08it/s, loss=0.725, pair=0.473, adv=3.485, sprd=0.019]
Ep 021/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:28,  2.08it/s, loss=0.652, pair=0.010, adv=4.159, sprd=0.030]
Ep 021/80 [S2:+mat]:  60%|█▊ | 270/453 [02:13<01:24,  2.17it/s, loss=0.652, pair=0.010, adv=4.159, sprd=0.030]
Ep 021/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:24,  2.17it/s, loss=0.617, pair=0.002, adv=4.213, sprd=0.027]
Ep 021/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:28,  2.06it/s, loss=0.617, pair=0.002, adv=4.213, sprd=0.027]
Ep 021/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:28,  2.06it/s, loss=0.587, pair=0.002, adv=5.454, sprd=0.019]
Ep 021/80 [S2:+mat]:  60%|█▊ | 272/453 [02:14<01:24,  2.15it/s, loss=0.587, pair=0.002, adv=5.454, sprd=0.019]
Ep 021/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:24,  2.15it/s, loss=0.671, pair=0.000, adv=3.138, sprd=0.030]
Ep 021/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:27,  2.05it/s, loss=0.671, pair=0.000, adv=3.138, sprd=0.030]
Ep 021/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:27,  2.05it/s, loss=0.591, pair=0.016, adv=6.920, sprd=0.018]
Ep 021/80 [S2:+mat]:  60%|█▊ | 274/453 [02:15<01:22,  2.16it/s, loss=0.591, pair=0.016, adv=6.920, sprd=0.018]
Ep 021/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:22,  2.16it/s, loss=0.643, pair=0.008, adv=3.385, sprd=0.032]
Ep 021/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:26,  2.07it/s, loss=0.643, pair=0.008, adv=3.385, sprd=0.032]
Ep 021/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:26,  2.07it/s, loss=0.531, pair=0.006, adv=2.854, sprd=0.019]
Ep 021/80 [S2:+mat]:  61%|█▊ | 276/453 [02:16<01:23,  2.13it/s, loss=0.531, pair=0.006, adv=2.854, sprd=0.019]
Ep 021/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:23,  2.13it/s, loss=0.532, pair=0.004, adv=3.009, sprd=0.018]
Ep 021/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:30,  1.94it/s, loss=0.532, pair=0.004, adv=3.009, sprd=0.018]
Ep 021/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:30,  1.94it/s, loss=0.592, pair=0.000, adv=3.520, sprd=0.022]
Ep 021/80 [S2:+mat]:  61%|█▊ | 278/453 [02:17<01:26,  2.02it/s, loss=0.592, pair=0.000, adv=3.520, sprd=0.022]
Ep 021/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:26,  2.02it/s, loss=0.558, pair=0.000, adv=3.408, sprd=0.016]
Ep 021/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:41,  1.72it/s, loss=0.558, pair=0.000, adv=3.408, sprd=0.016]
Ep 021/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:41,  1.72it/s, loss=0.605, pair=0.000, adv=3.977, sprd=0.026]
Ep 021/80 [S2:+mat]:  62%|█▊ | 280/453 [02:18<01:34,  1.83it/s, loss=0.605, pair=0.000, adv=3.977, sprd=0.026]
Ep 021/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:34,  1.83it/s, loss=0.593, pair=0.005, adv=4.152, sprd=0.019]
Ep 021/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:38,  1.75it/s, loss=0.593, pair=0.005, adv=4.152, sprd=0.019]
Ep 021/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:38,  1.75it/s, loss=0.635, pair=0.001, adv=4.198, sprd=0.029]
Ep 021/80 [S2:+mat]:  62%|█▊ | 282/453 [02:19<01:31,  1.87it/s, loss=0.635, pair=0.001, adv=4.198, sprd=0.029]
Ep 021/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:31,  1.87it/s, loss=0.576, pair=0.002, adv=5.192, sprd=0.016]
Ep 021/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:34,  1.79it/s, loss=0.576, pair=0.002, adv=5.192, sprd=0.016]
Ep 021/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:34,  1.79it/s, loss=0.591, pair=0.001, adv=3.906, sprd=0.022]
Ep 021/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:28,  1.90it/s, loss=0.591, pair=0.001, adv=3.906, sprd=0.022]
Ep 021/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:28,  1.90it/s, loss=0.738, pair=0.002, adv=3.716, sprd=0.037]
Ep 021/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:34,  1.78it/s, loss=0.738, pair=0.002, adv=3.716, sprd=0.037]
Ep 021/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:34,  1.78it/s, loss=0.632, pair=0.001, adv=5.200, sprd=0.028]
Ep 021/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:28,  1.88it/s, loss=0.632, pair=0.001, adv=5.200, sprd=0.028]
Ep 021/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:28,  1.88it/s, loss=0.614, pair=0.000, adv=3.041, sprd=0.034]
Ep 021/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:34,  1.76it/s, loss=0.614, pair=0.000, adv=3.041, sprd=0.034]
Ep 021/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:34,  1.76it/s, loss=0.640, pair=0.005, adv=4.096, sprd=0.030]
Ep 021/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:28,  1.86it/s, loss=0.640, pair=0.005, adv=4.096, sprd=0.030]
Ep 021/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:28,  1.86it/s, loss=0.617, pair=0.008, adv=3.369, sprd=0.026]
Ep 021/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:32,  1.77it/s, loss=0.617, pair=0.008, adv=3.369, sprd=0.026]
Ep 021/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:32,  1.77it/s, loss=0.562, pair=0.003, adv=4.406, sprd=0.018]
Ep 021/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:27,  1.87it/s, loss=0.562, pair=0.003, adv=4.406, sprd=0.018]
Ep 021/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:27,  1.87it/s, loss=0.680, pair=0.011, adv=3.660, sprd=0.037]
Ep 021/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:32,  1.76it/s, loss=0.680, pair=0.011, adv=3.660, sprd=0.037]
Ep 021/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:32,  1.76it/s, loss=0.656, pair=0.000, adv=3.929, sprd=0.032]
Ep 021/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:26,  1.87it/s, loss=0.656, pair=0.000, adv=3.929, sprd=0.032]
Ep 021/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:26,  1.87it/s, loss=0.677, pair=0.001, adv=3.915, sprd=0.024]
Ep 021/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:29,  1.79it/s, loss=0.677, pair=0.001, adv=3.915, sprd=0.024]
Ep 021/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:29,  1.79it/s, loss=0.598, pair=0.001, adv=4.392, sprd=0.022]
Ep 021/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:23,  1.90it/s, loss=0.598, pair=0.001, adv=4.392, sprd=0.022]
Ep 021/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:23,  1.90it/s, loss=0.571, pair=0.009, adv=3.040, sprd=0.022]
Ep 021/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:28,  1.79it/s, loss=0.571, pair=0.009, adv=3.040, sprd=0.022]
Ep 021/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:28,  1.79it/s, loss=0.672, pair=0.007, adv=3.681, sprd=0.035]
Ep 021/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:23,  1.88it/s, loss=0.672, pair=0.007, adv=3.681, sprd=0.035]
Ep 021/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:23,  1.88it/s, loss=0.534, pair=0.000, adv=2.660, sprd=0.024]
Ep 021/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:27,  1.79it/s, loss=0.534, pair=0.000, adv=2.660, sprd=0.024]
Ep 021/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:27,  1.79it/s, loss=0.598, pair=0.025, adv=3.303, sprd=0.020]
Ep 021/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:20,  1.94it/s, loss=0.598, pair=0.025, adv=3.303, sprd=0.020]
Ep 021/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:20,  1.94it/s, loss=0.631, pair=0.004, adv=5.431, sprd=0.026]
Ep 021/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:24,  1.83it/s, loss=0.631, pair=0.004, adv=5.431, sprd=0.026]
Ep 021/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:24,  1.83it/s, loss=0.586, pair=0.000, adv=4.384, sprd=0.019]
Ep 021/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:18,  1.94it/s, loss=0.586, pair=0.000, adv=4.384, sprd=0.019]
Ep 021/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:18,  1.94it/s, loss=0.558, pair=0.003, adv=3.263, sprd=0.021]
Ep 021/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:24,  1.80it/s, loss=0.558, pair=0.003, adv=3.263, sprd=0.021]
Ep 021/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:24,  1.80it/s, loss=0.634, pair=0.002, adv=3.615, sprd=0.031]
Ep 021/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:20,  1.88it/s, loss=0.634, pair=0.002, adv=3.615, sprd=0.031]
Ep 021/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:20,  1.88it/s, loss=0.620, pair=0.002, adv=5.363, sprd=0.028]
Ep 021/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:29,  1.67it/s, loss=0.620, pair=0.002, adv=5.363, sprd=0.028]
Ep 021/80 [S2:+mat]:  67%|██ | 303/453 [02:32<01:29,  1.67it/s, loss=0.610, pair=0.307, adv=2.740, sprd=0.020]
Ep 021/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:22,  1.81it/s, loss=0.610, pair=0.307, adv=2.740, sprd=0.020]
Ep 021/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:22,  1.81it/s, loss=0.525, pair=0.000, adv=2.876, sprd=0.019]
Ep 021/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:22,  1.80it/s, loss=0.525, pair=0.000, adv=2.876, sprd=0.019]
Ep 021/80 [S2:+mat]:  67%|██ | 305/453 [02:33<01:22,  1.80it/s, loss=0.660, pair=0.002, adv=3.476, sprd=0.034]
Ep 021/80 [S2:+mat]:  68%|██ | 306/453 [02:33<01:16,  1.92it/s, loss=0.660, pair=0.002, adv=3.476, sprd=0.034]
Ep 021/80 [S2:+mat]:  68%|██ | 306/453 [02:33<01:16,  1.92it/s, loss=0.564, pair=0.000, adv=4.051, sprd=0.017]
Ep 021/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:16,  1.90it/s, loss=0.564, pair=0.000, adv=4.051, sprd=0.017]
Ep 021/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:16,  1.90it/s, loss=0.593, pair=0.002, adv=3.180, sprd=0.018]
Ep 021/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:10,  2.07it/s, loss=0.593, pair=0.002, adv=3.180, sprd=0.018]
Ep 021/80 [S2:+mat]:  68%|██ | 308/453 [02:34<01:10,  2.07it/s, loss=0.584, pair=0.001, adv=4.323, sprd=0.017]
Ep 021/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:11,  2.02it/s, loss=0.584, pair=0.001, adv=4.323, sprd=0.017]
Ep 021/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:11,  2.02it/s, loss=0.648, pair=0.000, adv=3.572, sprd=0.029]
Ep 021/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:07,  2.11it/s, loss=0.648, pair=0.000, adv=3.572, sprd=0.029]
Ep 021/80 [S2:+mat]:  68%|██ | 310/453 [02:35<01:07,  2.11it/s, loss=0.578, pair=0.000, adv=5.749, sprd=0.019]
Ep 021/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:09,  2.03it/s, loss=0.578, pair=0.000, adv=5.749, sprd=0.019]
Ep 021/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:09,  2.03it/s, loss=0.627, pair=0.000, adv=4.256, sprd=0.026]
Ep 021/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:06,  2.12it/s, loss=0.627, pair=0.000, adv=4.256, sprd=0.026]
Ep 021/80 [S2:+mat]:  69%|██ | 312/453 [02:36<01:06,  2.12it/s, loss=0.574, pair=0.000, adv=2.582, sprd=0.029]
Ep 021/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:08,  2.05it/s, loss=0.574, pair=0.000, adv=2.582, sprd=0.029]
Ep 021/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:08,  2.05it/s, loss=0.578, pair=0.000, adv=5.170, sprd=0.018]
Ep 021/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=0.578, pair=0.000, adv=5.170, sprd=0.018]
Ep 021/80 [S2:+mat]:  69%|██ | 314/453 [02:37<01:04,  2.15it/s, loss=0.586, pair=0.001, adv=3.368, sprd=0.019]
Ep 021/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:06,  2.07it/s, loss=0.586, pair=0.001, adv=3.368, sprd=0.019]
Ep 021/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:06,  2.07it/s, loss=0.575, pair=0.003, adv=3.623, sprd=0.015]
Ep 021/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:02,  2.18it/s, loss=0.575, pair=0.003, adv=3.623, sprd=0.015]
Ep 021/80 [S2:+mat]:  70%|██ | 316/453 [02:38<01:02,  2.18it/s, loss=0.541, pair=0.007, adv=2.775, sprd=0.025]
Ep 021/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:05,  2.06it/s, loss=0.541, pair=0.007, adv=2.775, sprd=0.025]
Ep 021/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:05,  2.06it/s, loss=0.607, pair=0.012, adv=3.133, sprd=0.028]
Ep 021/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:02,  2.15it/s, loss=0.607, pair=0.012, adv=3.133, sprd=0.028]
Ep 021/80 [S2:+mat]:  70%|██ | 318/453 [02:39<01:02,  2.15it/s, loss=0.593, pair=0.014, adv=2.988, sprd=0.028]
Ep 021/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:05,  2.06it/s, loss=0.593, pair=0.014, adv=2.988, sprd=0.028]
Ep 021/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:05,  2.06it/s, loss=0.547, pair=0.004, adv=3.010, sprd=0.019]
Ep 021/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.16it/s, loss=0.547, pair=0.004, adv=3.010, sprd=0.019]
Ep 021/80 [S2:+mat]:  71%|██ | 320/453 [02:40<01:01,  2.16it/s, loss=0.492, pair=0.005, adv=2.704, sprd=0.015]
Ep 021/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:03,  2.07it/s, loss=0.492, pair=0.005, adv=2.704, sprd=0.015]
Ep 021/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:03,  2.07it/s, loss=0.544, pair=0.004, adv=3.004, sprd=0.020]
Ep 021/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.15it/s, loss=0.544, pair=0.004, adv=3.004, sprd=0.020]
Ep 021/80 [S2:+mat]:  71%|██▏| 322/453 [02:41<01:00,  2.15it/s, loss=0.452, pair=0.001, adv=2.441, sprd=0.013]
Ep 021/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:02,  2.08it/s, loss=0.452, pair=0.001, adv=2.441, sprd=0.013]
Ep 021/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:02,  2.08it/s, loss=0.594, pair=0.004, adv=3.083, sprd=0.024]
Ep 021/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<00:59,  2.16it/s, loss=0.594, pair=0.004, adv=3.083, sprd=0.024]
Ep 021/80 [S2:+mat]:  72%|██▏| 324/453 [02:42<00:59,  2.16it/s, loss=0.633, pair=0.000, adv=3.690, sprd=0.023]
Ep 021/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:02,  2.06it/s, loss=0.633, pair=0.000, adv=3.690, sprd=0.023]
Ep 021/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:02,  2.06it/s, loss=1.354, pair=2.422, adv=3.547, sprd=0.028]
Ep 021/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.13it/s, loss=1.354, pair=2.422, adv=3.547, sprd=0.028]
Ep 021/80 [S2:+mat]:  72%|██▏| 326/453 [02:43<00:59,  2.13it/s, loss=0.643, pair=0.005, adv=3.586, sprd=0.031]
Ep 021/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:02,  2.00it/s, loss=0.643, pair=0.005, adv=3.586, sprd=0.031]
Ep 021/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:02,  2.00it/s, loss=0.569, pair=0.006, adv=5.584, sprd=0.015]
Ep 021/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:58,  2.14it/s, loss=0.569, pair=0.006, adv=5.584, sprd=0.015]
Ep 021/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:58,  2.14it/s, loss=0.589, pair=0.008, adv=3.317, sprd=0.019]
Ep 021/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.07it/s, loss=0.589, pair=0.008, adv=3.317, sprd=0.019]
Ep 021/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<00:59,  2.07it/s, loss=0.592, pair=0.003, adv=6.037, sprd=0.018]
Ep 021/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.18it/s, loss=0.592, pair=0.003, adv=6.037, sprd=0.018]
Ep 021/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.18it/s, loss=0.629, pair=0.002, adv=3.616, sprd=0.027]
Ep 021/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:02,  1.97it/s, loss=0.629, pair=0.002, adv=3.616, sprd=0.027]
Ep 021/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:02,  1.97it/s, loss=0.580, pair=0.003, adv=5.701, sprd=0.020]
Ep 021/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:58,  2.08it/s, loss=0.580, pair=0.003, adv=5.701, sprd=0.020]
Ep 021/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:58,  2.08it/s, loss=0.633, pair=0.002, adv=6.337, sprd=0.026]
Ep 021/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<01:00,  2.00it/s, loss=0.633, pair=0.002, adv=6.337, sprd=0.026]
Ep 021/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:00,  2.00it/s, loss=0.637, pair=0.003, adv=6.280, sprd=0.025]
Ep 021/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:56,  2.11it/s, loss=0.637, pair=0.003, adv=6.280, sprd=0.025]
Ep 021/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:56,  2.11it/s, loss=0.662, pair=0.001, adv=4.999, sprd=0.036]
Ep 021/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:59,  1.99it/s, loss=0.662, pair=0.001, adv=4.999, sprd=0.036]
Ep 021/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<00:59,  1.99it/s, loss=0.578, pair=0.007, adv=4.901, sprd=0.018]
Ep 021/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:55,  2.11it/s, loss=0.578, pair=0.007, adv=4.901, sprd=0.018]
Ep 021/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:55,  2.11it/s, loss=0.576, pair=0.006, adv=5.284, sprd=0.019]
Ep 021/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:58,  1.99it/s, loss=0.576, pair=0.006, adv=5.284, sprd=0.019]
Ep 021/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:58,  1.99it/s, loss=0.611, pair=0.021, adv=4.294, sprd=0.021]
Ep 021/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:54,  2.12it/s, loss=0.611, pair=0.021, adv=4.294, sprd=0.021]
Ep 021/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:54,  2.12it/s, loss=0.608, pair=0.003, adv=4.827, sprd=0.022]
Ep 021/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.04it/s, loss=0.608, pair=0.003, adv=4.827, sprd=0.022]
Ep 021/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:55,  2.04it/s, loss=0.570, pair=0.007, adv=4.838, sprd=0.017]
Ep 021/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.15it/s, loss=0.570, pair=0.007, adv=4.838, sprd=0.017]
Ep 021/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.15it/s, loss=0.598, pair=0.003, adv=5.242, sprd=0.023]
Ep 021/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:54,  2.04it/s, loss=0.598, pair=0.003, adv=5.242, sprd=0.023]
Ep 021/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<00:54,  2.04it/s, loss=0.558, pair=0.028, adv=6.914, sprd=0.013]
Ep 021/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.14it/s, loss=0.558, pair=0.028, adv=6.914, sprd=0.013]
Ep 021/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.14it/s, loss=0.611, pair=0.020, adv=8.234, sprd=0.020]
Ep 021/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:53,  2.06it/s, loss=0.611, pair=0.020, adv=8.234, sprd=0.020]
Ep 021/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<00:53,  2.06it/s, loss=0.578, pair=0.016, adv=6.038, sprd=0.019]
Ep 021/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:50,  2.15it/s, loss=0.578, pair=0.016, adv=6.038, sprd=0.019]
Ep 021/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:50,  2.15it/s, loss=0.616, pair=0.044, adv=6.393, sprd=0.021]
Ep 021/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:51,  2.08it/s, loss=0.616, pair=0.044, adv=6.393, sprd=0.021]
Ep 021/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<00:51,  2.08it/s, loss=0.601, pair=0.006, adv=4.668, sprd=0.021]
Ep 021/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:49,  2.18it/s, loss=0.601, pair=0.006, adv=4.668, sprd=0.021]
Ep 021/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:49,  2.18it/s, loss=0.622, pair=0.001, adv=6.370, sprd=0.025]
Ep 021/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.05it/s, loss=0.622, pair=0.001, adv=6.370, sprd=0.025]
Ep 021/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:51,  2.05it/s, loss=0.602, pair=0.003, adv=6.130, sprd=0.020]
Ep 021/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.16it/s, loss=0.602, pair=0.003, adv=6.130, sprd=0.020]
Ep 021/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.16it/s, loss=0.605, pair=0.006, adv=5.294, sprd=0.024]
Ep 021/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.05it/s, loss=0.605, pair=0.006, adv=5.294, sprd=0.024]
Ep 021/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:50,  2.05it/s, loss=0.610, pair=0.005, adv=6.821, sprd=0.022]
Ep 021/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.15it/s, loss=0.610, pair=0.005, adv=6.821, sprd=0.022]
Ep 021/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.15it/s, loss=0.567, pair=0.003, adv=5.309, sprd=0.018]
Ep 021/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.04it/s, loss=0.567, pair=0.003, adv=5.309, sprd=0.018]
Ep 021/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.04it/s, loss=0.577, pair=0.000, adv=7.920, sprd=0.020]
Ep 021/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:47,  2.12it/s, loss=0.577, pair=0.000, adv=7.920, sprd=0.020]
Ep 021/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:47,  2.12it/s, loss=0.592, pair=0.004, adv=4.227, sprd=0.020]
Ep 021/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.05it/s, loss=0.592, pair=0.004, adv=4.227, sprd=0.020]
Ep 021/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.05it/s, loss=0.554, pair=0.003, adv=7.664, sprd=0.015]
Ep 021/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:46,  2.13it/s, loss=0.554, pair=0.003, adv=7.664, sprd=0.015]
Ep 021/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:46,  2.13it/s, loss=0.567, pair=0.008, adv=6.703, sprd=0.016]
Ep 021/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.02it/s, loss=0.567, pair=0.008, adv=6.703, sprd=0.016]
Ep 021/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.02it/s, loss=0.587, pair=0.001, adv=4.618, sprd=0.015]
Ep 021/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:44,  2.17it/s, loss=0.587, pair=0.001, adv=4.618, sprd=0.015]
Ep 021/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:44,  2.17it/s, loss=0.591, pair=0.006, adv=7.424, sprd=0.020]
Ep 021/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:46,  2.05it/s, loss=0.591, pair=0.006, adv=7.424, sprd=0.020]
Ep 021/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:46,  2.05it/s, loss=0.609, pair=0.003, adv=5.502, sprd=0.026]
Ep 021/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.12it/s, loss=0.609, pair=0.003, adv=5.502, sprd=0.026]
Ep 021/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:44,  2.12it/s, loss=0.601, pair=0.004, adv=5.814, sprd=0.019]
Ep 021/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:48,  1.94it/s, loss=0.601, pair=0.004, adv=5.814, sprd=0.019]
Ep 021/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:48,  1.94it/s, loss=0.614, pair=0.005, adv=5.720, sprd=0.028]
Ep 021/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:45,  2.04it/s, loss=0.614, pair=0.005, adv=5.720, sprd=0.028]
Ep 021/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:45,  2.04it/s, loss=0.570, pair=0.004, adv=7.531, sprd=0.018]
Ep 021/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:46,  1.98it/s, loss=0.570, pair=0.004, adv=7.531, sprd=0.018]
Ep 021/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:46,  1.98it/s, loss=0.543, pair=0.000, adv=2.967, sprd=0.020]
Ep 021/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:43,  2.11it/s, loss=0.543, pair=0.000, adv=2.967, sprd=0.020]
Ep 021/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:43,  2.11it/s, loss=0.637, pair=0.005, adv=3.907, sprd=0.029]
Ep 021/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:44,  2.03it/s, loss=0.637, pair=0.005, adv=3.907, sprd=0.029]
Ep 021/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:44,  2.03it/s, loss=0.559, pair=0.007, adv=7.142, sprd=0.016]
Ep 021/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:41,  2.13it/s, loss=0.559, pair=0.007, adv=7.142, sprd=0.016]
Ep 021/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:41,  2.13it/s, loss=0.620, pair=0.004, adv=5.231, sprd=0.024]
Ep 021/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:43,  2.05it/s, loss=0.620, pair=0.004, adv=5.231, sprd=0.024]
Ep 021/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:43,  2.05it/s, loss=0.601, pair=0.001, adv=6.589, sprd=0.022]
Ep 021/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:40,  2.16it/s, loss=0.601, pair=0.001, adv=6.589, sprd=0.022]
Ep 021/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:40,  2.16it/s, loss=0.548, pair=0.003, adv=7.279, sprd=0.013]
Ep 021/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.05it/s, loss=0.548, pair=0.003, adv=7.279, sprd=0.013]
Ep 021/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.05it/s, loss=0.594, pair=0.000, adv=5.501, sprd=0.019]
Ep 021/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.17it/s, loss=0.594, pair=0.000, adv=5.501, sprd=0.019]
Ep 021/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:39,  2.17it/s, loss=0.583, pair=0.082, adv=3.030, sprd=0.020]
Ep 021/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.07it/s, loss=0.583, pair=0.082, adv=3.030, sprd=0.020]
Ep 021/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.07it/s, loss=0.616, pair=0.004, adv=3.932, sprd=0.024]
Ep 021/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.17it/s, loss=0.616, pair=0.004, adv=3.932, sprd=0.024]
Ep 021/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:38,  2.17it/s, loss=0.584, pair=0.001, adv=4.468, sprd=0.020]
Ep 021/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:39,  2.08it/s, loss=0.584, pair=0.001, adv=4.468, sprd=0.020]
Ep 021/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:39,  2.08it/s, loss=0.600, pair=0.006, adv=3.991, sprd=0.019]
Ep 021/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:36,  2.20it/s, loss=0.600, pair=0.006, adv=3.991, sprd=0.019]
Ep 021/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:36,  2.20it/s, loss=0.567, pair=0.004, adv=6.705, sprd=0.016]
Ep 021/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:37,  2.12it/s, loss=0.567, pair=0.004, adv=6.705, sprd=0.016]
Ep 021/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:37,  2.12it/s, loss=0.571, pair=0.003, adv=4.815, sprd=0.017]
Ep 021/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:35,  2.22it/s, loss=0.571, pair=0.003, adv=4.815, sprd=0.017]
Ep 021/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:35,  2.22it/s, loss=0.571, pair=0.017, adv=3.337, sprd=0.018]
Ep 021/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:38,  2.03it/s, loss=0.571, pair=0.017, adv=3.337, sprd=0.018]
Ep 021/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:38,  2.03it/s, loss=0.619, pair=0.005, adv=3.966, sprd=0.025]
Ep 021/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:36,  2.09it/s, loss=0.619, pair=0.005, adv=3.966, sprd=0.025]
Ep 021/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:36,  2.09it/s, loss=0.622, pair=0.009, adv=3.364, sprd=0.023]
Ep 021/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:39,  1.94it/s, loss=0.622, pair=0.009, adv=3.364, sprd=0.023]
Ep 021/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:39,  1.94it/s, loss=0.595, pair=0.010, adv=4.148, sprd=0.021]
Ep 021/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:37,  2.01it/s, loss=0.595, pair=0.010, adv=4.148, sprd=0.021]
Ep 021/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:37,  2.01it/s, loss=0.567, pair=0.016, adv=2.851, sprd=0.020]
Ep 021/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:38,  1.92it/s, loss=0.567, pair=0.016, adv=2.851, sprd=0.020]
Ep 021/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:38,  1.92it/s, loss=1.163, pair=1.862, adv=6.373, sprd=0.017]
Ep 021/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:35,  2.05it/s, loss=1.163, pair=1.862, adv=6.373, sprd=0.017]
Ep 021/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:35,  2.05it/s, loss=1.336, pair=2.236, adv=6.238, sprd=0.025]
Ep 021/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:38,  1.87it/s, loss=1.336, pair=2.236, adv=6.238, sprd=0.025]
Ep 021/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:38,  1.87it/s, loss=0.618, pair=0.005, adv=4.434, sprd=0.021]
Ep 021/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:35,  1.98it/s, loss=0.618, pair=0.005, adv=4.434, sprd=0.021]
Ep 021/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:35,  1.98it/s, loss=0.585, pair=0.004, adv=6.382, sprd=0.017]
Ep 021/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:37,  1.85it/s, loss=0.585, pair=0.004, adv=6.382, sprd=0.017]
Ep 021/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:37,  1.85it/s, loss=0.593, pair=0.002, adv=3.243, sprd=0.021]
Ep 021/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:34,  1.99it/s, loss=0.593, pair=0.002, adv=3.243, sprd=0.021]
Ep 021/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:34,  1.99it/s, loss=0.588, pair=0.000, adv=5.078, sprd=0.019]
Ep 021/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:36,  1.88it/s, loss=0.588, pair=0.000, adv=5.078, sprd=0.019]
Ep 021/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:36,  1.88it/s, loss=0.606, pair=0.000, adv=3.435, sprd=0.023]
Ep 021/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:33,  1.98it/s, loss=0.606, pair=0.000, adv=3.435, sprd=0.023]
Ep 021/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:33,  1.98it/s, loss=0.581, pair=0.007, adv=5.172, sprd=0.017]
Ep 021/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:35,  1.85it/s, loss=0.581, pair=0.007, adv=5.172, sprd=0.017]
Ep 021/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:35,  1.85it/s, loss=0.627, pair=0.000, adv=4.460, sprd=0.026]
Ep 021/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:33,  1.95it/s, loss=0.627, pair=0.000, adv=4.460, sprd=0.026]
Ep 021/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:33,  1.95it/s, loss=0.642, pair=0.000, adv=4.967, sprd=0.028]
Ep 021/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:37,  1.72it/s, loss=0.642, pair=0.000, adv=4.967, sprd=0.028]
Ep 021/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:37,  1.72it/s, loss=0.597, pair=0.001, adv=4.658, sprd=0.020]
Ep 021/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:33,  1.87it/s, loss=0.597, pair=0.001, adv=4.658, sprd=0.020]
Ep 021/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:33,  1.87it/s, loss=1.357, pair=2.445, adv=5.606, sprd=0.026]
Ep 021/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:35,  1.76it/s, loss=1.357, pair=2.445, adv=5.606, sprd=0.026]
Ep 021/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:35,  1.76it/s, loss=0.583, pair=0.008, adv=4.408, sprd=0.022]
Ep 021/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:32,  1.87it/s, loss=0.583, pair=0.008, adv=4.408, sprd=0.022]
Ep 021/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:32,  1.87it/s, loss=0.597, pair=0.002, adv=7.821, sprd=0.024]
Ep 021/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:33,  1.78it/s, loss=0.597, pair=0.002, adv=7.821, sprd=0.024]
Ep 021/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:33,  1.78it/s, loss=0.537, pair=0.005, adv=6.417, sprd=0.012]
Ep 021/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:31,  1.90it/s, loss=0.537, pair=0.005, adv=6.417, sprd=0.012]
Ep 021/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:31,  1.90it/s, loss=0.617, pair=0.005, adv=4.259, sprd=0.026]
Ep 021/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:32,  1.79it/s, loss=0.617, pair=0.005, adv=4.259, sprd=0.026]
Ep 021/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:32,  1.79it/s, loss=0.642, pair=0.000, adv=4.230, sprd=0.031]
Ep 021/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:30,  1.89it/s, loss=0.642, pair=0.000, adv=4.230, sprd=0.031]
Ep 021/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:30,  1.89it/s, loss=0.594, pair=0.000, adv=4.111, sprd=0.021]
Ep 021/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:31,  1.76it/s, loss=0.594, pair=0.000, adv=4.111, sprd=0.021]
Ep 021/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:31,  1.76it/s, loss=0.615, pair=0.001, adv=5.201, sprd=0.026]
Ep 021/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:29,  1.86it/s, loss=0.615, pair=0.001, adv=5.201, sprd=0.026]
Ep 021/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:29,  1.86it/s, loss=0.657, pair=0.006, adv=4.373, sprd=0.031]
Ep 021/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:30,  1.78it/s, loss=0.657, pair=0.006, adv=4.373, sprd=0.031]
Ep 021/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:30,  1.78it/s, loss=0.609, pair=0.000, adv=6.252, sprd=0.021]
Ep 021/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:27,  1.91it/s, loss=0.609, pair=0.000, adv=6.252, sprd=0.021]
Ep 021/80 [S2:+mat]:  88%|██▋| 400/453 [03:20<00:27,  1.91it/s, loss=0.632, pair=0.004, adv=4.230, sprd=0.028]
Ep 021/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:29,  1.78it/s, loss=0.632, pair=0.004, adv=4.230, sprd=0.028]
Ep 021/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:29,  1.78it/s, loss=0.566, pair=0.004, adv=5.594, sprd=0.015]
Ep 021/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:26,  1.91it/s, loss=0.566, pair=0.004, adv=5.594, sprd=0.015]
Ep 021/80 [S2:+mat]:  89%|██▋| 402/453 [03:21<00:26,  1.91it/s, loss=0.565, pair=0.003, adv=7.303, sprd=0.015]
Ep 021/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:27,  1.79it/s, loss=0.565, pair=0.003, adv=7.303, sprd=0.015]
Ep 021/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:27,  1.79it/s, loss=0.583, pair=0.000, adv=6.072, sprd=0.020]
Ep 021/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:25,  1.90it/s, loss=0.583, pair=0.000, adv=6.072, sprd=0.020]
Ep 021/80 [S2:+mat]:  89%|██▋| 404/453 [03:22<00:25,  1.90it/s, loss=0.652, pair=0.003, adv=4.583, sprd=0.024]
Ep 021/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:25,  1.87it/s, loss=0.652, pair=0.003, adv=4.583, sprd=0.024]
Ep 021/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:25,  1.87it/s, loss=0.598, pair=0.002, adv=4.503, sprd=0.021]
Ep 021/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:23,  2.01it/s, loss=0.598, pair=0.002, adv=4.503, sprd=0.021]
Ep 021/80 [S2:+mat]:  90%|██▋| 406/453 [03:23<00:23,  2.01it/s, loss=0.679, pair=0.000, adv=4.534, sprd=0.022]
Ep 021/80 [S2:+mat]:  90%|██▋| 407/453 [03:23<00:23,  1.99it/s, loss=0.679, pair=0.000, adv=4.534, sprd=0.022]
Ep 021/80 [S2:+mat]:  90%|██▋| 407/453 [03:23<00:23,  1.99it/s, loss=0.613, pair=0.005, adv=5.044, sprd=0.022]
Ep 021/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:21,  2.11it/s, loss=0.613, pair=0.005, adv=5.044, sprd=0.022]
Ep 021/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:21,  2.11it/s, loss=0.591, pair=0.004, adv=4.738, sprd=0.017]
Ep 021/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.09it/s, loss=0.591, pair=0.004, adv=4.738, sprd=0.017]
Ep 021/80 [S2:+mat]:  90%|██▋| 409/453 [03:24<00:21,  2.09it/s, loss=0.583, pair=0.007, adv=6.205, sprd=0.018]
Ep 021/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.19it/s, loss=0.583, pair=0.007, adv=6.205, sprd=0.018]
Ep 021/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.19it/s, loss=0.591, pair=0.002, adv=5.354, sprd=0.018]
Ep 021/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:19,  2.10it/s, loss=0.591, pair=0.002, adv=5.354, sprd=0.018]
Ep 021/80 [S2:+mat]:  91%|██▋| 411/453 [03:25<00:19,  2.10it/s, loss=0.547, pair=0.000, adv=5.963, sprd=0.014]
Ep 021/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.19it/s, loss=0.547, pair=0.000, adv=5.963, sprd=0.014]
Ep 021/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.19it/s, loss=0.570, pair=0.001, adv=5.388, sprd=0.017]
Ep 021/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.03it/s, loss=0.570, pair=0.001, adv=5.388, sprd=0.017]
Ep 021/80 [S2:+mat]:  91%|██▋| 413/453 [03:26<00:19,  2.03it/s, loss=0.558, pair=0.002, adv=4.219, sprd=0.015]
Ep 021/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.15it/s, loss=0.558, pair=0.002, adv=4.219, sprd=0.015]
Ep 021/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.15it/s, loss=0.579, pair=0.003, adv=5.433, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.06it/s, loss=0.579, pair=0.003, adv=5.433, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▋| 415/453 [03:27<00:18,  2.06it/s, loss=0.594, pair=0.001, adv=6.879, sprd=0.019]
Ep 021/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:16,  2.18it/s, loss=0.594, pair=0.001, adv=6.879, sprd=0.019]
Ep 021/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:16,  2.18it/s, loss=0.582, pair=0.001, adv=7.402, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.09it/s, loss=0.582, pair=0.001, adv=7.402, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▊| 417/453 [03:28<00:17,  2.09it/s, loss=0.571, pair=0.001, adv=5.312, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.18it/s, loss=0.571, pair=0.001, adv=5.312, sprd=0.018]
Ep 021/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.18it/s, loss=0.663, pair=0.004, adv=7.251, sprd=0.019]
Ep 021/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.10it/s, loss=0.663, pair=0.004, adv=7.251, sprd=0.019]
Ep 021/80 [S2:+mat]:  92%|██▊| 419/453 [03:29<00:16,  2.10it/s, loss=0.627, pair=0.002, adv=6.071, sprd=0.023]
Ep 021/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:14,  2.20it/s, loss=0.627, pair=0.002, adv=6.071, sprd=0.023]
Ep 021/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:14,  2.20it/s, loss=0.646, pair=0.005, adv=4.487, sprd=0.030]
Ep 021/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.09it/s, loss=0.646, pair=0.005, adv=4.487, sprd=0.030]
Ep 021/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.09it/s, loss=0.551, pair=0.005, adv=5.392, sprd=0.014]
Ep 021/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.18it/s, loss=0.551, pair=0.005, adv=5.392, sprd=0.014]
Ep 021/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.18it/s, loss=0.655, pair=0.001, adv=5.648, sprd=0.019]
Ep 021/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.09it/s, loss=0.655, pair=0.001, adv=5.648, sprd=0.019]
Ep 021/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.09it/s, loss=0.589, pair=0.001, adv=5.988, sprd=0.018]
Ep 021/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.20it/s, loss=0.589, pair=0.001, adv=5.988, sprd=0.018]
Ep 021/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:13,  2.20it/s, loss=0.598, pair=0.001, adv=8.417, sprd=0.022]
Ep 021/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.09it/s, loss=0.598, pair=0.001, adv=8.417, sprd=0.022]
Ep 021/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.09it/s, loss=0.598, pair=0.006, adv=6.144, sprd=0.019]
Ep 021/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.20it/s, loss=0.598, pair=0.006, adv=6.144, sprd=0.019]
Ep 021/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:12,  2.20it/s, loss=0.571, pair=0.003, adv=5.906, sprd=0.016]
Ep 021/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.11it/s, loss=0.571, pair=0.003, adv=5.906, sprd=0.016]
Ep 021/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.11it/s, loss=0.574, pair=0.007, adv=3.538, sprd=0.017]
Ep 021/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.21it/s, loss=0.574, pair=0.007, adv=3.538, sprd=0.017]
Ep 021/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:11,  2.21it/s, loss=0.577, pair=0.001, adv=3.686, sprd=0.017]
Ep 021/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.13it/s, loss=0.577, pair=0.001, adv=3.686, sprd=0.017]
Ep 021/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.13it/s, loss=0.565, pair=0.000, adv=6.538, sprd=0.015]
Ep 021/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.24it/s, loss=0.565, pair=0.000, adv=6.538, sprd=0.015]
Ep 021/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:10,  2.24it/s, loss=0.572, pair=0.001, adv=4.451, sprd=0.016]
Ep 021/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.19it/s, loss=0.572, pair=0.001, adv=4.451, sprd=0.016]
Ep 021/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.19it/s, loss=0.636, pair=0.004, adv=3.547, sprd=0.028]
Ep 021/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.25it/s, loss=0.636, pair=0.004, adv=3.547, sprd=0.028]
Ep 021/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.25it/s, loss=0.663, pair=0.006, adv=4.922, sprd=0.022]
Ep 021/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.11it/s, loss=0.663, pair=0.006, adv=4.922, sprd=0.022]
Ep 021/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.11it/s, loss=0.614, pair=0.009, adv=5.824, sprd=0.026]
Ep 021/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.18it/s, loss=0.614, pair=0.009, adv=5.824, sprd=0.026]
Ep 021/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:08,  2.18it/s, loss=0.589, pair=0.001, adv=4.162, sprd=0.018]
Ep 021/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.13it/s, loss=0.589, pair=0.001, adv=4.162, sprd=0.018]
Ep 021/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.13it/s, loss=0.603, pair=0.001, adv=3.708, sprd=0.026]
Ep 021/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.19it/s, loss=0.603, pair=0.001, adv=3.708, sprd=0.026]
Ep 021/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.19it/s, loss=0.574, pair=0.000, adv=4.323, sprd=0.018]
Ep 021/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.10it/s, loss=0.574, pair=0.000, adv=4.323, sprd=0.018]
Ep 021/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.10it/s, loss=0.628, pair=0.006, adv=4.225, sprd=0.024]
Ep 021/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.20it/s, loss=0.628, pair=0.006, adv=4.225, sprd=0.024]
Ep 021/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.20it/s, loss=0.595, pair=0.015, adv=4.764, sprd=0.020]
Ep 021/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.12it/s, loss=0.595, pair=0.015, adv=4.764, sprd=0.020]
Ep 021/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.12it/s, loss=0.571, pair=0.001, adv=4.759, sprd=0.018]
Ep 021/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.20it/s, loss=0.571, pair=0.001, adv=4.759, sprd=0.018]
Ep 021/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.20it/s, loss=0.599, pair=0.032, adv=6.595, sprd=0.021]
Ep 021/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:06,  1.96it/s, loss=0.599, pair=0.032, adv=6.595, sprd=0.021]
Ep 021/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:06,  1.96it/s, loss=0.623, pair=0.004, adv=5.000, sprd=0.024]
Ep 021/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.08it/s, loss=0.623, pair=0.004, adv=5.000, sprd=0.024]
Ep 021/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.08it/s, loss=0.634, pair=0.001, adv=6.105, sprd=0.020]
Ep 021/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.01it/s, loss=0.634, pair=0.001, adv=6.105, sprd=0.020]
Ep 021/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.01it/s, loss=0.589, pair=0.003, adv=5.154, sprd=0.020]
Ep 021/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.13it/s, loss=0.589, pair=0.003, adv=5.154, sprd=0.020]
Ep 021/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.13it/s, loss=0.635, pair=0.001, adv=4.994, sprd=0.029]
Ep 021/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.03it/s, loss=0.635, pair=0.001, adv=4.994, sprd=0.029]
Ep 021/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.03it/s, loss=0.600, pair=0.003, adv=5.223, sprd=0.016]
Ep 021/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.19it/s, loss=0.600, pair=0.003, adv=5.223, sprd=0.016]
Ep 021/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.19it/s, loss=0.585, pair=0.000, adv=5.606, sprd=0.019]
Ep 021/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.12it/s, loss=0.585, pair=0.000, adv=5.606, sprd=0.019]
Ep 021/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.12it/s, loss=0.625, pair=0.005, adv=3.676, sprd=0.024]
Ep 021/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.22it/s, loss=0.625, pair=0.005, adv=3.676, sprd=0.024]
Ep 021/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.22it/s, loss=0.589, pair=0.001, adv=4.446, sprd=0.017]
Ep 021/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.15it/s, loss=0.589, pair=0.001, adv=4.446, sprd=0.017]
Ep 021/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.15it/s, loss=0.614, pair=0.007, adv=5.219, sprd=0.024]
Ep 021/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.22it/s, loss=0.614, pair=0.007, adv=5.219, sprd=0.024]
Ep 021/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.22it/s, loss=0.582, pair=0.000, adv=4.596, sprd=0.020]
Ep 021/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.10it/s, loss=0.582, pair=0.000, adv=4.596, sprd=0.020]
Ep 021/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.10it/s, loss=0.581, pair=0.001, adv=5.091, sprd=0.022]
Ep 021/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  2.17it/s, loss=0.581, pair=0.001, adv=5.091, sprd=0.022]
Ep 021/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.17it/s, loss=0.584, pair=0.000, adv=3.955, sprd=0.019]
Ep 021/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.08it/s, loss=0.584, pair=0.000, adv=3.955, sprd=0.019]
                                                                                                              
Epoch 021/80 [S2:+mat]  loss=0.6294  mat=0.2633  sens=1.1145  pair=0.0836  adv=6.2340(rand=3.47)  deg=0.0058  orth=0.0036  spread=0.0224  q_mean=52.2  q_std=18.9  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=8.61e-05  225s

Ep 022/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 022/80 [S2:+mat]:   0%|             | 0/453 [00:00<?, ?it/s, loss=0.621, pair=0.000, adv=4.137, sprd=0.023]
Ep 022/80 [S2:+mat]:   0%|     | 1/453 [00:00<06:39,  1.13it/s, loss=0.621, pair=0.000, adv=4.137, sprd=0.023]
Ep 022/80 [S2:+mat]:   0%|     | 1/453 [00:01<06:39,  1.13it/s, loss=0.597, pair=0.000, adv=4.168, sprd=0.024]
Ep 022/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:37,  1.62it/s, loss=0.597, pair=0.000, adv=4.168, sprd=0.024]
Ep 022/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:37,  1.62it/s, loss=1.179, pair=2.010, adv=5.903, sprd=0.017]
Ep 022/80 [S2:+mat]:   1%|     | 3/453 [00:01<04:14,  1.77it/s, loss=1.179, pair=2.010, adv=5.903, sprd=0.017]
Ep 022/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:14,  1.77it/s, loss=0.627, pair=0.007, adv=5.105, sprd=0.030]
Ep 022/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:51,  1.94it/s, loss=0.627, pair=0.007, adv=5.105, sprd=0.030]
Ep 022/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:51,  1.94it/s, loss=0.569, pair=0.002, adv=4.742, sprd=0.016]
Ep 022/80 [S2:+mat]:   1%|     | 5/453 [00:02<03:49,  1.95it/s, loss=0.569, pair=0.002, adv=4.742, sprd=0.016]
Ep 022/80 [S2:+mat]:   1%|     | 5/453 [00:03<03:49,  1.95it/s, loss=0.580, pair=0.010, adv=4.544, sprd=0.017]
Ep 022/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:31,  2.11it/s, loss=0.580, pair=0.010, adv=4.544, sprd=0.017]
Ep 022/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:31,  2.11it/s, loss=0.615, pair=0.008, adv=4.569, sprd=0.024]
Ep 022/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:40,  2.02it/s, loss=0.615, pair=0.008, adv=4.569, sprd=0.024]
Ep 022/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:40,  2.02it/s, loss=0.604, pair=0.002, adv=5.641, sprd=0.021]
Ep 022/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:27,  2.14it/s, loss=0.604, pair=0.002, adv=5.641, sprd=0.021]
Ep 022/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:27,  2.14it/s, loss=0.601, pair=0.004, adv=4.639, sprd=0.021]
Ep 022/80 [S2:+mat]:   2%|     | 9/453 [00:04<03:36,  2.05it/s, loss=0.601, pair=0.004, adv=4.639, sprd=0.021]
Ep 022/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:36,  2.05it/s, loss=0.605, pair=0.003, adv=4.093, sprd=0.020]
Ep 022/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:22,  2.19it/s, loss=0.605, pair=0.003, adv=4.093, sprd=0.020]
Ep 022/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:22,  2.19it/s, loss=0.592, pair=0.000, adv=4.481, sprd=0.018]
Ep 022/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:32,  2.08it/s, loss=0.592, pair=0.000, adv=4.481, sprd=0.018]
Ep 022/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:32,  2.08it/s, loss=0.594, pair=0.001, adv=5.799, sprd=0.019]
Ep 022/80 [S2:+mat]:   3%|    | 12/453 [00:05<03:22,  2.17it/s, loss=0.594, pair=0.001, adv=5.799, sprd=0.019]
Ep 022/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:22,  2.17it/s, loss=0.579, pair=0.001, adv=4.516, sprd=0.017]
Ep 022/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:29,  2.10it/s, loss=0.579, pair=0.001, adv=4.516, sprd=0.017]
Ep 022/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:29,  2.10it/s, loss=0.607, pair=0.005, adv=5.099, sprd=0.022]
Ep 022/80 [S2:+mat]:   3%|    | 14/453 [00:06<03:21,  2.18it/s, loss=0.607, pair=0.005, adv=5.099, sprd=0.022]
Ep 022/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:21,  2.18it/s, loss=1.331, pair=2.447, adv=4.371, sprd=0.017]
Ep 022/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:35,  2.03it/s, loss=1.331, pair=2.447, adv=4.371, sprd=0.017]
Ep 022/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:35,  2.03it/s, loss=0.603, pair=0.003, adv=4.085, sprd=0.024]
Ep 022/80 [S2:+mat]:   4%|▏   | 16/453 [00:07<03:24,  2.14it/s, loss=0.603, pair=0.003, adv=4.085, sprd=0.024]
Ep 022/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:24,  2.14it/s, loss=0.563, pair=0.007, adv=6.330, sprd=0.015]
Ep 022/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:31,  2.06it/s, loss=0.563, pair=0.007, adv=6.330, sprd=0.015]
Ep 022/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:31,  2.06it/s, loss=0.629, pair=0.004, adv=4.912, sprd=0.024]
Ep 022/80 [S2:+mat]:   4%|▏   | 18/453 [00:08<03:20,  2.17it/s, loss=0.629, pair=0.004, adv=4.912, sprd=0.024]
Ep 022/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:20,  2.17it/s, loss=0.588, pair=0.000, adv=4.400, sprd=0.020]
Ep 022/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:26,  2.10it/s, loss=0.588, pair=0.000, adv=4.400, sprd=0.020]
Ep 022/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:26,  2.10it/s, loss=0.633, pair=0.000, adv=5.041, sprd=0.029]
Ep 022/80 [S2:+mat]:   4%|▏   | 20/453 [00:09<03:19,  2.17it/s, loss=0.633, pair=0.000, adv=5.041, sprd=0.029]
Ep 022/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:19,  2.17it/s, loss=0.604, pair=0.004, adv=4.544, sprd=0.024]
Ep 022/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:38,  1.98it/s, loss=0.604, pair=0.004, adv=4.544, sprd=0.024]
Ep 022/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:38,  1.98it/s, loss=0.590, pair=0.005, adv=3.243, sprd=0.022]
Ep 022/80 [S2:+mat]:   5%|▏   | 22/453 [00:10<03:29,  2.06it/s, loss=0.590, pair=0.005, adv=3.243, sprd=0.022]
Ep 022/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:29,  2.06it/s, loss=0.585, pair=0.000, adv=4.635, sprd=0.021]
Ep 022/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:46,  1.90it/s, loss=0.585, pair=0.000, adv=4.635, sprd=0.021]
Ep 022/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:46,  1.90it/s, loss=0.622, pair=0.005, adv=4.876, sprd=0.029]
Ep 022/80 [S2:+mat]:   5%|▏   | 24/453 [00:11<03:39,  1.96it/s, loss=0.622, pair=0.005, adv=4.876, sprd=0.029]
Ep 022/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:39,  1.96it/s, loss=0.650, pair=0.084, adv=5.676, sprd=0.028]
Ep 022/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:59,  1.78it/s, loss=0.650, pair=0.084, adv=5.676, sprd=0.028]
Ep 022/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:59,  1.78it/s, loss=0.619, pair=0.023, adv=4.198, sprd=0.019]
Ep 022/80 [S2:+mat]:   6%|▏   | 26/453 [00:12<03:40,  1.93it/s, loss=0.619, pair=0.023, adv=4.198, sprd=0.019]
Ep 022/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:40,  1.93it/s, loss=0.632, pair=0.011, adv=6.033, sprd=0.017]
Ep 022/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:53,  1.83it/s, loss=0.632, pair=0.011, adv=6.033, sprd=0.017]
Ep 022/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:53,  1.83it/s, loss=0.548, pair=0.001, adv=5.807, sprd=0.015]
Ep 022/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:39,  1.94it/s, loss=0.548, pair=0.001, adv=5.807, sprd=0.015]
Ep 022/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:39,  1.94it/s, loss=0.612, pair=0.003, adv=5.118, sprd=0.021]
Ep 022/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:53,  1.82it/s, loss=0.612, pair=0.003, adv=5.118, sprd=0.021]
Ep 022/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:53,  1.82it/s, loss=0.600, pair=0.000, adv=3.529, sprd=0.019]
Ep 022/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:36,  1.95it/s, loss=0.600, pair=0.000, adv=3.529, sprd=0.019]
Ep 022/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:36,  1.95it/s, loss=0.623, pair=0.000, adv=3.079, sprd=0.023]
Ep 022/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:51,  1.82it/s, loss=0.623, pair=0.000, adv=3.079, sprd=0.023]
Ep 022/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:51,  1.82it/s, loss=0.621, pair=0.012, adv=3.526, sprd=0.023]
Ep 022/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:36,  1.94it/s, loss=0.621, pair=0.012, adv=3.526, sprd=0.023]
Ep 022/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:36,  1.94it/s, loss=0.647, pair=0.006, adv=5.373, sprd=0.032]
Ep 022/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:54,  1.79it/s, loss=0.647, pair=0.006, adv=5.373, sprd=0.032]
Ep 022/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:54,  1.79it/s, loss=0.607, pair=0.001, adv=4.485, sprd=0.025]
Ep 022/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:40,  1.90it/s, loss=0.607, pair=0.001, adv=4.485, sprd=0.025]
Ep 022/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:40,  1.90it/s, loss=0.560, pair=0.006, adv=4.770, sprd=0.017]
Ep 022/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:50,  1.81it/s, loss=0.560, pair=0.006, adv=4.770, sprd=0.017]
Ep 022/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:50,  1.81it/s, loss=0.585, pair=0.017, adv=4.006, sprd=0.016]
Ep 022/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:33,  1.95it/s, loss=0.585, pair=0.017, adv=4.006, sprd=0.016]
Ep 022/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:33,  1.95it/s, loss=0.584, pair=0.011, adv=4.769, sprd=0.022]
Ep 022/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:50,  1.81it/s, loss=0.584, pair=0.011, adv=4.769, sprd=0.022]
Ep 022/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:50,  1.81it/s, loss=0.582, pair=0.005, adv=4.986, sprd=0.020]
Ep 022/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:38,  1.90it/s, loss=0.582, pair=0.005, adv=4.986, sprd=0.020]
Ep 022/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:38,  1.90it/s, loss=0.596, pair=0.015, adv=5.512, sprd=0.019]
Ep 022/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:48,  1.81it/s, loss=0.596, pair=0.015, adv=5.512, sprd=0.019]
Ep 022/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:48,  1.81it/s, loss=0.605, pair=0.004, adv=5.003, sprd=0.020]
Ep 022/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:33,  1.93it/s, loss=0.605, pair=0.004, adv=5.003, sprd=0.020]
Ep 022/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:33,  1.93it/s, loss=0.607, pair=0.031, adv=6.436, sprd=0.017]
Ep 022/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:43,  1.85it/s, loss=0.607, pair=0.031, adv=6.436, sprd=0.017]
Ep 022/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:43,  1.85it/s, loss=0.639, pair=0.017, adv=5.820, sprd=0.028]
Ep 022/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:31,  1.94it/s, loss=0.639, pair=0.017, adv=5.820, sprd=0.028]
Ep 022/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:31,  1.94it/s, loss=0.623, pair=0.002, adv=6.322, sprd=0.027]
Ep 022/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:51,  1.77it/s, loss=0.623, pair=0.002, adv=6.322, sprd=0.027]
Ep 022/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:51,  1.77it/s, loss=0.581, pair=0.006, adv=4.649, sprd=0.018]
Ep 022/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:34,  1.90it/s, loss=0.581, pair=0.006, adv=4.649, sprd=0.018]
Ep 022/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:34,  1.90it/s, loss=0.572, pair=0.005, adv=5.700, sprd=0.017]
Ep 022/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<04:02,  1.68it/s, loss=0.572, pair=0.005, adv=5.700, sprd=0.017]
Ep 022/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<04:02,  1.68it/s, loss=0.583, pair=0.003, adv=4.809, sprd=0.016]
Ep 022/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:41,  1.84it/s, loss=0.583, pair=0.003, adv=4.809, sprd=0.016]
Ep 022/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:41,  1.84it/s, loss=0.590, pair=0.003, adv=4.535, sprd=0.020]
Ep 022/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:49,  1.77it/s, loss=0.590, pair=0.003, adv=4.535, sprd=0.020]
Ep 022/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:49,  1.77it/s, loss=0.644, pair=0.000, adv=3.766, sprd=0.032]
Ep 022/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:35,  1.88it/s, loss=0.644, pair=0.000, adv=3.766, sprd=0.032]
Ep 022/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:35,  1.88it/s, loss=0.602, pair=0.004, adv=3.623, sprd=0.021]
Ep 022/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:44,  1.80it/s, loss=0.602, pair=0.004, adv=3.623, sprd=0.021]
Ep 022/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:44,  1.80it/s, loss=0.610, pair=0.000, adv=4.812, sprd=0.024]
Ep 022/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:30,  1.92it/s, loss=0.610, pair=0.000, adv=4.812, sprd=0.024]
Ep 022/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:30,  1.92it/s, loss=0.592, pair=0.000, adv=6.077, sprd=0.018]
Ep 022/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:28,  1.93it/s, loss=0.592, pair=0.000, adv=6.077, sprd=0.018]
Ep 022/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:28,  1.93it/s, loss=0.645, pair=0.007, adv=3.710, sprd=0.030]
Ep 022/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:15,  2.05it/s, loss=0.645, pair=0.007, adv=3.710, sprd=0.030]
Ep 022/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:15,  2.05it/s, loss=0.637, pair=0.001, adv=5.161, sprd=0.030]
Ep 022/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:21,  1.98it/s, loss=0.637, pair=0.001, adv=5.161, sprd=0.030]
Ep 022/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:21,  1.98it/s, loss=0.598, pair=0.001, adv=4.480, sprd=0.022]
Ep 022/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:11,  2.09it/s, loss=0.598, pair=0.001, adv=4.480, sprd=0.022]
Ep 022/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:11,  2.09it/s, loss=0.642, pair=0.008, adv=5.042, sprd=0.028]
Ep 022/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:18,  2.00it/s, loss=0.642, pair=0.008, adv=5.042, sprd=0.028]
Ep 022/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:18,  2.00it/s, loss=0.588, pair=0.013, adv=4.493, sprd=0.020]
Ep 022/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:07,  2.11it/s, loss=0.588, pair=0.013, adv=4.493, sprd=0.020]
Ep 022/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:07,  2.11it/s, loss=0.658, pair=0.001, adv=5.996, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:10,  2.08it/s, loss=0.658, pair=0.001, adv=5.996, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:10,  2.08it/s, loss=0.625, pair=0.001, adv=5.122, sprd=0.025]
Ep 022/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:01,  2.18it/s, loss=0.625, pair=0.001, adv=5.122, sprd=0.025]
Ep 022/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:01,  2.18it/s, loss=0.711, pair=0.001, adv=4.646, sprd=0.033]
Ep 022/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:10,  2.06it/s, loss=0.711, pair=0.001, adv=4.646, sprd=0.033]
Ep 022/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:10,  2.06it/s, loss=0.598, pair=0.001, adv=5.009, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<02:58,  2.20it/s, loss=0.598, pair=0.001, adv=5.009, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<02:58,  2.20it/s, loss=0.645, pair=0.000, adv=3.676, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:02,  2.15it/s, loss=0.645, pair=0.000, adv=3.676, sprd=0.016]
Ep 022/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:02,  2.15it/s, loss=0.616, pair=0.002, adv=4.561, sprd=0.028]
Ep 022/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<02:58,  2.19it/s, loss=0.616, pair=0.002, adv=4.561, sprd=0.028]
Ep 022/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<02:58,  2.19it/s, loss=0.584, pair=0.004, adv=4.203, sprd=0.018]
Ep 022/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:07,  2.08it/s, loss=0.584, pair=0.004, adv=4.203, sprd=0.018]
Ep 022/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:07,  2.08it/s, loss=0.730, pair=0.546, adv=5.268, sprd=0.014]
Ep 022/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:54,  2.22it/s, loss=0.730, pair=0.546, adv=5.268, sprd=0.014]
Ep 022/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:54,  2.22it/s, loss=0.584, pair=0.001, adv=4.226, sprd=0.020]
Ep 022/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:01,  2.14it/s, loss=0.584, pair=0.001, adv=4.226, sprd=0.020]
Ep 022/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:01,  2.14it/s, loss=0.621, pair=0.006, adv=4.095, sprd=0.023]
Ep 022/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:53,  2.23it/s, loss=0.621, pair=0.006, adv=4.095, sprd=0.023]
Ep 022/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:53,  2.23it/s, loss=0.723, pair=0.009, adv=3.839, sprd=0.033]
Ep 022/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:04,  2.09it/s, loss=0.723, pair=0.009, adv=3.839, sprd=0.033]
Ep 022/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:04,  2.09it/s, loss=0.581, pair=0.003, adv=3.729, sprd=0.020]
Ep 022/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<02:57,  2.17it/s, loss=0.581, pair=0.003, adv=3.729, sprd=0.020]
Ep 022/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<02:57,  2.17it/s, loss=0.613, pair=0.016, adv=3.858, sprd=0.030]
Ep 022/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:19,  1.93it/s, loss=0.613, pair=0.016, adv=3.858, sprd=0.030]
Ep 022/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:19,  1.93it/s, loss=0.563, pair=0.001, adv=4.441, sprd=0.016]
Ep 022/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:05,  2.06it/s, loss=0.563, pair=0.001, adv=4.441, sprd=0.016]
Ep 022/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:05,  2.06it/s, loss=0.575, pair=0.000, adv=4.435, sprd=0.018]
Ep 022/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:11,  2.00it/s, loss=0.575, pair=0.000, adv=4.435, sprd=0.018]
Ep 022/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:11,  2.00it/s, loss=0.624, pair=0.002, adv=4.016, sprd=0.025]
Ep 022/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:00,  2.11it/s, loss=0.624, pair=0.002, adv=4.016, sprd=0.025]
Ep 022/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:00,  2.11it/s, loss=0.563, pair=0.000, adv=6.816, sprd=0.018]
Ep 022/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:08,  2.01it/s, loss=0.563, pair=0.000, adv=6.816, sprd=0.018]
Ep 022/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:08,  2.01it/s, loss=0.597, pair=0.007, adv=6.676, sprd=0.017]
Ep 022/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:57,  2.13it/s, loss=0.597, pair=0.007, adv=6.676, sprd=0.017]
Ep 022/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:57,  2.13it/s, loss=0.612, pair=0.001, adv=3.453, sprd=0.025]
Ep 022/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:04,  2.05it/s, loss=0.612, pair=0.001, adv=3.453, sprd=0.025]
Ep 022/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:04,  2.05it/s, loss=0.579, pair=0.006, adv=3.831, sprd=0.021]
Ep 022/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:56,  2.13it/s, loss=0.579, pair=0.006, adv=3.831, sprd=0.021]
Ep 022/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:56,  2.13it/s, loss=0.597, pair=0.010, adv=4.478, sprd=0.018]
Ep 022/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:01,  2.07it/s, loss=0.597, pair=0.010, adv=4.478, sprd=0.018]
Ep 022/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:01,  2.07it/s, loss=0.590, pair=0.001, adv=3.843, sprd=0.019]
Ep 022/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:53,  2.17it/s, loss=0.590, pair=0.001, adv=3.843, sprd=0.019]
Ep 022/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:53,  2.17it/s, loss=0.682, pair=0.004, adv=3.804, sprd=0.027]
Ep 022/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:02,  2.05it/s, loss=0.682, pair=0.004, adv=3.804, sprd=0.027]
Ep 022/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:02,  2.05it/s, loss=0.589, pair=0.006, adv=4.002, sprd=0.018]
Ep 022/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:51,  2.18it/s, loss=0.589, pair=0.006, adv=4.002, sprd=0.018]
Ep 022/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:51,  2.18it/s, loss=0.594, pair=0.004, adv=4.704, sprd=0.020]
Ep 022/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<02:57,  2.09it/s, loss=0.594, pair=0.004, adv=4.704, sprd=0.020]
Ep 022/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:57,  2.09it/s, loss=0.582, pair=0.001, adv=5.279, sprd=0.019]
Ep 022/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:50,  2.18it/s, loss=0.582, pair=0.001, adv=5.279, sprd=0.019]
Ep 022/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:50,  2.18it/s, loss=0.613, pair=0.000, adv=6.635, sprd=0.024]
Ep 022/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<02:58,  2.08it/s, loss=0.613, pair=0.000, adv=6.635, sprd=0.024]
Ep 022/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<02:58,  2.08it/s, loss=0.603, pair=0.000, adv=4.462, sprd=0.022]
Ep 022/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:50,  2.17it/s, loss=0.603, pair=0.000, adv=4.462, sprd=0.022]
Ep 022/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:50,  2.17it/s, loss=0.625, pair=0.006, adv=4.363, sprd=0.025]
Ep 022/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<02:58,  2.06it/s, loss=0.625, pair=0.006, adv=4.363, sprd=0.025]
Ep 022/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<02:58,  2.06it/s, loss=1.217, pair=2.002, adv=6.793, sprd=0.027]
Ep 022/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:51,  2.14it/s, loss=1.217, pair=2.002, adv=6.793, sprd=0.027]
Ep 022/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:51,  2.14it/s, loss=0.645, pair=0.007, adv=6.417, sprd=0.018]
Ep 022/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:58,  2.05it/s, loss=0.645, pair=0.007, adv=6.417, sprd=0.018]
Ep 022/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:58,  2.05it/s, loss=0.638, pair=0.001, adv=4.593, sprd=0.029]
Ep 022/80 [S2:+mat]:  19%|▊   | 88/453 [00:43<02:51,  2.12it/s, loss=0.638, pair=0.001, adv=4.593, sprd=0.029]
Ep 022/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:51,  2.12it/s, loss=0.595, pair=0.005, adv=4.876, sprd=0.024]
Ep 022/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:00,  2.01it/s, loss=0.595, pair=0.005, adv=4.876, sprd=0.024]
Ep 022/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:00,  2.01it/s, loss=0.602, pair=0.000, adv=5.550, sprd=0.019]
Ep 022/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<02:49,  2.14it/s, loss=0.602, pair=0.000, adv=5.550, sprd=0.019]
Ep 022/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:49,  2.14it/s, loss=0.680, pair=0.001, adv=5.936, sprd=0.022]
Ep 022/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:55,  2.06it/s, loss=0.680, pair=0.001, adv=5.936, sprd=0.022]
Ep 022/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:55,  2.06it/s, loss=0.556, pair=0.000, adv=5.937, sprd=0.017]
Ep 022/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<02:48,  2.14it/s, loss=0.556, pair=0.000, adv=5.937, sprd=0.017]
Ep 022/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:48,  2.14it/s, loss=0.601, pair=0.000, adv=5.032, sprd=0.025]
Ep 022/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:57,  2.03it/s, loss=0.601, pair=0.000, adv=5.032, sprd=0.025]
Ep 022/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:57,  2.03it/s, loss=0.610, pair=0.005, adv=3.649, sprd=0.026]
Ep 022/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<02:49,  2.12it/s, loss=0.610, pair=0.005, adv=3.649, sprd=0.026]
Ep 022/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:49,  2.12it/s, loss=0.602, pair=0.005, adv=4.372, sprd=0.022]
Ep 022/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:57,  2.02it/s, loss=0.602, pair=0.005, adv=4.372, sprd=0.022]
Ep 022/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:57,  2.02it/s, loss=0.571, pair=0.003, adv=4.389, sprd=0.017]
Ep 022/80 [S2:+mat]:  21%|▊   | 96/453 [00:47<02:46,  2.15it/s, loss=0.571, pair=0.003, adv=4.389, sprd=0.017]
Ep 022/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:46,  2.15it/s, loss=0.563, pair=0.000, adv=5.046, sprd=0.019]
Ep 022/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:05,  1.92it/s, loss=0.563, pair=0.000, adv=5.046, sprd=0.019]
Ep 022/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:05,  1.92it/s, loss=0.592, pair=0.000, adv=3.262, sprd=0.020]
Ep 022/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<02:50,  2.08it/s, loss=0.592, pair=0.000, adv=3.262, sprd=0.020]
Ep 022/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:50,  2.08it/s, loss=0.590, pair=0.003, adv=4.017, sprd=0.020]
Ep 022/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:57,  1.99it/s, loss=0.590, pair=0.003, adv=4.017, sprd=0.020]
Ep 022/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:57,  1.99it/s, loss=0.594, pair=0.003, adv=4.462, sprd=0.021]
Ep 022/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:48,  2.10it/s, loss=0.594, pair=0.003, adv=4.462, sprd=0.021]
Ep 022/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:48,  2.10it/s, loss=0.564, pair=0.011, adv=4.828, sprd=0.014]
Ep 022/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:53,  2.03it/s, loss=0.564, pair=0.011, adv=4.828, sprd=0.014]
Ep 022/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:53,  2.03it/s, loss=0.634, pair=0.009, adv=4.503, sprd=0.030]
Ep 022/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:47,  2.09it/s, loss=0.634, pair=0.009, adv=4.503, sprd=0.030]
Ep 022/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:47,  2.09it/s, loss=0.675, pair=0.002, adv=3.398, sprd=0.025]
Ep 022/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:53,  2.01it/s, loss=0.675, pair=0.002, adv=3.398, sprd=0.025]
Ep 022/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:53,  2.01it/s, loss=0.627, pair=0.000, adv=4.243, sprd=0.027]
Ep 022/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:45,  2.11it/s, loss=0.627, pair=0.000, adv=4.243, sprd=0.027]
Ep 022/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:45,  2.11it/s, loss=0.550, pair=0.002, adv=5.534, sprd=0.014]
Ep 022/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:52,  2.02it/s, loss=0.550, pair=0.002, adv=5.534, sprd=0.014]
Ep 022/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:52,  2.02it/s, loss=0.583, pair=0.000, adv=3.228, sprd=0.021]
Ep 022/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:41,  2.15it/s, loss=0.583, pair=0.000, adv=3.228, sprd=0.021]
Ep 022/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:41,  2.15it/s, loss=0.576, pair=0.010, adv=4.344, sprd=0.014]
Ep 022/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:45,  2.09it/s, loss=0.576, pair=0.010, adv=4.344, sprd=0.014]
Ep 022/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:45,  2.09it/s, loss=0.623, pair=0.002, adv=6.082, sprd=0.023]
Ep 022/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:37,  2.19it/s, loss=0.623, pair=0.002, adv=6.082, sprd=0.023]
Ep 022/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:37,  2.19it/s, loss=0.567, pair=0.000, adv=3.993, sprd=0.017]
Ep 022/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:43,  2.10it/s, loss=0.567, pair=0.000, adv=3.993, sprd=0.017]
Ep 022/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:43,  2.10it/s, loss=0.643, pair=0.000, adv=4.482, sprd=0.031]
Ep 022/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:38,  2.17it/s, loss=0.643, pair=0.000, adv=4.482, sprd=0.031]
Ep 022/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:38,  2.17it/s, loss=0.607, pair=0.000, adv=4.456, sprd=0.028]
Ep 022/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:47,  2.04it/s, loss=0.607, pair=0.000, adv=4.456, sprd=0.028]
Ep 022/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:47,  2.04it/s, loss=0.621, pair=0.000, adv=6.776, sprd=0.023]
Ep 022/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:39,  2.14it/s, loss=0.621, pair=0.000, adv=6.776, sprd=0.023]
Ep 022/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:39,  2.14it/s, loss=0.595, pair=0.000, adv=4.415, sprd=0.022]
Ep 022/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:45,  2.06it/s, loss=0.595, pair=0.000, adv=4.415, sprd=0.022]
Ep 022/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:45,  2.06it/s, loss=0.617, pair=0.000, adv=8.582, sprd=0.026]
Ep 022/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:40,  2.12it/s, loss=0.617, pair=0.000, adv=8.582, sprd=0.026]
Ep 022/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:40,  2.12it/s, loss=0.575, pair=0.000, adv=7.236, sprd=0.015]
Ep 022/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.575, pair=0.000, adv=7.236, sprd=0.015]
Ep 022/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.596, pair=0.001, adv=4.717, sprd=0.022]
Ep 022/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.15it/s, loss=0.596, pair=0.001, adv=4.717, sprd=0.022]
Ep 022/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.15it/s, loss=0.602, pair=0.000, adv=4.405, sprd=0.024]
Ep 022/80 [S2:+mat]:  26%|▊  | 117/453 [00:57<02:44,  2.05it/s, loss=0.602, pair=0.000, adv=4.405, sprd=0.024]
Ep 022/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.05it/s, loss=0.612, pair=0.001, adv=6.009, sprd=0.023]
Ep 022/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:36,  2.14it/s, loss=0.612, pair=0.001, adv=6.009, sprd=0.023]
Ep 022/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:36,  2.14it/s, loss=0.613, pair=0.003, adv=4.657, sprd=0.017]
Ep 022/80 [S2:+mat]:  26%|▊  | 119/453 [00:58<02:37,  2.11it/s, loss=0.613, pair=0.003, adv=4.657, sprd=0.017]
Ep 022/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:37,  2.11it/s, loss=0.585, pair=0.007, adv=5.521, sprd=0.019]
Ep 022/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:33,  2.17it/s, loss=0.585, pair=0.007, adv=5.521, sprd=0.019]
Ep 022/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:33,  2.17it/s, loss=0.591, pair=0.001, adv=4.833, sprd=0.019]
Ep 022/80 [S2:+mat]:  27%|▊  | 121/453 [00:59<02:50,  1.95it/s, loss=0.591, pair=0.001, adv=4.833, sprd=0.019]
Ep 022/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:50,  1.95it/s, loss=0.590, pair=0.001, adv=6.004, sprd=0.021]
Ep 022/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:44,  2.01it/s, loss=0.590, pair=0.001, adv=6.004, sprd=0.021]
Ep 022/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:44,  2.01it/s, loss=0.608, pair=0.001, adv=6.155, sprd=0.019]
Ep 022/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:57,  1.86it/s, loss=0.608, pair=0.001, adv=6.155, sprd=0.019]
Ep 022/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:57,  1.86it/s, loss=0.588, pair=0.000, adv=6.093, sprd=0.021]
Ep 022/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:49,  1.94it/s, loss=0.588, pair=0.000, adv=6.093, sprd=0.021]
Ep 022/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:49,  1.94it/s, loss=0.578, pair=0.000, adv=7.089, sprd=0.014]
Ep 022/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<03:08,  1.74it/s, loss=0.578, pair=0.000, adv=7.089, sprd=0.014]
Ep 022/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<03:08,  1.74it/s, loss=1.999, pair=4.664, adv=7.853, sprd=0.018]
Ep 022/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:50,  1.92it/s, loss=1.999, pair=4.664, adv=7.853, sprd=0.018]
Ep 022/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:50,  1.92it/s, loss=0.638, pair=0.001, adv=6.064, sprd=0.026]
Ep 022/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:59,  1.82it/s, loss=0.638, pair=0.001, adv=6.064, sprd=0.026]
Ep 022/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:59,  1.82it/s, loss=0.547, pair=0.003, adv=6.034, sprd=0.013]
Ep 022/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:48,  1.93it/s, loss=0.547, pair=0.003, adv=6.034, sprd=0.013]
Ep 022/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:48,  1.93it/s, loss=0.590, pair=0.006, adv=7.584, sprd=0.018]
Ep 022/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:59,  1.81it/s, loss=0.590, pair=0.006, adv=7.584, sprd=0.018]
Ep 022/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:59,  1.81it/s, loss=0.609, pair=0.019, adv=4.531, sprd=0.021]
Ep 022/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:46,  1.94it/s, loss=0.609, pair=0.019, adv=4.531, sprd=0.021]
Ep 022/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:46,  1.94it/s, loss=0.689, pair=0.002, adv=9.375, sprd=0.028]
Ep 022/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<03:00,  1.79it/s, loss=0.689, pair=0.002, adv=9.375, sprd=0.028]
Ep 022/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<03:00,  1.79it/s, loss=0.621, pair=0.000, adv=3.725, sprd=0.024]
Ep 022/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:47,  1.91it/s, loss=0.621, pair=0.000, adv=3.725, sprd=0.024]
Ep 022/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:47,  1.91it/s, loss=0.546, pair=0.002, adv=4.839, sprd=0.014]
Ep 022/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:55,  1.83it/s, loss=0.546, pair=0.002, adv=4.839, sprd=0.014]
Ep 022/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:55,  1.83it/s, loss=0.575, pair=0.001, adv=5.245, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:44,  1.93it/s, loss=0.575, pair=0.001, adv=5.245, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:44,  1.93it/s, loss=0.593, pair=0.003, adv=6.533, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:51,  1.85it/s, loss=0.593, pair=0.003, adv=6.533, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:51,  1.85it/s, loss=0.619, pair=0.005, adv=8.751, sprd=0.025]
Ep 022/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:43,  1.93it/s, loss=0.619, pair=0.005, adv=8.751, sprd=0.025]
Ep 022/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:43,  1.93it/s, loss=0.583, pair=0.002, adv=8.081, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:53,  1.82it/s, loss=0.583, pair=0.002, adv=8.081, sprd=0.019]
Ep 022/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:53,  1.82it/s, loss=0.578, pair=0.002, adv=5.618, sprd=0.022]
Ep 022/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:43,  1.93it/s, loss=0.578, pair=0.002, adv=5.618, sprd=0.022]
Ep 022/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:43,  1.93it/s, loss=0.585, pair=0.001, adv=5.687, sprd=0.018]
Ep 022/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:54,  1.80it/s, loss=0.585, pair=0.001, adv=5.687, sprd=0.018]
Ep 022/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:54,  1.80it/s, loss=0.613, pair=0.002, adv=6.325, sprd=0.024]
Ep 022/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:44,  1.90it/s, loss=0.613, pair=0.002, adv=6.325, sprd=0.024]
Ep 022/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:44,  1.90it/s, loss=0.577, pair=0.013, adv=5.712, sprd=0.018]
Ep 022/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:51,  1.82it/s, loss=0.577, pair=0.013, adv=5.712, sprd=0.018]
Ep 022/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:51,  1.82it/s, loss=0.635, pair=0.022, adv=3.694, sprd=0.030]
Ep 022/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:42,  1.91it/s, loss=0.635, pair=0.022, adv=3.694, sprd=0.030]
Ep 022/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:42,  1.91it/s, loss=0.632, pair=0.006, adv=3.442, sprd=0.028]
Ep 022/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:51,  1.81it/s, loss=0.632, pair=0.006, adv=3.442, sprd=0.028]
Ep 022/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:51,  1.81it/s, loss=0.577, pair=0.008, adv=3.259, sprd=0.020]
Ep 022/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:38,  1.94it/s, loss=0.577, pair=0.008, adv=3.259, sprd=0.020]
Ep 022/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:38,  1.94it/s, loss=0.676, pair=0.006, adv=4.182, sprd=0.024]
Ep 022/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:48,  1.83it/s, loss=0.676, pair=0.006, adv=4.182, sprd=0.024]
Ep 022/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:48,  1.83it/s, loss=0.589, pair=0.001, adv=7.938, sprd=0.023]
Ep 022/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:40,  1.92it/s, loss=0.589, pair=0.001, adv=7.938, sprd=0.023]
Ep 022/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:40,  1.92it/s, loss=0.590, pair=0.006, adv=5.093, sprd=0.019]
Ep 022/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:46,  1.84it/s, loss=0.590, pair=0.006, adv=5.093, sprd=0.019]
Ep 022/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:46,  1.84it/s, loss=0.652, pair=0.010, adv=3.829, sprd=0.031]
Ep 022/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:38,  1.93it/s, loss=0.652, pair=0.010, adv=3.829, sprd=0.031]
Ep 022/80 [S2:+mat]:  33%|▉  | 148/453 [01:15<02:38,  1.93it/s, loss=0.610, pair=0.000, adv=9.103, sprd=0.025]
Ep 022/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:59,  1.69it/s, loss=0.610, pair=0.000, adv=9.103, sprd=0.025]
Ep 022/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:59,  1.69it/s, loss=0.555, pair=0.000, adv=8.936, sprd=0.015]
Ep 022/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:43,  1.86it/s, loss=0.555, pair=0.000, adv=8.936, sprd=0.015]
Ep 022/80 [S2:+mat]:  33%|▉  | 150/453 [01:16<02:43,  1.86it/s, loss=0.579, pair=0.000, adv=6.237, sprd=0.019]
Ep 022/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:42,  1.85it/s, loss=0.579, pair=0.000, adv=6.237, sprd=0.019]
Ep 022/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:42,  1.85it/s, loss=0.621, pair=0.005, adv=6.460, sprd=0.022]
Ep 022/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:30,  2.00it/s, loss=0.621, pair=0.005, adv=6.460, sprd=0.022]
Ep 022/80 [S2:+mat]:  34%|█  | 152/453 [01:17<02:30,  2.00it/s, loss=0.592, pair=0.004, adv=7.002, sprd=0.020]
Ep 022/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:33,  1.96it/s, loss=0.592, pair=0.004, adv=7.002, sprd=0.020]
Ep 022/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:33,  1.96it/s, loss=0.602, pair=0.001, adv=6.416, sprd=0.023]
Ep 022/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:24,  2.07it/s, loss=0.602, pair=0.001, adv=6.416, sprd=0.023]
Ep 022/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:24,  2.07it/s, loss=0.555, pair=0.003, adv=6.371, sprd=0.014]
Ep 022/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:27,  2.02it/s, loss=0.555, pair=0.003, adv=6.371, sprd=0.014]
Ep 022/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:27,  2.02it/s, loss=0.576, pair=0.000, adv=7.862, sprd=0.016]
Ep 022/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:17,  2.16it/s, loss=0.576, pair=0.000, adv=7.862, sprd=0.016]
Ep 022/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:17,  2.16it/s, loss=0.573, pair=0.007, adv=5.238, sprd=0.016]
Ep 022/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:20,  2.11it/s, loss=0.573, pair=0.007, adv=5.238, sprd=0.016]
Ep 022/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:20,  2.11it/s, loss=0.593, pair=0.019, adv=7.353, sprd=0.019]
Ep 022/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:13,  2.21it/s, loss=0.593, pair=0.019, adv=7.353, sprd=0.019]
Ep 022/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:13,  2.21it/s, loss=0.543, pair=0.007, adv=7.317, sprd=0.012]
Ep 022/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:20,  2.09it/s, loss=0.543, pair=0.007, adv=7.317, sprd=0.012]
Ep 022/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:20,  2.09it/s, loss=0.625, pair=0.009, adv=6.894, sprd=0.026]
Ep 022/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:14,  2.17it/s, loss=0.625, pair=0.009, adv=6.894, sprd=0.026]
Ep 022/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:14,  2.17it/s, loss=0.602, pair=0.000, adv=6.631, sprd=0.023]
Ep 022/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:21,  2.06it/s, loss=0.602, pair=0.000, adv=6.631, sprd=0.023]
Ep 022/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:21,  2.06it/s, loss=0.561, pair=0.006, adv=8.927, sprd=0.017]
Ep 022/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:15,  2.15it/s, loss=0.561, pair=0.006, adv=8.927, sprd=0.017]
Ep 022/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:15,  2.15it/s, loss=0.600, pair=0.002, adv=4.818, sprd=0.021]
Ep 022/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:20,  2.07it/s, loss=0.600, pair=0.002, adv=4.818, sprd=0.021]
Ep 022/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:20,  2.07it/s, loss=0.600, pair=0.001, adv=5.018, sprd=0.023]
Ep 022/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:14,  2.15it/s, loss=0.600, pair=0.001, adv=5.018, sprd=0.023]
Ep 022/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:14,  2.15it/s, loss=0.588, pair=0.010, adv=4.680, sprd=0.022]
Ep 022/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:20,  2.04it/s, loss=0.588, pair=0.010, adv=4.680, sprd=0.022]
Ep 022/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:20,  2.04it/s, loss=0.572, pair=0.016, adv=6.787, sprd=0.016]
Ep 022/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:12,  2.16it/s, loss=0.572, pair=0.016, adv=6.787, sprd=0.016]
Ep 022/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:12,  2.16it/s, loss=0.640, pair=0.018, adv=7.360, sprd=0.017]
Ep 022/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:17,  2.08it/s, loss=0.640, pair=0.018, adv=7.360, sprd=0.017]
Ep 022/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:17,  2.08it/s, loss=0.613, pair=0.003, adv=5.073, sprd=0.025]
Ep 022/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:11,  2.17it/s, loss=0.613, pair=0.003, adv=5.073, sprd=0.025]
Ep 022/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:11,  2.17it/s, loss=0.623, pair=0.011, adv=4.808, sprd=0.026]
Ep 022/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:17,  2.07it/s, loss=0.623, pair=0.011, adv=4.808, sprd=0.026]
Ep 022/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:17,  2.07it/s, loss=0.574, pair=0.010, adv=5.264, sprd=0.018]
Ep 022/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:10,  2.16it/s, loss=0.574, pair=0.010, adv=5.264, sprd=0.018]
Ep 022/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:10,  2.16it/s, loss=0.569, pair=0.018, adv=8.159, sprd=0.013]
Ep 022/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:15,  2.09it/s, loss=0.569, pair=0.018, adv=8.159, sprd=0.013]
Ep 022/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:15,  2.09it/s, loss=0.576, pair=0.006, adv=8.587, sprd=0.017]
Ep 022/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:08,  2.18it/s, loss=0.576, pair=0.006, adv=8.587, sprd=0.017]
Ep 022/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:08,  2.18it/s, loss=0.597, pair=0.003, adv=4.920, sprd=0.021]
Ep 022/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:13,  2.09it/s, loss=0.597, pair=0.003, adv=4.920, sprd=0.021]
Ep 022/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:13,  2.09it/s, loss=1.652, pair=3.379, adv=7.035, sprd=0.022]
Ep 022/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:05,  2.23it/s, loss=1.652, pair=3.379, adv=7.035, sprd=0.022]
Ep 022/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:05,  2.23it/s, loss=0.604, pair=0.015, adv=5.270, sprd=0.018]
Ep 022/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:10,  2.14it/s, loss=0.604, pair=0.015, adv=5.270, sprd=0.018]
Ep 022/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:10,  2.14it/s, loss=0.604, pair=0.009, adv=5.186, sprd=0.022]
Ep 022/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:04,  2.22it/s, loss=0.604, pair=0.009, adv=5.186, sprd=0.022]
Ep 022/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:04,  2.22it/s, loss=0.587, pair=0.007, adv=7.667, sprd=0.023]
Ep 022/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:20,  1.97it/s, loss=0.587, pair=0.007, adv=7.667, sprd=0.023]
Ep 022/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:20,  1.97it/s, loss=0.615, pair=0.004, adv=7.963, sprd=0.024]
Ep 022/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:12,  2.08it/s, loss=0.615, pair=0.004, adv=7.963, sprd=0.024]
Ep 022/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:12,  2.08it/s, loss=0.627, pair=0.004, adv=3.528, sprd=0.032]
Ep 022/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:17,  1.99it/s, loss=0.627, pair=0.004, adv=3.528, sprd=0.032]
Ep 022/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:17,  1.99it/s, loss=0.554, pair=0.009, adv=8.040, sprd=0.014]
Ep 022/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:09,  2.11it/s, loss=0.554, pair=0.009, adv=8.040, sprd=0.014]
Ep 022/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:09,  2.11it/s, loss=0.582, pair=0.074, adv=5.292, sprd=0.013]
Ep 022/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.582, pair=0.074, adv=5.292, sprd=0.013]
Ep 022/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.567, pair=0.000, adv=6.081, sprd=0.017]
Ep 022/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:06,  2.15it/s, loss=0.567, pair=0.000, adv=6.081, sprd=0.017]
Ep 022/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:06,  2.15it/s, loss=0.580, pair=0.004, adv=5.128, sprd=0.021]
Ep 022/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:11,  2.05it/s, loss=0.580, pair=0.004, adv=5.128, sprd=0.021]
Ep 022/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:11,  2.05it/s, loss=0.598, pair=0.004, adv=6.640, sprd=0.020]
Ep 022/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:04,  2.16it/s, loss=0.598, pair=0.004, adv=6.640, sprd=0.020]
Ep 022/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:04,  2.16it/s, loss=0.587, pair=0.004, adv=7.328, sprd=0.021]
Ep 022/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.587, pair=0.004, adv=7.328, sprd=0.021]
Ep 022/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.584, pair=0.003, adv=8.060, sprd=0.024]
Ep 022/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:05,  2.13it/s, loss=0.584, pair=0.003, adv=8.060, sprd=0.024]
Ep 022/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:05,  2.13it/s, loss=0.574, pair=0.007, adv=5.596, sprd=0.016]
Ep 022/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:07,  2.09it/s, loss=0.574, pair=0.007, adv=5.596, sprd=0.016]
Ep 022/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:07,  2.09it/s, loss=0.619, pair=0.001, adv=3.924, sprd=0.026]
Ep 022/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:02,  2.17it/s, loss=0.619, pair=0.001, adv=3.924, sprd=0.026]
Ep 022/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:02,  2.17it/s, loss=0.601, pair=0.001, adv=5.367, sprd=0.019]
Ep 022/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:05,  2.10it/s, loss=0.601, pair=0.001, adv=5.367, sprd=0.019]
Ep 022/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:05,  2.10it/s, loss=0.560, pair=0.000, adv=8.185, sprd=0.015]
Ep 022/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<01:59,  2.21it/s, loss=0.560, pair=0.000, adv=8.185, sprd=0.015]
Ep 022/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<01:59,  2.21it/s, loss=2.132, pair=5.023, adv=4.125, sprd=0.029]
Ep 022/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:06,  2.07it/s, loss=2.132, pair=5.023, adv=4.125, sprd=0.029]
Ep 022/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:06,  2.07it/s, loss=0.860, pair=0.872, adv=8.463, sprd=0.023]
Ep 022/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:01,  2.15it/s, loss=0.860, pair=0.872, adv=8.463, sprd=0.023]
Ep 022/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:01,  2.15it/s, loss=0.656, pair=0.010, adv=7.618, sprd=0.021]
Ep 022/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:06,  2.06it/s, loss=0.656, pair=0.010, adv=7.618, sprd=0.021]
Ep 022/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:06,  2.06it/s, loss=0.559, pair=0.007, adv=5.030, sprd=0.014]
Ep 022/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:58,  2.19it/s, loss=0.559, pair=0.007, adv=5.030, sprd=0.014]
Ep 022/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:58,  2.19it/s, loss=0.565, pair=0.005, adv=6.318, sprd=0.017]
Ep 022/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:03,  2.10it/s, loss=0.565, pair=0.005, adv=6.318, sprd=0.017]
Ep 022/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:03,  2.10it/s, loss=0.541, pair=0.001, adv=5.852, sprd=0.013]
Ep 022/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:56,  2.20it/s, loss=0.541, pair=0.001, adv=5.852, sprd=0.013]
Ep 022/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:56,  2.20it/s, loss=0.602, pair=0.003, adv=6.636, sprd=0.022]
Ep 022/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:02,  2.09it/s, loss=0.602, pair=0.003, adv=6.636, sprd=0.022]
Ep 022/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:02,  2.09it/s, loss=0.601, pair=0.001, adv=5.216, sprd=0.018]
Ep 022/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:54,  2.22it/s, loss=0.601, pair=0.001, adv=5.216, sprd=0.018]
Ep 022/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:54,  2.22it/s, loss=0.613, pair=0.007, adv=4.711, sprd=0.022]
Ep 022/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<02:00,  2.11it/s, loss=0.613, pair=0.007, adv=4.711, sprd=0.022]
Ep 022/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:00,  2.11it/s, loss=0.585, pair=0.006, adv=5.884, sprd=0.018]
Ep 022/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:54,  2.21it/s, loss=0.585, pair=0.006, adv=5.884, sprd=0.018]
Ep 022/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:54,  2.21it/s, loss=0.559, pair=0.001, adv=8.533, sprd=0.016]
Ep 022/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<02:00,  2.08it/s, loss=0.559, pair=0.001, adv=8.533, sprd=0.016]
Ep 022/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:00,  2.08it/s, loss=0.629, pair=0.005, adv=6.876, sprd=0.029]
Ep 022/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:57,  2.14it/s, loss=0.629, pair=0.005, adv=6.876, sprd=0.029]
Ep 022/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:57,  2.14it/s, loss=0.637, pair=0.002, adv=6.298, sprd=0.018]
Ep 022/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<02:01,  2.05it/s, loss=0.637, pair=0.002, adv=6.298, sprd=0.018]
Ep 022/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:01,  2.05it/s, loss=0.634, pair=0.005, adv=6.133, sprd=0.026]
Ep 022/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.15it/s, loss=0.634, pair=0.005, adv=6.133, sprd=0.026]
Ep 022/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.15it/s, loss=0.576, pair=0.007, adv=5.733, sprd=0.018]
Ep 022/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<02:07,  1.94it/s, loss=0.576, pair=0.007, adv=5.733, sprd=0.018]
Ep 022/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:07,  1.94it/s, loss=0.559, pair=0.015, adv=5.167, sprd=0.013]
Ep 022/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:56,  2.13it/s, loss=0.559, pair=0.015, adv=5.167, sprd=0.013]
Ep 022/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:56,  2.13it/s, loss=0.586, pair=0.018, adv=7.146, sprd=0.023]
Ep 022/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<02:01,  2.03it/s, loss=0.586, pair=0.018, adv=7.146, sprd=0.023]
Ep 022/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<02:01,  2.03it/s, loss=1.008, pair=1.247, adv=6.540, sprd=0.028]
Ep 022/80 [S2:+mat]:  46%|█▍ | 208/453 [01:42<01:54,  2.13it/s, loss=1.008, pair=1.247, adv=6.540, sprd=0.028]
Ep 022/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:54,  2.13it/s, loss=0.615, pair=0.004, adv=6.708, sprd=0.022]
Ep 022/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:59,  2.05it/s, loss=0.615, pair=0.004, adv=6.708, sprd=0.022]
Ep 022/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:59,  2.05it/s, loss=0.597, pair=0.004, adv=5.397, sprd=0.024]
Ep 022/80 [S2:+mat]:  46%|█▍ | 210/453 [01:43<01:54,  2.12it/s, loss=0.597, pair=0.004, adv=5.397, sprd=0.024]
Ep 022/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:54,  2.12it/s, loss=0.638, pair=0.005, adv=3.790, sprd=0.030]
Ep 022/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<01:59,  2.02it/s, loss=0.638, pair=0.005, adv=3.790, sprd=0.030]
Ep 022/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<01:59,  2.02it/s, loss=0.576, pair=0.001, adv=4.888, sprd=0.018]
Ep 022/80 [S2:+mat]:  47%|█▍ | 212/453 [01:44<01:52,  2.13it/s, loss=0.576, pair=0.001, adv=4.888, sprd=0.018]
Ep 022/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:52,  2.13it/s, loss=0.561, pair=0.001, adv=4.881, sprd=0.017]
Ep 022/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<01:58,  2.02it/s, loss=0.561, pair=0.001, adv=4.881, sprd=0.017]
Ep 022/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<01:58,  2.02it/s, loss=0.609, pair=0.000, adv=6.452, sprd=0.027]
Ep 022/80 [S2:+mat]:  47%|█▍ | 214/453 [01:45<01:54,  2.10it/s, loss=0.609, pair=0.000, adv=6.452, sprd=0.027]
Ep 022/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:54,  2.10it/s, loss=0.574, pair=0.001, adv=4.510, sprd=0.020]
Ep 022/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:57,  2.03it/s, loss=0.574, pair=0.001, adv=4.510, sprd=0.020]
Ep 022/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:57,  2.03it/s, loss=0.562, pair=0.010, adv=4.731, sprd=0.015]
Ep 022/80 [S2:+mat]:  48%|█▍ | 216/453 [01:46<01:50,  2.14it/s, loss=0.562, pair=0.010, adv=4.731, sprd=0.015]
Ep 022/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:50,  2.14it/s, loss=0.564, pair=0.002, adv=6.094, sprd=0.017]
Ep 022/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:55,  2.04it/s, loss=0.564, pair=0.002, adv=6.094, sprd=0.017]
Ep 022/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:55,  2.04it/s, loss=0.609, pair=0.008, adv=3.749, sprd=0.024]
Ep 022/80 [S2:+mat]:  48%|█▍ | 218/453 [01:47<01:49,  2.15it/s, loss=0.609, pair=0.008, adv=3.749, sprd=0.024]
Ep 022/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:49,  2.15it/s, loss=0.624, pair=0.008, adv=5.245, sprd=0.026]
Ep 022/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:58,  1.98it/s, loss=0.624, pair=0.008, adv=5.245, sprd=0.026]
Ep 022/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:58,  1.98it/s, loss=0.647, pair=0.006, adv=5.114, sprd=0.034]
Ep 022/80 [S2:+mat]:  49%|█▍ | 220/453 [01:48<01:55,  2.02it/s, loss=0.647, pair=0.006, adv=5.114, sprd=0.034]
Ep 022/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:55,  2.02it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.025]
Ep 022/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<02:05,  1.85it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.025]
Ep 022/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<02:05,  1.85it/s, loss=0.577, pair=0.000, adv=6.078, sprd=0.018]
Ep 022/80 [S2:+mat]:  49%|█▍ | 222/453 [01:49<01:58,  1.95it/s, loss=0.577, pair=0.000, adv=6.078, sprd=0.018]
Ep 022/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:58,  1.95it/s, loss=0.631, pair=0.001, adv=5.351, sprd=0.015]
Ep 022/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<02:03,  1.86it/s, loss=0.631, pair=0.001, adv=5.351, sprd=0.015]
Ep 022/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<02:03,  1.86it/s, loss=0.583, pair=0.000, adv=3.899, sprd=0.018]
Ep 022/80 [S2:+mat]:  49%|█▍ | 224/453 [01:50<01:55,  1.98it/s, loss=0.583, pair=0.000, adv=3.899, sprd=0.018]
Ep 022/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:55,  1.98it/s, loss=0.577, pair=0.001, adv=5.798, sprd=0.017]
Ep 022/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<02:01,  1.87it/s, loss=0.577, pair=0.001, adv=5.798, sprd=0.017]
Ep 022/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:01,  1.87it/s, loss=0.593, pair=0.003, adv=5.388, sprd=0.021]
Ep 022/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:55,  1.97it/s, loss=0.593, pair=0.003, adv=5.388, sprd=0.021]
Ep 022/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:55,  1.97it/s, loss=0.579, pair=0.000, adv=6.580, sprd=0.020]
Ep 022/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<02:03,  1.83it/s, loss=0.579, pair=0.000, adv=6.580, sprd=0.020]
Ep 022/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:03,  1.83it/s, loss=0.592, pair=0.000, adv=4.674, sprd=0.023]
Ep 022/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:56,  1.93it/s, loss=0.592, pair=0.000, adv=4.674, sprd=0.023]
Ep 022/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:56,  1.93it/s, loss=0.645, pair=0.000, adv=4.937, sprd=0.031]
Ep 022/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<02:03,  1.81it/s, loss=0.645, pair=0.000, adv=4.937, sprd=0.031]
Ep 022/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<02:03,  1.81it/s, loss=0.652, pair=0.004, adv=3.556, sprd=0.036]
Ep 022/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:58,  1.89it/s, loss=0.652, pair=0.004, adv=3.556, sprd=0.036]
Ep 022/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:58,  1.89it/s, loss=0.591, pair=0.001, adv=4.449, sprd=0.018]
Ep 022/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<02:02,  1.81it/s, loss=0.591, pair=0.001, adv=4.449, sprd=0.018]
Ep 022/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:02,  1.81it/s, loss=0.591, pair=0.004, adv=4.893, sprd=0.021]
Ep 022/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:55,  1.91it/s, loss=0.591, pair=0.004, adv=4.893, sprd=0.021]
Ep 022/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:55,  1.91it/s, loss=0.675, pair=0.002, adv=4.824, sprd=0.024]
Ep 022/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<02:02,  1.80it/s, loss=0.675, pair=0.002, adv=4.824, sprd=0.024]
Ep 022/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<02:02,  1.80it/s, loss=0.595, pair=0.001, adv=4.477, sprd=0.022]
Ep 022/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:55,  1.90it/s, loss=0.595, pair=0.001, adv=4.477, sprd=0.022]
Ep 022/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:55,  1.90it/s, loss=0.591, pair=0.005, adv=4.197, sprd=0.021]
Ep 022/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<02:09,  1.69it/s, loss=0.591, pair=0.005, adv=4.197, sprd=0.021]
Ep 022/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<02:09,  1.69it/s, loss=0.581, pair=0.000, adv=6.003, sprd=0.019]
Ep 022/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:59,  1.81it/s, loss=0.581, pair=0.000, adv=6.003, sprd=0.019]
Ep 022/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:59,  1.81it/s, loss=0.580, pair=0.002, adv=3.194, sprd=0.021]
Ep 022/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<02:02,  1.77it/s, loss=0.580, pair=0.002, adv=3.194, sprd=0.021]
Ep 022/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<02:02,  1.77it/s, loss=0.561, pair=0.000, adv=5.407, sprd=0.017]
Ep 022/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:53,  1.89it/s, loss=0.561, pair=0.000, adv=5.407, sprd=0.017]
Ep 022/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:53,  1.89it/s, loss=0.586, pair=0.001, adv=3.993, sprd=0.021]
Ep 022/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:59,  1.79it/s, loss=0.586, pair=0.001, adv=3.993, sprd=0.021]
Ep 022/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:59,  1.79it/s, loss=0.586, pair=0.002, adv=6.417, sprd=0.024]
Ep 022/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:53,  1.88it/s, loss=0.586, pair=0.002, adv=6.417, sprd=0.024]
Ep 022/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:53,  1.88it/s, loss=0.590, pair=0.002, adv=4.407, sprd=0.021]
Ep 022/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:57,  1.80it/s, loss=0.590, pair=0.002, adv=4.407, sprd=0.021]
Ep 022/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:57,  1.80it/s, loss=0.576, pair=0.004, adv=3.545, sprd=0.015]
Ep 022/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:48,  1.95it/s, loss=0.576, pair=0.004, adv=3.545, sprd=0.015]
Ep 022/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:48,  1.95it/s, loss=1.072, pair=1.760, adv=6.122, sprd=0.015]
Ep 022/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:54,  1.84it/s, loss=1.072, pair=1.760, adv=6.122, sprd=0.015]
Ep 022/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:54,  1.84it/s, loss=0.572, pair=0.004, adv=4.989, sprd=0.016]
Ep 022/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:46,  1.96it/s, loss=0.572, pair=0.004, adv=4.989, sprd=0.016]
Ep 022/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:46,  1.96it/s, loss=0.606, pair=0.004, adv=4.189, sprd=0.025]
Ep 022/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:52,  1.84it/s, loss=0.606, pair=0.004, adv=4.189, sprd=0.025]
Ep 022/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:52,  1.84it/s, loss=0.586, pair=0.002, adv=9.643, sprd=0.023]
Ep 022/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:46,  1.94it/s, loss=0.586, pair=0.002, adv=9.643, sprd=0.023]
Ep 022/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:46,  1.94it/s, loss=0.606, pair=0.003, adv=4.012, sprd=0.024]
Ep 022/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:55,  1.79it/s, loss=0.606, pair=0.003, adv=4.012, sprd=0.024]
Ep 022/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:55,  1.79it/s, loss=0.533, pair=0.000, adv=7.236, sprd=0.011]
Ep 022/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:47,  1.91it/s, loss=0.533, pair=0.000, adv=7.236, sprd=0.011]
Ep 022/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:47,  1.91it/s, loss=0.609, pair=0.000, adv=5.611, sprd=0.021]
Ep 022/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:48,  1.87it/s, loss=0.609, pair=0.000, adv=5.611, sprd=0.021]
Ep 022/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:48,  1.87it/s, loss=0.632, pair=0.000, adv=4.523, sprd=0.029]
Ep 022/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:41,  2.00it/s, loss=0.632, pair=0.000, adv=4.523, sprd=0.029]
Ep 022/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:41,  2.00it/s, loss=0.604, pair=0.000, adv=5.113, sprd=0.023]
Ep 022/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:43,  1.95it/s, loss=0.604, pair=0.000, adv=5.113, sprd=0.023]
Ep 022/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:43,  1.95it/s, loss=0.606, pair=0.009, adv=8.984, sprd=0.022]
Ep 022/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:37,  2.07it/s, loss=0.606, pair=0.009, adv=8.984, sprd=0.022]
Ep 022/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:37,  2.07it/s, loss=1.363, pair=2.461, adv=6.743, sprd=0.026]
Ep 022/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:39,  2.00it/s, loss=1.363, pair=2.461, adv=6.743, sprd=0.026]
Ep 022/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:39,  2.00it/s, loss=0.632, pair=0.018, adv=3.963, sprd=0.024]
Ep 022/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:33,  2.13it/s, loss=0.632, pair=0.018, adv=3.963, sprd=0.024]
Ep 022/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:33,  2.13it/s, loss=0.569, pair=0.001, adv=5.409, sprd=0.019]
Ep 022/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:37,  2.04it/s, loss=0.569, pair=0.001, adv=5.409, sprd=0.019]
Ep 022/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:37,  2.04it/s, loss=0.541, pair=0.005, adv=7.307, sprd=0.012]
Ep 022/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.16it/s, loss=0.541, pair=0.005, adv=7.307, sprd=0.012]
Ep 022/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:31,  2.16it/s, loss=0.543, pair=0.002, adv=5.745, sprd=0.013]
Ep 022/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.08it/s, loss=0.543, pair=0.002, adv=5.745, sprd=0.013]
Ep 022/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.08it/s, loss=0.620, pair=0.003, adv=4.075, sprd=0.026]
Ep 022/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:29,  2.17it/s, loss=0.620, pair=0.003, adv=4.075, sprd=0.026]
Ep 022/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:29,  2.17it/s, loss=0.582, pair=0.001, adv=6.020, sprd=0.016]
Ep 022/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:36,  2.02it/s, loss=0.582, pair=0.001, adv=6.020, sprd=0.016]
Ep 022/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:36,  2.02it/s, loss=0.657, pair=0.172, adv=4.678, sprd=0.022]
Ep 022/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:30,  2.14it/s, loss=0.657, pair=0.172, adv=4.678, sprd=0.022]
Ep 022/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:30,  2.14it/s, loss=0.591, pair=0.003, adv=5.428, sprd=0.020]
Ep 022/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:33,  2.05it/s, loss=0.591, pair=0.003, adv=5.428, sprd=0.020]
Ep 022/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:33,  2.05it/s, loss=0.612, pair=0.003, adv=4.042, sprd=0.022]
Ep 022/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:29,  2.15it/s, loss=0.612, pair=0.003, adv=4.042, sprd=0.022]
Ep 022/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:29,  2.15it/s, loss=0.589, pair=0.007, adv=4.702, sprd=0.018]
Ep 022/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:30,  2.11it/s, loss=0.589, pair=0.007, adv=4.702, sprd=0.018]
Ep 022/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:30,  2.11it/s, loss=0.831, pair=0.769, adv=5.687, sprd=0.021]
Ep 022/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:25,  2.21it/s, loss=0.831, pair=0.769, adv=5.687, sprd=0.021]
Ep 022/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:25,  2.21it/s, loss=0.596, pair=0.009, adv=4.202, sprd=0.018]
Ep 022/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:29,  2.10it/s, loss=0.596, pair=0.009, adv=4.202, sprd=0.018]
Ep 022/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:29,  2.10it/s, loss=0.589, pair=0.005, adv=3.497, sprd=0.019]
Ep 022/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:24,  2.20it/s, loss=0.589, pair=0.005, adv=3.497, sprd=0.019]
Ep 022/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:24,  2.20it/s, loss=0.590, pair=0.011, adv=3.886, sprd=0.020]
Ep 022/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:29,  2.08it/s, loss=0.590, pair=0.011, adv=3.886, sprd=0.020]
Ep 022/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:29,  2.08it/s, loss=0.619, pair=0.014, adv=3.833, sprd=0.026]
Ep 022/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:26,  2.15it/s, loss=0.619, pair=0.014, adv=3.833, sprd=0.026]
Ep 022/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:26,  2.15it/s, loss=0.559, pair=0.003, adv=3.177, sprd=0.018]
Ep 022/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:28,  2.09it/s, loss=0.559, pair=0.003, adv=3.177, sprd=0.018]
Ep 022/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:28,  2.09it/s, loss=0.596, pair=0.005, adv=5.291, sprd=0.020]
Ep 022/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:23,  2.19it/s, loss=0.596, pair=0.005, adv=5.291, sprd=0.020]
Ep 022/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:23,  2.19it/s, loss=0.590, pair=0.004, adv=3.682, sprd=0.019]
Ep 022/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:27,  2.08it/s, loss=0.590, pair=0.004, adv=3.682, sprd=0.019]
Ep 022/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:27,  2.08it/s, loss=0.600, pair=0.000, adv=2.963, sprd=0.031]
Ep 022/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:23,  2.16it/s, loss=0.600, pair=0.000, adv=2.963, sprd=0.031]
Ep 022/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:23,  2.16it/s, loss=0.578, pair=0.001, adv=2.886, sprd=0.027]
Ep 022/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:26,  2.07it/s, loss=0.578, pair=0.001, adv=2.886, sprd=0.027]
Ep 022/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:26,  2.07it/s, loss=0.599, pair=0.006, adv=4.686, sprd=0.018]
Ep 022/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:21,  2.19it/s, loss=0.599, pair=0.006, adv=4.686, sprd=0.018]
Ep 022/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:21,  2.19it/s, loss=0.559, pair=0.005, adv=5.834, sprd=0.017]
Ep 022/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:25,  2.09it/s, loss=0.559, pair=0.005, adv=5.834, sprd=0.017]
Ep 022/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:25,  2.09it/s, loss=0.529, pair=0.001, adv=2.937, sprd=0.020]
Ep 022/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:21,  2.17it/s, loss=0.529, pair=0.001, adv=2.937, sprd=0.020]
Ep 022/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:21,  2.17it/s, loss=0.646, pair=0.000, adv=5.041, sprd=0.021]
Ep 022/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:24,  2.08it/s, loss=0.646, pair=0.000, adv=5.041, sprd=0.021]
Ep 022/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:24,  2.08it/s, loss=0.636, pair=0.000, adv=5.108, sprd=0.031]
Ep 022/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:21,  2.15it/s, loss=0.636, pair=0.000, adv=5.108, sprd=0.031]
Ep 022/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:21,  2.15it/s, loss=0.589, pair=0.009, adv=4.606, sprd=0.021]
Ep 022/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:24,  2.05it/s, loss=0.589, pair=0.009, adv=4.606, sprd=0.021]
Ep 022/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:24,  2.05it/s, loss=0.593, pair=0.001, adv=6.212, sprd=0.022]
Ep 022/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.593, pair=0.001, adv=6.212, sprd=0.022]
Ep 022/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.627, pair=0.005, adv=4.774, sprd=0.029]
Ep 022/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:25,  2.02it/s, loss=0.627, pair=0.005, adv=4.774, sprd=0.029]
Ep 022/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:25,  2.02it/s, loss=0.629, pair=0.005, adv=3.703, sprd=0.026]
Ep 022/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.13it/s, loss=0.629, pair=0.005, adv=3.703, sprd=0.026]
Ep 022/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.13it/s, loss=0.595, pair=0.027, adv=5.065, sprd=0.018]
Ep 022/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:21,  2.08it/s, loss=0.595, pair=0.027, adv=5.065, sprd=0.018]
Ep 022/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:21,  2.08it/s, loss=0.596, pair=0.012, adv=4.204, sprd=0.022]
Ep 022/80 [S2:+mat]:  63%|█▉ | 284/453 [02:20<01:18,  2.17it/s, loss=0.596, pair=0.012, adv=4.204, sprd=0.022]
Ep 022/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:18,  2.17it/s, loss=0.613, pair=0.000, adv=5.096, sprd=0.024]
Ep 022/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:22,  2.04it/s, loss=0.613, pair=0.000, adv=5.096, sprd=0.024]
Ep 022/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:22,  2.04it/s, loss=0.591, pair=0.001, adv=4.509, sprd=0.020]
Ep 022/80 [S2:+mat]:  63%|█▉ | 286/453 [02:21<01:17,  2.16it/s, loss=0.591, pair=0.001, adv=4.509, sprd=0.020]
Ep 022/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:17,  2.16it/s, loss=0.616, pair=0.008, adv=4.607, sprd=0.025]
Ep 022/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:24,  1.96it/s, loss=0.616, pair=0.008, adv=4.607, sprd=0.025]
Ep 022/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:24,  1.96it/s, loss=0.646, pair=0.001, adv=3.918, sprd=0.029]
Ep 022/80 [S2:+mat]:  64%|█▉ | 288/453 [02:22<01:19,  2.08it/s, loss=0.646, pair=0.001, adv=3.918, sprd=0.029]
Ep 022/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:19,  2.08it/s, loss=0.617, pair=0.002, adv=3.641, sprd=0.030]
Ep 022/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:22,  1.99it/s, loss=0.617, pair=0.002, adv=3.641, sprd=0.030]
Ep 022/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:22,  1.99it/s, loss=1.314, pair=2.439, adv=4.701, sprd=0.021]
Ep 022/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:17,  2.09it/s, loss=1.314, pair=2.439, adv=4.701, sprd=0.021]
Ep 022/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:17,  2.09it/s, loss=0.617, pair=0.004, adv=4.983, sprd=0.023]
Ep 022/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:19,  2.04it/s, loss=0.617, pair=0.004, adv=4.983, sprd=0.023]
Ep 022/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:19,  2.04it/s, loss=0.630, pair=0.004, adv=5.504, sprd=0.025]
Ep 022/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:14,  2.17it/s, loss=0.630, pair=0.004, adv=5.504, sprd=0.025]
Ep 022/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:14,  2.17it/s, loss=0.580, pair=0.014, adv=4.284, sprd=0.016]
Ep 022/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:16,  2.09it/s, loss=0.580, pair=0.014, adv=4.284, sprd=0.016]
Ep 022/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:16,  2.09it/s, loss=0.636, pair=0.001, adv=5.410, sprd=0.031]
Ep 022/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:13,  2.15it/s, loss=0.636, pair=0.001, adv=5.410, sprd=0.031]
Ep 022/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:13,  2.15it/s, loss=0.605, pair=0.002, adv=3.967, sprd=0.027]
Ep 022/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:18,  2.02it/s, loss=0.605, pair=0.002, adv=3.967, sprd=0.027]
Ep 022/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:18,  2.02it/s, loss=0.580, pair=0.007, adv=5.295, sprd=0.019]
Ep 022/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:13,  2.12it/s, loss=0.580, pair=0.007, adv=5.295, sprd=0.019]
Ep 022/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:13,  2.12it/s, loss=0.588, pair=0.017, adv=3.736, sprd=0.020]
Ep 022/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:15,  2.07it/s, loss=0.588, pair=0.017, adv=3.736, sprd=0.020]
Ep 022/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:15,  2.07it/s, loss=0.610, pair=0.005, adv=5.538, sprd=0.023]
Ep 022/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:11,  2.17it/s, loss=0.610, pair=0.005, adv=5.538, sprd=0.023]
Ep 022/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:11,  2.17it/s, loss=0.616, pair=0.003, adv=6.156, sprd=0.025]
Ep 022/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:16,  2.02it/s, loss=0.616, pair=0.003, adv=6.156, sprd=0.025]
Ep 022/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:16,  2.02it/s, loss=0.638, pair=0.007, adv=4.983, sprd=0.029]
Ep 022/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:12,  2.10it/s, loss=0.638, pair=0.007, adv=4.983, sprd=0.029]
Ep 022/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:12,  2.10it/s, loss=0.629, pair=0.002, adv=4.671, sprd=0.031]
Ep 022/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:15,  2.00it/s, loss=0.629, pair=0.002, adv=4.671, sprd=0.031]
Ep 022/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:15,  2.00it/s, loss=0.584, pair=0.002, adv=5.161, sprd=0.019]
Ep 022/80 [S2:+mat]:  67%|██ | 302/453 [02:29<01:11,  2.13it/s, loss=0.584, pair=0.002, adv=5.161, sprd=0.019]
Ep 022/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:11,  2.13it/s, loss=0.582, pair=0.005, adv=3.321, sprd=0.017]
Ep 022/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:12,  2.07it/s, loss=0.582, pair=0.005, adv=3.321, sprd=0.017]
Ep 022/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:12,  2.07it/s, loss=0.610, pair=0.007, adv=4.790, sprd=0.024]
Ep 022/80 [S2:+mat]:  67%|██ | 304/453 [02:30<01:08,  2.16it/s, loss=0.610, pair=0.007, adv=4.790, sprd=0.024]
Ep 022/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:08,  2.16it/s, loss=0.587, pair=0.000, adv=5.771, sprd=0.021]
Ep 022/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.04it/s, loss=0.587, pair=0.000, adv=5.771, sprd=0.021]
Ep 022/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.04it/s, loss=0.592, pair=0.003, adv=4.881, sprd=0.019]
Ep 022/80 [S2:+mat]:  68%|██ | 306/453 [02:31<01:08,  2.15it/s, loss=0.592, pair=0.003, adv=4.881, sprd=0.019]
Ep 022/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:08,  2.15it/s, loss=0.630, pair=0.030, adv=4.720, sprd=0.024]
Ep 022/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:11,  2.04it/s, loss=0.630, pair=0.030, adv=4.720, sprd=0.024]
Ep 022/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:11,  2.04it/s, loss=0.591, pair=0.000, adv=6.227, sprd=0.018]
Ep 022/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:07,  2.16it/s, loss=0.591, pair=0.000, adv=6.227, sprd=0.018]
Ep 022/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.16it/s, loss=0.565, pair=0.003, adv=3.243, sprd=0.022]
Ep 022/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:09,  2.06it/s, loss=0.565, pair=0.003, adv=3.243, sprd=0.022]
Ep 022/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:09,  2.06it/s, loss=0.618, pair=0.001, adv=5.961, sprd=0.021]
Ep 022/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:05,  2.18it/s, loss=0.618, pair=0.001, adv=5.961, sprd=0.021]
Ep 022/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.603, pair=0.005, adv=5.469, sprd=0.024]
Ep 022/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:09,  2.04it/s, loss=0.603, pair=0.005, adv=5.469, sprd=0.024]
Ep 022/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:09,  2.04it/s, loss=0.567, pair=0.004, adv=3.275, sprd=0.019]
Ep 022/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:05,  2.16it/s, loss=0.567, pair=0.004, adv=3.275, sprd=0.019]
Ep 022/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:05,  2.16it/s, loss=0.780, pair=0.501, adv=3.382, sprd=0.028]
Ep 022/80 [S2:+mat]:  69%|██ | 313/453 [02:34<01:07,  2.08it/s, loss=0.780, pair=0.501, adv=3.382, sprd=0.028]
Ep 022/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:07,  2.08it/s, loss=0.628, pair=0.004, adv=5.090, sprd=0.028]
Ep 022/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:04,  2.15it/s, loss=0.628, pair=0.004, adv=5.090, sprd=0.028]
Ep 022/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=0.627, pair=0.009, adv=5.366, sprd=0.018]
Ep 022/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:11,  1.92it/s, loss=0.627, pair=0.009, adv=5.366, sprd=0.018]
Ep 022/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:11,  1.92it/s, loss=0.578, pair=0.006, adv=4.451, sprd=0.018]
Ep 022/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:06,  2.06it/s, loss=0.578, pair=0.006, adv=4.451, sprd=0.018]
Ep 022/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:06,  2.06it/s, loss=0.592, pair=0.003, adv=5.168, sprd=0.019]
Ep 022/80 [S2:+mat]:  70%|██ | 317/453 [02:36<01:08,  2.00it/s, loss=0.592, pair=0.003, adv=5.168, sprd=0.019]
Ep 022/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:08,  2.00it/s, loss=0.587, pair=0.005, adv=6.365, sprd=0.019]
Ep 022/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:03,  2.11it/s, loss=0.587, pair=0.005, adv=6.365, sprd=0.019]
Ep 022/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:03,  2.11it/s, loss=0.575, pair=0.003, adv=4.551, sprd=0.016]
Ep 022/80 [S2:+mat]:  70%|██ | 319/453 [02:37<01:07,  1.98it/s, loss=0.575, pair=0.003, adv=4.551, sprd=0.016]
Ep 022/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:07,  1.98it/s, loss=0.593, pair=0.001, adv=6.360, sprd=0.018]
Ep 022/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:04,  2.07it/s, loss=0.593, pair=0.001, adv=6.360, sprd=0.018]
Ep 022/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:04,  2.07it/s, loss=0.583, pair=0.002, adv=5.062, sprd=0.019]
Ep 022/80 [S2:+mat]:  71%|██▏| 321/453 [02:38<01:08,  1.93it/s, loss=0.583, pair=0.002, adv=5.062, sprd=0.019]
Ep 022/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:08,  1.93it/s, loss=0.562, pair=0.005, adv=6.719, sprd=0.016]
Ep 022/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:04,  2.02it/s, loss=0.562, pair=0.005, adv=6.719, sprd=0.016]
Ep 022/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:04,  2.02it/s, loss=0.550, pair=0.006, adv=6.331, sprd=0.016]
Ep 022/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:10,  1.85it/s, loss=0.550, pair=0.006, adv=6.331, sprd=0.016]
Ep 022/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:10,  1.85it/s, loss=0.595, pair=0.002, adv=5.685, sprd=0.021]
Ep 022/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<01:05,  1.96it/s, loss=0.595, pair=0.002, adv=5.685, sprd=0.021]
Ep 022/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:05,  1.96it/s, loss=0.605, pair=0.000, adv=4.710, sprd=0.022]
Ep 022/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:08,  1.88it/s, loss=0.605, pair=0.000, adv=4.710, sprd=0.022]
Ep 022/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:08,  1.88it/s, loss=0.598, pair=0.003, adv=5.255, sprd=0.022]
Ep 022/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<01:03,  1.99it/s, loss=0.598, pair=0.003, adv=5.255, sprd=0.022]
Ep 022/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:03,  1.99it/s, loss=0.601, pair=0.000, adv=4.344, sprd=0.021]
Ep 022/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:06,  1.90it/s, loss=0.601, pair=0.000, adv=4.344, sprd=0.021]
Ep 022/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:06,  1.90it/s, loss=0.603, pair=0.003, adv=5.664, sprd=0.024]
Ep 022/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<01:03,  1.97it/s, loss=0.603, pair=0.003, adv=5.664, sprd=0.024]
Ep 022/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<01:03,  1.97it/s, loss=0.580, pair=0.006, adv=5.677, sprd=0.019]
Ep 022/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:07,  1.84it/s, loss=0.580, pair=0.006, adv=5.677, sprd=0.019]
Ep 022/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:07,  1.84it/s, loss=0.588, pair=0.000, adv=5.706, sprd=0.019]
Ep 022/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<01:03,  1.95it/s, loss=0.588, pair=0.000, adv=5.706, sprd=0.019]
Ep 022/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<01:03,  1.95it/s, loss=0.608, pair=0.001, adv=4.787, sprd=0.023]
Ep 022/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:05,  1.85it/s, loss=0.608, pair=0.001, adv=4.787, sprd=0.023]
Ep 022/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:05,  1.85it/s, loss=0.626, pair=0.018, adv=3.624, sprd=0.025]
Ep 022/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<01:01,  1.96it/s, loss=0.626, pair=0.018, adv=3.624, sprd=0.025]
Ep 022/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<01:01,  1.96it/s, loss=0.653, pair=0.001, adv=7.338, sprd=0.031]
Ep 022/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<01:05,  1.84it/s, loss=0.653, pair=0.001, adv=7.338, sprd=0.031]
Ep 022/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<01:05,  1.84it/s, loss=0.586, pair=0.001, adv=7.064, sprd=0.022]
Ep 022/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<01:01,  1.94it/s, loss=0.586, pair=0.001, adv=7.064, sprd=0.022]
Ep 022/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<01:01,  1.94it/s, loss=0.597, pair=0.000, adv=8.252, sprd=0.020]
Ep 022/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<01:04,  1.84it/s, loss=0.597, pair=0.000, adv=8.252, sprd=0.020]
Ep 022/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<01:04,  1.84it/s, loss=0.607, pair=0.001, adv=6.261, sprd=0.022]
Ep 022/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<01:00,  1.94it/s, loss=0.607, pair=0.001, adv=6.261, sprd=0.022]
Ep 022/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<01:00,  1.94it/s, loss=0.613, pair=0.000, adv=7.298, sprd=0.025]
Ep 022/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<01:03,  1.84it/s, loss=0.613, pair=0.000, adv=7.298, sprd=0.025]
Ep 022/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<01:03,  1.84it/s, loss=0.624, pair=0.000, adv=7.080, sprd=0.029]
Ep 022/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:59,  1.93it/s, loss=0.624, pair=0.000, adv=7.080, sprd=0.029]
Ep 022/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:59,  1.93it/s, loss=0.578, pair=0.002, adv=8.655, sprd=0.017]
Ep 022/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<01:02,  1.83it/s, loss=0.578, pair=0.002, adv=8.655, sprd=0.017]
Ep 022/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<01:02,  1.83it/s, loss=0.573, pair=0.000, adv=6.691, sprd=0.018]
Ep 022/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:58,  1.94it/s, loss=0.573, pair=0.000, adv=6.691, sprd=0.018]
Ep 022/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:58,  1.94it/s, loss=0.616, pair=0.000, adv=7.652, sprd=0.025]
Ep 022/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<01:01,  1.83it/s, loss=0.616, pair=0.000, adv=7.652, sprd=0.025]
Ep 022/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<01:01,  1.83it/s, loss=0.619, pair=0.000, adv=6.433, sprd=0.022]
Ep 022/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:57,  1.94it/s, loss=0.619, pair=0.000, adv=6.433, sprd=0.022]
Ep 022/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:57,  1.94it/s, loss=0.587, pair=0.001, adv=6.208, sprd=0.017]
Ep 022/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<01:00,  1.83it/s, loss=0.587, pair=0.001, adv=6.208, sprd=0.017]
Ep 022/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<01:00,  1.83it/s, loss=0.617, pair=0.003, adv=5.393, sprd=0.021]
Ep 022/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:55,  1.95it/s, loss=0.617, pair=0.003, adv=5.393, sprd=0.021]
Ep 022/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:55,  1.95it/s, loss=0.679, pair=0.005, adv=6.919, sprd=0.021]
Ep 022/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<01:02,  1.73it/s, loss=0.679, pair=0.005, adv=6.919, sprd=0.021]
Ep 022/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<01:02,  1.73it/s, loss=0.613, pair=0.000, adv=6.406, sprd=0.026]
Ep 022/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:57,  1.86it/s, loss=0.613, pair=0.000, adv=6.406, sprd=0.026]
Ep 022/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:57,  1.86it/s, loss=0.560, pair=0.000, adv=9.583, sprd=0.016]
Ep 022/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:59,  1.77it/s, loss=0.560, pair=0.000, adv=9.583, sprd=0.016]
Ep 022/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:59,  1.77it/s, loss=0.585, pair=0.000, adv=6.376, sprd=0.020]
Ep 022/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:55,  1.88it/s, loss=0.585, pair=0.000, adv=6.376, sprd=0.020]
Ep 022/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:55,  1.88it/s, loss=0.575, pair=0.002, adv=5.819, sprd=0.016]
Ep 022/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:55,  1.88it/s, loss=0.575, pair=0.002, adv=5.819, sprd=0.016]
Ep 022/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:55,  1.88it/s, loss=0.618, pair=0.001, adv=7.216, sprd=0.025]
Ep 022/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:51,  2.01it/s, loss=0.618, pair=0.001, adv=7.216, sprd=0.025]
Ep 022/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:51,  2.01it/s, loss=0.614, pair=0.003, adv=5.088, sprd=0.022]
Ep 022/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:51,  1.99it/s, loss=0.614, pair=0.003, adv=5.088, sprd=0.022]
Ep 022/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:51,  1.99it/s, loss=0.628, pair=0.001, adv=6.625, sprd=0.026]
Ep 022/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:48,  2.10it/s, loss=0.628, pair=0.001, adv=6.625, sprd=0.026]
Ep 022/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:48,  2.10it/s, loss=0.562, pair=0.000, adv=8.149, sprd=0.014]
Ep 022/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.05it/s, loss=0.562, pair=0.000, adv=8.149, sprd=0.014]
Ep 022/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:48,  2.05it/s, loss=0.631, pair=0.006, adv=4.534, sprd=0.026]
Ep 022/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:45,  2.16it/s, loss=0.631, pair=0.006, adv=4.534, sprd=0.026]
Ep 022/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:45,  2.16it/s, loss=0.568, pair=0.004, adv=6.408, sprd=0.017]
Ep 022/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:46,  2.09it/s, loss=0.568, pair=0.004, adv=6.408, sprd=0.017]
Ep 022/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:46,  2.09it/s, loss=0.588, pair=0.001, adv=4.841, sprd=0.019]
Ep 022/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:44,  2.20it/s, loss=0.588, pair=0.001, adv=4.841, sprd=0.019]
Ep 022/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:44,  2.20it/s, loss=0.588, pair=0.003, adv=4.615, sprd=0.021]
Ep 022/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:45,  2.11it/s, loss=0.588, pair=0.003, adv=4.615, sprd=0.021]
Ep 022/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:45,  2.11it/s, loss=0.588, pair=0.004, adv=6.827, sprd=0.019]
Ep 022/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:43,  2.20it/s, loss=0.588, pair=0.004, adv=6.827, sprd=0.019]
Ep 022/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:43,  2.20it/s, loss=0.622, pair=0.006, adv=4.936, sprd=0.027]
Ep 022/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:44,  2.10it/s, loss=0.622, pair=0.006, adv=4.936, sprd=0.027]
Ep 022/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:44,  2.10it/s, loss=0.605, pair=0.009, adv=5.552, sprd=0.024]
Ep 022/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:42,  2.17it/s, loss=0.605, pair=0.009, adv=5.552, sprd=0.024]
Ep 022/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:42,  2.17it/s, loss=0.568, pair=0.017, adv=8.169, sprd=0.013]
Ep 022/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:43,  2.10it/s, loss=0.568, pair=0.017, adv=8.169, sprd=0.013]
Ep 022/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:43,  2.10it/s, loss=0.596, pair=0.005, adv=4.899, sprd=0.021]
Ep 022/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:41,  2.20it/s, loss=0.596, pair=0.005, adv=4.899, sprd=0.021]
Ep 022/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:41,  2.20it/s, loss=0.603, pair=0.004, adv=5.323, sprd=0.018]
Ep 022/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:41,  2.16it/s, loss=0.603, pair=0.004, adv=5.323, sprd=0.018]
Ep 022/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:41,  2.16it/s, loss=0.568, pair=0.000, adv=8.702, sprd=0.019]
Ep 022/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:40,  2.22it/s, loss=0.568, pair=0.000, adv=8.702, sprd=0.019]
Ep 022/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:40,  2.22it/s, loss=0.593, pair=0.000, adv=4.925, sprd=0.022]
Ep 022/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:41,  2.11it/s, loss=0.593, pair=0.000, adv=4.925, sprd=0.022]
Ep 022/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:41,  2.11it/s, loss=0.610, pair=0.001, adv=7.959, sprd=0.024]
Ep 022/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:39,  2.18it/s, loss=0.610, pair=0.001, adv=7.959, sprd=0.024]
Ep 022/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:39,  2.18it/s, loss=0.578, pair=0.007, adv=6.891, sprd=0.019]
Ep 022/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.06it/s, loss=0.578, pair=0.007, adv=6.891, sprd=0.019]
Ep 022/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.06it/s, loss=0.590, pair=0.022, adv=5.718, sprd=0.017]
Ep 022/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.18it/s, loss=0.590, pair=0.022, adv=5.718, sprd=0.017]
Ep 022/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:39,  2.18it/s, loss=0.631, pair=0.003, adv=5.567, sprd=0.026]
Ep 022/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:42,  1.97it/s, loss=0.631, pair=0.003, adv=5.567, sprd=0.026]
Ep 022/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:42,  1.97it/s, loss=0.590, pair=0.000, adv=6.419, sprd=0.018]
Ep 022/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:39,  2.11it/s, loss=0.590, pair=0.000, adv=6.419, sprd=0.018]
Ep 022/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:39,  2.11it/s, loss=0.598, pair=0.001, adv=9.144, sprd=0.024]
Ep 022/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:41,  1.99it/s, loss=0.598, pair=0.001, adv=9.144, sprd=0.024]
Ep 022/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:41,  1.99it/s, loss=0.606, pair=0.000, adv=5.238, sprd=0.023]
Ep 022/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:38,  2.10it/s, loss=0.606, pair=0.000, adv=5.238, sprd=0.023]
Ep 022/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:38,  2.10it/s, loss=0.605, pair=0.004, adv=6.726, sprd=0.024]
Ep 022/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:39,  2.02it/s, loss=0.605, pair=0.004, adv=6.726, sprd=0.024]
Ep 022/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:39,  2.02it/s, loss=0.590, pair=0.004, adv=5.009, sprd=0.020]
Ep 022/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:37,  2.13it/s, loss=0.590, pair=0.004, adv=5.009, sprd=0.020]
Ep 022/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:37,  2.13it/s, loss=0.574, pair=0.009, adv=4.715, sprd=0.017]
Ep 022/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:37,  2.07it/s, loss=0.574, pair=0.009, adv=4.715, sprd=0.017]
Ep 022/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:37,  2.07it/s, loss=0.562, pair=0.000, adv=8.349, sprd=0.015]
Ep 022/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:35,  2.18it/s, loss=0.562, pair=0.000, adv=8.349, sprd=0.015]
Ep 022/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:35,  2.18it/s, loss=0.607, pair=0.002, adv=8.044, sprd=0.019]
Ep 022/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:36,  2.09it/s, loss=0.607, pair=0.002, adv=8.044, sprd=0.019]
Ep 022/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:36,  2.09it/s, loss=0.643, pair=0.001, adv=5.480, sprd=0.030]
Ep 022/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.15it/s, loss=0.643, pair=0.001, adv=5.480, sprd=0.030]
Ep 022/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.15it/s, loss=0.599, pair=0.004, adv=6.589, sprd=0.021]
Ep 022/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:35,  2.07it/s, loss=0.599, pair=0.004, adv=6.589, sprd=0.021]
Ep 022/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:35,  2.07it/s, loss=0.596, pair=0.000, adv=6.716, sprd=0.018]
Ep 022/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.18it/s, loss=0.596, pair=0.000, adv=6.716, sprd=0.018]
Ep 022/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.18it/s, loss=0.598, pair=0.002, adv=6.362, sprd=0.022]
Ep 022/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:34,  2.08it/s, loss=0.598, pair=0.002, adv=6.362, sprd=0.022]
Ep 022/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:34,  2.08it/s, loss=0.608, pair=0.006, adv=9.406, sprd=0.017]
Ep 022/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:32,  2.20it/s, loss=0.608, pair=0.006, adv=9.406, sprd=0.017]
Ep 022/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:32,  2.20it/s, loss=0.619, pair=0.001, adv=5.251, sprd=0.026]
Ep 022/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:33,  2.09it/s, loss=0.619, pair=0.001, adv=5.251, sprd=0.026]
Ep 022/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:33,  2.09it/s, loss=0.565, pair=0.000, adv=7.392, sprd=0.015]
Ep 022/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.21it/s, loss=0.565, pair=0.000, adv=7.392, sprd=0.015]
Ep 022/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.21it/s, loss=0.636, pair=0.000, adv=7.431, sprd=0.026]
Ep 022/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:33,  2.05it/s, loss=0.636, pair=0.000, adv=7.431, sprd=0.026]
Ep 022/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:33,  2.05it/s, loss=0.590, pair=0.013, adv=5.585, sprd=0.020]
Ep 022/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.15it/s, loss=0.590, pair=0.013, adv=5.585, sprd=0.020]
Ep 022/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.15it/s, loss=1.355, pair=2.561, adv=6.328, sprd=0.020]
Ep 022/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:31,  2.06it/s, loss=1.355, pair=2.561, adv=6.328, sprd=0.020]
Ep 022/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:31,  2.06it/s, loss=0.594, pair=0.005, adv=8.252, sprd=0.017]
Ep 022/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:29,  2.19it/s, loss=0.594, pair=0.005, adv=8.252, sprd=0.017]
Ep 022/80 [S2:+mat]:  86%|█▋| 388/453 [03:12<00:29,  2.19it/s, loss=0.570, pair=0.001, adv=10.096, sprd=0.019]
Ep 022/80 [S2:+mat]:  86%|█▋| 389/453 [03:12<00:31,  2.05it/s, loss=0.570, pair=0.001, adv=10.096, sprd=0.019]
Ep 022/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:31,  2.05it/s, loss=0.606, pair=0.004, adv=6.759, sprd=0.021]
Ep 022/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:29,  2.16it/s, loss=0.606, pair=0.004, adv=6.759, sprd=0.021]
Ep 022/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:29,  2.16it/s, loss=0.598, pair=0.006, adv=9.353, sprd=0.022]
Ep 022/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:30,  2.04it/s, loss=0.598, pair=0.006, adv=9.353, sprd=0.022]
Ep 022/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:30,  2.04it/s, loss=0.564, pair=0.001, adv=7.994, sprd=0.016]
Ep 022/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.15it/s, loss=0.564, pair=0.001, adv=7.994, sprd=0.016]
Ep 022/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.15it/s, loss=0.588, pair=0.001, adv=5.784, sprd=0.019]
Ep 022/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.08it/s, loss=0.588, pair=0.001, adv=5.784, sprd=0.019]
Ep 022/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.08it/s, loss=0.622, pair=0.002, adv=9.205, sprd=0.025]
Ep 022/80 [S2:+mat]:  87%|██▌| 394/453 [03:14<00:27,  2.15it/s, loss=0.622, pair=0.002, adv=9.205, sprd=0.025]
Ep 022/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:27,  2.15it/s, loss=0.591, pair=0.003, adv=5.896, sprd=0.019]
Ep 022/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:28,  2.07it/s, loss=0.591, pair=0.003, adv=5.896, sprd=0.019]
Ep 022/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:28,  2.07it/s, loss=0.643, pair=0.009, adv=8.078, sprd=0.027]
Ep 022/80 [S2:+mat]:  87%|██▌| 396/453 [03:15<00:26,  2.15it/s, loss=0.643, pair=0.009, adv=8.078, sprd=0.027]
Ep 022/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:26,  2.15it/s, loss=0.729, pair=0.478, adv=6.220, sprd=0.020]
Ep 022/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:28,  1.96it/s, loss=0.729, pair=0.478, adv=6.220, sprd=0.020]
Ep 022/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:28,  1.96it/s, loss=1.252, pair=2.268, adv=5.442, sprd=0.016]
Ep 022/80 [S2:+mat]:  88%|██▋| 398/453 [03:16<00:25,  2.12it/s, loss=1.252, pair=2.268, adv=5.442, sprd=0.016]
Ep 022/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:25,  2.12it/s, loss=0.594, pair=0.000, adv=6.506, sprd=0.016]
Ep 022/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:25,  2.09it/s, loss=0.594, pair=0.000, adv=6.506, sprd=0.016]
Ep 022/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:25,  2.09it/s, loss=0.555, pair=0.000, adv=6.029, sprd=0.015]
Ep 022/80 [S2:+mat]:  88%|██▋| 400/453 [03:17<00:24,  2.19it/s, loss=0.555, pair=0.000, adv=6.029, sprd=0.015]
Ep 022/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:24,  2.19it/s, loss=0.592, pair=0.010, adv=5.511, sprd=0.020]
Ep 022/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:24,  2.10it/s, loss=0.592, pair=0.010, adv=5.511, sprd=0.020]
Ep 022/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:24,  2.10it/s, loss=0.555, pair=0.008, adv=7.949, sprd=0.014]
Ep 022/80 [S2:+mat]:  89%|██▋| 402/453 [03:18<00:22,  2.22it/s, loss=0.555, pair=0.008, adv=7.949, sprd=0.014]
Ep 022/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:22,  2.22it/s, loss=0.666, pair=0.009, adv=5.078, sprd=0.022]
Ep 022/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:23,  2.09it/s, loss=0.666, pair=0.009, adv=5.078, sprd=0.022]
Ep 022/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:23,  2.09it/s, loss=0.577, pair=0.009, adv=6.587, sprd=0.018]
Ep 022/80 [S2:+mat]:  89%|██▋| 404/453 [03:19<00:22,  2.18it/s, loss=0.577, pair=0.009, adv=6.587, sprd=0.018]
Ep 022/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:22,  2.18it/s, loss=0.621, pair=0.006, adv=5.901, sprd=0.019]
Ep 022/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:22,  2.11it/s, loss=0.621, pair=0.006, adv=5.901, sprd=0.019]
Ep 022/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:22,  2.11it/s, loss=0.601, pair=0.004, adv=6.799, sprd=0.025]
Ep 022/80 [S2:+mat]:  90%|██▋| 406/453 [03:20<00:21,  2.16it/s, loss=0.601, pair=0.004, adv=6.799, sprd=0.025]
Ep 022/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:21,  2.16it/s, loss=0.632, pair=0.005, adv=5.786, sprd=0.025]
Ep 022/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:22,  2.06it/s, loss=0.632, pair=0.005, adv=5.786, sprd=0.025]
Ep 022/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:22,  2.06it/s, loss=0.600, pair=0.003, adv=7.850, sprd=0.023]
Ep 022/80 [S2:+mat]:  90%|██▋| 408/453 [03:21<00:21,  2.13it/s, loss=0.600, pair=0.003, adv=7.850, sprd=0.023]
Ep 022/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:21,  2.13it/s, loss=0.569, pair=0.033, adv=8.507, sprd=0.012]
Ep 022/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:21,  2.04it/s, loss=0.569, pair=0.033, adv=8.507, sprd=0.012]
Ep 022/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:21,  2.04it/s, loss=0.637, pair=0.005, adv=3.310, sprd=0.025]
Ep 022/80 [S2:+mat]:  91%|██▋| 410/453 [03:22<00:19,  2.17it/s, loss=0.637, pair=0.005, adv=3.310, sprd=0.025]
Ep 022/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:19,  2.17it/s, loss=0.601, pair=0.000, adv=7.883, sprd=0.025]
Ep 022/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:20,  2.03it/s, loss=0.601, pair=0.000, adv=7.883, sprd=0.025]
Ep 022/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:20,  2.03it/s, loss=0.567, pair=0.008, adv=6.045, sprd=0.016]
Ep 022/80 [S2:+mat]:  91%|██▋| 412/453 [03:23<00:19,  2.13it/s, loss=0.567, pair=0.008, adv=6.045, sprd=0.016]
Ep 022/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:19,  2.13it/s, loss=0.586, pair=0.001, adv=7.476, sprd=0.018]
Ep 022/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:19,  2.01it/s, loss=0.586, pair=0.001, adv=7.476, sprd=0.018]
Ep 022/80 [S2:+mat]:  91%|█▊| 413/453 [03:24<00:19,  2.01it/s, loss=0.581, pair=0.000, adv=10.426, sprd=0.020]
Ep 022/80 [S2:+mat]:  91%|█▊| 414/453 [03:24<00:18,  2.11it/s, loss=0.581, pair=0.000, adv=10.426, sprd=0.020]
Ep 022/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:18,  2.11it/s, loss=0.636, pair=0.000, adv=4.153, sprd=0.025]
Ep 022/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:18,  2.04it/s, loss=0.636, pair=0.000, adv=4.153, sprd=0.025]
Ep 022/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:18,  2.04it/s, loss=0.602, pair=0.011, adv=7.363, sprd=0.022]
Ep 022/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:17,  2.13it/s, loss=0.602, pair=0.011, adv=7.363, sprd=0.022]
Ep 022/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:17,  2.13it/s, loss=0.563, pair=0.001, adv=6.883, sprd=0.015]
Ep 022/80 [S2:+mat]:  92%|██▊| 417/453 [03:25<00:17,  2.06it/s, loss=0.563, pair=0.001, adv=6.883, sprd=0.015]
Ep 022/80 [S2:+mat]:  92%|██▊| 417/453 [03:26<00:17,  2.06it/s, loss=0.575, pair=0.003, adv=4.078, sprd=0.016]
Ep 022/80 [S2:+mat]:  92%|██▊| 418/453 [03:26<00:15,  2.22it/s, loss=0.575, pair=0.003, adv=4.078, sprd=0.016]
Ep 022/80 [S2:+mat]:  92%|██▊| 418/453 [03:26<00:15,  2.22it/s, loss=0.559, pair=0.000, adv=6.556, sprd=0.014]
Ep 022/80 [S2:+mat]:  92%|██▊| 419/453 [03:26<00:16,  2.02it/s, loss=0.559, pair=0.000, adv=6.556, sprd=0.014]
Ep 022/80 [S2:+mat]:  92%|██▊| 419/453 [03:27<00:16,  2.02it/s, loss=0.582, pair=0.009, adv=4.932, sprd=0.016]
Ep 022/80 [S2:+mat]:  93%|██▊| 420/453 [03:27<00:15,  2.11it/s, loss=0.582, pair=0.009, adv=4.932, sprd=0.016]
Ep 022/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.11it/s, loss=1.043, pair=1.212, adv=8.299, sprd=0.025]
Ep 022/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:16,  1.92it/s, loss=1.043, pair=1.212, adv=8.299, sprd=0.025]
Ep 022/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:16,  1.92it/s, loss=0.591, pair=0.008, adv=5.379, sprd=0.021]
Ep 022/80 [S2:+mat]:  93%|██▊| 422/453 [03:28<00:15,  2.00it/s, loss=0.591, pair=0.008, adv=5.379, sprd=0.021]
Ep 022/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:15,  2.00it/s, loss=0.611, pair=0.005, adv=5.079, sprd=0.024]
Ep 022/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:16,  1.85it/s, loss=0.611, pair=0.005, adv=5.079, sprd=0.024]
Ep 022/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:16,  1.85it/s, loss=0.556, pair=0.003, adv=4.788, sprd=0.016]
Ep 022/80 [S2:+mat]:  94%|██▊| 424/453 [03:29<00:14,  1.95it/s, loss=0.556, pair=0.003, adv=4.788, sprd=0.016]
Ep 022/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:14,  1.95it/s, loss=0.901, pair=1.007, adv=6.804, sprd=0.020]
Ep 022/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:16,  1.72it/s, loss=0.901, pair=1.007, adv=6.804, sprd=0.020]
Ep 022/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:16,  1.72it/s, loss=0.618, pair=0.009, adv=4.460, sprd=0.022]
Ep 022/80 [S2:+mat]:  94%|██▊| 426/453 [03:30<00:14,  1.87it/s, loss=0.618, pair=0.009, adv=4.460, sprd=0.022]
Ep 022/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:14,  1.87it/s, loss=0.630, pair=0.003, adv=7.303, sprd=0.025]
Ep 022/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:14,  1.78it/s, loss=0.630, pair=0.003, adv=7.303, sprd=0.025]
Ep 022/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:14,  1.78it/s, loss=0.604, pair=0.000, adv=5.556, sprd=0.024]
Ep 022/80 [S2:+mat]:  94%|██▊| 428/453 [03:31<00:13,  1.89it/s, loss=0.604, pair=0.000, adv=5.556, sprd=0.024]
Ep 022/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:13,  1.89it/s, loss=0.588, pair=0.002, adv=5.079, sprd=0.017]
Ep 022/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:13,  1.81it/s, loss=0.588, pair=0.002, adv=5.079, sprd=0.017]
Ep 022/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:13,  1.81it/s, loss=0.582, pair=0.002, adv=3.345, sprd=0.020]
Ep 022/80 [S2:+mat]:  95%|██▊| 430/453 [03:32<00:11,  1.93it/s, loss=0.582, pair=0.002, adv=3.345, sprd=0.020]
Ep 022/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:11,  1.93it/s, loss=0.606, pair=0.000, adv=7.415, sprd=0.017]
Ep 022/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:12,  1.83it/s, loss=0.606, pair=0.000, adv=7.415, sprd=0.017]
Ep 022/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:12,  1.83it/s, loss=0.586, pair=0.001, adv=5.553, sprd=0.023]
Ep 022/80 [S2:+mat]:  95%|██▊| 432/453 [03:33<00:11,  1.89it/s, loss=0.586, pair=0.001, adv=5.553, sprd=0.023]
Ep 022/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:11,  1.89it/s, loss=0.637, pair=0.000, adv=5.155, sprd=0.028]
Ep 022/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:11,  1.80it/s, loss=0.637, pair=0.000, adv=5.155, sprd=0.028]
Ep 022/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:11,  1.80it/s, loss=0.635, pair=0.004, adv=4.978, sprd=0.025]
Ep 022/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:09,  1.92it/s, loss=0.635, pair=0.004, adv=4.978, sprd=0.025]
Ep 022/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:09,  1.92it/s, loss=0.587, pair=0.003, adv=8.493, sprd=0.019]
Ep 022/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:09,  1.80it/s, loss=0.587, pair=0.003, adv=8.493, sprd=0.019]
Ep 022/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.80it/s, loss=0.592, pair=0.003, adv=6.000, sprd=0.018]
Ep 022/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  1.93it/s, loss=0.592, pair=0.003, adv=6.000, sprd=0.018]
Ep 022/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  1.93it/s, loss=0.629, pair=0.000, adv=6.022, sprd=0.028]
Ep 022/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:08,  1.80it/s, loss=0.629, pair=0.000, adv=6.022, sprd=0.028]
Ep 022/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:08,  1.80it/s, loss=0.587, pair=0.003, adv=5.920, sprd=0.020]
Ep 022/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  1.91it/s, loss=0.587, pair=0.003, adv=5.920, sprd=0.020]
Ep 022/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  1.91it/s, loss=0.582, pair=0.010, adv=4.335, sprd=0.017]
Ep 022/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:07,  1.82it/s, loss=0.582, pair=0.010, adv=4.335, sprd=0.017]
Ep 022/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:07,  1.82it/s, loss=0.549, pair=0.001, adv=8.072, sprd=0.014]
Ep 022/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  1.92it/s, loss=0.549, pair=0.001, adv=8.072, sprd=0.014]
Ep 022/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  1.92it/s, loss=0.649, pair=0.006, adv=3.824, sprd=0.033]
Ep 022/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:06,  1.81it/s, loss=0.649, pair=0.006, adv=3.824, sprd=0.033]
Ep 022/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:06,  1.81it/s, loss=0.576, pair=0.001, adv=5.315, sprd=0.017]
Ep 022/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  1.93it/s, loss=0.576, pair=0.001, adv=5.315, sprd=0.017]
Ep 022/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  1.93it/s, loss=0.580, pair=0.001, adv=4.777, sprd=0.020]
Ep 022/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:05,  1.83it/s, loss=0.580, pair=0.001, adv=4.777, sprd=0.020]
Ep 022/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:05,  1.83it/s, loss=0.603, pair=0.001, adv=7.957, sprd=0.021]
Ep 022/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  1.94it/s, loss=0.603, pair=0.001, adv=7.957, sprd=0.021]
Ep 022/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  1.94it/s, loss=0.598, pair=0.004, adv=7.149, sprd=0.023]
Ep 022/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:04,  1.83it/s, loss=0.598, pair=0.004, adv=7.149, sprd=0.023]
Ep 022/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:04,  1.83it/s, loss=0.620, pair=0.008, adv=7.751, sprd=0.025]
Ep 022/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  1.93it/s, loss=0.620, pair=0.008, adv=7.751, sprd=0.025]
Ep 022/80 [S2:+mat]:  98%|██▉| 446/453 [03:42<00:03,  1.93it/s, loss=0.581, pair=0.004, adv=8.607, sprd=0.016]
Ep 022/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:03,  1.85it/s, loss=0.581, pair=0.004, adv=8.607, sprd=0.016]
Ep 022/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:03,  1.85it/s, loss=0.541, pair=0.000, adv=7.536, sprd=0.014]
Ep 022/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  1.96it/s, loss=0.541, pair=0.000, adv=7.536, sprd=0.014]
Ep 022/80 [S2:+mat]:  99%|██▉| 448/453 [03:43<00:02,  1.96it/s, loss=1.173, pair=1.864, adv=5.434, sprd=0.026]
Ep 022/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:02,  1.90it/s, loss=1.173, pair=1.864, adv=5.434, sprd=0.026]
Ep 022/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:02,  1.90it/s, loss=0.607, pair=0.006, adv=5.444, sprd=0.021]
Ep 022/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.05it/s, loss=0.607, pair=0.006, adv=5.444, sprd=0.021]
Ep 022/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.05it/s, loss=0.584, pair=0.001, adv=7.521, sprd=0.021]
Ep 022/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:01,  1.95it/s, loss=0.584, pair=0.001, adv=7.521, sprd=0.021]
Ep 022/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:01,  1.95it/s, loss=0.548, pair=0.001, adv=7.509, sprd=0.013]
Ep 022/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.08it/s, loss=0.548, pair=0.001, adv=7.509, sprd=0.013]
Ep 022/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.08it/s, loss=0.598, pair=0.000, adv=7.624, sprd=0.023]
Ep 022/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.00it/s, loss=0.598, pair=0.000, adv=7.624, sprd=0.023]
                                                                                                              
Epoch 022/80 [S2:+mat]  loss=0.6256  mat=0.2612  sens=1.1287  pair=0.0919  adv=5.5953(rand=3.47)  deg=0.0057  orth=0.0021  spread=0.0212  q_mean=52.3  q_std=19.2  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=8.47e-05  225s

Ep 023/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 023/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.575, pair=0.001, adv=6.892, sprd=0.016]
Ep 023/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:50,  1.17s/it, loss=0.575, pair=0.001, adv=6.892, sprd=0.016]
Ep 023/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:50,  1.17s/it, loss=0.603, pair=0.002, adv=6.208, sprd=0.024]
Ep 023/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:31,  1.36it/s, loss=0.603, pair=0.002, adv=6.208, sprd=0.024]
Ep 023/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:31,  1.36it/s, loss=0.659, pair=0.000, adv=5.880, sprd=0.021]
Ep 023/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:52,  1.54it/s, loss=0.659, pair=0.000, adv=5.880, sprd=0.021]
Ep 023/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:52,  1.54it/s, loss=0.630, pair=0.000, adv=4.656, sprd=0.031]
Ep 023/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:14,  1.76it/s, loss=0.630, pair=0.000, adv=4.656, sprd=0.031]
Ep 023/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:14,  1.76it/s, loss=0.581, pair=0.000, adv=7.753, sprd=0.019]
Ep 023/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:11,  1.78it/s, loss=0.581, pair=0.000, adv=7.753, sprd=0.019]
Ep 023/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:11,  1.78it/s, loss=0.599, pair=0.002, adv=6.297, sprd=0.022]
Ep 023/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:49,  1.95it/s, loss=0.599, pair=0.002, adv=6.297, sprd=0.022]
Ep 023/80 [S2:+mat]:   1%|     | 6/453 [00:04<03:49,  1.95it/s, loss=0.604, pair=0.002, adv=5.527, sprd=0.019]
Ep 023/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:48,  1.95it/s, loss=0.604, pair=0.002, adv=5.527, sprd=0.019]
Ep 023/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:48,  1.95it/s, loss=0.656, pair=0.268, adv=5.479, sprd=0.019]
Ep 023/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:33,  2.08it/s, loss=0.656, pair=0.268, adv=5.479, sprd=0.019]
Ep 023/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:33,  2.08it/s, loss=0.541, pair=0.007, adv=5.718, sprd=0.012]
Ep 023/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:41,  2.01it/s, loss=0.541, pair=0.007, adv=5.718, sprd=0.012]
Ep 023/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:41,  2.01it/s, loss=0.567, pair=0.005, adv=3.952, sprd=0.016]
Ep 023/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:28,  2.12it/s, loss=0.567, pair=0.005, adv=3.952, sprd=0.016]
Ep 023/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:28,  2.12it/s, loss=1.230, pair=2.156, adv=6.566, sprd=0.018]
Ep 023/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:36,  2.05it/s, loss=1.230, pair=2.156, adv=6.566, sprd=0.018]
Ep 023/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:36,  2.05it/s, loss=0.623, pair=0.001, adv=4.085, sprd=0.026]
Ep 023/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:25,  2.15it/s, loss=0.623, pair=0.001, adv=4.085, sprd=0.026]
Ep 023/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:25,  2.15it/s, loss=0.582, pair=0.000, adv=5.501, sprd=0.019]
Ep 023/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:32,  2.07it/s, loss=0.582, pair=0.000, adv=5.501, sprd=0.019]
Ep 023/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:32,  2.07it/s, loss=0.572, pair=0.000, adv=5.660, sprd=0.018]
Ep 023/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:24,  2.15it/s, loss=0.572, pair=0.000, adv=5.660, sprd=0.018]
Ep 023/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:24,  2.15it/s, loss=0.571, pair=0.004, adv=7.714, sprd=0.015]
Ep 023/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:29,  2.09it/s, loss=0.571, pair=0.004, adv=7.714, sprd=0.015]
Ep 023/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:29,  2.09it/s, loss=0.641, pair=0.001, adv=5.331, sprd=0.027]
Ep 023/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:20,  2.18it/s, loss=0.641, pair=0.001, adv=5.331, sprd=0.027]
Ep 023/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:20,  2.18it/s, loss=0.603, pair=0.003, adv=5.954, sprd=0.025]
Ep 023/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:31,  2.06it/s, loss=0.603, pair=0.003, adv=5.954, sprd=0.025]
Ep 023/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:31,  2.06it/s, loss=0.558, pair=0.003, adv=6.938, sprd=0.016]
Ep 023/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:21,  2.16it/s, loss=0.558, pair=0.003, adv=6.938, sprd=0.016]
Ep 023/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:21,  2.16it/s, loss=0.607, pair=0.009, adv=4.367, sprd=0.021]
Ep 023/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:29,  2.07it/s, loss=0.607, pair=0.009, adv=4.367, sprd=0.021]
Ep 023/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:29,  2.07it/s, loss=0.594, pair=0.000, adv=5.705, sprd=0.021]
Ep 023/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:19,  2.17it/s, loss=0.594, pair=0.000, adv=5.705, sprd=0.021]
Ep 023/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:19,  2.17it/s, loss=0.636, pair=0.002, adv=4.940, sprd=0.030]
Ep 023/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:30,  2.05it/s, loss=0.636, pair=0.002, adv=4.940, sprd=0.030]
Ep 023/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:30,  2.05it/s, loss=0.581, pair=0.001, adv=4.896, sprd=0.017]
Ep 023/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:17,  2.18it/s, loss=0.581, pair=0.001, adv=4.896, sprd=0.017]
Ep 023/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:17,  2.18it/s, loss=0.611, pair=0.001, adv=4.788, sprd=0.024]
Ep 023/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:27,  2.07it/s, loss=0.611, pair=0.001, adv=4.788, sprd=0.024]
Ep 023/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:27,  2.07it/s, loss=0.621, pair=0.001, adv=3.901, sprd=0.025]
Ep 023/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:18,  2.17it/s, loss=0.621, pair=0.001, adv=3.901, sprd=0.025]
Ep 023/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:18,  2.17it/s, loss=0.614, pair=0.001, adv=5.491, sprd=0.023]
Ep 023/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:36,  1.98it/s, loss=0.614, pair=0.001, adv=5.491, sprd=0.023]
Ep 023/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:36,  1.98it/s, loss=0.585, pair=0.001, adv=8.179, sprd=0.022]
Ep 023/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:26,  2.07it/s, loss=0.585, pair=0.001, adv=8.179, sprd=0.022]
Ep 023/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:26,  2.07it/s, loss=0.665, pair=0.009, adv=5.116, sprd=0.033]
Ep 023/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:33,  2.00it/s, loss=0.665, pair=0.009, adv=5.116, sprd=0.033]
Ep 023/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:33,  2.00it/s, loss=0.599, pair=0.003, adv=6.175, sprd=0.019]
Ep 023/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:20,  2.12it/s, loss=0.599, pair=0.003, adv=6.175, sprd=0.019]
Ep 023/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:20,  2.12it/s, loss=0.561, pair=0.003, adv=6.185, sprd=0.016]
Ep 023/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:28,  2.03it/s, loss=0.561, pair=0.003, adv=6.185, sprd=0.016]
Ep 023/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:28,  2.03it/s, loss=0.563, pair=0.003, adv=3.855, sprd=0.016]
Ep 023/80 [S2:+mat]:   7%|▎   | 30/453 [00:14<03:16,  2.15it/s, loss=0.563, pair=0.003, adv=3.855, sprd=0.016]
Ep 023/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:16,  2.15it/s, loss=0.591, pair=0.000, adv=4.514, sprd=0.018]
Ep 023/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:22,  2.08it/s, loss=0.591, pair=0.000, adv=4.514, sprd=0.018]
Ep 023/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:22,  2.08it/s, loss=0.588, pair=0.000, adv=2.686, sprd=0.021]
Ep 023/80 [S2:+mat]:   7%|▎   | 32/453 [00:15<03:11,  2.20it/s, loss=0.588, pair=0.000, adv=2.686, sprd=0.021]
Ep 023/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:11,  2.20it/s, loss=0.597, pair=0.006, adv=5.090, sprd=0.018]
Ep 023/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:18,  2.12it/s, loss=0.597, pair=0.006, adv=5.090, sprd=0.018]
Ep 023/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:18,  2.12it/s, loss=0.607, pair=0.006, adv=3.659, sprd=0.022]
Ep 023/80 [S2:+mat]:   8%|▎   | 34/453 [00:16<03:09,  2.22it/s, loss=0.607, pair=0.006, adv=3.659, sprd=0.022]
Ep 023/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:09,  2.22it/s, loss=0.618, pair=0.000, adv=7.790, sprd=0.023]
Ep 023/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:22,  2.06it/s, loss=0.618, pair=0.000, adv=7.790, sprd=0.023]
Ep 023/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:22,  2.06it/s, loss=0.599, pair=0.000, adv=5.902, sprd=0.018]
Ep 023/80 [S2:+mat]:   8%|▎   | 36/453 [00:17<03:11,  2.18it/s, loss=0.599, pair=0.000, adv=5.902, sprd=0.018]
Ep 023/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:11,  2.18it/s, loss=0.570, pair=0.001, adv=7.262, sprd=0.019]
Ep 023/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:21,  2.06it/s, loss=0.570, pair=0.001, adv=7.262, sprd=0.019]
Ep 023/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:21,  2.06it/s, loss=0.603, pair=0.002, adv=5.428, sprd=0.021]
Ep 023/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:11,  2.17it/s, loss=0.603, pair=0.002, adv=5.428, sprd=0.021]
Ep 023/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:11,  2.17it/s, loss=0.615, pair=0.001, adv=4.913, sprd=0.027]
Ep 023/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:22,  2.05it/s, loss=0.615, pair=0.001, adv=4.913, sprd=0.027]
Ep 023/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:22,  2.05it/s, loss=0.581, pair=0.006, adv=6.634, sprd=0.019]
Ep 023/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:12,  2.14it/s, loss=0.581, pair=0.006, adv=6.634, sprd=0.019]
Ep 023/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:12,  2.14it/s, loss=0.529, pair=0.002, adv=2.577, sprd=0.024]
Ep 023/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:18,  2.07it/s, loss=0.529, pair=0.002, adv=2.577, sprd=0.024]
Ep 023/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:18,  2.07it/s, loss=0.609, pair=0.002, adv=4.632, sprd=0.025]
Ep 023/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:11,  2.15it/s, loss=0.609, pair=0.002, adv=4.632, sprd=0.025]
Ep 023/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:11,  2.15it/s, loss=0.623, pair=0.007, adv=4.100, sprd=0.025]
Ep 023/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:19,  2.05it/s, loss=0.623, pair=0.007, adv=4.100, sprd=0.025]
Ep 023/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:19,  2.05it/s, loss=0.593, pair=0.003, adv=5.331, sprd=0.017]
Ep 023/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:08,  2.17it/s, loss=0.593, pair=0.003, adv=5.331, sprd=0.017]
Ep 023/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:08,  2.17it/s, loss=0.579, pair=0.003, adv=4.767, sprd=0.020]
Ep 023/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:19,  2.04it/s, loss=0.579, pair=0.003, adv=4.767, sprd=0.020]
Ep 023/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:19,  2.04it/s, loss=0.615, pair=0.001, adv=3.706, sprd=0.021]
Ep 023/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:05,  2.20it/s, loss=0.615, pair=0.001, adv=3.706, sprd=0.021]
Ep 023/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:05,  2.20it/s, loss=0.591, pair=0.003, adv=7.453, sprd=0.018]
Ep 023/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:18,  2.04it/s, loss=0.591, pair=0.003, adv=7.453, sprd=0.018]
Ep 023/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:18,  2.04it/s, loss=0.586, pair=0.000, adv=5.472, sprd=0.018]
Ep 023/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:07,  2.16it/s, loss=0.586, pair=0.000, adv=5.472, sprd=0.018]
Ep 023/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:07,  2.16it/s, loss=0.609, pair=0.000, adv=3.779, sprd=0.022]
Ep 023/80 [S2:+mat]:  11%|▍   | 49/453 [00:23<03:13,  2.09it/s, loss=0.609, pair=0.000, adv=3.779, sprd=0.022]
Ep 023/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:13,  2.09it/s, loss=0.575, pair=0.002, adv=4.045, sprd=0.019]
Ep 023/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:05,  2.17it/s, loss=0.575, pair=0.002, adv=4.045, sprd=0.019]
Ep 023/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:05,  2.17it/s, loss=0.623, pair=0.000, adv=4.650, sprd=0.021]
Ep 023/80 [S2:+mat]:  11%|▍   | 51/453 [00:24<03:12,  2.09it/s, loss=0.623, pair=0.000, adv=4.650, sprd=0.021]
Ep 023/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:12,  2.09it/s, loss=0.636, pair=0.003, adv=4.375, sprd=0.029]
Ep 023/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:05,  2.16it/s, loss=0.636, pair=0.003, adv=4.375, sprd=0.029]
Ep 023/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:05,  2.16it/s, loss=0.575, pair=0.007, adv=3.726, sprd=0.016]
Ep 023/80 [S2:+mat]:  12%|▍   | 53/453 [00:25<03:20,  1.99it/s, loss=0.575, pair=0.007, adv=3.726, sprd=0.016]
Ep 023/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:20,  1.99it/s, loss=0.609, pair=0.005, adv=5.185, sprd=0.026]
Ep 023/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:11,  2.08it/s, loss=0.609, pair=0.005, adv=5.185, sprd=0.026]
Ep 023/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:11,  2.08it/s, loss=0.645, pair=0.002, adv=4.412, sprd=0.028]
Ep 023/80 [S2:+mat]:  12%|▍   | 55/453 [00:26<03:15,  2.03it/s, loss=0.645, pair=0.002, adv=4.412, sprd=0.028]
Ep 023/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:15,  2.03it/s, loss=0.585, pair=0.003, adv=5.083, sprd=0.017]
Ep 023/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:05,  2.14it/s, loss=0.585, pair=0.003, adv=5.083, sprd=0.017]
Ep 023/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:05,  2.14it/s, loss=0.637, pair=0.002, adv=3.949, sprd=0.031]
Ep 023/80 [S2:+mat]:  13%|▌   | 57/453 [00:27<03:15,  2.03it/s, loss=0.637, pair=0.002, adv=3.949, sprd=0.031]
Ep 023/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:15,  2.03it/s, loss=0.614, pair=0.004, adv=3.954, sprd=0.028]
Ep 023/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:07,  2.10it/s, loss=0.614, pair=0.004, adv=3.954, sprd=0.028]
Ep 023/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:07,  2.10it/s, loss=0.618, pair=0.002, adv=6.733, sprd=0.025]
Ep 023/80 [S2:+mat]:  13%|▌   | 59/453 [00:28<03:16,  2.01it/s, loss=0.618, pair=0.002, adv=6.733, sprd=0.025]
Ep 023/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:16,  2.01it/s, loss=0.600, pair=0.002, adv=3.259, sprd=0.022]
Ep 023/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:03,  2.14it/s, loss=0.600, pair=0.002, adv=3.259, sprd=0.022]
Ep 023/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:03,  2.14it/s, loss=0.606, pair=0.004, adv=5.355, sprd=0.024]
Ep 023/80 [S2:+mat]:  13%|▌   | 61/453 [00:29<03:09,  2.06it/s, loss=0.606, pair=0.004, adv=5.355, sprd=0.024]
Ep 023/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:09,  2.06it/s, loss=0.617, pair=0.006, adv=3.662, sprd=0.024]
Ep 023/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<02:59,  2.18it/s, loss=0.617, pair=0.006, adv=3.662, sprd=0.024]
Ep 023/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<02:59,  2.18it/s, loss=0.608, pair=0.006, adv=5.502, sprd=0.023]
Ep 023/80 [S2:+mat]:  14%|▌   | 63/453 [00:30<03:18,  1.96it/s, loss=0.608, pair=0.006, adv=5.502, sprd=0.023]
Ep 023/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:18,  1.96it/s, loss=0.586, pair=0.001, adv=5.079, sprd=0.016]
Ep 023/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:07,  2.07it/s, loss=0.586, pair=0.001, adv=5.079, sprd=0.016]
Ep 023/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:07,  2.07it/s, loss=0.614, pair=0.013, adv=2.683, sprd=0.023]
Ep 023/80 [S2:+mat]:  14%|▌   | 65/453 [00:31<03:22,  1.91it/s, loss=0.614, pair=0.013, adv=2.683, sprd=0.023]
Ep 023/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:22,  1.91it/s, loss=0.591, pair=0.007, adv=5.595, sprd=0.019]
Ep 023/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:13,  2.00it/s, loss=0.591, pair=0.007, adv=5.595, sprd=0.019]
Ep 023/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:13,  2.00it/s, loss=0.604, pair=0.007, adv=4.399, sprd=0.022]
Ep 023/80 [S2:+mat]:  15%|▌   | 67/453 [00:32<03:27,  1.86it/s, loss=0.604, pair=0.007, adv=4.399, sprd=0.022]
Ep 023/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:27,  1.86it/s, loss=0.618, pair=0.012, adv=6.391, sprd=0.026]
Ep 023/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:17,  1.95it/s, loss=0.618, pair=0.012, adv=6.391, sprd=0.026]
Ep 023/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:17,  1.95it/s, loss=0.560, pair=0.018, adv=5.749, sprd=0.014]
Ep 023/80 [S2:+mat]:  15%|▌   | 69/453 [00:33<03:28,  1.84it/s, loss=0.560, pair=0.018, adv=5.749, sprd=0.014]
Ep 023/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:28,  1.84it/s, loss=0.618, pair=0.003, adv=5.217, sprd=0.026]
Ep 023/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<03:17,  1.94it/s, loss=0.618, pair=0.003, adv=5.217, sprd=0.026]
Ep 023/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:17,  1.94it/s, loss=0.564, pair=0.007, adv=7.280, sprd=0.015]
Ep 023/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:29,  1.83it/s, loss=0.564, pair=0.007, adv=7.280, sprd=0.015]
Ep 023/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:29,  1.83it/s, loss=0.573, pair=0.007, adv=4.484, sprd=0.016]
Ep 023/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<03:15,  1.95it/s, loss=0.573, pair=0.007, adv=4.484, sprd=0.016]
Ep 023/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:15,  1.95it/s, loss=0.659, pair=0.004, adv=5.251, sprd=0.018]
Ep 023/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:25,  1.85it/s, loss=0.659, pair=0.004, adv=5.251, sprd=0.018]
Ep 023/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:25,  1.85it/s, loss=0.572, pair=0.002, adv=4.848, sprd=0.017]
Ep 023/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<03:12,  1.97it/s, loss=0.572, pair=0.002, adv=4.848, sprd=0.017]
Ep 023/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:12,  1.97it/s, loss=0.623, pair=0.000, adv=5.091, sprd=0.026]
Ep 023/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:26,  1.83it/s, loss=0.623, pair=0.000, adv=5.091, sprd=0.026]
Ep 023/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:26,  1.83it/s, loss=0.572, pair=0.003, adv=8.103, sprd=0.015]
Ep 023/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<03:12,  1.95it/s, loss=0.572, pair=0.003, adv=8.103, sprd=0.015]
Ep 023/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:12,  1.95it/s, loss=0.636, pair=0.009, adv=5.214, sprd=0.029]
Ep 023/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:27,  1.81it/s, loss=0.636, pair=0.009, adv=5.214, sprd=0.029]
Ep 023/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:27,  1.81it/s, loss=0.606, pair=0.001, adv=4.569, sprd=0.022]
Ep 023/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<03:14,  1.93it/s, loss=0.606, pair=0.001, adv=4.569, sprd=0.022]
Ep 023/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:14,  1.93it/s, loss=0.589, pair=0.001, adv=8.677, sprd=0.021]
Ep 023/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:26,  1.81it/s, loss=0.589, pair=0.001, adv=8.677, sprd=0.021]
Ep 023/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:26,  1.81it/s, loss=0.614, pair=0.001, adv=6.693, sprd=0.025]
Ep 023/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:15,  1.91it/s, loss=0.614, pair=0.001, adv=6.693, sprd=0.025]
Ep 023/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<03:15,  1.91it/s, loss=0.646, pair=0.001, adv=6.184, sprd=0.019]
Ep 023/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:40,  1.69it/s, loss=0.646, pair=0.001, adv=6.184, sprd=0.019]
Ep 023/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:40,  1.69it/s, loss=0.589, pair=0.002, adv=4.435, sprd=0.022]
Ep 023/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<03:23,  1.82it/s, loss=0.589, pair=0.002, adv=4.435, sprd=0.022]
Ep 023/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:23,  1.82it/s, loss=0.560, pair=0.005, adv=5.499, sprd=0.015]
Ep 023/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:34,  1.73it/s, loss=0.560, pair=0.005, adv=5.499, sprd=0.015]
Ep 023/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:34,  1.73it/s, loss=0.603, pair=0.001, adv=6.091, sprd=0.020]
Ep 023/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:17,  1.87it/s, loss=0.603, pair=0.001, adv=6.091, sprd=0.020]
Ep 023/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:17,  1.87it/s, loss=0.649, pair=0.002, adv=6.636, sprd=0.018]
Ep 023/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:26,  1.78it/s, loss=0.649, pair=0.002, adv=6.636, sprd=0.018]
Ep 023/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:26,  1.78it/s, loss=0.571, pair=0.000, adv=4.610, sprd=0.017]
Ep 023/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:11,  1.92it/s, loss=0.571, pair=0.000, adv=4.610, sprd=0.017]
Ep 023/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:11,  1.92it/s, loss=0.628, pair=0.007, adv=5.741, sprd=0.026]
Ep 023/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:25,  1.78it/s, loss=0.628, pair=0.007, adv=5.741, sprd=0.026]
Ep 023/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:25,  1.78it/s, loss=0.572, pair=0.009, adv=7.306, sprd=0.017]
Ep 023/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:11,  1.91it/s, loss=0.572, pair=0.009, adv=7.306, sprd=0.017]
Ep 023/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:11,  1.91it/s, loss=0.612, pair=0.000, adv=5.514, sprd=0.020]
Ep 023/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:20,  1.82it/s, loss=0.612, pair=0.000, adv=5.514, sprd=0.020]
Ep 023/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:20,  1.82it/s, loss=0.614, pair=0.004, adv=5.529, sprd=0.021]
Ep 023/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:06,  1.95it/s, loss=0.614, pair=0.004, adv=5.529, sprd=0.021]
Ep 023/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:06,  1.95it/s, loss=0.603, pair=0.010, adv=2.966, sprd=0.030]
Ep 023/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:17,  1.83it/s, loss=0.603, pair=0.010, adv=2.966, sprd=0.030]
Ep 023/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<03:17,  1.83it/s, loss=0.637, pair=0.009, adv=4.203, sprd=0.031]
Ep 023/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:07,  1.93it/s, loss=0.637, pair=0.009, adv=4.203, sprd=0.031]
Ep 023/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:07,  1.93it/s, loss=0.599, pair=0.001, adv=6.130, sprd=0.018]
Ep 023/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:08,  1.91it/s, loss=0.599, pair=0.001, adv=6.130, sprd=0.018]
Ep 023/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<03:08,  1.91it/s, loss=0.601, pair=0.000, adv=6.311, sprd=0.023]
Ep 023/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:56,  2.03it/s, loss=0.601, pair=0.000, adv=6.311, sprd=0.023]
Ep 023/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:56,  2.03it/s, loss=0.590, pair=0.001, adv=5.144, sprd=0.020]
Ep 023/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:02,  1.96it/s, loss=0.590, pair=0.001, adv=5.144, sprd=0.020]
Ep 023/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<03:02,  1.96it/s, loss=0.611, pair=0.008, adv=5.794, sprd=0.024]
Ep 023/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:53,  2.06it/s, loss=0.611, pair=0.008, adv=5.794, sprd=0.024]
Ep 023/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:53,  2.06it/s, loss=0.658, pair=0.002, adv=4.978, sprd=0.034]
Ep 023/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:00,  1.97it/s, loss=0.658, pair=0.002, adv=4.978, sprd=0.034]
Ep 023/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<03:00,  1.97it/s, loss=0.609, pair=0.000, adv=6.711, sprd=0.016]
Ep 023/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:46,  2.13it/s, loss=0.609, pair=0.000, adv=6.711, sprd=0.016]
Ep 023/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:46,  2.13it/s, loss=0.569, pair=0.002, adv=5.436, sprd=0.016]
Ep 023/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:51,  2.06it/s, loss=0.569, pair=0.002, adv=5.436, sprd=0.016]
Ep 023/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<02:51,  2.06it/s, loss=0.601, pair=0.003, adv=4.444, sprd=0.020]
Ep 023/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:41,  2.19it/s, loss=0.601, pair=0.003, adv=4.444, sprd=0.020]
Ep 023/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:41,  2.19it/s, loss=0.618, pair=0.002, adv=8.065, sprd=0.029]
Ep 023/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:51,  2.05it/s, loss=0.618, pair=0.002, adv=8.065, sprd=0.029]
Ep 023/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:51,  2.05it/s, loss=0.598, pair=0.002, adv=3.555, sprd=0.019]
Ep 023/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:42,  2.16it/s, loss=0.598, pair=0.002, adv=3.555, sprd=0.019]
Ep 023/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:42,  2.16it/s, loss=0.609, pair=0.044, adv=5.693, sprd=0.021]
Ep 023/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:48,  2.08it/s, loss=0.609, pair=0.044, adv=5.693, sprd=0.021]
Ep 023/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:48,  2.08it/s, loss=0.655, pair=0.001, adv=6.556, sprd=0.030]
Ep 023/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:42,  2.15it/s, loss=0.655, pair=0.001, adv=6.556, sprd=0.030]
Ep 023/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:42,  2.15it/s, loss=0.609, pair=0.001, adv=6.870, sprd=0.019]
Ep 023/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:47,  2.08it/s, loss=0.609, pair=0.001, adv=6.870, sprd=0.019]
Ep 023/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:47,  2.08it/s, loss=0.611, pair=0.002, adv=6.534, sprd=0.022]
Ep 023/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:39,  2.18it/s, loss=0.611, pair=0.002, adv=6.534, sprd=0.022]
Ep 023/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:39,  2.18it/s, loss=0.705, pair=0.000, adv=5.867, sprd=0.041]
Ep 023/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:52,  2.01it/s, loss=0.705, pair=0.000, adv=5.867, sprd=0.041]
Ep 023/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:52,  2.01it/s, loss=0.575, pair=0.001, adv=6.051, sprd=0.018]
Ep 023/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:42,  2.12it/s, loss=0.575, pair=0.001, adv=6.051, sprd=0.018]
Ep 023/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:42,  2.12it/s, loss=0.582, pair=0.001, adv=7.697, sprd=0.018]
Ep 023/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:47,  2.05it/s, loss=0.582, pair=0.001, adv=7.697, sprd=0.018]
Ep 023/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:47,  2.05it/s, loss=0.620, pair=0.000, adv=6.089, sprd=0.024]
Ep 023/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:40,  2.14it/s, loss=0.620, pair=0.000, adv=6.089, sprd=0.024]
Ep 023/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:40,  2.14it/s, loss=0.569, pair=0.002, adv=8.179, sprd=0.017]
Ep 023/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:56,  1.93it/s, loss=0.569, pair=0.002, adv=8.179, sprd=0.017]
Ep 023/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:56,  1.93it/s, loss=0.561, pair=0.002, adv=5.453, sprd=0.014]
Ep 023/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:42,  2.09it/s, loss=0.561, pair=0.002, adv=5.453, sprd=0.014]
Ep 023/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:42,  2.09it/s, loss=0.604, pair=0.001, adv=6.059, sprd=0.021]
Ep 023/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:48,  2.02it/s, loss=0.604, pair=0.001, adv=6.059, sprd=0.021]
Ep 023/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:48,  2.02it/s, loss=0.631, pair=0.000, adv=3.377, sprd=0.032]
Ep 023/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:41,  2.10it/s, loss=0.631, pair=0.000, adv=3.377, sprd=0.032]
Ep 023/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:41,  2.10it/s, loss=0.608, pair=0.004, adv=5.542, sprd=0.022]
Ep 023/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:46,  2.03it/s, loss=0.608, pair=0.004, adv=5.542, sprd=0.022]
Ep 023/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:46,  2.03it/s, loss=0.578, pair=0.002, adv=6.560, sprd=0.019]
Ep 023/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:38,  2.12it/s, loss=0.578, pair=0.002, adv=6.560, sprd=0.019]
Ep 023/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:38,  2.12it/s, loss=0.569, pair=0.001, adv=3.280, sprd=0.020]
Ep 023/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.04it/s, loss=0.569, pair=0.001, adv=3.280, sprd=0.020]
Ep 023/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.04it/s, loss=0.583, pair=0.001, adv=8.683, sprd=0.017]
Ep 023/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:36,  2.15it/s, loss=0.583, pair=0.001, adv=8.683, sprd=0.017]
Ep 023/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:36,  2.15it/s, loss=0.568, pair=0.000, adv=8.987, sprd=0.014]
Ep 023/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:43,  2.04it/s, loss=0.568, pair=0.000, adv=8.987, sprd=0.014]
Ep 023/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:43,  2.04it/s, loss=0.613, pair=0.003, adv=5.690, sprd=0.025]
Ep 023/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:36,  2.12it/s, loss=0.613, pair=0.003, adv=5.690, sprd=0.025]
Ep 023/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:36,  2.12it/s, loss=0.586, pair=0.001, adv=6.091, sprd=0.019]
Ep 023/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:42,  2.04it/s, loss=0.586, pair=0.001, adv=6.091, sprd=0.019]
Ep 023/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:42,  2.04it/s, loss=0.607, pair=0.001, adv=5.913, sprd=0.022]
Ep 023/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:33,  2.15it/s, loss=0.607, pair=0.001, adv=5.913, sprd=0.022]
Ep 023/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:33,  2.15it/s, loss=0.617, pair=0.003, adv=7.097, sprd=0.022]
Ep 023/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:39,  2.07it/s, loss=0.617, pair=0.003, adv=7.097, sprd=0.022]
Ep 023/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:39,  2.07it/s, loss=0.608, pair=0.000, adv=4.287, sprd=0.024]
Ep 023/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:32,  2.16it/s, loss=0.608, pair=0.000, adv=4.287, sprd=0.024]
Ep 023/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:32,  2.16it/s, loss=0.591, pair=0.000, adv=4.081, sprd=0.023]
Ep 023/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:39,  2.05it/s, loss=0.591, pair=0.000, adv=4.081, sprd=0.023]
Ep 023/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:39,  2.05it/s, loss=0.626, pair=0.000, adv=6.795, sprd=0.026]
Ep 023/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:32,  2.14it/s, loss=0.626, pair=0.000, adv=6.795, sprd=0.026]
Ep 023/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:32,  2.14it/s, loss=0.588, pair=0.019, adv=5.194, sprd=0.017]
Ep 023/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:34,  2.11it/s, loss=0.588, pair=0.019, adv=5.194, sprd=0.017]
Ep 023/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:34,  2.11it/s, loss=0.576, pair=0.006, adv=3.373, sprd=0.018]
Ep 023/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:27,  2.21it/s, loss=0.576, pair=0.006, adv=3.373, sprd=0.018]
Ep 023/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:27,  2.21it/s, loss=0.625, pair=0.011, adv=7.793, sprd=0.024]
Ep 023/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:37,  2.05it/s, loss=0.625, pair=0.011, adv=7.793, sprd=0.024]
Ep 023/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:37,  2.05it/s, loss=0.615, pair=0.007, adv=8.578, sprd=0.025]
Ep 023/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:31,  2.14it/s, loss=0.615, pair=0.007, adv=8.578, sprd=0.025]
Ep 023/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:31,  2.14it/s, loss=0.618, pair=0.003, adv=7.951, sprd=0.029]
Ep 023/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:43,  1.97it/s, loss=0.618, pair=0.003, adv=7.951, sprd=0.029]
Ep 023/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:43,  1.97it/s, loss=0.600, pair=0.009, adv=8.372, sprd=0.018]
Ep 023/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:31,  2.12it/s, loss=0.600, pair=0.009, adv=8.372, sprd=0.018]
Ep 023/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:31,  2.12it/s, loss=0.606, pair=0.006, adv=8.513, sprd=0.021]
Ep 023/80 [S2:+mat]:  29%|▉  | 133/453 [01:05<02:37,  2.03it/s, loss=0.606, pair=0.006, adv=8.513, sprd=0.021]
Ep 023/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:37,  2.03it/s, loss=0.584, pair=0.023, adv=4.210, sprd=0.020]
Ep 023/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:30,  2.13it/s, loss=0.584, pair=0.023, adv=4.210, sprd=0.020]
Ep 023/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:30,  2.13it/s, loss=0.605, pair=0.007, adv=5.331, sprd=0.024]
Ep 023/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:44,  1.93it/s, loss=0.605, pair=0.007, adv=5.331, sprd=0.024]
Ep 023/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:44,  1.93it/s, loss=0.622, pair=0.003, adv=5.010, sprd=0.026]
Ep 023/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:34,  2.05it/s, loss=0.622, pair=0.003, adv=5.010, sprd=0.026]
Ep 023/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:34,  2.05it/s, loss=0.622, pair=0.001, adv=4.999, sprd=0.024]
Ep 023/80 [S2:+mat]:  30%|▉  | 137/453 [01:07<02:36,  2.02it/s, loss=0.622, pair=0.001, adv=4.999, sprd=0.024]
Ep 023/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:36,  2.02it/s, loss=0.565, pair=0.002, adv=8.094, sprd=0.016]
Ep 023/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:27,  2.13it/s, loss=0.565, pair=0.002, adv=8.094, sprd=0.016]
Ep 023/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:27,  2.13it/s, loss=0.569, pair=0.002, adv=7.512, sprd=0.017]
Ep 023/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:36,  2.01it/s, loss=0.569, pair=0.002, adv=7.512, sprd=0.017]
Ep 023/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:36,  2.01it/s, loss=0.635, pair=0.005, adv=6.685, sprd=0.026]
Ep 023/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:27,  2.13it/s, loss=0.635, pair=0.005, adv=6.685, sprd=0.026]
Ep 023/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:27,  2.13it/s, loss=0.566, pair=0.000, adv=7.486, sprd=0.017]
Ep 023/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:31,  2.05it/s, loss=0.566, pair=0.000, adv=7.486, sprd=0.017]
Ep 023/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:31,  2.05it/s, loss=0.591, pair=0.008, adv=6.989, sprd=0.019]
Ep 023/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:24,  2.15it/s, loss=0.591, pair=0.008, adv=6.989, sprd=0.019]
Ep 023/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:24,  2.15it/s, loss=0.610, pair=0.004, adv=8.186, sprd=0.024]
Ep 023/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:35,  2.00it/s, loss=0.610, pair=0.004, adv=8.186, sprd=0.024]
Ep 023/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:35,  2.00it/s, loss=0.585, pair=0.001, adv=6.081, sprd=0.018]
Ep 023/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:25,  2.12it/s, loss=0.585, pair=0.001, adv=6.081, sprd=0.018]
Ep 023/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:25,  2.12it/s, loss=0.548, pair=0.003, adv=7.240, sprd=0.014]
Ep 023/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:33,  2.00it/s, loss=0.548, pair=0.003, adv=7.240, sprd=0.014]
Ep 023/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:33,  2.00it/s, loss=0.574, pair=0.002, adv=7.167, sprd=0.017]
Ep 023/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:24,  2.12it/s, loss=0.574, pair=0.002, adv=7.167, sprd=0.017]
Ep 023/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:24,  2.12it/s, loss=0.637, pair=0.005, adv=4.057, sprd=0.031]
Ep 023/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:30,  2.03it/s, loss=0.637, pair=0.005, adv=4.057, sprd=0.031]
Ep 023/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:30,  2.03it/s, loss=0.613, pair=0.003, adv=8.606, sprd=0.020]
Ep 023/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:22,  2.14it/s, loss=0.613, pair=0.003, adv=8.606, sprd=0.020]
Ep 023/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:22,  2.14it/s, loss=0.598, pair=0.000, adv=7.651, sprd=0.015]
Ep 023/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:22,  2.13it/s, loss=0.598, pair=0.000, adv=7.651, sprd=0.015]
Ep 023/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:22,  2.13it/s, loss=0.581, pair=0.001, adv=8.803, sprd=0.020]
Ep 023/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:17,  2.21it/s, loss=0.581, pair=0.001, adv=8.803, sprd=0.020]
Ep 023/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:17,  2.21it/s, loss=0.556, pair=0.005, adv=6.597, sprd=0.014]
Ep 023/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:22,  2.12it/s, loss=0.556, pair=0.005, adv=6.597, sprd=0.014]
Ep 023/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:22,  2.12it/s, loss=0.624, pair=0.001, adv=6.316, sprd=0.021]
Ep 023/80 [S2:+mat]:  34%|█  | 152/453 [01:14<02:15,  2.22it/s, loss=0.624, pair=0.001, adv=6.316, sprd=0.021]
Ep 023/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:15,  2.22it/s, loss=0.574, pair=0.002, adv=5.009, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:21,  2.12it/s, loss=0.574, pair=0.002, adv=5.009, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:21,  2.12it/s, loss=0.582, pair=0.001, adv=6.589, sprd=0.021]
Ep 023/80 [S2:+mat]:  34%|█  | 154/453 [01:15<02:16,  2.19it/s, loss=0.582, pair=0.001, adv=6.589, sprd=0.021]
Ep 023/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:16,  2.19it/s, loss=0.564, pair=0.000, adv=7.627, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:23,  2.08it/s, loss=0.564, pair=0.000, adv=7.627, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:23,  2.08it/s, loss=0.582, pair=0.000, adv=6.095, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 156/453 [01:16<02:14,  2.20it/s, loss=0.582, pair=0.000, adv=6.095, sprd=0.017]
Ep 023/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:14,  2.20it/s, loss=0.583, pair=0.002, adv=5.820, sprd=0.018]
Ep 023/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:20,  2.11it/s, loss=0.583, pair=0.002, adv=5.820, sprd=0.018]
Ep 023/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:20,  2.11it/s, loss=0.611, pair=0.001, adv=7.009, sprd=0.022]
Ep 023/80 [S2:+mat]:  35%|█  | 158/453 [01:17<02:14,  2.20it/s, loss=0.611, pair=0.001, adv=7.009, sprd=0.022]
Ep 023/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:14,  2.20it/s, loss=1.204, pair=2.133, adv=5.271, sprd=0.016]
Ep 023/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:17,  2.14it/s, loss=1.204, pair=2.133, adv=5.271, sprd=0.016]
Ep 023/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:17,  2.14it/s, loss=0.592, pair=0.002, adv=6.367, sprd=0.023]
Ep 023/80 [S2:+mat]:  35%|█  | 160/453 [01:18<02:13,  2.20it/s, loss=0.592, pair=0.002, adv=6.367, sprd=0.023]
Ep 023/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:13,  2.20it/s, loss=0.575, pair=0.003, adv=7.141, sprd=0.017]
Ep 023/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:18,  2.10it/s, loss=0.575, pair=0.003, adv=7.141, sprd=0.017]
Ep 023/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:18,  2.10it/s, loss=0.579, pair=0.003, adv=4.707, sprd=0.021]
Ep 023/80 [S2:+mat]:  36%|█  | 162/453 [01:19<02:14,  2.17it/s, loss=0.579, pair=0.003, adv=4.707, sprd=0.021]
Ep 023/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:14,  2.17it/s, loss=0.622, pair=0.001, adv=7.410, sprd=0.029]
Ep 023/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:41,  1.80it/s, loss=0.622, pair=0.001, adv=7.410, sprd=0.029]
Ep 023/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:41,  1.80it/s, loss=0.576, pair=0.006, adv=5.932, sprd=0.019]
Ep 023/80 [S2:+mat]:  36%|█  | 164/453 [01:20<02:31,  1.90it/s, loss=0.576, pair=0.006, adv=5.932, sprd=0.019]
Ep 023/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:31,  1.90it/s, loss=0.654, pair=0.002, adv=5.982, sprd=0.014]
Ep 023/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:36,  1.84it/s, loss=0.654, pair=0.002, adv=5.982, sprd=0.014]
Ep 023/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:36,  1.84it/s, loss=0.605, pair=0.003, adv=5.941, sprd=0.023]
Ep 023/80 [S2:+mat]:  37%|█  | 166/453 [01:21<02:27,  1.94it/s, loss=0.605, pair=0.003, adv=5.941, sprd=0.023]
Ep 023/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:27,  1.94it/s, loss=0.582, pair=0.002, adv=6.475, sprd=0.020]
Ep 023/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:35,  1.83it/s, loss=0.582, pair=0.002, adv=6.475, sprd=0.020]
Ep 023/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:35,  1.83it/s, loss=0.609, pair=0.003, adv=5.447, sprd=0.026]
Ep 023/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:28,  1.91it/s, loss=0.609, pair=0.003, adv=5.447, sprd=0.026]
Ep 023/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:28,  1.91it/s, loss=0.576, pair=0.001, adv=6.555, sprd=0.017]
Ep 023/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:38,  1.79it/s, loss=0.576, pair=0.001, adv=6.555, sprd=0.017]
Ep 023/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:38,  1.79it/s, loss=0.584, pair=0.000, adv=7.150, sprd=0.016]
Ep 023/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:26,  1.93it/s, loss=0.584, pair=0.000, adv=7.150, sprd=0.016]
Ep 023/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:26,  1.93it/s, loss=0.631, pair=0.000, adv=6.983, sprd=0.031]
Ep 023/80 [S2:+mat]:  38%|█▏ | 171/453 [01:24<02:38,  1.78it/s, loss=0.631, pair=0.000, adv=6.983, sprd=0.031]
Ep 023/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:38,  1.78it/s, loss=0.619, pair=0.002, adv=5.198, sprd=0.027]
Ep 023/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:29,  1.88it/s, loss=0.619, pair=0.002, adv=5.198, sprd=0.027]
Ep 023/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:29,  1.88it/s, loss=0.566, pair=0.000, adv=5.377, sprd=0.016]
Ep 023/80 [S2:+mat]:  38%|█▏ | 173/453 [01:25<02:36,  1.79it/s, loss=0.566, pair=0.000, adv=5.377, sprd=0.016]
Ep 023/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:36,  1.79it/s, loss=0.591, pair=0.001, adv=4.953, sprd=0.022]
Ep 023/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:27,  1.89it/s, loss=0.591, pair=0.001, adv=4.953, sprd=0.022]
Ep 023/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:27,  1.89it/s, loss=0.634, pair=0.001, adv=4.279, sprd=0.025]
Ep 023/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:34,  1.79it/s, loss=0.634, pair=0.001, adv=4.279, sprd=0.025]
Ep 023/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:34,  1.79it/s, loss=1.157, pair=1.693, adv=7.354, sprd=0.030]
Ep 023/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:25,  1.90it/s, loss=1.157, pair=1.693, adv=7.354, sprd=0.030]
Ep 023/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:25,  1.90it/s, loss=0.621, pair=0.006, adv=8.729, sprd=0.027]
Ep 023/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:36,  1.76it/s, loss=0.621, pair=0.006, adv=8.729, sprd=0.027]
Ep 023/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:36,  1.76it/s, loss=0.666, pair=0.000, adv=5.569, sprd=0.039]
Ep 023/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:28,  1.85it/s, loss=0.666, pair=0.000, adv=5.569, sprd=0.039]
Ep 023/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:28,  1.85it/s, loss=0.646, pair=0.016, adv=8.253, sprd=0.018]
Ep 023/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:33,  1.79it/s, loss=0.646, pair=0.016, adv=8.253, sprd=0.018]
Ep 023/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:33,  1.79it/s, loss=0.610, pair=0.022, adv=8.954, sprd=0.019]
Ep 023/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:22,  1.92it/s, loss=0.610, pair=0.022, adv=8.954, sprd=0.019]
Ep 023/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:22,  1.92it/s, loss=0.640, pair=0.006, adv=6.144, sprd=0.029]
Ep 023/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:33,  1.77it/s, loss=0.640, pair=0.006, adv=6.144, sprd=0.029]
Ep 023/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:33,  1.77it/s, loss=0.596, pair=0.003, adv=6.803, sprd=0.022]
Ep 023/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:24,  1.88it/s, loss=0.596, pair=0.003, adv=6.803, sprd=0.022]
Ep 023/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:24,  1.88it/s, loss=0.576, pair=0.002, adv=7.269, sprd=0.017]
Ep 023/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:32,  1.77it/s, loss=0.576, pair=0.002, adv=7.269, sprd=0.017]
Ep 023/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:32,  1.77it/s, loss=0.598, pair=0.000, adv=4.787, sprd=0.018]
Ep 023/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:19,  1.92it/s, loss=0.598, pair=0.000, adv=4.787, sprd=0.018]
Ep 023/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:19,  1.92it/s, loss=0.619, pair=0.002, adv=4.113, sprd=0.022]
Ep 023/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:26,  1.83it/s, loss=0.619, pair=0.002, adv=4.113, sprd=0.022]
Ep 023/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:26,  1.83it/s, loss=0.590, pair=0.001, adv=7.248, sprd=0.021]
Ep 023/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:18,  1.93it/s, loss=0.590, pair=0.001, adv=7.248, sprd=0.021]
Ep 023/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:18,  1.93it/s, loss=0.574, pair=0.007, adv=8.039, sprd=0.016]
Ep 023/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:27,  1.81it/s, loss=0.574, pair=0.007, adv=8.039, sprd=0.016]
Ep 023/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:27,  1.81it/s, loss=0.593, pair=0.005, adv=5.844, sprd=0.020]
Ep 023/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:18,  1.91it/s, loss=0.593, pair=0.005, adv=5.844, sprd=0.020]
Ep 023/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:18,  1.91it/s, loss=0.663, pair=0.008, adv=6.471, sprd=0.036]
Ep 023/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:31,  1.75it/s, loss=0.663, pair=0.008, adv=6.471, sprd=0.036]
Ep 023/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:31,  1.75it/s, loss=0.624, pair=0.004, adv=7.390, sprd=0.025]
Ep 023/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:20,  1.87it/s, loss=0.624, pair=0.004, adv=7.390, sprd=0.025]
Ep 023/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:20,  1.87it/s, loss=0.588, pair=0.005, adv=6.134, sprd=0.017]
Ep 023/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:32,  1.72it/s, loss=0.588, pair=0.005, adv=6.134, sprd=0.017]
Ep 023/80 [S2:+mat]:  42%|█▎ | 191/453 [01:36<02:32,  1.72it/s, loss=0.609, pair=0.000, adv=6.684, sprd=0.025]
Ep 023/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:19,  1.87it/s, loss=0.609, pair=0.000, adv=6.684, sprd=0.025]
Ep 023/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:19,  1.87it/s, loss=0.564, pair=0.004, adv=5.312, sprd=0.016]
Ep 023/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:18,  1.88it/s, loss=0.564, pair=0.004, adv=5.312, sprd=0.016]
Ep 023/80 [S2:+mat]:  43%|█▎ | 193/453 [01:37<02:18,  1.88it/s, loss=0.630, pair=0.001, adv=4.262, sprd=0.024]
Ep 023/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:08,  2.02it/s, loss=0.630, pair=0.001, adv=4.262, sprd=0.024]
Ep 023/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:08,  2.02it/s, loss=0.581, pair=0.008, adv=6.132, sprd=0.019]
Ep 023/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:10,  1.97it/s, loss=0.581, pair=0.008, adv=6.132, sprd=0.019]
Ep 023/80 [S2:+mat]:  43%|█▎ | 195/453 [01:38<02:10,  1.97it/s, loss=0.588, pair=0.024, adv=7.178, sprd=0.020]
Ep 023/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:03,  2.08it/s, loss=0.588, pair=0.024, adv=7.178, sprd=0.020]
Ep 023/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:03,  2.08it/s, loss=0.625, pair=0.007, adv=5.041, sprd=0.024]
Ep 023/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:06,  2.03it/s, loss=0.625, pair=0.007, adv=5.041, sprd=0.024]
Ep 023/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:06,  2.03it/s, loss=0.598, pair=0.001, adv=5.068, sprd=0.023]
Ep 023/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<02:00,  2.12it/s, loss=0.598, pair=0.001, adv=5.068, sprd=0.023]
Ep 023/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:00,  2.12it/s, loss=0.632, pair=0.000, adv=6.978, sprd=0.027]
Ep 023/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:05,  2.03it/s, loss=0.632, pair=0.000, adv=6.978, sprd=0.027]
Ep 023/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:05,  2.03it/s, loss=0.637, pair=0.003, adv=5.636, sprd=0.031]
Ep 023/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:00,  2.09it/s, loss=0.637, pair=0.003, adv=5.636, sprd=0.031]
Ep 023/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:00,  2.09it/s, loss=0.630, pair=0.004, adv=4.736, sprd=0.024]
Ep 023/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:04,  2.03it/s, loss=0.630, pair=0.004, adv=4.736, sprd=0.024]
Ep 023/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:04,  2.03it/s, loss=0.603, pair=0.000, adv=6.377, sprd=0.027]
Ep 023/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:59,  2.09it/s, loss=0.603, pair=0.000, adv=6.377, sprd=0.027]
Ep 023/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:59,  2.09it/s, loss=0.668, pair=0.011, adv=6.958, sprd=0.019]
Ep 023/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:03,  2.03it/s, loss=0.668, pair=0.011, adv=6.958, sprd=0.019]
Ep 023/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:03,  2.03it/s, loss=0.594, pair=0.008, adv=7.005, sprd=0.020]
Ep 023/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:56,  2.14it/s, loss=0.594, pair=0.008, adv=7.005, sprd=0.020]
Ep 023/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:56,  2.14it/s, loss=0.549, pair=0.012, adv=5.734, sprd=0.011]
Ep 023/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:01,  2.05it/s, loss=0.549, pair=0.012, adv=5.734, sprd=0.011]
Ep 023/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:01,  2.05it/s, loss=0.608, pair=0.001, adv=4.443, sprd=0.022]
Ep 023/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:54,  2.16it/s, loss=0.608, pair=0.001, adv=4.443, sprd=0.022]
Ep 023/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:54,  2.16it/s, loss=0.578, pair=0.000, adv=5.318, sprd=0.015]
Ep 023/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:58,  2.08it/s, loss=0.578, pair=0.000, adv=5.318, sprd=0.015]
Ep 023/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:58,  2.08it/s, loss=0.624, pair=0.004, adv=5.536, sprd=0.023]
Ep 023/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:52,  2.17it/s, loss=0.624, pair=0.004, adv=5.536, sprd=0.023]
Ep 023/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:52,  2.17it/s, loss=0.589, pair=0.000, adv=5.192, sprd=0.021]
Ep 023/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:57,  2.07it/s, loss=0.589, pair=0.000, adv=5.192, sprd=0.021]
Ep 023/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:57,  2.07it/s, loss=0.568, pair=0.000, adv=3.410, sprd=0.018]
Ep 023/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:51,  2.18it/s, loss=0.568, pair=0.000, adv=3.410, sprd=0.018]
Ep 023/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:51,  2.18it/s, loss=0.616, pair=0.002, adv=5.521, sprd=0.021]
Ep 023/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:55,  2.10it/s, loss=0.616, pair=0.002, adv=5.521, sprd=0.021]
Ep 023/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:55,  2.10it/s, loss=0.600, pair=0.000, adv=5.858, sprd=0.022]
Ep 023/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:50,  2.18it/s, loss=0.600, pair=0.000, adv=5.858, sprd=0.022]
Ep 023/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:50,  2.18it/s, loss=0.584, pair=0.003, adv=6.124, sprd=0.019]
Ep 023/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:57,  2.04it/s, loss=0.584, pair=0.003, adv=6.124, sprd=0.019]
Ep 023/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:57,  2.04it/s, loss=0.609, pair=0.002, adv=3.716, sprd=0.025]
Ep 023/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:52,  2.13it/s, loss=0.609, pair=0.002, adv=3.716, sprd=0.025]
Ep 023/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:52,  2.13it/s, loss=0.567, pair=0.002, adv=5.180, sprd=0.018]
Ep 023/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:56,  2.05it/s, loss=0.567, pair=0.002, adv=5.180, sprd=0.018]
Ep 023/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:56,  2.05it/s, loss=0.575, pair=0.018, adv=4.691, sprd=0.014]
Ep 023/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:47,  2.20it/s, loss=0.575, pair=0.018, adv=4.691, sprd=0.014]
Ep 023/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:47,  2.20it/s, loss=0.731, pair=0.135, adv=4.826, sprd=0.024]
Ep 023/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:51,  2.11it/s, loss=0.731, pair=0.135, adv=4.826, sprd=0.024]
Ep 023/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:51,  2.11it/s, loss=0.601, pair=0.006, adv=5.864, sprd=0.020]
Ep 023/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:46,  2.20it/s, loss=0.601, pair=0.006, adv=5.864, sprd=0.020]
Ep 023/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:46,  2.20it/s, loss=0.639, pair=0.001, adv=4.731, sprd=0.027]
Ep 023/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:52,  2.07it/s, loss=0.639, pair=0.001, adv=4.731, sprd=0.027]
Ep 023/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:52,  2.07it/s, loss=0.608, pair=0.004, adv=7.013, sprd=0.021]
Ep 023/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:47,  2.17it/s, loss=0.608, pair=0.004, adv=7.013, sprd=0.021]
Ep 023/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:47,  2.17it/s, loss=0.678, pair=0.005, adv=3.731, sprd=0.023]
Ep 023/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:59,  1.94it/s, loss=0.678, pair=0.005, adv=3.731, sprd=0.023]
Ep 023/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:59,  1.94it/s, loss=0.626, pair=0.003, adv=4.494, sprd=0.025]
Ep 023/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:51,  2.07it/s, loss=0.626, pair=0.003, adv=4.494, sprd=0.025]
Ep 023/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:51,  2.07it/s, loss=0.582, pair=0.000, adv=4.943, sprd=0.017]
Ep 023/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:56,  1.97it/s, loss=0.582, pair=0.000, adv=4.943, sprd=0.017]
Ep 023/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:56,  1.97it/s, loss=0.570, pair=0.000, adv=7.691, sprd=0.020]
Ep 023/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:51,  2.06it/s, loss=0.570, pair=0.000, adv=7.691, sprd=0.020]
Ep 023/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:51,  2.06it/s, loss=0.637, pair=0.003, adv=4.644, sprd=0.033]
Ep 023/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:57,  1.94it/s, loss=0.637, pair=0.003, adv=4.644, sprd=0.033]
Ep 023/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:57,  1.94it/s, loss=0.593, pair=0.035, adv=5.477, sprd=0.016]
Ep 023/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:48,  2.09it/s, loss=0.593, pair=0.035, adv=5.477, sprd=0.016]
Ep 023/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:48,  2.09it/s, loss=0.654, pair=0.005, adv=4.165, sprd=0.029]
Ep 023/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:51,  2.02it/s, loss=0.654, pair=0.005, adv=4.165, sprd=0.029]
Ep 023/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:51,  2.02it/s, loss=0.589, pair=0.013, adv=4.833, sprd=0.020]
Ep 023/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:46,  2.12it/s, loss=0.589, pair=0.013, adv=4.833, sprd=0.020]
Ep 023/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:46,  2.12it/s, loss=0.615, pair=0.007, adv=5.816, sprd=0.024]
Ep 023/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:52,  1.98it/s, loss=0.615, pair=0.007, adv=5.816, sprd=0.024]
Ep 023/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:52,  1.98it/s, loss=0.579, pair=0.004, adv=5.626, sprd=0.016]
Ep 023/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:45,  2.10it/s, loss=0.579, pair=0.004, adv=5.626, sprd=0.016]
Ep 023/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:45,  2.10it/s, loss=0.593, pair=0.002, adv=5.967, sprd=0.019]
Ep 023/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:50,  2.01it/s, loss=0.593, pair=0.002, adv=5.967, sprd=0.019]
Ep 023/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:50,  2.01it/s, loss=0.576, pair=0.004, adv=5.848, sprd=0.019]
Ep 023/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:45,  2.10it/s, loss=0.576, pair=0.004, adv=5.848, sprd=0.019]
Ep 023/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:45,  2.10it/s, loss=0.611, pair=0.000, adv=6.074, sprd=0.025]
Ep 023/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:50,  1.99it/s, loss=0.611, pair=0.000, adv=6.074, sprd=0.025]
Ep 023/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:50,  1.99it/s, loss=0.619, pair=0.016, adv=6.405, sprd=0.020]
Ep 023/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:43,  2.13it/s, loss=0.619, pair=0.016, adv=6.405, sprd=0.020]
Ep 023/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:43,  2.13it/s, loss=0.649, pair=0.016, adv=4.824, sprd=0.015]
Ep 023/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:44,  2.09it/s, loss=0.649, pair=0.016, adv=4.824, sprd=0.015]
Ep 023/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:44,  2.09it/s, loss=0.597, pair=0.019, adv=5.911, sprd=0.019]
Ep 023/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:39,  2.19it/s, loss=0.597, pair=0.019, adv=5.911, sprd=0.019]
Ep 023/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:39,  2.19it/s, loss=0.612, pair=0.021, adv=5.282, sprd=0.021]
Ep 023/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:43,  2.09it/s, loss=0.612, pair=0.021, adv=5.282, sprd=0.021]
Ep 023/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:43,  2.09it/s, loss=0.595, pair=0.006, adv=3.430, sprd=0.020]
Ep 023/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:37,  2.19it/s, loss=0.595, pair=0.006, adv=3.430, sprd=0.020]
Ep 023/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:37,  2.19it/s, loss=0.602, pair=0.000, adv=4.450, sprd=0.020]
Ep 023/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:42,  2.09it/s, loss=0.602, pair=0.000, adv=4.450, sprd=0.020]
Ep 023/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:42,  2.09it/s, loss=0.577, pair=0.008, adv=6.771, sprd=0.018]
Ep 023/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.18it/s, loss=0.577, pair=0.008, adv=6.771, sprd=0.018]
Ep 023/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.18it/s, loss=0.658, pair=0.016, adv=6.564, sprd=0.016]
Ep 023/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:42,  2.08it/s, loss=0.658, pair=0.016, adv=6.564, sprd=0.016]
Ep 023/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:42,  2.08it/s, loss=0.610, pair=0.005, adv=4.522, sprd=0.024]
Ep 023/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:37,  2.17it/s, loss=0.610, pair=0.005, adv=4.522, sprd=0.024]
Ep 023/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:37,  2.17it/s, loss=0.582, pair=0.004, adv=4.972, sprd=0.020]
Ep 023/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:41,  2.06it/s, loss=0.582, pair=0.004, adv=4.972, sprd=0.020]
Ep 023/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:41,  2.06it/s, loss=0.600, pair=0.003, adv=5.347, sprd=0.023]
Ep 023/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:37,  2.14it/s, loss=0.600, pair=0.003, adv=5.347, sprd=0.023]
Ep 023/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:37,  2.14it/s, loss=0.589, pair=0.000, adv=5.593, sprd=0.020]
Ep 023/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:47,  1.94it/s, loss=0.589, pair=0.000, adv=5.593, sprd=0.020]
Ep 023/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:47,  1.94it/s, loss=0.564, pair=0.003, adv=5.965, sprd=0.015]
Ep 023/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:39,  2.07it/s, loss=0.564, pair=0.003, adv=5.965, sprd=0.015]
Ep 023/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:39,  2.07it/s, loss=0.584, pair=0.000, adv=4.528, sprd=0.021]
Ep 023/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:44,  1.96it/s, loss=0.584, pair=0.000, adv=4.528, sprd=0.021]
Ep 023/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:44,  1.96it/s, loss=0.622, pair=0.000, adv=3.742, sprd=0.024]
Ep 023/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:37,  2.09it/s, loss=0.622, pair=0.000, adv=3.742, sprd=0.024]
Ep 023/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:37,  2.09it/s, loss=0.564, pair=0.002, adv=5.928, sprd=0.018]
Ep 023/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:41,  2.01it/s, loss=0.564, pair=0.002, adv=5.928, sprd=0.018]
Ep 023/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:41,  2.01it/s, loss=0.551, pair=0.002, adv=3.101, sprd=0.019]
Ep 023/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:35,  2.13it/s, loss=0.551, pair=0.002, adv=3.101, sprd=0.019]
Ep 023/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:35,  2.13it/s, loss=0.653, pair=0.001, adv=4.786, sprd=0.035]
Ep 023/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:40,  2.01it/s, loss=0.653, pair=0.001, adv=4.786, sprd=0.035]
Ep 023/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:40,  2.01it/s, loss=0.597, pair=0.001, adv=5.117, sprd=0.019]
Ep 023/80 [S2:+mat]:  56%|█▋ | 252/453 [02:04<01:34,  2.13it/s, loss=0.597, pair=0.001, adv=5.117, sprd=0.019]
Ep 023/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:34,  2.13it/s, loss=0.580, pair=0.000, adv=5.301, sprd=0.020]
Ep 023/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:37,  2.04it/s, loss=0.580, pair=0.000, adv=5.301, sprd=0.020]
Ep 023/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:37,  2.04it/s, loss=0.642, pair=0.005, adv=3.510, sprd=0.032]
Ep 023/80 [S2:+mat]:  56%|█▋ | 254/453 [02:05<01:33,  2.12it/s, loss=0.642, pair=0.005, adv=3.510, sprd=0.032]
Ep 023/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:33,  2.12it/s, loss=0.564, pair=0.000, adv=3.334, sprd=0.017]
Ep 023/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:35,  2.06it/s, loss=0.564, pair=0.000, adv=3.334, sprd=0.017]
Ep 023/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:35,  2.06it/s, loss=0.601, pair=0.003, adv=4.408, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 256/453 [02:06<01:30,  2.17it/s, loss=0.601, pair=0.003, adv=4.408, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:30,  2.17it/s, loss=0.549, pair=0.003, adv=4.495, sprd=0.013]
Ep 023/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:32,  2.13it/s, loss=0.549, pair=0.003, adv=4.495, sprd=0.013]
Ep 023/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:32,  2.13it/s, loss=0.613, pair=0.003, adv=3.760, sprd=0.026]
Ep 023/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:29,  2.19it/s, loss=0.613, pair=0.003, adv=3.760, sprd=0.026]
Ep 023/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:29,  2.19it/s, loss=0.606, pair=0.000, adv=5.286, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:32,  2.09it/s, loss=0.606, pair=0.000, adv=5.286, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:32,  2.09it/s, loss=0.604, pair=0.003, adv=5.272, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:28,  2.19it/s, loss=0.604, pair=0.003, adv=5.272, sprd=0.021]
Ep 023/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:28,  2.19it/s, loss=0.611, pair=0.003, adv=3.817, sprd=0.026]
Ep 023/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:37,  1.97it/s, loss=0.611, pair=0.003, adv=3.817, sprd=0.026]
Ep 023/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:37,  1.97it/s, loss=0.646, pair=0.000, adv=6.497, sprd=0.033]
Ep 023/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:35,  2.01it/s, loss=0.646, pair=0.000, adv=6.497, sprd=0.033]
Ep 023/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:35,  2.01it/s, loss=0.594, pair=0.011, adv=5.745, sprd=0.018]
Ep 023/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:41,  1.88it/s, loss=0.594, pair=0.011, adv=5.745, sprd=0.018]
Ep 023/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:41,  1.88it/s, loss=0.603, pair=0.004, adv=4.765, sprd=0.020]
Ep 023/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:35,  1.98it/s, loss=0.603, pair=0.004, adv=4.765, sprd=0.020]
Ep 023/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:35,  1.98it/s, loss=0.628, pair=0.001, adv=7.064, sprd=0.023]
Ep 023/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:41,  1.86it/s, loss=0.628, pair=0.001, adv=7.064, sprd=0.023]
Ep 023/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:41,  1.86it/s, loss=0.602, pair=0.002, adv=7.066, sprd=0.022]
Ep 023/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:35,  1.95it/s, loss=0.602, pair=0.002, adv=7.066, sprd=0.022]
Ep 023/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:35,  1.95it/s, loss=2.295, pair=0.001, adv=4.610, sprd=0.032]
Ep 023/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:42,  1.82it/s, loss=2.295, pair=0.001, adv=4.610, sprd=0.032]
Ep 023/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:42,  1.82it/s, loss=0.596, pair=0.001, adv=4.964, sprd=0.021]
Ep 023/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:35,  1.93it/s, loss=0.596, pair=0.001, adv=4.964, sprd=0.021]
Ep 023/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:35,  1.93it/s, loss=0.600, pair=0.000, adv=5.652, sprd=0.023]
Ep 023/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:41,  1.81it/s, loss=0.600, pair=0.000, adv=5.652, sprd=0.023]
Ep 023/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:41,  1.81it/s, loss=0.582, pair=0.002, adv=5.864, sprd=0.019]
Ep 023/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:35,  1.91it/s, loss=0.582, pair=0.002, adv=5.864, sprd=0.019]
Ep 023/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:35,  1.91it/s, loss=0.595, pair=0.003, adv=8.525, sprd=0.022]
Ep 023/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:41,  1.80it/s, loss=0.595, pair=0.003, adv=8.525, sprd=0.022]
Ep 023/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:41,  1.80it/s, loss=0.566, pair=0.000, adv=6.329, sprd=0.018]
Ep 023/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:34,  1.91it/s, loss=0.566, pair=0.000, adv=6.329, sprd=0.018]
Ep 023/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:34,  1.91it/s, loss=0.565, pair=0.001, adv=7.285, sprd=0.017]
Ep 023/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:47,  1.68it/s, loss=0.565, pair=0.001, adv=7.285, sprd=0.017]
Ep 023/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:47,  1.68it/s, loss=0.584, pair=0.005, adv=4.169, sprd=0.021]
Ep 023/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:38,  1.82it/s, loss=0.584, pair=0.005, adv=4.169, sprd=0.021]
Ep 023/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:38,  1.82it/s, loss=0.630, pair=0.001, adv=6.148, sprd=0.028]
Ep 023/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:41,  1.75it/s, loss=0.630, pair=0.001, adv=6.148, sprd=0.028]
Ep 023/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:41,  1.75it/s, loss=0.543, pair=0.004, adv=3.020, sprd=0.018]
Ep 023/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:33,  1.90it/s, loss=0.543, pair=0.004, adv=3.020, sprd=0.018]
Ep 023/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:33,  1.90it/s, loss=0.556, pair=0.002, adv=7.106, sprd=0.016]
Ep 023/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:41,  1.74it/s, loss=0.556, pair=0.002, adv=7.106, sprd=0.016]
Ep 023/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:41,  1.74it/s, loss=0.618, pair=0.005, adv=6.600, sprd=0.025]
Ep 023/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:33,  1.87it/s, loss=0.618, pair=0.005, adv=6.600, sprd=0.025]
Ep 023/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:33,  1.87it/s, loss=0.630, pair=0.012, adv=5.358, sprd=0.027]
Ep 023/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:39,  1.75it/s, loss=0.630, pair=0.012, adv=5.358, sprd=0.027]
Ep 023/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:39,  1.75it/s, loss=0.573, pair=0.009, adv=6.346, sprd=0.016]
Ep 023/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:32,  1.88it/s, loss=0.573, pair=0.009, adv=6.346, sprd=0.016]
Ep 023/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:32,  1.88it/s, loss=0.614, pair=0.006, adv=5.544, sprd=0.026]
Ep 023/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:37,  1.77it/s, loss=0.614, pair=0.006, adv=5.544, sprd=0.026]
Ep 023/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:37,  1.77it/s, loss=0.594, pair=0.002, adv=8.775, sprd=0.018]
Ep 023/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:30,  1.90it/s, loss=0.594, pair=0.002, adv=8.775, sprd=0.018]
Ep 023/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:30,  1.90it/s, loss=0.560, pair=0.005, adv=6.367, sprd=0.013]
Ep 023/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:33,  1.82it/s, loss=0.560, pair=0.005, adv=6.367, sprd=0.013]
Ep 023/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:33,  1.82it/s, loss=0.590, pair=0.001, adv=6.005, sprd=0.019]
Ep 023/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:27,  1.94it/s, loss=0.590, pair=0.001, adv=6.005, sprd=0.019]
Ep 023/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:27,  1.94it/s, loss=0.630, pair=0.001, adv=3.320, sprd=0.030]
Ep 023/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:31,  1.83it/s, loss=0.630, pair=0.001, adv=3.320, sprd=0.030]
Ep 023/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:31,  1.83it/s, loss=0.618, pair=0.001, adv=6.036, sprd=0.025]
Ep 023/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:26,  1.93it/s, loss=0.618, pair=0.001, adv=6.036, sprd=0.025]
Ep 023/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:26,  1.93it/s, loss=0.567, pair=0.004, adv=9.129, sprd=0.019]
Ep 023/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:31,  1.81it/s, loss=0.567, pair=0.004, adv=9.129, sprd=0.019]
Ep 023/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:31,  1.81it/s, loss=0.565, pair=0.001, adv=8.240, sprd=0.015]
Ep 023/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:25,  1.94it/s, loss=0.565, pair=0.001, adv=8.240, sprd=0.015]
Ep 023/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:25,  1.94it/s, loss=0.586, pair=0.003, adv=7.552, sprd=0.022]
Ep 023/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:30,  1.82it/s, loss=0.586, pair=0.003, adv=7.552, sprd=0.022]
Ep 023/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:30,  1.82it/s, loss=0.620, pair=0.005, adv=6.771, sprd=0.021]
Ep 023/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:23,  1.96it/s, loss=0.620, pair=0.005, adv=6.771, sprd=0.021]
Ep 023/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:23,  1.96it/s, loss=0.575, pair=0.002, adv=4.853, sprd=0.017]
Ep 023/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:22,  1.95it/s, loss=0.575, pair=0.002, adv=4.853, sprd=0.017]
Ep 023/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:22,  1.95it/s, loss=0.650, pair=0.001, adv=5.288, sprd=0.036]
Ep 023/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:19,  2.03it/s, loss=0.650, pair=0.001, adv=5.288, sprd=0.036]
Ep 023/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:19,  2.03it/s, loss=0.621, pair=0.000, adv=5.574, sprd=0.022]
Ep 023/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:19,  2.01it/s, loss=0.621, pair=0.000, adv=5.574, sprd=0.022]
Ep 023/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:19,  2.01it/s, loss=0.600, pair=0.000, adv=6.383, sprd=0.018]
Ep 023/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.14it/s, loss=0.600, pair=0.000, adv=6.383, sprd=0.018]
Ep 023/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:14,  2.14it/s, loss=0.617, pair=0.008, adv=6.603, sprd=0.027]
Ep 023/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:18,  2.02it/s, loss=0.617, pair=0.008, adv=6.603, sprd=0.027]
Ep 023/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:18,  2.02it/s, loss=0.613, pair=0.002, adv=5.744, sprd=0.022]
Ep 023/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:13,  2.13it/s, loss=0.613, pair=0.002, adv=5.744, sprd=0.022]
Ep 023/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:13,  2.13it/s, loss=0.625, pair=0.000, adv=7.258, sprd=0.025]
Ep 023/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.03it/s, loss=0.625, pair=0.000, adv=7.258, sprd=0.025]
Ep 023/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.03it/s, loss=0.586, pair=0.000, adv=4.677, sprd=0.017]
Ep 023/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:11,  2.18it/s, loss=0.586, pair=0.000, adv=4.677, sprd=0.017]
Ep 023/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:11,  2.18it/s, loss=0.574, pair=0.001, adv=9.959, sprd=0.017]
Ep 023/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:13,  2.10it/s, loss=0.574, pair=0.001, adv=9.959, sprd=0.017]
Ep 023/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:13,  2.10it/s, loss=0.591, pair=0.004, adv=7.885, sprd=0.018]
Ep 023/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:09,  2.20it/s, loss=0.591, pair=0.004, adv=7.885, sprd=0.018]
Ep 023/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:09,  2.20it/s, loss=0.610, pair=0.003, adv=4.861, sprd=0.021]
Ep 023/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:15,  2.02it/s, loss=0.610, pair=0.003, adv=4.861, sprd=0.021]
Ep 023/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:15,  2.02it/s, loss=0.597, pair=0.001, adv=7.550, sprd=0.020]
Ep 023/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.13it/s, loss=0.597, pair=0.001, adv=7.550, sprd=0.020]
Ep 023/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:10,  2.13it/s, loss=0.681, pair=0.000, adv=7.557, sprd=0.026]
Ep 023/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:13,  2.05it/s, loss=0.681, pair=0.000, adv=7.557, sprd=0.026]
Ep 023/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:13,  2.05it/s, loss=0.563, pair=0.000, adv=7.614, sprd=0.014]
Ep 023/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:09,  2.15it/s, loss=0.563, pair=0.000, adv=7.614, sprd=0.014]
Ep 023/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:09,  2.15it/s, loss=0.610, pair=0.002, adv=6.937, sprd=0.026]
Ep 023/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:12,  2.04it/s, loss=0.610, pair=0.002, adv=6.937, sprd=0.026]
Ep 023/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:12,  2.04it/s, loss=1.364, pair=2.562, adv=3.092, sprd=0.031]
Ep 023/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=1.364, pair=2.562, adv=3.092, sprd=0.031]
Ep 023/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=0.589, pair=0.004, adv=5.846, sprd=0.017]
Ep 023/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:10,  2.07it/s, loss=0.589, pair=0.004, adv=5.846, sprd=0.017]
Ep 023/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:10,  2.07it/s, loss=0.617, pair=0.001, adv=6.171, sprd=0.019]
Ep 023/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:06,  2.19it/s, loss=0.617, pair=0.001, adv=6.171, sprd=0.019]
Ep 023/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:06,  2.19it/s, loss=0.592, pair=0.000, adv=9.118, sprd=0.018]
Ep 023/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:09,  2.08it/s, loss=0.592, pair=0.000, adv=9.118, sprd=0.018]
Ep 023/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:09,  2.08it/s, loss=0.620, pair=0.000, adv=5.480, sprd=0.023]
Ep 023/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.620, pair=0.000, adv=5.480, sprd=0.023]
Ep 023/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.601, pair=0.000, adv=7.595, sprd=0.013]
Ep 023/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:08,  2.07it/s, loss=0.601, pair=0.000, adv=7.595, sprd=0.013]
Ep 023/80 [S2:+mat]:  69%|█▎| 311/453 [02:35<01:08,  2.07it/s, loss=0.598, pair=0.000, adv=10.029, sprd=0.019]
Ep 023/80 [S2:+mat]:  69%|█▍| 312/453 [02:35<01:04,  2.17it/s, loss=0.598, pair=0.000, adv=10.029, sprd=0.019]
Ep 023/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.17it/s, loss=0.586, pair=0.002, adv=6.696, sprd=0.019]
Ep 023/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:07,  2.08it/s, loss=0.586, pair=0.002, adv=6.696, sprd=0.019]
Ep 023/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:07,  2.08it/s, loss=1.151, pair=1.852, adv=6.065, sprd=0.024]
Ep 023/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=1.151, pair=1.852, adv=6.065, sprd=0.024]
Ep 023/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=0.600, pair=0.001, adv=7.452, sprd=0.019]
Ep 023/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:06,  2.09it/s, loss=0.600, pair=0.001, adv=7.452, sprd=0.019]
Ep 023/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:06,  2.09it/s, loss=0.604, pair=0.005, adv=6.915, sprd=0.025]
Ep 023/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.15it/s, loss=0.604, pair=0.005, adv=6.915, sprd=0.025]
Ep 023/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.15it/s, loss=0.567, pair=0.001, adv=7.047, sprd=0.018]
Ep 023/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:06,  2.04it/s, loss=0.567, pair=0.001, adv=7.047, sprd=0.018]
Ep 023/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:06,  2.04it/s, loss=0.572, pair=0.002, adv=7.913, sprd=0.017]
Ep 023/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:02,  2.17it/s, loss=0.572, pair=0.002, adv=7.913, sprd=0.017]
Ep 023/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:02,  2.17it/s, loss=0.587, pair=0.006, adv=5.713, sprd=0.019]
Ep 023/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:04,  2.07it/s, loss=0.587, pair=0.006, adv=5.713, sprd=0.019]
Ep 023/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:04,  2.07it/s, loss=0.555, pair=0.001, adv=7.499, sprd=0.014]
Ep 023/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.17it/s, loss=0.555, pair=0.001, adv=7.499, sprd=0.014]
Ep 023/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.17it/s, loss=0.698, pair=0.001, adv=7.345, sprd=0.027]
Ep 023/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:03,  2.07it/s, loss=0.698, pair=0.001, adv=7.345, sprd=0.027]
Ep 023/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:03,  2.07it/s, loss=0.548, pair=0.006, adv=6.351, sprd=0.014]
Ep 023/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.16it/s, loss=0.548, pair=0.006, adv=6.351, sprd=0.014]
Ep 023/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.16it/s, loss=0.724, pair=0.273, adv=7.641, sprd=0.031]
Ep 023/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:04,  2.02it/s, loss=0.724, pair=0.273, adv=7.641, sprd=0.031]
Ep 023/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:04,  2.02it/s, loss=0.601, pair=0.001, adv=9.463, sprd=0.020]
Ep 023/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<01:00,  2.12it/s, loss=0.601, pair=0.001, adv=9.463, sprd=0.020]
Ep 023/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:00,  2.12it/s, loss=0.647, pair=0.000, adv=7.696, sprd=0.029]
Ep 023/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.04it/s, loss=0.647, pair=0.000, adv=7.696, sprd=0.029]
Ep 023/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.04it/s, loss=0.894, pair=1.108, adv=5.635, sprd=0.017]
Ep 023/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:59,  2.15it/s, loss=0.894, pair=1.108, adv=5.635, sprd=0.017]
Ep 023/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.15it/s, loss=0.547, pair=0.000, adv=5.705, sprd=0.012]
Ep 023/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.07it/s, loss=0.547, pair=0.000, adv=5.705, sprd=0.012]
Ep 023/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.07it/s, loss=0.586, pair=0.004, adv=7.481, sprd=0.016]
Ep 023/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:56,  2.20it/s, loss=0.586, pair=0.004, adv=7.481, sprd=0.016]
Ep 023/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:56,  2.20it/s, loss=0.596, pair=0.001, adv=4.187, sprd=0.021]
Ep 023/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.08it/s, loss=0.596, pair=0.001, adv=4.187, sprd=0.021]
Ep 023/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.08it/s, loss=0.575, pair=0.001, adv=5.004, sprd=0.018]
Ep 023/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:56,  2.19it/s, loss=0.575, pair=0.001, adv=5.004, sprd=0.018]
Ep 023/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.19it/s, loss=0.650, pair=0.001, adv=6.307, sprd=0.035]
Ep 023/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:03,  1.93it/s, loss=0.650, pair=0.001, adv=6.307, sprd=0.035]
Ep 023/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:03,  1.93it/s, loss=0.560, pair=0.006, adv=5.263, sprd=0.016]
Ep 023/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:58,  2.06it/s, loss=0.560, pair=0.006, adv=5.263, sprd=0.016]
Ep 023/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:58,  2.06it/s, loss=0.584, pair=0.012, adv=6.521, sprd=0.018]
Ep 023/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:59,  2.01it/s, loss=0.584, pair=0.012, adv=6.521, sprd=0.018]
Ep 023/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:59,  2.01it/s, loss=0.600, pair=0.009, adv=5.208, sprd=0.023]
Ep 023/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:56,  2.11it/s, loss=0.600, pair=0.009, adv=5.208, sprd=0.023]
Ep 023/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:56,  2.11it/s, loss=0.601, pair=0.001, adv=5.127, sprd=0.023]
Ep 023/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.05it/s, loss=0.601, pair=0.001, adv=5.127, sprd=0.023]
Ep 023/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.05it/s, loss=0.585, pair=0.000, adv=6.206, sprd=0.014]
Ep 023/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:53,  2.19it/s, loss=0.585, pair=0.000, adv=6.206, sprd=0.014]
Ep 023/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:53,  2.19it/s, loss=0.571, pair=0.000, adv=3.687, sprd=0.018]
Ep 023/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:55,  2.09it/s, loss=0.571, pair=0.000, adv=3.687, sprd=0.018]
Ep 023/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:55,  2.09it/s, loss=0.618, pair=0.001, adv=6.961, sprd=0.026]
Ep 023/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:53,  2.16it/s, loss=0.618, pair=0.001, adv=6.961, sprd=0.026]
Ep 023/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.16it/s, loss=0.602, pair=0.008, adv=4.748, sprd=0.020]
Ep 023/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:54,  2.10it/s, loss=0.602, pair=0.008, adv=4.748, sprd=0.020]
Ep 023/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:54,  2.10it/s, loss=1.010, pair=1.466, adv=8.064, sprd=0.019]
Ep 023/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:51,  2.18it/s, loss=1.010, pair=1.466, adv=8.064, sprd=0.019]
Ep 023/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:51,  2.18it/s, loss=0.617, pair=0.025, adv=4.828, sprd=0.022]
Ep 023/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:53,  2.08it/s, loss=0.617, pair=0.025, adv=4.828, sprd=0.022]
Ep 023/80 [S2:+mat]:  75%|█▌| 341/453 [02:49<00:53,  2.08it/s, loss=0.555, pair=0.005, adv=10.488, sprd=0.015]
Ep 023/80 [S2:+mat]:  75%|█▌| 342/453 [02:49<00:51,  2.14it/s, loss=0.555, pair=0.005, adv=10.488, sprd=0.015]
Ep 023/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.14it/s, loss=0.616, pair=0.013, adv=7.744, sprd=0.020]
Ep 023/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.01it/s, loss=0.616, pair=0.013, adv=7.744, sprd=0.020]
Ep 023/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.01it/s, loss=0.574, pair=0.002, adv=9.590, sprd=0.016]
Ep 023/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:50,  2.14it/s, loss=0.574, pair=0.002, adv=9.590, sprd=0.016]
Ep 023/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:50,  2.14it/s, loss=0.652, pair=0.001, adv=3.866, sprd=0.030]
Ep 023/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.07it/s, loss=0.652, pair=0.001, adv=3.866, sprd=0.030]
Ep 023/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.07it/s, loss=0.608, pair=0.004, adv=4.698, sprd=0.025]
Ep 023/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.15it/s, loss=0.608, pair=0.004, adv=4.698, sprd=0.025]
Ep 023/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.15it/s, loss=0.577, pair=0.006, adv=2.826, sprd=0.029]
Ep 023/80 [S2:+mat]:  77%|██▎| 347/453 [02:51<00:51,  2.06it/s, loss=0.577, pair=0.006, adv=2.826, sprd=0.029]
Ep 023/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.06it/s, loss=0.658, pair=0.002, adv=5.821, sprd=0.033]
Ep 023/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:49,  2.14it/s, loss=0.658, pair=0.002, adv=5.821, sprd=0.033]
Ep 023/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:49,  2.14it/s, loss=0.587, pair=0.005, adv=6.884, sprd=0.020]
Ep 023/80 [S2:+mat]:  77%|██▎| 349/453 [02:52<00:50,  2.04it/s, loss=0.587, pair=0.005, adv=6.884, sprd=0.020]
Ep 023/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.04it/s, loss=0.602, pair=0.012, adv=6.487, sprd=0.021]
Ep 023/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:48,  2.14it/s, loss=0.602, pair=0.012, adv=6.487, sprd=0.021]
Ep 023/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:48,  2.14it/s, loss=0.587, pair=0.015, adv=7.696, sprd=0.016]
Ep 023/80 [S2:+mat]:  77%|██▎| 351/453 [02:53<00:49,  2.08it/s, loss=0.587, pair=0.015, adv=7.696, sprd=0.016]
Ep 023/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.08it/s, loss=0.606, pair=0.000, adv=4.038, sprd=0.022]
Ep 023/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:46,  2.17it/s, loss=0.606, pair=0.000, adv=4.038, sprd=0.022]
Ep 023/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:46,  2.17it/s, loss=0.621, pair=0.005, adv=6.839, sprd=0.025]
Ep 023/80 [S2:+mat]:  78%|██▎| 353/453 [02:54<00:48,  2.07it/s, loss=0.621, pair=0.005, adv=6.839, sprd=0.025]
Ep 023/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.07it/s, loss=0.587, pair=0.003, adv=6.214, sprd=0.020]
Ep 023/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:45,  2.15it/s, loss=0.587, pair=0.003, adv=6.214, sprd=0.020]
Ep 023/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:45,  2.15it/s, loss=0.621, pair=0.000, adv=6.452, sprd=0.026]
Ep 023/80 [S2:+mat]:  78%|██▎| 355/453 [02:55<00:50,  1.95it/s, loss=0.621, pair=0.000, adv=6.452, sprd=0.026]
Ep 023/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:50,  1.95it/s, loss=0.606, pair=0.002, adv=6.681, sprd=0.021]
Ep 023/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:46,  2.09it/s, loss=0.606, pair=0.002, adv=6.681, sprd=0.021]
Ep 023/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:46,  2.09it/s, loss=0.660, pair=0.002, adv=7.067, sprd=0.021]
Ep 023/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:47,  2.01it/s, loss=0.660, pair=0.002, adv=7.067, sprd=0.021]
Ep 023/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:47,  2.01it/s, loss=0.628, pair=0.000, adv=6.248, sprd=0.022]
Ep 023/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.14it/s, loss=0.628, pair=0.000, adv=6.248, sprd=0.022]
Ep 023/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.14it/s, loss=0.883, pair=0.768, adv=8.254, sprd=0.023]
Ep 023/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:46,  2.02it/s, loss=0.883, pair=0.768, adv=8.254, sprd=0.023]
Ep 023/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:46,  2.02it/s, loss=0.615, pair=0.014, adv=6.391, sprd=0.019]
Ep 023/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.14it/s, loss=0.615, pair=0.014, adv=6.391, sprd=0.019]
Ep 023/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.14it/s, loss=0.624, pair=0.003, adv=3.568, sprd=0.030]
Ep 023/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:48,  1.91it/s, loss=0.624, pair=0.003, adv=3.568, sprd=0.030]
Ep 023/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:48,  1.91it/s, loss=0.568, pair=0.046, adv=4.667, sprd=0.014]
Ep 023/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:44,  2.04it/s, loss=0.568, pair=0.046, adv=4.667, sprd=0.014]
Ep 023/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:44,  2.04it/s, loss=0.607, pair=0.007, adv=5.015, sprd=0.022]
Ep 023/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:47,  1.91it/s, loss=0.607, pair=0.007, adv=5.015, sprd=0.022]
Ep 023/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:47,  1.91it/s, loss=0.582, pair=0.004, adv=5.448, sprd=0.018]
Ep 023/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:44,  2.00it/s, loss=0.582, pair=0.004, adv=5.448, sprd=0.018]
Ep 023/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:44,  2.00it/s, loss=0.598, pair=0.001, adv=4.803, sprd=0.024]
Ep 023/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:46,  1.88it/s, loss=0.598, pair=0.001, adv=4.803, sprd=0.024]
Ep 023/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:46,  1.88it/s, loss=0.632, pair=0.004, adv=5.957, sprd=0.028]
Ep 023/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:44,  1.96it/s, loss=0.632, pair=0.004, adv=5.957, sprd=0.028]
Ep 023/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:44,  1.96it/s, loss=0.573, pair=0.000, adv=6.056, sprd=0.017]
Ep 023/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:47,  1.82it/s, loss=0.573, pair=0.000, adv=6.056, sprd=0.017]
Ep 023/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:47,  1.82it/s, loss=0.555, pair=0.006, adv=4.841, sprd=0.012]
Ep 023/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:43,  1.97it/s, loss=0.555, pair=0.006, adv=4.841, sprd=0.012]
Ep 023/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:43,  1.97it/s, loss=0.657, pair=0.002, adv=5.435, sprd=0.032]
Ep 023/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:45,  1.84it/s, loss=0.657, pair=0.002, adv=5.435, sprd=0.032]
Ep 023/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:45,  1.84it/s, loss=0.574, pair=0.006, adv=4.201, sprd=0.017]
Ep 023/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:42,  1.95it/s, loss=0.574, pair=0.006, adv=4.201, sprd=0.017]
Ep 023/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:42,  1.95it/s, loss=0.609, pair=0.027, adv=3.956, sprd=0.021]
Ep 023/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:44,  1.85it/s, loss=0.609, pair=0.027, adv=3.956, sprd=0.021]
Ep 023/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:44,  1.85it/s, loss=0.655, pair=0.007, adv=5.394, sprd=0.035]
Ep 023/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:42,  1.92it/s, loss=0.655, pair=0.007, adv=5.394, sprd=0.035]
Ep 023/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:42,  1.92it/s, loss=0.627, pair=0.005, adv=5.220, sprd=0.030]
Ep 023/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:44,  1.80it/s, loss=0.627, pair=0.005, adv=5.220, sprd=0.030]
Ep 023/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:44,  1.80it/s, loss=0.602, pair=0.003, adv=4.324, sprd=0.025]
Ep 023/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:41,  1.91it/s, loss=0.602, pair=0.003, adv=4.324, sprd=0.025]
Ep 023/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:41,  1.91it/s, loss=0.576, pair=0.000, adv=5.918, sprd=0.021]
Ep 023/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:43,  1.80it/s, loss=0.576, pair=0.000, adv=5.918, sprd=0.021]
Ep 023/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:43,  1.80it/s, loss=0.610, pair=0.002, adv=4.372, sprd=0.022]
Ep 023/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:39,  1.93it/s, loss=0.610, pair=0.002, adv=4.372, sprd=0.022]
Ep 023/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:39,  1.93it/s, loss=0.649, pair=0.000, adv=5.525, sprd=0.029]
Ep 023/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:41,  1.83it/s, loss=0.649, pair=0.000, adv=5.525, sprd=0.029]
Ep 023/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:41,  1.83it/s, loss=0.584, pair=0.000, adv=6.435, sprd=0.021]
Ep 023/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:38,  1.93it/s, loss=0.584, pair=0.000, adv=6.435, sprd=0.021]
Ep 023/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:38,  1.93it/s, loss=0.610, pair=0.001, adv=4.878, sprd=0.026]
Ep 023/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:40,  1.81it/s, loss=0.610, pair=0.001, adv=4.878, sprd=0.026]
Ep 023/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:40,  1.81it/s, loss=0.591, pair=0.006, adv=5.686, sprd=0.019]
Ep 023/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:38,  1.92it/s, loss=0.591, pair=0.006, adv=5.686, sprd=0.019]
Ep 023/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:38,  1.92it/s, loss=0.610, pair=0.020, adv=3.930, sprd=0.020]
Ep 023/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:39,  1.84it/s, loss=0.610, pair=0.020, adv=3.930, sprd=0.020]
Ep 023/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:39,  1.84it/s, loss=0.608, pair=0.006, adv=6.258, sprd=0.022]
Ep 023/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:36,  1.94it/s, loss=0.608, pair=0.006, adv=6.258, sprd=0.022]
Ep 023/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:36,  1.94it/s, loss=0.567, pair=0.002, adv=4.780, sprd=0.017]
Ep 023/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:41,  1.70it/s, loss=0.567, pair=0.002, adv=4.780, sprd=0.017]
Ep 023/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:41,  1.70it/s, loss=0.645, pair=0.002, adv=4.359, sprd=0.033]
Ep 023/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:37,  1.82it/s, loss=0.645, pair=0.002, adv=4.359, sprd=0.033]
Ep 023/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:37,  1.82it/s, loss=0.574, pair=0.009, adv=3.152, sprd=0.021]
Ep 023/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:38,  1.78it/s, loss=0.574, pair=0.009, adv=3.152, sprd=0.021]
Ep 023/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:38,  1.78it/s, loss=0.635, pair=0.005, adv=5.043, sprd=0.028]
Ep 023/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:35,  1.90it/s, loss=0.635, pair=0.005, adv=5.043, sprd=0.028]
Ep 023/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:35,  1.90it/s, loss=0.560, pair=0.010, adv=5.731, sprd=0.014]
Ep 023/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:36,  1.80it/s, loss=0.560, pair=0.010, adv=5.731, sprd=0.014]
Ep 023/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:36,  1.80it/s, loss=0.614, pair=0.001, adv=3.841, sprd=0.026]
Ep 023/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:34,  1.91it/s, loss=0.614, pair=0.001, adv=3.841, sprd=0.026]
Ep 023/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:34,  1.91it/s, loss=0.633, pair=0.002, adv=6.257, sprd=0.031]
Ep 023/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:35,  1.79it/s, loss=0.633, pair=0.002, adv=6.257, sprd=0.031]
Ep 023/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:35,  1.79it/s, loss=0.586, pair=0.012, adv=7.249, sprd=0.021]
Ep 023/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:33,  1.91it/s, loss=0.586, pair=0.012, adv=7.249, sprd=0.021]
Ep 023/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:33,  1.91it/s, loss=0.599, pair=0.008, adv=6.404, sprd=0.023]
Ep 023/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:32,  1.90it/s, loss=0.599, pair=0.008, adv=6.404, sprd=0.023]
Ep 023/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:32,  1.90it/s, loss=0.559, pair=0.005, adv=6.874, sprd=0.017]
Ep 023/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:30,  2.02it/s, loss=0.559, pair=0.005, adv=6.874, sprd=0.017]
Ep 023/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:30,  2.02it/s, loss=0.582, pair=0.011, adv=4.289, sprd=0.020]
Ep 023/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:30,  1.99it/s, loss=0.582, pair=0.011, adv=4.289, sprd=0.020]
Ep 023/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:30,  1.99it/s, loss=0.555, pair=0.000, adv=7.116, sprd=0.013]
Ep 023/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.15it/s, loss=0.555, pair=0.000, adv=7.116, sprd=0.013]
Ep 023/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.15it/s, loss=0.592, pair=0.011, adv=6.808, sprd=0.022]
Ep 023/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:28,  2.03it/s, loss=0.592, pair=0.011, adv=6.808, sprd=0.022]
Ep 023/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:28,  2.03it/s, loss=0.579, pair=0.010, adv=4.988, sprd=0.018]
Ep 023/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.15it/s, loss=0.579, pair=0.010, adv=4.988, sprd=0.018]
Ep 023/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.15it/s, loss=0.618, pair=0.005, adv=5.372, sprd=0.028]
Ep 023/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.04it/s, loss=0.618, pair=0.005, adv=5.372, sprd=0.028]
Ep 023/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:27,  2.04it/s, loss=0.587, pair=0.003, adv=7.237, sprd=0.023]
Ep 023/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.11it/s, loss=0.587, pair=0.003, adv=7.237, sprd=0.023]
Ep 023/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.11it/s, loss=0.687, pair=0.001, adv=5.601, sprd=0.028]
Ep 023/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.01it/s, loss=0.687, pair=0.001, adv=5.601, sprd=0.028]
Ep 023/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:26,  2.01it/s, loss=0.621, pair=0.000, adv=6.062, sprd=0.029]
Ep 023/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.09it/s, loss=0.621, pair=0.000, adv=6.062, sprd=0.029]
Ep 023/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.09it/s, loss=0.611, pair=0.021, adv=4.967, sprd=0.021]
Ep 023/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.05it/s, loss=0.611, pair=0.021, adv=4.967, sprd=0.021]
Ep 023/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:25,  2.05it/s, loss=0.575, pair=0.041, adv=5.458, sprd=0.017]
Ep 023/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.16it/s, loss=0.575, pair=0.041, adv=5.458, sprd=0.017]
Ep 023/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.16it/s, loss=0.569, pair=0.060, adv=6.061, sprd=0.012]
Ep 023/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:23,  2.11it/s, loss=0.569, pair=0.060, adv=6.061, sprd=0.012]
Ep 023/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:23,  2.11it/s, loss=0.593, pair=0.015, adv=4.827, sprd=0.020]
Ep 023/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:22,  2.20it/s, loss=0.593, pair=0.015, adv=4.827, sprd=0.020]
Ep 023/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.20it/s, loss=0.600, pair=0.011, adv=5.663, sprd=0.021]
Ep 023/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:22,  2.10it/s, loss=0.600, pair=0.011, adv=5.663, sprd=0.021]
Ep 023/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:22,  2.10it/s, loss=0.610, pair=0.006, adv=5.173, sprd=0.019]
Ep 023/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:21,  2.24it/s, loss=0.610, pair=0.006, adv=5.173, sprd=0.019]
Ep 023/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.24it/s, loss=0.632, pair=0.004, adv=6.178, sprd=0.031]
Ep 023/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.07it/s, loss=0.632, pair=0.004, adv=6.178, sprd=0.031]
Ep 023/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.07it/s, loss=0.600, pair=0.005, adv=6.529, sprd=0.026]
Ep 023/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:21,  2.12it/s, loss=0.600, pair=0.005, adv=6.529, sprd=0.026]
Ep 023/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:21,  2.12it/s, loss=0.593, pair=0.015, adv=6.110, sprd=0.020]
Ep 023/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.04it/s, loss=0.593, pair=0.015, adv=6.110, sprd=0.020]
Ep 023/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.04it/s, loss=0.639, pair=0.010, adv=4.291, sprd=0.026]
Ep 023/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:19,  2.16it/s, loss=0.639, pair=0.010, adv=4.291, sprd=0.026]
Ep 023/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.16it/s, loss=0.685, pair=0.016, adv=4.609, sprd=0.023]
Ep 023/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:21,  1.97it/s, loss=0.685, pair=0.016, adv=4.609, sprd=0.023]
Ep 023/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:21,  1.97it/s, loss=0.603, pair=0.024, adv=6.043, sprd=0.020]
Ep 023/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:19,  2.11it/s, loss=0.603, pair=0.024, adv=6.043, sprd=0.020]
Ep 023/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:19,  2.11it/s, loss=0.628, pair=0.023, adv=4.961, sprd=0.021]
Ep 023/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.06it/s, loss=0.628, pair=0.023, adv=4.961, sprd=0.021]
Ep 023/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.06it/s, loss=0.580, pair=0.014, adv=4.721, sprd=0.018]
Ep 023/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:17,  2.18it/s, loss=0.580, pair=0.014, adv=4.721, sprd=0.018]
Ep 023/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:17,  2.18it/s, loss=0.602, pair=0.000, adv=5.266, sprd=0.018]
Ep 023/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:17,  2.14it/s, loss=0.602, pair=0.000, adv=5.266, sprd=0.018]
Ep 023/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:17,  2.14it/s, loss=0.641, pair=0.009, adv=5.009, sprd=0.030]
Ep 023/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:16,  2.19it/s, loss=0.641, pair=0.009, adv=5.009, sprd=0.030]
Ep 023/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:16,  2.19it/s, loss=0.613, pair=0.013, adv=4.516, sprd=0.025]
Ep 023/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.08it/s, loss=0.613, pair=0.013, adv=4.516, sprd=0.025]
Ep 023/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.08it/s, loss=0.592, pair=0.010, adv=3.994, sprd=0.020]
Ep 023/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:15,  2.19it/s, loss=0.592, pair=0.010, adv=3.994, sprd=0.020]
Ep 023/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:15,  2.19it/s, loss=0.580, pair=0.012, adv=4.754, sprd=0.017]
Ep 023/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.12it/s, loss=0.580, pair=0.012, adv=4.754, sprd=0.017]
Ep 023/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.12it/s, loss=0.611, pair=0.015, adv=5.174, sprd=0.021]
Ep 023/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:14,  2.23it/s, loss=0.611, pair=0.015, adv=5.174, sprd=0.021]
Ep 023/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:14,  2.23it/s, loss=0.639, pair=0.001, adv=6.006, sprd=0.018]
Ep 023/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:14,  2.14it/s, loss=0.639, pair=0.001, adv=6.006, sprd=0.018]
Ep 023/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:14,  2.14it/s, loss=0.632, pair=0.000, adv=4.757, sprd=0.028]
Ep 023/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.21it/s, loss=0.632, pair=0.000, adv=4.757, sprd=0.028]
Ep 023/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.21it/s, loss=0.566, pair=0.006, adv=9.119, sprd=0.018]
Ep 023/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:14,  2.10it/s, loss=0.566, pair=0.006, adv=9.119, sprd=0.018]
Ep 023/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.10it/s, loss=0.591, pair=0.004, adv=5.320, sprd=0.018]
Ep 023/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.21it/s, loss=0.591, pair=0.004, adv=5.320, sprd=0.018]
Ep 023/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.21it/s, loss=0.562, pair=0.002, adv=8.377, sprd=0.016]
Ep 023/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:13,  2.09it/s, loss=0.562, pair=0.002, adv=8.377, sprd=0.016]
Ep 023/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.09it/s, loss=0.619, pair=0.001, adv=6.887, sprd=0.023]
Ep 023/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.18it/s, loss=0.619, pair=0.001, adv=6.887, sprd=0.023]
Ep 023/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.18it/s, loss=0.573, pair=0.001, adv=4.235, sprd=0.016]
Ep 023/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:12,  2.11it/s, loss=0.573, pair=0.001, adv=4.235, sprd=0.016]
Ep 023/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.11it/s, loss=0.588, pair=0.002, adv=7.635, sprd=0.017]
Ep 023/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.22it/s, loss=0.588, pair=0.002, adv=7.635, sprd=0.017]
Ep 023/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.22it/s, loss=0.589, pair=0.002, adv=5.485, sprd=0.022]
Ep 023/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:11,  2.11it/s, loss=0.589, pair=0.002, adv=5.485, sprd=0.022]
Ep 023/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.11it/s, loss=0.602, pair=0.002, adv=6.641, sprd=0.025]
Ep 023/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.17it/s, loss=0.602, pair=0.002, adv=6.641, sprd=0.025]
Ep 023/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.17it/s, loss=0.612, pair=0.003, adv=4.984, sprd=0.023]
Ep 023/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:10,  2.07it/s, loss=0.612, pair=0.003, adv=4.984, sprd=0.023]
Ep 023/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.07it/s, loss=0.598, pair=0.005, adv=8.616, sprd=0.022]
Ep 023/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.13it/s, loss=0.598, pair=0.005, adv=8.616, sprd=0.022]
Ep 023/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.13it/s, loss=0.592, pair=0.007, adv=4.692, sprd=0.021]
Ep 023/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:09,  2.06it/s, loss=0.592, pair=0.007, adv=4.692, sprd=0.021]
Ep 023/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.06it/s, loss=0.590, pair=0.004, adv=3.865, sprd=0.021]
Ep 023/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.16it/s, loss=0.590, pair=0.004, adv=3.865, sprd=0.021]
Ep 023/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.16it/s, loss=0.594, pair=0.010, adv=5.393, sprd=0.018]
Ep 023/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:08,  2.09it/s, loss=0.594, pair=0.010, adv=5.393, sprd=0.018]
Ep 023/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:08,  2.09it/s, loss=0.614, pair=0.006, adv=7.974, sprd=0.026]
Ep 023/80 [S2:+mat]:  96%|██▉| 436/453 [03:35<00:07,  2.17it/s, loss=0.614, pair=0.006, adv=7.974, sprd=0.026]
Ep 023/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.17it/s, loss=0.627, pair=0.005, adv=5.748, sprd=0.024]
Ep 023/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.08it/s, loss=0.627, pair=0.005, adv=5.748, sprd=0.024]
Ep 023/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.08it/s, loss=0.641, pair=0.005, adv=6.121, sprd=0.031]
Ep 023/80 [S2:+mat]:  97%|██▉| 438/453 [03:36<00:07,  2.14it/s, loss=0.641, pair=0.005, adv=6.121, sprd=0.031]
Ep 023/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  2.14it/s, loss=0.584, pair=0.005, adv=4.974, sprd=0.020]
Ep 023/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.06it/s, loss=0.584, pair=0.005, adv=4.974, sprd=0.020]
Ep 023/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.06it/s, loss=1.394, pair=2.686, adv=4.269, sprd=0.021]
Ep 023/80 [S2:+mat]:  97%|██▉| 440/453 [03:37<00:06,  2.17it/s, loss=1.394, pair=2.686, adv=4.269, sprd=0.021]
Ep 023/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.17it/s, loss=0.603, pair=0.007, adv=7.902, sprd=0.017]
Ep 023/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:06,  1.99it/s, loss=0.603, pair=0.007, adv=7.902, sprd=0.017]
Ep 023/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:06,  1.99it/s, loss=0.580, pair=0.004, adv=6.789, sprd=0.015]
Ep 023/80 [S2:+mat]:  98%|██▉| 442/453 [03:38<00:05,  2.15it/s, loss=0.580, pair=0.004, adv=6.789, sprd=0.015]
Ep 023/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.15it/s, loss=0.599, pair=0.001, adv=6.444, sprd=0.019]
Ep 023/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.08it/s, loss=0.599, pair=0.001, adv=6.444, sprd=0.019]
Ep 023/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.08it/s, loss=0.548, pair=0.008, adv=5.143, sprd=0.013]
Ep 023/80 [S2:+mat]:  98%|██▉| 444/453 [03:39<00:04,  2.19it/s, loss=0.548, pair=0.008, adv=5.143, sprd=0.013]
Ep 023/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.19it/s, loss=0.608, pair=0.011, adv=4.947, sprd=0.020]
Ep 023/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.10it/s, loss=0.608, pair=0.011, adv=4.947, sprd=0.020]
Ep 023/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.10it/s, loss=0.646, pair=0.006, adv=5.278, sprd=0.032]
Ep 023/80 [S2:+mat]:  98%|██▉| 446/453 [03:40<00:03,  2.17it/s, loss=0.646, pair=0.006, adv=5.278, sprd=0.032]
Ep 023/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.17it/s, loss=0.581, pair=0.006, adv=7.366, sprd=0.020]
Ep 023/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.04it/s, loss=0.581, pair=0.006, adv=7.366, sprd=0.020]
Ep 023/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.04it/s, loss=0.604, pair=0.003, adv=5.536, sprd=0.025]
Ep 023/80 [S2:+mat]:  99%|██▉| 448/453 [03:41<00:02,  2.12it/s, loss=0.604, pair=0.003, adv=5.536, sprd=0.025]
Ep 023/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.12it/s, loss=0.659, pair=0.013, adv=5.048, sprd=0.033]
Ep 023/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.02it/s, loss=0.659, pair=0.013, adv=5.048, sprd=0.033]
Ep 023/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.02it/s, loss=0.593, pair=0.003, adv=7.016, sprd=0.019]
Ep 023/80 [S2:+mat]:  99%|██▉| 450/453 [03:42<00:01,  2.15it/s, loss=0.593, pair=0.003, adv=7.016, sprd=0.019]
Ep 023/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.15it/s, loss=0.615, pair=0.009, adv=5.349, sprd=0.022]
Ep 023/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.10it/s, loss=0.615, pair=0.009, adv=5.349, sprd=0.022]
Ep 023/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.10it/s, loss=0.586, pair=0.003, adv=5.220, sprd=0.017]
Ep 023/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  2.21it/s, loss=0.586, pair=0.003, adv=5.220, sprd=0.017]
Ep 023/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.21it/s, loss=0.595, pair=0.012, adv=5.903, sprd=0.020]
Ep 023/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.11it/s, loss=0.595, pair=0.012, adv=5.903, sprd=0.020]
                                                                                                              
Epoch 023/80 [S2:+mat]  loss=0.6167  mat=0.2615  sens=1.0780  pair=0.0422  adv=5.8215(rand=3.47)  deg=0.0052  orth=0.0059  spread=0.0215  q_mean=52.4  q_std=19.1  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=8.33e-05  224s

Ep 024/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 024/80 [S2:+mat]:   0%|             | 0/453 [00:00<?, ?it/s, loss=0.607, pair=0.014, adv=3.857, sprd=0.020]
Ep 024/80 [S2:+mat]:   0%|     | 1/453 [00:00<06:49,  1.10it/s, loss=0.607, pair=0.014, adv=3.857, sprd=0.020]
Ep 024/80 [S2:+mat]:   0%|     | 1/453 [00:01<06:49,  1.10it/s, loss=0.612, pair=0.005, adv=6.940, sprd=0.025]
Ep 024/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:42,  1.60it/s, loss=0.612, pair=0.005, adv=6.940, sprd=0.025]
Ep 024/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:42,  1.60it/s, loss=0.623, pair=0.002, adv=4.797, sprd=0.026]
Ep 024/80 [S2:+mat]:   1%|     | 3/453 [00:01<04:28,  1.68it/s, loss=0.623, pair=0.002, adv=4.797, sprd=0.026]
Ep 024/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:28,  1.68it/s, loss=0.572, pair=0.004, adv=6.579, sprd=0.019]
Ep 024/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:56,  1.90it/s, loss=0.572, pair=0.004, adv=6.579, sprd=0.019]
Ep 024/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:56,  1.90it/s, loss=0.647, pair=0.007, adv=5.218, sprd=0.018]
Ep 024/80 [S2:+mat]:   1%|     | 5/453 [00:02<03:55,  1.90it/s, loss=0.647, pair=0.007, adv=5.218, sprd=0.018]
Ep 024/80 [S2:+mat]:   1%|     | 5/453 [00:03<03:55,  1.90it/s, loss=0.616, pair=0.000, adv=6.421, sprd=0.022]
Ep 024/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:40,  2.02it/s, loss=0.616, pair=0.000, adv=6.421, sprd=0.022]
Ep 024/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:40,  2.02it/s, loss=0.593, pair=0.005, adv=4.246, sprd=0.018]
Ep 024/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:54,  1.91it/s, loss=0.593, pair=0.005, adv=4.246, sprd=0.018]
Ep 024/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:54,  1.91it/s, loss=0.592, pair=0.000, adv=7.190, sprd=0.024]
Ep 024/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:45,  1.97it/s, loss=0.592, pair=0.000, adv=7.190, sprd=0.024]
Ep 024/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:45,  1.97it/s, loss=0.634, pair=0.000, adv=8.350, sprd=0.026]
Ep 024/80 [S2:+mat]:   2%|     | 9/453 [00:04<04:06,  1.80it/s, loss=0.634, pair=0.000, adv=8.350, sprd=0.026]
Ep 024/80 [S2:+mat]:   2%|     | 9/453 [00:05<04:06,  1.80it/s, loss=0.549, pair=0.009, adv=7.571, sprd=0.013]
Ep 024/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:49,  1.93it/s, loss=0.549, pair=0.009, adv=7.571, sprd=0.013]
Ep 024/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:49,  1.93it/s, loss=0.586, pair=0.001, adv=8.121, sprd=0.021]
Ep 024/80 [S2:+mat]:   2%|    | 11/453 [00:06<04:21,  1.69it/s, loss=0.586, pair=0.001, adv=8.121, sprd=0.021]
Ep 024/80 [S2:+mat]:   2%|    | 11/453 [00:06<04:21,  1.69it/s, loss=0.578, pair=0.000, adv=5.867, sprd=0.018]
Ep 024/80 [S2:+mat]:   3%|    | 12/453 [00:06<04:00,  1.83it/s, loss=0.578, pair=0.000, adv=5.867, sprd=0.018]
Ep 024/80 [S2:+mat]:   3%|    | 12/453 [00:07<04:00,  1.83it/s, loss=0.622, pair=0.006, adv=4.890, sprd=0.026]
Ep 024/80 [S2:+mat]:   3%|    | 13/453 [00:07<04:12,  1.74it/s, loss=0.622, pair=0.006, adv=4.890, sprd=0.026]
Ep 024/80 [S2:+mat]:   3%|    | 13/453 [00:07<04:12,  1.74it/s, loss=0.607, pair=0.017, adv=6.130, sprd=0.026]
Ep 024/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:57,  1.85it/s, loss=0.607, pair=0.017, adv=6.130, sprd=0.026]
Ep 024/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:57,  1.85it/s, loss=0.610, pair=0.013, adv=6.917, sprd=0.025]
Ep 024/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<04:07,  1.77it/s, loss=0.610, pair=0.013, adv=6.917, sprd=0.025]
Ep 024/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<04:07,  1.77it/s, loss=0.591, pair=0.008, adv=6.148, sprd=0.019]
Ep 024/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:50,  1.90it/s, loss=0.591, pair=0.008, adv=6.148, sprd=0.019]
Ep 024/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:50,  1.90it/s, loss=0.583, pair=0.005, adv=7.717, sprd=0.019]
Ep 024/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<04:02,  1.80it/s, loss=0.583, pair=0.005, adv=7.717, sprd=0.019]
Ep 024/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<04:02,  1.80it/s, loss=0.626, pair=0.010, adv=6.394, sprd=0.027]
Ep 024/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:49,  1.90it/s, loss=0.626, pair=0.010, adv=6.394, sprd=0.027]
Ep 024/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:49,  1.90it/s, loss=0.621, pair=0.005, adv=5.910, sprd=0.027]
Ep 024/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<04:00,  1.81it/s, loss=0.621, pair=0.005, adv=5.910, sprd=0.027]
Ep 024/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<04:00,  1.81it/s, loss=0.577, pair=0.003, adv=8.499, sprd=0.021]
Ep 024/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:46,  1.91it/s, loss=0.577, pair=0.003, adv=8.499, sprd=0.021]
Ep 024/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:46,  1.91it/s, loss=0.620, pair=0.007, adv=6.283, sprd=0.020]
Ep 024/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:54,  1.84it/s, loss=0.620, pair=0.007, adv=6.283, sprd=0.020]
Ep 024/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:54,  1.84it/s, loss=0.607, pair=0.006, adv=5.639, sprd=0.023]
Ep 024/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:41,  1.95it/s, loss=0.607, pair=0.006, adv=5.639, sprd=0.023]
Ep 024/80 [S2:+mat]:   5%|▏   | 22/453 [00:12<03:41,  1.95it/s, loss=0.605, pair=0.015, adv=4.877, sprd=0.021]
Ep 024/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:52,  1.85it/s, loss=0.605, pair=0.015, adv=4.877, sprd=0.021]
Ep 024/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<03:52,  1.85it/s, loss=0.573, pair=0.009, adv=6.618, sprd=0.015]
Ep 024/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:37,  1.98it/s, loss=0.573, pair=0.009, adv=6.618, sprd=0.015]
Ep 024/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:37,  1.98it/s, loss=0.574, pair=0.002, adv=6.243, sprd=0.019]
Ep 024/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:51,  1.85it/s, loss=0.574, pair=0.002, adv=6.243, sprd=0.019]
Ep 024/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<03:51,  1.85it/s, loss=0.602, pair=0.002, adv=6.820, sprd=0.021]
Ep 024/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:38,  1.96it/s, loss=0.602, pair=0.002, adv=6.820, sprd=0.021]
Ep 024/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:38,  1.96it/s, loss=0.794, pair=0.697, adv=4.337, sprd=0.019]
Ep 024/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:51,  1.84it/s, loss=0.794, pair=0.697, adv=4.337, sprd=0.019]
Ep 024/80 [S2:+mat]:   6%|▏   | 27/453 [00:15<03:51,  1.84it/s, loss=0.568, pair=0.001, adv=6.806, sprd=0.016]
Ep 024/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:37,  1.95it/s, loss=0.568, pair=0.001, adv=6.806, sprd=0.016]
Ep 024/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:37,  1.95it/s, loss=0.638, pair=0.005, adv=5.931, sprd=0.028]
Ep 024/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:51,  1.83it/s, loss=0.638, pair=0.005, adv=5.931, sprd=0.028]
Ep 024/80 [S2:+mat]:   6%|▎   | 29/453 [00:16<03:51,  1.83it/s, loss=0.574, pair=0.002, adv=5.628, sprd=0.015]
Ep 024/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:34,  1.97it/s, loss=0.574, pair=0.002, adv=5.628, sprd=0.015]
Ep 024/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:34,  1.97it/s, loss=0.659, pair=0.010, adv=6.356, sprd=0.032]
Ep 024/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:50,  1.83it/s, loss=0.659, pair=0.010, adv=6.356, sprd=0.032]
Ep 024/80 [S2:+mat]:   7%|▎   | 31/453 [00:17<03:50,  1.83it/s, loss=0.601, pair=0.005, adv=6.179, sprd=0.023]
Ep 024/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:37,  1.94it/s, loss=0.601, pair=0.005, adv=6.179, sprd=0.023]
Ep 024/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:37,  1.94it/s, loss=0.608, pair=0.001, adv=8.190, sprd=0.021]
Ep 024/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:47,  1.84it/s, loss=0.608, pair=0.001, adv=8.190, sprd=0.021]
Ep 024/80 [S2:+mat]:   7%|▎   | 33/453 [00:18<03:47,  1.84it/s, loss=0.592, pair=0.004, adv=7.512, sprd=0.019]
Ep 024/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:34,  1.96it/s, loss=0.592, pair=0.004, adv=7.512, sprd=0.019]
Ep 024/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:34,  1.96it/s, loss=0.584, pair=0.004, adv=4.225, sprd=0.019]
Ep 024/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:37,  1.92it/s, loss=0.584, pair=0.004, adv=4.225, sprd=0.019]
Ep 024/80 [S2:+mat]:   8%|▎   | 35/453 [00:19<03:37,  1.92it/s, loss=0.623, pair=0.003, adv=6.641, sprd=0.023]
Ep 024/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:22,  2.06it/s, loss=0.623, pair=0.003, adv=6.641, sprd=0.023]
Ep 024/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:22,  2.06it/s, loss=0.648, pair=0.003, adv=7.358, sprd=0.030]
Ep 024/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:28,  1.99it/s, loss=0.648, pair=0.003, adv=7.358, sprd=0.030]
Ep 024/80 [S2:+mat]:   8%|▎   | 37/453 [00:20<03:28,  1.99it/s, loss=0.579, pair=0.003, adv=8.295, sprd=0.017]
Ep 024/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:16,  2.12it/s, loss=0.579, pair=0.003, adv=8.295, sprd=0.017]
Ep 024/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:16,  2.12it/s, loss=0.575, pair=0.004, adv=6.328, sprd=0.016]
Ep 024/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:32,  1.95it/s, loss=0.575, pair=0.004, adv=6.328, sprd=0.016]
Ep 024/80 [S2:+mat]:   9%|▎   | 39/453 [00:21<03:32,  1.95it/s, loss=0.601, pair=0.002, adv=8.527, sprd=0.020]
Ep 024/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:18,  2.08it/s, loss=0.601, pair=0.002, adv=8.527, sprd=0.020]
Ep 024/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:18,  2.08it/s, loss=0.609, pair=0.001, adv=7.955, sprd=0.027]
Ep 024/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:26,  2.00it/s, loss=0.609, pair=0.001, adv=7.955, sprd=0.027]
Ep 024/80 [S2:+mat]:   9%|▎   | 41/453 [00:22<03:26,  2.00it/s, loss=0.587, pair=0.003, adv=7.745, sprd=0.018]
Ep 024/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:13,  2.12it/s, loss=0.587, pair=0.003, adv=7.745, sprd=0.018]
Ep 024/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:13,  2.12it/s, loss=0.616, pair=0.027, adv=5.482, sprd=0.018]
Ep 024/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:15,  2.10it/s, loss=0.616, pair=0.027, adv=5.482, sprd=0.018]
Ep 024/80 [S2:+mat]:   9%|▍   | 43/453 [00:23<03:15,  2.10it/s, loss=0.596, pair=0.000, adv=6.159, sprd=0.024]
Ep 024/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:09,  2.16it/s, loss=0.596, pair=0.000, adv=6.159, sprd=0.024]
Ep 024/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:09,  2.16it/s, loss=0.568, pair=0.004, adv=7.247, sprd=0.014]
Ep 024/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:15,  2.09it/s, loss=0.568, pair=0.004, adv=7.247, sprd=0.014]
Ep 024/80 [S2:+mat]:  10%|▍   | 45/453 [00:24<03:15,  2.09it/s, loss=0.604, pair=0.003, adv=8.124, sprd=0.021]
Ep 024/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:07,  2.17it/s, loss=0.604, pair=0.003, adv=8.124, sprd=0.021]
Ep 024/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:07,  2.17it/s, loss=0.590, pair=0.014, adv=5.671, sprd=0.020]
Ep 024/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:16,  2.07it/s, loss=0.590, pair=0.014, adv=5.671, sprd=0.020]
Ep 024/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:16,  2.07it/s, loss=0.607, pair=0.000, adv=4.714, sprd=0.020]
Ep 024/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:05,  2.18it/s, loss=0.607, pair=0.000, adv=4.714, sprd=0.020]
Ep 024/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:05,  2.18it/s, loss=0.600, pair=0.000, adv=5.529, sprd=0.020]
Ep 024/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:13,  2.09it/s, loss=0.600, pair=0.000, adv=5.529, sprd=0.020]
Ep 024/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:13,  2.09it/s, loss=0.601, pair=0.008, adv=4.276, sprd=0.019]
Ep 024/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:03,  2.20it/s, loss=0.601, pair=0.008, adv=4.276, sprd=0.019]
Ep 024/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:03,  2.20it/s, loss=0.632, pair=0.002, adv=6.643, sprd=0.026]
Ep 024/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:13,  2.08it/s, loss=0.632, pair=0.002, adv=6.643, sprd=0.026]
Ep 024/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:13,  2.08it/s, loss=0.615, pair=0.003, adv=4.211, sprd=0.026]
Ep 024/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:05,  2.16it/s, loss=0.615, pair=0.003, adv=4.211, sprd=0.026]
Ep 024/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:05,  2.16it/s, loss=0.603, pair=0.004, adv=7.758, sprd=0.023]
Ep 024/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:14,  2.05it/s, loss=0.603, pair=0.004, adv=7.758, sprd=0.023]
Ep 024/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:14,  2.05it/s, loss=0.655, pair=0.012, adv=6.640, sprd=0.035]
Ep 024/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:08,  2.12it/s, loss=0.655, pair=0.012, adv=6.640, sprd=0.035]
Ep 024/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:08,  2.12it/s, loss=0.616, pair=0.003, adv=4.504, sprd=0.023]
Ep 024/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:19,  1.99it/s, loss=0.616, pair=0.003, adv=4.504, sprd=0.023]
Ep 024/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:19,  1.99it/s, loss=0.587, pair=0.002, adv=5.798, sprd=0.021]
Ep 024/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:09,  2.10it/s, loss=0.587, pair=0.002, adv=5.798, sprd=0.021]
Ep 024/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:09,  2.10it/s, loss=0.594, pair=0.004, adv=6.119, sprd=0.020]
Ep 024/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:13,  2.05it/s, loss=0.594, pair=0.004, adv=6.119, sprd=0.020]
Ep 024/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:13,  2.05it/s, loss=0.576, pair=0.000, adv=6.917, sprd=0.017]
Ep 024/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:02,  2.16it/s, loss=0.576, pair=0.000, adv=6.917, sprd=0.017]
Ep 024/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:02,  2.16it/s, loss=0.622, pair=0.000, adv=5.905, sprd=0.027]
Ep 024/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:10,  2.07it/s, loss=0.622, pair=0.000, adv=5.905, sprd=0.027]
Ep 024/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:10,  2.07it/s, loss=0.600, pair=0.000, adv=6.125, sprd=0.023]
Ep 024/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:02,  2.15it/s, loss=0.600, pair=0.000, adv=6.125, sprd=0.023]
Ep 024/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:02,  2.15it/s, loss=0.651, pair=0.000, adv=6.365, sprd=0.018]
Ep 024/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:07,  2.09it/s, loss=0.651, pair=0.000, adv=6.365, sprd=0.018]
Ep 024/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:07,  2.09it/s, loss=0.577, pair=0.003, adv=6.001, sprd=0.020]
Ep 024/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:01,  2.16it/s, loss=0.577, pair=0.003, adv=6.001, sprd=0.020]
Ep 024/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:01,  2.16it/s, loss=0.658, pair=0.006, adv=6.250, sprd=0.017]
Ep 024/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:04,  2.12it/s, loss=0.658, pair=0.006, adv=6.250, sprd=0.017]
Ep 024/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:04,  2.12it/s, loss=0.572, pair=0.005, adv=3.955, sprd=0.018]
Ep 024/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:55,  2.21it/s, loss=0.572, pair=0.005, adv=3.955, sprd=0.018]
Ep 024/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<02:55,  2.21it/s, loss=0.578, pair=0.006, adv=6.140, sprd=0.019]
Ep 024/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:05,  2.10it/s, loss=0.578, pair=0.006, adv=6.140, sprd=0.019]
Ep 024/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:05,  2.10it/s, loss=0.542, pair=0.002, adv=7.837, sprd=0.012]
Ep 024/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:55,  2.21it/s, loss=0.542, pair=0.002, adv=7.837, sprd=0.012]
Ep 024/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<02:55,  2.21it/s, loss=0.584, pair=0.006, adv=5.870, sprd=0.020]
Ep 024/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:16,  1.96it/s, loss=0.584, pair=0.006, adv=5.870, sprd=0.020]
Ep 024/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:16,  1.96it/s, loss=0.578, pair=0.002, adv=7.567, sprd=0.019]
Ep 024/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:04,  2.09it/s, loss=0.578, pair=0.002, adv=7.567, sprd=0.019]
Ep 024/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:04,  2.09it/s, loss=0.600, pair=0.007, adv=6.509, sprd=0.021]
Ep 024/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:10,  2.01it/s, loss=0.600, pair=0.007, adv=6.509, sprd=0.021]
Ep 024/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:10,  2.01it/s, loss=0.637, pair=0.000, adv=6.963, sprd=0.030]
Ep 024/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:02,  2.10it/s, loss=0.637, pair=0.000, adv=6.963, sprd=0.030]
Ep 024/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:02,  2.10it/s, loss=0.621, pair=0.001, adv=6.627, sprd=0.024]
Ep 024/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:08,  2.03it/s, loss=0.621, pair=0.001, adv=6.627, sprd=0.024]
Ep 024/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:08,  2.03it/s, loss=0.587, pair=0.003, adv=7.925, sprd=0.019]
Ep 024/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:57,  2.14it/s, loss=0.587, pair=0.003, adv=7.925, sprd=0.019]
Ep 024/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:57,  2.14it/s, loss=0.589, pair=0.005, adv=4.579, sprd=0.021]
Ep 024/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:04,  2.06it/s, loss=0.589, pair=0.005, adv=4.579, sprd=0.021]
Ep 024/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:04,  2.06it/s, loss=0.658, pair=0.002, adv=6.432, sprd=0.032]
Ep 024/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:57,  2.14it/s, loss=0.658, pair=0.002, adv=6.432, sprd=0.032]
Ep 024/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:57,  2.14it/s, loss=0.618, pair=0.004, adv=6.219, sprd=0.025]
Ep 024/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:07,  2.01it/s, loss=0.618, pair=0.004, adv=6.219, sprd=0.025]
Ep 024/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:07,  2.01it/s, loss=0.567, pair=0.005, adv=6.797, sprd=0.018]
Ep 024/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:59,  2.10it/s, loss=0.567, pair=0.005, adv=6.797, sprd=0.018]
Ep 024/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:59,  2.10it/s, loss=0.585, pair=0.001, adv=5.476, sprd=0.020]
Ep 024/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:03,  2.05it/s, loss=0.585, pair=0.001, adv=5.476, sprd=0.020]
Ep 024/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:03,  2.05it/s, loss=0.624, pair=0.003, adv=6.721, sprd=0.026]
Ep 024/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:55,  2.14it/s, loss=0.624, pair=0.003, adv=6.721, sprd=0.026]
Ep 024/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:55,  2.14it/s, loss=0.581, pair=0.003, adv=5.290, sprd=0.020]
Ep 024/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:02,  2.05it/s, loss=0.581, pair=0.003, adv=5.290, sprd=0.020]
Ep 024/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:02,  2.05it/s, loss=0.611, pair=0.009, adv=5.311, sprd=0.022]
Ep 024/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:52,  2.16it/s, loss=0.611, pair=0.009, adv=5.311, sprd=0.022]
Ep 024/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:52,  2.16it/s, loss=0.645, pair=0.001, adv=5.540, sprd=0.028]
Ep 024/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<02:59,  2.07it/s, loss=0.645, pair=0.001, adv=5.540, sprd=0.028]
Ep 024/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:59,  2.07it/s, loss=0.542, pair=0.006, adv=4.656, sprd=0.011]
Ep 024/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:48,  2.20it/s, loss=0.542, pair=0.006, adv=4.656, sprd=0.011]
Ep 024/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:48,  2.20it/s, loss=0.613, pair=0.004, adv=6.512, sprd=0.024]
Ep 024/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<02:57,  2.09it/s, loss=0.613, pair=0.004, adv=6.512, sprd=0.024]
Ep 024/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<02:57,  2.09it/s, loss=0.612, pair=0.000, adv=4.502, sprd=0.022]
Ep 024/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:48,  2.19it/s, loss=0.612, pair=0.000, adv=4.502, sprd=0.022]
Ep 024/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:48,  2.19it/s, loss=0.593, pair=0.008, adv=5.022, sprd=0.021]
Ep 024/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<02:56,  2.08it/s, loss=0.593, pair=0.008, adv=5.022, sprd=0.021]
Ep 024/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<02:56,  2.08it/s, loss=0.591, pair=0.002, adv=6.278, sprd=0.017]
Ep 024/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:47,  2.19it/s, loss=0.591, pair=0.002, adv=6.278, sprd=0.017]
Ep 024/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:47,  2.19it/s, loss=0.600, pair=0.003, adv=6.239, sprd=0.020]
Ep 024/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:54,  2.09it/s, loss=0.600, pair=0.003, adv=6.239, sprd=0.020]
Ep 024/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:54,  2.09it/s, loss=0.630, pair=0.005, adv=3.543, sprd=0.030]
Ep 024/80 [S2:+mat]:  19%|▊   | 88/453 [00:43<02:48,  2.16it/s, loss=0.630, pair=0.005, adv=3.543, sprd=0.030]
Ep 024/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:48,  2.16it/s, loss=1.868, pair=4.195, adv=5.691, sprd=0.021]
Ep 024/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:53,  2.10it/s, loss=1.868, pair=4.195, adv=5.691, sprd=0.021]
Ep 024/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:53,  2.10it/s, loss=0.569, pair=0.001, adv=4.062, sprd=0.015]
Ep 024/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<02:41,  2.25it/s, loss=0.569, pair=0.001, adv=4.062, sprd=0.015]
Ep 024/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:41,  2.25it/s, loss=0.663, pair=0.001, adv=5.204, sprd=0.033]
Ep 024/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:52,  2.10it/s, loss=0.663, pair=0.001, adv=5.204, sprd=0.033]
Ep 024/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:52,  2.10it/s, loss=0.582, pair=0.011, adv=6.197, sprd=0.018]
Ep 024/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<02:44,  2.19it/s, loss=0.582, pair=0.011, adv=6.197, sprd=0.018]
Ep 024/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:44,  2.19it/s, loss=0.625, pair=0.009, adv=4.810, sprd=0.016]
Ep 024/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:51,  2.10it/s, loss=0.625, pair=0.009, adv=4.810, sprd=0.016]
Ep 024/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:51,  2.10it/s, loss=0.573, pair=0.002, adv=7.343, sprd=0.019]
Ep 024/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<02:45,  2.17it/s, loss=0.573, pair=0.002, adv=7.343, sprd=0.019]
Ep 024/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:45,  2.17it/s, loss=0.616, pair=0.001, adv=6.682, sprd=0.029]
Ep 024/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:57,  2.02it/s, loss=0.616, pair=0.001, adv=6.682, sprd=0.029]
Ep 024/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:57,  2.02it/s, loss=0.578, pair=0.001, adv=4.852, sprd=0.015]
Ep 024/80 [S2:+mat]:  21%|▊   | 96/453 [00:47<02:45,  2.15it/s, loss=0.578, pair=0.001, adv=4.852, sprd=0.015]
Ep 024/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:45,  2.15it/s, loss=0.596, pair=0.002, adv=5.371, sprd=0.018]
Ep 024/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:02,  1.96it/s, loss=0.596, pair=0.002, adv=5.371, sprd=0.018]
Ep 024/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:02,  1.96it/s, loss=0.613, pair=0.002, adv=7.150, sprd=0.023]
Ep 024/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<02:51,  2.08it/s, loss=0.613, pair=0.002, adv=7.150, sprd=0.023]
Ep 024/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:51,  2.08it/s, loss=0.667, pair=0.254, adv=9.359, sprd=0.021]
Ep 024/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:55,  2.02it/s, loss=0.667, pair=0.254, adv=9.359, sprd=0.021]
Ep 024/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:55,  2.02it/s, loss=0.564, pair=0.005, adv=5.602, sprd=0.015]
Ep 024/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:44,  2.14it/s, loss=0.564, pair=0.005, adv=5.602, sprd=0.015]
Ep 024/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:44,  2.14it/s, loss=0.642, pair=0.005, adv=6.700, sprd=0.027]
Ep 024/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:49,  2.08it/s, loss=0.642, pair=0.005, adv=6.700, sprd=0.027]
Ep 024/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:49,  2.08it/s, loss=0.597, pair=0.011, adv=6.307, sprd=0.019]
Ep 024/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:40,  2.19it/s, loss=0.597, pair=0.011, adv=6.307, sprd=0.019]
Ep 024/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:40,  2.19it/s, loss=0.565, pair=0.012, adv=6.868, sprd=0.016]
Ep 024/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:48,  2.08it/s, loss=0.565, pair=0.012, adv=6.868, sprd=0.016]
Ep 024/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:48,  2.08it/s, loss=0.635, pair=0.009, adv=4.496, sprd=0.027]
Ep 024/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:40,  2.18it/s, loss=0.635, pair=0.009, adv=4.496, sprd=0.027]
Ep 024/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:40,  2.18it/s, loss=0.599, pair=0.004, adv=8.642, sprd=0.024]
Ep 024/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.599, pair=0.004, adv=8.642, sprd=0.024]
Ep 024/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.597, pair=0.003, adv=6.098, sprd=0.017]
Ep 024/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:40,  2.17it/s, loss=0.597, pair=0.003, adv=6.098, sprd=0.017]
Ep 024/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:40,  2.17it/s, loss=0.580, pair=0.001, adv=3.968, sprd=0.017]
Ep 024/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:52,  2.01it/s, loss=0.580, pair=0.001, adv=3.968, sprd=0.017]
Ep 024/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:52,  2.01it/s, loss=0.612, pair=0.000, adv=7.322, sprd=0.025]
Ep 024/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:47,  2.06it/s, loss=0.612, pair=0.000, adv=7.322, sprd=0.025]
Ep 024/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:47,  2.06it/s, loss=0.588, pair=0.000, adv=6.060, sprd=0.019]
Ep 024/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<03:02,  1.89it/s, loss=0.588, pair=0.000, adv=6.060, sprd=0.019]
Ep 024/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<03:02,  1.89it/s, loss=0.598, pair=0.000, adv=8.791, sprd=0.022]
Ep 024/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:52,  1.99it/s, loss=0.598, pair=0.000, adv=8.791, sprd=0.022]
Ep 024/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:52,  1.99it/s, loss=0.574, pair=0.001, adv=4.127, sprd=0.015]
Ep 024/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<03:00,  1.89it/s, loss=0.574, pair=0.001, adv=4.127, sprd=0.015]
Ep 024/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<03:00,  1.89it/s, loss=0.584, pair=0.004, adv=6.535, sprd=0.020]
Ep 024/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:52,  1.98it/s, loss=0.584, pair=0.004, adv=6.535, sprd=0.020]
Ep 024/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:52,  1.98it/s, loss=0.589, pair=0.005, adv=5.842, sprd=0.014]
Ep 024/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:58,  1.91it/s, loss=0.589, pair=0.005, adv=5.842, sprd=0.014]
Ep 024/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:58,  1.91it/s, loss=0.576, pair=0.006, adv=8.568, sprd=0.016]
Ep 024/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:49,  2.00it/s, loss=0.576, pair=0.006, adv=8.568, sprd=0.016]
Ep 024/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:49,  2.00it/s, loss=0.571, pair=0.001, adv=5.483, sprd=0.017]
Ep 024/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<03:00,  1.87it/s, loss=0.571, pair=0.001, adv=5.483, sprd=0.017]
Ep 024/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<03:00,  1.87it/s, loss=0.572, pair=0.001, adv=7.131, sprd=0.016]
Ep 024/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:50,  1.98it/s, loss=0.572, pair=0.001, adv=7.131, sprd=0.016]
Ep 024/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:50,  1.98it/s, loss=0.618, pair=0.000, adv=6.826, sprd=0.028]
Ep 024/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<03:03,  1.83it/s, loss=0.618, pair=0.000, adv=6.826, sprd=0.028]
Ep 024/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<03:03,  1.83it/s, loss=0.622, pair=0.001, adv=4.667, sprd=0.025]
Ep 024/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:51,  1.95it/s, loss=0.622, pair=0.001, adv=4.667, sprd=0.025]
Ep 024/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:51,  1.95it/s, loss=0.595, pair=0.000, adv=4.663, sprd=0.016]
Ep 024/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:56,  1.89it/s, loss=0.595, pair=0.000, adv=4.663, sprd=0.016]
Ep 024/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:56,  1.89it/s, loss=0.654, pair=0.067, adv=8.407, sprd=0.028]
Ep 024/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:48,  1.97it/s, loss=0.654, pair=0.067, adv=8.407, sprd=0.028]
Ep 024/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:48,  1.97it/s, loss=0.584, pair=0.001, adv=8.946, sprd=0.020]
Ep 024/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<03:14,  1.70it/s, loss=0.584, pair=0.001, adv=8.946, sprd=0.020]
Ep 024/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<03:14,  1.70it/s, loss=0.607, pair=0.000, adv=8.557, sprd=0.025]
Ep 024/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<03:01,  1.83it/s, loss=0.607, pair=0.000, adv=8.557, sprd=0.025]
Ep 024/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<03:01,  1.83it/s, loss=0.598, pair=0.001, adv=8.091, sprd=0.022]
Ep 024/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<03:05,  1.78it/s, loss=0.598, pair=0.001, adv=8.091, sprd=0.022]
Ep 024/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<03:05,  1.78it/s, loss=0.623, pair=0.000, adv=5.809, sprd=0.026]
Ep 024/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:53,  1.90it/s, loss=0.623, pair=0.000, adv=5.809, sprd=0.026]
Ep 024/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:53,  1.90it/s, loss=0.618, pair=0.000, adv=7.940, sprd=0.020]
Ep 024/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:59,  1.82it/s, loss=0.618, pair=0.000, adv=7.940, sprd=0.020]
Ep 024/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:59,  1.82it/s, loss=0.594, pair=0.003, adv=4.868, sprd=0.022]
Ep 024/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:49,  1.93it/s, loss=0.594, pair=0.003, adv=4.868, sprd=0.022]
Ep 024/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:49,  1.93it/s, loss=0.802, pair=0.898, adv=2.794, sprd=0.019]
Ep 024/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:55,  1.86it/s, loss=0.802, pair=0.898, adv=2.794, sprd=0.019]
Ep 024/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:55,  1.86it/s, loss=0.615, pair=0.005, adv=4.573, sprd=0.024]
Ep 024/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:46,  1.95it/s, loss=0.615, pair=0.005, adv=4.573, sprd=0.024]
Ep 024/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:46,  1.95it/s, loss=0.588, pair=0.001, adv=7.864, sprd=0.019]
Ep 024/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:56,  1.83it/s, loss=0.588, pair=0.001, adv=7.864, sprd=0.019]
Ep 024/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:56,  1.83it/s, loss=0.612, pair=0.002, adv=5.875, sprd=0.023]
Ep 024/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:47,  1.93it/s, loss=0.612, pair=0.002, adv=5.875, sprd=0.023]
Ep 024/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:47,  1.93it/s, loss=0.588, pair=0.000, adv=7.210, sprd=0.021]
Ep 024/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:56,  1.83it/s, loss=0.588, pair=0.000, adv=7.210, sprd=0.021]
Ep 024/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:56,  1.83it/s, loss=0.628, pair=0.000, adv=5.354, sprd=0.030]
Ep 024/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:47,  1.92it/s, loss=0.628, pair=0.000, adv=5.354, sprd=0.030]
Ep 024/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:47,  1.92it/s, loss=0.618, pair=0.002, adv=4.894, sprd=0.023]
Ep 024/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:57,  1.80it/s, loss=0.618, pair=0.002, adv=4.894, sprd=0.023]
Ep 024/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:57,  1.80it/s, loss=0.623, pair=0.003, adv=6.371, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:46,  1.91it/s, loss=0.623, pair=0.003, adv=6.371, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:46,  1.91it/s, loss=0.631, pair=0.001, adv=6.536, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:47,  1.89it/s, loss=0.631, pair=0.001, adv=6.536, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:47,  1.89it/s, loss=0.607, pair=0.001, adv=8.287, sprd=0.019]
Ep 024/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:34,  2.05it/s, loss=0.607, pair=0.001, adv=8.287, sprd=0.019]
Ep 024/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:34,  2.05it/s, loss=0.609, pair=0.005, adv=5.785, sprd=0.021]
Ep 024/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:36,  2.02it/s, loss=0.609, pair=0.005, adv=5.785, sprd=0.021]
Ep 024/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:36,  2.02it/s, loss=0.616, pair=0.000, adv=6.982, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:28,  2.12it/s, loss=0.616, pair=0.000, adv=6.982, sprd=0.025]
Ep 024/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:28,  2.12it/s, loss=0.596, pair=0.000, adv=6.417, sprd=0.018]
Ep 024/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:31,  2.07it/s, loss=0.596, pair=0.000, adv=6.417, sprd=0.018]
Ep 024/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:31,  2.07it/s, loss=0.581, pair=0.000, adv=6.972, sprd=0.020]
Ep 024/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:25,  2.15it/s, loss=0.581, pair=0.000, adv=6.972, sprd=0.020]
Ep 024/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:25,  2.15it/s, loss=0.604, pair=0.000, adv=6.845, sprd=0.021]
Ep 024/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:32,  2.04it/s, loss=0.604, pair=0.000, adv=6.845, sprd=0.021]
Ep 024/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:32,  2.04it/s, loss=0.577, pair=0.004, adv=3.278, sprd=0.020]
Ep 024/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:23,  2.17it/s, loss=0.577, pair=0.004, adv=3.278, sprd=0.020]
Ep 024/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:23,  2.17it/s, loss=0.617, pair=0.001, adv=4.599, sprd=0.024]
Ep 024/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:28,  2.09it/s, loss=0.617, pair=0.001, adv=4.599, sprd=0.024]
Ep 024/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:28,  2.09it/s, loss=0.611, pair=0.005, adv=9.065, sprd=0.024]
Ep 024/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:22,  2.17it/s, loss=0.611, pair=0.005, adv=9.065, sprd=0.024]
Ep 024/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:22,  2.17it/s, loss=0.606, pair=0.003, adv=4.485, sprd=0.019]
Ep 024/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:26,  2.10it/s, loss=0.606, pair=0.003, adv=4.485, sprd=0.019]
Ep 024/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:26,  2.10it/s, loss=0.611, pair=0.000, adv=5.490, sprd=0.023]
Ep 024/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:20,  2.19it/s, loss=0.611, pair=0.000, adv=5.490, sprd=0.023]
Ep 024/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:20,  2.19it/s, loss=0.579, pair=0.002, adv=4.639, sprd=0.019]
Ep 024/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:29,  2.05it/s, loss=0.579, pair=0.002, adv=4.639, sprd=0.019]
Ep 024/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:29,  2.05it/s, loss=0.560, pair=0.000, adv=5.395, sprd=0.017]
Ep 024/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:21,  2.16it/s, loss=0.560, pair=0.000, adv=5.395, sprd=0.017]
Ep 024/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:21,  2.16it/s, loss=0.569, pair=0.001, adv=5.922, sprd=0.017]
Ep 024/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:35,  1.95it/s, loss=0.569, pair=0.001, adv=5.922, sprd=0.017]
Ep 024/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:35,  1.95it/s, loss=0.576, pair=0.002, adv=8.595, sprd=0.019]
Ep 024/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:27,  2.06it/s, loss=0.576, pair=0.002, adv=8.595, sprd=0.019]
Ep 024/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:27,  2.06it/s, loss=0.602, pair=0.002, adv=5.704, sprd=0.024]
Ep 024/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:31,  1.99it/s, loss=0.602, pair=0.002, adv=5.704, sprd=0.024]
Ep 024/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:31,  1.99it/s, loss=0.578, pair=0.002, adv=5.864, sprd=0.018]
Ep 024/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:22,  2.11it/s, loss=0.578, pair=0.002, adv=5.864, sprd=0.018]
Ep 024/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:22,  2.11it/s, loss=0.649, pair=0.001, adv=5.364, sprd=0.036]
Ep 024/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:30,  1.99it/s, loss=0.649, pair=0.001, adv=5.364, sprd=0.036]
Ep 024/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:30,  1.99it/s, loss=0.615, pair=0.001, adv=8.722, sprd=0.024]
Ep 024/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:23,  2.09it/s, loss=0.615, pair=0.001, adv=8.722, sprd=0.024]
Ep 024/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:23,  2.09it/s, loss=0.562, pair=0.001, adv=7.838, sprd=0.016]
Ep 024/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:27,  2.01it/s, loss=0.562, pair=0.001, adv=7.838, sprd=0.016]
Ep 024/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:27,  2.01it/s, loss=0.595, pair=0.002, adv=6.267, sprd=0.019]
Ep 024/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:19,  2.13it/s, loss=0.595, pair=0.002, adv=6.267, sprd=0.019]
Ep 024/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:19,  2.13it/s, loss=0.604, pair=0.002, adv=7.324, sprd=0.022]
Ep 024/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:27,  2.01it/s, loss=0.604, pair=0.002, adv=7.324, sprd=0.022]
Ep 024/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:27,  2.01it/s, loss=0.588, pair=0.001, adv=8.842, sprd=0.020]
Ep 024/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:19,  2.11it/s, loss=0.588, pair=0.001, adv=8.842, sprd=0.020]
Ep 024/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:19,  2.11it/s, loss=0.632, pair=0.001, adv=3.340, sprd=0.031]
Ep 024/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:25,  2.02it/s, loss=0.632, pair=0.001, adv=3.340, sprd=0.031]
Ep 024/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:25,  2.02it/s, loss=0.581, pair=0.012, adv=8.186, sprd=0.019]
Ep 024/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:18,  2.11it/s, loss=0.581, pair=0.012, adv=8.186, sprd=0.019]
Ep 024/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:18,  2.11it/s, loss=0.628, pair=0.026, adv=5.944, sprd=0.012]
Ep 024/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:20,  2.07it/s, loss=0.628, pair=0.026, adv=5.944, sprd=0.012]
Ep 024/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:20,  2.07it/s, loss=0.591, pair=0.006, adv=6.723, sprd=0.018]
Ep 024/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:13,  2.19it/s, loss=0.591, pair=0.006, adv=6.723, sprd=0.018]
Ep 024/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:13,  2.19it/s, loss=0.585, pair=0.003, adv=6.295, sprd=0.018]
Ep 024/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:19,  2.08it/s, loss=0.585, pair=0.003, adv=6.295, sprd=0.018]
Ep 024/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:19,  2.08it/s, loss=0.604, pair=0.002, adv=6.300, sprd=0.020]
Ep 024/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:12,  2.19it/s, loss=0.604, pair=0.002, adv=6.300, sprd=0.020]
Ep 024/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:12,  2.19it/s, loss=0.582, pair=0.001, adv=7.747, sprd=0.020]
Ep 024/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:18,  2.08it/s, loss=0.582, pair=0.001, adv=7.747, sprd=0.020]
Ep 024/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:18,  2.08it/s, loss=0.622, pair=0.011, adv=4.793, sprd=0.025]
Ep 024/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:12,  2.17it/s, loss=0.622, pair=0.011, adv=4.793, sprd=0.025]
Ep 024/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:12,  2.17it/s, loss=0.597, pair=0.009, adv=7.963, sprd=0.020]
Ep 024/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:19,  2.06it/s, loss=0.597, pair=0.009, adv=7.963, sprd=0.020]
Ep 024/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:19,  2.06it/s, loss=0.628, pair=0.007, adv=6.908, sprd=0.026]
Ep 024/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:13,  2.14it/s, loss=0.628, pair=0.007, adv=6.908, sprd=0.026]
Ep 024/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:13,  2.14it/s, loss=0.585, pair=0.025, adv=6.952, sprd=0.016]
Ep 024/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:19,  2.04it/s, loss=0.585, pair=0.025, adv=6.952, sprd=0.016]
Ep 024/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:19,  2.04it/s, loss=0.554, pair=0.010, adv=6.953, sprd=0.014]
Ep 024/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:11,  2.15it/s, loss=0.554, pair=0.010, adv=6.953, sprd=0.014]
Ep 024/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:11,  2.15it/s, loss=0.605, pair=0.000, adv=5.114, sprd=0.021]
Ep 024/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:14,  2.09it/s, loss=0.605, pair=0.000, adv=5.114, sprd=0.021]
Ep 024/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:14,  2.09it/s, loss=0.583, pair=0.003, adv=4.511, sprd=0.021]
Ep 024/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:09,  2.17it/s, loss=0.583, pair=0.003, adv=4.511, sprd=0.021]
Ep 024/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:09,  2.17it/s, loss=0.649, pair=0.002, adv=5.922, sprd=0.029]
Ep 024/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:15,  2.07it/s, loss=0.649, pair=0.002, adv=5.922, sprd=0.029]
Ep 024/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:15,  2.07it/s, loss=0.589, pair=0.002, adv=7.845, sprd=0.016]
Ep 024/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:06,  2.20it/s, loss=0.589, pair=0.002, adv=7.845, sprd=0.016]
Ep 024/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:06,  2.20it/s, loss=0.585, pair=0.001, adv=5.882, sprd=0.020]
Ep 024/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:12,  2.10it/s, loss=0.585, pair=0.001, adv=5.882, sprd=0.020]
Ep 024/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:12,  2.10it/s, loss=0.650, pair=0.000, adv=3.651, sprd=0.032]
Ep 024/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:07,  2.17it/s, loss=0.650, pair=0.000, adv=3.651, sprd=0.032]
Ep 024/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:07,  2.17it/s, loss=0.591, pair=0.000, adv=7.173, sprd=0.020]
Ep 024/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:20,  1.96it/s, loss=0.591, pair=0.000, adv=7.173, sprd=0.020]
Ep 024/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:20,  1.96it/s, loss=0.568, pair=0.004, adv=9.557, sprd=0.012]
Ep 024/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:09,  2.12it/s, loss=0.568, pair=0.004, adv=9.557, sprd=0.012]
Ep 024/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:09,  2.12it/s, loss=1.311, pair=2.404, adv=9.642, sprd=0.022]
Ep 024/80 [S2:+mat]:  40%|█▏ | 179/453 [01:28<02:14,  2.04it/s, loss=1.311, pair=2.404, adv=9.642, sprd=0.022]
Ep 024/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:14,  2.04it/s, loss=0.598, pair=0.000, adv=8.447, sprd=0.019]
Ep 024/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:06,  2.16it/s, loss=0.598, pair=0.000, adv=8.447, sprd=0.019]
Ep 024/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:06,  2.16it/s, loss=0.599, pair=0.003, adv=6.253, sprd=0.021]
Ep 024/80 [S2:+mat]:  40%|█▏ | 181/453 [01:29<02:12,  2.05it/s, loss=0.599, pair=0.003, adv=6.253, sprd=0.021]
Ep 024/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.590, pair=0.000, adv=4.103, sprd=0.020]
Ep 024/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:05,  2.17it/s, loss=0.590, pair=0.000, adv=4.103, sprd=0.020]
Ep 024/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:05,  2.17it/s, loss=0.612, pair=0.000, adv=5.289, sprd=0.023]
Ep 024/80 [S2:+mat]:  40%|█▏ | 183/453 [01:30<02:09,  2.08it/s, loss=0.612, pair=0.000, adv=5.289, sprd=0.023]
Ep 024/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.574, pair=0.007, adv=6.291, sprd=0.015]
Ep 024/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:03,  2.18it/s, loss=0.574, pair=0.007, adv=6.291, sprd=0.015]
Ep 024/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:03,  2.18it/s, loss=0.587, pair=0.003, adv=5.290, sprd=0.021]
Ep 024/80 [S2:+mat]:  41%|█▏ | 185/453 [01:31<02:07,  2.10it/s, loss=0.587, pair=0.003, adv=5.290, sprd=0.021]
Ep 024/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:07,  2.10it/s, loss=0.588, pair=0.002, adv=8.406, sprd=0.018]
Ep 024/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:01,  2.20it/s, loss=0.588, pair=0.002, adv=8.406, sprd=0.018]
Ep 024/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:01,  2.20it/s, loss=0.658, pair=0.006, adv=4.356, sprd=0.018]
Ep 024/80 [S2:+mat]:  41%|█▏ | 187/453 [01:32<02:03,  2.15it/s, loss=0.658, pair=0.006, adv=4.356, sprd=0.018]
Ep 024/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:03,  2.15it/s, loss=0.582, pair=0.003, adv=5.872, sprd=0.020]
Ep 024/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<01:59,  2.22it/s, loss=0.582, pair=0.003, adv=5.872, sprd=0.020]
Ep 024/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<01:59,  2.22it/s, loss=0.546, pair=0.004, adv=8.067, sprd=0.012]
Ep 024/80 [S2:+mat]:  42%|█▎ | 189/453 [01:33<02:04,  2.12it/s, loss=0.546, pair=0.004, adv=8.067, sprd=0.012]
Ep 024/80 [S2:+mat]:  42%|█▎ | 189/453 [01:33<02:04,  2.12it/s, loss=0.597, pair=0.002, adv=7.127, sprd=0.019]
Ep 024/80 [S2:+mat]:  42%|█▎ | 190/453 [01:33<01:59,  2.21it/s, loss=0.597, pair=0.002, adv=7.127, sprd=0.019]
Ep 024/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<01:59,  2.21it/s, loss=0.622, pair=0.034, adv=5.822, sprd=0.025]
Ep 024/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:04,  2.10it/s, loss=0.622, pair=0.034, adv=5.822, sprd=0.025]
Ep 024/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:04,  2.10it/s, loss=0.610, pair=0.004, adv=6.933, sprd=0.022]
Ep 024/80 [S2:+mat]:  42%|█▎ | 192/453 [01:34<01:59,  2.19it/s, loss=0.610, pair=0.004, adv=6.933, sprd=0.022]
Ep 024/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<01:59,  2.19it/s, loss=0.639, pair=0.004, adv=7.709, sprd=0.028]
Ep 024/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:05,  2.07it/s, loss=0.639, pair=0.004, adv=7.709, sprd=0.028]
Ep 024/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:05,  2.07it/s, loss=0.567, pair=0.033, adv=7.406, sprd=0.013]
Ep 024/80 [S2:+mat]:  43%|█▎ | 194/453 [01:35<01:58,  2.19it/s, loss=0.567, pair=0.033, adv=7.406, sprd=0.013]
Ep 024/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:58,  2.19it/s, loss=0.584, pair=0.021, adv=6.692, sprd=0.016]
Ep 024/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:04,  2.08it/s, loss=0.584, pair=0.021, adv=6.692, sprd=0.016]
Ep 024/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:04,  2.08it/s, loss=0.636, pair=0.013, adv=5.316, sprd=0.024]
Ep 024/80 [S2:+mat]:  43%|█▎ | 196/453 [01:36<01:57,  2.19it/s, loss=0.636, pair=0.013, adv=5.316, sprd=0.024]
Ep 024/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:57,  2.19it/s, loss=0.595, pair=0.007, adv=8.015, sprd=0.017]
Ep 024/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:01,  2.10it/s, loss=0.595, pair=0.007, adv=8.015, sprd=0.017]
Ep 024/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:01,  2.10it/s, loss=0.590, pair=0.003, adv=6.122, sprd=0.018]
Ep 024/80 [S2:+mat]:  44%|█▎ | 198/453 [01:37<01:55,  2.20it/s, loss=0.590, pair=0.003, adv=6.122, sprd=0.018]
Ep 024/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:55,  2.20it/s, loss=0.600, pair=0.006, adv=4.396, sprd=0.023]
Ep 024/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<02:00,  2.10it/s, loss=0.600, pair=0.006, adv=4.396, sprd=0.023]
Ep 024/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<02:00,  2.10it/s, loss=0.572, pair=0.008, adv=6.001, sprd=0.020]
Ep 024/80 [S2:+mat]:  44%|█▎ | 200/453 [01:38<01:56,  2.16it/s, loss=0.572, pair=0.008, adv=6.001, sprd=0.020]
Ep 024/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:56,  2.16it/s, loss=0.577, pair=0.048, adv=7.546, sprd=0.015]
Ep 024/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<01:59,  2.10it/s, loss=0.577, pair=0.048, adv=7.546, sprd=0.015]
Ep 024/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<01:59,  2.10it/s, loss=0.637, pair=0.015, adv=5.716, sprd=0.027]
Ep 024/80 [S2:+mat]:  45%|█▎ | 202/453 [01:39<01:54,  2.19it/s, loss=0.637, pair=0.015, adv=5.716, sprd=0.027]
Ep 024/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:54,  2.19it/s, loss=0.551, pair=0.013, adv=6.099, sprd=0.014]
Ep 024/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<01:59,  2.09it/s, loss=0.551, pair=0.013, adv=6.099, sprd=0.014]
Ep 024/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<01:59,  2.09it/s, loss=0.638, pair=0.014, adv=5.861, sprd=0.028]
Ep 024/80 [S2:+mat]:  45%|█▎ | 204/453 [01:40<01:55,  2.16it/s, loss=0.638, pair=0.014, adv=5.861, sprd=0.028]
Ep 024/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.16it/s, loss=0.578, pair=0.020, adv=7.885, sprd=0.015]
Ep 024/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<01:58,  2.09it/s, loss=0.578, pair=0.020, adv=7.885, sprd=0.015]
Ep 024/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<01:58,  2.09it/s, loss=0.570, pair=0.015, adv=5.579, sprd=0.016]
Ep 024/80 [S2:+mat]:  45%|█▎ | 206/453 [01:41<01:53,  2.18it/s, loss=0.570, pair=0.015, adv=5.579, sprd=0.016]
Ep 024/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:53,  2.18it/s, loss=0.619, pair=0.003, adv=4.211, sprd=0.022]
Ep 024/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<02:14,  1.83it/s, loss=0.619, pair=0.003, adv=4.211, sprd=0.022]
Ep 024/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<02:14,  1.83it/s, loss=0.614, pair=0.001, adv=5.615, sprd=0.025]
Ep 024/80 [S2:+mat]:  46%|█▍ | 208/453 [01:42<02:07,  1.93it/s, loss=0.614, pair=0.001, adv=5.615, sprd=0.025]
Ep 024/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<02:07,  1.93it/s, loss=1.279, pair=2.291, adv=7.107, sprd=0.020]
Ep 024/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<02:13,  1.82it/s, loss=1.279, pair=2.291, adv=7.107, sprd=0.020]
Ep 024/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<02:13,  1.82it/s, loss=0.566, pair=0.016, adv=7.265, sprd=0.016]
Ep 024/80 [S2:+mat]:  46%|█▍ | 210/453 [01:43<02:05,  1.93it/s, loss=0.566, pair=0.016, adv=7.265, sprd=0.016]
Ep 024/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<02:05,  1.93it/s, loss=1.373, pair=2.562, adv=5.598, sprd=0.019]
Ep 024/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<02:11,  1.85it/s, loss=1.373, pair=2.562, adv=5.598, sprd=0.019]
Ep 024/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<02:11,  1.85it/s, loss=0.653, pair=0.010, adv=4.673, sprd=0.032]
Ep 024/80 [S2:+mat]:  47%|█▍ | 212/453 [01:44<02:04,  1.94it/s, loss=0.653, pair=0.010, adv=4.673, sprd=0.032]
Ep 024/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<02:04,  1.94it/s, loss=0.648, pair=0.001, adv=5.011, sprd=0.031]
Ep 024/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<02:13,  1.80it/s, loss=0.648, pair=0.001, adv=5.011, sprd=0.031]
Ep 024/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<02:13,  1.80it/s, loss=0.614, pair=0.012, adv=6.270, sprd=0.023]
Ep 024/80 [S2:+mat]:  47%|█▍ | 214/453 [01:45<02:04,  1.92it/s, loss=0.614, pair=0.012, adv=6.270, sprd=0.023]
Ep 024/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<02:04,  1.92it/s, loss=0.596, pair=0.007, adv=5.220, sprd=0.020]
Ep 024/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<02:10,  1.82it/s, loss=0.596, pair=0.007, adv=5.220, sprd=0.020]
Ep 024/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<02:10,  1.82it/s, loss=0.596, pair=0.001, adv=5.761, sprd=0.021]
Ep 024/80 [S2:+mat]:  48%|█▍ | 216/453 [01:46<02:03,  1.92it/s, loss=0.596, pair=0.001, adv=5.761, sprd=0.021]
Ep 024/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<02:03,  1.92it/s, loss=0.587, pair=0.000, adv=6.355, sprd=0.023]
Ep 024/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<02:11,  1.79it/s, loss=0.587, pair=0.000, adv=6.355, sprd=0.023]
Ep 024/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<02:11,  1.79it/s, loss=0.574, pair=0.000, adv=8.012, sprd=0.019]
Ep 024/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<02:03,  1.90it/s, loss=0.574, pair=0.000, adv=8.012, sprd=0.019]
Ep 024/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<02:03,  1.90it/s, loss=0.647, pair=0.004, adv=6.012, sprd=0.021]
Ep 024/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<02:08,  1.82it/s, loss=0.647, pair=0.004, adv=6.012, sprd=0.021]
Ep 024/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:08,  1.82it/s, loss=0.597, pair=0.000, adv=6.094, sprd=0.026]
Ep 024/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<02:02,  1.90it/s, loss=0.597, pair=0.000, adv=6.094, sprd=0.026]
Ep 024/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<02:02,  1.90it/s, loss=0.603, pair=0.013, adv=7.644, sprd=0.019]
Ep 024/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<02:06,  1.83it/s, loss=0.603, pair=0.013, adv=7.644, sprd=0.019]
Ep 024/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:06,  1.83it/s, loss=0.615, pair=0.008, adv=6.192, sprd=0.026]
Ep 024/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<02:00,  1.92it/s, loss=0.615, pair=0.008, adv=6.192, sprd=0.026]
Ep 024/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<02:00,  1.92it/s, loss=0.613, pair=0.010, adv=5.325, sprd=0.021]
Ep 024/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<02:06,  1.83it/s, loss=0.613, pair=0.010, adv=5.325, sprd=0.021]
Ep 024/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<02:06,  1.83it/s, loss=0.598, pair=0.000, adv=6.545, sprd=0.021]
Ep 024/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:58,  1.93it/s, loss=0.598, pair=0.000, adv=6.545, sprd=0.021]
Ep 024/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:58,  1.93it/s, loss=0.583, pair=0.001, adv=4.057, sprd=0.021]
Ep 024/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<02:05,  1.82it/s, loss=0.583, pair=0.001, adv=4.057, sprd=0.021]
Ep 024/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:05,  1.82it/s, loss=0.620, pair=0.002, adv=4.321, sprd=0.024]
Ep 024/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:56,  1.94it/s, loss=0.620, pair=0.002, adv=4.321, sprd=0.024]
Ep 024/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:56,  1.94it/s, loss=0.659, pair=0.009, adv=6.326, sprd=0.021]
Ep 024/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<02:02,  1.85it/s, loss=0.659, pair=0.009, adv=6.326, sprd=0.021]
Ep 024/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:02,  1.85it/s, loss=0.599, pair=0.004, adv=7.189, sprd=0.019]
Ep 024/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:55,  1.95it/s, loss=0.599, pair=0.004, adv=7.189, sprd=0.019]
Ep 024/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:55,  1.95it/s, loss=0.577, pair=0.014, adv=8.011, sprd=0.017]
Ep 024/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<02:03,  1.82it/s, loss=0.577, pair=0.014, adv=8.011, sprd=0.017]
Ep 024/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<02:03,  1.82it/s, loss=0.574, pair=0.003, adv=5.695, sprd=0.017]
Ep 024/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:55,  1.94it/s, loss=0.574, pair=0.003, adv=5.695, sprd=0.017]
Ep 024/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:55,  1.94it/s, loss=0.590, pair=0.003, adv=5.966, sprd=0.020]
Ep 024/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:09,  1.71it/s, loss=0.590, pair=0.003, adv=5.966, sprd=0.020]
Ep 024/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:09,  1.71it/s, loss=0.569, pair=0.001, adv=6.151, sprd=0.020]
Ep 024/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<02:00,  1.83it/s, loss=0.569, pair=0.001, adv=6.151, sprd=0.020]
Ep 024/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<02:00,  1.83it/s, loss=0.597, pair=0.009, adv=6.534, sprd=0.023]
Ep 024/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<02:05,  1.75it/s, loss=0.597, pair=0.009, adv=6.534, sprd=0.023]
Ep 024/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<02:05,  1.75it/s, loss=0.605, pair=0.013, adv=6.414, sprd=0.022]
Ep 024/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:56,  1.88it/s, loss=0.605, pair=0.013, adv=6.414, sprd=0.022]
Ep 024/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:56,  1.88it/s, loss=0.594, pair=0.012, adv=6.689, sprd=0.017]
Ep 024/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<02:00,  1.81it/s, loss=0.594, pair=0.012, adv=6.689, sprd=0.017]
Ep 024/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<02:00,  1.81it/s, loss=0.603, pair=0.012, adv=4.160, sprd=0.021]
Ep 024/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:51,  1.94it/s, loss=0.603, pair=0.012, adv=4.160, sprd=0.021]
Ep 024/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:51,  1.94it/s, loss=0.673, pair=0.005, adv=5.397, sprd=0.033]
Ep 024/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:54,  1.89it/s, loss=0.673, pair=0.005, adv=5.397, sprd=0.033]
Ep 024/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:54,  1.89it/s, loss=0.544, pair=0.002, adv=4.891, sprd=0.012]
Ep 024/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:44,  2.07it/s, loss=0.544, pair=0.002, adv=4.891, sprd=0.012]
Ep 024/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:44,  2.07it/s, loss=0.632, pair=0.002, adv=5.279, sprd=0.031]
Ep 024/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:49,  1.95it/s, loss=0.632, pair=0.002, adv=5.279, sprd=0.031]
Ep 024/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:49,  1.95it/s, loss=0.574, pair=0.004, adv=6.157, sprd=0.017]
Ep 024/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:42,  2.08it/s, loss=0.574, pair=0.004, adv=6.157, sprd=0.017]
Ep 024/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:42,  2.08it/s, loss=0.620, pair=0.010, adv=3.929, sprd=0.020]
Ep 024/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:42,  2.07it/s, loss=0.620, pair=0.010, adv=3.929, sprd=0.020]
Ep 024/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:42,  2.07it/s, loss=0.614, pair=0.002, adv=5.885, sprd=0.025]
Ep 024/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:37,  2.16it/s, loss=0.614, pair=0.002, adv=5.885, sprd=0.025]
Ep 024/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:37,  2.16it/s, loss=0.624, pair=0.001, adv=7.648, sprd=0.021]
Ep 024/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:40,  2.10it/s, loss=0.624, pair=0.001, adv=7.648, sprd=0.021]
Ep 024/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:40,  2.10it/s, loss=0.566, pair=0.000, adv=7.086, sprd=0.016]
Ep 024/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:35,  2.19it/s, loss=0.566, pair=0.000, adv=7.086, sprd=0.016]
Ep 024/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:35,  2.19it/s, loss=0.574, pair=0.004, adv=6.136, sprd=0.016]
Ep 024/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:37,  2.13it/s, loss=0.574, pair=0.004, adv=6.136, sprd=0.016]
Ep 024/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:37,  2.13it/s, loss=0.600, pair=0.001, adv=5.732, sprd=0.026]
Ep 024/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:34,  2.18it/s, loss=0.600, pair=0.001, adv=5.732, sprd=0.026]
Ep 024/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:34,  2.18it/s, loss=0.569, pair=0.002, adv=6.037, sprd=0.018]
Ep 024/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:39,  2.08it/s, loss=0.569, pair=0.002, adv=6.037, sprd=0.018]
Ep 024/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:39,  2.08it/s, loss=0.635, pair=0.007, adv=5.262, sprd=0.028]
Ep 024/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:34,  2.16it/s, loss=0.635, pair=0.007, adv=5.262, sprd=0.028]
Ep 024/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:34,  2.16it/s, loss=0.605, pair=0.000, adv=6.468, sprd=0.023]
Ep 024/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:38,  2.06it/s, loss=0.605, pair=0.000, adv=6.468, sprd=0.023]
Ep 024/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:38,  2.06it/s, loss=0.558, pair=0.025, adv=6.004, sprd=0.013]
Ep 024/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:32,  2.20it/s, loss=0.558, pair=0.025, adv=6.004, sprd=0.013]
Ep 024/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:32,  2.20it/s, loss=0.653, pair=0.010, adv=4.850, sprd=0.031]
Ep 024/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:36,  2.08it/s, loss=0.653, pair=0.010, adv=4.850, sprd=0.031]
Ep 024/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:36,  2.08it/s, loss=0.573, pair=0.005, adv=6.313, sprd=0.019]
Ep 024/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:33,  2.15it/s, loss=0.573, pair=0.005, adv=6.313, sprd=0.019]
Ep 024/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:33,  2.15it/s, loss=0.630, pair=0.000, adv=4.982, sprd=0.026]
Ep 024/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:37,  2.05it/s, loss=0.630, pair=0.000, adv=4.982, sprd=0.026]
Ep 024/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:37,  2.05it/s, loss=0.631, pair=0.003, adv=7.207, sprd=0.023]
Ep 024/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:32,  2.16it/s, loss=0.631, pair=0.003, adv=7.207, sprd=0.023]
Ep 024/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:32,  2.16it/s, loss=0.596, pair=0.005, adv=8.032, sprd=0.021]
Ep 024/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:36,  2.04it/s, loss=0.596, pair=0.005, adv=8.032, sprd=0.021]
Ep 024/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:36,  2.04it/s, loss=0.636, pair=0.012, adv=6.785, sprd=0.025]
Ep 024/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.15it/s, loss=0.636, pair=0.012, adv=6.785, sprd=0.025]
Ep 024/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.15it/s, loss=0.598, pair=0.017, adv=5.634, sprd=0.019]
Ep 024/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:35,  2.06it/s, loss=0.598, pair=0.017, adv=5.634, sprd=0.019]
Ep 024/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:35,  2.06it/s, loss=0.590, pair=0.010, adv=7.493, sprd=0.018]
Ep 024/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:29,  2.18it/s, loss=0.590, pair=0.010, adv=7.493, sprd=0.018]
Ep 024/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:29,  2.18it/s, loss=0.598, pair=0.017, adv=6.503, sprd=0.018]
Ep 024/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:37,  1.99it/s, loss=0.598, pair=0.017, adv=6.503, sprd=0.018]
Ep 024/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:37,  1.99it/s, loss=0.609, pair=0.001, adv=5.651, sprd=0.022]
Ep 024/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:31,  2.11it/s, loss=0.609, pair=0.001, adv=5.651, sprd=0.022]
Ep 024/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:31,  2.11it/s, loss=0.620, pair=0.001, adv=5.663, sprd=0.027]
Ep 024/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:35,  2.00it/s, loss=0.620, pair=0.001, adv=5.663, sprd=0.027]
Ep 024/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:35,  2.00it/s, loss=0.622, pair=0.016, adv=5.366, sprd=0.024]
Ep 024/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:30,  2.11it/s, loss=0.622, pair=0.016, adv=5.366, sprd=0.024]
Ep 024/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:30,  2.11it/s, loss=0.657, pair=0.021, adv=4.748, sprd=0.030]
Ep 024/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:33,  2.04it/s, loss=0.657, pair=0.021, adv=4.748, sprd=0.030]
Ep 024/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:33,  2.04it/s, loss=0.620, pair=0.019, adv=5.386, sprd=0.022]
Ep 024/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:27,  2.16it/s, loss=0.620, pair=0.019, adv=5.386, sprd=0.022]
Ep 024/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:27,  2.16it/s, loss=0.626, pair=0.006, adv=6.947, sprd=0.027]
Ep 024/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.06it/s, loss=0.626, pair=0.006, adv=6.947, sprd=0.027]
Ep 024/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.06it/s, loss=0.614, pair=0.005, adv=5.471, sprd=0.021]
Ep 024/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:25,  2.18it/s, loss=0.614, pair=0.005, adv=5.471, sprd=0.021]
Ep 024/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:25,  2.18it/s, loss=0.638, pair=0.001, adv=4.199, sprd=0.026]
Ep 024/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:30,  2.06it/s, loss=0.638, pair=0.001, adv=4.199, sprd=0.026]
Ep 024/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:30,  2.06it/s, loss=0.634, pair=0.003, adv=5.479, sprd=0.027]
Ep 024/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:25,  2.16it/s, loss=0.634, pair=0.003, adv=5.479, sprd=0.027]
Ep 024/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:25,  2.16it/s, loss=0.620, pair=0.031, adv=6.345, sprd=0.020]
Ep 024/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:28,  2.07it/s, loss=0.620, pair=0.031, adv=6.345, sprd=0.020]
Ep 024/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:28,  2.07it/s, loss=0.560, pair=0.007, adv=4.913, sprd=0.016]
Ep 024/80 [S2:+mat]:  60%|█▊ | 270/453 [02:13<01:24,  2.16it/s, loss=0.560, pair=0.007, adv=4.913, sprd=0.016]
Ep 024/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:24,  2.16it/s, loss=0.602, pair=0.013, adv=3.926, sprd=0.023]
Ep 024/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:28,  2.06it/s, loss=0.602, pair=0.013, adv=3.926, sprd=0.023]
Ep 024/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:28,  2.06it/s, loss=0.593, pair=0.003, adv=5.396, sprd=0.020]
Ep 024/80 [S2:+mat]:  60%|█▊ | 272/453 [02:14<01:23,  2.16it/s, loss=0.593, pair=0.003, adv=5.396, sprd=0.020]
Ep 024/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:23,  2.16it/s, loss=0.597, pair=0.003, adv=5.645, sprd=0.018]
Ep 024/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:24,  2.12it/s, loss=0.597, pair=0.003, adv=5.645, sprd=0.018]
Ep 024/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:24,  2.12it/s, loss=0.575, pair=0.000, adv=6.402, sprd=0.018]
Ep 024/80 [S2:+mat]:  60%|█▊ | 274/453 [02:15<01:21,  2.20it/s, loss=0.575, pair=0.000, adv=6.402, sprd=0.018]
Ep 024/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:21,  2.20it/s, loss=0.626, pair=0.001, adv=6.223, sprd=0.028]
Ep 024/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:26,  2.07it/s, loss=0.626, pair=0.001, adv=6.223, sprd=0.028]
Ep 024/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:26,  2.07it/s, loss=0.613, pair=0.000, adv=7.767, sprd=0.026]
Ep 024/80 [S2:+mat]:  61%|█▊ | 276/453 [02:16<01:22,  2.14it/s, loss=0.613, pair=0.000, adv=7.767, sprd=0.026]
Ep 024/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.14it/s, loss=0.615, pair=0.011, adv=5.848, sprd=0.023]
Ep 024/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:25,  2.07it/s, loss=0.615, pair=0.011, adv=5.848, sprd=0.023]
Ep 024/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:25,  2.07it/s, loss=0.584, pair=0.008, adv=5.411, sprd=0.017]
Ep 024/80 [S2:+mat]:  61%|█▊ | 278/453 [02:17<01:20,  2.18it/s, loss=0.584, pair=0.008, adv=5.411, sprd=0.017]
Ep 024/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:20,  2.18it/s, loss=0.599, pair=0.007, adv=4.229, sprd=0.018]
Ep 024/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:21,  2.12it/s, loss=0.599, pair=0.007, adv=4.229, sprd=0.018]
Ep 024/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:21,  2.12it/s, loss=0.614, pair=0.004, adv=6.588, sprd=0.026]
Ep 024/80 [S2:+mat]:  62%|█▊ | 280/453 [02:18<01:19,  2.19it/s, loss=0.614, pair=0.004, adv=6.588, sprd=0.026]
Ep 024/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:19,  2.19it/s, loss=0.669, pair=0.000, adv=3.866, sprd=0.037]
Ep 024/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:23,  2.06it/s, loss=0.669, pair=0.000, adv=3.866, sprd=0.037]
Ep 024/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:23,  2.06it/s, loss=0.609, pair=0.004, adv=5.185, sprd=0.026]
Ep 024/80 [S2:+mat]:  62%|█▊ | 282/453 [02:19<01:19,  2.14it/s, loss=0.609, pair=0.004, adv=5.185, sprd=0.026]
Ep 024/80 [S2:+mat]:  62%|█▊ | 282/453 [02:19<01:19,  2.14it/s, loss=0.709, pair=0.001, adv=5.079, sprd=0.028]
Ep 024/80 [S2:+mat]:  62%|█▊ | 283/453 [02:19<01:22,  2.06it/s, loss=0.709, pair=0.001, adv=5.079, sprd=0.028]
Ep 024/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:22,  2.06it/s, loss=0.603, pair=0.000, adv=5.239, sprd=0.020]
Ep 024/80 [S2:+mat]:  63%|█▉ | 284/453 [02:20<01:17,  2.17it/s, loss=0.603, pair=0.000, adv=5.239, sprd=0.020]
Ep 024/80 [S2:+mat]:  63%|█▉ | 284/453 [02:20<01:17,  2.17it/s, loss=0.630, pair=0.000, adv=3.410, sprd=0.025]
Ep 024/80 [S2:+mat]:  63%|█▉ | 285/453 [02:20<01:20,  2.09it/s, loss=0.630, pair=0.000, adv=3.410, sprd=0.025]
Ep 024/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:20,  2.09it/s, loss=0.597, pair=0.000, adv=4.515, sprd=0.025]
Ep 024/80 [S2:+mat]:  63%|█▉ | 286/453 [02:21<01:17,  2.15it/s, loss=0.597, pair=0.000, adv=4.515, sprd=0.025]
Ep 024/80 [S2:+mat]:  63%|█▉ | 286/453 [02:21<01:17,  2.15it/s, loss=0.600, pair=0.000, adv=6.913, sprd=0.018]
Ep 024/80 [S2:+mat]:  63%|█▉ | 287/453 [02:21<01:25,  1.94it/s, loss=0.600, pair=0.000, adv=6.913, sprd=0.018]
Ep 024/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:25,  1.94it/s, loss=0.600, pair=0.001, adv=6.022, sprd=0.023]
Ep 024/80 [S2:+mat]:  64%|█▉ | 288/453 [02:22<01:20,  2.06it/s, loss=0.600, pair=0.001, adv=6.022, sprd=0.023]
Ep 024/80 [S2:+mat]:  64%|█▉ | 288/453 [02:22<01:20,  2.06it/s, loss=0.614, pair=0.001, adv=4.838, sprd=0.027]
Ep 024/80 [S2:+mat]:  64%|█▉ | 289/453 [02:22<01:22,  1.98it/s, loss=0.614, pair=0.001, adv=4.838, sprd=0.027]
Ep 024/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:22,  1.98it/s, loss=0.572, pair=0.000, adv=5.413, sprd=0.014]
Ep 024/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:17,  2.12it/s, loss=0.572, pair=0.000, adv=5.413, sprd=0.014]
Ep 024/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:17,  2.12it/s, loss=0.569, pair=0.001, adv=5.313, sprd=0.015]
Ep 024/80 [S2:+mat]:  64%|█▉ | 291/453 [02:23<01:18,  2.07it/s, loss=0.569, pair=0.001, adv=5.313, sprd=0.015]
Ep 024/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:18,  2.07it/s, loss=0.593, pair=0.000, adv=7.963, sprd=0.021]
Ep 024/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:14,  2.16it/s, loss=0.593, pair=0.000, adv=7.963, sprd=0.021]
Ep 024/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:14,  2.16it/s, loss=0.663, pair=0.000, adv=6.704, sprd=0.024]
Ep 024/80 [S2:+mat]:  65%|█▉ | 293/453 [02:24<01:18,  2.05it/s, loss=0.663, pair=0.000, adv=6.704, sprd=0.024]
Ep 024/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:18,  2.05it/s, loss=0.584, pair=0.000, adv=5.579, sprd=0.020]
Ep 024/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:13,  2.15it/s, loss=0.584, pair=0.000, adv=5.579, sprd=0.020]
Ep 024/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:13,  2.15it/s, loss=0.572, pair=0.001, adv=4.914, sprd=0.018]
Ep 024/80 [S2:+mat]:  65%|█▉ | 295/453 [02:25<01:17,  2.05it/s, loss=0.572, pair=0.001, adv=4.914, sprd=0.018]
Ep 024/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:17,  2.05it/s, loss=0.585, pair=0.002, adv=7.369, sprd=0.017]
Ep 024/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:12,  2.17it/s, loss=0.585, pair=0.002, adv=7.369, sprd=0.017]
Ep 024/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:12,  2.17it/s, loss=0.578, pair=0.000, adv=6.109, sprd=0.017]
Ep 024/80 [S2:+mat]:  66%|█▉ | 297/453 [02:26<01:15,  2.07it/s, loss=0.578, pair=0.000, adv=6.109, sprd=0.017]
Ep 024/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:15,  2.07it/s, loss=0.560, pair=0.005, adv=8.484, sprd=0.015]
Ep 024/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:11,  2.18it/s, loss=0.560, pair=0.005, adv=8.484, sprd=0.015]
Ep 024/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:11,  2.18it/s, loss=0.629, pair=0.006, adv=6.993, sprd=0.029]
Ep 024/80 [S2:+mat]:  66%|█▉ | 299/453 [02:27<01:14,  2.08it/s, loss=0.629, pair=0.006, adv=6.993, sprd=0.029]
Ep 024/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:14,  2.08it/s, loss=0.606, pair=0.006, adv=5.049, sprd=0.022]
Ep 024/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:09,  2.19it/s, loss=0.606, pair=0.006, adv=5.049, sprd=0.022]
Ep 024/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:09,  2.19it/s, loss=0.600, pair=0.006, adv=5.524, sprd=0.021]
Ep 024/80 [S2:+mat]:  66%|█▉ | 301/453 [02:28<01:13,  2.08it/s, loss=0.600, pair=0.006, adv=5.524, sprd=0.021]
Ep 024/80 [S2:+mat]:  66%|█▉ | 301/453 [02:28<01:13,  2.08it/s, loss=0.608, pair=0.003, adv=4.931, sprd=0.023]
Ep 024/80 [S2:+mat]:  67%|██ | 302/453 [02:28<01:09,  2.16it/s, loss=0.608, pair=0.003, adv=4.931, sprd=0.023]
Ep 024/80 [S2:+mat]:  67%|██ | 302/453 [02:29<01:09,  2.16it/s, loss=0.572, pair=0.000, adv=7.875, sprd=0.018]
Ep 024/80 [S2:+mat]:  67%|██ | 303/453 [02:29<01:13,  2.04it/s, loss=0.572, pair=0.000, adv=7.875, sprd=0.018]
Ep 024/80 [S2:+mat]:  67%|██ | 303/453 [02:29<01:13,  2.04it/s, loss=0.644, pair=0.005, adv=5.474, sprd=0.028]
Ep 024/80 [S2:+mat]:  67%|██ | 304/453 [02:29<01:09,  2.14it/s, loss=0.644, pair=0.005, adv=5.474, sprd=0.028]
Ep 024/80 [S2:+mat]:  67%|██ | 304/453 [02:30<01:09,  2.14it/s, loss=0.567, pair=0.017, adv=6.762, sprd=0.015]
Ep 024/80 [S2:+mat]:  67%|██ | 305/453 [02:30<01:13,  2.00it/s, loss=0.567, pair=0.017, adv=6.762, sprd=0.015]
Ep 024/80 [S2:+mat]:  67%|██ | 305/453 [02:30<01:13,  2.00it/s, loss=0.614, pair=0.003, adv=4.208, sprd=0.021]
Ep 024/80 [S2:+mat]:  68%|██ | 306/453 [02:30<01:10,  2.07it/s, loss=0.614, pair=0.003, adv=4.208, sprd=0.021]
Ep 024/80 [S2:+mat]:  68%|██ | 306/453 [02:31<01:10,  2.07it/s, loss=0.601, pair=0.009, adv=6.372, sprd=0.019]
Ep 024/80 [S2:+mat]:  68%|██ | 307/453 [02:31<01:15,  1.92it/s, loss=0.601, pair=0.009, adv=6.372, sprd=0.019]
Ep 024/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:15,  1.92it/s, loss=0.571, pair=0.006, adv=5.171, sprd=0.017]
Ep 024/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:11,  2.02it/s, loss=0.571, pair=0.006, adv=5.171, sprd=0.017]
Ep 024/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:11,  2.02it/s, loss=0.619, pair=0.001, adv=3.624, sprd=0.026]
Ep 024/80 [S2:+mat]:  68%|██ | 309/453 [02:32<01:17,  1.86it/s, loss=0.619, pair=0.001, adv=3.624, sprd=0.026]
Ep 024/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:17,  1.86it/s, loss=0.608, pair=0.003, adv=6.273, sprd=0.020]
Ep 024/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:12,  1.99it/s, loss=0.608, pair=0.003, adv=6.273, sprd=0.020]
Ep 024/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:12,  1.99it/s, loss=0.629, pair=0.003, adv=6.132, sprd=0.028]
Ep 024/80 [S2:+mat]:  69%|██ | 311/453 [02:33<01:22,  1.72it/s, loss=0.629, pair=0.003, adv=6.132, sprd=0.028]
Ep 024/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:22,  1.72it/s, loss=0.604, pair=0.005, adv=6.705, sprd=0.023]
Ep 024/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:16,  1.84it/s, loss=0.604, pair=0.005, adv=6.705, sprd=0.023]
Ep 024/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:16,  1.84it/s, loss=0.538, pair=0.005, adv=5.885, sprd=0.012]
Ep 024/80 [S2:+mat]:  69%|██ | 313/453 [02:34<01:19,  1.76it/s, loss=0.538, pair=0.005, adv=5.885, sprd=0.012]
Ep 024/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:19,  1.76it/s, loss=0.563, pair=0.013, adv=5.368, sprd=0.014]
Ep 024/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:12,  1.92it/s, loss=0.563, pair=0.013, adv=5.368, sprd=0.014]
Ep 024/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:12,  1.92it/s, loss=0.622, pair=0.001, adv=6.735, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 315/453 [02:35<01:16,  1.81it/s, loss=0.622, pair=0.001, adv=6.735, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:16,  1.81it/s, loss=0.570, pair=0.001, adv=5.891, sprd=0.016]
Ep 024/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:10,  1.93it/s, loss=0.570, pair=0.001, adv=5.891, sprd=0.016]
Ep 024/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:10,  1.93it/s, loss=0.686, pair=0.008, adv=5.550, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:15,  1.81it/s, loss=0.686, pair=0.008, adv=5.550, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:15,  1.81it/s, loss=0.626, pair=0.003, adv=4.952, sprd=0.027]
Ep 024/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:10,  1.91it/s, loss=0.626, pair=0.003, adv=4.952, sprd=0.027]
Ep 024/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:10,  1.91it/s, loss=0.585, pair=0.001, adv=8.077, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:17,  1.74it/s, loss=0.585, pair=0.001, adv=8.077, sprd=0.023]
Ep 024/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:17,  1.74it/s, loss=0.621, pair=0.004, adv=4.479, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:09,  1.91it/s, loss=0.621, pair=0.004, adv=4.479, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:09,  1.91it/s, loss=0.639, pair=0.001, adv=3.932, sprd=0.030]
Ep 024/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:13,  1.79it/s, loss=0.639, pair=0.001, adv=3.932, sprd=0.030]
Ep 024/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:13,  1.79it/s, loss=0.587, pair=0.002, adv=4.763, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:08,  1.91it/s, loss=0.587, pair=0.002, adv=4.763, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:08,  1.91it/s, loss=0.575, pair=0.001, adv=6.232, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:12,  1.79it/s, loss=0.575, pair=0.001, adv=6.232, sprd=0.019]
Ep 024/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:12,  1.79it/s, loss=0.581, pair=0.000, adv=5.638, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<01:08,  1.89it/s, loss=0.581, pair=0.000, adv=5.638, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:08,  1.89it/s, loss=0.590, pair=0.000, adv=7.459, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:10,  1.81it/s, loss=0.590, pair=0.000, adv=7.459, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:10,  1.81it/s, loss=0.607, pair=0.003, adv=6.082, sprd=0.022]
Ep 024/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<01:05,  1.93it/s, loss=0.607, pair=0.003, adv=6.082, sprd=0.022]
Ep 024/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:05,  1.93it/s, loss=0.592, pair=0.002, adv=5.152, sprd=0.018]
Ep 024/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:08,  1.84it/s, loss=0.592, pair=0.002, adv=5.152, sprd=0.018]
Ep 024/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:08,  1.84it/s, loss=1.161, pair=1.894, adv=8.089, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<01:04,  1.94it/s, loss=1.161, pair=1.894, adv=8.089, sprd=0.020]
Ep 024/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<01:04,  1.94it/s, loss=0.612, pair=0.003, adv=6.348, sprd=0.024]
Ep 024/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:08,  1.81it/s, loss=0.612, pair=0.003, adv=6.348, sprd=0.024]
Ep 024/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:08,  1.81it/s, loss=0.597, pair=0.002, adv=6.711, sprd=0.020]
Ep 024/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<01:03,  1.93it/s, loss=0.597, pair=0.002, adv=6.711, sprd=0.020]
Ep 024/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<01:03,  1.93it/s, loss=0.571, pair=0.002, adv=7.309, sprd=0.018]
Ep 024/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:06,  1.84it/s, loss=0.571, pair=0.002, adv=7.309, sprd=0.018]
Ep 024/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:06,  1.84it/s, loss=0.615, pair=0.000, adv=6.248, sprd=0.023]
Ep 024/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<01:02,  1.94it/s, loss=0.615, pair=0.000, adv=6.248, sprd=0.023]
Ep 024/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<01:02,  1.94it/s, loss=0.608, pair=0.000, adv=5.533, sprd=0.022]
Ep 024/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<01:05,  1.84it/s, loss=0.608, pair=0.000, adv=5.533, sprd=0.022]
Ep 024/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:05,  1.84it/s, loss=0.583, pair=0.000, adv=5.264, sprd=0.019]
Ep 024/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<01:01,  1.95it/s, loss=0.583, pair=0.000, adv=5.264, sprd=0.019]
Ep 024/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<01:01,  1.95it/s, loss=0.574, pair=0.000, adv=6.850, sprd=0.018]
Ep 024/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<01:02,  1.89it/s, loss=0.574, pair=0.000, adv=6.850, sprd=0.018]
Ep 024/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<01:02,  1.89it/s, loss=0.586, pair=0.000, adv=5.501, sprd=0.021]
Ep 024/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:57,  2.02it/s, loss=0.586, pair=0.000, adv=5.501, sprd=0.021]
Ep 024/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:57,  2.02it/s, loss=0.595, pair=0.000, adv=7.311, sprd=0.020]
Ep 024/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:59,  1.95it/s, loss=0.595, pair=0.000, adv=7.311, sprd=0.020]
Ep 024/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:59,  1.95it/s, loss=0.623, pair=0.000, adv=5.160, sprd=0.026]
Ep 024/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:55,  2.07it/s, loss=0.623, pair=0.000, adv=5.160, sprd=0.026]
Ep 024/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:55,  2.07it/s, loss=0.559, pair=0.000, adv=4.775, sprd=0.014]
Ep 024/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:59,  1.92it/s, loss=0.559, pair=0.000, adv=4.775, sprd=0.014]
Ep 024/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:59,  1.92it/s, loss=0.606, pair=0.009, adv=5.028, sprd=0.023]
Ep 024/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:55,  2.03it/s, loss=0.606, pair=0.009, adv=5.028, sprd=0.023]
Ep 024/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:55,  2.03it/s, loss=0.571, pair=0.006, adv=4.234, sprd=0.017]
Ep 024/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:55,  2.01it/s, loss=0.571, pair=0.006, adv=4.234, sprd=0.017]
Ep 024/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:55,  2.01it/s, loss=0.538, pair=0.002, adv=8.020, sprd=0.011]
Ep 024/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:52,  2.13it/s, loss=0.538, pair=0.002, adv=8.020, sprd=0.011]
Ep 024/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:52,  2.13it/s, loss=0.602, pair=0.004, adv=6.852, sprd=0.021]
Ep 024/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.03it/s, loss=0.602, pair=0.004, adv=6.852, sprd=0.021]
Ep 024/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.03it/s, loss=0.561, pair=0.000, adv=5.693, sprd=0.016]
Ep 024/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:51,  2.13it/s, loss=0.561, pair=0.000, adv=5.693, sprd=0.016]
Ep 024/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:51,  2.13it/s, loss=0.558, pair=0.003, adv=5.602, sprd=0.015]
Ep 024/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.558, pair=0.003, adv=5.602, sprd=0.015]
Ep 024/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.615, pair=0.000, adv=5.452, sprd=0.023]
Ep 024/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.16it/s, loss=0.615, pair=0.000, adv=5.452, sprd=0.023]
Ep 024/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:49,  2.16it/s, loss=0.567, pair=0.000, adv=6.690, sprd=0.014]
Ep 024/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:50,  2.10it/s, loss=0.567, pair=0.000, adv=6.690, sprd=0.014]
Ep 024/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:50,  2.10it/s, loss=0.629, pair=0.004, adv=4.439, sprd=0.026]
Ep 024/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:48,  2.19it/s, loss=0.629, pair=0.004, adv=4.439, sprd=0.026]
Ep 024/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.19it/s, loss=0.602, pair=0.002, adv=6.675, sprd=0.018]
Ep 024/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:48,  2.14it/s, loss=0.602, pair=0.002, adv=6.675, sprd=0.018]
Ep 024/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:48,  2.14it/s, loss=0.565, pair=0.006, adv=6.613, sprd=0.014]
Ep 024/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:45,  2.24it/s, loss=0.565, pair=0.006, adv=6.613, sprd=0.014]
Ep 024/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:45,  2.24it/s, loss=0.586, pair=0.000, adv=5.307, sprd=0.018]
Ep 024/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:47,  2.13it/s, loss=0.586, pair=0.000, adv=5.307, sprd=0.018]
Ep 024/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:47,  2.13it/s, loss=0.625, pair=0.000, adv=5.077, sprd=0.025]
Ep 024/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:45,  2.21it/s, loss=0.625, pair=0.000, adv=5.077, sprd=0.025]
Ep 024/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:45,  2.21it/s, loss=0.589, pair=0.003, adv=4.376, sprd=0.019]
Ep 024/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:47,  2.13it/s, loss=0.589, pair=0.003, adv=4.376, sprd=0.019]
Ep 024/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:47,  2.13it/s, loss=0.653, pair=0.000, adv=6.208, sprd=0.034]
Ep 024/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:45,  2.18it/s, loss=0.653, pair=0.000, adv=6.208, sprd=0.034]
Ep 024/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:45,  2.18it/s, loss=0.590, pair=0.001, adv=4.285, sprd=0.023]
Ep 024/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.04it/s, loss=0.590, pair=0.001, adv=4.285, sprd=0.023]
Ep 024/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.04it/s, loss=0.571, pair=0.001, adv=5.882, sprd=0.017]
Ep 024/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:44,  2.17it/s, loss=0.571, pair=0.001, adv=5.882, sprd=0.017]
Ep 024/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:44,  2.17it/s, loss=0.616, pair=0.005, adv=4.316, sprd=0.026]
Ep 024/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:46,  2.05it/s, loss=0.616, pair=0.005, adv=4.316, sprd=0.026]
Ep 024/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:46,  2.05it/s, loss=0.607, pair=0.004, adv=5.721, sprd=0.024]
Ep 024/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.14it/s, loss=0.607, pair=0.004, adv=5.721, sprd=0.024]
Ep 024/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.14it/s, loss=0.572, pair=0.001, adv=5.866, sprd=0.017]
Ep 024/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:45,  2.07it/s, loss=0.572, pair=0.001, adv=5.866, sprd=0.017]
Ep 024/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:45,  2.07it/s, loss=0.640, pair=0.001, adv=5.522, sprd=0.028]
Ep 024/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.15it/s, loss=0.640, pair=0.001, adv=5.522, sprd=0.028]
Ep 024/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.15it/s, loss=0.583, pair=0.002, adv=6.416, sprd=0.016]
Ep 024/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:44,  2.06it/s, loss=0.583, pair=0.002, adv=6.416, sprd=0.016]
Ep 024/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:44,  2.06it/s, loss=0.626, pair=0.000, adv=7.540, sprd=0.024]
Ep 024/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:42,  2.16it/s, loss=0.626, pair=0.000, adv=7.540, sprd=0.024]
Ep 024/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:42,  2.16it/s, loss=0.611, pair=0.022, adv=4.928, sprd=0.019]
Ep 024/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:42,  2.13it/s, loss=0.611, pair=0.022, adv=4.928, sprd=0.019]
Ep 024/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:42,  2.13it/s, loss=0.574, pair=0.008, adv=5.137, sprd=0.015]
Ep 024/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:39,  2.25it/s, loss=0.574, pair=0.008, adv=5.137, sprd=0.015]
Ep 024/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:39,  2.25it/s, loss=0.614, pair=0.009, adv=5.971, sprd=0.027]
Ep 024/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:41,  2.10it/s, loss=0.614, pair=0.009, adv=5.971, sprd=0.027]
Ep 024/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:41,  2.10it/s, loss=0.617, pair=0.000, adv=6.911, sprd=0.026]
Ep 024/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:40,  2.17it/s, loss=0.617, pair=0.000, adv=6.911, sprd=0.026]
Ep 024/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:40,  2.17it/s, loss=0.583, pair=0.006, adv=7.184, sprd=0.018]
Ep 024/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:43,  1.97it/s, loss=0.583, pair=0.006, adv=7.184, sprd=0.018]
Ep 024/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:43,  1.97it/s, loss=0.609, pair=0.003, adv=7.933, sprd=0.024]
Ep 024/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:41,  2.06it/s, loss=0.609, pair=0.003, adv=7.933, sprd=0.024]
Ep 024/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:41,  2.06it/s, loss=0.619, pair=0.003, adv=6.929, sprd=0.017]
Ep 024/80 [S2:+mat]:  81%|██▍| 369/453 [03:02<00:42,  1.99it/s, loss=0.619, pair=0.003, adv=6.929, sprd=0.017]
Ep 024/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:42,  1.99it/s, loss=0.660, pair=0.180, adv=4.760, sprd=0.021]
Ep 024/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:39,  2.11it/s, loss=0.660, pair=0.180, adv=4.760, sprd=0.021]
Ep 024/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:39,  2.11it/s, loss=0.606, pair=0.003, adv=5.228, sprd=0.024]
Ep 024/80 [S2:+mat]:  82%|██▍| 371/453 [03:03<00:40,  2.01it/s, loss=0.606, pair=0.003, adv=5.228, sprd=0.024]
Ep 024/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:40,  2.01it/s, loss=0.580, pair=0.012, adv=4.679, sprd=0.019]
Ep 024/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:38,  2.12it/s, loss=0.580, pair=0.012, adv=4.679, sprd=0.019]
Ep 024/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:38,  2.12it/s, loss=0.599, pair=0.002, adv=2.942, sprd=0.030]
Ep 024/80 [S2:+mat]:  82%|██▍| 373/453 [03:04<00:39,  2.03it/s, loss=0.599, pair=0.002, adv=2.942, sprd=0.030]
Ep 024/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:39,  2.03it/s, loss=0.594, pair=0.004, adv=5.008, sprd=0.018]
Ep 024/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:36,  2.15it/s, loss=0.594, pair=0.004, adv=5.008, sprd=0.018]
Ep 024/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:36,  2.15it/s, loss=0.548, pair=0.001, adv=5.398, sprd=0.013]
Ep 024/80 [S2:+mat]:  83%|██▍| 375/453 [03:05<00:37,  2.08it/s, loss=0.548, pair=0.001, adv=5.398, sprd=0.013]
Ep 024/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:37,  2.08it/s, loss=0.636, pair=0.001, adv=5.596, sprd=0.028]
Ep 024/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:35,  2.15it/s, loss=0.636, pair=0.001, adv=5.596, sprd=0.028]
Ep 024/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:35,  2.15it/s, loss=0.608, pair=0.008, adv=4.403, sprd=0.023]
Ep 024/80 [S2:+mat]:  83%|██▍| 377/453 [03:06<00:36,  2.07it/s, loss=0.608, pair=0.008, adv=4.403, sprd=0.023]
Ep 024/80 [S2:+mat]:  83%|██▍| 377/453 [03:06<00:36,  2.07it/s, loss=0.574, pair=0.008, adv=5.845, sprd=0.018]
Ep 024/80 [S2:+mat]:  83%|██▌| 378/453 [03:06<00:34,  2.16it/s, loss=0.574, pair=0.008, adv=5.845, sprd=0.018]
Ep 024/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.16it/s, loss=0.598, pair=0.002, adv=6.015, sprd=0.023]
Ep 024/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:35,  2.06it/s, loss=0.598, pair=0.002, adv=6.015, sprd=0.023]
Ep 024/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:35,  2.06it/s, loss=0.594, pair=0.001, adv=5.570, sprd=0.021]
Ep 024/80 [S2:+mat]:  84%|██▌| 380/453 [03:07<00:33,  2.15it/s, loss=0.594, pair=0.001, adv=5.570, sprd=0.021]
Ep 024/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.15it/s, loss=0.582, pair=0.003, adv=4.607, sprd=0.015]
Ep 024/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:34,  2.11it/s, loss=0.582, pair=0.003, adv=4.607, sprd=0.015]
Ep 024/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:34,  2.11it/s, loss=0.603, pair=0.000, adv=4.680, sprd=0.024]
Ep 024/80 [S2:+mat]:  84%|██▌| 382/453 [03:08<00:32,  2.18it/s, loss=0.603, pair=0.000, adv=4.680, sprd=0.024]
Ep 024/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:32,  2.18it/s, loss=0.571, pair=0.000, adv=5.498, sprd=0.017]
Ep 024/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:33,  2.07it/s, loss=0.571, pair=0.000, adv=5.498, sprd=0.017]
Ep 024/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:33,  2.07it/s, loss=0.575, pair=0.001, adv=4.179, sprd=0.017]
Ep 024/80 [S2:+mat]:  85%|██▌| 384/453 [03:09<00:31,  2.18it/s, loss=0.575, pair=0.001, adv=4.179, sprd=0.017]
Ep 024/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.18it/s, loss=0.588, pair=0.003, adv=7.282, sprd=0.020]
Ep 024/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:33,  2.06it/s, loss=0.588, pair=0.003, adv=7.282, sprd=0.020]
Ep 024/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:33,  2.06it/s, loss=0.554, pair=0.002, adv=4.307, sprd=0.015]
Ep 024/80 [S2:+mat]:  85%|██▌| 386/453 [03:10<00:31,  2.16it/s, loss=0.554, pair=0.002, adv=4.307, sprd=0.015]
Ep 024/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.16it/s, loss=0.672, pair=0.012, adv=7.465, sprd=0.034]
Ep 024/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:32,  2.02it/s, loss=0.672, pair=0.012, adv=7.465, sprd=0.034]
Ep 024/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:32,  2.02it/s, loss=0.611, pair=0.006, adv=3.575, sprd=0.022]
Ep 024/80 [S2:+mat]:  86%|██▌| 388/453 [03:11<00:30,  2.14it/s, loss=0.611, pair=0.006, adv=3.575, sprd=0.022]
Ep 024/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:30,  2.14it/s, loss=0.590, pair=0.002, adv=7.421, sprd=0.019]
Ep 024/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:31,  2.05it/s, loss=0.590, pair=0.002, adv=7.421, sprd=0.019]
Ep 024/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:31,  2.05it/s, loss=0.568, pair=0.003, adv=4.316, sprd=0.015]
Ep 024/80 [S2:+mat]:  86%|██▌| 390/453 [03:12<00:28,  2.18it/s, loss=0.568, pair=0.003, adv=4.316, sprd=0.015]
Ep 024/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:28,  2.18it/s, loss=0.652, pair=0.003, adv=4.414, sprd=0.031]
Ep 024/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:29,  2.07it/s, loss=0.652, pair=0.003, adv=4.414, sprd=0.031]
Ep 024/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:29,  2.07it/s, loss=0.589, pair=0.002, adv=4.386, sprd=0.020]
Ep 024/80 [S2:+mat]:  87%|██▌| 392/453 [03:13<00:28,  2.16it/s, loss=0.589, pair=0.002, adv=4.386, sprd=0.020]
Ep 024/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.16it/s, loss=0.624, pair=0.006, adv=4.593, sprd=0.022]
Ep 024/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.07it/s, loss=0.624, pair=0.006, adv=4.593, sprd=0.022]
Ep 024/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.07it/s, loss=0.610, pair=0.003, adv=5.163, sprd=0.023]
Ep 024/80 [S2:+mat]:  87%|██▌| 394/453 [03:14<00:27,  2.18it/s, loss=0.610, pair=0.003, adv=5.163, sprd=0.023]
Ep 024/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:27,  2.18it/s, loss=0.568, pair=0.000, adv=5.621, sprd=0.016]
Ep 024/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:27,  2.08it/s, loss=0.568, pair=0.000, adv=5.621, sprd=0.016]
Ep 024/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:27,  2.08it/s, loss=0.581, pair=0.003, adv=4.819, sprd=0.017]
Ep 024/80 [S2:+mat]:  87%|██▌| 396/453 [03:15<00:25,  2.19it/s, loss=0.581, pair=0.003, adv=4.819, sprd=0.017]
Ep 024/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:25,  2.19it/s, loss=0.624, pair=0.001, adv=6.441, sprd=0.028]
Ep 024/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:28,  1.95it/s, loss=0.624, pair=0.001, adv=6.441, sprd=0.028]
Ep 024/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:28,  1.95it/s, loss=0.555, pair=0.004, adv=7.655, sprd=0.013]
Ep 024/80 [S2:+mat]:  88%|██▋| 398/453 [03:16<00:26,  2.09it/s, loss=0.555, pair=0.004, adv=7.655, sprd=0.013]
Ep 024/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:26,  2.09it/s, loss=0.570, pair=0.003, adv=4.597, sprd=0.015]
Ep 024/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:26,  2.05it/s, loss=0.570, pair=0.003, adv=4.597, sprd=0.015]
Ep 024/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:26,  2.05it/s, loss=0.578, pair=0.000, adv=5.052, sprd=0.021]
Ep 024/80 [S2:+mat]:  88%|██▋| 400/453 [03:17<00:24,  2.13it/s, loss=0.578, pair=0.000, adv=5.052, sprd=0.021]
Ep 024/80 [S2:+mat]:  88%|██▋| 400/453 [03:17<00:24,  2.13it/s, loss=0.568, pair=0.003, adv=5.074, sprd=0.015]
Ep 024/80 [S2:+mat]:  89%|██▋| 401/453 [03:17<00:25,  2.08it/s, loss=0.568, pair=0.003, adv=5.074, sprd=0.015]
Ep 024/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:25,  2.08it/s, loss=0.581, pair=0.002, adv=7.204, sprd=0.021]
Ep 024/80 [S2:+mat]:  89%|██▋| 402/453 [03:18<00:23,  2.14it/s, loss=0.581, pair=0.002, adv=7.204, sprd=0.021]
Ep 024/80 [S2:+mat]:  89%|██▋| 402/453 [03:18<00:23,  2.14it/s, loss=0.688, pair=0.005, adv=5.617, sprd=0.026]
Ep 024/80 [S2:+mat]:  89%|██▋| 403/453 [03:18<00:24,  2.04it/s, loss=0.688, pair=0.005, adv=5.617, sprd=0.026]
Ep 024/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:24,  2.04it/s, loss=0.620, pair=0.005, adv=6.088, sprd=0.029]
Ep 024/80 [S2:+mat]:  89%|██▋| 404/453 [03:19<00:23,  2.11it/s, loss=0.620, pair=0.005, adv=6.088, sprd=0.029]
Ep 024/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:23,  2.11it/s, loss=0.593, pair=0.008, adv=6.951, sprd=0.022]
Ep 024/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:25,  1.90it/s, loss=0.593, pair=0.008, adv=6.951, sprd=0.022]
Ep 024/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:25,  1.90it/s, loss=0.597, pair=0.001, adv=6.421, sprd=0.020]
Ep 024/80 [S2:+mat]:  90%|██▋| 406/453 [03:20<00:23,  2.00it/s, loss=0.597, pair=0.001, adv=6.421, sprd=0.020]
Ep 024/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:23,  2.00it/s, loss=0.605, pair=0.004, adv=4.318, sprd=0.024]
Ep 024/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:24,  1.85it/s, loss=0.605, pair=0.004, adv=4.318, sprd=0.024]
Ep 024/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:24,  1.85it/s, loss=0.586, pair=0.004, adv=5.634, sprd=0.023]
Ep 024/80 [S2:+mat]:  90%|██▋| 408/453 [03:21<00:23,  1.93it/s, loss=0.586, pair=0.004, adv=5.634, sprd=0.023]
Ep 024/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:23,  1.93it/s, loss=0.561, pair=0.001, adv=8.540, sprd=0.014]
Ep 024/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:24,  1.82it/s, loss=0.561, pair=0.001, adv=8.540, sprd=0.014]
Ep 024/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:24,  1.82it/s, loss=0.616, pair=0.020, adv=7.119, sprd=0.023]
Ep 024/80 [S2:+mat]:  91%|██▋| 410/453 [03:22<00:22,  1.93it/s, loss=0.616, pair=0.020, adv=7.119, sprd=0.023]
Ep 024/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:22,  1.93it/s, loss=0.613, pair=0.009, adv=4.030, sprd=0.026]
Ep 024/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:23,  1.81it/s, loss=0.613, pair=0.009, adv=4.030, sprd=0.026]
Ep 024/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:23,  1.81it/s, loss=0.599, pair=0.001, adv=7.042, sprd=0.024]
Ep 024/80 [S2:+mat]:  91%|██▋| 412/453 [03:23<00:21,  1.91it/s, loss=0.599, pair=0.001, adv=7.042, sprd=0.024]
Ep 024/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:21,  1.91it/s, loss=0.618, pair=0.003, adv=5.435, sprd=0.025]
Ep 024/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:22,  1.79it/s, loss=0.618, pair=0.003, adv=5.435, sprd=0.025]
Ep 024/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:22,  1.79it/s, loss=0.586, pair=0.004, adv=3.160, sprd=0.022]
Ep 024/80 [S2:+mat]:  91%|██▋| 414/453 [03:24<00:20,  1.91it/s, loss=0.586, pair=0.004, adv=3.160, sprd=0.022]
Ep 024/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:20,  1.91it/s, loss=0.657, pair=0.003, adv=6.320, sprd=0.034]
Ep 024/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:21,  1.75it/s, loss=0.657, pair=0.003, adv=6.320, sprd=0.034]
Ep 024/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:21,  1.75it/s, loss=0.576, pair=0.001, adv=6.334, sprd=0.018]
Ep 024/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:19,  1.87it/s, loss=0.576, pair=0.001, adv=6.334, sprd=0.018]
Ep 024/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:19,  1.87it/s, loss=0.612, pair=0.001, adv=5.773, sprd=0.026]
Ep 024/80 [S2:+mat]:  92%|██▊| 417/453 [03:26<00:20,  1.74it/s, loss=0.612, pair=0.001, adv=5.773, sprd=0.026]
Ep 024/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:20,  1.74it/s, loss=0.573, pair=0.006, adv=4.935, sprd=0.019]
Ep 024/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:18,  1.86it/s, loss=0.573, pair=0.006, adv=4.935, sprd=0.019]
Ep 024/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:18,  1.86it/s, loss=0.570, pair=0.002, adv=4.591, sprd=0.013]
Ep 024/80 [S2:+mat]:  92%|██▊| 419/453 [03:27<00:18,  1.83it/s, loss=0.570, pair=0.002, adv=4.591, sprd=0.013]
Ep 024/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:18,  1.83it/s, loss=0.574, pair=0.003, adv=4.411, sprd=0.018]
Ep 024/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:16,  1.96it/s, loss=0.574, pair=0.003, adv=4.411, sprd=0.018]
Ep 024/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:16,  1.96it/s, loss=0.569, pair=0.004, adv=6.796, sprd=0.015]
Ep 024/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:18,  1.70it/s, loss=0.569, pair=0.004, adv=6.796, sprd=0.015]
Ep 024/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:18,  1.70it/s, loss=0.539, pair=0.009, adv=2.861, sprd=0.019]
Ep 024/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:16,  1.87it/s, loss=0.539, pair=0.009, adv=2.861, sprd=0.019]
Ep 024/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:16,  1.87it/s, loss=0.608, pair=0.001, adv=5.943, sprd=0.022]
Ep 024/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:16,  1.77it/s, loss=0.608, pair=0.001, adv=5.943, sprd=0.022]
Ep 024/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:16,  1.77it/s, loss=0.595, pair=0.001, adv=4.963, sprd=0.022]
Ep 024/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:15,  1.89it/s, loss=0.595, pair=0.001, adv=4.963, sprd=0.022]
Ep 024/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:15,  1.89it/s, loss=0.611, pair=0.007, adv=6.116, sprd=0.022]
Ep 024/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:15,  1.79it/s, loss=0.611, pair=0.007, adv=6.116, sprd=0.022]
Ep 024/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:15,  1.79it/s, loss=0.613, pair=0.001, adv=5.778, sprd=0.025]
Ep 024/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:14,  1.89it/s, loss=0.613, pair=0.001, adv=5.778, sprd=0.025]
Ep 024/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:14,  1.89it/s, loss=0.632, pair=0.003, adv=6.487, sprd=0.031]
Ep 024/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:14,  1.77it/s, loss=0.632, pair=0.003, adv=6.487, sprd=0.031]
Ep 024/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:14,  1.77it/s, loss=0.569, pair=0.003, adv=7.413, sprd=0.013]
Ep 024/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:12,  1.94it/s, loss=0.569, pair=0.003, adv=7.413, sprd=0.013]
Ep 024/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:12,  1.94it/s, loss=0.602, pair=0.001, adv=4.234, sprd=0.021]
Ep 024/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:13,  1.84it/s, loss=0.602, pair=0.001, adv=4.234, sprd=0.021]
Ep 024/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:13,  1.84it/s, loss=0.601, pair=0.001, adv=4.676, sprd=0.018]
Ep 024/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:11,  1.99it/s, loss=0.601, pair=0.001, adv=4.676, sprd=0.018]
Ep 024/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:11,  1.99it/s, loss=0.594, pair=0.000, adv=4.685, sprd=0.021]
Ep 024/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:11,  1.85it/s, loss=0.594, pair=0.000, adv=4.685, sprd=0.021]
Ep 024/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:11,  1.85it/s, loss=0.618, pair=0.000, adv=5.525, sprd=0.027]
Ep 024/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:10,  1.94it/s, loss=0.618, pair=0.000, adv=5.525, sprd=0.027]
Ep 024/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:10,  1.94it/s, loss=0.589, pair=0.009, adv=5.214, sprd=0.018]
Ep 024/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:10,  1.84it/s, loss=0.589, pair=0.009, adv=5.214, sprd=0.018]
Ep 024/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:10,  1.84it/s, loss=0.592, pair=0.007, adv=6.000, sprd=0.022]
Ep 024/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:09,  1.95it/s, loss=0.592, pair=0.007, adv=6.000, sprd=0.022]
Ep 024/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  1.95it/s, loss=0.641, pair=0.004, adv=3.942, sprd=0.027]
Ep 024/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.93it/s, loss=0.641, pair=0.004, adv=3.942, sprd=0.027]
Ep 024/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.93it/s, loss=0.632, pair=0.000, adv=4.482, sprd=0.024]
Ep 024/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  2.07it/s, loss=0.632, pair=0.000, adv=4.482, sprd=0.024]
Ep 024/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  2.07it/s, loss=0.568, pair=0.005, adv=4.317, sprd=0.013]
Ep 024/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.03it/s, loss=0.568, pair=0.005, adv=4.317, sprd=0.013]
Ep 024/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.03it/s, loss=0.666, pair=0.007, adv=3.990, sprd=0.034]
Ep 024/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  2.13it/s, loss=0.666, pair=0.007, adv=3.990, sprd=0.034]
Ep 024/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  2.13it/s, loss=0.593, pair=0.000, adv=5.695, sprd=0.020]
Ep 024/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.06it/s, loss=0.593, pair=0.000, adv=5.695, sprd=0.020]
Ep 024/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.06it/s, loss=0.606, pair=0.000, adv=5.317, sprd=0.023]
Ep 024/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.606, pair=0.000, adv=5.317, sprd=0.023]
Ep 024/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.601, pair=0.003, adv=5.573, sprd=0.020]
Ep 024/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.05it/s, loss=0.601, pair=0.003, adv=5.573, sprd=0.020]
Ep 024/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.05it/s, loss=0.629, pair=0.030, adv=4.396, sprd=0.029]
Ep 024/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.13it/s, loss=0.629, pair=0.030, adv=4.396, sprd=0.029]
Ep 024/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.13it/s, loss=0.599, pair=0.000, adv=4.502, sprd=0.020]
Ep 024/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.06it/s, loss=0.599, pair=0.000, adv=4.502, sprd=0.020]
Ep 024/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.06it/s, loss=0.542, pair=0.000, adv=5.179, sprd=0.013]
Ep 024/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.18it/s, loss=0.542, pair=0.000, adv=5.179, sprd=0.013]
Ep 024/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.18it/s, loss=0.602, pair=0.002, adv=6.178, sprd=0.025]
Ep 024/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.03it/s, loss=0.602, pair=0.002, adv=6.178, sprd=0.025]
Ep 024/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.03it/s, loss=0.618, pair=0.000, adv=5.788, sprd=0.025]
Ep 024/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.13it/s, loss=0.618, pair=0.000, adv=5.788, sprd=0.025]
Ep 024/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.13it/s, loss=0.576, pair=0.001, adv=5.774, sprd=0.020]
Ep 024/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.03it/s, loss=0.576, pair=0.001, adv=5.774, sprd=0.020]
Ep 024/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.03it/s, loss=0.629, pair=0.000, adv=5.546, sprd=0.023]
Ep 024/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.16it/s, loss=0.629, pair=0.000, adv=5.546, sprd=0.023]
Ep 024/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.16it/s, loss=0.563, pair=0.005, adv=4.194, sprd=0.016]
Ep 024/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:02,  1.99it/s, loss=0.563, pair=0.005, adv=4.194, sprd=0.016]
Ep 024/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:02,  1.99it/s, loss=0.622, pair=0.000, adv=6.623, sprd=0.023]
Ep 024/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.12it/s, loss=0.622, pair=0.000, adv=6.623, sprd=0.023]
Ep 024/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.12it/s, loss=0.588, pair=0.003, adv=4.991, sprd=0.020]
Ep 024/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.08it/s, loss=0.588, pair=0.003, adv=4.991, sprd=0.020]
Ep 024/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:00,  2.08it/s, loss=0.560, pair=0.001, adv=4.141, sprd=0.016]
Ep 024/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.560, pair=0.001, adv=4.141, sprd=0.016]
Ep 024/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.625, pair=0.003, adv=4.615, sprd=0.022]
Ep 024/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.11it/s, loss=0.625, pair=0.003, adv=4.615, sprd=0.022]
                                                                                                              
Epoch 024/80 [S2:+mat]  loss=0.6106  mat=0.2611  sens=1.0765  pair=0.0384  adv=5.9816(rand=3.47)  deg=0.0038  orth=0.0018  spread=0.0212  q_mean=52.3  q_std=19.3  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=8.19e-05  225s

Ep 025/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 025/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.616, pair=0.001, adv=6.117, sprd=0.028]
Ep 025/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:20,  1.11s/it, loss=0.616, pair=0.001, adv=6.117, sprd=0.028]
Ep 025/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:20,  1.11s/it, loss=0.607, pair=0.002, adv=7.463, sprd=0.023]
Ep 025/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:16,  1.42it/s, loss=0.607, pair=0.002, adv=7.463, sprd=0.023]
Ep 025/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:16,  1.42it/s, loss=0.606, pair=0.000, adv=6.986, sprd=0.019]
Ep 025/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:42,  1.59it/s, loss=0.606, pair=0.000, adv=6.986, sprd=0.019]
Ep 025/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:42,  1.59it/s, loss=0.561, pair=0.001, adv=4.416, sprd=0.015]
Ep 025/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:57,  1.89it/s, loss=0.561, pair=0.001, adv=4.416, sprd=0.015]
Ep 025/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:57,  1.89it/s, loss=0.593, pair=0.000, adv=5.588, sprd=0.021]
Ep 025/80 [S2:+mat]:   1%|     | 5/453 [00:02<03:57,  1.88it/s, loss=0.593, pair=0.000, adv=5.588, sprd=0.021]
Ep 025/80 [S2:+mat]:   1%|     | 5/453 [00:03<03:57,  1.88it/s, loss=0.568, pair=0.000, adv=5.875, sprd=0.015]
Ep 025/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:36,  2.07it/s, loss=0.568, pair=0.000, adv=5.875, sprd=0.015]
Ep 025/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:36,  2.07it/s, loss=0.563, pair=0.000, adv=6.622, sprd=0.015]
Ep 025/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:46,  1.97it/s, loss=0.563, pair=0.000, adv=6.622, sprd=0.015]
Ep 025/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:46,  1.97it/s, loss=0.611, pair=0.000, adv=5.948, sprd=0.027]
Ep 025/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:34,  2.07it/s, loss=0.611, pair=0.000, adv=5.948, sprd=0.027]
Ep 025/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:34,  2.07it/s, loss=1.197, pair=1.968, adv=5.978, sprd=0.022]
Ep 025/80 [S2:+mat]:   2%|     | 9/453 [00:04<03:38,  2.03it/s, loss=1.197, pair=1.968, adv=5.978, sprd=0.022]
Ep 025/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:38,  2.03it/s, loss=0.517, pair=0.000, adv=3.009, sprd=0.015]
Ep 025/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:22,  2.19it/s, loss=0.517, pair=0.000, adv=3.009, sprd=0.015]
Ep 025/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:22,  2.19it/s, loss=0.631, pair=0.002, adv=5.673, sprd=0.027]
Ep 025/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:33,  2.07it/s, loss=0.631, pair=0.002, adv=5.673, sprd=0.027]
Ep 025/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:33,  2.07it/s, loss=0.601, pair=0.004, adv=4.656, sprd=0.021]
Ep 025/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:23,  2.17it/s, loss=0.601, pair=0.004, adv=4.656, sprd=0.021]
Ep 025/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:23,  2.17it/s, loss=0.629, pair=0.002, adv=5.671, sprd=0.024]
Ep 025/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:33,  2.06it/s, loss=0.629, pair=0.002, adv=5.671, sprd=0.024]
Ep 025/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:33,  2.06it/s, loss=0.645, pair=0.009, adv=6.091, sprd=0.030]
Ep 025/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:25,  2.14it/s, loss=0.645, pair=0.009, adv=6.091, sprd=0.030]
Ep 025/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:25,  2.14it/s, loss=0.575, pair=0.008, adv=5.295, sprd=0.016]
Ep 025/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:32,  2.06it/s, loss=0.575, pair=0.008, adv=5.295, sprd=0.016]
Ep 025/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:32,  2.06it/s, loss=0.620, pair=0.012, adv=6.491, sprd=0.019]
Ep 025/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:17,  2.21it/s, loss=0.620, pair=0.012, adv=6.491, sprd=0.019]
Ep 025/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:17,  2.21it/s, loss=0.636, pair=0.007, adv=7.341, sprd=0.016]
Ep 025/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:27,  2.10it/s, loss=0.636, pair=0.007, adv=7.341, sprd=0.016]
Ep 025/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:27,  2.10it/s, loss=0.563, pair=0.013, adv=5.707, sprd=0.014]
Ep 025/80 [S2:+mat]:   4%|▏   | 18/453 [00:08<03:15,  2.22it/s, loss=0.563, pair=0.013, adv=5.707, sprd=0.014]
Ep 025/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:15,  2.22it/s, loss=0.573, pair=0.008, adv=5.550, sprd=0.017]
Ep 025/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:27,  2.10it/s, loss=0.573, pair=0.008, adv=5.550, sprd=0.017]
Ep 025/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:27,  2.10it/s, loss=0.611, pair=0.005, adv=5.872, sprd=0.025]
Ep 025/80 [S2:+mat]:   4%|▏   | 20/453 [00:09<03:20,  2.16it/s, loss=0.611, pair=0.005, adv=5.872, sprd=0.025]
Ep 025/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:20,  2.16it/s, loss=0.608, pair=0.000, adv=4.482, sprd=0.024]
Ep 025/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:32,  2.04it/s, loss=0.608, pair=0.000, adv=4.482, sprd=0.024]
Ep 025/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:32,  2.04it/s, loss=0.612, pair=0.001, adv=4.557, sprd=0.023]
Ep 025/80 [S2:+mat]:   5%|▏   | 22/453 [00:10<03:21,  2.14it/s, loss=0.612, pair=0.001, adv=4.557, sprd=0.023]
Ep 025/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:21,  2.14it/s, loss=0.613, pair=0.003, adv=5.326, sprd=0.015]
Ep 025/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:41,  1.94it/s, loss=0.613, pair=0.003, adv=5.326, sprd=0.015]
Ep 025/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:41,  1.94it/s, loss=0.562, pair=0.001, adv=4.960, sprd=0.016]
Ep 025/80 [S2:+mat]:   5%|▏   | 24/453 [00:11<03:26,  2.08it/s, loss=0.562, pair=0.001, adv=4.960, sprd=0.016]
Ep 025/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:26,  2.08it/s, loss=0.569, pair=0.004, adv=4.506, sprd=0.015]
Ep 025/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:30,  2.03it/s, loss=0.569, pair=0.004, adv=4.506, sprd=0.015]
Ep 025/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:30,  2.03it/s, loss=0.592, pair=0.003, adv=4.794, sprd=0.016]
Ep 025/80 [S2:+mat]:   6%|▏   | 26/453 [00:12<03:18,  2.15it/s, loss=0.592, pair=0.003, adv=4.794, sprd=0.016]
Ep 025/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:18,  2.15it/s, loss=0.612, pair=0.010, adv=8.971, sprd=0.028]
Ep 025/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:26,  2.06it/s, loss=0.612, pair=0.010, adv=8.971, sprd=0.028]
Ep 025/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:26,  2.06it/s, loss=0.605, pair=0.003, adv=5.041, sprd=0.022]
Ep 025/80 [S2:+mat]:   6%|▏   | 28/453 [00:13<03:15,  2.17it/s, loss=0.605, pair=0.003, adv=5.041, sprd=0.022]
Ep 025/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:15,  2.17it/s, loss=0.592, pair=0.004, adv=4.858, sprd=0.020]
Ep 025/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:25,  2.06it/s, loss=0.592, pair=0.004, adv=4.858, sprd=0.020]
Ep 025/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:25,  2.06it/s, loss=0.622, pair=0.006, adv=4.623, sprd=0.022]
Ep 025/80 [S2:+mat]:   7%|▎   | 30/453 [00:14<03:13,  2.19it/s, loss=0.622, pair=0.006, adv=4.623, sprd=0.022]
Ep 025/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:13,  2.19it/s, loss=0.614, pair=0.000, adv=5.483, sprd=0.025]
Ep 025/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:23,  2.08it/s, loss=0.614, pair=0.000, adv=5.483, sprd=0.025]
Ep 025/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:23,  2.08it/s, loss=0.573, pair=0.002, adv=7.386, sprd=0.017]
Ep 025/80 [S2:+mat]:   7%|▎   | 32/453 [00:15<03:14,  2.16it/s, loss=0.573, pair=0.002, adv=7.386, sprd=0.017]
Ep 025/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:14,  2.16it/s, loss=0.575, pair=0.003, adv=4.888, sprd=0.017]
Ep 025/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:20,  2.09it/s, loss=0.575, pair=0.003, adv=4.888, sprd=0.017]
Ep 025/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:20,  2.09it/s, loss=0.605, pair=0.003, adv=5.011, sprd=0.023]
Ep 025/80 [S2:+mat]:   8%|▎   | 34/453 [00:16<03:13,  2.16it/s, loss=0.605, pair=0.003, adv=5.011, sprd=0.023]
Ep 025/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:13,  2.16it/s, loss=0.615, pair=0.003, adv=6.350, sprd=0.025]
Ep 025/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:23,  2.06it/s, loss=0.615, pair=0.003, adv=6.350, sprd=0.025]
Ep 025/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:23,  2.06it/s, loss=1.966, pair=4.676, adv=4.843, sprd=0.015]
Ep 025/80 [S2:+mat]:   8%|▎   | 36/453 [00:17<03:08,  2.21it/s, loss=1.966, pair=4.676, adv=4.843, sprd=0.015]
Ep 025/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:08,  2.21it/s, loss=0.561, pair=0.003, adv=5.242, sprd=0.016]
Ep 025/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:16,  2.11it/s, loss=0.561, pair=0.003, adv=5.242, sprd=0.016]
Ep 025/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:16,  2.11it/s, loss=0.550, pair=0.014, adv=4.649, sprd=0.012]
Ep 025/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:04,  2.25it/s, loss=0.550, pair=0.014, adv=4.649, sprd=0.012]
Ep 025/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:04,  2.25it/s, loss=0.672, pair=0.011, adv=5.642, sprd=0.022]
Ep 025/80 [S2:+mat]:   9%|▎   | 39/453 [00:18<03:13,  2.14it/s, loss=0.672, pair=0.011, adv=5.642, sprd=0.022]
Ep 025/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:13,  2.14it/s, loss=0.622, pair=0.001, adv=5.922, sprd=0.026]
Ep 025/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:07,  2.21it/s, loss=0.622, pair=0.001, adv=5.922, sprd=0.026]
Ep 025/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:07,  2.21it/s, loss=0.564, pair=0.002, adv=5.251, sprd=0.016]
Ep 025/80 [S2:+mat]:   9%|▎   | 41/453 [00:19<03:16,  2.09it/s, loss=0.564, pair=0.002, adv=5.251, sprd=0.016]
Ep 025/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:16,  2.09it/s, loss=0.608, pair=0.001, adv=3.721, sprd=0.023]
Ep 025/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:08,  2.19it/s, loss=0.608, pair=0.001, adv=3.721, sprd=0.023]
Ep 025/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:08,  2.19it/s, loss=0.619, pair=0.009, adv=3.316, sprd=0.025]
Ep 025/80 [S2:+mat]:   9%|▍   | 43/453 [00:20<03:15,  2.10it/s, loss=0.619, pair=0.009, adv=3.316, sprd=0.025]
Ep 025/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:15,  2.10it/s, loss=0.576, pair=0.005, adv=4.006, sprd=0.019]
Ep 025/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:06,  2.19it/s, loss=0.576, pair=0.005, adv=4.006, sprd=0.019]
Ep 025/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:06,  2.19it/s, loss=0.548, pair=0.002, adv=5.400, sprd=0.015]
Ep 025/80 [S2:+mat]:  10%|▍   | 45/453 [00:21<03:15,  2.09it/s, loss=0.548, pair=0.002, adv=5.400, sprd=0.015]
Ep 025/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:15,  2.09it/s, loss=0.538, pair=0.002, adv=3.000, sprd=0.020]
Ep 025/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:06,  2.18it/s, loss=0.538, pair=0.002, adv=3.000, sprd=0.020]
Ep 025/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:06,  2.18it/s, loss=0.614, pair=0.000, adv=5.214, sprd=0.024]
Ep 025/80 [S2:+mat]:  10%|▍   | 47/453 [00:22<03:17,  2.06it/s, loss=0.614, pair=0.000, adv=5.214, sprd=0.024]
Ep 025/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:17,  2.06it/s, loss=0.560, pair=0.000, adv=5.458, sprd=0.018]
Ep 025/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:09,  2.13it/s, loss=0.560, pair=0.000, adv=5.458, sprd=0.018]
Ep 025/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:09,  2.13it/s, loss=0.616, pair=0.001, adv=5.595, sprd=0.026]
Ep 025/80 [S2:+mat]:  11%|▍   | 49/453 [00:23<03:22,  2.00it/s, loss=0.616, pair=0.001, adv=5.595, sprd=0.026]
Ep 025/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:22,  2.00it/s, loss=0.586, pair=0.001, adv=6.023, sprd=0.021]
Ep 025/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:14,  2.07it/s, loss=0.586, pair=0.001, adv=6.023, sprd=0.021]
Ep 025/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:14,  2.07it/s, loss=0.583, pair=0.001, adv=3.949, sprd=0.022]
Ep 025/80 [S2:+mat]:  11%|▍   | 51/453 [00:24<03:46,  1.78it/s, loss=0.583, pair=0.001, adv=3.949, sprd=0.022]
Ep 025/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:46,  1.78it/s, loss=0.627, pair=0.000, adv=5.004, sprd=0.025]
Ep 025/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:31,  1.90it/s, loss=0.627, pair=0.000, adv=5.004, sprd=0.025]
Ep 025/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:31,  1.90it/s, loss=0.584, pair=0.002, adv=4.342, sprd=0.021]
Ep 025/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:45,  1.78it/s, loss=0.584, pair=0.002, adv=4.342, sprd=0.021]
Ep 025/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:45,  1.78it/s, loss=0.558, pair=0.002, adv=6.046, sprd=0.015]
Ep 025/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:29,  1.90it/s, loss=0.558, pair=0.002, adv=6.046, sprd=0.015]
Ep 025/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:29,  1.90it/s, loss=0.642, pair=0.001, adv=8.649, sprd=0.028]
Ep 025/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:41,  1.80it/s, loss=0.642, pair=0.001, adv=8.649, sprd=0.028]
Ep 025/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:41,  1.80it/s, loss=0.964, pair=1.422, adv=8.104, sprd=0.012]
Ep 025/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:26,  1.92it/s, loss=0.964, pair=1.422, adv=8.104, sprd=0.012]
Ep 025/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:26,  1.92it/s, loss=0.576, pair=0.002, adv=4.493, sprd=0.017]
Ep 025/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:38,  1.81it/s, loss=0.576, pair=0.002, adv=4.493, sprd=0.017]
Ep 025/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:38,  1.81it/s, loss=0.591, pair=0.000, adv=7.343, sprd=0.018]
Ep 025/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:24,  1.94it/s, loss=0.591, pair=0.000, adv=7.343, sprd=0.018]
Ep 025/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:24,  1.94it/s, loss=0.562, pair=0.001, adv=6.614, sprd=0.017]
Ep 025/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:42,  1.77it/s, loss=0.562, pair=0.001, adv=6.614, sprd=0.017]
Ep 025/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:42,  1.77it/s, loss=0.612, pair=0.000, adv=4.416, sprd=0.019]
Ep 025/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:25,  1.92it/s, loss=0.612, pair=0.000, adv=4.416, sprd=0.019]
Ep 025/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:25,  1.92it/s, loss=0.561, pair=0.000, adv=4.535, sprd=0.016]
Ep 025/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:35,  1.82it/s, loss=0.561, pair=0.000, adv=4.535, sprd=0.016]
Ep 025/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:35,  1.82it/s, loss=0.569, pair=0.001, adv=7.514, sprd=0.019]
Ep 025/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:24,  1.91it/s, loss=0.569, pair=0.001, adv=7.514, sprd=0.019]
Ep 025/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:24,  1.91it/s, loss=0.578, pair=0.003, adv=5.302, sprd=0.019]
Ep 025/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:35,  1.81it/s, loss=0.578, pair=0.003, adv=5.302, sprd=0.019]
Ep 025/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:35,  1.81it/s, loss=0.598, pair=0.002, adv=4.580, sprd=0.026]
Ep 025/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:25,  1.89it/s, loss=0.598, pair=0.002, adv=4.580, sprd=0.026]
Ep 025/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:25,  1.89it/s, loss=0.623, pair=0.001, adv=5.017, sprd=0.027]
Ep 025/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:38,  1.78it/s, loss=0.623, pair=0.001, adv=5.017, sprd=0.027]
Ep 025/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:38,  1.78it/s, loss=0.584, pair=0.000, adv=8.093, sprd=0.021]
Ep 025/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:25,  1.88it/s, loss=0.584, pair=0.000, adv=8.093, sprd=0.021]
Ep 025/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<03:25,  1.88it/s, loss=0.596, pair=0.000, adv=6.383, sprd=0.020]
Ep 025/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:38,  1.77it/s, loss=0.596, pair=0.000, adv=6.383, sprd=0.020]
Ep 025/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:38,  1.77it/s, loss=0.587, pair=0.002, adv=6.200, sprd=0.019]
Ep 025/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:22,  1.90it/s, loss=0.587, pair=0.002, adv=6.200, sprd=0.019]
Ep 025/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:22,  1.90it/s, loss=0.852, pair=1.079, adv=5.428, sprd=0.011]
Ep 025/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:37,  1.76it/s, loss=0.852, pair=1.079, adv=5.428, sprd=0.011]
Ep 025/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:37,  1.76it/s, loss=0.569, pair=0.000, adv=8.144, sprd=0.016]
Ep 025/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:21,  1.90it/s, loss=0.569, pair=0.000, adv=8.144, sprd=0.016]
Ep 025/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:21,  1.90it/s, loss=0.591, pair=0.001, adv=5.945, sprd=0.021]
Ep 025/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:33,  1.79it/s, loss=0.591, pair=0.001, adv=5.945, sprd=0.021]
Ep 025/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:33,  1.79it/s, loss=0.973, pair=1.389, adv=8.765, sprd=0.015]
Ep 025/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:18,  1.91it/s, loss=0.973, pair=1.389, adv=8.765, sprd=0.015]
Ep 025/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:18,  1.91it/s, loss=0.774, pair=0.595, adv=5.005, sprd=0.025]
Ep 025/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:34,  1.77it/s, loss=0.774, pair=0.595, adv=5.005, sprd=0.025]
Ep 025/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:34,  1.77it/s, loss=0.603, pair=0.002, adv=6.729, sprd=0.022]
Ep 025/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:20,  1.89it/s, loss=0.603, pair=0.002, adv=6.729, sprd=0.022]
Ep 025/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:20,  1.89it/s, loss=0.635, pair=0.003, adv=5.429, sprd=0.018]
Ep 025/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:28,  1.82it/s, loss=0.635, pair=0.003, adv=5.429, sprd=0.018]
Ep 025/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:28,  1.82it/s, loss=0.581, pair=0.000, adv=4.226, sprd=0.019]
Ep 025/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:14,  1.93it/s, loss=0.581, pair=0.000, adv=4.226, sprd=0.019]
Ep 025/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:14,  1.93it/s, loss=0.584, pair=0.000, adv=8.182, sprd=0.018]
Ep 025/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:25,  1.83it/s, loss=0.584, pair=0.000, adv=8.182, sprd=0.018]
Ep 025/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:25,  1.83it/s, loss=0.608, pair=0.008, adv=6.019, sprd=0.023]
Ep 025/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:12,  1.95it/s, loss=0.608, pair=0.008, adv=6.019, sprd=0.023]
Ep 025/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<03:12,  1.95it/s, loss=0.647, pair=0.000, adv=6.109, sprd=0.032]
Ep 025/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:24,  1.83it/s, loss=0.647, pair=0.000, adv=6.109, sprd=0.032]
Ep 025/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:24,  1.83it/s, loss=0.582, pair=0.002, adv=7.916, sprd=0.016]
Ep 025/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<03:14,  1.92it/s, loss=0.582, pair=0.002, adv=7.916, sprd=0.016]
Ep 025/80 [S2:+mat]:  18%|▋   | 80/453 [00:41<03:14,  1.92it/s, loss=0.596, pair=0.006, adv=3.202, sprd=0.023]
Ep 025/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:12,  1.93it/s, loss=0.596, pair=0.006, adv=3.202, sprd=0.023]
Ep 025/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:12,  1.93it/s, loss=0.610, pair=0.028, adv=7.881, sprd=0.024]
Ep 025/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:02,  2.03it/s, loss=0.610, pair=0.028, adv=7.881, sprd=0.024]
Ep 025/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:02,  2.03it/s, loss=0.610, pair=0.025, adv=5.834, sprd=0.019]
Ep 025/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:04,  2.01it/s, loss=0.610, pair=0.025, adv=5.834, sprd=0.019]
Ep 025/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:04,  2.01it/s, loss=0.616, pair=0.005, adv=4.532, sprd=0.023]
Ep 025/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:54,  2.11it/s, loss=0.616, pair=0.005, adv=4.532, sprd=0.023]
Ep 025/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:54,  2.11it/s, loss=0.576, pair=0.001, adv=3.013, sprd=0.026]
Ep 025/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:01,  2.03it/s, loss=0.576, pair=0.001, adv=3.013, sprd=0.026]
Ep 025/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:01,  2.03it/s, loss=0.589, pair=0.002, adv=5.080, sprd=0.021]
Ep 025/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:52,  2.13it/s, loss=0.589, pair=0.002, adv=5.080, sprd=0.021]
Ep 025/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:52,  2.13it/s, loss=0.576, pair=0.002, adv=6.070, sprd=0.018]
Ep 025/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:02,  2.00it/s, loss=0.576, pair=0.002, adv=6.070, sprd=0.018]
Ep 025/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:02,  2.00it/s, loss=0.603, pair=0.007, adv=4.616, sprd=0.019]
Ep 025/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:50,  2.14it/s, loss=0.603, pair=0.007, adv=4.616, sprd=0.019]
Ep 025/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:50,  2.14it/s, loss=0.647, pair=0.001, adv=4.311, sprd=0.028]
Ep 025/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:58,  2.04it/s, loss=0.647, pair=0.001, adv=4.311, sprd=0.028]
Ep 025/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:58,  2.04it/s, loss=0.609, pair=0.002, adv=4.606, sprd=0.021]
Ep 025/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:47,  2.16it/s, loss=0.609, pair=0.002, adv=4.606, sprd=0.021]
Ep 025/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:47,  2.16it/s, loss=0.563, pair=0.007, adv=3.375, sprd=0.016]
Ep 025/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:52,  2.10it/s, loss=0.563, pair=0.007, adv=3.375, sprd=0.016]
Ep 025/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<02:52,  2.10it/s, loss=0.627, pair=0.000, adv=3.822, sprd=0.026]
Ep 025/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:44,  2.19it/s, loss=0.627, pair=0.000, adv=3.822, sprd=0.026]
Ep 025/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:44,  2.19it/s, loss=0.625, pair=0.000, adv=3.965, sprd=0.017]
Ep 025/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:53,  2.08it/s, loss=0.625, pair=0.000, adv=3.965, sprd=0.017]
Ep 025/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:53,  2.08it/s, loss=0.628, pair=0.007, adv=4.078, sprd=0.026]
Ep 025/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:44,  2.18it/s, loss=0.628, pair=0.007, adv=4.078, sprd=0.026]
Ep 025/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:44,  2.18it/s, loss=0.604, pair=0.006, adv=4.026, sprd=0.020]
Ep 025/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:51,  2.09it/s, loss=0.604, pair=0.006, adv=4.026, sprd=0.020]
Ep 025/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:51,  2.09it/s, loss=0.553, pair=0.010, adv=3.024, sprd=0.022]
Ep 025/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:43,  2.18it/s, loss=0.553, pair=0.010, adv=3.024, sprd=0.022]
Ep 025/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:43,  2.18it/s, loss=0.585, pair=0.013, adv=6.050, sprd=0.017]
Ep 025/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:48,  2.11it/s, loss=0.585, pair=0.013, adv=6.050, sprd=0.017]
Ep 025/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:48,  2.11it/s, loss=0.642, pair=0.001, adv=4.172, sprd=0.030]
Ep 025/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<02:42,  2.18it/s, loss=0.642, pair=0.001, adv=4.172, sprd=0.030]
Ep 025/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:42,  2.18it/s, loss=0.572, pair=0.004, adv=4.664, sprd=0.018]
Ep 025/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:49,  2.09it/s, loss=0.572, pair=0.004, adv=4.664, sprd=0.018]
Ep 025/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:49,  2.09it/s, loss=0.621, pair=0.000, adv=4.369, sprd=0.029]
Ep 025/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:44,  2.15it/s, loss=0.621, pair=0.000, adv=4.369, sprd=0.029]
Ep 025/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:44,  2.15it/s, loss=0.605, pair=0.003, adv=4.093, sprd=0.022]
Ep 025/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:49,  2.07it/s, loss=0.605, pair=0.003, adv=4.093, sprd=0.022]
Ep 025/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:49,  2.07it/s, loss=0.557, pair=0.000, adv=3.276, sprd=0.019]
Ep 025/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:42,  2.16it/s, loss=0.557, pair=0.000, adv=3.276, sprd=0.019]
Ep 025/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:42,  2.16it/s, loss=0.589, pair=0.002, adv=5.481, sprd=0.016]
Ep 025/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:58,  1.97it/s, loss=0.589, pair=0.002, adv=5.481, sprd=0.016]
Ep 025/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:58,  1.97it/s, loss=0.652, pair=0.001, adv=4.077, sprd=0.032]
Ep 025/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:48,  2.07it/s, loss=0.652, pair=0.001, adv=4.077, sprd=0.032]
Ep 025/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:48,  2.07it/s, loss=0.615, pair=0.002, adv=5.526, sprd=0.023]
Ep 025/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:53,  2.00it/s, loss=0.615, pair=0.002, adv=5.526, sprd=0.023]
Ep 025/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:53,  2.00it/s, loss=0.598, pair=0.003, adv=4.043, sprd=0.021]
Ep 025/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:43,  2.12it/s, loss=0.598, pair=0.003, adv=4.043, sprd=0.021]
Ep 025/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:43,  2.12it/s, loss=0.589, pair=0.002, adv=3.405, sprd=0.021]
Ep 025/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:51,  2.02it/s, loss=0.589, pair=0.002, adv=3.405, sprd=0.021]
Ep 025/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:51,  2.02it/s, loss=0.580, pair=0.006, adv=3.716, sprd=0.017]
Ep 025/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:40,  2.15it/s, loss=0.580, pair=0.006, adv=3.716, sprd=0.017]
Ep 025/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:40,  2.15it/s, loss=0.603, pair=0.001, adv=4.419, sprd=0.019]
Ep 025/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:47,  2.06it/s, loss=0.603, pair=0.001, adv=4.419, sprd=0.019]
Ep 025/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:47,  2.06it/s, loss=0.561, pair=0.001, adv=5.304, sprd=0.016]
Ep 025/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:39,  2.15it/s, loss=0.561, pair=0.001, adv=5.304, sprd=0.016]
Ep 025/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:39,  2.15it/s, loss=0.634, pair=0.000, adv=5.502, sprd=0.025]
Ep 025/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:45,  2.07it/s, loss=0.634, pair=0.000, adv=5.502, sprd=0.025]
Ep 025/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:45,  2.07it/s, loss=0.597, pair=0.000, adv=5.513, sprd=0.022]
Ep 025/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:38,  2.15it/s, loss=0.597, pair=0.000, adv=5.513, sprd=0.022]
Ep 025/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:38,  2.15it/s, loss=0.579, pair=0.003, adv=5.279, sprd=0.015]
Ep 025/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:43,  2.08it/s, loss=0.579, pair=0.003, adv=5.279, sprd=0.015]
Ep 025/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:43,  2.08it/s, loss=0.591, pair=0.001, adv=3.047, sprd=0.028]
Ep 025/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:37,  2.16it/s, loss=0.591, pair=0.001, adv=3.047, sprd=0.028]
Ep 025/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:37,  2.16it/s, loss=0.580, pair=0.000, adv=4.843, sprd=0.019]
Ep 025/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.580, pair=0.000, adv=4.843, sprd=0.019]
Ep 025/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.604, pair=0.003, adv=5.556, sprd=0.023]
Ep 025/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.13it/s, loss=0.604, pair=0.003, adv=5.556, sprd=0.023]
Ep 025/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.13it/s, loss=0.579, pair=0.000, adv=4.024, sprd=0.018]
Ep 025/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:43,  2.06it/s, loss=0.579, pair=0.000, adv=4.024, sprd=0.018]
Ep 025/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:43,  2.06it/s, loss=0.603, pair=0.000, adv=5.590, sprd=0.023]
Ep 025/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:37,  2.13it/s, loss=0.603, pair=0.000, adv=5.590, sprd=0.023]
Ep 025/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:37,  2.13it/s, loss=0.575, pair=0.003, adv=5.797, sprd=0.017]
Ep 025/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:44,  2.02it/s, loss=0.575, pair=0.003, adv=5.797, sprd=0.017]
Ep 025/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:44,  2.02it/s, loss=0.592, pair=0.003, adv=3.453, sprd=0.016]
Ep 025/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:32,  2.18it/s, loss=0.592, pair=0.003, adv=3.453, sprd=0.016]
Ep 025/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:32,  2.18it/s, loss=0.581, pair=0.002, adv=8.352, sprd=0.017]
Ep 025/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:39,  2.08it/s, loss=0.581, pair=0.002, adv=8.352, sprd=0.017]
Ep 025/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:39,  2.08it/s, loss=0.637, pair=0.001, adv=5.436, sprd=0.029]
Ep 025/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:34,  2.15it/s, loss=0.637, pair=0.001, adv=5.436, sprd=0.029]
Ep 025/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:34,  2.15it/s, loss=0.624, pair=0.005, adv=4.974, sprd=0.021]
Ep 025/80 [S2:+mat]:  27%|▊  | 123/453 [01:00<02:38,  2.08it/s, loss=0.624, pair=0.005, adv=4.974, sprd=0.021]
Ep 025/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:38,  2.08it/s, loss=0.577, pair=0.015, adv=3.070, sprd=0.023]
Ep 025/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:31,  2.17it/s, loss=0.577, pair=0.015, adv=3.070, sprd=0.023]
Ep 025/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:31,  2.17it/s, loss=0.537, pair=0.007, adv=2.977, sprd=0.019]
Ep 025/80 [S2:+mat]:  28%|▊  | 125/453 [01:01<02:37,  2.08it/s, loss=0.537, pair=0.007, adv=2.977, sprd=0.019]
Ep 025/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:37,  2.08it/s, loss=0.560, pair=0.001, adv=4.923, sprd=0.014]
Ep 025/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:26,  2.23it/s, loss=0.560, pair=0.001, adv=4.923, sprd=0.014]
Ep 025/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:26,  2.23it/s, loss=0.561, pair=0.003, adv=7.176, sprd=0.013]
Ep 025/80 [S2:+mat]:  28%|▊  | 127/453 [01:02<02:32,  2.14it/s, loss=0.561, pair=0.003, adv=7.176, sprd=0.013]
Ep 025/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:32,  2.14it/s, loss=0.589, pair=0.007, adv=3.727, sprd=0.021]
Ep 025/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:27,  2.21it/s, loss=0.589, pair=0.007, adv=3.727, sprd=0.021]
Ep 025/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:27,  2.21it/s, loss=0.578, pair=0.003, adv=5.177, sprd=0.017]
Ep 025/80 [S2:+mat]:  28%|▊  | 129/453 [01:03<02:33,  2.10it/s, loss=0.578, pair=0.003, adv=5.177, sprd=0.017]
Ep 025/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:33,  2.10it/s, loss=0.613, pair=0.001, adv=5.187, sprd=0.023]
Ep 025/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:27,  2.19it/s, loss=0.613, pair=0.001, adv=5.187, sprd=0.023]
Ep 025/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:27,  2.19it/s, loss=0.659, pair=0.001, adv=4.869, sprd=0.022]
Ep 025/80 [S2:+mat]:  29%|▊  | 131/453 [01:04<02:45,  1.95it/s, loss=0.659, pair=0.001, adv=4.869, sprd=0.022]
Ep 025/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:45,  1.95it/s, loss=0.578, pair=0.000, adv=5.970, sprd=0.017]
Ep 025/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:34,  2.08it/s, loss=0.578, pair=0.000, adv=5.970, sprd=0.017]
Ep 025/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:34,  2.08it/s, loss=0.592, pair=0.001, adv=4.209, sprd=0.016]
Ep 025/80 [S2:+mat]:  29%|▉  | 133/453 [01:05<02:37,  2.03it/s, loss=0.592, pair=0.001, adv=4.209, sprd=0.016]
Ep 025/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:37,  2.03it/s, loss=0.599, pair=0.000, adv=4.173, sprd=0.024]
Ep 025/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:31,  2.11it/s, loss=0.599, pair=0.000, adv=4.173, sprd=0.024]
Ep 025/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:31,  2.11it/s, loss=0.647, pair=0.001, adv=5.034, sprd=0.030]
Ep 025/80 [S2:+mat]:  30%|▉  | 135/453 [01:06<02:36,  2.03it/s, loss=0.647, pair=0.001, adv=5.034, sprd=0.030]
Ep 025/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:36,  2.03it/s, loss=0.592, pair=0.001, adv=6.353, sprd=0.018]
Ep 025/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:27,  2.15it/s, loss=0.592, pair=0.001, adv=6.353, sprd=0.018]
Ep 025/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:27,  2.15it/s, loss=0.554, pair=0.000, adv=3.905, sprd=0.015]
Ep 025/80 [S2:+mat]:  30%|▉  | 137/453 [01:07<02:32,  2.08it/s, loss=0.554, pair=0.000, adv=3.905, sprd=0.015]
Ep 025/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:32,  2.08it/s, loss=0.596, pair=0.002, adv=5.580, sprd=0.021]
Ep 025/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:25,  2.16it/s, loss=0.596, pair=0.002, adv=5.580, sprd=0.021]
Ep 025/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:25,  2.16it/s, loss=0.581, pair=0.000, adv=5.795, sprd=0.020]
Ep 025/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:30,  2.08it/s, loss=0.581, pair=0.000, adv=5.795, sprd=0.020]
Ep 025/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:30,  2.08it/s, loss=0.601, pair=0.001, adv=5.113, sprd=0.022]
Ep 025/80 [S2:+mat]:  31%|▉  | 140/453 [01:08<02:23,  2.18it/s, loss=0.601, pair=0.001, adv=5.113, sprd=0.022]
Ep 025/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:23,  2.18it/s, loss=0.685, pair=0.337, adv=6.370, sprd=0.024]
Ep 025/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:33,  2.03it/s, loss=0.685, pair=0.337, adv=6.370, sprd=0.024]
Ep 025/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:33,  2.03it/s, loss=0.612, pair=0.001, adv=6.585, sprd=0.027]
Ep 025/80 [S2:+mat]:  31%|▉  | 142/453 [01:09<02:27,  2.11it/s, loss=0.612, pair=0.001, adv=6.585, sprd=0.027]
Ep 025/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:27,  2.11it/s, loss=0.581, pair=0.002, adv=5.168, sprd=0.020]
Ep 025/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:32,  2.03it/s, loss=0.581, pair=0.002, adv=5.168, sprd=0.020]
Ep 025/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:32,  2.03it/s, loss=0.601, pair=0.005, adv=5.001, sprd=0.021]
Ep 025/80 [S2:+mat]:  32%|▉  | 144/453 [01:10<02:24,  2.14it/s, loss=0.601, pair=0.005, adv=5.001, sprd=0.021]
Ep 025/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:24,  2.14it/s, loss=0.696, pair=0.003, adv=4.994, sprd=0.026]
Ep 025/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:30,  2.04it/s, loss=0.696, pair=0.003, adv=4.994, sprd=0.026]
Ep 025/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:30,  2.04it/s, loss=0.591, pair=0.003, adv=4.466, sprd=0.018]
Ep 025/80 [S2:+mat]:  32%|▉  | 146/453 [01:11<02:20,  2.18it/s, loss=0.591, pair=0.003, adv=4.466, sprd=0.018]
Ep 025/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:20,  2.18it/s, loss=0.605, pair=0.001, adv=4.539, sprd=0.025]
Ep 025/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:28,  2.07it/s, loss=0.605, pair=0.001, adv=4.539, sprd=0.025]
Ep 025/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:28,  2.07it/s, loss=0.611, pair=0.003, adv=6.898, sprd=0.027]
Ep 025/80 [S2:+mat]:  33%|▉  | 148/453 [01:12<02:22,  2.13it/s, loss=0.611, pair=0.003, adv=6.898, sprd=0.027]
Ep 025/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:22,  2.13it/s, loss=0.840, pair=0.747, adv=7.507, sprd=0.025]
Ep 025/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:36,  1.94it/s, loss=0.840, pair=0.747, adv=7.507, sprd=0.025]
Ep 025/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:36,  1.94it/s, loss=0.558, pair=0.005, adv=6.186, sprd=0.014]
Ep 025/80 [S2:+mat]:  33%|▉  | 150/453 [01:13<02:26,  2.07it/s, loss=0.558, pair=0.005, adv=6.186, sprd=0.014]
Ep 025/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:26,  2.07it/s, loss=0.589, pair=0.002, adv=6.632, sprd=0.020]
Ep 025/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:38,  1.91it/s, loss=0.589, pair=0.002, adv=6.632, sprd=0.020]
Ep 025/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:38,  1.91it/s, loss=0.591, pair=0.012, adv=5.562, sprd=0.022]
Ep 025/80 [S2:+mat]:  34%|█  | 152/453 [01:14<02:31,  1.98it/s, loss=0.591, pair=0.012, adv=5.562, sprd=0.022]
Ep 025/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:31,  1.98it/s, loss=0.606, pair=0.027, adv=3.990, sprd=0.021]
Ep 025/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:43,  1.83it/s, loss=0.606, pair=0.027, adv=3.990, sprd=0.021]
Ep 025/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:43,  1.83it/s, loss=0.580, pair=0.003, adv=5.139, sprd=0.018]
Ep 025/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:33,  1.95it/s, loss=0.580, pair=0.003, adv=5.139, sprd=0.018]
Ep 025/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:33,  1.95it/s, loss=0.601, pair=0.004, adv=6.760, sprd=0.018]
Ep 025/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:39,  1.87it/s, loss=0.601, pair=0.004, adv=6.760, sprd=0.018]
Ep 025/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:39,  1.87it/s, loss=0.610, pair=0.001, adv=8.124, sprd=0.019]
Ep 025/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:29,  1.98it/s, loss=0.610, pair=0.001, adv=8.124, sprd=0.019]
Ep 025/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:29,  1.98it/s, loss=0.566, pair=0.005, adv=4.635, sprd=0.016]
Ep 025/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:36,  1.89it/s, loss=0.566, pair=0.005, adv=4.635, sprd=0.016]
Ep 025/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:36,  1.89it/s, loss=0.598, pair=0.004, adv=5.600, sprd=0.020]
Ep 025/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:27,  2.00it/s, loss=0.598, pair=0.004, adv=5.600, sprd=0.020]
Ep 025/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:27,  2.00it/s, loss=0.629, pair=0.007, adv=4.846, sprd=0.022]
Ep 025/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:45,  1.77it/s, loss=0.629, pair=0.007, adv=4.846, sprd=0.022]
Ep 025/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:45,  1.77it/s, loss=0.634, pair=0.011, adv=3.423, sprd=0.028]
Ep 025/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:34,  1.89it/s, loss=0.634, pair=0.011, adv=3.423, sprd=0.028]
Ep 025/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:34,  1.89it/s, loss=0.586, pair=0.000, adv=5.749, sprd=0.016]
Ep 025/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:40,  1.82it/s, loss=0.586, pair=0.000, adv=5.749, sprd=0.016]
Ep 025/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:40,  1.82it/s, loss=0.636, pair=0.000, adv=6.248, sprd=0.027]
Ep 025/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:31,  1.92it/s, loss=0.636, pair=0.000, adv=6.248, sprd=0.027]
Ep 025/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:31,  1.92it/s, loss=0.586, pair=0.000, adv=6.280, sprd=0.022]
Ep 025/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:40,  1.81it/s, loss=0.586, pair=0.000, adv=6.280, sprd=0.022]
Ep 025/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:40,  1.81it/s, loss=0.554, pair=0.001, adv=5.784, sprd=0.014]
Ep 025/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:29,  1.93it/s, loss=0.554, pair=0.001, adv=5.784, sprd=0.014]
Ep 025/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:29,  1.93it/s, loss=0.627, pair=0.000, adv=6.629, sprd=0.026]
Ep 025/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:37,  1.82it/s, loss=0.627, pair=0.000, adv=6.629, sprd=0.026]
Ep 025/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:37,  1.82it/s, loss=0.589, pair=0.001, adv=4.518, sprd=0.023]
Ep 025/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:29,  1.91it/s, loss=0.589, pair=0.001, adv=4.518, sprd=0.023]
Ep 025/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:29,  1.91it/s, loss=0.627, pair=0.002, adv=3.811, sprd=0.023]
Ep 025/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:35,  1.84it/s, loss=0.627, pair=0.002, adv=3.811, sprd=0.023]
Ep 025/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:35,  1.84it/s, loss=1.238, pair=2.135, adv=5.175, sprd=0.019]
Ep 025/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:26,  1.95it/s, loss=1.238, pair=2.135, adv=5.175, sprd=0.019]
Ep 025/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:26,  1.95it/s, loss=0.613, pair=0.002, adv=4.485, sprd=0.022]
Ep 025/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:33,  1.86it/s, loss=0.613, pair=0.002, adv=4.485, sprd=0.022]
Ep 025/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:33,  1.86it/s, loss=0.632, pair=0.000, adv=5.508, sprd=0.030]
Ep 025/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:25,  1.94it/s, loss=0.632, pair=0.000, adv=5.508, sprd=0.030]
Ep 025/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:25,  1.94it/s, loss=0.614, pair=0.002, adv=5.262, sprd=0.018]
Ep 025/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:31,  1.86it/s, loss=0.614, pair=0.002, adv=5.262, sprd=0.018]
Ep 025/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:31,  1.86it/s, loss=0.596, pair=0.009, adv=5.162, sprd=0.018]
Ep 025/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:21,  1.98it/s, loss=0.596, pair=0.009, adv=5.162, sprd=0.018]
Ep 025/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:21,  1.98it/s, loss=0.620, pair=0.007, adv=4.912, sprd=0.026]
Ep 025/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:33,  1.83it/s, loss=0.620, pair=0.007, adv=4.912, sprd=0.026]
Ep 025/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:33,  1.83it/s, loss=0.596, pair=0.001, adv=3.880, sprd=0.021]
Ep 025/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:23,  1.95it/s, loss=0.596, pair=0.001, adv=3.880, sprd=0.021]
Ep 025/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:23,  1.95it/s, loss=0.580, pair=0.006, adv=5.403, sprd=0.019]
Ep 025/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:31,  1.84it/s, loss=0.580, pair=0.006, adv=5.403, sprd=0.019]
Ep 025/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:31,  1.84it/s, loss=0.592, pair=0.006, adv=5.220, sprd=0.021]
Ep 025/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:22,  1.94it/s, loss=0.592, pair=0.006, adv=5.220, sprd=0.021]
Ep 025/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:22,  1.94it/s, loss=0.622, pair=0.011, adv=7.076, sprd=0.024]
Ep 025/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:32,  1.81it/s, loss=0.622, pair=0.011, adv=7.076, sprd=0.024]
Ep 025/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:32,  1.81it/s, loss=0.625, pair=0.002, adv=4.288, sprd=0.026]
Ep 025/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:22,  1.92it/s, loss=0.625, pair=0.002, adv=4.288, sprd=0.026]
Ep 025/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:22,  1.92it/s, loss=0.590, pair=0.003, adv=4.636, sprd=0.015]
Ep 025/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:21,  1.93it/s, loss=0.590, pair=0.003, adv=4.636, sprd=0.015]
Ep 025/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:21,  1.93it/s, loss=0.641, pair=0.001, adv=4.119, sprd=0.031]
Ep 025/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:13,  2.04it/s, loss=0.641, pair=0.001, adv=4.119, sprd=0.031]
Ep 025/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:13,  2.04it/s, loss=0.619, pair=0.001, adv=3.863, sprd=0.024]
Ep 025/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:15,  2.00it/s, loss=0.619, pair=0.001, adv=3.863, sprd=0.024]
Ep 025/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:15,  2.00it/s, loss=0.622, pair=0.011, adv=4.113, sprd=0.022]
Ep 025/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:06,  2.14it/s, loss=0.622, pair=0.011, adv=4.113, sprd=0.022]
Ep 025/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:06,  2.14it/s, loss=0.611, pair=0.003, adv=4.875, sprd=0.022]
Ep 025/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:10,  2.07it/s, loss=0.611, pair=0.003, adv=4.875, sprd=0.022]
Ep 025/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:10,  2.07it/s, loss=0.614, pair=0.006, adv=4.153, sprd=0.025]
Ep 025/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:04,  2.16it/s, loss=0.614, pair=0.006, adv=4.153, sprd=0.025]
Ep 025/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:04,  2.16it/s, loss=0.601, pair=0.000, adv=3.651, sprd=0.023]
Ep 025/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.601, pair=0.000, adv=3.651, sprd=0.023]
Ep 025/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.611, pair=0.001, adv=3.640, sprd=0.023]
Ep 025/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:03,  2.16it/s, loss=0.611, pair=0.001, adv=3.640, sprd=0.023]
Ep 025/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:03,  2.16it/s, loss=0.565, pair=0.013, adv=5.582, sprd=0.010]
Ep 025/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:14,  1.98it/s, loss=0.565, pair=0.013, adv=5.582, sprd=0.010]
Ep 025/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:14,  1.98it/s, loss=0.611, pair=0.005, adv=6.440, sprd=0.027]
Ep 025/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:08,  2.06it/s, loss=0.611, pair=0.005, adv=6.440, sprd=0.027]
Ep 025/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:08,  2.06it/s, loss=0.719, pair=0.003, adv=3.900, sprd=0.033]
Ep 025/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:11,  2.00it/s, loss=0.719, pair=0.003, adv=3.900, sprd=0.033]
Ep 025/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:11,  2.00it/s, loss=0.592, pair=0.002, adv=4.256, sprd=0.023]
Ep 025/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:05,  2.10it/s, loss=0.592, pair=0.002, adv=4.256, sprd=0.023]
Ep 025/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:05,  2.10it/s, loss=0.598, pair=0.006, adv=5.554, sprd=0.020]
Ep 025/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:10,  2.01it/s, loss=0.598, pair=0.006, adv=5.554, sprd=0.020]
Ep 025/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:10,  2.01it/s, loss=0.560, pair=0.006, adv=4.338, sprd=0.016]
Ep 025/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:03,  2.12it/s, loss=0.560, pair=0.006, adv=4.338, sprd=0.016]
Ep 025/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:03,  2.12it/s, loss=0.620, pair=0.004, adv=4.223, sprd=0.025]
Ep 025/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:07,  2.05it/s, loss=0.620, pair=0.004, adv=4.223, sprd=0.025]
Ep 025/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:07,  2.05it/s, loss=0.586, pair=0.010, adv=6.861, sprd=0.019]
Ep 025/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:01,  2.14it/s, loss=0.586, pair=0.010, adv=6.861, sprd=0.019]
Ep 025/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:01,  2.14it/s, loss=0.591, pair=0.000, adv=3.872, sprd=0.020]
Ep 025/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:04,  2.08it/s, loss=0.591, pair=0.000, adv=3.872, sprd=0.020]
Ep 025/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:04,  2.08it/s, loss=0.575, pair=0.005, adv=4.131, sprd=0.017]
Ep 025/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:57,  2.19it/s, loss=0.575, pair=0.005, adv=4.131, sprd=0.017]
Ep 025/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:57,  2.19it/s, loss=0.590, pair=0.005, adv=5.687, sprd=0.019]
Ep 025/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:01,  2.10it/s, loss=0.590, pair=0.005, adv=5.687, sprd=0.019]
Ep 025/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:01,  2.10it/s, loss=1.202, pair=1.913, adv=3.921, sprd=0.025]
Ep 025/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:56,  2.20it/s, loss=1.202, pair=1.913, adv=3.921, sprd=0.025]
Ep 025/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:56,  2.20it/s, loss=0.607, pair=0.009, adv=4.635, sprd=0.017]
Ep 025/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<01:58,  2.14it/s, loss=0.607, pair=0.009, adv=4.635, sprd=0.017]
Ep 025/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<01:58,  2.14it/s, loss=0.621, pair=0.009, adv=4.289, sprd=0.029]
Ep 025/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:55,  2.18it/s, loss=0.621, pair=0.009, adv=4.289, sprd=0.029]
Ep 025/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:55,  2.18it/s, loss=0.574, pair=0.003, adv=4.458, sprd=0.020]
Ep 025/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<02:03,  2.03it/s, loss=0.574, pair=0.003, adv=4.458, sprd=0.020]
Ep 025/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:03,  2.03it/s, loss=0.599, pair=0.006, adv=3.999, sprd=0.019]
Ep 025/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:56,  2.16it/s, loss=0.599, pair=0.006, adv=3.999, sprd=0.019]
Ep 025/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:56,  2.16it/s, loss=0.606, pair=0.008, adv=4.518, sprd=0.021]
Ep 025/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<01:59,  2.10it/s, loss=0.606, pair=0.008, adv=4.518, sprd=0.021]
Ep 025/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<01:59,  2.10it/s, loss=0.603, pair=0.001, adv=3.584, sprd=0.026]
Ep 025/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.16it/s, loss=0.603, pair=0.001, adv=3.584, sprd=0.026]
Ep 025/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.16it/s, loss=0.598, pair=0.000, adv=5.819, sprd=0.021]
Ep 025/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<02:00,  2.06it/s, loss=0.598, pair=0.000, adv=5.819, sprd=0.021]
Ep 025/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:00,  2.06it/s, loss=0.651, pair=0.003, adv=6.205, sprd=0.030]
Ep 025/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:55,  2.14it/s, loss=0.651, pair=0.003, adv=6.205, sprd=0.030]
Ep 025/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:55,  2.14it/s, loss=0.536, pair=0.000, adv=5.114, sprd=0.013]
Ep 025/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<01:58,  2.07it/s, loss=0.536, pair=0.000, adv=5.114, sprd=0.013]
Ep 025/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<01:58,  2.07it/s, loss=0.598, pair=0.001, adv=5.187, sprd=0.023]
Ep 025/80 [S2:+mat]:  46%|█▍ | 208/453 [01:42<01:54,  2.15it/s, loss=0.598, pair=0.001, adv=5.187, sprd=0.023]
Ep 025/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:54,  2.15it/s, loss=0.589, pair=0.006, adv=5.417, sprd=0.017]
Ep 025/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:56,  2.09it/s, loss=0.589, pair=0.006, adv=5.417, sprd=0.017]
Ep 025/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:56,  2.09it/s, loss=0.579, pair=0.000, adv=4.122, sprd=0.019]
Ep 025/80 [S2:+mat]:  46%|█▍ | 210/453 [01:43<01:51,  2.17it/s, loss=0.579, pair=0.000, adv=4.122, sprd=0.019]
Ep 025/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:51,  2.17it/s, loss=0.641, pair=0.001, adv=4.799, sprd=0.028]
Ep 025/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<02:03,  1.96it/s, loss=0.641, pair=0.001, adv=4.799, sprd=0.028]
Ep 025/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<02:03,  1.96it/s, loss=0.594, pair=0.003, adv=4.718, sprd=0.020]
Ep 025/80 [S2:+mat]:  47%|█▍ | 212/453 [01:44<01:54,  2.10it/s, loss=0.594, pair=0.003, adv=4.718, sprd=0.020]
Ep 025/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:54,  2.10it/s, loss=0.603, pair=0.015, adv=6.106, sprd=0.025]
Ep 025/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<02:00,  1.99it/s, loss=0.603, pair=0.015, adv=6.106, sprd=0.025]
Ep 025/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<02:00,  1.99it/s, loss=0.579, pair=0.008, adv=4.131, sprd=0.019]
Ep 025/80 [S2:+mat]:  47%|█▍ | 214/453 [01:45<01:53,  2.10it/s, loss=0.579, pair=0.008, adv=4.131, sprd=0.019]
Ep 025/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:53,  2.10it/s, loss=0.576, pair=0.006, adv=4.693, sprd=0.017]
Ep 025/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:56,  2.05it/s, loss=0.576, pair=0.006, adv=4.693, sprd=0.017]
Ep 025/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:56,  2.05it/s, loss=0.571, pair=0.000, adv=6.351, sprd=0.014]
Ep 025/80 [S2:+mat]:  48%|█▍ | 216/453 [01:46<01:48,  2.18it/s, loss=0.571, pair=0.000, adv=6.351, sprd=0.014]
Ep 025/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:48,  2.18it/s, loss=0.605, pair=0.001, adv=5.083, sprd=0.022]
Ep 025/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:55,  2.05it/s, loss=0.605, pair=0.001, adv=5.083, sprd=0.022]
Ep 025/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:55,  2.05it/s, loss=0.632, pair=0.006, adv=5.454, sprd=0.029]
Ep 025/80 [S2:+mat]:  48%|█▍ | 218/453 [01:47<01:50,  2.13it/s, loss=0.632, pair=0.006, adv=5.454, sprd=0.029]
Ep 025/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:50,  2.13it/s, loss=0.579, pair=0.000, adv=6.808, sprd=0.018]
Ep 025/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:54,  2.04it/s, loss=0.579, pair=0.000, adv=6.808, sprd=0.018]
Ep 025/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:54,  2.04it/s, loss=0.577, pair=0.001, adv=8.037, sprd=0.014]
Ep 025/80 [S2:+mat]:  49%|█▍ | 220/453 [01:48<01:46,  2.18it/s, loss=0.577, pair=0.001, adv=8.037, sprd=0.014]
Ep 025/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:46,  2.18it/s, loss=0.592, pair=0.002, adv=5.404, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:52,  2.07it/s, loss=0.592, pair=0.002, adv=5.404, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:52,  2.07it/s, loss=1.171, pair=1.796, adv=4.922, sprd=0.030]
Ep 025/80 [S2:+mat]:  49%|█▍ | 222/453 [01:49<01:48,  2.12it/s, loss=1.171, pair=1.796, adv=4.922, sprd=0.030]
Ep 025/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:48,  2.12it/s, loss=0.600, pair=0.003, adv=4.492, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:52,  2.04it/s, loss=0.600, pair=0.003, adv=4.492, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:52,  2.04it/s, loss=0.607, pair=0.006, adv=5.179, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 224/453 [01:50<01:47,  2.13it/s, loss=0.607, pair=0.006, adv=5.179, sprd=0.024]
Ep 025/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:47,  2.13it/s, loss=0.581, pair=0.008, adv=4.037, sprd=0.019]
Ep 025/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:51,  2.05it/s, loss=0.581, pair=0.008, adv=4.037, sprd=0.019]
Ep 025/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:51,  2.05it/s, loss=0.630, pair=0.006, adv=5.724, sprd=0.029]
Ep 025/80 [S2:+mat]:  50%|█▍ | 226/453 [01:51<01:47,  2.11it/s, loss=0.630, pair=0.006, adv=5.724, sprd=0.029]
Ep 025/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:47,  2.11it/s, loss=0.652, pair=0.002, adv=6.631, sprd=0.032]
Ep 025/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:52,  2.01it/s, loss=0.652, pair=0.002, adv=6.631, sprd=0.032]
Ep 025/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:52,  2.01it/s, loss=0.599, pair=0.010, adv=6.487, sprd=0.020]
Ep 025/80 [S2:+mat]:  50%|█▌ | 228/453 [01:52<01:46,  2.12it/s, loss=0.599, pair=0.010, adv=6.487, sprd=0.020]
Ep 025/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:46,  2.12it/s, loss=0.610, pair=0.011, adv=4.238, sprd=0.024]
Ep 025/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:50,  2.04it/s, loss=0.610, pair=0.011, adv=4.238, sprd=0.024]
Ep 025/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:50,  2.04it/s, loss=0.573, pair=0.004, adv=3.654, sprd=0.018]
Ep 025/80 [S2:+mat]:  51%|█▌ | 230/453 [01:53<01:44,  2.14it/s, loss=0.573, pair=0.004, adv=3.654, sprd=0.018]
Ep 025/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:44,  2.14it/s, loss=0.575, pair=0.002, adv=5.407, sprd=0.017]
Ep 025/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:47,  2.06it/s, loss=0.575, pair=0.002, adv=5.407, sprd=0.017]
Ep 025/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:47,  2.06it/s, loss=0.602, pair=0.005, adv=5.939, sprd=0.020]
Ep 025/80 [S2:+mat]:  51%|█▌ | 232/453 [01:54<01:41,  2.17it/s, loss=0.602, pair=0.005, adv=5.939, sprd=0.020]
Ep 025/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:41,  2.17it/s, loss=1.219, pair=1.970, adv=4.430, sprd=0.029]
Ep 025/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:48,  2.03it/s, loss=1.219, pair=1.970, adv=4.430, sprd=0.029]
Ep 025/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:48,  2.03it/s, loss=0.590, pair=0.003, adv=3.085, sprd=0.025]
Ep 025/80 [S2:+mat]:  52%|█▌ | 234/453 [01:55<01:42,  2.13it/s, loss=0.590, pair=0.003, adv=3.085, sprd=0.025]
Ep 025/80 [S2:+mat]:  52%|█▌ | 234/453 [01:55<01:42,  2.13it/s, loss=0.608, pair=0.001, adv=4.253, sprd=0.023]
Ep 025/80 [S2:+mat]:  52%|█▌ | 235/453 [01:55<01:46,  2.04it/s, loss=0.608, pair=0.001, adv=4.253, sprd=0.023]
Ep 025/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:46,  2.04it/s, loss=1.349, pair=2.412, adv=5.715, sprd=0.031]
Ep 025/80 [S2:+mat]:  52%|█▌ | 236/453 [01:56<01:43,  2.10it/s, loss=1.349, pair=2.412, adv=5.715, sprd=0.031]
Ep 025/80 [S2:+mat]:  52%|█▌ | 236/453 [01:56<01:43,  2.10it/s, loss=0.611, pair=0.007, adv=4.366, sprd=0.021]
Ep 025/80 [S2:+mat]:  52%|█▌ | 237/453 [01:56<01:46,  2.02it/s, loss=0.611, pair=0.007, adv=4.366, sprd=0.021]
Ep 025/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:46,  2.02it/s, loss=0.595, pair=0.004, adv=5.106, sprd=0.019]
Ep 025/80 [S2:+mat]:  53%|█▌ | 238/453 [01:57<01:40,  2.14it/s, loss=0.595, pair=0.004, adv=5.106, sprd=0.019]
Ep 025/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:40,  2.14it/s, loss=0.602, pair=0.005, adv=4.704, sprd=0.023]
Ep 025/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:50,  1.94it/s, loss=0.602, pair=0.005, adv=4.704, sprd=0.023]
Ep 025/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:50,  1.94it/s, loss=0.585, pair=0.003, adv=5.815, sprd=0.019]
Ep 025/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:43,  2.06it/s, loss=0.585, pair=0.003, adv=5.815, sprd=0.019]
Ep 025/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:43,  2.06it/s, loss=0.633, pair=0.003, adv=6.552, sprd=0.018]
Ep 025/80 [S2:+mat]:  53%|█▌ | 241/453 [01:58<01:46,  1.98it/s, loss=0.633, pair=0.003, adv=6.552, sprd=0.018]
Ep 025/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:46,  1.98it/s, loss=0.554, pair=0.003, adv=4.432, sprd=0.014]
Ep 025/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:41,  2.08it/s, loss=0.554, pair=0.003, adv=4.432, sprd=0.014]
Ep 025/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:41,  2.08it/s, loss=0.677, pair=0.002, adv=6.114, sprd=0.024]
Ep 025/80 [S2:+mat]:  54%|█▌ | 243/453 [01:59<01:44,  2.01it/s, loss=0.677, pair=0.002, adv=6.114, sprd=0.024]
Ep 025/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:44,  2.01it/s, loss=1.011, pair=1.487, adv=4.275, sprd=0.016]
Ep 025/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:38,  2.13it/s, loss=1.011, pair=1.487, adv=4.275, sprd=0.016]
Ep 025/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:38,  2.13it/s, loss=0.609, pair=0.000, adv=4.828, sprd=0.020]
Ep 025/80 [S2:+mat]:  54%|█▌ | 245/453 [02:00<01:41,  2.06it/s, loss=0.609, pair=0.000, adv=4.828, sprd=0.020]
Ep 025/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:41,  2.06it/s, loss=0.640, pair=0.000, adv=5.594, sprd=0.029]
Ep 025/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:37,  2.12it/s, loss=0.640, pair=0.000, adv=5.594, sprd=0.029]
Ep 025/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:37,  2.12it/s, loss=0.589, pair=0.007, adv=4.768, sprd=0.020]
Ep 025/80 [S2:+mat]:  55%|█▋ | 247/453 [02:01<01:42,  2.02it/s, loss=0.589, pair=0.007, adv=4.768, sprd=0.020]
Ep 025/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:42,  2.02it/s, loss=0.601, pair=0.022, adv=4.121, sprd=0.021]
Ep 025/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:36,  2.12it/s, loss=0.601, pair=0.022, adv=4.121, sprd=0.021]
Ep 025/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:36,  2.12it/s, loss=0.966, pair=1.186, adv=5.654, sprd=0.025]
Ep 025/80 [S2:+mat]:  55%|█▋ | 249/453 [02:02<01:45,  1.94it/s, loss=0.966, pair=1.186, adv=5.654, sprd=0.025]
Ep 025/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:45,  1.94it/s, loss=0.602, pair=0.004, adv=4.503, sprd=0.019]
Ep 025/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:39,  2.04it/s, loss=0.602, pair=0.004, adv=4.503, sprd=0.019]
Ep 025/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:39,  2.04it/s, loss=0.559, pair=0.006, adv=2.974, sprd=0.021]
Ep 025/80 [S2:+mat]:  55%|█▋ | 251/453 [02:03<01:48,  1.86it/s, loss=0.559, pair=0.006, adv=2.974, sprd=0.021]
Ep 025/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:48,  1.86it/s, loss=0.611, pair=0.008, adv=4.500, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 252/453 [02:04<01:42,  1.96it/s, loss=0.611, pair=0.008, adv=4.500, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:42,  1.96it/s, loss=1.215, pair=1.980, adv=3.978, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:47,  1.86it/s, loss=1.215, pair=1.980, adv=3.978, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:47,  1.86it/s, loss=0.625, pair=0.002, adv=6.221, sprd=0.028]
Ep 025/80 [S2:+mat]:  56%|█▋ | 254/453 [02:05<01:42,  1.94it/s, loss=0.625, pair=0.002, adv=6.221, sprd=0.028]
Ep 025/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:42,  1.94it/s, loss=0.591, pair=0.006, adv=5.391, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:49,  1.81it/s, loss=0.591, pair=0.006, adv=5.391, sprd=0.023]
Ep 025/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:49,  1.81it/s, loss=0.600, pair=0.005, adv=4.890, sprd=0.021]
Ep 025/80 [S2:+mat]:  57%|█▋ | 256/453 [02:06<01:42,  1.92it/s, loss=0.600, pair=0.005, adv=4.890, sprd=0.021]
Ep 025/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:42,  1.92it/s, loss=0.624, pair=0.002, adv=3.641, sprd=0.026]
Ep 025/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:47,  1.82it/s, loss=0.624, pair=0.002, adv=3.641, sprd=0.026]
Ep 025/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:47,  1.82it/s, loss=0.615, pair=0.010, adv=3.505, sprd=0.026]
Ep 025/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:42,  1.91it/s, loss=0.615, pair=0.010, adv=3.505, sprd=0.026]
Ep 025/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:42,  1.91it/s, loss=0.568, pair=0.014, adv=3.371, sprd=0.019]
Ep 025/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:48,  1.80it/s, loss=0.568, pair=0.014, adv=3.371, sprd=0.019]
Ep 025/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:48,  1.80it/s, loss=0.590, pair=0.021, adv=4.899, sprd=0.018]
Ep 025/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:40,  1.91it/s, loss=0.590, pair=0.021, adv=4.899, sprd=0.018]
Ep 025/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:40,  1.91it/s, loss=0.627, pair=0.000, adv=3.757, sprd=0.030]
Ep 025/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:49,  1.76it/s, loss=0.627, pair=0.000, adv=3.757, sprd=0.030]
Ep 025/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:49,  1.76it/s, loss=0.571, pair=0.020, adv=5.086, sprd=0.016]
Ep 025/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:40,  1.90it/s, loss=0.571, pair=0.020, adv=5.086, sprd=0.016]
Ep 025/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:40,  1.90it/s, loss=0.608, pair=0.015, adv=5.022, sprd=0.018]
Ep 025/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:44,  1.82it/s, loss=0.608, pair=0.015, adv=5.022, sprd=0.018]
Ep 025/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:44,  1.82it/s, loss=0.600, pair=0.006, adv=3.878, sprd=0.021]
Ep 025/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:37,  1.94it/s, loss=0.600, pair=0.006, adv=3.878, sprd=0.021]
Ep 025/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:37,  1.94it/s, loss=0.578, pair=0.006, adv=4.321, sprd=0.016]
Ep 025/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:41,  1.85it/s, loss=0.578, pair=0.006, adv=4.321, sprd=0.016]
Ep 025/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:41,  1.85it/s, loss=0.622, pair=0.000, adv=5.733, sprd=0.027]
Ep 025/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:36,  1.94it/s, loss=0.622, pair=0.000, adv=5.733, sprd=0.027]
Ep 025/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:36,  1.94it/s, loss=0.564, pair=0.007, adv=4.277, sprd=0.017]
Ep 025/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:41,  1.83it/s, loss=0.564, pair=0.007, adv=4.277, sprd=0.017]
Ep 025/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:41,  1.83it/s, loss=1.079, pair=1.693, adv=5.434, sprd=0.019]
Ep 025/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:35,  1.93it/s, loss=1.079, pair=1.693, adv=5.434, sprd=0.019]
Ep 025/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:35,  1.93it/s, loss=0.582, pair=0.011, adv=3.273, sprd=0.022]
Ep 025/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:47,  1.72it/s, loss=0.582, pair=0.011, adv=3.273, sprd=0.022]
Ep 025/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:47,  1.72it/s, loss=0.588, pair=0.019, adv=3.762, sprd=0.020]
Ep 025/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:38,  1.85it/s, loss=0.588, pair=0.019, adv=3.762, sprd=0.020]
Ep 025/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:38,  1.85it/s, loss=0.583, pair=0.006, adv=4.756, sprd=0.022]
Ep 025/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:43,  1.76it/s, loss=0.583, pair=0.006, adv=4.756, sprd=0.022]
Ep 025/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:43,  1.76it/s, loss=0.574, pair=0.039, adv=3.827, sprd=0.013]
Ep 025/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:34,  1.91it/s, loss=0.574, pair=0.039, adv=3.827, sprd=0.013]
Ep 025/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:34,  1.91it/s, loss=0.557, pair=0.022, adv=3.116, sprd=0.017]
Ep 025/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:37,  1.84it/s, loss=0.557, pair=0.022, adv=3.116, sprd=0.017]
Ep 025/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:37,  1.84it/s, loss=0.550, pair=0.000, adv=5.684, sprd=0.014]
Ep 025/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:31,  1.95it/s, loss=0.550, pair=0.000, adv=5.684, sprd=0.014]
Ep 025/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:31,  1.95it/s, loss=0.586, pair=0.001, adv=4.920, sprd=0.019]
Ep 025/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:35,  1.86it/s, loss=0.586, pair=0.001, adv=4.920, sprd=0.019]
Ep 025/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:35,  1.86it/s, loss=0.583, pair=0.001, adv=3.559, sprd=0.019]
Ep 025/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:29,  1.98it/s, loss=0.583, pair=0.001, adv=3.559, sprd=0.019]
Ep 025/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:29,  1.98it/s, loss=0.612, pair=0.006, adv=6.167, sprd=0.024]
Ep 025/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:36,  1.83it/s, loss=0.612, pair=0.006, adv=6.167, sprd=0.024]
Ep 025/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:36,  1.83it/s, loss=0.620, pair=0.002, adv=4.734, sprd=0.021]
Ep 025/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:28,  1.98it/s, loss=0.620, pair=0.002, adv=4.734, sprd=0.021]
Ep 025/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:28,  1.98it/s, loss=0.619, pair=0.004, adv=4.042, sprd=0.015]
Ep 025/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:29,  1.94it/s, loss=0.619, pair=0.004, adv=4.042, sprd=0.015]
Ep 025/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:29,  1.94it/s, loss=0.559, pair=0.001, adv=5.005, sprd=0.014]
Ep 025/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:23,  2.08it/s, loss=0.559, pair=0.001, adv=5.005, sprd=0.014]
Ep 025/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:23,  2.08it/s, loss=0.548, pair=0.002, adv=3.221, sprd=0.017]
Ep 025/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:24,  2.04it/s, loss=0.548, pair=0.002, adv=3.221, sprd=0.017]
Ep 025/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:24,  2.04it/s, loss=0.615, pair=0.005, adv=5.351, sprd=0.025]
Ep 025/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.12it/s, loss=0.615, pair=0.005, adv=5.351, sprd=0.025]
Ep 025/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.12it/s, loss=0.621, pair=0.005, adv=4.947, sprd=0.025]
Ep 025/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:25,  1.99it/s, loss=0.621, pair=0.005, adv=4.947, sprd=0.025]
Ep 025/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:25,  1.99it/s, loss=0.596, pair=0.001, adv=5.030, sprd=0.022]
Ep 025/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:20,  2.10it/s, loss=0.596, pair=0.001, adv=5.030, sprd=0.022]
Ep 025/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:20,  2.10it/s, loss=0.602, pair=0.000, adv=6.227, sprd=0.009]
Ep 025/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:21,  2.06it/s, loss=0.602, pair=0.000, adv=6.227, sprd=0.009]
Ep 025/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:21,  2.06it/s, loss=0.564, pair=0.000, adv=4.509, sprd=0.018]
Ep 025/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:18,  2.13it/s, loss=0.564, pair=0.000, adv=4.509, sprd=0.018]
Ep 025/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:18,  2.13it/s, loss=0.578, pair=0.000, adv=5.513, sprd=0.019]
Ep 025/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:21,  2.03it/s, loss=0.578, pair=0.000, adv=5.513, sprd=0.019]
Ep 025/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:21,  2.03it/s, loss=0.575, pair=0.002, adv=3.917, sprd=0.015]
Ep 025/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:15,  2.18it/s, loss=0.575, pair=0.002, adv=3.917, sprd=0.015]
Ep 025/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:15,  2.18it/s, loss=0.565, pair=0.000, adv=4.709, sprd=0.015]
Ep 025/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:19,  2.05it/s, loss=0.565, pair=0.000, adv=4.709, sprd=0.015]
Ep 025/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:19,  2.05it/s, loss=0.598, pair=0.000, adv=4.476, sprd=0.027]
Ep 025/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:17,  2.11it/s, loss=0.598, pair=0.000, adv=4.476, sprd=0.027]
Ep 025/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:17,  2.11it/s, loss=0.569, pair=0.001, adv=7.757, sprd=0.016]
Ep 025/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:24,  1.92it/s, loss=0.569, pair=0.001, adv=7.757, sprd=0.016]
Ep 025/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:24,  1.92it/s, loss=0.602, pair=0.001, adv=4.223, sprd=0.022]
Ep 025/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:19,  2.04it/s, loss=0.602, pair=0.001, adv=4.223, sprd=0.022]
Ep 025/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:19,  2.04it/s, loss=0.586, pair=0.013, adv=4.733, sprd=0.016]
Ep 025/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:19,  2.00it/s, loss=0.586, pair=0.013, adv=4.733, sprd=0.016]
Ep 025/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:19,  2.00it/s, loss=0.577, pair=0.002, adv=3.977, sprd=0.017]
Ep 025/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.12it/s, loss=0.577, pair=0.002, adv=3.977, sprd=0.017]
Ep 025/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.12it/s, loss=0.603, pair=0.007, adv=3.973, sprd=0.022]
Ep 025/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:16,  2.06it/s, loss=0.603, pair=0.007, adv=3.973, sprd=0.022]
Ep 025/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:16,  2.06it/s, loss=0.636, pair=0.000, adv=4.112, sprd=0.029]
Ep 025/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:12,  2.15it/s, loss=0.636, pair=0.000, adv=4.112, sprd=0.029]
Ep 025/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:12,  2.15it/s, loss=0.597, pair=0.000, adv=4.127, sprd=0.018]
Ep 025/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:14,  2.11it/s, loss=0.597, pair=0.000, adv=4.127, sprd=0.018]
Ep 025/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:14,  2.11it/s, loss=0.775, pair=0.374, adv=3.794, sprd=0.035]
Ep 025/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:11,  2.16it/s, loss=0.775, pair=0.374, adv=3.794, sprd=0.035]
Ep 025/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:11,  2.16it/s, loss=0.570, pair=0.000, adv=4.297, sprd=0.017]
Ep 025/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:14,  2.07it/s, loss=0.570, pair=0.000, adv=4.297, sprd=0.017]
Ep 025/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:14,  2.07it/s, loss=0.589, pair=0.006, adv=5.607, sprd=0.020]
Ep 025/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:11,  2.15it/s, loss=0.589, pair=0.006, adv=5.607, sprd=0.020]
Ep 025/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:11,  2.15it/s, loss=0.623, pair=0.003, adv=4.319, sprd=0.023]
Ep 025/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:13,  2.06it/s, loss=0.623, pair=0.003, adv=4.319, sprd=0.023]
Ep 025/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:13,  2.06it/s, loss=0.621, pair=0.011, adv=3.766, sprd=0.025]
Ep 025/80 [S2:+mat]:  67%|██ | 302/453 [02:29<01:10,  2.15it/s, loss=0.621, pair=0.011, adv=3.766, sprd=0.025]
Ep 025/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.15it/s, loss=0.607, pair=0.003, adv=4.106, sprd=0.021]
Ep 025/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:11,  2.09it/s, loss=0.607, pair=0.003, adv=4.106, sprd=0.021]
Ep 025/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:11,  2.09it/s, loss=0.614, pair=0.000, adv=4.952, sprd=0.026]
Ep 025/80 [S2:+mat]:  67%|██ | 304/453 [02:30<01:08,  2.17it/s, loss=0.614, pair=0.000, adv=4.952, sprd=0.026]
Ep 025/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:08,  2.17it/s, loss=0.580, pair=0.000, adv=7.510, sprd=0.019]
Ep 025/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.03it/s, loss=0.580, pair=0.000, adv=7.510, sprd=0.019]
Ep 025/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.03it/s, loss=0.631, pair=0.003, adv=4.581, sprd=0.026]
Ep 025/80 [S2:+mat]:  68%|██ | 306/453 [02:31<01:08,  2.13it/s, loss=0.631, pair=0.003, adv=4.581, sprd=0.026]
Ep 025/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:08,  2.13it/s, loss=0.599, pair=0.001, adv=3.296, sprd=0.020]
Ep 025/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:09,  2.09it/s, loss=0.599, pair=0.001, adv=3.296, sprd=0.020]
Ep 025/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:09,  2.09it/s, loss=0.601, pair=0.001, adv=7.038, sprd=0.022]
Ep 025/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:06,  2.17it/s, loss=0.601, pair=0.001, adv=7.038, sprd=0.022]
Ep 025/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:06,  2.17it/s, loss=0.596, pair=0.005, adv=3.937, sprd=0.019]
Ep 025/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:08,  2.09it/s, loss=0.596, pair=0.005, adv=3.937, sprd=0.019]
Ep 025/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:08,  2.09it/s, loss=0.562, pair=0.005, adv=4.091, sprd=0.015]
Ep 025/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:04,  2.21it/s, loss=0.562, pair=0.005, adv=4.091, sprd=0.015]
Ep 025/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:04,  2.21it/s, loss=0.587, pair=0.004, adv=5.246, sprd=0.018]
Ep 025/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:07,  2.10it/s, loss=0.587, pair=0.004, adv=5.246, sprd=0.018]
Ep 025/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:07,  2.10it/s, loss=0.555, pair=0.000, adv=2.986, sprd=0.020]
Ep 025/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:03,  2.21it/s, loss=0.555, pair=0.000, adv=2.986, sprd=0.020]
Ep 025/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:03,  2.21it/s, loss=0.588, pair=0.008, adv=5.211, sprd=0.016]
Ep 025/80 [S2:+mat]:  69%|██ | 313/453 [02:34<01:06,  2.12it/s, loss=0.588, pair=0.008, adv=5.211, sprd=0.016]
Ep 025/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:06,  2.12it/s, loss=0.565, pair=0.010, adv=4.252, sprd=0.016]
Ep 025/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:02,  2.22it/s, loss=0.565, pair=0.010, adv=4.252, sprd=0.016]
Ep 025/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:02,  2.22it/s, loss=0.593, pair=0.002, adv=4.690, sprd=0.020]
Ep 025/80 [S2:+mat]:  70%|██ | 315/453 [02:35<01:04,  2.12it/s, loss=0.593, pair=0.002, adv=4.690, sprd=0.020]
Ep 025/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:04,  2.12it/s, loss=0.509, pair=0.007, adv=2.825, sprd=0.016]
Ep 025/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:01,  2.22it/s, loss=0.509, pair=0.007, adv=2.825, sprd=0.016]
Ep 025/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:01,  2.22it/s, loss=0.595, pair=0.008, adv=5.458, sprd=0.024]
Ep 025/80 [S2:+mat]:  70%|██ | 317/453 [02:36<01:04,  2.10it/s, loss=0.595, pair=0.008, adv=5.458, sprd=0.024]
Ep 025/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:04,  2.10it/s, loss=0.617, pair=0.005, adv=3.751, sprd=0.023]
Ep 025/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:01,  2.19it/s, loss=0.617, pair=0.005, adv=3.751, sprd=0.023]
Ep 025/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:01,  2.19it/s, loss=0.600, pair=0.003, adv=4.816, sprd=0.021]
Ep 025/80 [S2:+mat]:  70%|██ | 319/453 [02:37<01:07,  1.99it/s, loss=0.600, pair=0.003, adv=4.816, sprd=0.021]
Ep 025/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:07,  1.99it/s, loss=0.579, pair=0.002, adv=4.600, sprd=0.020]
Ep 025/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:03,  2.10it/s, loss=0.579, pair=0.002, adv=4.600, sprd=0.020]
Ep 025/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:03,  2.10it/s, loss=0.515, pair=0.007, adv=2.953, sprd=0.014]
Ep 025/80 [S2:+mat]:  71%|██▏| 321/453 [02:38<01:04,  2.05it/s, loss=0.515, pair=0.007, adv=2.953, sprd=0.014]
Ep 025/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:04,  2.05it/s, loss=0.562, pair=0.001, adv=3.713, sprd=0.015]
Ep 025/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<00:59,  2.19it/s, loss=0.562, pair=0.001, adv=3.713, sprd=0.015]
Ep 025/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<00:59,  2.19it/s, loss=0.539, pair=0.005, adv=5.166, sprd=0.012]
Ep 025/80 [S2:+mat]:  71%|██▏| 323/453 [02:39<01:01,  2.11it/s, loss=0.539, pair=0.005, adv=5.166, sprd=0.012]
Ep 025/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:01,  2.11it/s, loss=0.581, pair=0.006, adv=5.142, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:58,  2.22it/s, loss=0.581, pair=0.006, adv=5.142, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:58,  2.22it/s, loss=0.578, pair=0.003, adv=5.271, sprd=0.015]
Ep 025/80 [S2:+mat]:  72%|██▏| 325/453 [02:40<00:59,  2.15it/s, loss=0.578, pair=0.003, adv=5.271, sprd=0.015]
Ep 025/80 [S2:+mat]:  72%|██▏| 325/453 [02:40<00:59,  2.15it/s, loss=0.580, pair=0.005, adv=4.200, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 326/453 [02:40<00:56,  2.26it/s, loss=0.580, pair=0.005, adv=4.200, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:56,  2.26it/s, loss=0.590, pair=0.003, adv=4.319, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 327/453 [02:41<00:57,  2.18it/s, loss=0.590, pair=0.003, adv=4.319, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 327/453 [02:41<00:57,  2.18it/s, loss=0.600, pair=0.000, adv=7.946, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 328/453 [02:41<00:54,  2.29it/s, loss=0.600, pair=0.000, adv=7.946, sprd=0.017]
Ep 025/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:54,  2.29it/s, loss=0.566, pair=0.003, adv=6.536, sprd=0.016]
Ep 025/80 [S2:+mat]:  73%|██▏| 329/453 [02:42<00:57,  2.15it/s, loss=0.566, pair=0.003, adv=6.536, sprd=0.016]
Ep 025/80 [S2:+mat]:  73%|██▏| 329/453 [02:42<00:57,  2.15it/s, loss=0.587, pair=0.010, adv=4.290, sprd=0.018]
Ep 025/80 [S2:+mat]:  73%|██▏| 330/453 [02:42<00:54,  2.24it/s, loss=0.587, pair=0.010, adv=4.290, sprd=0.018]
Ep 025/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:54,  2.24it/s, loss=0.598, pair=0.002, adv=5.335, sprd=0.022]
Ep 025/80 [S2:+mat]:  73%|██▏| 331/453 [02:43<00:58,  2.10it/s, loss=0.598, pair=0.002, adv=5.335, sprd=0.022]
Ep 025/80 [S2:+mat]:  73%|██▏| 331/453 [02:43<00:58,  2.10it/s, loss=0.609, pair=0.009, adv=4.846, sprd=0.020]
Ep 025/80 [S2:+mat]:  73%|██▏| 332/453 [02:43<00:54,  2.21it/s, loss=0.609, pair=0.009, adv=4.846, sprd=0.020]
Ep 025/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:54,  2.21it/s, loss=0.586, pair=0.003, adv=3.517, sprd=0.019]
Ep 025/80 [S2:+mat]:  74%|██▏| 333/453 [02:44<00:56,  2.12it/s, loss=0.586, pair=0.003, adv=3.517, sprd=0.019]
Ep 025/80 [S2:+mat]:  74%|██▏| 333/453 [02:44<00:56,  2.12it/s, loss=0.597, pair=0.005, adv=5.336, sprd=0.021]
Ep 025/80 [S2:+mat]:  74%|██▏| 334/453 [02:44<00:54,  2.20it/s, loss=0.597, pair=0.005, adv=5.336, sprd=0.021]
Ep 025/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:54,  2.20it/s, loss=0.688, pair=0.003, adv=5.928, sprd=0.028]
Ep 025/80 [S2:+mat]:  74%|██▏| 335/453 [02:45<00:56,  2.08it/s, loss=0.688, pair=0.003, adv=5.928, sprd=0.028]
Ep 025/80 [S2:+mat]:  74%|██▏| 335/453 [02:45<00:56,  2.08it/s, loss=0.583, pair=0.007, adv=6.895, sprd=0.017]
Ep 025/80 [S2:+mat]:  74%|██▏| 336/453 [02:45<00:53,  2.19it/s, loss=0.583, pair=0.007, adv=6.895, sprd=0.017]
Ep 025/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:53,  2.19it/s, loss=0.567, pair=0.012, adv=5.180, sprd=0.015]
Ep 025/80 [S2:+mat]:  74%|██▏| 337/453 [02:46<00:55,  2.08it/s, loss=0.567, pair=0.012, adv=5.180, sprd=0.015]
Ep 025/80 [S2:+mat]:  74%|██▏| 337/453 [02:46<00:55,  2.08it/s, loss=0.605, pair=0.029, adv=6.972, sprd=0.017]
Ep 025/80 [S2:+mat]:  75%|██▏| 338/453 [02:46<00:51,  2.21it/s, loss=0.605, pair=0.029, adv=6.972, sprd=0.017]
Ep 025/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:51,  2.21it/s, loss=0.617, pair=0.000, adv=5.714, sprd=0.025]
Ep 025/80 [S2:+mat]:  75%|██▏| 339/453 [02:47<00:55,  2.07it/s, loss=0.617, pair=0.000, adv=5.714, sprd=0.025]
Ep 025/80 [S2:+mat]:  75%|██▏| 339/453 [02:47<00:55,  2.07it/s, loss=0.616, pair=0.000, adv=4.273, sprd=0.022]
Ep 025/80 [S2:+mat]:  75%|██▎| 340/453 [02:47<00:51,  2.18it/s, loss=0.616, pair=0.000, adv=4.273, sprd=0.022]
Ep 025/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:51,  2.18it/s, loss=0.564, pair=0.000, adv=6.351, sprd=0.016]
Ep 025/80 [S2:+mat]:  75%|██▎| 341/453 [02:48<00:53,  2.08it/s, loss=0.564, pair=0.000, adv=6.351, sprd=0.016]
Ep 025/80 [S2:+mat]:  75%|██▎| 341/453 [02:48<00:53,  2.08it/s, loss=0.628, pair=0.012, adv=5.661, sprd=0.026]
Ep 025/80 [S2:+mat]:  75%|██▎| 342/453 [02:48<00:51,  2.16it/s, loss=0.628, pair=0.012, adv=5.661, sprd=0.026]
Ep 025/80 [S2:+mat]:  75%|██▎| 342/453 [02:48<00:51,  2.16it/s, loss=0.568, pair=0.008, adv=6.484, sprd=0.014]
Ep 025/80 [S2:+mat]:  76%|██▎| 343/453 [02:48<00:52,  2.09it/s, loss=0.568, pair=0.008, adv=6.484, sprd=0.014]
Ep 025/80 [S2:+mat]:  76%|██▎| 343/453 [02:49<00:52,  2.09it/s, loss=0.586, pair=0.005, adv=6.548, sprd=0.021]
Ep 025/80 [S2:+mat]:  76%|██▎| 344/453 [02:49<00:50,  2.16it/s, loss=0.586, pair=0.005, adv=6.548, sprd=0.021]
Ep 025/80 [S2:+mat]:  76%|██▎| 344/453 [02:49<00:50,  2.16it/s, loss=0.547, pair=0.025, adv=3.568, sprd=0.013]
Ep 025/80 [S2:+mat]:  76%|██▎| 345/453 [02:49<00:51,  2.08it/s, loss=0.547, pair=0.025, adv=3.568, sprd=0.013]
Ep 025/80 [S2:+mat]:  76%|██▎| 345/453 [02:50<00:51,  2.08it/s, loss=0.581, pair=0.003, adv=7.577, sprd=0.018]
Ep 025/80 [S2:+mat]:  76%|██▎| 346/453 [02:50<00:49,  2.18it/s, loss=0.581, pair=0.003, adv=7.577, sprd=0.018]
Ep 025/80 [S2:+mat]:  76%|██▎| 346/453 [02:50<00:49,  2.18it/s, loss=0.624, pair=0.001, adv=5.328, sprd=0.024]
Ep 025/80 [S2:+mat]:  77%|██▎| 347/453 [02:50<00:53,  1.96it/s, loss=0.624, pair=0.001, adv=5.328, sprd=0.024]
Ep 025/80 [S2:+mat]:  77%|██▎| 347/453 [02:51<00:53,  1.96it/s, loss=0.591, pair=0.002, adv=6.126, sprd=0.024]
Ep 025/80 [S2:+mat]:  77%|██▎| 348/453 [02:51<00:51,  2.05it/s, loss=0.591, pair=0.002, adv=6.126, sprd=0.024]
Ep 025/80 [S2:+mat]:  77%|██▎| 348/453 [02:51<00:51,  2.05it/s, loss=0.600, pair=0.001, adv=3.992, sprd=0.020]
Ep 025/80 [S2:+mat]:  77%|██▎| 349/453 [02:51<00:53,  1.93it/s, loss=0.600, pair=0.001, adv=3.992, sprd=0.020]
Ep 025/80 [S2:+mat]:  77%|██▎| 349/453 [02:52<00:53,  1.93it/s, loss=0.599, pair=0.021, adv=5.145, sprd=0.019]
Ep 025/80 [S2:+mat]:  77%|██▎| 350/453 [02:52<00:50,  2.03it/s, loss=0.599, pair=0.021, adv=5.145, sprd=0.019]
Ep 025/80 [S2:+mat]:  77%|██▎| 350/453 [02:52<00:50,  2.03it/s, loss=1.056, pair=1.525, adv=5.353, sprd=0.017]
Ep 025/80 [S2:+mat]:  77%|██▎| 351/453 [02:52<00:52,  1.94it/s, loss=1.056, pair=1.525, adv=5.353, sprd=0.017]
Ep 025/80 [S2:+mat]:  77%|██▎| 351/453 [02:53<00:52,  1.94it/s, loss=0.563, pair=0.002, adv=5.885, sprd=0.014]
Ep 025/80 [S2:+mat]:  78%|██▎| 352/453 [02:53<00:48,  2.07it/s, loss=0.563, pair=0.002, adv=5.885, sprd=0.014]
Ep 025/80 [S2:+mat]:  78%|██▎| 352/453 [02:53<00:48,  2.07it/s, loss=0.588, pair=0.002, adv=5.920, sprd=0.020]
Ep 025/80 [S2:+mat]:  78%|██▎| 353/453 [02:53<00:52,  1.91it/s, loss=0.588, pair=0.002, adv=5.920, sprd=0.020]
Ep 025/80 [S2:+mat]:  78%|██▎| 353/453 [02:54<00:52,  1.91it/s, loss=0.609, pair=0.007, adv=4.713, sprd=0.018]
Ep 025/80 [S2:+mat]:  78%|██▎| 354/453 [02:54<00:48,  2.03it/s, loss=0.609, pair=0.007, adv=4.713, sprd=0.018]
Ep 025/80 [S2:+mat]:  78%|██▎| 354/453 [02:54<00:48,  2.03it/s, loss=0.557, pair=0.008, adv=5.733, sprd=0.014]
Ep 025/80 [S2:+mat]:  78%|██▎| 355/453 [02:54<00:51,  1.92it/s, loss=0.557, pair=0.008, adv=5.733, sprd=0.014]
Ep 025/80 [S2:+mat]:  78%|██▎| 355/453 [02:55<00:51,  1.92it/s, loss=0.573, pair=0.006, adv=6.144, sprd=0.016]
Ep 025/80 [S2:+mat]:  79%|██▎| 356/453 [02:55<00:47,  2.05it/s, loss=0.573, pair=0.006, adv=6.144, sprd=0.016]
Ep 025/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:47,  2.05it/s, loss=0.527, pair=0.001, adv=3.182, sprd=0.015]
Ep 025/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:50,  1.91it/s, loss=0.527, pair=0.001, adv=3.182, sprd=0.015]
Ep 025/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:50,  1.91it/s, loss=0.576, pair=0.000, adv=4.837, sprd=0.018]
Ep 025/80 [S2:+mat]:  79%|██▎| 358/453 [02:56<00:47,  2.02it/s, loss=0.576, pair=0.000, adv=4.837, sprd=0.018]
Ep 025/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:47,  2.02it/s, loss=0.615, pair=0.000, adv=5.851, sprd=0.022]
Ep 025/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:50,  1.86it/s, loss=0.615, pair=0.000, adv=5.851, sprd=0.022]
Ep 025/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:50,  1.86it/s, loss=0.644, pair=0.009, adv=3.259, sprd=0.034]
Ep 025/80 [S2:+mat]:  79%|██▍| 360/453 [02:57<00:47,  1.95it/s, loss=0.644, pair=0.009, adv=3.259, sprd=0.034]
Ep 025/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:47,  1.95it/s, loss=0.557, pair=0.003, adv=5.707, sprd=0.016]
Ep 025/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:50,  1.82it/s, loss=0.557, pair=0.003, adv=5.707, sprd=0.016]
Ep 025/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:50,  1.82it/s, loss=0.635, pair=0.007, adv=3.698, sprd=0.029]
Ep 025/80 [S2:+mat]:  80%|██▍| 362/453 [02:58<00:47,  1.92it/s, loss=0.635, pair=0.007, adv=3.698, sprd=0.029]
Ep 025/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:47,  1.92it/s, loss=0.596, pair=0.000, adv=5.102, sprd=0.021]
Ep 025/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:49,  1.82it/s, loss=0.596, pair=0.000, adv=5.102, sprd=0.021]
Ep 025/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:49,  1.82it/s, loss=0.616, pair=0.002, adv=3.733, sprd=0.022]
Ep 025/80 [S2:+mat]:  80%|██▍| 364/453 [02:59<00:45,  1.94it/s, loss=0.616, pair=0.002, adv=3.733, sprd=0.022]
Ep 025/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:45,  1.94it/s, loss=0.597, pair=0.000, adv=5.740, sprd=0.023]
Ep 025/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:48,  1.80it/s, loss=0.597, pair=0.000, adv=5.740, sprd=0.023]
Ep 025/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:48,  1.80it/s, loss=0.602, pair=0.005, adv=8.492, sprd=0.021]
Ep 025/80 [S2:+mat]:  81%|██▍| 366/453 [03:00<00:45,  1.90it/s, loss=0.602, pair=0.005, adv=8.492, sprd=0.021]
Ep 025/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:45,  1.90it/s, loss=0.606, pair=0.002, adv=6.037, sprd=0.020]
Ep 025/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:47,  1.79it/s, loss=0.606, pair=0.002, adv=6.037, sprd=0.020]
Ep 025/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:47,  1.79it/s, loss=0.587, pair=0.001, adv=4.238, sprd=0.023]
Ep 025/80 [S2:+mat]:  81%|██▍| 368/453 [03:01<00:44,  1.90it/s, loss=0.587, pair=0.001, adv=4.238, sprd=0.023]
Ep 025/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:44,  1.90it/s, loss=0.578, pair=0.001, adv=5.977, sprd=0.020]
Ep 025/80 [S2:+mat]:  81%|██▍| 369/453 [03:02<00:47,  1.78it/s, loss=0.578, pair=0.001, adv=5.977, sprd=0.020]
Ep 025/80 [S2:+mat]:  81%|██▍| 369/453 [03:02<00:47,  1.78it/s, loss=0.574, pair=0.001, adv=5.244, sprd=0.016]
Ep 025/80 [S2:+mat]:  82%|██▍| 370/453 [03:02<00:43,  1.91it/s, loss=0.574, pair=0.001, adv=5.244, sprd=0.016]
Ep 025/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:43,  1.91it/s, loss=0.569, pair=0.004, adv=4.794, sprd=0.018]
Ep 025/80 [S2:+mat]:  82%|██▍| 371/453 [03:03<00:45,  1.80it/s, loss=0.569, pair=0.004, adv=4.794, sprd=0.018]
Ep 025/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:45,  1.80it/s, loss=0.568, pair=0.006, adv=4.531, sprd=0.019]
Ep 025/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:42,  1.91it/s, loss=0.568, pair=0.006, adv=4.531, sprd=0.019]
Ep 025/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:42,  1.91it/s, loss=1.051, pair=1.509, adv=5.398, sprd=0.018]
Ep 025/80 [S2:+mat]:  82%|██▍| 373/453 [03:04<00:43,  1.84it/s, loss=1.051, pair=1.509, adv=5.398, sprd=0.018]
Ep 025/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:43,  1.84it/s, loss=0.588, pair=0.006, adv=7.212, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:40,  1.94it/s, loss=0.588, pair=0.006, adv=7.212, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:40,  1.94it/s, loss=0.575, pair=0.000, adv=5.568, sprd=0.017]
Ep 025/80 [S2:+mat]:  83%|██▍| 375/453 [03:05<00:42,  1.82it/s, loss=0.575, pair=0.000, adv=5.568, sprd=0.017]
Ep 025/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:42,  1.82it/s, loss=0.592, pair=0.005, adv=4.551, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:39,  1.93it/s, loss=0.592, pair=0.005, adv=4.551, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:39,  1.93it/s, loss=0.591, pair=0.003, adv=4.885, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 377/453 [03:06<00:44,  1.70it/s, loss=0.591, pair=0.003, adv=4.885, sprd=0.020]
Ep 025/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:44,  1.70it/s, loss=0.566, pair=0.001, adv=7.134, sprd=0.016]
Ep 025/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:40,  1.84it/s, loss=0.566, pair=0.001, adv=7.134, sprd=0.016]
Ep 025/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:40,  1.84it/s, loss=0.588, pair=0.009, adv=7.009, sprd=0.020]
Ep 025/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:40,  1.83it/s, loss=0.588, pair=0.009, adv=7.009, sprd=0.020]
Ep 025/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:40,  1.83it/s, loss=0.601, pair=0.000, adv=6.029, sprd=0.023]
Ep 025/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:37,  1.97it/s, loss=0.601, pair=0.000, adv=6.029, sprd=0.023]
Ep 025/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:37,  1.97it/s, loss=0.630, pair=0.003, adv=4.732, sprd=0.024]
Ep 025/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:37,  1.94it/s, loss=0.630, pair=0.003, adv=4.732, sprd=0.024]
Ep 025/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:37,  1.94it/s, loss=0.636, pair=0.001, adv=6.391, sprd=0.025]
Ep 025/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:34,  2.07it/s, loss=0.636, pair=0.001, adv=6.391, sprd=0.025]
Ep 025/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:34,  2.07it/s, loss=0.625, pair=0.001, adv=3.870, sprd=0.021]
Ep 025/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:34,  2.05it/s, loss=0.625, pair=0.001, adv=3.870, sprd=0.021]
Ep 025/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:34,  2.05it/s, loss=0.598, pair=0.001, adv=8.339, sprd=0.017]
Ep 025/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.17it/s, loss=0.598, pair=0.001, adv=8.339, sprd=0.017]
Ep 025/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.17it/s, loss=0.683, pair=0.001, adv=4.025, sprd=0.028]
Ep 025/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:32,  2.07it/s, loss=0.683, pair=0.001, adv=4.025, sprd=0.028]
Ep 025/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:32,  2.07it/s, loss=0.615, pair=0.000, adv=7.716, sprd=0.027]
Ep 025/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.14it/s, loss=0.615, pair=0.000, adv=7.716, sprd=0.027]
Ep 025/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.14it/s, loss=1.319, pair=2.418, adv=3.431, sprd=0.023]
Ep 025/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:32,  2.03it/s, loss=1.319, pair=2.418, adv=3.431, sprd=0.023]
Ep 025/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.03it/s, loss=0.609, pair=0.002, adv=4.311, sprd=0.018]
Ep 025/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:29,  2.18it/s, loss=0.609, pair=0.002, adv=4.311, sprd=0.018]
Ep 025/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:29,  2.18it/s, loss=0.613, pair=0.000, adv=3.841, sprd=0.021]
Ep 025/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:30,  2.09it/s, loss=0.613, pair=0.000, adv=3.841, sprd=0.021]
Ep 025/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:30,  2.09it/s, loss=0.616, pair=0.001, adv=4.977, sprd=0.022]
Ep 025/80 [S2:+mat]:  86%|██▌| 390/453 [03:12<00:28,  2.20it/s, loss=0.616, pair=0.001, adv=4.977, sprd=0.022]
Ep 025/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:28,  2.20it/s, loss=0.567, pair=0.000, adv=5.773, sprd=0.016]
Ep 025/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:29,  2.11it/s, loss=0.567, pair=0.000, adv=5.773, sprd=0.016]
Ep 025/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:29,  2.11it/s, loss=0.636, pair=0.006, adv=7.010, sprd=0.025]
Ep 025/80 [S2:+mat]:  87%|██▌| 392/453 [03:13<00:27,  2.19it/s, loss=0.636, pair=0.006, adv=7.010, sprd=0.025]
Ep 025/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:27,  2.19it/s, loss=0.563, pair=0.006, adv=6.104, sprd=0.017]
Ep 025/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.08it/s, loss=0.563, pair=0.006, adv=6.104, sprd=0.017]
Ep 025/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:28,  2.08it/s, loss=0.601, pair=0.001, adv=4.268, sprd=0.026]
Ep 025/80 [S2:+mat]:  87%|██▌| 394/453 [03:14<00:27,  2.15it/s, loss=0.601, pair=0.001, adv=4.268, sprd=0.026]
Ep 025/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:27,  2.15it/s, loss=0.586, pair=0.000, adv=4.677, sprd=0.018]
Ep 025/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:27,  2.09it/s, loss=0.586, pair=0.000, adv=4.677, sprd=0.018]
Ep 025/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:27,  2.09it/s, loss=0.595, pair=0.000, adv=7.041, sprd=0.015]
Ep 025/80 [S2:+mat]:  87%|██▌| 396/453 [03:15<00:25,  2.23it/s, loss=0.595, pair=0.000, adv=7.041, sprd=0.015]
Ep 025/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:25,  2.23it/s, loss=0.602, pair=0.000, adv=4.283, sprd=0.022]
Ep 025/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:26,  2.12it/s, loss=0.602, pair=0.000, adv=4.283, sprd=0.022]
Ep 025/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:26,  2.12it/s, loss=0.612, pair=0.000, adv=6.352, sprd=0.023]
Ep 025/80 [S2:+mat]:  88%|██▋| 398/453 [03:16<00:25,  2.20it/s, loss=0.612, pair=0.000, adv=6.352, sprd=0.023]
Ep 025/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:25,  2.20it/s, loss=0.624, pair=0.000, adv=5.620, sprd=0.015]
Ep 025/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:25,  2.11it/s, loss=0.624, pair=0.000, adv=5.620, sprd=0.015]
Ep 025/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:25,  2.11it/s, loss=0.570, pair=0.002, adv=3.937, sprd=0.014]
Ep 025/80 [S2:+mat]:  88%|██▋| 400/453 [03:17<00:23,  2.24it/s, loss=0.570, pair=0.002, adv=3.937, sprd=0.014]
Ep 025/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:23,  2.24it/s, loss=0.607, pair=0.002, adv=3.622, sprd=0.022]
Ep 025/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:25,  2.02it/s, loss=0.607, pair=0.002, adv=3.622, sprd=0.022]
Ep 025/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:25,  2.02it/s, loss=0.620, pair=0.000, adv=6.735, sprd=0.020]
Ep 025/80 [S2:+mat]:  89%|██▋| 402/453 [03:18<00:23,  2.17it/s, loss=0.620, pair=0.000, adv=6.735, sprd=0.020]
Ep 025/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:23,  2.17it/s, loss=0.566, pair=0.000, adv=3.240, sprd=0.019]
Ep 025/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:23,  2.11it/s, loss=0.566, pair=0.000, adv=3.240, sprd=0.019]
Ep 025/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:23,  2.11it/s, loss=0.615, pair=0.001, adv=4.484, sprd=0.028]
Ep 025/80 [S2:+mat]:  89%|██▋| 404/453 [03:19<00:22,  2.17it/s, loss=0.615, pair=0.001, adv=4.484, sprd=0.028]
Ep 025/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:22,  2.17it/s, loss=0.584, pair=0.004, adv=3.567, sprd=0.017]
Ep 025/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:22,  2.13it/s, loss=0.584, pair=0.004, adv=3.567, sprd=0.017]
Ep 025/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:22,  2.13it/s, loss=0.613, pair=0.001, adv=4.046, sprd=0.027]
Ep 025/80 [S2:+mat]:  90%|██▋| 406/453 [03:20<00:21,  2.18it/s, loss=0.613, pair=0.001, adv=4.046, sprd=0.027]
Ep 025/80 [S2:+mat]:  90%|██▋| 406/453 [03:20<00:21,  2.18it/s, loss=0.624, pair=0.002, adv=5.137, sprd=0.022]
Ep 025/80 [S2:+mat]:  90%|██▋| 407/453 [03:20<00:21,  2.10it/s, loss=0.624, pair=0.002, adv=5.137, sprd=0.022]
Ep 025/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:21,  2.10it/s, loss=0.636, pair=0.004, adv=5.303, sprd=0.028]
Ep 025/80 [S2:+mat]:  90%|██▋| 408/453 [03:21<00:20,  2.17it/s, loss=0.636, pair=0.004, adv=5.303, sprd=0.028]
Ep 025/80 [S2:+mat]:  90%|██▋| 408/453 [03:21<00:20,  2.17it/s, loss=0.678, pair=0.004, adv=4.688, sprd=0.022]
Ep 025/80 [S2:+mat]:  90%|██▋| 409/453 [03:21<00:21,  2.08it/s, loss=0.678, pair=0.004, adv=4.688, sprd=0.022]
Ep 025/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:21,  2.08it/s, loss=0.608, pair=0.001, adv=7.275, sprd=0.023]
Ep 025/80 [S2:+mat]:  91%|██▋| 410/453 [03:22<00:19,  2.15it/s, loss=0.608, pair=0.001, adv=7.275, sprd=0.023]
Ep 025/80 [S2:+mat]:  91%|██▋| 410/453 [03:22<00:19,  2.15it/s, loss=0.622, pair=0.002, adv=5.373, sprd=0.025]
Ep 025/80 [S2:+mat]:  91%|██▋| 411/453 [03:22<00:20,  2.06it/s, loss=0.622, pair=0.002, adv=5.373, sprd=0.025]
Ep 025/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:20,  2.06it/s, loss=0.641, pair=0.007, adv=4.360, sprd=0.032]
Ep 025/80 [S2:+mat]:  91%|██▋| 412/453 [03:23<00:19,  2.12it/s, loss=0.641, pair=0.007, adv=4.360, sprd=0.032]
Ep 025/80 [S2:+mat]:  91%|██▋| 412/453 [03:23<00:19,  2.12it/s, loss=0.606, pair=0.000, adv=6.699, sprd=0.023]
Ep 025/80 [S2:+mat]:  91%|██▋| 413/453 [03:23<00:19,  2.03it/s, loss=0.606, pair=0.000, adv=6.699, sprd=0.023]
Ep 025/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:19,  2.03it/s, loss=0.555, pair=0.000, adv=8.291, sprd=0.017]
Ep 025/80 [S2:+mat]:  91%|██▋| 414/453 [03:24<00:18,  2.11it/s, loss=0.555, pair=0.000, adv=8.291, sprd=0.017]
Ep 025/80 [S2:+mat]:  91%|██▋| 414/453 [03:24<00:18,  2.11it/s, loss=0.562, pair=0.000, adv=4.157, sprd=0.015]
Ep 025/80 [S2:+mat]:  92%|██▋| 415/453 [03:24<00:18,  2.07it/s, loss=0.562, pair=0.000, adv=4.157, sprd=0.015]
Ep 025/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:18,  2.07it/s, loss=0.595, pair=0.004, adv=3.923, sprd=0.016]
Ep 025/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:16,  2.25it/s, loss=0.595, pair=0.004, adv=3.923, sprd=0.016]
Ep 025/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:16,  2.25it/s, loss=0.599, pair=0.007, adv=4.242, sprd=0.020]
Ep 025/80 [S2:+mat]:  92%|██▊| 417/453 [03:25<00:16,  2.16it/s, loss=0.599, pair=0.007, adv=4.242, sprd=0.020]
Ep 025/80 [S2:+mat]:  92%|██▊| 417/453 [03:26<00:16,  2.16it/s, loss=0.623, pair=0.002, adv=3.704, sprd=0.029]
Ep 025/80 [S2:+mat]:  92%|██▊| 418/453 [03:26<00:15,  2.21it/s, loss=0.623, pair=0.002, adv=3.704, sprd=0.029]
Ep 025/80 [S2:+mat]:  92%|█▊| 418/453 [03:26<00:15,  2.21it/s, loss=0.548, pair=0.004, adv=10.207, sprd=0.013]
Ep 025/80 [S2:+mat]:  92%|█▊| 419/453 [03:26<00:16,  2.11it/s, loss=0.548, pair=0.004, adv=10.207, sprd=0.013]
Ep 025/80 [S2:+mat]:  92%|██▊| 419/453 [03:27<00:16,  2.11it/s, loss=0.629, pair=0.003, adv=5.332, sprd=0.028]
Ep 025/80 [S2:+mat]:  93%|██▊| 420/453 [03:27<00:15,  2.18it/s, loss=0.629, pair=0.003, adv=5.332, sprd=0.028]
Ep 025/80 [S2:+mat]:  93%|██▊| 420/453 [03:27<00:15,  2.18it/s, loss=0.566, pair=0.002, adv=5.938, sprd=0.016]
Ep 025/80 [S2:+mat]:  93%|██▊| 421/453 [03:27<00:15,  2.10it/s, loss=0.566, pair=0.002, adv=5.938, sprd=0.016]
Ep 025/80 [S2:+mat]:  93%|██▊| 421/453 [03:27<00:15,  2.10it/s, loss=0.600, pair=0.005, adv=4.696, sprd=0.017]
Ep 025/80 [S2:+mat]:  93%|██▊| 422/453 [03:27<00:13,  2.24it/s, loss=0.600, pair=0.005, adv=4.696, sprd=0.017]
Ep 025/80 [S2:+mat]:  93%|██▊| 422/453 [03:28<00:13,  2.24it/s, loss=0.589, pair=0.001, adv=5.495, sprd=0.024]
Ep 025/80 [S2:+mat]:  93%|██▊| 423/453 [03:28<00:14,  2.11it/s, loss=0.589, pair=0.001, adv=5.495, sprd=0.024]
Ep 025/80 [S2:+mat]:  93%|██▊| 423/453 [03:28<00:14,  2.11it/s, loss=0.587, pair=0.000, adv=5.047, sprd=0.018]
Ep 025/80 [S2:+mat]:  94%|██▊| 424/453 [03:28<00:13,  2.21it/s, loss=0.587, pair=0.000, adv=5.047, sprd=0.018]
Ep 025/80 [S2:+mat]:  94%|██▊| 424/453 [03:29<00:13,  2.21it/s, loss=0.657, pair=0.003, adv=6.265, sprd=0.031]
Ep 025/80 [S2:+mat]:  94%|██▊| 425/453 [03:29<00:13,  2.05it/s, loss=0.657, pair=0.003, adv=6.265, sprd=0.031]
Ep 025/80 [S2:+mat]:  94%|██▊| 425/453 [03:29<00:13,  2.05it/s, loss=0.587, pair=0.000, adv=4.143, sprd=0.016]
Ep 025/80 [S2:+mat]:  94%|██▊| 426/453 [03:29<00:12,  2.20it/s, loss=0.587, pair=0.000, adv=4.143, sprd=0.016]
Ep 025/80 [S2:+mat]:  94%|██▊| 426/453 [03:30<00:12,  2.20it/s, loss=0.595, pair=0.000, adv=4.834, sprd=0.025]
Ep 025/80 [S2:+mat]:  94%|██▊| 427/453 [03:30<00:12,  2.08it/s, loss=0.595, pair=0.000, adv=4.834, sprd=0.025]
Ep 025/80 [S2:+mat]:  94%|██▊| 427/453 [03:30<00:12,  2.08it/s, loss=0.566, pair=0.001, adv=8.073, sprd=0.016]
Ep 025/80 [S2:+mat]:  94%|██▊| 428/453 [03:30<00:11,  2.19it/s, loss=0.566, pair=0.001, adv=8.073, sprd=0.016]
Ep 025/80 [S2:+mat]:  94%|██▊| 428/453 [03:31<00:11,  2.19it/s, loss=0.560, pair=0.000, adv=6.803, sprd=0.015]
Ep 025/80 [S2:+mat]:  95%|██▊| 429/453 [03:31<00:12,  1.98it/s, loss=0.560, pair=0.000, adv=6.803, sprd=0.015]
Ep 025/80 [S2:+mat]:  95%|██▊| 429/453 [03:31<00:12,  1.98it/s, loss=0.613, pair=0.000, adv=5.547, sprd=0.024]
Ep 025/80 [S2:+mat]:  95%|██▊| 430/453 [03:31<00:10,  2.10it/s, loss=0.613, pair=0.000, adv=5.547, sprd=0.024]
Ep 025/80 [S2:+mat]:  95%|██▊| 430/453 [03:32<00:10,  2.10it/s, loss=0.596, pair=0.001, adv=4.053, sprd=0.021]
Ep 025/80 [S2:+mat]:  95%|██▊| 431/453 [03:32<00:10,  2.06it/s, loss=0.596, pair=0.001, adv=4.053, sprd=0.021]
Ep 025/80 [S2:+mat]:  95%|██▊| 431/453 [03:32<00:10,  2.06it/s, loss=0.600, pair=0.002, adv=4.806, sprd=0.022]
Ep 025/80 [S2:+mat]:  95%|██▊| 432/453 [03:32<00:09,  2.16it/s, loss=0.600, pair=0.002, adv=4.806, sprd=0.022]
Ep 025/80 [S2:+mat]:  95%|██▊| 432/453 [03:33<00:09,  2.16it/s, loss=0.573, pair=0.000, adv=6.053, sprd=0.020]
Ep 025/80 [S2:+mat]:  96%|██▊| 433/453 [03:33<00:09,  2.05it/s, loss=0.573, pair=0.000, adv=6.053, sprd=0.020]
Ep 025/80 [S2:+mat]:  96%|██▊| 433/453 [03:33<00:09,  2.05it/s, loss=0.608, pair=0.003, adv=5.440, sprd=0.027]
Ep 025/80 [S2:+mat]:  96%|██▊| 434/453 [03:33<00:08,  2.12it/s, loss=0.608, pair=0.003, adv=5.440, sprd=0.027]
Ep 025/80 [S2:+mat]:  96%|██▊| 434/453 [03:34<00:08,  2.12it/s, loss=0.572, pair=0.005, adv=8.444, sprd=0.018]
Ep 025/80 [S2:+mat]:  96%|██▉| 435/453 [03:34<00:08,  2.03it/s, loss=0.572, pair=0.005, adv=8.444, sprd=0.018]
Ep 025/80 [S2:+mat]:  96%|██▉| 435/453 [03:34<00:08,  2.03it/s, loss=0.621, pair=0.003, adv=5.656, sprd=0.024]
Ep 025/80 [S2:+mat]:  96%|██▉| 436/453 [03:34<00:07,  2.14it/s, loss=0.621, pair=0.003, adv=5.656, sprd=0.024]
Ep 025/80 [S2:+mat]:  96%|██▉| 436/453 [03:35<00:07,  2.14it/s, loss=0.550, pair=0.010, adv=4.846, sprd=0.015]
Ep 025/80 [S2:+mat]:  96%|██▉| 437/453 [03:35<00:07,  2.06it/s, loss=0.550, pair=0.010, adv=4.846, sprd=0.015]
Ep 025/80 [S2:+mat]:  96%|██▉| 437/453 [03:35<00:07,  2.06it/s, loss=0.595, pair=0.003, adv=5.589, sprd=0.020]
Ep 025/80 [S2:+mat]:  97%|██▉| 438/453 [03:35<00:06,  2.16it/s, loss=0.595, pair=0.003, adv=5.589, sprd=0.020]
Ep 025/80 [S2:+mat]:  97%|██▉| 438/453 [03:36<00:06,  2.16it/s, loss=0.629, pair=0.014, adv=6.224, sprd=0.026]
Ep 025/80 [S2:+mat]:  97%|██▉| 439/453 [03:36<00:06,  2.07it/s, loss=0.629, pair=0.014, adv=6.224, sprd=0.026]
Ep 025/80 [S2:+mat]:  97%|██▉| 439/453 [03:36<00:06,  2.07it/s, loss=0.580, pair=0.014, adv=7.310, sprd=0.017]
Ep 025/80 [S2:+mat]:  97%|██▉| 440/453 [03:36<00:05,  2.20it/s, loss=0.580, pair=0.014, adv=7.310, sprd=0.017]
Ep 025/80 [S2:+mat]:  97%|██▉| 440/453 [03:36<00:05,  2.20it/s, loss=0.607, pair=0.009, adv=3.393, sprd=0.022]
Ep 025/80 [S2:+mat]:  97%|██▉| 441/453 [03:36<00:05,  2.11it/s, loss=0.607, pair=0.009, adv=3.393, sprd=0.022]
Ep 025/80 [S2:+mat]:  97%|██▉| 441/453 [03:37<00:05,  2.11it/s, loss=0.617, pair=0.007, adv=4.637, sprd=0.027]
Ep 025/80 [S2:+mat]:  98%|██▉| 442/453 [03:37<00:05,  2.19it/s, loss=0.617, pair=0.007, adv=4.637, sprd=0.027]
Ep 025/80 [S2:+mat]:  98%|██▉| 442/453 [03:37<00:05,  2.19it/s, loss=0.580, pair=0.009, adv=5.073, sprd=0.016]
Ep 025/80 [S2:+mat]:  98%|██▉| 443/453 [03:37<00:04,  2.13it/s, loss=0.580, pair=0.009, adv=5.073, sprd=0.016]
Ep 025/80 [S2:+mat]:  98%|██▉| 443/453 [03:38<00:04,  2.13it/s, loss=0.583, pair=0.010, adv=8.555, sprd=0.019]
Ep 025/80 [S2:+mat]:  98%|██▉| 444/453 [03:38<00:04,  2.20it/s, loss=0.583, pair=0.010, adv=8.555, sprd=0.019]
Ep 025/80 [S2:+mat]:  98%|██▉| 444/453 [03:38<00:04,  2.20it/s, loss=0.628, pair=0.004, adv=6.203, sprd=0.030]
Ep 025/80 [S2:+mat]:  98%|██▉| 445/453 [03:38<00:03,  2.07it/s, loss=0.628, pair=0.004, adv=6.203, sprd=0.030]
Ep 025/80 [S2:+mat]:  98%|██▉| 445/453 [03:39<00:03,  2.07it/s, loss=0.598, pair=0.000, adv=6.937, sprd=0.019]
Ep 025/80 [S2:+mat]:  98%|██▉| 446/453 [03:39<00:03,  2.19it/s, loss=0.598, pair=0.000, adv=6.937, sprd=0.019]
Ep 025/80 [S2:+mat]:  98%|██▉| 446/453 [03:39<00:03,  2.19it/s, loss=0.608, pair=0.000, adv=4.833, sprd=0.023]
Ep 025/80 [S2:+mat]:  99%|██▉| 447/453 [03:39<00:02,  2.09it/s, loss=0.608, pair=0.000, adv=4.833, sprd=0.023]
Ep 025/80 [S2:+mat]:  99%|██▉| 447/453 [03:40<00:02,  2.09it/s, loss=0.615, pair=0.000, adv=5.109, sprd=0.021]
Ep 025/80 [S2:+mat]:  99%|██▉| 448/453 [03:40<00:02,  2.20it/s, loss=0.615, pair=0.000, adv=5.109, sprd=0.021]
Ep 025/80 [S2:+mat]:  99%|██▉| 448/453 [03:40<00:02,  2.20it/s, loss=0.594, pair=0.000, adv=6.708, sprd=0.018]
Ep 025/80 [S2:+mat]:  99%|██▉| 449/453 [03:40<00:01,  2.03it/s, loss=0.594, pair=0.000, adv=6.708, sprd=0.018]
Ep 025/80 [S2:+mat]:  99%|██▉| 449/453 [03:41<00:01,  2.03it/s, loss=0.584, pair=0.000, adv=6.856, sprd=0.022]
Ep 025/80 [S2:+mat]:  99%|██▉| 450/453 [03:41<00:01,  2.07it/s, loss=0.584, pair=0.000, adv=6.856, sprd=0.022]
Ep 025/80 [S2:+mat]:  99%|██▉| 450/453 [03:41<00:01,  2.07it/s, loss=0.639, pair=0.001, adv=5.259, sprd=0.030]
Ep 025/80 [S2:+mat]: 100%|██▉| 451/453 [03:41<00:01,  1.90it/s, loss=0.639, pair=0.001, adv=5.259, sprd=0.030]
Ep 025/80 [S2:+mat]: 100%|██▉| 451/453 [03:42<00:01,  1.90it/s, loss=0.587, pair=0.001, adv=6.328, sprd=0.018]
Ep 025/80 [S2:+mat]: 100%|██▉| 452/453 [03:42<00:00,  1.99it/s, loss=0.587, pair=0.001, adv=6.328, sprd=0.018]
Ep 025/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  1.99it/s, loss=1.270, pair=2.150, adv=5.130, sprd=0.031]
Ep 025/80 [S2:+mat]: 100%|███| 453/453 [03:43<00:00,  1.79it/s, loss=1.270, pair=2.150, adv=5.130, sprd=0.031]
                                                                                                              
Epoch 025/80 [S2:+mat]  loss=0.6210  mat=0.2600  sens=1.1191  pair=0.0849  adv=5.1807(rand=3.47)  deg=0.0044  orth=0.0020  spread=0.0208  q_mean=52.3  q_std=19.2  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=8.04e-05  223s

Ep 026/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 026/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.631, pair=0.000, adv=3.483, sprd=0.024]
Ep 026/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:29,  1.13s/it, loss=0.631, pair=0.000, adv=3.483, sprd=0.024]
Ep 026/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:29,  1.13s/it, loss=0.606, pair=0.012, adv=4.438, sprd=0.020]
Ep 026/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:24,  1.39it/s, loss=0.606, pair=0.012, adv=4.438, sprd=0.020]
Ep 026/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:24,  1.39it/s, loss=0.581, pair=0.003, adv=6.072, sprd=0.019]
Ep 026/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:42,  1.31it/s, loss=0.581, pair=0.003, adv=6.072, sprd=0.019]
Ep 026/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:42,  1.31it/s, loss=0.577, pair=0.008, adv=6.195, sprd=0.014]
Ep 026/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:39,  1.61it/s, loss=0.577, pair=0.008, adv=6.195, sprd=0.014]
Ep 026/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:39,  1.61it/s, loss=0.604, pair=0.003, adv=4.070, sprd=0.021]
Ep 026/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:40,  1.60it/s, loss=0.604, pair=0.003, adv=4.070, sprd=0.021]
Ep 026/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:40,  1.60it/s, loss=0.575, pair=0.000, adv=6.674, sprd=0.018]
Ep 026/80 [S2:+mat]:   1%|     | 6/453 [00:03<04:14,  1.76it/s, loss=0.575, pair=0.000, adv=6.674, sprd=0.018]
Ep 026/80 [S2:+mat]:   1%|     | 6/453 [00:04<04:14,  1.76it/s, loss=0.639, pair=0.021, adv=6.365, sprd=0.030]
Ep 026/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:27,  1.67it/s, loss=0.639, pair=0.021, adv=6.365, sprd=0.030]
Ep 026/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:27,  1.67it/s, loss=0.626, pair=0.002, adv=3.562, sprd=0.027]
Ep 026/80 [S2:+mat]:   2%|     | 8/453 [00:04<04:04,  1.82it/s, loss=0.626, pair=0.002, adv=3.562, sprd=0.027]
Ep 026/80 [S2:+mat]:   2%|     | 8/453 [00:05<04:04,  1.82it/s, loss=0.578, pair=0.001, adv=4.737, sprd=0.020]
Ep 026/80 [S2:+mat]:   2%|     | 9/453 [00:05<04:16,  1.73it/s, loss=0.578, pair=0.001, adv=4.737, sprd=0.020]
Ep 026/80 [S2:+mat]:   2%|     | 9/453 [00:06<04:16,  1.73it/s, loss=0.630, pair=0.000, adv=5.006, sprd=0.026]
Ep 026/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:58,  1.86it/s, loss=0.630, pair=0.000, adv=5.006, sprd=0.026]
Ep 026/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:58,  1.86it/s, loss=0.577, pair=0.005, adv=7.645, sprd=0.016]
Ep 026/80 [S2:+mat]:   2%|    | 11/453 [00:06<04:08,  1.78it/s, loss=0.577, pair=0.005, adv=7.645, sprd=0.016]
Ep 026/80 [S2:+mat]:   2%|    | 11/453 [00:07<04:08,  1.78it/s, loss=0.602, pair=0.005, adv=7.928, sprd=0.024]
Ep 026/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:54,  1.88it/s, loss=0.602, pair=0.005, adv=7.928, sprd=0.024]
Ep 026/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:54,  1.88it/s, loss=0.588, pair=0.000, adv=5.112, sprd=0.018]
Ep 026/80 [S2:+mat]:   3%|    | 13/453 [00:07<04:05,  1.79it/s, loss=0.588, pair=0.000, adv=5.112, sprd=0.018]
Ep 026/80 [S2:+mat]:   3%|    | 13/453 [00:08<04:05,  1.79it/s, loss=0.588, pair=0.002, adv=6.984, sprd=0.021]
Ep 026/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:51,  1.90it/s, loss=0.588, pair=0.002, adv=6.984, sprd=0.021]
Ep 026/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:51,  1.90it/s, loss=0.623, pair=0.000, adv=6.479, sprd=0.026]
Ep 026/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<04:04,  1.79it/s, loss=0.623, pair=0.000, adv=6.479, sprd=0.026]
Ep 026/80 [S2:+mat]:   3%|▏   | 15/453 [00:09<04:04,  1.79it/s, loss=0.624, pair=0.002, adv=5.243, sprd=0.025]
Ep 026/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:48,  1.91it/s, loss=0.624, pair=0.002, adv=5.243, sprd=0.025]
Ep 026/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:48,  1.91it/s, loss=0.570, pair=0.002, adv=6.043, sprd=0.016]
Ep 026/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<04:01,  1.81it/s, loss=0.570, pair=0.002, adv=6.043, sprd=0.016]
Ep 026/80 [S2:+mat]:   4%|▏   | 17/453 [00:10<04:01,  1.81it/s, loss=0.575, pair=0.004, adv=5.973, sprd=0.016]
Ep 026/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:44,  1.94it/s, loss=0.575, pair=0.004, adv=5.973, sprd=0.016]
Ep 026/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:44,  1.94it/s, loss=0.574, pair=0.002, adv=5.607, sprd=0.015]
Ep 026/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:55,  1.85it/s, loss=0.574, pair=0.002, adv=5.607, sprd=0.015]
Ep 026/80 [S2:+mat]:   4%|▏   | 19/453 [00:11<03:55,  1.85it/s, loss=0.605, pair=0.005, adv=5.544, sprd=0.024]
Ep 026/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:43,  1.94it/s, loss=0.605, pair=0.005, adv=5.544, sprd=0.024]
Ep 026/80 [S2:+mat]:   4%|▏   | 20/453 [00:12<03:43,  1.94it/s, loss=0.614, pair=0.004, adv=7.005, sprd=0.024]
Ep 026/80 [S2:+mat]:   5%|▏   | 21/453 [00:12<03:54,  1.84it/s, loss=0.614, pair=0.004, adv=7.005, sprd=0.024]
Ep 026/80 [S2:+mat]:   5%|▏   | 21/453 [00:12<03:54,  1.84it/s, loss=0.555, pair=0.000, adv=6.926, sprd=0.015]
Ep 026/80 [S2:+mat]:   5%|▏   | 22/453 [00:12<03:41,  1.95it/s, loss=0.555, pair=0.000, adv=6.926, sprd=0.015]
Ep 026/80 [S2:+mat]:   5%|▏   | 22/453 [00:13<03:41,  1.95it/s, loss=0.608, pair=0.006, adv=4.423, sprd=0.023]
Ep 026/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<03:48,  1.88it/s, loss=0.608, pair=0.006, adv=4.423, sprd=0.023]
Ep 026/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<03:48,  1.88it/s, loss=0.613, pair=0.001, adv=7.841, sprd=0.027]
Ep 026/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:36,  1.98it/s, loss=0.613, pair=0.001, adv=7.841, sprd=0.027]
Ep 026/80 [S2:+mat]:   5%|▏   | 24/453 [00:14<03:36,  1.98it/s, loss=0.572, pair=0.001, adv=4.164, sprd=0.019]
Ep 026/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<03:40,  1.94it/s, loss=0.572, pair=0.001, adv=4.164, sprd=0.019]
Ep 026/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<03:40,  1.94it/s, loss=0.577, pair=0.002, adv=5.617, sprd=0.015]
Ep 026/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:22,  2.11it/s, loss=0.577, pair=0.002, adv=5.617, sprd=0.015]
Ep 026/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:22,  2.11it/s, loss=0.592, pair=0.002, adv=5.081, sprd=0.020]
Ep 026/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:39,  1.94it/s, loss=0.592, pair=0.002, adv=5.081, sprd=0.020]
Ep 026/80 [S2:+mat]:   6%|▏   | 27/453 [00:15<03:39,  1.94it/s, loss=0.564, pair=0.001, adv=5.083, sprd=0.015]
Ep 026/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:24,  2.08it/s, loss=0.564, pair=0.001, adv=5.083, sprd=0.015]
Ep 026/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:24,  2.08it/s, loss=0.645, pair=0.006, adv=3.543, sprd=0.027]
Ep 026/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:27,  2.04it/s, loss=0.645, pair=0.006, adv=3.543, sprd=0.027]
Ep 026/80 [S2:+mat]:   6%|▎   | 29/453 [00:16<03:27,  2.04it/s, loss=0.589, pair=0.000, adv=3.696, sprd=0.018]
Ep 026/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:14,  2.18it/s, loss=0.589, pair=0.000, adv=3.696, sprd=0.018]
Ep 026/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:14,  2.18it/s, loss=0.637, pair=0.005, adv=4.180, sprd=0.029]
Ep 026/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:23,  2.07it/s, loss=0.637, pair=0.005, adv=4.180, sprd=0.029]
Ep 026/80 [S2:+mat]:   7%|▎   | 31/453 [00:17<03:23,  2.07it/s, loss=0.585, pair=0.004, adv=7.215, sprd=0.016]
Ep 026/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:11,  2.19it/s, loss=0.585, pair=0.004, adv=7.215, sprd=0.016]
Ep 026/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:11,  2.19it/s, loss=0.582, pair=0.000, adv=4.725, sprd=0.020]
Ep 026/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:21,  2.09it/s, loss=0.582, pair=0.000, adv=4.725, sprd=0.020]
Ep 026/80 [S2:+mat]:   7%|▎   | 33/453 [00:18<03:21,  2.09it/s, loss=0.591, pair=0.000, adv=4.939, sprd=0.019]
Ep 026/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:10,  2.19it/s, loss=0.591, pair=0.000, adv=4.939, sprd=0.019]
Ep 026/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:10,  2.19it/s, loss=0.568, pair=0.002, adv=6.455, sprd=0.015]
Ep 026/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:16,  2.12it/s, loss=0.568, pair=0.002, adv=6.455, sprd=0.015]
Ep 026/80 [S2:+mat]:   8%|▎   | 35/453 [00:19<03:16,  2.12it/s, loss=0.614, pair=0.000, adv=4.713, sprd=0.025]
Ep 026/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:10,  2.19it/s, loss=0.614, pair=0.000, adv=4.713, sprd=0.025]
Ep 026/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:10,  2.19it/s, loss=0.593, pair=0.000, adv=7.054, sprd=0.018]
Ep 026/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:19,  2.09it/s, loss=0.593, pair=0.000, adv=7.054, sprd=0.018]
Ep 026/80 [S2:+mat]:   8%|▎   | 37/453 [00:20<03:19,  2.09it/s, loss=0.611, pair=0.001, adv=4.806, sprd=0.026]
Ep 026/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:11,  2.17it/s, loss=0.611, pair=0.001, adv=4.806, sprd=0.026]
Ep 026/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:11,  2.17it/s, loss=0.615, pair=0.004, adv=4.562, sprd=0.024]
Ep 026/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:19,  2.08it/s, loss=0.615, pair=0.004, adv=4.562, sprd=0.024]
Ep 026/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:19,  2.08it/s, loss=0.605, pair=0.003, adv=4.111, sprd=0.024]
Ep 026/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:10,  2.17it/s, loss=0.605, pair=0.003, adv=4.111, sprd=0.024]
Ep 026/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:10,  2.17it/s, loss=0.612, pair=0.008, adv=3.897, sprd=0.019]
Ep 026/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:16,  2.09it/s, loss=0.612, pair=0.008, adv=3.897, sprd=0.019]
Ep 026/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:16,  2.09it/s, loss=0.570, pair=0.001, adv=3.694, sprd=0.019]
Ep 026/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:08,  2.18it/s, loss=0.570, pair=0.001, adv=3.694, sprd=0.019]
Ep 026/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:08,  2.18it/s, loss=0.572, pair=0.000, adv=7.804, sprd=0.018]
Ep 026/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:17,  2.07it/s, loss=0.572, pair=0.000, adv=7.804, sprd=0.018]
Ep 026/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:17,  2.07it/s, loss=0.582, pair=0.000, adv=6.277, sprd=0.018]
Ep 026/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:07,  2.18it/s, loss=0.582, pair=0.000, adv=6.277, sprd=0.018]
Ep 026/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:07,  2.18it/s, loss=0.600, pair=0.001, adv=4.249, sprd=0.022]
Ep 026/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:16,  2.08it/s, loss=0.600, pair=0.001, adv=4.249, sprd=0.022]
Ep 026/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:16,  2.08it/s, loss=0.593, pair=0.001, adv=4.526, sprd=0.021]
Ep 026/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:06,  2.18it/s, loss=0.593, pair=0.001, adv=4.526, sprd=0.021]
Ep 026/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:06,  2.18it/s, loss=0.659, pair=0.003, adv=5.163, sprd=0.034]
Ep 026/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:18,  2.05it/s, loss=0.659, pair=0.003, adv=5.163, sprd=0.034]
Ep 026/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:18,  2.05it/s, loss=0.632, pair=0.004, adv=9.579, sprd=0.024]
Ep 026/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:07,  2.16it/s, loss=0.632, pair=0.004, adv=9.579, sprd=0.024]
Ep 026/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:07,  2.16it/s, loss=0.599, pair=0.001, adv=6.370, sprd=0.016]
Ep 026/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:10,  2.12it/s, loss=0.599, pair=0.001, adv=6.370, sprd=0.016]
Ep 026/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:10,  2.12it/s, loss=0.592, pair=0.006, adv=4.798, sprd=0.021]
Ep 026/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:02,  2.21it/s, loss=0.592, pair=0.006, adv=4.798, sprd=0.021]
Ep 026/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:02,  2.21it/s, loss=0.622, pair=0.004, adv=5.989, sprd=0.025]
Ep 026/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:12,  2.09it/s, loss=0.622, pair=0.004, adv=5.989, sprd=0.025]
Ep 026/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:12,  2.09it/s, loss=0.573, pair=0.003, adv=5.497, sprd=0.017]
Ep 026/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:01,  2.21it/s, loss=0.573, pair=0.003, adv=5.497, sprd=0.017]
Ep 026/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:01,  2.21it/s, loss=0.607, pair=0.002, adv=6.000, sprd=0.014]
Ep 026/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:10,  2.09it/s, loss=0.607, pair=0.002, adv=6.000, sprd=0.014]
Ep 026/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:10,  2.09it/s, loss=0.620, pair=0.000, adv=5.272, sprd=0.026]
Ep 026/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:04,  2.17it/s, loss=0.620, pair=0.000, adv=5.272, sprd=0.026]
Ep 026/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:04,  2.17it/s, loss=0.599, pair=0.000, adv=6.472, sprd=0.022]
Ep 026/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:29,  1.90it/s, loss=0.599, pair=0.000, adv=6.472, sprd=0.022]
Ep 026/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:29,  1.90it/s, loss=0.596, pair=0.002, adv=4.773, sprd=0.022]
Ep 026/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:15,  2.03it/s, loss=0.596, pair=0.002, adv=4.773, sprd=0.022]
Ep 026/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:15,  2.03it/s, loss=0.575, pair=0.001, adv=7.332, sprd=0.017]
Ep 026/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:17,  2.01it/s, loss=0.575, pair=0.001, adv=7.332, sprd=0.017]
Ep 026/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:17,  2.01it/s, loss=0.617, pair=0.008, adv=5.002, sprd=0.021]
Ep 026/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:03,  2.15it/s, loss=0.617, pair=0.008, adv=5.002, sprd=0.021]
Ep 026/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:03,  2.15it/s, loss=0.566, pair=0.001, adv=6.387, sprd=0.016]
Ep 026/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:09,  2.08it/s, loss=0.566, pair=0.001, adv=6.387, sprd=0.016]
Ep 026/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:09,  2.08it/s, loss=0.637, pair=0.002, adv=5.882, sprd=0.026]
Ep 026/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:01,  2.17it/s, loss=0.637, pair=0.002, adv=5.882, sprd=0.026]
Ep 026/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:01,  2.17it/s, loss=0.605, pair=0.004, adv=8.114, sprd=0.023]
Ep 026/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:08,  2.08it/s, loss=0.605, pair=0.004, adv=8.114, sprd=0.023]
Ep 026/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:08,  2.08it/s, loss=0.591, pair=0.003, adv=5.421, sprd=0.019]
Ep 026/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<02:58,  2.20it/s, loss=0.591, pair=0.003, adv=5.421, sprd=0.019]
Ep 026/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<02:58,  2.20it/s, loss=0.600, pair=0.005, adv=5.111, sprd=0.021]
Ep 026/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:04,  2.11it/s, loss=0.600, pair=0.005, adv=5.111, sprd=0.021]
Ep 026/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:04,  2.11it/s, loss=0.591, pair=0.001, adv=3.306, sprd=0.022]
Ep 026/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:56,  2.21it/s, loss=0.591, pair=0.001, adv=3.306, sprd=0.022]
Ep 026/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:56,  2.21it/s, loss=0.608, pair=0.003, adv=6.161, sprd=0.018]
Ep 026/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:02,  2.13it/s, loss=0.608, pair=0.003, adv=6.161, sprd=0.018]
Ep 026/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:02,  2.13it/s, loss=0.549, pair=0.000, adv=6.163, sprd=0.015]
Ep 026/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:55,  2.20it/s, loss=0.549, pair=0.000, adv=6.163, sprd=0.015]
Ep 026/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:55,  2.20it/s, loss=0.588, pair=0.000, adv=4.515, sprd=0.020]
Ep 026/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:04,  2.09it/s, loss=0.588, pair=0.000, adv=4.515, sprd=0.020]
Ep 026/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:04,  2.09it/s, loss=0.555, pair=0.015, adv=3.683, sprd=0.016]
Ep 026/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<02:56,  2.18it/s, loss=0.555, pair=0.015, adv=3.683, sprd=0.016]
Ep 026/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<02:56,  2.18it/s, loss=0.629, pair=0.001, adv=6.066, sprd=0.029]
Ep 026/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:06,  2.05it/s, loss=0.629, pair=0.001, adv=6.066, sprd=0.029]
Ep 026/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:06,  2.05it/s, loss=0.589, pair=0.000, adv=7.824, sprd=0.017]
Ep 026/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:56,  2.16it/s, loss=0.589, pair=0.000, adv=7.824, sprd=0.017]
Ep 026/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:56,  2.16it/s, loss=0.560, pair=0.008, adv=8.961, sprd=0.013]
Ep 026/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:04,  2.07it/s, loss=0.560, pair=0.008, adv=8.961, sprd=0.013]
Ep 026/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=0.567, pair=0.007, adv=4.213, sprd=0.016]
Ep 026/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:52,  2.20it/s, loss=0.567, pair=0.007, adv=4.213, sprd=0.016]
Ep 026/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:52,  2.20it/s, loss=0.561, pair=0.004, adv=8.064, sprd=0.015]
Ep 026/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<02:59,  2.12it/s, loss=0.561, pair=0.004, adv=8.064, sprd=0.015]
Ep 026/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<02:59,  2.12it/s, loss=0.610, pair=0.005, adv=4.353, sprd=0.023]
Ep 026/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<02:50,  2.22it/s, loss=0.610, pair=0.005, adv=4.353, sprd=0.023]
Ep 026/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:50,  2.22it/s, loss=0.633, pair=0.007, adv=3.291, sprd=0.030]
Ep 026/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<02:59,  2.11it/s, loss=0.633, pair=0.007, adv=3.291, sprd=0.030]
Ep 026/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<02:59,  2.11it/s, loss=0.579, pair=0.005, adv=5.535, sprd=0.016]
Ep 026/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<02:48,  2.23it/s, loss=0.579, pair=0.005, adv=5.535, sprd=0.016]
Ep 026/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:48,  2.23it/s, loss=0.642, pair=0.001, adv=4.874, sprd=0.029]
Ep 026/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<02:58,  2.10it/s, loss=0.642, pair=0.001, adv=4.874, sprd=0.029]
Ep 026/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<02:58,  2.10it/s, loss=0.583, pair=0.000, adv=4.717, sprd=0.022]
Ep 026/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<02:54,  2.15it/s, loss=0.583, pair=0.000, adv=4.717, sprd=0.022]
Ep 026/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:54,  2.15it/s, loss=0.586, pair=0.001, adv=3.183, sprd=0.025]
Ep 026/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:01,  2.06it/s, loss=0.586, pair=0.001, adv=3.183, sprd=0.025]
Ep 026/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:01,  2.06it/s, loss=0.570, pair=0.000, adv=6.789, sprd=0.020]
Ep 026/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<02:55,  2.13it/s, loss=0.570, pair=0.000, adv=6.789, sprd=0.020]
Ep 026/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:55,  2.13it/s, loss=0.553, pair=0.003, adv=7.391, sprd=0.016]
Ep 026/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:03,  2.03it/s, loss=0.553, pair=0.003, adv=7.391, sprd=0.016]
Ep 026/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:03,  2.03it/s, loss=0.569, pair=0.004, adv=8.862, sprd=0.016]
Ep 026/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<02:54,  2.13it/s, loss=0.569, pair=0.004, adv=8.862, sprd=0.016]
Ep 026/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:54,  2.13it/s, loss=0.583, pair=0.003, adv=6.211, sprd=0.017]
Ep 026/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:09,  1.95it/s, loss=0.583, pair=0.003, adv=6.211, sprd=0.017]
Ep 026/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:09,  1.95it/s, loss=0.555, pair=0.000, adv=7.958, sprd=0.015]
Ep 026/80 [S2:+mat]:  19%|▋   | 84/453 [00:41<02:57,  2.08it/s, loss=0.555, pair=0.000, adv=7.958, sprd=0.015]
Ep 026/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:57,  2.08it/s, loss=0.586, pair=0.000, adv=6.963, sprd=0.013]
Ep 026/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<02:57,  2.07it/s, loss=0.586, pair=0.000, adv=6.963, sprd=0.013]
Ep 026/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<02:57,  2.07it/s, loss=0.568, pair=0.000, adv=7.695, sprd=0.014]
Ep 026/80 [S2:+mat]:  19%|▊   | 86/453 [00:42<02:46,  2.21it/s, loss=0.568, pair=0.000, adv=7.695, sprd=0.014]
Ep 026/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:46,  2.21it/s, loss=0.628, pair=0.002, adv=7.407, sprd=0.024]
Ep 026/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:53,  2.10it/s, loss=0.628, pair=0.002, adv=7.407, sprd=0.024]
Ep 026/80 [S2:+mat]:  19%|▌  | 87/453 [00:43<02:53,  2.10it/s, loss=1.226, pair=2.086, adv=10.122, sprd=0.016]
Ep 026/80 [S2:+mat]:  19%|▌  | 88/453 [00:43<02:41,  2.26it/s, loss=1.226, pair=2.086, adv=10.122, sprd=0.016]
Ep 026/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:41,  2.26it/s, loss=0.613, pair=0.000, adv=3.328, sprd=0.028]
Ep 026/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:52,  2.11it/s, loss=0.613, pair=0.000, adv=3.328, sprd=0.028]
Ep 026/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:52,  2.11it/s, loss=0.625, pair=0.002, adv=4.813, sprd=0.025]
Ep 026/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<02:45,  2.19it/s, loss=0.625, pair=0.002, adv=4.813, sprd=0.025]
Ep 026/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:45,  2.19it/s, loss=0.615, pair=0.004, adv=6.284, sprd=0.026]
Ep 026/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:54,  2.08it/s, loss=0.615, pair=0.004, adv=6.284, sprd=0.026]
Ep 026/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:54,  2.08it/s, loss=0.619, pair=0.002, adv=5.665, sprd=0.026]
Ep 026/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<02:47,  2.16it/s, loss=0.619, pair=0.002, adv=5.665, sprd=0.026]
Ep 026/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:47,  2.16it/s, loss=0.614, pair=0.003, adv=4.758, sprd=0.023]
Ep 026/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:53,  2.08it/s, loss=0.614, pair=0.003, adv=4.758, sprd=0.023]
Ep 026/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:53,  2.08it/s, loss=0.624, pair=0.000, adv=5.333, sprd=0.021]
Ep 026/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<02:44,  2.19it/s, loss=0.624, pair=0.000, adv=5.333, sprd=0.021]
Ep 026/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:44,  2.19it/s, loss=0.638, pair=0.001, adv=5.323, sprd=0.031]
Ep 026/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:06,  1.92it/s, loss=0.638, pair=0.001, adv=5.323, sprd=0.031]
Ep 026/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:06,  1.92it/s, loss=0.583, pair=0.000, adv=4.821, sprd=0.020]
Ep 026/80 [S2:+mat]:  21%|▊   | 96/453 [00:47<02:56,  2.02it/s, loss=0.583, pair=0.000, adv=4.821, sprd=0.020]
Ep 026/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:56,  2.02it/s, loss=0.599, pair=0.000, adv=4.084, sprd=0.019]
Ep 026/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:09,  1.88it/s, loss=0.599, pair=0.000, adv=4.084, sprd=0.019]
Ep 026/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:09,  1.88it/s, loss=0.618, pair=0.000, adv=7.371, sprd=0.025]
Ep 026/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<03:00,  1.96it/s, loss=0.618, pair=0.000, adv=7.371, sprd=0.025]
Ep 026/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:00,  1.96it/s, loss=0.560, pair=0.000, adv=7.727, sprd=0.013]
Ep 026/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:11,  1.85it/s, loss=0.560, pair=0.000, adv=7.727, sprd=0.013]
Ep 026/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:11,  1.85it/s, loss=0.553, pair=0.003, adv=6.320, sprd=0.015]
Ep 026/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:59,  1.96it/s, loss=0.553, pair=0.003, adv=6.320, sprd=0.015]
Ep 026/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:59,  1.96it/s, loss=0.692, pair=0.004, adv=5.821, sprd=0.024]
Ep 026/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<03:11,  1.84it/s, loss=0.692, pair=0.004, adv=5.821, sprd=0.024]
Ep 026/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<03:11,  1.84it/s, loss=0.597, pair=0.008, adv=5.854, sprd=0.021]
Ep 026/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<03:00,  1.94it/s, loss=0.597, pair=0.008, adv=5.854, sprd=0.021]
Ep 026/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<03:00,  1.94it/s, loss=0.567, pair=0.003, adv=4.703, sprd=0.018]
Ep 026/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<03:12,  1.82it/s, loss=0.567, pair=0.003, adv=4.703, sprd=0.018]
Ep 026/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<03:12,  1.82it/s, loss=0.633, pair=0.002, adv=5.526, sprd=0.026]
Ep 026/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<03:00,  1.93it/s, loss=0.633, pair=0.002, adv=5.526, sprd=0.026]
Ep 026/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<03:00,  1.93it/s, loss=0.574, pair=0.003, adv=6.156, sprd=0.014]
Ep 026/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<03:08,  1.85it/s, loss=0.574, pair=0.003, adv=6.156, sprd=0.014]
Ep 026/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<03:08,  1.85it/s, loss=0.630, pair=0.007, adv=6.862, sprd=0.024]
Ep 026/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:57,  1.95it/s, loss=0.630, pair=0.007, adv=6.862, sprd=0.024]
Ep 026/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:57,  1.95it/s, loss=0.620, pair=0.008, adv=6.728, sprd=0.024]
Ep 026/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<03:09,  1.83it/s, loss=0.620, pair=0.008, adv=6.728, sprd=0.024]
Ep 026/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<03:09,  1.83it/s, loss=0.642, pair=0.004, adv=6.833, sprd=0.031]
Ep 026/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:59,  1.92it/s, loss=0.642, pair=0.004, adv=6.833, sprd=0.031]
Ep 026/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:59,  1.92it/s, loss=0.589, pair=0.001, adv=7.364, sprd=0.021]
Ep 026/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<03:11,  1.79it/s, loss=0.589, pair=0.001, adv=7.364, sprd=0.021]
Ep 026/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:11,  1.79it/s, loss=0.551, pair=0.003, adv=6.853, sprd=0.014]
Ep 026/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<03:00,  1.91it/s, loss=0.551, pair=0.003, adv=6.853, sprd=0.014]
Ep 026/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<03:00,  1.91it/s, loss=0.569, pair=0.000, adv=5.966, sprd=0.018]
Ep 026/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<03:11,  1.78it/s, loss=0.569, pair=0.000, adv=5.966, sprd=0.018]
Ep 026/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:11,  1.78it/s, loss=0.545, pair=0.004, adv=6.092, sprd=0.013]
Ep 026/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:59,  1.90it/s, loss=0.545, pair=0.004, adv=6.092, sprd=0.013]
Ep 026/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:59,  1.90it/s, loss=0.635, pair=0.009, adv=4.733, sprd=0.027]
Ep 026/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<03:21,  1.69it/s, loss=0.635, pair=0.009, adv=4.733, sprd=0.027]
Ep 026/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<03:21,  1.69it/s, loss=0.620, pair=0.000, adv=4.209, sprd=0.024]
Ep 026/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<03:06,  1.82it/s, loss=0.620, pair=0.000, adv=4.209, sprd=0.024]
Ep 026/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<03:06,  1.82it/s, loss=0.636, pair=0.004, adv=4.122, sprd=0.030]
Ep 026/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<03:14,  1.74it/s, loss=0.636, pair=0.004, adv=4.122, sprd=0.030]
Ep 026/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<03:14,  1.74it/s, loss=0.574, pair=0.000, adv=4.420, sprd=0.018]
Ep 026/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:59,  1.88it/s, loss=0.574, pair=0.000, adv=4.420, sprd=0.018]
Ep 026/80 [S2:+mat]:  26%|▊  | 116/453 [00:59<02:59,  1.88it/s, loss=0.610, pair=0.000, adv=6.655, sprd=0.023]
Ep 026/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<03:09,  1.77it/s, loss=0.610, pair=0.000, adv=6.655, sprd=0.023]
Ep 026/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<03:09,  1.77it/s, loss=0.599, pair=0.000, adv=5.063, sprd=0.023]
Ep 026/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:57,  1.89it/s, loss=0.599, pair=0.000, adv=5.063, sprd=0.023]
Ep 026/80 [S2:+mat]:  26%|▊  | 118/453 [01:00<02:57,  1.89it/s, loss=0.560, pair=0.001, adv=6.016, sprd=0.014]
Ep 026/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<03:09,  1.77it/s, loss=0.560, pair=0.001, adv=6.016, sprd=0.014]
Ep 026/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<03:09,  1.77it/s, loss=0.575, pair=0.000, adv=6.634, sprd=0.016]
Ep 026/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:54,  1.91it/s, loss=0.575, pair=0.000, adv=6.634, sprd=0.016]
Ep 026/80 [S2:+mat]:  26%|▊  | 120/453 [01:01<02:54,  1.91it/s, loss=0.568, pair=0.002, adv=7.366, sprd=0.015]
Ep 026/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<03:02,  1.82it/s, loss=0.568, pair=0.002, adv=7.366, sprd=0.015]
Ep 026/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<03:02,  1.82it/s, loss=0.543, pair=0.000, adv=6.905, sprd=0.012]
Ep 026/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:50,  1.95it/s, loss=0.543, pair=0.000, adv=6.905, sprd=0.012]
Ep 026/80 [S2:+mat]:  27%|▊  | 122/453 [01:02<02:50,  1.95it/s, loss=0.674, pair=0.001, adv=6.312, sprd=0.025]
Ep 026/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<02:59,  1.83it/s, loss=0.674, pair=0.001, adv=6.312, sprd=0.025]
Ep 026/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<02:59,  1.83it/s, loss=0.568, pair=0.000, adv=5.897, sprd=0.017]
Ep 026/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:47,  1.96it/s, loss=0.568, pair=0.000, adv=5.897, sprd=0.017]
Ep 026/80 [S2:+mat]:  27%|▊  | 124/453 [01:03<02:47,  1.96it/s, loss=0.552, pair=0.002, adv=7.048, sprd=0.013]
Ep 026/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:51,  1.91it/s, loss=0.552, pair=0.002, adv=7.048, sprd=0.013]
Ep 026/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:51,  1.91it/s, loss=0.582, pair=0.000, adv=6.701, sprd=0.017]
Ep 026/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:38,  2.06it/s, loss=0.582, pair=0.000, adv=6.701, sprd=0.017]
Ep 026/80 [S2:+mat]:  28%|▊  | 126/453 [01:04<02:38,  2.06it/s, loss=0.580, pair=0.005, adv=4.742, sprd=0.016]
Ep 026/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:37,  2.07it/s, loss=0.580, pair=0.005, adv=4.742, sprd=0.016]
Ep 026/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:37,  2.07it/s, loss=0.631, pair=0.004, adv=4.694, sprd=0.023]
Ep 026/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:28,  2.19it/s, loss=0.631, pair=0.004, adv=4.694, sprd=0.023]
Ep 026/80 [S2:+mat]:  28%|▊  | 128/453 [01:05<02:28,  2.19it/s, loss=0.624, pair=0.001, adv=6.186, sprd=0.025]
Ep 026/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:36,  2.08it/s, loss=0.624, pair=0.001, adv=6.186, sprd=0.025]
Ep 026/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:36,  2.08it/s, loss=0.600, pair=0.025, adv=4.299, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:27,  2.18it/s, loss=0.600, pair=0.025, adv=4.299, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:27,  2.18it/s, loss=0.642, pair=0.002, adv=4.274, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:34,  2.09it/s, loss=0.642, pair=0.002, adv=4.274, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:34,  2.09it/s, loss=0.596, pair=0.000, adv=5.570, sprd=0.022]
Ep 026/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:28,  2.16it/s, loss=0.596, pair=0.000, adv=5.570, sprd=0.022]
Ep 026/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:28,  2.16it/s, loss=0.598, pair=0.001, adv=5.184, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:36,  2.04it/s, loss=0.598, pair=0.001, adv=5.184, sprd=0.019]
Ep 026/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:36,  2.04it/s, loss=0.549, pair=0.000, adv=6.541, sprd=0.014]
Ep 026/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:28,  2.15it/s, loss=0.549, pair=0.000, adv=6.541, sprd=0.014]
Ep 026/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:28,  2.15it/s, loss=0.624, pair=0.004, adv=5.845, sprd=0.028]
Ep 026/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:36,  2.04it/s, loss=0.624, pair=0.004, adv=5.845, sprd=0.028]
Ep 026/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:36,  2.04it/s, loss=0.584, pair=0.000, adv=7.220, sprd=0.019]
Ep 026/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:27,  2.15it/s, loss=0.584, pair=0.000, adv=7.220, sprd=0.019]
Ep 026/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:27,  2.15it/s, loss=0.580, pair=0.002, adv=5.318, sprd=0.018]
Ep 026/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:40,  1.97it/s, loss=0.580, pair=0.002, adv=5.318, sprd=0.018]
Ep 026/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:40,  1.97it/s, loss=0.617, pair=0.000, adv=5.602, sprd=0.023]
Ep 026/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:30,  2.10it/s, loss=0.617, pair=0.000, adv=5.602, sprd=0.023]
Ep 026/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:30,  2.10it/s, loss=0.580, pair=0.000, adv=5.497, sprd=0.019]
Ep 026/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:35,  2.02it/s, loss=0.580, pair=0.000, adv=5.497, sprd=0.019]
Ep 026/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:35,  2.02it/s, loss=0.594, pair=0.001, adv=4.780, sprd=0.018]
Ep 026/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:24,  2.17it/s, loss=0.594, pair=0.001, adv=4.780, sprd=0.018]
Ep 026/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:24,  2.17it/s, loss=0.544, pair=0.004, adv=6.862, sprd=0.013]
Ep 026/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:34,  2.02it/s, loss=0.544, pair=0.004, adv=6.862, sprd=0.013]
Ep 026/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:34,  2.02it/s, loss=0.615, pair=0.002, adv=5.902, sprd=0.018]
Ep 026/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:23,  2.17it/s, loss=0.615, pair=0.002, adv=5.902, sprd=0.018]
Ep 026/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:23,  2.17it/s, loss=0.566, pair=0.002, adv=5.256, sprd=0.016]
Ep 026/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:27,  2.10it/s, loss=0.566, pair=0.002, adv=5.256, sprd=0.016]
Ep 026/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:27,  2.10it/s, loss=0.545, pair=0.003, adv=4.877, sprd=0.014]
Ep 026/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:21,  2.18it/s, loss=0.545, pair=0.003, adv=4.877, sprd=0.014]
Ep 026/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:21,  2.18it/s, loss=0.617, pair=0.002, adv=4.524, sprd=0.020]
Ep 026/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:27,  2.08it/s, loss=0.617, pair=0.002, adv=4.524, sprd=0.020]
Ep 026/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:27,  2.08it/s, loss=0.596, pair=0.008, adv=2.870, sprd=0.031]
Ep 026/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:21,  2.16it/s, loss=0.596, pair=0.008, adv=2.870, sprd=0.031]
Ep 026/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:21,  2.16it/s, loss=0.597, pair=0.002, adv=4.201, sprd=0.022]
Ep 026/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:28,  2.06it/s, loss=0.597, pair=0.002, adv=4.201, sprd=0.022]
Ep 026/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:28,  2.06it/s, loss=0.600, pair=0.000, adv=5.554, sprd=0.018]
Ep 026/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:18,  2.21it/s, loss=0.600, pair=0.000, adv=5.554, sprd=0.018]
Ep 026/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:18,  2.21it/s, loss=0.610, pair=0.003, adv=5.390, sprd=0.025]
Ep 026/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:25,  2.09it/s, loss=0.610, pair=0.003, adv=5.390, sprd=0.025]
Ep 026/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:25,  2.09it/s, loss=0.610, pair=0.000, adv=3.449, sprd=0.023]
Ep 026/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:18,  2.19it/s, loss=0.610, pair=0.000, adv=3.449, sprd=0.023]
Ep 026/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:18,  2.19it/s, loss=0.617, pair=0.003, adv=5.799, sprd=0.027]
Ep 026/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:27,  2.05it/s, loss=0.617, pair=0.003, adv=5.799, sprd=0.027]
Ep 026/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:27,  2.05it/s, loss=0.609, pair=0.000, adv=5.545, sprd=0.026]
Ep 026/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:21,  2.13it/s, loss=0.609, pair=0.000, adv=5.545, sprd=0.026]
Ep 026/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:21,  2.13it/s, loss=0.588, pair=0.000, adv=7.186, sprd=0.018]
Ep 026/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:25,  2.06it/s, loss=0.588, pair=0.000, adv=7.186, sprd=0.018]
Ep 026/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:25,  2.06it/s, loss=0.559, pair=0.000, adv=6.010, sprd=0.016]
Ep 026/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:18,  2.16it/s, loss=0.559, pair=0.000, adv=6.010, sprd=0.016]
Ep 026/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:18,  2.16it/s, loss=0.882, pair=0.001, adv=4.007, sprd=0.028]
Ep 026/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:25,  2.05it/s, loss=0.882, pair=0.001, adv=4.007, sprd=0.028]
Ep 026/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:25,  2.05it/s, loss=0.599, pair=0.002, adv=6.700, sprd=0.019]
Ep 026/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:16,  2.17it/s, loss=0.599, pair=0.002, adv=6.700, sprd=0.019]
Ep 026/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:16,  2.17it/s, loss=0.647, pair=0.005, adv=4.640, sprd=0.028]
Ep 026/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:22,  2.08it/s, loss=0.647, pair=0.005, adv=4.640, sprd=0.028]
Ep 026/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:22,  2.08it/s, loss=0.613, pair=0.002, adv=3.973, sprd=0.023]
Ep 026/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:15,  2.18it/s, loss=0.613, pair=0.002, adv=3.973, sprd=0.023]
Ep 026/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:15,  2.18it/s, loss=0.601, pair=0.008, adv=3.439, sprd=0.022]
Ep 026/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:19,  2.11it/s, loss=0.601, pair=0.008, adv=3.439, sprd=0.022]
Ep 026/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:19,  2.11it/s, loss=0.596, pair=0.017, adv=5.668, sprd=0.018]
Ep 026/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:11,  2.23it/s, loss=0.596, pair=0.017, adv=5.668, sprd=0.018]
Ep 026/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:11,  2.23it/s, loss=0.579, pair=0.000, adv=7.088, sprd=0.019]
Ep 026/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:17,  2.12it/s, loss=0.579, pair=0.000, adv=7.088, sprd=0.019]
Ep 026/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:17,  2.12it/s, loss=0.600, pair=0.002, adv=5.518, sprd=0.021]
Ep 026/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:10,  2.22it/s, loss=0.600, pair=0.002, adv=5.518, sprd=0.021]
Ep 026/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:10,  2.22it/s, loss=0.582, pair=0.000, adv=6.410, sprd=0.013]
Ep 026/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:14,  2.15it/s, loss=0.582, pair=0.000, adv=6.410, sprd=0.013]
Ep 026/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:14,  2.15it/s, loss=0.590, pair=0.000, adv=6.301, sprd=0.018]
Ep 026/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:08,  2.25it/s, loss=0.590, pair=0.000, adv=6.301, sprd=0.018]
Ep 026/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:08,  2.25it/s, loss=0.610, pair=0.002, adv=5.103, sprd=0.022]
Ep 026/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:23,  2.00it/s, loss=0.610, pair=0.002, adv=5.103, sprd=0.022]
Ep 026/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:23,  2.00it/s, loss=0.634, pair=0.002, adv=6.967, sprd=0.031]
Ep 026/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:18,  2.08it/s, loss=0.634, pair=0.002, adv=6.967, sprd=0.031]
Ep 026/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:18,  2.08it/s, loss=0.587, pair=0.000, adv=6.694, sprd=0.019]
Ep 026/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:21,  2.02it/s, loss=0.587, pair=0.000, adv=6.694, sprd=0.019]
Ep 026/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:21,  2.02it/s, loss=0.599, pair=0.000, adv=5.539, sprd=0.022]
Ep 026/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:14,  2.12it/s, loss=0.599, pair=0.000, adv=5.539, sprd=0.022]
Ep 026/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:14,  2.12it/s, loss=0.560, pair=0.004, adv=5.245, sprd=0.013]
Ep 026/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:16,  2.08it/s, loss=0.560, pair=0.004, adv=5.245, sprd=0.013]
Ep 026/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:16,  2.08it/s, loss=0.622, pair=0.018, adv=4.345, sprd=0.025]
Ep 026/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:11,  2.15it/s, loss=0.622, pair=0.018, adv=4.345, sprd=0.025]
Ep 026/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:11,  2.15it/s, loss=0.620, pair=0.000, adv=6.606, sprd=0.026]
Ep 026/80 [S2:+mat]:  38%|█▏ | 171/453 [01:24<02:19,  2.03it/s, loss=0.620, pair=0.000, adv=6.606, sprd=0.026]
Ep 026/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:19,  2.03it/s, loss=0.602, pair=0.000, adv=5.788, sprd=0.025]
Ep 026/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:13,  2.11it/s, loss=0.602, pair=0.000, adv=5.788, sprd=0.025]
Ep 026/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:13,  2.11it/s, loss=0.598, pair=0.000, adv=6.154, sprd=0.020]
Ep 026/80 [S2:+mat]:  38%|█▏ | 173/453 [01:25<02:20,  2.00it/s, loss=0.598, pair=0.000, adv=6.154, sprd=0.020]
Ep 026/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:20,  2.00it/s, loss=0.597, pair=0.000, adv=9.208, sprd=0.018]
Ep 026/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:12,  2.11it/s, loss=0.597, pair=0.000, adv=9.208, sprd=0.018]
Ep 026/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:12,  2.11it/s, loss=0.603, pair=0.002, adv=5.364, sprd=0.023]
Ep 026/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:16,  2.03it/s, loss=0.603, pair=0.002, adv=5.364, sprd=0.023]
Ep 026/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:16,  2.03it/s, loss=0.576, pair=0.001, adv=5.046, sprd=0.015]
Ep 026/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:05,  2.21it/s, loss=0.576, pair=0.001, adv=5.046, sprd=0.015]
Ep 026/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:05,  2.21it/s, loss=0.578, pair=0.001, adv=7.288, sprd=0.015]
Ep 026/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:06,  2.18it/s, loss=0.578, pair=0.001, adv=7.288, sprd=0.015]
Ep 026/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:06,  2.18it/s, loss=0.580, pair=0.000, adv=8.444, sprd=0.020]
Ep 026/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:03,  2.22it/s, loss=0.580, pair=0.000, adv=8.444, sprd=0.020]
Ep 026/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:03,  2.22it/s, loss=0.607, pair=0.000, adv=6.701, sprd=0.023]
Ep 026/80 [S2:+mat]:  40%|█▏ | 179/453 [01:28<02:10,  2.10it/s, loss=0.607, pair=0.000, adv=6.701, sprd=0.023]
Ep 026/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:10,  2.10it/s, loss=0.596, pair=0.000, adv=7.063, sprd=0.027]
Ep 026/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:07,  2.14it/s, loss=0.596, pair=0.000, adv=7.063, sprd=0.027]
Ep 026/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:07,  2.14it/s, loss=0.608, pair=0.000, adv=6.537, sprd=0.022]
Ep 026/80 [S2:+mat]:  40%|█▏ | 181/453 [01:29<02:12,  2.05it/s, loss=0.608, pair=0.000, adv=6.537, sprd=0.022]
Ep 026/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.614, pair=0.001, adv=9.508, sprd=0.024]
Ep 026/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:06,  2.14it/s, loss=0.614, pair=0.001, adv=9.508, sprd=0.024]
Ep 026/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:06,  2.14it/s, loss=0.631, pair=0.007, adv=4.208, sprd=0.028]
Ep 026/80 [S2:+mat]:  40%|█▏ | 183/453 [01:30<02:11,  2.05it/s, loss=0.631, pair=0.007, adv=4.208, sprd=0.028]
Ep 026/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:11,  2.05it/s, loss=0.591, pair=0.003, adv=5.434, sprd=0.022]
Ep 026/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:05,  2.14it/s, loss=0.591, pair=0.003, adv=5.434, sprd=0.022]
Ep 026/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:05,  2.14it/s, loss=0.606, pair=0.005, adv=5.232, sprd=0.018]
Ep 026/80 [S2:+mat]:  41%|█▏ | 185/453 [01:31<02:07,  2.10it/s, loss=0.606, pair=0.005, adv=5.232, sprd=0.018]
Ep 026/80 [S2:+mat]:  41%|█▏ | 185/453 [01:31<02:07,  2.10it/s, loss=0.574, pair=0.004, adv=3.040, sprd=0.027]
Ep 026/80 [S2:+mat]:  41%|█▏ | 186/453 [01:31<02:03,  2.16it/s, loss=0.574, pair=0.004, adv=3.040, sprd=0.027]
Ep 026/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:03,  2.16it/s, loss=0.596, pair=0.006, adv=5.759, sprd=0.022]
Ep 026/80 [S2:+mat]:  41%|█▏ | 187/453 [01:32<02:09,  2.06it/s, loss=0.596, pair=0.006, adv=5.759, sprd=0.022]
Ep 026/80 [S2:+mat]:  41%|█▏ | 187/453 [01:32<02:09,  2.06it/s, loss=0.590, pair=0.005, adv=4.068, sprd=0.018]
Ep 026/80 [S2:+mat]:  42%|█▏ | 188/453 [01:32<02:02,  2.16it/s, loss=0.590, pair=0.005, adv=4.068, sprd=0.018]
Ep 026/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:02,  2.16it/s, loss=0.625, pair=0.002, adv=6.661, sprd=0.015]
Ep 026/80 [S2:+mat]:  42%|█▎ | 189/453 [01:33<02:05,  2.10it/s, loss=0.625, pair=0.002, adv=6.661, sprd=0.015]
Ep 026/80 [S2:+mat]:  42%|█▎ | 189/453 [01:33<02:05,  2.10it/s, loss=0.611, pair=0.003, adv=5.168, sprd=0.023]
Ep 026/80 [S2:+mat]:  42%|█▎ | 190/453 [01:33<01:59,  2.19it/s, loss=0.611, pair=0.003, adv=5.168, sprd=0.023]
Ep 026/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<01:59,  2.19it/s, loss=0.660, pair=0.001, adv=5.664, sprd=0.033]
Ep 026/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:08,  2.03it/s, loss=0.660, pair=0.001, adv=5.664, sprd=0.033]
Ep 026/80 [S2:+mat]:  42%|█▎ | 191/453 [01:34<02:08,  2.03it/s, loss=0.545, pair=0.003, adv=5.456, sprd=0.012]
Ep 026/80 [S2:+mat]:  42%|█▎ | 192/453 [01:34<02:00,  2.16it/s, loss=0.545, pair=0.003, adv=5.456, sprd=0.012]
Ep 026/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:00,  2.16it/s, loss=0.603, pair=0.001, adv=7.123, sprd=0.025]
Ep 026/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:14,  1.94it/s, loss=0.603, pair=0.001, adv=7.123, sprd=0.025]
Ep 026/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:14,  1.94it/s, loss=0.586, pair=0.006, adv=4.504, sprd=0.018]
Ep 026/80 [S2:+mat]:  43%|█▎ | 194/453 [01:35<02:06,  2.05it/s, loss=0.586, pair=0.006, adv=4.504, sprd=0.018]
Ep 026/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:06,  2.05it/s, loss=0.604, pair=0.001, adv=6.317, sprd=0.018]
Ep 026/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:15,  1.91it/s, loss=0.604, pair=0.001, adv=6.317, sprd=0.018]
Ep 026/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:15,  1.91it/s, loss=0.574, pair=0.000, adv=5.802, sprd=0.017]
Ep 026/80 [S2:+mat]:  43%|█▎ | 196/453 [01:36<02:07,  2.01it/s, loss=0.574, pair=0.000, adv=5.802, sprd=0.017]
Ep 026/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<02:07,  2.01it/s, loss=0.587, pair=0.003, adv=3.662, sprd=0.020]
Ep 026/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:16,  1.88it/s, loss=0.587, pair=0.003, adv=3.662, sprd=0.020]
Ep 026/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:16,  1.88it/s, loss=0.567, pair=0.001, adv=4.517, sprd=0.015]
Ep 026/80 [S2:+mat]:  44%|█▎ | 198/453 [01:37<02:07,  2.00it/s, loss=0.567, pair=0.001, adv=4.517, sprd=0.015]
Ep 026/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<02:07,  2.00it/s, loss=0.606, pair=0.001, adv=4.848, sprd=0.024]
Ep 026/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<02:18,  1.84it/s, loss=0.606, pair=0.001, adv=4.848, sprd=0.024]
Ep 026/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:18,  1.84it/s, loss=0.605, pair=0.000, adv=5.211, sprd=0.022]
Ep 026/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:10,  1.94it/s, loss=0.605, pair=0.000, adv=5.211, sprd=0.022]
Ep 026/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:10,  1.94it/s, loss=0.594, pair=0.000, adv=7.406, sprd=0.017]
Ep 026/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<02:15,  1.85it/s, loss=0.594, pair=0.000, adv=7.406, sprd=0.017]
Ep 026/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:15,  1.85it/s, loss=0.620, pair=0.001, adv=5.358, sprd=0.025]
Ep 026/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<02:09,  1.94it/s, loss=0.620, pair=0.001, adv=5.358, sprd=0.025]
Ep 026/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<02:09,  1.94it/s, loss=0.570, pair=0.000, adv=5.958, sprd=0.017]
Ep 026/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<02:20,  1.78it/s, loss=0.570, pair=0.000, adv=5.958, sprd=0.017]
Ep 026/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:20,  1.78it/s, loss=0.592, pair=0.001, adv=6.680, sprd=0.022]
Ep 026/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<02:12,  1.88it/s, loss=0.592, pair=0.001, adv=6.680, sprd=0.022]
Ep 026/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<02:12,  1.88it/s, loss=0.628, pair=0.004, adv=6.412, sprd=0.027]
Ep 026/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<02:19,  1.77it/s, loss=0.628, pair=0.004, adv=6.412, sprd=0.027]
Ep 026/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:19,  1.77it/s, loss=0.604, pair=0.002, adv=4.967, sprd=0.025]
Ep 026/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<02:11,  1.88it/s, loss=0.604, pair=0.002, adv=4.967, sprd=0.025]
Ep 026/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<02:11,  1.88it/s, loss=0.596, pair=0.002, adv=5.186, sprd=0.022]
Ep 026/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<02:20,  1.75it/s, loss=0.596, pair=0.002, adv=5.186, sprd=0.022]
Ep 026/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:20,  1.75it/s, loss=0.590, pair=0.003, adv=6.724, sprd=0.022]
Ep 026/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<02:11,  1.86it/s, loss=0.590, pair=0.003, adv=6.724, sprd=0.022]
Ep 026/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:11,  1.86it/s, loss=0.609, pair=0.005, adv=3.994, sprd=0.013]
Ep 026/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:15,  1.81it/s, loss=0.609, pair=0.005, adv=3.994, sprd=0.013]
Ep 026/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:15,  1.81it/s, loss=0.620, pair=0.000, adv=4.357, sprd=0.024]
Ep 026/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<02:07,  1.91it/s, loss=0.620, pair=0.000, adv=4.357, sprd=0.024]
Ep 026/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<02:07,  1.91it/s, loss=0.609, pair=0.001, adv=5.767, sprd=0.026]
Ep 026/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:19,  1.73it/s, loss=0.609, pair=0.001, adv=5.767, sprd=0.026]
Ep 026/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:19,  1.73it/s, loss=0.603, pair=0.004, adv=7.534, sprd=0.021]
Ep 026/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<02:09,  1.86it/s, loss=0.603, pair=0.004, adv=7.534, sprd=0.021]
Ep 026/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<02:09,  1.86it/s, loss=0.630, pair=0.007, adv=5.430, sprd=0.015]
Ep 026/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<02:15,  1.77it/s, loss=0.630, pair=0.007, adv=5.430, sprd=0.015]
Ep 026/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<02:15,  1.77it/s, loss=0.593, pair=0.006, adv=6.336, sprd=0.017]
Ep 026/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<02:04,  1.91it/s, loss=0.593, pair=0.006, adv=6.336, sprd=0.017]
Ep 026/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<02:04,  1.91it/s, loss=0.671, pair=0.004, adv=5.566, sprd=0.020]
Ep 026/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<02:09,  1.83it/s, loss=0.671, pair=0.004, adv=5.566, sprd=0.020]
Ep 026/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<02:09,  1.83it/s, loss=0.589, pair=0.005, adv=4.704, sprd=0.018]
Ep 026/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<02:01,  1.95it/s, loss=0.589, pair=0.005, adv=4.704, sprd=0.018]
Ep 026/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<02:01,  1.95it/s, loss=0.624, pair=0.003, adv=6.432, sprd=0.028]
Ep 026/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<02:09,  1.82it/s, loss=0.624, pair=0.003, adv=6.432, sprd=0.028]
Ep 026/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<02:09,  1.82it/s, loss=0.614, pair=0.003, adv=5.621, sprd=0.028]
Ep 026/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<02:03,  1.90it/s, loss=0.614, pair=0.003, adv=5.621, sprd=0.028]
Ep 026/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<02:03,  1.90it/s, loss=0.632, pair=0.003, adv=5.333, sprd=0.026]
Ep 026/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:10,  1.79it/s, loss=0.632, pair=0.003, adv=5.333, sprd=0.026]
Ep 026/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:10,  1.79it/s, loss=0.598, pair=0.002, adv=4.613, sprd=0.026]
Ep 026/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<02:03,  1.88it/s, loss=0.598, pair=0.002, adv=4.613, sprd=0.026]
Ep 026/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<02:03,  1.88it/s, loss=0.587, pair=0.001, adv=4.498, sprd=0.020]
Ep 026/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:08,  1.80it/s, loss=0.587, pair=0.001, adv=4.498, sprd=0.020]
Ep 026/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:08,  1.80it/s, loss=0.580, pair=0.005, adv=6.104, sprd=0.015]
Ep 026/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:58,  1.95it/s, loss=0.580, pair=0.005, adv=6.104, sprd=0.015]
Ep 026/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:58,  1.95it/s, loss=0.601, pair=0.000, adv=7.770, sprd=0.023]
Ep 026/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<02:14,  1.71it/s, loss=0.601, pair=0.000, adv=7.770, sprd=0.023]
Ep 026/80 [S2:+mat]:  49%|█▍ | 223/453 [01:52<02:14,  1.71it/s, loss=0.600, pair=0.004, adv=4.938, sprd=0.021]
Ep 026/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<02:01,  1.89it/s, loss=0.600, pair=0.004, adv=4.938, sprd=0.021]
Ep 026/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<02:01,  1.89it/s, loss=0.625, pair=0.004, adv=5.930, sprd=0.024]
Ep 026/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:01,  1.88it/s, loss=0.625, pair=0.004, adv=5.930, sprd=0.024]
Ep 026/80 [S2:+mat]:  50%|█▍ | 225/453 [01:53<02:01,  1.88it/s, loss=0.603, pair=0.000, adv=4.844, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:50,  2.05it/s, loss=0.603, pair=0.000, adv=4.844, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:50,  2.05it/s, loss=0.926, pair=1.199, adv=5.894, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:53,  1.98it/s, loss=0.926, pair=1.199, adv=5.894, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:53,  1.98it/s, loss=0.605, pair=0.002, adv=7.777, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:46,  2.12it/s, loss=0.605, pair=0.002, adv=7.777, sprd=0.019]
Ep 026/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:46,  2.12it/s, loss=0.586, pair=0.003, adv=5.333, sprd=0.022]
Ep 026/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:51,  2.00it/s, loss=0.586, pair=0.003, adv=5.333, sprd=0.022]
Ep 026/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:51,  2.00it/s, loss=0.588, pair=0.002, adv=4.732, sprd=0.021]
Ep 026/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:45,  2.12it/s, loss=0.588, pair=0.002, adv=4.732, sprd=0.021]
Ep 026/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:45,  2.12it/s, loss=0.605, pair=0.000, adv=4.493, sprd=0.018]
Ep 026/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:46,  2.09it/s, loss=0.605, pair=0.000, adv=4.493, sprd=0.018]
Ep 026/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:46,  2.09it/s, loss=0.570, pair=0.003, adv=6.451, sprd=0.017]
Ep 026/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:41,  2.18it/s, loss=0.570, pair=0.003, adv=6.451, sprd=0.017]
Ep 026/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:41,  2.18it/s, loss=2.335, pair=0.003, adv=4.701, sprd=0.038]
Ep 026/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:49,  2.02it/s, loss=2.335, pair=0.003, adv=4.701, sprd=0.038]
Ep 026/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:49,  2.02it/s, loss=0.553, pair=0.001, adv=6.947, sprd=0.013]
Ep 026/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:41,  2.15it/s, loss=0.553, pair=0.001, adv=6.947, sprd=0.013]
Ep 026/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:41,  2.15it/s, loss=0.593, pair=0.004, adv=6.275, sprd=0.017]
Ep 026/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:44,  2.08it/s, loss=0.593, pair=0.004, adv=6.275, sprd=0.017]
Ep 026/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:44,  2.08it/s, loss=0.581, pair=0.001, adv=4.626, sprd=0.019]
Ep 026/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:40,  2.16it/s, loss=0.581, pair=0.001, adv=4.626, sprd=0.019]
Ep 026/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:40,  2.16it/s, loss=0.641, pair=0.005, adv=5.631, sprd=0.029]
Ep 026/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:44,  2.07it/s, loss=0.641, pair=0.005, adv=5.631, sprd=0.029]
Ep 026/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:44,  2.07it/s, loss=0.585, pair=0.001, adv=5.250, sprd=0.018]
Ep 026/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:38,  2.18it/s, loss=0.585, pair=0.001, adv=5.250, sprd=0.018]
Ep 026/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:38,  2.18it/s, loss=0.604, pair=0.000, adv=3.970, sprd=0.027]
Ep 026/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:46,  2.00it/s, loss=0.604, pair=0.000, adv=3.970, sprd=0.027]
Ep 026/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:46,  2.00it/s, loss=0.622, pair=0.003, adv=4.140, sprd=0.025]
Ep 026/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:40,  2.11it/s, loss=0.622, pair=0.003, adv=4.140, sprd=0.025]
Ep 026/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:40,  2.11it/s, loss=0.657, pair=0.011, adv=6.293, sprd=0.021]
Ep 026/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:44,  2.04it/s, loss=0.657, pair=0.011, adv=6.293, sprd=0.021]
Ep 026/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:44,  2.04it/s, loss=0.588, pair=0.011, adv=4.274, sprd=0.019]
Ep 026/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:38,  2.15it/s, loss=0.588, pair=0.011, adv=4.274, sprd=0.019]
Ep 026/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:38,  2.15it/s, loss=0.592, pair=0.019, adv=5.891, sprd=0.016]
Ep 026/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:40,  2.08it/s, loss=0.592, pair=0.019, adv=5.891, sprd=0.016]
Ep 026/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:40,  2.08it/s, loss=0.547, pair=0.009, adv=4.734, sprd=0.014]
Ep 026/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:35,  2.20it/s, loss=0.547, pair=0.009, adv=4.734, sprd=0.014]
Ep 026/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:35,  2.20it/s, loss=0.592, pair=0.013, adv=5.248, sprd=0.023]
Ep 026/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:40,  2.07it/s, loss=0.592, pair=0.013, adv=5.248, sprd=0.023]
Ep 026/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:40,  2.07it/s, loss=0.621, pair=0.004, adv=5.005, sprd=0.025]
Ep 026/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:35,  2.17it/s, loss=0.621, pair=0.004, adv=5.005, sprd=0.025]
Ep 026/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:35,  2.17it/s, loss=0.595, pair=0.010, adv=7.173, sprd=0.021]
Ep 026/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:43,  1.99it/s, loss=0.595, pair=0.010, adv=7.173, sprd=0.021]
Ep 026/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:43,  1.99it/s, loss=0.606, pair=0.006, adv=5.137, sprd=0.020]
Ep 026/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:36,  2.12it/s, loss=0.606, pair=0.006, adv=5.137, sprd=0.020]
Ep 026/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:36,  2.12it/s, loss=0.561, pair=0.007, adv=6.819, sprd=0.015]
Ep 026/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:39,  2.05it/s, loss=0.561, pair=0.007, adv=6.819, sprd=0.015]
Ep 026/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:39,  2.05it/s, loss=0.613, pair=0.000, adv=5.809, sprd=0.023]
Ep 026/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:34,  2.15it/s, loss=0.613, pair=0.000, adv=5.809, sprd=0.023]
Ep 026/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:34,  2.15it/s, loss=0.608, pair=0.001, adv=3.812, sprd=0.023]
Ep 026/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:36,  2.08it/s, loss=0.608, pair=0.001, adv=3.812, sprd=0.023]
Ep 026/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:36,  2.08it/s, loss=0.570, pair=0.003, adv=5.201, sprd=0.014]
Ep 026/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:30,  2.23it/s, loss=0.570, pair=0.003, adv=5.201, sprd=0.014]
Ep 026/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:30,  2.23it/s, loss=0.638, pair=0.009, adv=5.018, sprd=0.017]
Ep 026/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:33,  2.13it/s, loss=0.638, pair=0.009, adv=5.018, sprd=0.017]
Ep 026/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:33,  2.13it/s, loss=0.613, pair=0.010, adv=6.186, sprd=0.019]
Ep 026/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:29,  2.23it/s, loss=0.613, pair=0.010, adv=6.186, sprd=0.019]
Ep 026/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:29,  2.23it/s, loss=0.620, pair=0.006, adv=4.880, sprd=0.025]
Ep 026/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:33,  2.11it/s, loss=0.620, pair=0.006, adv=4.880, sprd=0.025]
Ep 026/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:33,  2.11it/s, loss=0.613, pair=0.004, adv=3.831, sprd=0.022]
Ep 026/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:29,  2.21it/s, loss=0.613, pair=0.004, adv=3.831, sprd=0.022]
Ep 026/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:29,  2.21it/s, loss=0.575, pair=0.003, adv=4.463, sprd=0.017]
Ep 026/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:32,  2.11it/s, loss=0.575, pair=0.003, adv=4.463, sprd=0.017]
Ep 026/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:32,  2.11it/s, loss=0.635, pair=0.006, adv=5.242, sprd=0.032]
Ep 026/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:30,  2.16it/s, loss=0.635, pair=0.006, adv=5.242, sprd=0.032]
Ep 026/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:30,  2.16it/s, loss=0.616, pair=0.005, adv=6.652, sprd=0.014]
Ep 026/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:33,  2.08it/s, loss=0.616, pair=0.005, adv=6.652, sprd=0.014]
Ep 026/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:33,  2.08it/s, loss=0.655, pair=0.000, adv=4.064, sprd=0.034]
Ep 026/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:30,  2.14it/s, loss=0.655, pair=0.000, adv=4.064, sprd=0.034]
Ep 026/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:30,  2.14it/s, loss=0.655, pair=0.000, adv=3.587, sprd=0.019]
Ep 026/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:32,  2.08it/s, loss=0.655, pair=0.000, adv=3.587, sprd=0.019]
Ep 026/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:32,  2.08it/s, loss=0.597, pair=0.005, adv=6.863, sprd=0.019]
Ep 026/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:27,  2.19it/s, loss=0.597, pair=0.005, adv=6.863, sprd=0.019]
Ep 026/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:27,  2.19it/s, loss=0.606, pair=0.003, adv=6.170, sprd=0.021]
Ep 026/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:30,  2.09it/s, loss=0.606, pair=0.003, adv=6.170, sprd=0.021]
Ep 026/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:30,  2.09it/s, loss=0.672, pair=0.004, adv=4.250, sprd=0.035]
Ep 026/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:28,  2.14it/s, loss=0.672, pair=0.004, adv=4.250, sprd=0.035]
Ep 026/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:28,  2.14it/s, loss=0.596, pair=0.004, adv=5.691, sprd=0.023]
Ep 026/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.04it/s, loss=0.596, pair=0.004, adv=5.691, sprd=0.023]
Ep 026/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:31,  2.04it/s, loss=0.618, pair=0.003, adv=3.734, sprd=0.022]
Ep 026/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:26,  2.16it/s, loss=0.618, pair=0.003, adv=3.734, sprd=0.022]
Ep 026/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:26,  2.16it/s, loss=0.586, pair=0.004, adv=6.044, sprd=0.018]
Ep 026/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:29,  2.08it/s, loss=0.586, pair=0.004, adv=6.044, sprd=0.018]
Ep 026/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:29,  2.08it/s, loss=0.638, pair=0.001, adv=3.468, sprd=0.031]
Ep 026/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:26,  2.14it/s, loss=0.638, pair=0.001, adv=3.468, sprd=0.031]
Ep 026/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:26,  2.14it/s, loss=0.637, pair=0.017, adv=5.844, sprd=0.025]
Ep 026/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:29,  2.06it/s, loss=0.637, pair=0.017, adv=5.844, sprd=0.025]
Ep 026/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:29,  2.06it/s, loss=1.335, pair=2.553, adv=5.852, sprd=0.017]
Ep 026/80 [S2:+mat]:  60%|█▊ | 270/453 [02:13<01:24,  2.17it/s, loss=1.335, pair=2.553, adv=5.852, sprd=0.017]
Ep 026/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:24,  2.17it/s, loss=0.605, pair=0.003, adv=4.973, sprd=0.023]
Ep 026/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:27,  2.07it/s, loss=0.605, pair=0.003, adv=4.973, sprd=0.023]
Ep 026/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:27,  2.07it/s, loss=0.560, pair=0.003, adv=3.120, sprd=0.020]
Ep 026/80 [S2:+mat]:  60%|█▊ | 272/453 [02:14<01:22,  2.19it/s, loss=0.560, pair=0.003, adv=3.120, sprd=0.020]
Ep 026/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:22,  2.19it/s, loss=0.651, pair=0.001, adv=5.464, sprd=0.033]
Ep 026/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:26,  2.08it/s, loss=0.651, pair=0.001, adv=5.464, sprd=0.033]
Ep 026/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:26,  2.08it/s, loss=0.600, pair=0.000, adv=5.996, sprd=0.023]
Ep 026/80 [S2:+mat]:  60%|█▊ | 274/453 [02:15<01:22,  2.17it/s, loss=0.600, pair=0.000, adv=5.996, sprd=0.023]
Ep 026/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:22,  2.17it/s, loss=0.592, pair=0.001, adv=5.235, sprd=0.020]
Ep 026/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:30,  1.96it/s, loss=0.592, pair=0.001, adv=5.235, sprd=0.020]
Ep 026/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:30,  1.96it/s, loss=0.551, pair=0.000, adv=2.954, sprd=0.020]
Ep 026/80 [S2:+mat]:  61%|█▊ | 276/453 [02:16<01:24,  2.08it/s, loss=0.551, pair=0.000, adv=2.954, sprd=0.020]
Ep 026/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:24,  2.08it/s, loss=0.581, pair=0.001, adv=6.129, sprd=0.018]
Ep 026/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:26,  2.03it/s, loss=0.581, pair=0.001, adv=6.129, sprd=0.018]
Ep 026/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:26,  2.03it/s, loss=0.601, pair=0.004, adv=3.841, sprd=0.024]
Ep 026/80 [S2:+mat]:  61%|█▊ | 278/453 [02:17<01:22,  2.12it/s, loss=0.601, pair=0.004, adv=3.841, sprd=0.024]
Ep 026/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:22,  2.12it/s, loss=0.581, pair=0.006, adv=6.636, sprd=0.017]
Ep 026/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:26,  2.01it/s, loss=0.581, pair=0.006, adv=6.636, sprd=0.017]
Ep 026/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:26,  2.01it/s, loss=0.626, pair=0.003, adv=5.133, sprd=0.025]
Ep 026/80 [S2:+mat]:  62%|█▊ | 280/453 [02:18<01:21,  2.12it/s, loss=0.626, pair=0.003, adv=5.133, sprd=0.025]
Ep 026/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.12it/s, loss=0.583, pair=0.000, adv=5.190, sprd=0.018]
Ep 026/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:24,  2.02it/s, loss=0.583, pair=0.000, adv=5.190, sprd=0.018]
Ep 026/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:24,  2.02it/s, loss=0.594, pair=0.000, adv=6.006, sprd=0.023]
Ep 026/80 [S2:+mat]:  62%|█▊ | 282/453 [02:19<01:20,  2.12it/s, loss=0.594, pair=0.000, adv=6.006, sprd=0.023]
Ep 026/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.12it/s, loss=0.574, pair=0.000, adv=6.049, sprd=0.014]
Ep 026/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:21,  2.10it/s, loss=0.574, pair=0.000, adv=6.049, sprd=0.014]
Ep 026/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:21,  2.10it/s, loss=0.585, pair=0.001, adv=4.919, sprd=0.020]
Ep 026/80 [S2:+mat]:  63%|█▉ | 284/453 [02:20<01:17,  2.18it/s, loss=0.585, pair=0.001, adv=4.919, sprd=0.020]
Ep 026/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:17,  2.18it/s, loss=0.588, pair=0.000, adv=5.574, sprd=0.023]
Ep 026/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:22,  2.05it/s, loss=0.588, pair=0.000, adv=5.574, sprd=0.023]
Ep 026/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:22,  2.05it/s, loss=1.167, pair=1.998, adv=6.044, sprd=0.015]
Ep 026/80 [S2:+mat]:  63%|█▉ | 286/453 [02:21<01:16,  2.17it/s, loss=1.167, pair=1.998, adv=6.044, sprd=0.015]
Ep 026/80 [S2:+mat]:  63%|█▉ | 286/453 [02:21<01:16,  2.17it/s, loss=0.604, pair=0.002, adv=5.822, sprd=0.025]
Ep 026/80 [S2:+mat]:  63%|█▉ | 287/453 [02:21<01:20,  2.06it/s, loss=0.604, pair=0.002, adv=5.822, sprd=0.025]
Ep 026/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:20,  2.06it/s, loss=0.584, pair=0.000, adv=6.217, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 288/453 [02:22<01:16,  2.17it/s, loss=0.584, pair=0.000, adv=6.217, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 288/453 [02:22<01:16,  2.17it/s, loss=0.550, pair=0.000, adv=3.234, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 289/453 [02:22<01:17,  2.12it/s, loss=0.550, pair=0.000, adv=3.234, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:17,  2.12it/s, loss=0.626, pair=0.001, adv=4.913, sprd=0.028]
Ep 026/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:14,  2.17it/s, loss=0.626, pair=0.001, adv=4.913, sprd=0.028]
Ep 026/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:14,  2.17it/s, loss=0.561, pair=0.000, adv=6.589, sprd=0.014]
Ep 026/80 [S2:+mat]:  64%|█▉ | 291/453 [02:23<01:17,  2.08it/s, loss=0.561, pair=0.000, adv=6.589, sprd=0.014]
Ep 026/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:17,  2.08it/s, loss=0.583, pair=0.001, adv=5.487, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:13,  2.19it/s, loss=0.583, pair=0.001, adv=5.487, sprd=0.018]
Ep 026/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:13,  2.19it/s, loss=0.594, pair=0.000, adv=5.496, sprd=0.019]
Ep 026/80 [S2:+mat]:  65%|█▉ | 293/453 [02:24<01:17,  2.06it/s, loss=0.594, pair=0.000, adv=5.496, sprd=0.019]
Ep 026/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:17,  2.06it/s, loss=0.600, pair=0.001, adv=5.696, sprd=0.022]
Ep 026/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:15,  2.10it/s, loss=0.600, pair=0.001, adv=5.696, sprd=0.022]
Ep 026/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:15,  2.10it/s, loss=0.626, pair=0.004, adv=3.522, sprd=0.025]
Ep 026/80 [S2:+mat]:  65%|█▉ | 295/453 [02:25<01:21,  1.95it/s, loss=0.626, pair=0.004, adv=3.522, sprd=0.025]
Ep 026/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:21,  1.95it/s, loss=0.568, pair=0.000, adv=7.560, sprd=0.013]
Ep 026/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:16,  2.06it/s, loss=0.568, pair=0.000, adv=7.560, sprd=0.013]
Ep 026/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:16,  2.06it/s, loss=0.603, pair=0.001, adv=5.751, sprd=0.022]
Ep 026/80 [S2:+mat]:  66%|█▉ | 297/453 [02:26<01:22,  1.90it/s, loss=0.603, pair=0.001, adv=5.751, sprd=0.022]
Ep 026/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:22,  1.90it/s, loss=0.570, pair=0.002, adv=5.236, sprd=0.015]
Ep 026/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:17,  2.01it/s, loss=0.570, pair=0.002, adv=5.236, sprd=0.015]
Ep 026/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:17,  2.01it/s, loss=0.605, pair=0.004, adv=5.540, sprd=0.020]
Ep 026/80 [S2:+mat]:  66%|█▉ | 299/453 [02:27<01:20,  1.91it/s, loss=0.605, pair=0.004, adv=5.540, sprd=0.020]
Ep 026/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:20,  1.91it/s, loss=0.546, pair=0.003, adv=8.538, sprd=0.012]
Ep 026/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:15,  2.03it/s, loss=0.546, pair=0.003, adv=8.538, sprd=0.012]
Ep 026/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:15,  2.03it/s, loss=0.591, pair=0.004, adv=4.945, sprd=0.021]
Ep 026/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:22,  1.84it/s, loss=0.591, pair=0.004, adv=4.945, sprd=0.021]
Ep 026/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:22,  1.84it/s, loss=0.572, pair=0.003, adv=7.828, sprd=0.015]
Ep 026/80 [S2:+mat]:  67%|██ | 302/453 [02:29<01:17,  1.95it/s, loss=0.572, pair=0.003, adv=7.828, sprd=0.015]
Ep 026/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:17,  1.95it/s, loss=1.287, pair=2.156, adv=5.746, sprd=0.030]
Ep 026/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:27,  1.71it/s, loss=1.287, pair=2.156, adv=5.746, sprd=0.030]
Ep 026/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:27,  1.71it/s, loss=0.641, pair=0.000, adv=5.162, sprd=0.028]
Ep 026/80 [S2:+mat]:  67%|██ | 304/453 [02:30<01:21,  1.84it/s, loss=0.641, pair=0.000, adv=5.162, sprd=0.028]
Ep 026/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:21,  1.84it/s, loss=0.619, pair=0.001, adv=4.442, sprd=0.025]
Ep 026/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:25,  1.72it/s, loss=0.619, pair=0.001, adv=4.442, sprd=0.025]
Ep 026/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:25,  1.72it/s, loss=0.638, pair=0.003, adv=4.452, sprd=0.027]
Ep 026/80 [S2:+mat]:  68%|██ | 306/453 [02:31<01:19,  1.85it/s, loss=0.638, pair=0.003, adv=4.452, sprd=0.027]
Ep 026/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:19,  1.85it/s, loss=0.589, pair=0.005, adv=7.610, sprd=0.022]
Ep 026/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:24,  1.73it/s, loss=0.589, pair=0.005, adv=7.610, sprd=0.022]
Ep 026/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:24,  1.73it/s, loss=0.597, pair=0.003, adv=4.198, sprd=0.022]
Ep 026/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:17,  1.86it/s, loss=0.597, pair=0.003, adv=4.198, sprd=0.022]
Ep 026/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:17,  1.86it/s, loss=0.632, pair=0.002, adv=5.732, sprd=0.030]
Ep 026/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:21,  1.76it/s, loss=0.632, pair=0.002, adv=5.732, sprd=0.030]
Ep 026/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:21,  1.76it/s, loss=0.535, pair=0.000, adv=6.724, sprd=0.011]
Ep 026/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:15,  1.90it/s, loss=0.535, pair=0.000, adv=6.724, sprd=0.011]
Ep 026/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:15,  1.90it/s, loss=0.608, pair=0.003, adv=5.180, sprd=0.021]
Ep 026/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:18,  1.80it/s, loss=0.608, pair=0.003, adv=5.180, sprd=0.021]
Ep 026/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:18,  1.80it/s, loss=0.643, pair=0.000, adv=6.079, sprd=0.032]
Ep 026/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:14,  1.89it/s, loss=0.643, pair=0.000, adv=6.079, sprd=0.032]
Ep 026/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:14,  1.89it/s, loss=0.612, pair=0.000, adv=3.720, sprd=0.023]
Ep 026/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:17,  1.80it/s, loss=0.612, pair=0.000, adv=3.720, sprd=0.023]
Ep 026/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:17,  1.80it/s, loss=0.607, pair=0.001, adv=5.692, sprd=0.021]
Ep 026/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:11,  1.93it/s, loss=0.607, pair=0.001, adv=5.692, sprd=0.021]
Ep 026/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:11,  1.93it/s, loss=0.588, pair=0.005, adv=6.059, sprd=0.017]
Ep 026/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:15,  1.83it/s, loss=0.588, pair=0.005, adv=6.059, sprd=0.017]
Ep 026/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:15,  1.83it/s, loss=0.584, pair=0.001, adv=3.388, sprd=0.022]
Ep 026/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:11,  1.93it/s, loss=0.584, pair=0.001, adv=3.388, sprd=0.022]
Ep 026/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:11,  1.93it/s, loss=0.566, pair=0.000, adv=6.165, sprd=0.016]
Ep 026/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:16,  1.78it/s, loss=0.566, pair=0.000, adv=6.165, sprd=0.016]
Ep 026/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:16,  1.78it/s, loss=0.553, pair=0.001, adv=5.079, sprd=0.015]
Ep 026/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:10,  1.92it/s, loss=0.553, pair=0.001, adv=5.079, sprd=0.015]
Ep 026/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:10,  1.92it/s, loss=0.662, pair=0.000, adv=5.470, sprd=0.026]
Ep 026/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:14,  1.79it/s, loss=0.662, pair=0.000, adv=5.470, sprd=0.026]
Ep 026/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:14,  1.79it/s, loss=0.611, pair=0.000, adv=4.341, sprd=0.021]
Ep 026/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:09,  1.91it/s, loss=0.611, pair=0.000, adv=4.341, sprd=0.021]
Ep 026/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:09,  1.91it/s, loss=0.575, pair=0.000, adv=5.145, sprd=0.019]
Ep 026/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:13,  1.78it/s, loss=0.575, pair=0.000, adv=5.145, sprd=0.019]
Ep 026/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:13,  1.78it/s, loss=0.617, pair=0.000, adv=5.913, sprd=0.027]
Ep 026/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:09,  1.88it/s, loss=0.617, pair=0.000, adv=5.913, sprd=0.027]
Ep 026/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:09,  1.88it/s, loss=0.580, pair=0.000, adv=5.365, sprd=0.019]
Ep 026/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:10,  1.86it/s, loss=0.580, pair=0.000, adv=5.365, sprd=0.019]
Ep 026/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:10,  1.86it/s, loss=0.594, pair=0.000, adv=5.380, sprd=0.023]
Ep 026/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:05,  1.98it/s, loss=0.594, pair=0.000, adv=5.380, sprd=0.023]
Ep 026/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:05,  1.98it/s, loss=0.618, pair=0.003, adv=4.725, sprd=0.024]
Ep 026/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:05,  1.95it/s, loss=0.618, pair=0.003, adv=4.725, sprd=0.024]
Ep 026/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:05,  1.95it/s, loss=0.598, pair=0.003, adv=4.879, sprd=0.022]
Ep 026/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:01,  2.06it/s, loss=0.598, pair=0.003, adv=4.879, sprd=0.022]
Ep 026/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:01,  2.06it/s, loss=0.621, pair=0.000, adv=4.574, sprd=0.015]
Ep 026/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:02,  2.02it/s, loss=0.621, pair=0.000, adv=4.574, sprd=0.015]
Ep 026/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:02,  2.02it/s, loss=0.637, pair=0.005, adv=4.978, sprd=0.024]
Ep 026/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:58,  2.13it/s, loss=0.637, pair=0.005, adv=4.978, sprd=0.024]
Ep 026/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:58,  2.13it/s, loss=0.602, pair=0.001, adv=4.003, sprd=0.018]
Ep 026/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:58,  2.11it/s, loss=0.602, pair=0.001, adv=4.003, sprd=0.018]
Ep 026/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<00:58,  2.11it/s, loss=0.636, pair=0.001, adv=4.171, sprd=0.027]
Ep 026/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.19it/s, loss=0.636, pair=0.001, adv=4.171, sprd=0.027]
Ep 026/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.19it/s, loss=0.588, pair=0.000, adv=3.579, sprd=0.018]
Ep 026/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.10it/s, loss=0.588, pair=0.000, adv=3.579, sprd=0.018]
Ep 026/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<00:58,  2.10it/s, loss=0.630, pair=0.003, adv=6.037, sprd=0.027]
Ep 026/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.17it/s, loss=0.630, pair=0.003, adv=6.037, sprd=0.027]
Ep 026/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.17it/s, loss=0.650, pair=0.005, adv=4.703, sprd=0.022]
Ep 026/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<01:01,  1.95it/s, loss=0.650, pair=0.005, adv=4.703, sprd=0.022]
Ep 026/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:01,  1.95it/s, loss=0.618, pair=0.003, adv=5.618, sprd=0.026]
Ep 026/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:57,  2.06it/s, loss=0.618, pair=0.003, adv=5.618, sprd=0.026]
Ep 026/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:57,  2.06it/s, loss=0.564, pair=0.007, adv=4.739, sprd=0.015]
Ep 026/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:58,  2.00it/s, loss=0.564, pair=0.007, adv=4.739, sprd=0.015]
Ep 026/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<00:58,  2.00it/s, loss=0.552, pair=0.009, adv=5.834, sprd=0.013]
Ep 026/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:54,  2.13it/s, loss=0.552, pair=0.009, adv=5.834, sprd=0.013]
Ep 026/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:54,  2.13it/s, loss=0.607, pair=0.013, adv=5.437, sprd=0.022]
Ep 026/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:56,  2.04it/s, loss=0.607, pair=0.013, adv=5.437, sprd=0.022]
Ep 026/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:56,  2.04it/s, loss=0.559, pair=0.002, adv=5.662, sprd=0.014]
Ep 026/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.16it/s, loss=0.559, pair=0.002, adv=5.662, sprd=0.014]
Ep 026/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.16it/s, loss=0.622, pair=0.001, adv=5.558, sprd=0.025]
Ep 026/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.07it/s, loss=0.622, pair=0.001, adv=5.558, sprd=0.025]
Ep 026/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:55,  2.07it/s, loss=0.628, pair=0.000, adv=5.352, sprd=0.030]
Ep 026/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.14it/s, loss=0.628, pair=0.000, adv=5.352, sprd=0.030]
Ep 026/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.14it/s, loss=0.605, pair=0.000, adv=5.001, sprd=0.024]
Ep 026/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:55,  2.04it/s, loss=0.605, pair=0.000, adv=5.001, sprd=0.024]
Ep 026/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:55,  2.04it/s, loss=0.599, pair=0.001, adv=4.626, sprd=0.022]
Ep 026/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:51,  2.14it/s, loss=0.599, pair=0.001, adv=4.626, sprd=0.022]
Ep 026/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.14it/s, loss=0.683, pair=0.000, adv=4.932, sprd=0.027]
Ep 026/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.01it/s, loss=0.683, pair=0.000, adv=4.932, sprd=0.027]
Ep 026/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:54,  2.01it/s, loss=0.589, pair=0.000, adv=4.779, sprd=0.020]
Ep 026/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:51,  2.12it/s, loss=0.589, pair=0.000, adv=4.779, sprd=0.020]
Ep 026/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:51,  2.12it/s, loss=0.595, pair=0.003, adv=4.286, sprd=0.019]
Ep 026/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.595, pair=0.003, adv=4.286, sprd=0.019]
Ep 026/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.621, pair=0.004, adv=3.912, sprd=0.022]
Ep 026/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.17it/s, loss=0.621, pair=0.004, adv=3.912, sprd=0.022]
Ep 026/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:49,  2.17it/s, loss=0.587, pair=0.002, adv=4.822, sprd=0.020]
Ep 026/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.07it/s, loss=0.587, pair=0.002, adv=4.822, sprd=0.020]
Ep 026/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.07it/s, loss=0.640, pair=0.000, adv=4.610, sprd=0.029]
Ep 026/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:48,  2.15it/s, loss=0.640, pair=0.000, adv=4.610, sprd=0.029]
Ep 026/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.15it/s, loss=0.596, pair=0.000, adv=4.126, sprd=0.022]
Ep 026/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.06it/s, loss=0.596, pair=0.000, adv=4.126, sprd=0.022]
Ep 026/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.06it/s, loss=0.593, pair=0.000, adv=6.664, sprd=0.022]
Ep 026/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:47,  2.15it/s, loss=0.593, pair=0.000, adv=6.664, sprd=0.022]
Ep 026/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.15it/s, loss=0.550, pair=0.001, adv=4.319, sprd=0.015]
Ep 026/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.06it/s, loss=0.550, pair=0.001, adv=4.319, sprd=0.015]
Ep 026/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.06it/s, loss=0.613, pair=0.000, adv=4.057, sprd=0.021]
Ep 026/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:46,  2.17it/s, loss=0.613, pair=0.000, adv=4.057, sprd=0.021]
Ep 026/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:46,  2.17it/s, loss=0.616, pair=0.000, adv=5.020, sprd=0.023]
Ep 026/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.07it/s, loss=0.616, pair=0.000, adv=5.020, sprd=0.023]
Ep 026/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:48,  2.07it/s, loss=0.605, pair=0.000, adv=4.528, sprd=0.021]
Ep 026/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:45,  2.18it/s, loss=0.605, pair=0.000, adv=4.528, sprd=0.021]
Ep 026/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:45,  2.18it/s, loss=0.591, pair=0.000, adv=4.732, sprd=0.023]
Ep 026/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:47,  2.05it/s, loss=0.591, pair=0.000, adv=4.732, sprd=0.023]
Ep 026/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:47,  2.05it/s, loss=0.612, pair=0.003, adv=4.008, sprd=0.021]
Ep 026/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:44,  2.18it/s, loss=0.612, pair=0.003, adv=4.008, sprd=0.021]
Ep 026/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:44,  2.18it/s, loss=0.573, pair=0.000, adv=6.512, sprd=0.020]
Ep 026/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:49,  1.93it/s, loss=0.573, pair=0.000, adv=6.512, sprd=0.020]
Ep 026/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:49,  1.93it/s, loss=0.636, pair=0.000, adv=6.155, sprd=0.028]
Ep 026/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:46,  2.06it/s, loss=0.636, pair=0.000, adv=6.155, sprd=0.028]
Ep 026/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:46,  2.06it/s, loss=0.594, pair=0.000, adv=4.466, sprd=0.022]
Ep 026/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:47,  1.98it/s, loss=0.594, pair=0.000, adv=4.466, sprd=0.022]
Ep 026/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:47,  1.98it/s, loss=0.606, pair=0.004, adv=6.191, sprd=0.020]
Ep 026/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:44,  2.11it/s, loss=0.606, pair=0.004, adv=6.191, sprd=0.020]
Ep 026/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:44,  2.11it/s, loss=0.570, pair=0.008, adv=4.278, sprd=0.017]
Ep 026/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:45,  2.02it/s, loss=0.570, pair=0.008, adv=4.278, sprd=0.017]
Ep 026/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:45,  2.02it/s, loss=0.558, pair=0.000, adv=4.127, sprd=0.015]
Ep 026/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:42,  2.13it/s, loss=0.558, pair=0.000, adv=4.127, sprd=0.015]
Ep 026/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:42,  2.13it/s, loss=0.630, pair=0.003, adv=6.532, sprd=0.027]
Ep 026/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:43,  2.05it/s, loss=0.630, pair=0.003, adv=6.532, sprd=0.027]
Ep 026/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:43,  2.05it/s, loss=0.582, pair=0.004, adv=5.189, sprd=0.020]
Ep 026/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:41,  2.15it/s, loss=0.582, pair=0.004, adv=5.189, sprd=0.020]
Ep 026/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:41,  2.15it/s, loss=0.595, pair=0.004, adv=3.429, sprd=0.021]
Ep 026/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:42,  2.08it/s, loss=0.595, pair=0.004, adv=3.429, sprd=0.021]
Ep 026/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:42,  2.08it/s, loss=0.597, pair=0.003, adv=3.942, sprd=0.021]
Ep 026/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:40,  2.17it/s, loss=0.597, pair=0.003, adv=3.942, sprd=0.021]
Ep 026/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:40,  2.17it/s, loss=0.589, pair=0.002, adv=3.939, sprd=0.019]
Ep 026/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:41,  2.09it/s, loss=0.589, pair=0.002, adv=3.939, sprd=0.019]
Ep 026/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.09it/s, loss=0.587, pair=0.000, adv=4.431, sprd=0.022]
Ep 026/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.15it/s, loss=0.587, pair=0.000, adv=4.431, sprd=0.022]
Ep 026/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.15it/s, loss=0.651, pair=0.005, adv=5.699, sprd=0.032]
Ep 026/80 [S2:+mat]:  81%|██▍| 369/453 [03:02<00:40,  2.05it/s, loss=0.651, pair=0.005, adv=5.699, sprd=0.032]
Ep 026/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.05it/s, loss=0.603, pair=0.005, adv=5.432, sprd=0.020]
Ep 026/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.15it/s, loss=0.603, pair=0.005, adv=5.432, sprd=0.020]
Ep 026/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.15it/s, loss=0.629, pair=0.003, adv=4.522, sprd=0.030]
Ep 026/80 [S2:+mat]:  82%|██▍| 371/453 [03:03<00:40,  2.03it/s, loss=0.629, pair=0.003, adv=4.522, sprd=0.030]
Ep 026/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:40,  2.03it/s, loss=0.600, pair=0.005, adv=4.917, sprd=0.019]
Ep 026/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:37,  2.16it/s, loss=0.600, pair=0.005, adv=4.917, sprd=0.019]
Ep 026/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:37,  2.16it/s, loss=0.596, pair=0.002, adv=4.752, sprd=0.023]
Ep 026/80 [S2:+mat]:  82%|██▍| 373/453 [03:04<00:39,  2.03it/s, loss=0.596, pair=0.002, adv=4.752, sprd=0.023]
Ep 026/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:39,  2.03it/s, loss=0.573, pair=0.001, adv=4.734, sprd=0.017]
Ep 026/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:36,  2.16it/s, loss=0.573, pair=0.001, adv=4.734, sprd=0.017]
Ep 026/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:36,  2.16it/s, loss=0.571, pair=0.000, adv=6.179, sprd=0.018]
Ep 026/80 [S2:+mat]:  83%|██▍| 375/453 [03:05<00:38,  2.04it/s, loss=0.571, pair=0.000, adv=6.179, sprd=0.018]
Ep 026/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:38,  2.04it/s, loss=0.554, pair=0.001, adv=5.119, sprd=0.016]
Ep 026/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:36,  2.13it/s, loss=0.554, pair=0.001, adv=5.119, sprd=0.016]
Ep 026/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:36,  2.13it/s, loss=0.602, pair=0.004, adv=5.355, sprd=0.022]
Ep 026/80 [S2:+mat]:  83%|██▍| 377/453 [03:06<00:36,  2.07it/s, loss=0.602, pair=0.004, adv=5.355, sprd=0.022]
Ep 026/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:36,  2.07it/s, loss=0.598, pair=0.007, adv=5.737, sprd=0.021]
Ep 026/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.16it/s, loss=0.598, pair=0.007, adv=5.737, sprd=0.021]
Ep 026/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.16it/s, loss=0.611, pair=0.007, adv=3.782, sprd=0.022]
Ep 026/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:35,  2.06it/s, loss=0.611, pair=0.007, adv=3.782, sprd=0.022]
Ep 026/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:35,  2.06it/s, loss=0.581, pair=0.003, adv=4.777, sprd=0.018]
Ep 026/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.17it/s, loss=0.581, pair=0.003, adv=4.777, sprd=0.018]
Ep 026/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.17it/s, loss=0.652, pair=0.002, adv=4.565, sprd=0.019]
Ep 026/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:34,  2.09it/s, loss=0.652, pair=0.002, adv=4.565, sprd=0.019]
Ep 026/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:34,  2.09it/s, loss=0.556, pair=0.001, adv=5.669, sprd=0.018]
Ep 026/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:33,  2.15it/s, loss=0.556, pair=0.001, adv=5.669, sprd=0.018]
Ep 026/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:33,  2.15it/s, loss=0.636, pair=0.000, adv=2.940, sprd=0.022]
Ep 026/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:33,  2.10it/s, loss=0.636, pair=0.000, adv=2.940, sprd=0.022]
Ep 026/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:33,  2.10it/s, loss=0.569, pair=0.005, adv=4.594, sprd=0.019]
Ep 026/80 [S2:+mat]:  85%|██▌| 384/453 [03:09<00:31,  2.18it/s, loss=0.569, pair=0.005, adv=4.594, sprd=0.019]
Ep 026/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.18it/s, loss=0.600, pair=0.002, adv=4.565, sprd=0.022]
Ep 026/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:34,  1.96it/s, loss=0.600, pair=0.002, adv=4.565, sprd=0.022]
Ep 026/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:34,  1.96it/s, loss=0.621, pair=0.002, adv=7.888, sprd=0.026]
Ep 026/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:32,  2.07it/s, loss=0.621, pair=0.002, adv=7.888, sprd=0.026]
Ep 026/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:32,  2.07it/s, loss=0.620, pair=0.003, adv=3.771, sprd=0.024]
Ep 026/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:32,  2.01it/s, loss=0.620, pair=0.003, adv=3.771, sprd=0.024]
Ep 026/80 [S2:+mat]:  85%|██▌| 387/453 [03:11<00:32,  2.01it/s, loss=0.558, pair=0.001, adv=5.315, sprd=0.015]
Ep 026/80 [S2:+mat]:  86%|██▌| 388/453 [03:11<00:30,  2.12it/s, loss=0.558, pair=0.001, adv=5.315, sprd=0.015]
Ep 026/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:30,  2.12it/s, loss=0.567, pair=0.001, adv=5.711, sprd=0.016]
Ep 026/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:31,  2.03it/s, loss=0.567, pair=0.001, adv=5.711, sprd=0.016]
Ep 026/80 [S2:+mat]:  86%|██▌| 389/453 [03:12<00:31,  2.03it/s, loss=0.562, pair=0.001, adv=3.155, sprd=0.022]
Ep 026/80 [S2:+mat]:  86%|██▌| 390/453 [03:12<00:29,  2.12it/s, loss=0.562, pair=0.001, adv=3.155, sprd=0.022]
Ep 026/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:29,  2.12it/s, loss=0.581, pair=0.001, adv=4.691, sprd=0.018]
Ep 026/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:30,  2.04it/s, loss=0.581, pair=0.001, adv=4.691, sprd=0.018]
Ep 026/80 [S2:+mat]:  86%|██▌| 391/453 [03:13<00:30,  2.04it/s, loss=0.581, pair=0.001, adv=5.117, sprd=0.018]
Ep 026/80 [S2:+mat]:  87%|██▌| 392/453 [03:13<00:28,  2.13it/s, loss=0.581, pair=0.001, adv=5.117, sprd=0.018]
Ep 026/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.13it/s, loss=0.554, pair=0.001, adv=4.870, sprd=0.015]
Ep 026/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:30,  1.94it/s, loss=0.554, pair=0.001, adv=4.870, sprd=0.015]
Ep 026/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:30,  1.94it/s, loss=0.588, pair=0.000, adv=7.334, sprd=0.020]
Ep 026/80 [S2:+mat]:  87%|██▌| 394/453 [03:14<00:29,  2.03it/s, loss=0.588, pair=0.000, adv=7.334, sprd=0.020]
Ep 026/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:29,  2.03it/s, loss=0.600, pair=0.002, adv=4.678, sprd=0.018]
Ep 026/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:30,  1.90it/s, loss=0.600, pair=0.002, adv=4.678, sprd=0.018]
Ep 026/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:30,  1.90it/s, loss=0.615, pair=0.000, adv=4.866, sprd=0.025]
Ep 026/80 [S2:+mat]:  87%|██▌| 396/453 [03:15<00:28,  1.99it/s, loss=0.615, pair=0.000, adv=4.866, sprd=0.025]
Ep 026/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:28,  1.99it/s, loss=0.568, pair=0.000, adv=6.735, sprd=0.015]
Ep 026/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:30,  1.84it/s, loss=0.568, pair=0.000, adv=6.735, sprd=0.015]
Ep 026/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:30,  1.84it/s, loss=0.534, pair=0.003, adv=7.638, sprd=0.011]
Ep 026/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:27,  1.97it/s, loss=0.534, pair=0.003, adv=7.638, sprd=0.011]
Ep 026/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:27,  1.97it/s, loss=0.593, pair=0.003, adv=6.912, sprd=0.021]
Ep 026/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:28,  1.87it/s, loss=0.593, pair=0.003, adv=6.912, sprd=0.021]
Ep 026/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:28,  1.87it/s, loss=0.607, pair=0.002, adv=4.147, sprd=0.025]
Ep 026/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:27,  1.95it/s, loss=0.607, pair=0.002, adv=4.147, sprd=0.025]
Ep 026/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:27,  1.95it/s, loss=0.629, pair=0.000, adv=6.965, sprd=0.014]
Ep 026/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:27,  1.88it/s, loss=0.629, pair=0.000, adv=6.965, sprd=0.014]
Ep 026/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:27,  1.88it/s, loss=0.587, pair=0.000, adv=5.050, sprd=0.023]
Ep 026/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:26,  1.96it/s, loss=0.587, pair=0.000, adv=5.050, sprd=0.023]
Ep 026/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:26,  1.96it/s, loss=0.590, pair=0.003, adv=5.296, sprd=0.017]
Ep 026/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:26,  1.86it/s, loss=0.590, pair=0.003, adv=5.296, sprd=0.017]
Ep 026/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:26,  1.86it/s, loss=0.574, pair=0.000, adv=7.896, sprd=0.016]
Ep 026/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:24,  1.98it/s, loss=0.574, pair=0.000, adv=7.896, sprd=0.016]
Ep 026/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:24,  1.98it/s, loss=0.608, pair=0.009, adv=6.344, sprd=0.022]
Ep 026/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:25,  1.87it/s, loss=0.608, pair=0.009, adv=6.344, sprd=0.022]
Ep 026/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:25,  1.87it/s, loss=0.618, pair=0.001, adv=5.696, sprd=0.021]
Ep 026/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:23,  1.99it/s, loss=0.618, pair=0.001, adv=5.696, sprd=0.021]
Ep 026/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:23,  1.99it/s, loss=0.636, pair=0.000, adv=4.533, sprd=0.030]
Ep 026/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:24,  1.86it/s, loss=0.636, pair=0.000, adv=4.533, sprd=0.030]
Ep 026/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:24,  1.86it/s, loss=0.589, pair=0.000, adv=7.197, sprd=0.022]
Ep 026/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:23,  1.94it/s, loss=0.589, pair=0.000, adv=7.197, sprd=0.022]
Ep 026/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:23,  1.94it/s, loss=0.587, pair=0.000, adv=7.122, sprd=0.020]
Ep 026/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:23,  1.84it/s, loss=0.587, pair=0.000, adv=7.122, sprd=0.020]
Ep 026/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:23,  1.84it/s, loss=0.608, pair=0.000, adv=6.469, sprd=0.021]
Ep 026/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:22,  1.95it/s, loss=0.608, pair=0.000, adv=6.469, sprd=0.021]
Ep 026/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:22,  1.95it/s, loss=0.604, pair=0.000, adv=5.300, sprd=0.022]
Ep 026/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:23,  1.81it/s, loss=0.604, pair=0.000, adv=5.300, sprd=0.022]
Ep 026/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:23,  1.81it/s, loss=0.599, pair=0.008, adv=5.775, sprd=0.019]
Ep 026/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:20,  1.96it/s, loss=0.599, pair=0.008, adv=5.775, sprd=0.019]
Ep 026/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:20,  1.96it/s, loss=0.565, pair=0.001, adv=6.383, sprd=0.017]
Ep 026/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:23,  1.71it/s, loss=0.565, pair=0.001, adv=6.383, sprd=0.017]
Ep 026/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:23,  1.71it/s, loss=0.612, pair=0.000, adv=6.068, sprd=0.026]
Ep 026/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:21,  1.83it/s, loss=0.612, pair=0.000, adv=6.068, sprd=0.026]
Ep 026/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:21,  1.83it/s, loss=0.597, pair=0.001, adv=5.998, sprd=0.022]
Ep 026/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:21,  1.76it/s, loss=0.597, pair=0.001, adv=5.998, sprd=0.022]
Ep 026/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:21,  1.76it/s, loss=0.655, pair=0.003, adv=4.877, sprd=0.034]
Ep 026/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:19,  1.86it/s, loss=0.655, pair=0.003, adv=4.877, sprd=0.034]
Ep 026/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:19,  1.86it/s, loss=0.599, pair=0.010, adv=6.850, sprd=0.020]
Ep 026/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:20,  1.78it/s, loss=0.599, pair=0.010, adv=6.850, sprd=0.020]
Ep 026/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:20,  1.78it/s, loss=0.615, pair=0.132, adv=6.193, sprd=0.016]
Ep 026/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:18,  1.94it/s, loss=0.615, pair=0.132, adv=6.193, sprd=0.016]
Ep 026/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:18,  1.94it/s, loss=0.601, pair=0.022, adv=7.734, sprd=0.019]
Ep 026/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:18,  1.83it/s, loss=0.601, pair=0.022, adv=7.734, sprd=0.019]
Ep 026/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:18,  1.83it/s, loss=0.578, pair=0.002, adv=7.420, sprd=0.023]
Ep 026/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:17,  1.92it/s, loss=0.578, pair=0.002, adv=7.420, sprd=0.023]
Ep 026/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:17,  1.92it/s, loss=0.563, pair=0.018, adv=8.534, sprd=0.012]
Ep 026/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:17,  1.81it/s, loss=0.563, pair=0.018, adv=8.534, sprd=0.012]
Ep 026/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:17,  1.81it/s, loss=0.576, pair=0.000, adv=5.833, sprd=0.019]
Ep 026/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:16,  1.93it/s, loss=0.576, pair=0.000, adv=5.833, sprd=0.019]
Ep 026/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:16,  1.93it/s, loss=1.318, pair=2.408, adv=7.393, sprd=0.022]
Ep 026/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.92it/s, loss=1.318, pair=2.408, adv=7.393, sprd=0.022]
Ep 026/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.92it/s, loss=0.576, pair=0.000, adv=7.912, sprd=0.021]
Ep 026/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:14,  2.02it/s, loss=0.576, pair=0.000, adv=7.912, sprd=0.021]
Ep 026/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:14,  2.02it/s, loss=0.588, pair=0.002, adv=6.989, sprd=0.021]
Ep 026/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.94it/s, loss=0.588, pair=0.002, adv=6.989, sprd=0.021]
Ep 026/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.94it/s, loss=0.569, pair=0.006, adv=7.642, sprd=0.017]
Ep 026/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.08it/s, loss=0.569, pair=0.006, adv=7.642, sprd=0.017]
Ep 026/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:12,  2.08it/s, loss=0.698, pair=0.000, adv=4.587, sprd=0.026]
Ep 026/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.03it/s, loss=0.698, pair=0.000, adv=4.587, sprd=0.026]
Ep 026/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.03it/s, loss=0.607, pair=0.002, adv=4.874, sprd=0.028]
Ep 026/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.11it/s, loss=0.607, pair=0.002, adv=4.874, sprd=0.028]
Ep 026/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:11,  2.11it/s, loss=0.642, pair=0.002, adv=9.744, sprd=0.021]
Ep 026/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.01it/s, loss=0.642, pair=0.002, adv=9.744, sprd=0.021]
Ep 026/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.01it/s, loss=0.579, pair=0.000, adv=6.779, sprd=0.018]
Ep 026/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.13it/s, loss=0.579, pair=0.000, adv=6.779, sprd=0.018]
Ep 026/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:10,  2.13it/s, loss=0.608, pair=0.000, adv=5.814, sprd=0.022]
Ep 026/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.07it/s, loss=0.608, pair=0.000, adv=5.814, sprd=0.022]
Ep 026/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.07it/s, loss=1.359, pair=2.549, adv=5.474, sprd=0.023]
Ep 026/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.15it/s, loss=1.359, pair=2.549, adv=5.474, sprd=0.023]
Ep 026/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.15it/s, loss=0.584, pair=0.002, adv=5.976, sprd=0.017]
Ep 026/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.09it/s, loss=0.584, pair=0.002, adv=5.976, sprd=0.017]
Ep 026/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.09it/s, loss=0.605, pair=0.002, adv=5.663, sprd=0.016]
Ep 026/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.24it/s, loss=0.605, pair=0.002, adv=5.663, sprd=0.016]
Ep 026/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:08,  2.24it/s, loss=0.569, pair=0.000, adv=6.077, sprd=0.018]
Ep 026/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.12it/s, loss=0.569, pair=0.000, adv=6.077, sprd=0.018]
Ep 026/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.12it/s, loss=0.563, pair=0.001, adv=7.300, sprd=0.017]
Ep 026/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.21it/s, loss=0.563, pair=0.001, adv=7.300, sprd=0.017]
Ep 026/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:07,  2.21it/s, loss=0.590, pair=0.003, adv=7.428, sprd=0.020]
Ep 026/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.10it/s, loss=0.590, pair=0.003, adv=7.428, sprd=0.020]
Ep 026/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.10it/s, loss=0.589, pair=0.004, adv=5.360, sprd=0.019]
Ep 026/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.21it/s, loss=0.589, pair=0.004, adv=5.360, sprd=0.019]
Ep 026/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.21it/s, loss=0.604, pair=0.000, adv=5.558, sprd=0.023]
Ep 026/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.13it/s, loss=0.604, pair=0.000, adv=5.558, sprd=0.023]
Ep 026/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.13it/s, loss=0.607, pair=0.001, adv=7.554, sprd=0.019]
Ep 026/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.24it/s, loss=0.607, pair=0.001, adv=7.554, sprd=0.019]
Ep 026/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.24it/s, loss=0.627, pair=0.007, adv=4.670, sprd=0.026]
Ep 026/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.14it/s, loss=0.627, pair=0.007, adv=4.670, sprd=0.026]
Ep 026/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.14it/s, loss=0.627, pair=0.000, adv=8.224, sprd=0.030]
Ep 026/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.19it/s, loss=0.627, pair=0.000, adv=8.224, sprd=0.030]
Ep 026/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.19it/s, loss=0.606, pair=0.001, adv=6.639, sprd=0.024]
Ep 026/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:05,  1.96it/s, loss=0.606, pair=0.001, adv=6.639, sprd=0.024]
Ep 026/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:05,  1.96it/s, loss=0.613, pair=0.000, adv=7.672, sprd=0.024]
Ep 026/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.07it/s, loss=0.613, pair=0.000, adv=7.672, sprd=0.024]
Ep 026/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.07it/s, loss=0.595, pair=0.000, adv=8.783, sprd=0.014]
Ep 026/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.07it/s, loss=0.595, pair=0.000, adv=8.783, sprd=0.014]
Ep 026/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.07it/s, loss=0.618, pair=0.004, adv=7.275, sprd=0.023]
Ep 026/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.618, pair=0.004, adv=7.275, sprd=0.023]
Ep 026/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.599, pair=0.001, adv=5.847, sprd=0.022]
Ep 026/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.07it/s, loss=0.599, pair=0.001, adv=5.847, sprd=0.022]
Ep 026/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.07it/s, loss=0.551, pair=0.001, adv=7.629, sprd=0.015]
Ep 026/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.17it/s, loss=0.551, pair=0.001, adv=7.629, sprd=0.015]
Ep 026/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.17it/s, loss=1.899, pair=4.414, adv=6.518, sprd=0.021]
Ep 026/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.06it/s, loss=1.899, pair=4.414, adv=6.518, sprd=0.021]
Ep 026/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.06it/s, loss=0.566, pair=0.001, adv=6.957, sprd=0.016]
Ep 026/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.17it/s, loss=0.566, pair=0.001, adv=6.957, sprd=0.016]
Ep 026/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.17it/s, loss=0.651, pair=0.001, adv=6.019, sprd=0.034]
Ep 026/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.05it/s, loss=0.651, pair=0.001, adv=6.019, sprd=0.034]
Ep 026/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:00,  2.05it/s, loss=0.567, pair=0.001, adv=9.732, sprd=0.013]
Ep 026/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.567, pair=0.001, adv=9.732, sprd=0.013]
Ep 026/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.20it/s, loss=0.597, pair=0.000, adv=7.331, sprd=0.023]
Ep 026/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.09it/s, loss=0.597, pair=0.000, adv=7.331, sprd=0.023]
                                                                                                              
Epoch 026/80 [S2:+mat]  loss=0.6157  mat=0.2609  sens=1.0827  pair=0.0456  adv=5.6253(rand=3.47)  deg=0.0066  orth=0.0054  spread=0.0209  q_mean=52.4  q_std=19.4  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.89e-05  225s

Ep 027/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 027/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.542, pair=0.000, adv=8.194, sprd=0.013]
Ep 027/80 [S2:+mat]:   0%|     | 1/453 [00:01<11:01,  1.46s/it, loss=0.542, pair=0.000, adv=8.194, sprd=0.013]
Ep 027/80 [S2:+mat]:   0%|     | 1/453 [00:01<11:01,  1.46s/it, loss=1.273, pair=2.254, adv=5.962, sprd=0.025]
Ep 027/80 [S2:+mat]:   0%|     | 2/453 [00:01<06:26,  1.17it/s, loss=1.273, pair=2.254, adv=5.962, sprd=0.025]
Ep 027/80 [S2:+mat]:   0%|     | 2/453 [00:02<06:26,  1.17it/s, loss=0.598, pair=0.000, adv=4.796, sprd=0.025]
Ep 027/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:24,  1.38it/s, loss=0.598, pair=0.000, adv=4.796, sprd=0.025]
Ep 027/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:24,  1.38it/s, loss=0.617, pair=0.000, adv=8.959, sprd=0.022]
Ep 027/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:27,  1.68it/s, loss=0.617, pair=0.000, adv=8.959, sprd=0.022]
Ep 027/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:27,  1.68it/s, loss=0.587, pair=0.000, adv=8.109, sprd=0.018]
Ep 027/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:16,  1.75it/s, loss=0.587, pair=0.000, adv=8.109, sprd=0.018]
Ep 027/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:16,  1.75it/s, loss=0.594, pair=0.001, adv=4.720, sprd=0.020]
Ep 027/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:48,  1.96it/s, loss=0.594, pair=0.001, adv=4.720, sprd=0.020]
Ep 027/80 [S2:+mat]:   1%|     | 6/453 [00:04<03:48,  1.96it/s, loss=0.582, pair=0.001, adv=8.380, sprd=0.018]
Ep 027/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:49,  1.94it/s, loss=0.582, pair=0.001, adv=8.380, sprd=0.018]
Ep 027/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:49,  1.94it/s, loss=0.639, pair=0.003, adv=7.631, sprd=0.027]
Ep 027/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:37,  2.05it/s, loss=0.639, pair=0.003, adv=7.631, sprd=0.027]
Ep 027/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:37,  2.05it/s, loss=0.604, pair=0.002, adv=6.518, sprd=0.017]
Ep 027/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:35,  2.06it/s, loss=0.604, pair=0.002, adv=6.518, sprd=0.017]
Ep 027/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:35,  2.06it/s, loss=0.563, pair=0.002, adv=6.789, sprd=0.014]
Ep 027/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:22,  2.19it/s, loss=0.563, pair=0.002, adv=6.789, sprd=0.014]
Ep 027/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:22,  2.19it/s, loss=1.323, pair=2.535, adv=6.839, sprd=0.015]
Ep 027/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:31,  2.09it/s, loss=1.323, pair=2.535, adv=6.839, sprd=0.015]
Ep 027/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:31,  2.09it/s, loss=1.240, pair=2.133, adv=5.095, sprd=0.023]
Ep 027/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:22,  2.18it/s, loss=1.240, pair=2.133, adv=5.095, sprd=0.023]
Ep 027/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:22,  2.18it/s, loss=0.592, pair=0.004, adv=7.655, sprd=0.019]
Ep 027/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:33,  2.06it/s, loss=0.592, pair=0.004, adv=7.655, sprd=0.019]
Ep 027/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:33,  2.06it/s, loss=1.307, pair=2.379, adv=5.601, sprd=0.020]
Ep 027/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:22,  2.17it/s, loss=1.307, pair=2.379, adv=5.601, sprd=0.020]
Ep 027/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:22,  2.17it/s, loss=0.625, pair=0.000, adv=9.805, sprd=0.014]
Ep 027/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:29,  2.09it/s, loss=0.625, pair=0.000, adv=9.805, sprd=0.014]
Ep 027/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:29,  2.09it/s, loss=0.552, pair=0.001, adv=6.939, sprd=0.014]
Ep 027/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:19,  2.19it/s, loss=0.552, pair=0.001, adv=6.939, sprd=0.014]
Ep 027/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:19,  2.19it/s, loss=0.603, pair=0.006, adv=4.407, sprd=0.023]
Ep 027/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:40,  1.98it/s, loss=0.603, pair=0.006, adv=4.407, sprd=0.023]
Ep 027/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:40,  1.98it/s, loss=0.591, pair=0.002, adv=7.092, sprd=0.020]
Ep 027/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:27,  2.10it/s, loss=0.591, pair=0.002, adv=7.092, sprd=0.020]
Ep 027/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:27,  2.10it/s, loss=1.292, pair=2.250, adv=7.735, sprd=0.026]
Ep 027/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:36,  2.00it/s, loss=1.292, pair=2.250, adv=7.735, sprd=0.026]
Ep 027/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:36,  2.00it/s, loss=0.553, pair=0.001, adv=5.970, sprd=0.014]
Ep 027/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:23,  2.13it/s, loss=0.553, pair=0.001, adv=5.970, sprd=0.014]
Ep 027/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:23,  2.13it/s, loss=0.619, pair=0.004, adv=5.198, sprd=0.025]
Ep 027/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:29,  2.06it/s, loss=0.619, pair=0.004, adv=5.198, sprd=0.025]
Ep 027/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:29,  2.06it/s, loss=0.573, pair=0.000, adv=7.794, sprd=0.020]
Ep 027/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:21,  2.14it/s, loss=0.573, pair=0.000, adv=7.794, sprd=0.020]
Ep 027/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:21,  2.14it/s, loss=0.605, pair=0.000, adv=7.820, sprd=0.025]
Ep 027/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:32,  2.02it/s, loss=0.605, pair=0.000, adv=7.820, sprd=0.025]
Ep 027/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:32,  2.02it/s, loss=1.323, pair=2.510, adv=9.976, sprd=0.018]
Ep 027/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:22,  2.12it/s, loss=1.323, pair=2.510, adv=9.976, sprd=0.018]
Ep 027/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:22,  2.12it/s, loss=0.647, pair=0.000, adv=7.784, sprd=0.019]
Ep 027/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:30,  2.04it/s, loss=0.647, pair=0.000, adv=7.784, sprd=0.019]
Ep 027/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:30,  2.04it/s, loss=0.604, pair=0.002, adv=7.048, sprd=0.024]
Ep 027/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:21,  2.12it/s, loss=0.604, pair=0.002, adv=7.048, sprd=0.024]
Ep 027/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:21,  2.12it/s, loss=0.574, pair=0.001, adv=5.830, sprd=0.020]
Ep 027/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:29,  2.03it/s, loss=0.574, pair=0.001, adv=5.830, sprd=0.020]
Ep 027/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:29,  2.03it/s, loss=0.635, pair=0.006, adv=5.127, sprd=0.030]
Ep 027/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:21,  2.11it/s, loss=0.635, pair=0.006, adv=5.127, sprd=0.030]
Ep 027/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:21,  2.11it/s, loss=0.685, pair=0.007, adv=6.115, sprd=0.027]
Ep 027/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:32,  1.99it/s, loss=0.685, pair=0.007, adv=6.115, sprd=0.027]
Ep 027/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:32,  1.99it/s, loss=0.592, pair=0.011, adv=7.281, sprd=0.017]
Ep 027/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:17,  2.14it/s, loss=0.592, pair=0.011, adv=7.281, sprd=0.017]
Ep 027/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:17,  2.14it/s, loss=0.634, pair=0.002, adv=5.325, sprd=0.028]
Ep 027/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:26,  2.05it/s, loss=0.634, pair=0.002, adv=5.325, sprd=0.028]
Ep 027/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:26,  2.05it/s, loss=0.570, pair=0.007, adv=5.885, sprd=0.016]
Ep 027/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:15,  2.16it/s, loss=0.570, pair=0.007, adv=5.885, sprd=0.016]
Ep 027/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:15,  2.16it/s, loss=1.170, pair=1.858, adv=4.785, sprd=0.030]
Ep 027/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:26,  2.04it/s, loss=1.170, pair=1.858, adv=4.785, sprd=0.030]
Ep 027/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:26,  2.04it/s, loss=0.628, pair=0.008, adv=7.274, sprd=0.026]
Ep 027/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:16,  2.13it/s, loss=0.628, pair=0.008, adv=7.274, sprd=0.026]
Ep 027/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:16,  2.13it/s, loss=1.346, pair=2.514, adv=5.584, sprd=0.021]
Ep 027/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:24,  2.04it/s, loss=1.346, pair=2.514, adv=5.584, sprd=0.021]
Ep 027/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:24,  2.04it/s, loss=0.618, pair=0.003, adv=7.011, sprd=0.024]
Ep 027/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:14,  2.14it/s, loss=0.618, pair=0.003, adv=7.011, sprd=0.024]
Ep 027/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:14,  2.14it/s, loss=0.742, pair=0.471, adv=6.911, sprd=0.020]
Ep 027/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:28,  2.00it/s, loss=0.742, pair=0.471, adv=6.911, sprd=0.020]
Ep 027/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:28,  2.00it/s, loss=0.594, pair=0.008, adv=6.401, sprd=0.021]
Ep 027/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:22,  2.05it/s, loss=0.594, pair=0.008, adv=6.401, sprd=0.021]
Ep 027/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:22,  2.05it/s, loss=0.562, pair=0.002, adv=7.743, sprd=0.014]
Ep 027/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:39,  1.89it/s, loss=0.562, pair=0.002, adv=7.743, sprd=0.014]
Ep 027/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:39,  1.89it/s, loss=0.563, pair=0.006, adv=7.956, sprd=0.014]
Ep 027/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:43,  1.85it/s, loss=0.563, pair=0.006, adv=7.956, sprd=0.014]
Ep 027/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:43,  1.85it/s, loss=0.621, pair=0.003, adv=8.360, sprd=0.023]
Ep 027/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:54,  1.76it/s, loss=0.621, pair=0.003, adv=8.360, sprd=0.023]
Ep 027/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:54,  1.76it/s, loss=0.581, pair=0.000, adv=6.982, sprd=0.018]
Ep 027/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:37,  1.89it/s, loss=0.581, pair=0.000, adv=6.982, sprd=0.018]
Ep 027/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:37,  1.89it/s, loss=0.582, pair=0.001, adv=5.763, sprd=0.020]
Ep 027/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:55,  1.74it/s, loss=0.582, pair=0.001, adv=5.763, sprd=0.020]
Ep 027/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:55,  1.74it/s, loss=0.591, pair=0.001, adv=6.475, sprd=0.017]
Ep 027/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:34,  1.91it/s, loss=0.591, pair=0.001, adv=6.475, sprd=0.017]
Ep 027/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:34,  1.91it/s, loss=0.636, pair=0.002, adv=5.230, sprd=0.026]
Ep 027/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:46,  1.80it/s, loss=0.636, pair=0.002, adv=5.230, sprd=0.026]
Ep 027/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:46,  1.80it/s, loss=0.603, pair=0.003, adv=6.013, sprd=0.024]
Ep 027/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:32,  1.91it/s, loss=0.603, pair=0.003, adv=6.013, sprd=0.024]
Ep 027/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:32,  1.91it/s, loss=0.579, pair=0.001, adv=6.735, sprd=0.019]
Ep 027/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:44,  1.81it/s, loss=0.579, pair=0.001, adv=6.735, sprd=0.019]
Ep 027/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:44,  1.81it/s, loss=0.610, pair=0.000, adv=7.090, sprd=0.024]
Ep 027/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:31,  1.92it/s, loss=0.610, pair=0.000, adv=7.090, sprd=0.024]
Ep 027/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:31,  1.92it/s, loss=1.226, pair=2.010, adv=7.647, sprd=0.028]
Ep 027/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:48,  1.77it/s, loss=1.226, pair=2.010, adv=7.647, sprd=0.028]
Ep 027/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:48,  1.77it/s, loss=0.647, pair=0.015, adv=6.229, sprd=0.031]
Ep 027/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:35,  1.87it/s, loss=0.647, pair=0.015, adv=6.229, sprd=0.031]
Ep 027/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:35,  1.87it/s, loss=0.596, pair=0.001, adv=7.991, sprd=0.022]
Ep 027/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:46,  1.78it/s, loss=0.596, pair=0.001, adv=7.991, sprd=0.022]
Ep 027/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:46,  1.78it/s, loss=0.603, pair=0.000, adv=5.988, sprd=0.027]
Ep 027/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:35,  1.86it/s, loss=0.603, pair=0.000, adv=5.988, sprd=0.027]
Ep 027/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:35,  1.86it/s, loss=0.631, pair=0.002, adv=5.144, sprd=0.029]
Ep 027/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:49,  1.75it/s, loss=0.631, pair=0.002, adv=5.144, sprd=0.029]
Ep 027/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:49,  1.75it/s, loss=0.597, pair=0.009, adv=8.647, sprd=0.021]
Ep 027/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:33,  1.87it/s, loss=0.597, pair=0.009, adv=8.647, sprd=0.021]
Ep 027/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:33,  1.87it/s, loss=0.637, pair=0.003, adv=6.317, sprd=0.026]
Ep 027/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:43,  1.78it/s, loss=0.637, pair=0.003, adv=6.317, sprd=0.026]
Ep 027/80 [S2:+mat]:  12%|▍   | 55/453 [00:29<03:43,  1.78it/s, loss=0.576, pair=0.003, adv=6.814, sprd=0.016]
Ep 027/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:30,  1.89it/s, loss=0.576, pair=0.003, adv=6.814, sprd=0.016]
Ep 027/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:30,  1.89it/s, loss=0.589, pair=0.004, adv=9.442, sprd=0.017]
Ep 027/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:39,  1.81it/s, loss=0.589, pair=0.004, adv=9.442, sprd=0.017]
Ep 027/80 [S2:+mat]:  13%|▌   | 57/453 [00:30<03:39,  1.81it/s, loss=0.604, pair=0.018, adv=6.527, sprd=0.017]
Ep 027/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:21,  1.96it/s, loss=0.604, pair=0.018, adv=6.527, sprd=0.017]
Ep 027/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:21,  1.96it/s, loss=0.606, pair=0.004, adv=8.330, sprd=0.019]
Ep 027/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:33,  1.84it/s, loss=0.606, pair=0.004, adv=8.330, sprd=0.019]
Ep 027/80 [S2:+mat]:  13%|▌   | 59/453 [00:31<03:33,  1.84it/s, loss=0.616, pair=0.001, adv=7.918, sprd=0.018]
Ep 027/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:18,  1.98it/s, loss=0.616, pair=0.001, adv=7.918, sprd=0.018]
Ep 027/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:18,  1.98it/s, loss=0.592, pair=0.002, adv=7.778, sprd=0.020]
Ep 027/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:32,  1.85it/s, loss=0.592, pair=0.002, adv=7.778, sprd=0.020]
Ep 027/80 [S2:+mat]:  13%|▌   | 61/453 [00:32<03:32,  1.85it/s, loss=0.569, pair=0.016, adv=6.351, sprd=0.016]
Ep 027/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:17,  1.98it/s, loss=0.569, pair=0.016, adv=6.351, sprd=0.016]
Ep 027/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:17,  1.98it/s, loss=2.073, pair=5.016, adv=9.799, sprd=0.017]
Ep 027/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:31,  1.84it/s, loss=2.073, pair=5.016, adv=9.799, sprd=0.017]
Ep 027/80 [S2:+mat]:  14%|▌   | 63/453 [00:33<03:31,  1.84it/s, loss=0.556, pair=0.001, adv=8.136, sprd=0.013]
Ep 027/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<03:18,  1.96it/s, loss=0.556, pair=0.001, adv=8.136, sprd=0.013]
Ep 027/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<03:18,  1.96it/s, loss=0.578, pair=0.001, adv=7.432, sprd=0.018]
Ep 027/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:30,  1.85it/s, loss=0.578, pair=0.001, adv=7.432, sprd=0.018]
Ep 027/80 [S2:+mat]:  14%|▍  | 65/453 [00:34<03:30,  1.85it/s, loss=0.559, pair=0.005, adv=11.423, sprd=0.012]
Ep 027/80 [S2:+mat]:  15%|▍  | 66/453 [00:34<03:16,  1.97it/s, loss=0.559, pair=0.005, adv=11.423, sprd=0.012]
Ep 027/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<03:16,  1.97it/s, loss=0.602, pair=0.002, adv=6.485, sprd=0.022]
Ep 027/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:20,  1.92it/s, loss=0.602, pair=0.002, adv=6.485, sprd=0.022]
Ep 027/80 [S2:+mat]:  15%|▌   | 67/453 [00:35<03:20,  1.92it/s, loss=0.605, pair=0.012, adv=3.674, sprd=0.021]
Ep 027/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:06,  2.06it/s, loss=0.605, pair=0.012, adv=3.674, sprd=0.021]
Ep 027/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:06,  2.06it/s, loss=0.619, pair=0.003, adv=7.969, sprd=0.028]
Ep 027/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:25,  1.87it/s, loss=0.619, pair=0.003, adv=7.969, sprd=0.028]
Ep 027/80 [S2:+mat]:  15%|▌   | 69/453 [00:36<03:25,  1.87it/s, loss=0.657, pair=0.008, adv=6.314, sprd=0.033]
Ep 027/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<03:12,  1.99it/s, loss=0.657, pair=0.008, adv=6.314, sprd=0.033]
Ep 027/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<03:12,  1.99it/s, loss=0.617, pair=0.000, adv=8.328, sprd=0.025]
Ep 027/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:17,  1.93it/s, loss=0.617, pair=0.000, adv=8.328, sprd=0.025]
Ep 027/80 [S2:+mat]:  16%|▋   | 71/453 [00:37<03:17,  1.93it/s, loss=0.578, pair=0.001, adv=7.150, sprd=0.016]
Ep 027/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<03:04,  2.07it/s, loss=0.578, pair=0.001, adv=7.150, sprd=0.016]
Ep 027/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<03:04,  2.07it/s, loss=0.582, pair=0.001, adv=8.183, sprd=0.017]
Ep 027/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:09,  2.00it/s, loss=0.582, pair=0.001, adv=8.183, sprd=0.017]
Ep 027/80 [S2:+mat]:  16%|▋   | 73/453 [00:38<03:09,  2.00it/s, loss=0.576, pair=0.000, adv=5.919, sprd=0.017]
Ep 027/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<02:57,  2.14it/s, loss=0.576, pair=0.000, adv=5.919, sprd=0.017]
Ep 027/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<02:57,  2.14it/s, loss=0.653, pair=0.000, adv=6.686, sprd=0.020]
Ep 027/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:02,  2.07it/s, loss=0.653, pair=0.000, adv=6.686, sprd=0.020]
Ep 027/80 [S2:+mat]:  17%|▋   | 75/453 [00:39<03:02,  2.07it/s, loss=1.174, pair=2.002, adv=8.501, sprd=0.017]
Ep 027/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<02:53,  2.18it/s, loss=1.174, pair=2.002, adv=8.501, sprd=0.017]
Ep 027/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<02:53,  2.18it/s, loss=1.280, pair=2.359, adv=7.377, sprd=0.018]
Ep 027/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:00,  2.08it/s, loss=1.280, pair=2.359, adv=7.377, sprd=0.018]
Ep 027/80 [S2:+mat]:  17%|▋   | 77/453 [00:40<03:00,  2.08it/s, loss=0.583, pair=0.001, adv=7.290, sprd=0.019]
Ep 027/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<02:52,  2.18it/s, loss=0.583, pair=0.001, adv=7.290, sprd=0.019]
Ep 027/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<02:52,  2.18it/s, loss=0.631, pair=0.002, adv=6.009, sprd=0.025]
Ep 027/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<02:58,  2.09it/s, loss=0.631, pair=0.002, adv=6.009, sprd=0.025]
Ep 027/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<02:58,  2.09it/s, loss=0.595, pair=0.008, adv=7.579, sprd=0.019]
Ep 027/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:49,  2.20it/s, loss=0.595, pair=0.008, adv=7.579, sprd=0.019]
Ep 027/80 [S2:+mat]:  18%|▋   | 80/453 [00:41<02:49,  2.20it/s, loss=0.621, pair=0.008, adv=5.948, sprd=0.028]
Ep 027/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:59,  2.07it/s, loss=0.621, pair=0.008, adv=5.948, sprd=0.028]
Ep 027/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:59,  2.07it/s, loss=0.602, pair=0.001, adv=4.036, sprd=0.023]
Ep 027/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:51,  2.16it/s, loss=0.602, pair=0.001, adv=4.036, sprd=0.023]
Ep 027/80 [S2:+mat]:  18%|▋   | 82/453 [00:42<02:51,  2.16it/s, loss=0.556, pair=0.001, adv=7.657, sprd=0.014]
Ep 027/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<02:59,  2.06it/s, loss=0.556, pair=0.001, adv=7.657, sprd=0.014]
Ep 027/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<02:59,  2.06it/s, loss=1.208, pair=2.104, adv=7.755, sprd=0.021]
Ep 027/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:53,  2.13it/s, loss=1.208, pair=2.104, adv=7.755, sprd=0.021]
Ep 027/80 [S2:+mat]:  19%|▋   | 84/453 [00:43<02:53,  2.13it/s, loss=1.228, pair=2.107, adv=7.732, sprd=0.024]
Ep 027/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:03,  2.00it/s, loss=1.228, pair=2.107, adv=7.732, sprd=0.024]
Ep 027/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:03,  2.00it/s, loss=0.581, pair=0.007, adv=5.933, sprd=0.017]
Ep 027/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:52,  2.13it/s, loss=0.581, pair=0.007, adv=5.933, sprd=0.017]
Ep 027/80 [S2:+mat]:  19%|▊   | 86/453 [00:44<02:52,  2.13it/s, loss=0.626, pair=0.001, adv=5.696, sprd=0.030]
Ep 027/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:00,  2.03it/s, loss=0.626, pair=0.001, adv=5.696, sprd=0.030]
Ep 027/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:00,  2.03it/s, loss=0.586, pair=0.005, adv=8.156, sprd=0.019]
Ep 027/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:50,  2.14it/s, loss=0.586, pair=0.005, adv=8.156, sprd=0.019]
Ep 027/80 [S2:+mat]:  19%|▊   | 88/453 [00:45<02:50,  2.14it/s, loss=0.546, pair=0.004, adv=7.151, sprd=0.014]
Ep 027/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:58,  2.04it/s, loss=0.546, pair=0.004, adv=7.151, sprd=0.014]
Ep 027/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:58,  2.04it/s, loss=0.574, pair=0.008, adv=6.397, sprd=0.016]
Ep 027/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:48,  2.15it/s, loss=0.574, pair=0.008, adv=6.397, sprd=0.016]
Ep 027/80 [S2:+mat]:  20%|▊   | 90/453 [00:46<02:48,  2.15it/s, loss=0.603, pair=0.003, adv=6.098, sprd=0.023]
Ep 027/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<02:57,  2.04it/s, loss=0.603, pair=0.003, adv=6.098, sprd=0.023]
Ep 027/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<02:57,  2.04it/s, loss=0.587, pair=0.007, adv=7.638, sprd=0.021]
Ep 027/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:49,  2.13it/s, loss=0.587, pair=0.007, adv=7.638, sprd=0.021]
Ep 027/80 [S2:+mat]:  20%|▊   | 92/453 [00:47<02:49,  2.13it/s, loss=0.603, pair=0.013, adv=8.946, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:57,  2.03it/s, loss=0.603, pair=0.013, adv=8.946, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:57,  2.03it/s, loss=0.608, pair=0.006, adv=5.175, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:46,  2.16it/s, loss=0.608, pair=0.006, adv=5.175, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 94/453 [00:48<02:46,  2.16it/s, loss=0.594, pair=0.000, adv=8.451, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:54,  2.06it/s, loss=0.594, pair=0.000, adv=8.451, sprd=0.021]
Ep 027/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:54,  2.06it/s, loss=0.592, pair=0.002, adv=7.325, sprd=0.023]
Ep 027/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:47,  2.13it/s, loss=0.592, pair=0.002, adv=7.325, sprd=0.023]
Ep 027/80 [S2:+mat]:  21%|▊   | 96/453 [00:49<02:47,  2.13it/s, loss=1.269, pair=2.324, adv=5.600, sprd=0.018]
Ep 027/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<03:01,  1.97it/s, loss=1.269, pair=2.324, adv=5.600, sprd=0.018]
Ep 027/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<03:01,  1.97it/s, loss=0.591, pair=0.023, adv=8.099, sprd=0.015]
Ep 027/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:46,  2.13it/s, loss=0.591, pair=0.023, adv=8.099, sprd=0.015]
Ep 027/80 [S2:+mat]:  22%|▊   | 98/453 [00:50<02:46,  2.13it/s, loss=0.651, pair=0.015, adv=5.963, sprd=0.016]
Ep 027/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<02:50,  2.08it/s, loss=0.651, pair=0.015, adv=5.963, sprd=0.016]
Ep 027/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<02:50,  2.08it/s, loss=0.554, pair=0.005, adv=8.897, sprd=0.015]
Ep 027/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:42,  2.17it/s, loss=0.554, pair=0.005, adv=8.897, sprd=0.015]
Ep 027/80 [S2:+mat]:  22%|▋  | 100/453 [00:51<02:42,  2.17it/s, loss=0.567, pair=0.001, adv=8.176, sprd=0.016]
Ep 027/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:49,  2.08it/s, loss=0.567, pair=0.001, adv=8.176, sprd=0.016]
Ep 027/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:49,  2.08it/s, loss=0.569, pair=0.010, adv=7.645, sprd=0.018]
Ep 027/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:41,  2.17it/s, loss=0.569, pair=0.010, adv=7.645, sprd=0.018]
Ep 027/80 [S2:+mat]:  23%|▋  | 102/453 [00:52<02:41,  2.17it/s, loss=0.590, pair=0.017, adv=9.299, sprd=0.017]
Ep 027/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<02:48,  2.07it/s, loss=0.590, pair=0.017, adv=9.299, sprd=0.017]
Ep 027/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<02:48,  2.07it/s, loss=0.551, pair=0.004, adv=7.049, sprd=0.013]
Ep 027/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:39,  2.18it/s, loss=0.551, pair=0.004, adv=7.049, sprd=0.013]
Ep 027/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:39,  2.18it/s, loss=0.576, pair=0.003, adv=7.884, sprd=0.017]
Ep 027/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:45,  2.10it/s, loss=0.576, pair=0.003, adv=7.884, sprd=0.017]
Ep 027/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<02:45,  2.10it/s, loss=1.317, pair=2.482, adv=8.144, sprd=0.020]
Ep 027/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:41,  2.15it/s, loss=1.317, pair=2.482, adv=8.144, sprd=0.020]
Ep 027/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:41,  2.15it/s, loss=0.584, pair=0.002, adv=8.223, sprd=0.018]
Ep 027/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:47,  2.06it/s, loss=0.584, pair=0.002, adv=8.223, sprd=0.018]
Ep 027/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<02:47,  2.06it/s, loss=1.279, pair=2.205, adv=6.347, sprd=0.024]
Ep 027/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:39,  2.16it/s, loss=1.279, pair=2.205, adv=6.347, sprd=0.024]
Ep 027/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:39,  2.16it/s, loss=0.629, pair=0.002, adv=6.835, sprd=0.018]
Ep 027/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:46,  2.06it/s, loss=0.629, pair=0.002, adv=6.835, sprd=0.018]
Ep 027/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<02:46,  2.06it/s, loss=0.590, pair=0.012, adv=9.641, sprd=0.015]
Ep 027/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:36,  2.19it/s, loss=0.590, pair=0.012, adv=9.641, sprd=0.015]
Ep 027/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:36,  2.19it/s, loss=1.009, pair=1.475, adv=7.747, sprd=0.019]
Ep 027/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:45,  2.07it/s, loss=1.009, pair=1.475, adv=7.747, sprd=0.019]
Ep 027/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<02:45,  2.07it/s, loss=0.607, pair=0.002, adv=9.317, sprd=0.023]
Ep 027/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:38,  2.15it/s, loss=0.607, pair=0.002, adv=9.317, sprd=0.023]
Ep 027/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:38,  2.15it/s, loss=1.298, pair=2.281, adv=7.933, sprd=0.027]
Ep 027/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:46,  2.04it/s, loss=1.298, pair=2.281, adv=7.933, sprd=0.027]
Ep 027/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<02:46,  2.04it/s, loss=0.565, pair=0.005, adv=6.913, sprd=0.015]
Ep 027/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:37,  2.16it/s, loss=0.565, pair=0.005, adv=6.913, sprd=0.015]
Ep 027/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:37,  2.16it/s, loss=0.560, pair=0.005, adv=7.838, sprd=0.015]
Ep 027/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:44,  2.05it/s, loss=0.560, pair=0.005, adv=7.838, sprd=0.015]
Ep 027/80 [S2:+mat]:  25%|▌ | 115/453 [00:58<02:44,  2.05it/s, loss=0.779, pair=0.478, adv=11.070, sprd=0.026]
Ep 027/80 [S2:+mat]:  26%|▌ | 116/453 [00:58<02:37,  2.14it/s, loss=0.779, pair=0.478, adv=11.070, sprd=0.026]
Ep 027/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.14it/s, loss=0.559, pair=0.000, adv=8.243, sprd=0.016]
Ep 027/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:46,  2.02it/s, loss=0.559, pair=0.000, adv=8.243, sprd=0.016]
Ep 027/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<02:46,  2.02it/s, loss=0.617, pair=0.007, adv=5.083, sprd=0.028]
Ep 027/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:39,  2.10it/s, loss=0.617, pair=0.007, adv=5.083, sprd=0.028]
Ep 027/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:39,  2.10it/s, loss=0.609, pair=0.000, adv=7.648, sprd=0.025]
Ep 027/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:46,  2.00it/s, loss=0.609, pair=0.000, adv=7.648, sprd=0.025]
Ep 027/80 [S2:+mat]:  26%|▌ | 119/453 [01:00<02:46,  2.00it/s, loss=0.567, pair=0.005, adv=10.136, sprd=0.015]
Ep 027/80 [S2:+mat]:  26%|▌ | 120/453 [01:00<02:36,  2.13it/s, loss=0.567, pair=0.005, adv=10.136, sprd=0.015]
Ep 027/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:36,  2.13it/s, loss=0.659, pair=0.005, adv=5.888, sprd=0.017]
Ep 027/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:37,  2.11it/s, loss=0.659, pair=0.005, adv=5.888, sprd=0.017]
Ep 027/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:37,  2.11it/s, loss=0.589, pair=0.001, adv=5.408, sprd=0.020]
Ep 027/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:30,  2.21it/s, loss=0.589, pair=0.001, adv=5.408, sprd=0.020]
Ep 027/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:30,  2.21it/s, loss=0.555, pair=0.000, adv=6.759, sprd=0.015]
Ep 027/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:39,  2.07it/s, loss=0.555, pair=0.000, adv=6.759, sprd=0.015]
Ep 027/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:39,  2.07it/s, loss=0.559, pair=0.004, adv=7.162, sprd=0.014]
Ep 027/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:30,  2.18it/s, loss=0.559, pair=0.004, adv=7.162, sprd=0.014]
Ep 027/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:30,  2.18it/s, loss=0.684, pair=0.000, adv=6.677, sprd=0.026]
Ep 027/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:37,  2.09it/s, loss=0.684, pair=0.000, adv=6.677, sprd=0.026]
Ep 027/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:37,  2.09it/s, loss=0.589, pair=0.003, adv=8.803, sprd=0.015]
Ep 027/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:36,  2.08it/s, loss=0.589, pair=0.003, adv=8.803, sprd=0.015]
Ep 027/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:36,  2.08it/s, loss=0.579, pair=0.001, adv=9.348, sprd=0.019]
Ep 027/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:42,  2.01it/s, loss=0.579, pair=0.001, adv=9.348, sprd=0.019]
Ep 027/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:42,  2.01it/s, loss=0.580, pair=0.001, adv=6.044, sprd=0.016]
Ep 027/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:31,  2.15it/s, loss=0.580, pair=0.001, adv=6.044, sprd=0.016]
Ep 027/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:31,  2.15it/s, loss=1.223, pair=2.219, adv=5.369, sprd=0.016]
Ep 027/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:38,  2.04it/s, loss=1.223, pair=2.219, adv=5.369, sprd=0.016]
Ep 027/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:38,  2.04it/s, loss=0.596, pair=0.015, adv=9.957, sprd=0.016]
Ep 027/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:28,  2.17it/s, loss=0.596, pair=0.015, adv=9.957, sprd=0.016]
Ep 027/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:28,  2.17it/s, loss=0.589, pair=0.000, adv=4.065, sprd=0.023]
Ep 027/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.05it/s, loss=0.589, pair=0.000, adv=4.065, sprd=0.023]
Ep 027/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.05it/s, loss=0.566, pair=0.007, adv=6.144, sprd=0.017]
Ep 027/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:29,  2.15it/s, loss=0.566, pair=0.007, adv=6.144, sprd=0.017]
Ep 027/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:29,  2.15it/s, loss=0.594, pair=0.005, adv=5.914, sprd=0.019]
Ep 027/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:33,  2.08it/s, loss=0.594, pair=0.005, adv=5.914, sprd=0.019]
Ep 027/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:33,  2.08it/s, loss=0.662, pair=0.001, adv=7.897, sprd=0.033]
Ep 027/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:28,  2.15it/s, loss=0.662, pair=0.001, adv=7.897, sprd=0.033]
Ep 027/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:28,  2.15it/s, loss=0.566, pair=0.003, adv=6.456, sprd=0.015]
Ep 027/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:30,  2.11it/s, loss=0.566, pair=0.003, adv=6.456, sprd=0.015]
Ep 027/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:30,  2.11it/s, loss=0.572, pair=0.002, adv=4.914, sprd=0.017]
Ep 027/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:25,  2.18it/s, loss=0.572, pair=0.002, adv=4.914, sprd=0.017]
Ep 027/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:25,  2.18it/s, loss=0.577, pair=0.001, adv=7.798, sprd=0.013]
Ep 027/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:36,  2.02it/s, loss=0.577, pair=0.001, adv=7.798, sprd=0.013]
Ep 027/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:36,  2.02it/s, loss=0.609, pair=0.008, adv=6.286, sprd=0.023]
Ep 027/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:31,  2.08it/s, loss=0.609, pair=0.008, adv=6.286, sprd=0.023]
Ep 027/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:31,  2.08it/s, loss=0.598, pair=0.004, adv=6.312, sprd=0.024]
Ep 027/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:45,  1.90it/s, loss=0.598, pair=0.004, adv=6.312, sprd=0.024]
Ep 027/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:45,  1.90it/s, loss=0.602, pair=0.001, adv=7.457, sprd=0.024]
Ep 027/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:37,  1.98it/s, loss=0.602, pair=0.001, adv=7.457, sprd=0.024]
Ep 027/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:37,  1.98it/s, loss=0.621, pair=0.007, adv=7.479, sprd=0.026]
Ep 027/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:48,  1.86it/s, loss=0.621, pair=0.007, adv=7.479, sprd=0.026]
Ep 027/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:48,  1.86it/s, loss=0.615, pair=0.007, adv=6.378, sprd=0.026]
Ep 027/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:40,  1.93it/s, loss=0.615, pair=0.007, adv=6.378, sprd=0.026]
Ep 027/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:40,  1.93it/s, loss=0.576, pair=0.032, adv=8.311, sprd=0.015]
Ep 027/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:49,  1.83it/s, loss=0.576, pair=0.032, adv=8.311, sprd=0.015]
Ep 027/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:49,  1.83it/s, loss=0.599, pair=0.015, adv=6.653, sprd=0.022]
Ep 027/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:40,  1.93it/s, loss=0.599, pair=0.015, adv=6.653, sprd=0.022]
Ep 027/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:40,  1.93it/s, loss=0.585, pair=0.003, adv=7.821, sprd=0.017]
Ep 027/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:47,  1.84it/s, loss=0.585, pair=0.003, adv=7.821, sprd=0.017]
Ep 027/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:47,  1.84it/s, loss=0.602, pair=0.019, adv=6.359, sprd=0.023]
Ep 027/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:39,  1.93it/s, loss=0.602, pair=0.019, adv=6.359, sprd=0.023]
Ep 027/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:39,  1.93it/s, loss=0.567, pair=0.028, adv=6.187, sprd=0.014]
Ep 027/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:47,  1.82it/s, loss=0.567, pair=0.028, adv=6.187, sprd=0.014]
Ep 027/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:47,  1.82it/s, loss=0.589, pair=0.016, adv=6.122, sprd=0.017]
Ep 027/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:35,  1.96it/s, loss=0.589, pair=0.016, adv=6.122, sprd=0.017]
Ep 027/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:35,  1.96it/s, loss=0.610, pair=0.008, adv=5.455, sprd=0.024]
Ep 027/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:56,  1.72it/s, loss=0.610, pair=0.008, adv=5.455, sprd=0.024]
Ep 027/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:56,  1.72it/s, loss=0.629, pair=0.006, adv=6.128, sprd=0.025]
Ep 027/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:43,  1.86it/s, loss=0.629, pair=0.006, adv=6.128, sprd=0.025]
Ep 027/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:43,  1.86it/s, loss=0.673, pair=0.006, adv=5.366, sprd=0.023]
Ep 027/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:48,  1.79it/s, loss=0.673, pair=0.006, adv=5.366, sprd=0.023]
Ep 027/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:48,  1.79it/s, loss=0.600, pair=0.005, adv=7.204, sprd=0.023]
Ep 027/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:38,  1.90it/s, loss=0.600, pair=0.005, adv=7.204, sprd=0.023]
Ep 027/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:38,  1.90it/s, loss=0.573, pair=0.001, adv=9.052, sprd=0.016]
Ep 027/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:44,  1.82it/s, loss=0.573, pair=0.001, adv=9.052, sprd=0.016]
Ep 027/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:44,  1.82it/s, loss=0.609, pair=0.006, adv=5.879, sprd=0.025]
Ep 027/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:35,  1.93it/s, loss=0.609, pair=0.006, adv=5.879, sprd=0.025]
Ep 027/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:35,  1.93it/s, loss=0.636, pair=0.001, adv=6.624, sprd=0.025]
Ep 027/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:43,  1.83it/s, loss=0.636, pair=0.001, adv=6.624, sprd=0.025]
Ep 027/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:43,  1.83it/s, loss=0.595, pair=0.001, adv=7.274, sprd=0.022]
Ep 027/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:34,  1.93it/s, loss=0.595, pair=0.001, adv=7.274, sprd=0.022]
Ep 027/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:34,  1.93it/s, loss=0.646, pair=0.000, adv=5.704, sprd=0.031]
Ep 027/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:42,  1.82it/s, loss=0.646, pair=0.000, adv=5.704, sprd=0.031]
Ep 027/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:42,  1.82it/s, loss=0.640, pair=0.016, adv=5.451, sprd=0.026]
Ep 027/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:31,  1.94it/s, loss=0.640, pair=0.016, adv=5.451, sprd=0.026]
Ep 027/80 [S2:+mat]:  35%|█  | 158/453 [01:20<02:31,  1.94it/s, loss=0.563, pair=0.009, adv=6.763, sprd=0.017]
Ep 027/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:40,  1.83it/s, loss=0.563, pair=0.009, adv=6.763, sprd=0.017]
Ep 027/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:40,  1.83it/s, loss=0.575, pair=0.015, adv=6.328, sprd=0.015]
Ep 027/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:28,  1.97it/s, loss=0.575, pair=0.015, adv=6.328, sprd=0.015]
Ep 027/80 [S2:+mat]:  35%|█  | 160/453 [01:21<02:28,  1.97it/s, loss=0.583, pair=0.000, adv=8.113, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:38,  1.85it/s, loss=0.583, pair=0.000, adv=8.113, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:38,  1.85it/s, loss=0.600, pair=0.006, adv=6.722, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:29,  1.95it/s, loss=0.600, pair=0.006, adv=6.722, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 162/453 [01:22<02:29,  1.95it/s, loss=0.592, pair=0.003, adv=8.343, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:39,  1.82it/s, loss=0.592, pair=0.003, adv=8.343, sprd=0.020]
Ep 027/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:39,  1.82it/s, loss=0.637, pair=0.001, adv=8.395, sprd=0.029]
Ep 027/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:31,  1.91it/s, loss=0.637, pair=0.001, adv=8.395, sprd=0.029]
Ep 027/80 [S2:+mat]:  36%|█  | 164/453 [01:23<02:31,  1.91it/s, loss=0.596, pair=0.001, adv=7.000, sprd=0.021]
Ep 027/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:37,  1.83it/s, loss=0.596, pair=0.001, adv=7.000, sprd=0.021]
Ep 027/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:37,  1.83it/s, loss=0.586, pair=0.003, adv=7.355, sprd=0.019]
Ep 027/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:25,  1.98it/s, loss=0.586, pair=0.003, adv=7.355, sprd=0.019]
Ep 027/80 [S2:+mat]:  37%|█  | 166/453 [01:24<02:25,  1.98it/s, loss=0.635, pair=0.009, adv=8.454, sprd=0.028]
Ep 027/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:27,  1.93it/s, loss=0.635, pair=0.009, adv=8.454, sprd=0.028]
Ep 027/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:27,  1.93it/s, loss=0.651, pair=0.001, adv=5.121, sprd=0.029]
Ep 027/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:18,  2.06it/s, loss=0.651, pair=0.001, adv=5.121, sprd=0.029]
Ep 027/80 [S2:+mat]:  37%|█  | 168/453 [01:25<02:18,  2.06it/s, loss=0.616, pair=0.000, adv=7.056, sprd=0.026]
Ep 027/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:22,  1.99it/s, loss=0.616, pair=0.000, adv=7.056, sprd=0.026]
Ep 027/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:22,  1.99it/s, loss=0.598, pair=0.000, adv=4.234, sprd=0.019]
Ep 027/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:12,  2.13it/s, loss=0.598, pair=0.000, adv=4.234, sprd=0.019]
Ep 027/80 [S2:+mat]:  38%|█▏ | 170/453 [01:26<02:12,  2.13it/s, loss=0.602, pair=0.000, adv=5.000, sprd=0.024]
Ep 027/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:18,  2.04it/s, loss=0.602, pair=0.000, adv=5.000, sprd=0.024]
Ep 027/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:18,  2.04it/s, loss=0.602, pair=0.001, adv=9.140, sprd=0.027]
Ep 027/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:14,  2.09it/s, loss=0.602, pair=0.001, adv=9.140, sprd=0.027]
Ep 027/80 [S2:+mat]:  38%|█▏ | 172/453 [01:27<02:14,  2.09it/s, loss=0.657, pair=0.003, adv=5.068, sprd=0.032]
Ep 027/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:19,  2.00it/s, loss=0.657, pair=0.003, adv=5.068, sprd=0.032]
Ep 027/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:19,  2.00it/s, loss=0.574, pair=0.000, adv=6.076, sprd=0.015]
Ep 027/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:09,  2.16it/s, loss=0.574, pair=0.000, adv=6.076, sprd=0.015]
Ep 027/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:09,  2.16it/s, loss=0.628, pair=0.000, adv=5.696, sprd=0.023]
Ep 027/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:12,  2.09it/s, loss=0.628, pair=0.000, adv=5.696, sprd=0.023]
Ep 027/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:12,  2.09it/s, loss=0.578, pair=0.000, adv=6.842, sprd=0.019]
Ep 027/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:07,  2.18it/s, loss=0.578, pair=0.000, adv=6.842, sprd=0.019]
Ep 027/80 [S2:+mat]:  39%|▊ | 176/453 [01:28<02:07,  2.18it/s, loss=0.592, pair=0.001, adv=10.708, sprd=0.018]
Ep 027/80 [S2:+mat]:  39%|▊ | 177/453 [01:28<02:19,  1.98it/s, loss=0.592, pair=0.001, adv=10.708, sprd=0.018]
Ep 027/80 [S2:+mat]:  39%|█▏ | 177/453 [01:29<02:19,  1.98it/s, loss=0.572, pair=0.000, adv=8.208, sprd=0.019]
Ep 027/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:11,  2.08it/s, loss=0.572, pair=0.000, adv=8.208, sprd=0.019]
Ep 027/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:11,  2.08it/s, loss=0.609, pair=0.000, adv=5.580, sprd=0.024]
Ep 027/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:18,  1.98it/s, loss=0.609, pair=0.000, adv=5.580, sprd=0.024]
Ep 027/80 [S2:+mat]:  40%|█▏ | 179/453 [01:30<02:18,  1.98it/s, loss=0.631, pair=0.000, adv=8.840, sprd=0.028]
Ep 027/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:11,  2.08it/s, loss=0.631, pair=0.000, adv=8.840, sprd=0.028]
Ep 027/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:11,  2.08it/s, loss=0.598, pair=0.002, adv=7.860, sprd=0.022]
Ep 027/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:14,  2.02it/s, loss=0.598, pair=0.002, adv=7.860, sprd=0.022]
Ep 027/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:14,  2.02it/s, loss=0.592, pair=0.004, adv=7.605, sprd=0.019]
Ep 027/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:05,  2.15it/s, loss=0.592, pair=0.004, adv=7.605, sprd=0.019]
Ep 027/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:05,  2.15it/s, loss=0.569, pair=0.001, adv=6.723, sprd=0.016]
Ep 027/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.569, pair=0.001, adv=6.723, sprd=0.016]
Ep 027/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:09,  2.08it/s, loss=0.634, pair=0.000, adv=5.018, sprd=0.027]
Ep 027/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:03,  2.17it/s, loss=0.634, pair=0.000, adv=5.018, sprd=0.027]
Ep 027/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:03,  2.17it/s, loss=0.583, pair=0.001, adv=6.828, sprd=0.017]
Ep 027/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:09,  2.06it/s, loss=0.583, pair=0.001, adv=6.828, sprd=0.017]
Ep 027/80 [S2:+mat]:  41%|█▏ | 185/453 [01:33<02:09,  2.06it/s, loss=0.641, pair=0.001, adv=5.278, sprd=0.027]
Ep 027/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:03,  2.17it/s, loss=0.641, pair=0.001, adv=5.278, sprd=0.027]
Ep 027/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:03,  2.17it/s, loss=0.642, pair=0.001, adv=4.021, sprd=0.035]
Ep 027/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:11,  2.03it/s, loss=0.642, pair=0.001, adv=4.021, sprd=0.035]
Ep 027/80 [S2:+mat]:  41%|█▏ | 187/453 [01:34<02:11,  2.03it/s, loss=0.615, pair=0.000, adv=5.895, sprd=0.025]
Ep 027/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:05,  2.12it/s, loss=0.615, pair=0.000, adv=5.895, sprd=0.025]
Ep 027/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:05,  2.12it/s, loss=0.577, pair=0.000, adv=6.252, sprd=0.019]
Ep 027/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:08,  2.05it/s, loss=0.577, pair=0.000, adv=6.252, sprd=0.019]
Ep 027/80 [S2:+mat]:  42%|█▎ | 189/453 [01:35<02:08,  2.05it/s, loss=0.605, pair=0.000, adv=6.625, sprd=0.022]
Ep 027/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:02,  2.15it/s, loss=0.605, pair=0.000, adv=6.625, sprd=0.022]
Ep 027/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:02,  2.15it/s, loss=0.604, pair=0.000, adv=7.560, sprd=0.023]
Ep 027/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:07,  2.06it/s, loss=0.604, pair=0.000, adv=7.560, sprd=0.023]
Ep 027/80 [S2:+mat]:  42%|█▎ | 191/453 [01:36<02:07,  2.06it/s, loss=0.607, pair=0.000, adv=5.435, sprd=0.025]
Ep 027/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.14it/s, loss=0.607, pair=0.000, adv=5.435, sprd=0.025]
Ep 027/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.14it/s, loss=0.578, pair=0.001, adv=5.724, sprd=0.021]
Ep 027/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:07,  2.04it/s, loss=0.578, pair=0.001, adv=5.724, sprd=0.021]
Ep 027/80 [S2:+mat]:  43%|█▎ | 193/453 [01:37<02:07,  2.04it/s, loss=0.602, pair=0.002, adv=6.805, sprd=0.020]
Ep 027/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:00,  2.15it/s, loss=0.602, pair=0.002, adv=6.805, sprd=0.020]
Ep 027/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:00,  2.15it/s, loss=0.604, pair=0.015, adv=7.332, sprd=0.018]
Ep 027/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:03,  2.09it/s, loss=0.604, pair=0.015, adv=7.332, sprd=0.018]
Ep 027/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:03,  2.09it/s, loss=0.622, pair=0.000, adv=7.678, sprd=0.024]
Ep 027/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:57,  2.19it/s, loss=0.622, pair=0.000, adv=7.678, sprd=0.024]
Ep 027/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<01:57,  2.19it/s, loss=0.612, pair=0.001, adv=9.037, sprd=0.024]
Ep 027/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:04,  2.06it/s, loss=0.612, pair=0.001, adv=9.037, sprd=0.024]
Ep 027/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:04,  2.06it/s, loss=0.642, pair=0.000, adv=5.115, sprd=0.032]
Ep 027/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:59,  2.13it/s, loss=0.642, pair=0.000, adv=5.115, sprd=0.032]
Ep 027/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<01:59,  2.13it/s, loss=0.566, pair=0.004, adv=7.339, sprd=0.015]
Ep 027/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:03,  2.06it/s, loss=0.566, pair=0.004, adv=7.339, sprd=0.015]
Ep 027/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:03,  2.06it/s, loss=0.619, pair=0.002, adv=7.289, sprd=0.025]
Ep 027/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:57,  2.15it/s, loss=0.619, pair=0.002, adv=7.289, sprd=0.025]
Ep 027/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<01:57,  2.15it/s, loss=0.580, pair=0.002, adv=7.479, sprd=0.018]
Ep 027/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:03,  2.04it/s, loss=0.580, pair=0.002, adv=7.479, sprd=0.018]
Ep 027/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:03,  2.04it/s, loss=0.628, pair=0.001, adv=5.371, sprd=0.028]
Ep 027/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:58,  2.12it/s, loss=0.628, pair=0.001, adv=5.371, sprd=0.028]
Ep 027/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:58,  2.12it/s, loss=0.620, pair=0.000, adv=5.285, sprd=0.023]
Ep 027/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:01,  2.06it/s, loss=0.620, pair=0.000, adv=5.285, sprd=0.023]
Ep 027/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:01,  2.06it/s, loss=0.642, pair=0.000, adv=8.638, sprd=0.026]
Ep 027/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:55,  2.15it/s, loss=0.642, pair=0.000, adv=8.638, sprd=0.026]
Ep 027/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:55,  2.15it/s, loss=0.572, pair=0.000, adv=8.847, sprd=0.019]
Ep 027/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:10,  1.90it/s, loss=0.572, pair=0.000, adv=8.847, sprd=0.019]
Ep 027/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:10,  1.90it/s, loss=0.582, pair=0.004, adv=4.726, sprd=0.019]
Ep 027/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<02:00,  2.04it/s, loss=0.582, pair=0.004, adv=4.726, sprd=0.019]
Ep 027/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:00,  2.04it/s, loss=0.593, pair=0.000, adv=5.165, sprd=0.021]
Ep 027/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:04,  1.98it/s, loss=0.593, pair=0.000, adv=5.165, sprd=0.021]
Ep 027/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:04,  1.98it/s, loss=0.561, pair=0.001, adv=7.273, sprd=0.016]
Ep 027/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:55,  2.12it/s, loss=0.561, pair=0.001, adv=7.273, sprd=0.016]
Ep 027/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:55,  2.12it/s, loss=0.656, pair=0.001, adv=5.718, sprd=0.032]
Ep 027/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:00,  2.02it/s, loss=0.656, pair=0.001, adv=5.718, sprd=0.032]
Ep 027/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:00,  2.02it/s, loss=0.608, pair=0.003, adv=5.560, sprd=0.022]
Ep 027/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:53,  2.13it/s, loss=0.608, pair=0.003, adv=5.560, sprd=0.022]
Ep 027/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:53,  2.13it/s, loss=0.566, pair=0.001, adv=8.452, sprd=0.018]
Ep 027/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:00,  2.00it/s, loss=0.566, pair=0.001, adv=8.452, sprd=0.018]
Ep 027/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:00,  2.00it/s, loss=0.565, pair=0.009, adv=7.521, sprd=0.015]
Ep 027/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:53,  2.12it/s, loss=0.565, pair=0.009, adv=7.521, sprd=0.015]
Ep 027/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:53,  2.12it/s, loss=0.617, pair=0.000, adv=6.103, sprd=0.027]
Ep 027/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:58,  2.02it/s, loss=0.617, pair=0.000, adv=6.103, sprd=0.027]
Ep 027/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:58,  2.02it/s, loss=0.605, pair=0.000, adv=6.656, sprd=0.024]
Ep 027/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:53,  2.11it/s, loss=0.605, pair=0.000, adv=6.656, sprd=0.024]
Ep 027/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:53,  2.11it/s, loss=0.679, pair=0.004, adv=7.779, sprd=0.025]
Ep 027/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:57,  2.03it/s, loss=0.679, pair=0.004, adv=7.779, sprd=0.025]
Ep 027/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:57,  2.03it/s, loss=0.577, pair=0.000, adv=5.150, sprd=0.020]
Ep 027/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:51,  2.12it/s, loss=0.577, pair=0.000, adv=5.150, sprd=0.020]
Ep 027/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:51,  2.12it/s, loss=0.561, pair=0.000, adv=7.893, sprd=0.017]
Ep 027/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:57,  2.02it/s, loss=0.561, pair=0.000, adv=7.893, sprd=0.017]
Ep 027/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:57,  2.02it/s, loss=0.622, pair=0.000, adv=6.509, sprd=0.028]
Ep 027/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:51,  2.10it/s, loss=0.622, pair=0.000, adv=6.509, sprd=0.028]
Ep 027/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:51,  2.10it/s, loss=0.650, pair=0.017, adv=7.637, sprd=0.019]
Ep 027/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:55,  2.03it/s, loss=0.650, pair=0.017, adv=7.637, sprd=0.019]
Ep 027/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:55,  2.03it/s, loss=0.617, pair=0.061, adv=3.956, sprd=0.021]
Ep 027/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:48,  2.15it/s, loss=0.617, pair=0.061, adv=3.956, sprd=0.021]
Ep 027/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:48,  2.15it/s, loss=0.593, pair=0.009, adv=7.031, sprd=0.021]
Ep 027/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:53,  2.05it/s, loss=0.593, pair=0.009, adv=7.031, sprd=0.021]
Ep 027/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:53,  2.05it/s, loss=0.554, pair=0.018, adv=7.600, sprd=0.011]
Ep 027/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:45,  2.19it/s, loss=0.554, pair=0.018, adv=7.600, sprd=0.011]
Ep 027/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:45,  2.19it/s, loss=0.605, pair=0.005, adv=8.122, sprd=0.023]
Ep 027/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:51,  2.06it/s, loss=0.605, pair=0.005, adv=8.122, sprd=0.023]
Ep 027/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:51,  2.06it/s, loss=0.562, pair=0.000, adv=7.493, sprd=0.016]
Ep 027/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:45,  2.16it/s, loss=0.562, pair=0.000, adv=7.493, sprd=0.016]
Ep 027/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:45,  2.16it/s, loss=0.617, pair=0.004, adv=8.145, sprd=0.022]
Ep 027/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:51,  2.05it/s, loss=0.617, pair=0.004, adv=8.145, sprd=0.022]
Ep 027/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:51,  2.05it/s, loss=0.615, pair=0.005, adv=5.867, sprd=0.025]
Ep 027/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:46,  2.13it/s, loss=0.615, pair=0.005, adv=5.867, sprd=0.025]
Ep 027/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:46,  2.13it/s, loss=0.648, pair=0.017, adv=4.874, sprd=0.032]
Ep 027/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:52,  2.01it/s, loss=0.648, pair=0.017, adv=4.874, sprd=0.032]
Ep 027/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:52,  2.01it/s, loss=0.594, pair=0.022, adv=8.061, sprd=0.017]
Ep 027/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:44,  2.14it/s, loss=0.594, pair=0.022, adv=8.061, sprd=0.017]
Ep 027/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:44,  2.14it/s, loss=0.571, pair=0.004, adv=8.268, sprd=0.018]
Ep 027/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:48,  2.06it/s, loss=0.571, pair=0.004, adv=8.268, sprd=0.018]
Ep 027/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:48,  2.06it/s, loss=0.624, pair=0.004, adv=6.929, sprd=0.027]
Ep 027/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:44,  2.13it/s, loss=0.624, pair=0.004, adv=6.929, sprd=0.027]
Ep 027/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:44,  2.13it/s, loss=0.637, pair=0.008, adv=5.174, sprd=0.031]
Ep 027/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:50,  2.00it/s, loss=0.637, pair=0.008, adv=5.174, sprd=0.031]
Ep 027/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:50,  2.00it/s, loss=0.576, pair=0.009, adv=9.415, sprd=0.019]
Ep 027/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:45,  2.09it/s, loss=0.576, pair=0.009, adv=9.415, sprd=0.019]
Ep 027/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:45,  2.09it/s, loss=0.583, pair=0.017, adv=6.747, sprd=0.019]
Ep 027/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:54,  1.91it/s, loss=0.583, pair=0.017, adv=6.747, sprd=0.019]
Ep 027/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:54,  1.91it/s, loss=0.612, pair=0.004, adv=7.454, sprd=0.026]
Ep 027/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:48,  2.02it/s, loss=0.612, pair=0.004, adv=7.454, sprd=0.026]
Ep 027/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:48,  2.02it/s, loss=0.626, pair=0.007, adv=4.945, sprd=0.027]
Ep 027/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:55,  1.88it/s, loss=0.626, pair=0.007, adv=4.945, sprd=0.027]
Ep 027/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:55,  1.88it/s, loss=0.593, pair=0.011, adv=8.262, sprd=0.015]
Ep 027/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:48,  2.00it/s, loss=0.593, pair=0.011, adv=8.262, sprd=0.015]
Ep 027/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:48,  2.00it/s, loss=0.623, pair=0.007, adv=5.495, sprd=0.026]
Ep 027/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:55,  1.87it/s, loss=0.623, pair=0.007, adv=5.495, sprd=0.026]
Ep 027/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:55,  1.87it/s, loss=0.631, pair=0.001, adv=4.331, sprd=0.027]
Ep 027/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:49,  1.96it/s, loss=0.631, pair=0.001, adv=4.331, sprd=0.027]
Ep 027/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:49,  1.96it/s, loss=0.596, pair=0.001, adv=6.542, sprd=0.024]
Ep 027/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:57,  1.82it/s, loss=0.596, pair=0.001, adv=6.542, sprd=0.024]
Ep 027/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:57,  1.82it/s, loss=0.625, pair=0.010, adv=5.559, sprd=0.026]
Ep 027/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:50,  1.92it/s, loss=0.625, pair=0.010, adv=5.559, sprd=0.026]
Ep 027/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:50,  1.92it/s, loss=0.589, pair=0.002, adv=5.704, sprd=0.021]
Ep 027/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:56,  1.82it/s, loss=0.589, pair=0.002, adv=5.704, sprd=0.021]
Ep 027/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:56,  1.82it/s, loss=0.587, pair=0.006, adv=7.766, sprd=0.018]
Ep 027/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:48,  1.94it/s, loss=0.587, pair=0.006, adv=7.766, sprd=0.018]
Ep 027/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:48,  1.94it/s, loss=0.663, pair=0.005, adv=4.880, sprd=0.018]
Ep 027/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:52,  1.87it/s, loss=0.663, pair=0.005, adv=4.880, sprd=0.018]
Ep 027/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:52,  1.87it/s, loss=0.556, pair=0.004, adv=8.661, sprd=0.013]
Ep 027/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:44,  2.00it/s, loss=0.556, pair=0.004, adv=8.661, sprd=0.013]
Ep 027/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:44,  2.00it/s, loss=0.627, pair=0.010, adv=7.095, sprd=0.026]
Ep 027/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:57,  1.77it/s, loss=0.627, pair=0.010, adv=7.095, sprd=0.026]
Ep 027/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:57,  1.77it/s, loss=0.554, pair=0.010, adv=8.072, sprd=0.011]
Ep 027/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:46,  1.94it/s, loss=0.554, pair=0.010, adv=8.072, sprd=0.011]
Ep 027/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:46,  1.94it/s, loss=0.583, pair=0.002, adv=6.030, sprd=0.022]
Ep 027/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:54,  1.80it/s, loss=0.583, pair=0.002, adv=6.030, sprd=0.022]
Ep 027/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:54,  1.80it/s, loss=0.584, pair=0.021, adv=5.456, sprd=0.017]
Ep 027/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:46,  1.92it/s, loss=0.584, pair=0.021, adv=5.456, sprd=0.017]
Ep 027/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:46,  1.92it/s, loss=0.566, pair=0.008, adv=8.812, sprd=0.018]
Ep 027/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:53,  1.80it/s, loss=0.566, pair=0.008, adv=8.812, sprd=0.018]
Ep 027/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:53,  1.80it/s, loss=0.573, pair=0.011, adv=5.340, sprd=0.015]
Ep 027/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:44,  1.94it/s, loss=0.573, pair=0.011, adv=5.340, sprd=0.015]
Ep 027/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:44,  1.94it/s, loss=0.686, pair=0.006, adv=6.497, sprd=0.024]
Ep 027/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:50,  1.83it/s, loss=0.686, pair=0.006, adv=6.497, sprd=0.024]
Ep 027/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:50,  1.83it/s, loss=0.579, pair=0.001, adv=3.726, sprd=0.017]
Ep 027/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:41,  1.97it/s, loss=0.579, pair=0.001, adv=3.726, sprd=0.017]
Ep 027/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:41,  1.97it/s, loss=0.608, pair=0.004, adv=6.458, sprd=0.024]
Ep 027/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:49,  1.82it/s, loss=0.608, pair=0.004, adv=6.458, sprd=0.024]
Ep 027/80 [S2:+mat]:  56%|█▋ | 253/453 [02:07<01:49,  1.82it/s, loss=0.604, pair=0.000, adv=4.792, sprd=0.028]
Ep 027/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:45,  1.89it/s, loss=0.604, pair=0.000, adv=4.792, sprd=0.028]
Ep 027/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:45,  1.89it/s, loss=0.624, pair=0.023, adv=4.823, sprd=0.025]
Ep 027/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:51,  1.78it/s, loss=0.624, pair=0.023, adv=4.823, sprd=0.025]
Ep 027/80 [S2:+mat]:  56%|█▋ | 255/453 [02:08<01:51,  1.78it/s, loss=0.631, pair=0.040, adv=6.290, sprd=0.019]
Ep 027/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:40,  1.96it/s, loss=0.631, pair=0.040, adv=6.290, sprd=0.019]
Ep 027/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:40,  1.96it/s, loss=0.639, pair=0.007, adv=4.827, sprd=0.031]
Ep 027/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:55,  1.69it/s, loss=0.639, pair=0.007, adv=4.827, sprd=0.031]
Ep 027/80 [S2:+mat]:  57%|█▋ | 257/453 [02:09<01:55,  1.69it/s, loss=0.554, pair=0.034, adv=6.887, sprd=0.014]
Ep 027/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:46,  1.83it/s, loss=0.554, pair=0.034, adv=6.887, sprd=0.014]
Ep 027/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:46,  1.83it/s, loss=0.597, pair=0.010, adv=8.653, sprd=0.023]
Ep 027/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:50,  1.75it/s, loss=0.597, pair=0.010, adv=8.653, sprd=0.023]
Ep 027/80 [S2:+mat]:  57%|█▋ | 259/453 [02:10<01:50,  1.75it/s, loss=0.601, pair=0.011, adv=8.834, sprd=0.019]
Ep 027/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:42,  1.88it/s, loss=0.601, pair=0.011, adv=8.834, sprd=0.019]
Ep 027/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:42,  1.88it/s, loss=0.624, pair=0.000, adv=8.027, sprd=0.024]
Ep 027/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:47,  1.79it/s, loss=0.624, pair=0.000, adv=8.027, sprd=0.024]
Ep 027/80 [S2:+mat]:  58%|█▋ | 261/453 [02:11<01:47,  1.79it/s, loss=0.595, pair=0.005, adv=8.652, sprd=0.018]
Ep 027/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:39,  1.92it/s, loss=0.595, pair=0.005, adv=8.652, sprd=0.018]
Ep 027/80 [S2:+mat]:  58%|█▋ | 262/453 [02:12<01:39,  1.92it/s, loss=0.551, pair=0.007, adv=6.631, sprd=0.012]
Ep 027/80 [S2:+mat]:  58%|█▋ | 263/453 [02:12<01:43,  1.84it/s, loss=0.551, pair=0.007, adv=6.631, sprd=0.012]
Ep 027/80 [S2:+mat]:  58%|█▋ | 263/453 [02:12<01:43,  1.84it/s, loss=0.597, pair=0.005, adv=6.397, sprd=0.023]
Ep 027/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:37,  1.93it/s, loss=0.597, pair=0.005, adv=6.397, sprd=0.023]
Ep 027/80 [S2:+mat]:  58%|█▋ | 264/453 [02:13<01:37,  1.93it/s, loss=0.599, pair=0.008, adv=9.492, sprd=0.023]
Ep 027/80 [S2:+mat]:  58%|█▊ | 265/453 [02:13<01:40,  1.88it/s, loss=0.599, pair=0.008, adv=9.492, sprd=0.023]
Ep 027/80 [S2:+mat]:  58%|█▊ | 265/453 [02:13<01:40,  1.88it/s, loss=0.578, pair=0.005, adv=4.966, sprd=0.018]
Ep 027/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:32,  2.03it/s, loss=0.578, pair=0.005, adv=4.966, sprd=0.018]
Ep 027/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:32,  2.03it/s, loss=0.571, pair=0.002, adv=6.319, sprd=0.017]
Ep 027/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:32,  2.00it/s, loss=0.571, pair=0.002, adv=6.319, sprd=0.017]
Ep 027/80 [S2:+mat]:  59%|█▊ | 267/453 [02:14<01:32,  2.00it/s, loss=0.583, pair=0.001, adv=6.067, sprd=0.017]
Ep 027/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:25,  2.16it/s, loss=0.583, pair=0.001, adv=6.067, sprd=0.017]
Ep 027/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:25,  2.16it/s, loss=0.584, pair=0.017, adv=8.505, sprd=0.012]
Ep 027/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:26,  2.12it/s, loss=0.584, pair=0.017, adv=8.505, sprd=0.012]
Ep 027/80 [S2:+mat]:  59%|█▊ | 269/453 [02:15<01:26,  2.12it/s, loss=0.587, pair=0.007, adv=5.783, sprd=0.019]
Ep 027/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:22,  2.22it/s, loss=0.587, pair=0.007, adv=5.783, sprd=0.019]
Ep 027/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:22,  2.22it/s, loss=0.603, pair=0.002, adv=7.490, sprd=0.023]
Ep 027/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:26,  2.11it/s, loss=0.603, pair=0.002, adv=7.490, sprd=0.023]
Ep 027/80 [S2:+mat]:  60%|█▊ | 271/453 [02:16<01:26,  2.11it/s, loss=0.606, pair=0.001, adv=6.986, sprd=0.023]
Ep 027/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:22,  2.19it/s, loss=0.606, pair=0.001, adv=6.986, sprd=0.023]
Ep 027/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:22,  2.19it/s, loss=0.575, pair=0.001, adv=6.471, sprd=0.018]
Ep 027/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:26,  2.08it/s, loss=0.575, pair=0.001, adv=6.471, sprd=0.018]
Ep 027/80 [S2:+mat]:  60%|█▊ | 273/453 [02:17<01:26,  2.08it/s, loss=0.620, pair=0.000, adv=7.049, sprd=0.020]
Ep 027/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:21,  2.20it/s, loss=0.620, pair=0.000, adv=7.049, sprd=0.020]
Ep 027/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:21,  2.20it/s, loss=1.366, pair=2.328, adv=7.356, sprd=0.023]
Ep 027/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:24,  2.10it/s, loss=1.366, pair=2.328, adv=7.356, sprd=0.023]
Ep 027/80 [S2:+mat]:  61%|█▊ | 275/453 [02:18<01:24,  2.10it/s, loss=0.619, pair=0.000, adv=6.288, sprd=0.027]
Ep 027/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:21,  2.16it/s, loss=0.619, pair=0.000, adv=6.288, sprd=0.027]
Ep 027/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:21,  2.16it/s, loss=0.566, pair=0.006, adv=6.465, sprd=0.016]
Ep 027/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:25,  2.05it/s, loss=0.566, pair=0.006, adv=6.465, sprd=0.016]
Ep 027/80 [S2:+mat]:  61%|█▊ | 277/453 [02:19<01:25,  2.05it/s, loss=0.595, pair=0.000, adv=8.856, sprd=0.021]
Ep 027/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:21,  2.14it/s, loss=0.595, pair=0.000, adv=8.856, sprd=0.021]
Ep 027/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:21,  2.14it/s, loss=0.628, pair=0.000, adv=7.117, sprd=0.030]
Ep 027/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:25,  2.03it/s, loss=0.628, pair=0.000, adv=7.117, sprd=0.030]
Ep 027/80 [S2:+mat]:  62%|█▊ | 279/453 [02:20<01:25,  2.03it/s, loss=0.609, pair=0.004, adv=5.865, sprd=0.023]
Ep 027/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:21,  2.13it/s, loss=0.609, pair=0.004, adv=5.865, sprd=0.023]
Ep 027/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:21,  2.13it/s, loss=0.588, pair=0.001, adv=6.768, sprd=0.016]
Ep 027/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:22,  2.07it/s, loss=0.588, pair=0.001, adv=6.768, sprd=0.016]
Ep 027/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:22,  2.07it/s, loss=0.619, pair=0.000, adv=3.955, sprd=0.023]
Ep 027/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:18,  2.19it/s, loss=0.619, pair=0.000, adv=3.955, sprd=0.023]
Ep 027/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:18,  2.19it/s, loss=0.588, pair=0.000, adv=8.377, sprd=0.018]
Ep 027/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:22,  2.06it/s, loss=0.588, pair=0.000, adv=8.377, sprd=0.018]
Ep 027/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:22,  2.06it/s, loss=0.599, pair=0.006, adv=6.065, sprd=0.020]
Ep 027/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:17,  2.17it/s, loss=0.599, pair=0.006, adv=6.065, sprd=0.020]
Ep 027/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:17,  2.17it/s, loss=0.667, pair=0.001, adv=5.102, sprd=0.021]
Ep 027/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:24,  1.98it/s, loss=0.667, pair=0.001, adv=5.102, sprd=0.021]
Ep 027/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:24,  1.98it/s, loss=0.583, pair=0.028, adv=7.131, sprd=0.015]
Ep 027/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:18,  2.13it/s, loss=0.583, pair=0.028, adv=7.131, sprd=0.015]
Ep 027/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:18,  2.13it/s, loss=0.610, pair=0.004, adv=5.490, sprd=0.022]
Ep 027/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:21,  2.04it/s, loss=0.610, pair=0.004, adv=5.490, sprd=0.022]
Ep 027/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:21,  2.04it/s, loss=0.588, pair=0.000, adv=7.302, sprd=0.021]
Ep 027/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:17,  2.14it/s, loss=0.588, pair=0.000, adv=7.302, sprd=0.021]
Ep 027/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:17,  2.14it/s, loss=0.590, pair=0.005, adv=4.250, sprd=0.021]
Ep 027/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:19,  2.06it/s, loss=0.590, pair=0.005, adv=4.250, sprd=0.021]
Ep 027/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:19,  2.06it/s, loss=0.593, pair=0.004, adv=7.457, sprd=0.019]
Ep 027/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:15,  2.15it/s, loss=0.593, pair=0.004, adv=7.457, sprd=0.019]
Ep 027/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:15,  2.15it/s, loss=0.592, pair=0.001, adv=7.628, sprd=0.020]
Ep 027/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:19,  2.05it/s, loss=0.592, pair=0.001, adv=7.628, sprd=0.020]
Ep 027/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:19,  2.05it/s, loss=0.603, pair=0.003, adv=6.010, sprd=0.022]
Ep 027/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:15,  2.15it/s, loss=0.603, pair=0.003, adv=6.010, sprd=0.022]
Ep 027/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:15,  2.15it/s, loss=0.618, pair=0.000, adv=6.005, sprd=0.028]
Ep 027/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:18,  2.04it/s, loss=0.618, pair=0.000, adv=6.005, sprd=0.028]
Ep 027/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:18,  2.04it/s, loss=0.608, pair=0.000, adv=6.728, sprd=0.023]
Ep 027/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.13it/s, loss=0.608, pair=0.000, adv=6.728, sprd=0.023]
Ep 027/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:14,  2.13it/s, loss=0.645, pair=0.004, adv=5.892, sprd=0.031]
Ep 027/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:19,  1.99it/s, loss=0.645, pair=0.004, adv=5.892, sprd=0.031]
Ep 027/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:19,  1.99it/s, loss=0.604, pair=0.007, adv=7.032, sprd=0.021]
Ep 027/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:14,  2.11it/s, loss=0.604, pair=0.007, adv=7.032, sprd=0.021]
Ep 027/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:14,  2.11it/s, loss=0.594, pair=0.001, adv=5.490, sprd=0.022]
Ep 027/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:17,  2.02it/s, loss=0.594, pair=0.001, adv=5.490, sprd=0.022]
Ep 027/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:17,  2.02it/s, loss=0.550, pair=0.008, adv=7.379, sprd=0.013]
Ep 027/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:12,  2.14it/s, loss=0.550, pair=0.008, adv=7.379, sprd=0.013]
Ep 027/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:12,  2.14it/s, loss=0.596, pair=0.001, adv=7.086, sprd=0.022]
Ep 027/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:15,  2.05it/s, loss=0.596, pair=0.001, adv=7.086, sprd=0.022]
Ep 027/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:15,  2.05it/s, loss=0.569, pair=0.001, adv=6.546, sprd=0.016]
Ep 027/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:10,  2.16it/s, loss=0.569, pair=0.001, adv=6.546, sprd=0.016]
Ep 027/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:10,  2.16it/s, loss=0.603, pair=0.007, adv=7.436, sprd=0.019]
Ep 027/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:12,  2.09it/s, loss=0.603, pair=0.007, adv=7.436, sprd=0.019]
Ep 027/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:12,  2.09it/s, loss=0.615, pair=0.003, adv=7.880, sprd=0.021]
Ep 027/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:08,  2.20it/s, loss=0.615, pair=0.003, adv=7.880, sprd=0.021]
Ep 027/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:08,  2.20it/s, loss=0.623, pair=0.010, adv=4.468, sprd=0.022]
Ep 027/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:12,  2.08it/s, loss=0.623, pair=0.010, adv=4.468, sprd=0.022]
Ep 027/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:12,  2.08it/s, loss=0.586, pair=0.006, adv=8.861, sprd=0.016]
Ep 027/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:07,  2.20it/s, loss=0.586, pair=0.006, adv=8.861, sprd=0.016]
Ep 027/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:07,  2.20it/s, loss=0.573, pair=0.004, adv=7.842, sprd=0.017]
Ep 027/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:11,  2.08it/s, loss=0.573, pair=0.004, adv=7.842, sprd=0.017]
Ep 027/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:11,  2.08it/s, loss=0.598, pair=0.006, adv=5.382, sprd=0.023]
Ep 027/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:07,  2.16it/s, loss=0.598, pair=0.006, adv=5.382, sprd=0.023]
Ep 027/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:07,  2.16it/s, loss=0.672, pair=0.004, adv=6.436, sprd=0.027]
Ep 027/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:11,  2.04it/s, loss=0.672, pair=0.004, adv=6.436, sprd=0.027]
Ep 027/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:11,  2.04it/s, loss=0.642, pair=0.010, adv=8.155, sprd=0.027]
Ep 027/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.14it/s, loss=0.642, pair=0.010, adv=8.155, sprd=0.027]
Ep 027/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.14it/s, loss=0.677, pair=0.006, adv=6.111, sprd=0.021]
Ep 027/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:09,  2.08it/s, loss=0.677, pair=0.006, adv=6.111, sprd=0.021]
Ep 027/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:09,  2.08it/s, loss=0.599, pair=0.000, adv=8.081, sprd=0.018]
Ep 027/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.599, pair=0.000, adv=8.081, sprd=0.018]
Ep 027/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.576, pair=0.001, adv=5.670, sprd=0.017]
Ep 027/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:07,  2.10it/s, loss=0.576, pair=0.001, adv=5.670, sprd=0.017]
Ep 027/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:07,  2.10it/s, loss=0.591, pair=0.007, adv=8.119, sprd=0.020]
Ep 027/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.18it/s, loss=0.591, pair=0.007, adv=8.119, sprd=0.020]
Ep 027/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.18it/s, loss=0.608, pair=0.016, adv=5.432, sprd=0.021]
Ep 027/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:11,  1.97it/s, loss=0.608, pair=0.016, adv=5.432, sprd=0.021]
Ep 027/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:11,  1.97it/s, loss=0.602, pair=0.004, adv=7.325, sprd=0.025]
Ep 027/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:07,  2.06it/s, loss=0.602, pair=0.004, adv=7.325, sprd=0.025]
Ep 027/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:07,  2.06it/s, loss=0.666, pair=0.003, adv=5.546, sprd=0.039]
Ep 027/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:10,  1.97it/s, loss=0.666, pair=0.003, adv=5.546, sprd=0.039]
Ep 027/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:10,  1.97it/s, loss=0.576, pair=0.003, adv=6.662, sprd=0.017]
Ep 027/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:05,  2.09it/s, loss=0.576, pair=0.003, adv=6.662, sprd=0.017]
Ep 027/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:05,  2.09it/s, loss=0.607, pair=0.002, adv=6.751, sprd=0.020]
Ep 027/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:06,  2.04it/s, loss=0.607, pair=0.002, adv=6.751, sprd=0.020]
Ep 027/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:06,  2.04it/s, loss=0.631, pair=0.000, adv=6.870, sprd=0.026]
Ep 027/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.13it/s, loss=0.631, pair=0.000, adv=6.870, sprd=0.026]
Ep 027/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.13it/s, loss=0.663, pair=0.003, adv=5.561, sprd=0.022]
Ep 027/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:05,  2.05it/s, loss=0.663, pair=0.003, adv=5.561, sprd=0.022]
Ep 027/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:05,  2.05it/s, loss=0.580, pair=0.006, adv=6.159, sprd=0.020]
Ep 027/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:02,  2.14it/s, loss=0.580, pair=0.006, adv=6.159, sprd=0.020]
Ep 027/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:02,  2.14it/s, loss=0.609, pair=0.010, adv=4.661, sprd=0.023]
Ep 027/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:04,  2.04it/s, loss=0.609, pair=0.010, adv=4.661, sprd=0.023]
Ep 027/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:04,  2.04it/s, loss=0.601, pair=0.017, adv=5.228, sprd=0.018]
Ep 027/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<00:59,  2.19it/s, loss=0.601, pair=0.017, adv=5.228, sprd=0.018]
Ep 027/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<00:59,  2.19it/s, loss=0.601, pair=0.008, adv=6.752, sprd=0.017]
Ep 027/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:01,  2.11it/s, loss=0.601, pair=0.008, adv=6.752, sprd=0.017]
Ep 027/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:01,  2.11it/s, loss=0.591, pair=0.002, adv=7.103, sprd=0.020]
Ep 027/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:58,  2.19it/s, loss=0.591, pair=0.002, adv=7.103, sprd=0.020]
Ep 027/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<00:58,  2.19it/s, loss=0.600, pair=0.004, adv=6.133, sprd=0.021]
Ep 027/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:00,  2.11it/s, loss=0.600, pair=0.004, adv=6.133, sprd=0.021]
Ep 027/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:00,  2.11it/s, loss=0.617, pair=0.001, adv=5.849, sprd=0.026]
Ep 027/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:58,  2.18it/s, loss=0.617, pair=0.001, adv=5.849, sprd=0.026]
Ep 027/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:58,  2.18it/s, loss=0.602, pair=0.005, adv=7.326, sprd=0.022]
Ep 027/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.08it/s, loss=0.602, pair=0.005, adv=7.326, sprd=0.022]
Ep 027/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.08it/s, loss=0.579, pair=0.014, adv=4.975, sprd=0.018]
Ep 027/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:57,  2.19it/s, loss=0.579, pair=0.014, adv=4.975, sprd=0.018]
Ep 027/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:57,  2.19it/s, loss=0.555, pair=0.005, adv=7.557, sprd=0.014]
Ep 027/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:58,  2.11it/s, loss=0.555, pair=0.005, adv=7.557, sprd=0.014]
Ep 027/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:58,  2.11it/s, loss=0.617, pair=0.001, adv=5.671, sprd=0.023]
Ep 027/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:55,  2.20it/s, loss=0.617, pair=0.001, adv=5.671, sprd=0.023]
Ep 027/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:55,  2.20it/s, loss=0.565, pair=0.000, adv=6.762, sprd=0.017]
Ep 027/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.08it/s, loss=0.565, pair=0.000, adv=6.762, sprd=0.017]
Ep 027/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.08it/s, loss=0.604, pair=0.001, adv=7.768, sprd=0.023]
Ep 027/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:55,  2.16it/s, loss=0.604, pair=0.001, adv=7.768, sprd=0.023]
Ep 027/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.16it/s, loss=0.618, pair=0.009, adv=6.162, sprd=0.022]
Ep 027/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:57,  2.09it/s, loss=0.618, pair=0.009, adv=6.162, sprd=0.022]
Ep 027/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:57,  2.09it/s, loss=0.590, pair=0.005, adv=7.127, sprd=0.020]
Ep 027/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:54,  2.18it/s, loss=0.590, pair=0.005, adv=7.127, sprd=0.020]
Ep 027/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:54,  2.18it/s, loss=0.562, pair=0.007, adv=7.611, sprd=0.016]
Ep 027/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:59,  1.99it/s, loss=0.562, pair=0.007, adv=7.611, sprd=0.016]
Ep 027/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:59,  1.99it/s, loss=0.608, pair=0.013, adv=7.423, sprd=0.021]
Ep 027/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:56,  2.06it/s, loss=0.608, pair=0.013, adv=7.423, sprd=0.021]
Ep 027/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:56,  2.06it/s, loss=0.599, pair=0.002, adv=6.954, sprd=0.024]
Ep 027/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<01:02,  1.87it/s, loss=0.599, pair=0.002, adv=6.954, sprd=0.024]
Ep 027/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<01:02,  1.87it/s, loss=0.567, pair=0.006, adv=4.820, sprd=0.015]
Ep 027/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:57,  1.99it/s, loss=0.567, pair=0.006, adv=4.820, sprd=0.015]
Ep 027/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:57,  1.99it/s, loss=0.626, pair=0.005, adv=8.713, sprd=0.030]
Ep 027/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<01:02,  1.83it/s, loss=0.626, pair=0.005, adv=8.713, sprd=0.030]
Ep 027/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<01:02,  1.83it/s, loss=0.608, pair=0.016, adv=6.538, sprd=0.021]
Ep 027/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:58,  1.94it/s, loss=0.608, pair=0.016, adv=6.538, sprd=0.021]
Ep 027/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:58,  1.94it/s, loss=0.595, pair=0.003, adv=7.741, sprd=0.019]
Ep 027/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<01:02,  1.80it/s, loss=0.595, pair=0.003, adv=7.741, sprd=0.019]
Ep 027/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<01:02,  1.80it/s, loss=0.614, pair=0.009, adv=4.763, sprd=0.022]
Ep 027/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:57,  1.92it/s, loss=0.614, pair=0.009, adv=4.763, sprd=0.022]
Ep 027/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:57,  1.92it/s, loss=0.672, pair=0.013, adv=9.935, sprd=0.023]
Ep 027/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<01:05,  1.67it/s, loss=0.672, pair=0.013, adv=9.935, sprd=0.023]
Ep 027/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<01:05,  1.67it/s, loss=0.599, pair=0.012, adv=6.870, sprd=0.016]
Ep 027/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:59,  1.83it/s, loss=0.599, pair=0.012, adv=6.870, sprd=0.016]
Ep 027/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:59,  1.83it/s, loss=0.597, pair=0.008, adv=5.409, sprd=0.020]
Ep 027/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<01:01,  1.75it/s, loss=0.597, pair=0.008, adv=5.409, sprd=0.020]
Ep 027/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<01:01,  1.75it/s, loss=0.563, pair=0.002, adv=5.689, sprd=0.014]
Ep 027/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:56,  1.90it/s, loss=0.563, pair=0.002, adv=5.689, sprd=0.014]
Ep 027/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:56,  1.90it/s, loss=0.583, pair=0.010, adv=7.493, sprd=0.022]
Ep 027/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:59,  1.79it/s, loss=0.583, pair=0.010, adv=7.493, sprd=0.022]
Ep 027/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:59,  1.79it/s, loss=0.565, pair=0.014, adv=7.440, sprd=0.014]
Ep 027/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:54,  1.92it/s, loss=0.565, pair=0.014, adv=7.440, sprd=0.014]
Ep 027/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:54,  1.92it/s, loss=0.555, pair=0.014, adv=7.550, sprd=0.014]
Ep 027/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:57,  1.82it/s, loss=0.555, pair=0.014, adv=7.550, sprd=0.014]
Ep 027/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:57,  1.82it/s, loss=0.587, pair=0.011, adv=7.104, sprd=0.017]
Ep 027/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:52,  1.95it/s, loss=0.587, pair=0.011, adv=7.104, sprd=0.017]
Ep 027/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:52,  1.95it/s, loss=0.597, pair=0.002, adv=8.230, sprd=0.026]
Ep 027/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:56,  1.80it/s, loss=0.597, pair=0.002, adv=8.230, sprd=0.026]
Ep 027/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:56,  1.80it/s, loss=0.603, pair=0.003, adv=6.857, sprd=0.020]
Ep 027/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:52,  1.93it/s, loss=0.603, pair=0.003, adv=6.857, sprd=0.020]
Ep 027/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:52,  1.93it/s, loss=0.592, pair=0.000, adv=6.671, sprd=0.022]
Ep 027/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:55,  1.80it/s, loss=0.592, pair=0.000, adv=6.671, sprd=0.022]
Ep 027/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:55,  1.80it/s, loss=0.648, pair=0.000, adv=6.312, sprd=0.031]
Ep 027/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:52,  1.90it/s, loss=0.648, pair=0.000, adv=6.312, sprd=0.031]
Ep 027/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:52,  1.90it/s, loss=0.612, pair=0.000, adv=4.597, sprd=0.021]
Ep 027/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:54,  1.81it/s, loss=0.612, pair=0.000, adv=4.597, sprd=0.021]
Ep 027/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:54,  1.81it/s, loss=0.602, pair=0.002, adv=4.503, sprd=0.024]
Ep 027/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:50,  1.91it/s, loss=0.602, pair=0.002, adv=4.503, sprd=0.024]
Ep 027/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:50,  1.91it/s, loss=0.620, pair=0.004, adv=6.898, sprd=0.016]
Ep 027/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:53,  1.80it/s, loss=0.620, pair=0.004, adv=6.898, sprd=0.016]
Ep 027/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:53,  1.80it/s, loss=0.591, pair=0.000, adv=6.458, sprd=0.024]
Ep 027/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:50,  1.88it/s, loss=0.591, pair=0.000, adv=6.458, sprd=0.024]
Ep 027/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:50,  1.88it/s, loss=1.346, pair=2.502, adv=5.828, sprd=0.019]
Ep 027/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:52,  1.80it/s, loss=1.346, pair=2.502, adv=5.828, sprd=0.019]
Ep 027/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:52,  1.80it/s, loss=0.586, pair=0.013, adv=6.968, sprd=0.020]
Ep 027/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:48,  1.90it/s, loss=0.586, pair=0.013, adv=6.968, sprd=0.020]
Ep 027/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:48,  1.90it/s, loss=0.599, pair=0.004, adv=8.482, sprd=0.020]
Ep 027/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:51,  1.79it/s, loss=0.599, pair=0.004, adv=8.482, sprd=0.020]
Ep 027/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:51,  1.79it/s, loss=0.608, pair=0.002, adv=6.482, sprd=0.023]
Ep 027/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:47,  1.90it/s, loss=0.608, pair=0.002, adv=6.482, sprd=0.023]
Ep 027/80 [S2:+mat]:  80%|██▍| 362/453 [03:01<00:47,  1.90it/s, loss=0.593, pair=0.000, adv=5.769, sprd=0.020]
Ep 027/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:49,  1.82it/s, loss=0.593, pair=0.000, adv=5.769, sprd=0.020]
Ep 027/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:49,  1.82it/s, loss=0.575, pair=0.000, adv=7.421, sprd=0.017]
Ep 027/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:45,  1.94it/s, loss=0.575, pair=0.000, adv=7.421, sprd=0.017]
Ep 027/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:45,  1.94it/s, loss=0.581, pair=0.005, adv=8.014, sprd=0.018]
Ep 027/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:45,  1.92it/s, loss=0.581, pair=0.005, adv=8.014, sprd=0.018]
Ep 027/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:45,  1.92it/s, loss=0.610, pair=0.004, adv=7.987, sprd=0.023]
Ep 027/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:42,  2.05it/s, loss=0.610, pair=0.004, adv=7.987, sprd=0.023]
Ep 027/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:42,  2.05it/s, loss=0.566, pair=0.012, adv=5.891, sprd=0.015]
Ep 027/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:44,  1.93it/s, loss=0.566, pair=0.012, adv=5.891, sprd=0.015]
Ep 027/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:44,  1.93it/s, loss=0.613, pair=0.005, adv=5.194, sprd=0.023]
Ep 027/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:41,  2.05it/s, loss=0.613, pair=0.005, adv=5.194, sprd=0.023]
Ep 027/80 [S2:+mat]:  81%|██▍| 368/453 [03:04<00:41,  2.05it/s, loss=0.637, pair=0.006, adv=5.081, sprd=0.029]
Ep 027/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:41,  2.00it/s, loss=0.637, pair=0.006, adv=5.081, sprd=0.029]
Ep 027/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:41,  2.00it/s, loss=0.611, pair=0.002, adv=4.195, sprd=0.024]
Ep 027/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:39,  2.11it/s, loss=0.611, pair=0.002, adv=4.195, sprd=0.024]
Ep 027/80 [S2:+mat]:  82%|██▍| 370/453 [03:05<00:39,  2.11it/s, loss=0.588, pair=0.000, adv=6.723, sprd=0.022]
Ep 027/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:40,  2.02it/s, loss=0.588, pair=0.000, adv=6.723, sprd=0.022]
Ep 027/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:40,  2.02it/s, loss=1.272, pair=2.135, adv=5.902, sprd=0.030]
Ep 027/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:38,  2.09it/s, loss=1.272, pair=2.135, adv=5.902, sprd=0.030]
Ep 027/80 [S2:+mat]:  82%|██▍| 372/453 [03:06<00:38,  2.09it/s, loss=0.630, pair=0.001, adv=6.111, sprd=0.025]
Ep 027/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:39,  2.03it/s, loss=0.630, pair=0.001, adv=6.111, sprd=0.025]
Ep 027/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:39,  2.03it/s, loss=0.603, pair=0.009, adv=8.168, sprd=0.020]
Ep 027/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:36,  2.14it/s, loss=0.603, pair=0.009, adv=8.168, sprd=0.020]
Ep 027/80 [S2:+mat]:  83%|██▍| 374/453 [03:07<00:36,  2.14it/s, loss=0.599, pair=0.001, adv=8.578, sprd=0.019]
Ep 027/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:38,  2.04it/s, loss=0.599, pair=0.001, adv=8.578, sprd=0.019]
Ep 027/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:38,  2.04it/s, loss=0.582, pair=0.000, adv=8.196, sprd=0.016]
Ep 027/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:35,  2.16it/s, loss=0.582, pair=0.000, adv=8.196, sprd=0.016]
Ep 027/80 [S2:+mat]:  83%|██▍| 376/453 [03:08<00:35,  2.16it/s, loss=0.671, pair=0.003, adv=6.979, sprd=0.023]
Ep 027/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:36,  2.08it/s, loss=0.671, pair=0.003, adv=6.979, sprd=0.023]
Ep 027/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:36,  2.08it/s, loss=0.600, pair=0.002, adv=5.265, sprd=0.025]
Ep 027/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:35,  2.14it/s, loss=0.600, pair=0.002, adv=5.265, sprd=0.025]
Ep 027/80 [S2:+mat]:  83%|██▌| 378/453 [03:09<00:35,  2.14it/s, loss=0.604, pair=0.001, adv=6.127, sprd=0.026]
Ep 027/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:36,  2.02it/s, loss=0.604, pair=0.001, adv=6.127, sprd=0.026]
Ep 027/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:36,  2.02it/s, loss=1.353, pair=2.496, adv=9.608, sprd=0.025]
Ep 027/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:34,  2.10it/s, loss=1.353, pair=2.496, adv=9.608, sprd=0.025]
Ep 027/80 [S2:+mat]:  84%|██▌| 380/453 [03:10<00:34,  2.10it/s, loss=0.643, pair=0.006, adv=5.315, sprd=0.032]
Ep 027/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:36,  1.99it/s, loss=0.643, pair=0.006, adv=5.315, sprd=0.032]
Ep 027/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:36,  1.99it/s, loss=0.556, pair=0.002, adv=7.091, sprd=0.015]
Ep 027/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:33,  2.11it/s, loss=0.556, pair=0.002, adv=7.091, sprd=0.015]
Ep 027/80 [S2:+mat]:  84%|██▌| 382/453 [03:11<00:33,  2.11it/s, loss=1.361, pair=2.500, adv=6.676, sprd=0.024]
Ep 027/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:34,  2.04it/s, loss=1.361, pair=2.500, adv=6.676, sprd=0.024]
Ep 027/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:34,  2.04it/s, loss=0.593, pair=0.001, adv=6.343, sprd=0.018]
Ep 027/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:31,  2.16it/s, loss=0.593, pair=0.001, adv=6.343, sprd=0.018]
Ep 027/80 [S2:+mat]:  85%|██▌| 384/453 [03:12<00:31,  2.16it/s, loss=0.593, pair=0.001, adv=9.167, sprd=0.021]
Ep 027/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:32,  2.06it/s, loss=0.593, pair=0.001, adv=9.167, sprd=0.021]
Ep 027/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:32,  2.06it/s, loss=0.566, pair=0.000, adv=8.859, sprd=0.017]
Ep 027/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.15it/s, loss=0.566, pair=0.000, adv=8.859, sprd=0.017]
Ep 027/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.15it/s, loss=0.585, pair=0.000, adv=8.783, sprd=0.020]
Ep 027/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.05it/s, loss=0.585, pair=0.000, adv=8.783, sprd=0.020]
Ep 027/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:32,  2.05it/s, loss=0.572, pair=0.000, adv=5.015, sprd=0.019]
Ep 027/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.14it/s, loss=0.572, pair=0.000, adv=5.015, sprd=0.019]
Ep 027/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.14it/s, loss=0.605, pair=0.000, adv=8.926, sprd=0.026]
Ep 027/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:32,  1.99it/s, loss=0.605, pair=0.000, adv=8.926, sprd=0.026]
Ep 027/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:32,  1.99it/s, loss=0.559, pair=0.000, adv=5.078, sprd=0.015]
Ep 027/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:29,  2.11it/s, loss=0.559, pair=0.000, adv=5.078, sprd=0.015]
Ep 027/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:29,  2.11it/s, loss=0.608, pair=0.000, adv=6.897, sprd=0.024]
Ep 027/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:30,  2.04it/s, loss=0.608, pair=0.000, adv=6.897, sprd=0.024]
Ep 027/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:30,  2.04it/s, loss=0.596, pair=0.001, adv=4.653, sprd=0.024]
Ep 027/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:28,  2.12it/s, loss=0.596, pair=0.001, adv=4.653, sprd=0.024]
Ep 027/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:28,  2.12it/s, loss=0.689, pair=0.005, adv=7.836, sprd=0.026]
Ep 027/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:29,  2.03it/s, loss=0.689, pair=0.005, adv=7.836, sprd=0.026]
Ep 027/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:29,  2.03it/s, loss=0.561, pair=0.002, adv=7.840, sprd=0.016]
Ep 027/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.13it/s, loss=0.561, pair=0.002, adv=7.840, sprd=0.016]
Ep 027/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.13it/s, loss=0.578, pair=0.003, adv=6.555, sprd=0.019]
Ep 027/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:30,  1.92it/s, loss=0.578, pair=0.003, adv=6.555, sprd=0.019]
Ep 027/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:30,  1.92it/s, loss=0.579, pair=0.000, adv=6.634, sprd=0.018]
Ep 027/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.04it/s, loss=0.579, pair=0.000, adv=6.634, sprd=0.018]
Ep 027/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.04it/s, loss=0.572, pair=0.000, adv=7.852, sprd=0.014]
Ep 027/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.01it/s, loss=0.572, pair=0.000, adv=7.852, sprd=0.014]
Ep 027/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:27,  2.01it/s, loss=1.288, pair=2.209, adv=6.036, sprd=0.024]
Ep 027/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.11it/s, loss=1.288, pair=2.209, adv=6.036, sprd=0.024]
Ep 027/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.11it/s, loss=0.565, pair=0.003, adv=7.528, sprd=0.015]
Ep 027/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.03it/s, loss=0.565, pair=0.003, adv=7.528, sprd=0.015]
Ep 027/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:26,  2.03it/s, loss=0.561, pair=0.002, adv=6.549, sprd=0.017]
Ep 027/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.12it/s, loss=0.561, pair=0.002, adv=6.549, sprd=0.017]
Ep 027/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.12it/s, loss=0.594, pair=0.007, adv=5.805, sprd=0.023]
Ep 027/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.03it/s, loss=0.594, pair=0.007, adv=5.805, sprd=0.023]
Ep 027/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:25,  2.03it/s, loss=0.572, pair=0.004, adv=7.346, sprd=0.015]
Ep 027/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.15it/s, loss=0.572, pair=0.004, adv=7.346, sprd=0.015]
Ep 027/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.15it/s, loss=0.562, pair=0.003, adv=7.183, sprd=0.015]
Ep 027/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.07it/s, loss=0.562, pair=0.003, adv=7.183, sprd=0.015]
Ep 027/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:24,  2.07it/s, loss=0.608, pair=0.000, adv=7.276, sprd=0.021]
Ep 027/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.18it/s, loss=0.608, pair=0.000, adv=7.276, sprd=0.021]
Ep 027/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.18it/s, loss=0.571, pair=0.000, adv=6.718, sprd=0.017]
Ep 027/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:22,  2.12it/s, loss=0.571, pair=0.000, adv=6.718, sprd=0.017]
Ep 027/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:22,  2.12it/s, loss=0.608, pair=0.000, adv=4.097, sprd=0.023]
Ep 027/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.20it/s, loss=0.608, pair=0.000, adv=4.097, sprd=0.023]
Ep 027/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.20it/s, loss=0.625, pair=0.000, adv=5.480, sprd=0.024]
Ep 027/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:21,  2.11it/s, loss=0.625, pair=0.000, adv=5.480, sprd=0.024]
Ep 027/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:21,  2.11it/s, loss=0.622, pair=0.000, adv=6.847, sprd=0.024]
Ep 027/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:20,  2.19it/s, loss=0.622, pair=0.000, adv=6.847, sprd=0.024]
Ep 027/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.19it/s, loss=0.597, pair=0.000, adv=8.520, sprd=0.018]
Ep 027/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.09it/s, loss=0.597, pair=0.000, adv=8.520, sprd=0.018]
Ep 027/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.09it/s, loss=1.560, pair=3.146, adv=7.666, sprd=0.024]
Ep 027/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:19,  2.18it/s, loss=1.560, pair=3.146, adv=7.666, sprd=0.024]
Ep 027/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.18it/s, loss=0.579, pair=0.000, adv=7.116, sprd=0.015]
Ep 027/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.09it/s, loss=0.579, pair=0.000, adv=7.116, sprd=0.015]
Ep 027/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.09it/s, loss=0.624, pair=0.001, adv=9.395, sprd=0.023]
Ep 027/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:18,  2.18it/s, loss=0.624, pair=0.001, adv=9.395, sprd=0.023]
Ep 027/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.18it/s, loss=0.611, pair=0.002, adv=4.687, sprd=0.023]
Ep 027/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.08it/s, loss=0.611, pair=0.002, adv=4.687, sprd=0.023]
Ep 027/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.08it/s, loss=0.629, pair=0.002, adv=3.753, sprd=0.026]
Ep 027/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:18,  2.17it/s, loss=0.629, pair=0.002, adv=3.753, sprd=0.026]
Ep 027/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.17it/s, loss=0.628, pair=0.012, adv=6.188, sprd=0.026]
Ep 027/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.07it/s, loss=0.628, pair=0.012, adv=6.188, sprd=0.026]
Ep 027/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.07it/s, loss=0.580, pair=0.001, adv=8.631, sprd=0.020]
Ep 027/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:17,  2.14it/s, loss=0.580, pair=0.001, adv=8.631, sprd=0.020]
Ep 027/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:17,  2.14it/s, loss=0.602, pair=0.002, adv=7.528, sprd=0.019]
Ep 027/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.06it/s, loss=0.602, pair=0.002, adv=7.528, sprd=0.019]
Ep 027/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.06it/s, loss=0.605, pair=0.002, adv=5.415, sprd=0.022]
Ep 027/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:16,  2.17it/s, loss=0.605, pair=0.002, adv=5.415, sprd=0.022]
Ep 027/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.17it/s, loss=0.640, pair=0.013, adv=5.238, sprd=0.026]
Ep 027/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.06it/s, loss=0.640, pair=0.013, adv=5.238, sprd=0.026]
Ep 027/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.06it/s, loss=0.617, pair=0.002, adv=4.857, sprd=0.028]
Ep 027/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.10it/s, loss=0.617, pair=0.002, adv=4.857, sprd=0.028]
Ep 027/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:15,  2.10it/s, loss=0.642, pair=0.035, adv=4.783, sprd=0.023]
Ep 027/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.06it/s, loss=0.642, pair=0.035, adv=4.783, sprd=0.023]
Ep 027/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.06it/s, loss=0.610, pair=0.001, adv=7.496, sprd=0.021]
Ep 027/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.16it/s, loss=0.610, pair=0.001, adv=7.496, sprd=0.021]
Ep 027/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.16it/s, loss=0.573, pair=0.001, adv=8.986, sprd=0.018]
Ep 027/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.96it/s, loss=0.573, pair=0.001, adv=8.986, sprd=0.018]
Ep 027/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.96it/s, loss=0.565, pair=0.005, adv=6.790, sprd=0.017]
Ep 027/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.09it/s, loss=0.565, pair=0.005, adv=6.790, sprd=0.017]
Ep 027/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:13,  2.09it/s, loss=1.249, pair=2.045, adv=6.102, sprd=0.033]
Ep 027/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.98it/s, loss=1.249, pair=2.045, adv=6.102, sprd=0.033]
Ep 027/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.98it/s, loss=0.599, pair=0.001, adv=5.140, sprd=0.023]
Ep 027/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.08it/s, loss=0.599, pair=0.001, adv=5.140, sprd=0.023]
Ep 027/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:12,  2.08it/s, loss=0.588, pair=0.011, adv=8.287, sprd=0.016]
Ep 027/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.04it/s, loss=0.588, pair=0.011, adv=8.287, sprd=0.016]
Ep 027/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.04it/s, loss=0.602, pair=0.005, adv=8.809, sprd=0.025]
Ep 027/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.11it/s, loss=0.602, pair=0.005, adv=8.809, sprd=0.025]
Ep 027/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:11,  2.11it/s, loss=0.621, pair=0.035, adv=9.609, sprd=0.020]
Ep 027/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.00it/s, loss=0.621, pair=0.035, adv=9.609, sprd=0.020]
Ep 027/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.00it/s, loss=0.568, pair=0.023, adv=5.821, sprd=0.018]
Ep 027/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.09it/s, loss=0.568, pair=0.023, adv=5.821, sprd=0.018]
Ep 027/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:10,  2.09it/s, loss=0.616, pair=0.002, adv=6.857, sprd=0.022]
Ep 027/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.03it/s, loss=0.616, pair=0.002, adv=6.857, sprd=0.022]
Ep 027/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.03it/s, loss=0.617, pair=0.012, adv=6.858, sprd=0.022]
Ep 027/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.14it/s, loss=0.617, pair=0.012, adv=6.858, sprd=0.022]
Ep 027/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.14it/s, loss=0.637, pair=0.006, adv=5.199, sprd=0.015]
Ep 027/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.06it/s, loss=0.637, pair=0.006, adv=5.199, sprd=0.015]
Ep 027/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.06it/s, loss=0.591, pair=0.000, adv=6.602, sprd=0.017]
Ep 027/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.15it/s, loss=0.591, pair=0.000, adv=6.602, sprd=0.017]
Ep 027/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:08,  2.15it/s, loss=0.662, pair=0.000, adv=6.448, sprd=0.034]
Ep 027/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.93it/s, loss=0.662, pair=0.000, adv=6.448, sprd=0.034]
Ep 027/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.93it/s, loss=0.595, pair=0.001, adv=5.333, sprd=0.019]
Ep 027/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  2.04it/s, loss=0.595, pair=0.001, adv=5.333, sprd=0.019]
Ep 027/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  2.04it/s, loss=0.605, pair=0.000, adv=8.141, sprd=0.021]
Ep 027/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:08,  1.84it/s, loss=0.605, pair=0.000, adv=8.141, sprd=0.021]
Ep 027/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:08,  1.84it/s, loss=0.595, pair=0.001, adv=9.723, sprd=0.015]
Ep 027/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  1.99it/s, loss=0.595, pair=0.001, adv=9.723, sprd=0.015]
Ep 027/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:07,  1.99it/s, loss=0.569, pair=0.004, adv=7.919, sprd=0.017]
Ep 027/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:07,  1.85it/s, loss=0.569, pair=0.004, adv=7.919, sprd=0.017]
Ep 027/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:07,  1.85it/s, loss=0.621, pair=0.000, adv=4.276, sprd=0.024]
Ep 027/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  1.96it/s, loss=0.621, pair=0.000, adv=4.276, sprd=0.024]
Ep 027/80 [S2:+mat]:  97%|██▉| 440/453 [03:39<00:06,  1.96it/s, loss=0.569, pair=0.000, adv=7.309, sprd=0.017]
Ep 027/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:06,  1.83it/s, loss=0.569, pair=0.000, adv=7.309, sprd=0.017]
Ep 027/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:06,  1.83it/s, loss=0.556, pair=0.002, adv=8.235, sprd=0.016]
Ep 027/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  1.93it/s, loss=0.556, pair=0.002, adv=8.235, sprd=0.016]
Ep 027/80 [S2:+mat]:  98%|██▉| 442/453 [03:40<00:05,  1.93it/s, loss=0.572, pair=0.000, adv=7.093, sprd=0.017]
Ep 027/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:05,  1.80it/s, loss=0.572, pair=0.000, adv=7.093, sprd=0.017]
Ep 027/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:05,  1.80it/s, loss=0.613, pair=0.006, adv=7.098, sprd=0.025]
Ep 027/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  1.90it/s, loss=0.613, pair=0.006, adv=7.098, sprd=0.025]
Ep 027/80 [S2:+mat]:  98%|██▉| 444/453 [03:41<00:04,  1.90it/s, loss=0.558, pair=0.011, adv=7.266, sprd=0.013]
Ep 027/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:04,  1.81it/s, loss=0.558, pair=0.011, adv=7.266, sprd=0.013]
Ep 027/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:04,  1.81it/s, loss=0.593, pair=0.000, adv=6.455, sprd=0.023]
Ep 027/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  1.92it/s, loss=0.593, pair=0.000, adv=6.455, sprd=0.023]
Ep 027/80 [S2:+mat]:  98%|██▉| 446/453 [03:42<00:03,  1.92it/s, loss=0.614, pair=0.001, adv=4.865, sprd=0.027]
Ep 027/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:03,  1.79it/s, loss=0.614, pair=0.001, adv=4.865, sprd=0.027]
Ep 027/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:03,  1.79it/s, loss=0.620, pair=0.001, adv=8.615, sprd=0.025]
Ep 027/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  1.90it/s, loss=0.620, pair=0.001, adv=8.615, sprd=0.025]
Ep 027/80 [S2:+mat]:  99%|██▉| 448/453 [03:43<00:02,  1.90it/s, loss=0.622, pair=0.001, adv=7.171, sprd=0.023]
Ep 027/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:02,  1.80it/s, loss=0.622, pair=0.001, adv=7.171, sprd=0.023]
Ep 027/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:02,  1.80it/s, loss=0.635, pair=0.000, adv=5.359, sprd=0.027]
Ep 027/80 [S2:+mat]:  99%|██▉| 450/453 [03:44<00:01,  1.91it/s, loss=0.635, pair=0.000, adv=5.359, sprd=0.027]
Ep 027/80 [S2:+mat]:  99%|██▉| 450/453 [03:44<00:01,  1.91it/s, loss=0.600, pair=0.001, adv=6.176, sprd=0.022]
Ep 027/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:01,  1.82it/s, loss=0.600, pair=0.001, adv=6.176, sprd=0.022]
Ep 027/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:01,  1.82it/s, loss=0.625, pair=0.000, adv=4.326, sprd=0.025]
Ep 027/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  1.93it/s, loss=0.625, pair=0.000, adv=4.326, sprd=0.025]
Ep 027/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  1.93it/s, loss=0.605, pair=0.000, adv=5.074, sprd=0.026]
Ep 027/80 [S2:+mat]: 100%|███| 453/453 [03:45<00:00,  1.65it/s, loss=0.605, pair=0.000, adv=5.074, sprd=0.026]
                                                                                                              
Epoch 027/80 [S2:+mat]  loss=0.6448  mat=0.2658  sens=1.1928  pair=0.1531  adv=6.8334(rand=3.47)  deg=0.0059  orth=0.0017  spread=0.0210  q_mean=52.4  q_std=19.1  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.73e-05  226s

Ep 028/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 028/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.620, pair=0.004, adv=7.197, sprd=0.025]
Ep 028/80 [S2:+mat]:   0%|     | 1/453 [00:01<07:41,  1.02s/it, loss=0.620, pair=0.004, adv=7.197, sprd=0.025]
Ep 028/80 [S2:+mat]:   0%|     | 1/453 [00:01<07:41,  1.02s/it, loss=0.571, pair=0.002, adv=8.527, sprd=0.017]
Ep 028/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:09,  1.46it/s, loss=0.571, pair=0.002, adv=8.527, sprd=0.017]
Ep 028/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:09,  1.46it/s, loss=0.623, pair=0.000, adv=6.717, sprd=0.028]
Ep 028/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:59,  1.50it/s, loss=0.623, pair=0.000, adv=6.717, sprd=0.028]
Ep 028/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:59,  1.50it/s, loss=0.639, pair=0.006, adv=8.948, sprd=0.029]
Ep 028/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:21,  1.71it/s, loss=0.639, pair=0.006, adv=8.948, sprd=0.029]
Ep 028/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:21,  1.71it/s, loss=0.611, pair=0.001, adv=5.448, sprd=0.025]
Ep 028/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:26,  1.68it/s, loss=0.611, pair=0.001, adv=5.448, sprd=0.025]
Ep 028/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:26,  1.68it/s, loss=0.619, pair=0.007, adv=5.745, sprd=0.025]
Ep 028/80 [S2:+mat]:   1%|     | 6/453 [00:03<04:04,  1.83it/s, loss=0.619, pair=0.007, adv=5.745, sprd=0.025]
Ep 028/80 [S2:+mat]:   1%|     | 6/453 [00:04<04:04,  1.83it/s, loss=0.617, pair=0.005, adv=7.280, sprd=0.023]
Ep 028/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:16,  1.74it/s, loss=0.617, pair=0.005, adv=7.280, sprd=0.023]
Ep 028/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:16,  1.74it/s, loss=0.559, pair=0.011, adv=9.959, sprd=0.016]
Ep 028/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:56,  1.88it/s, loss=0.559, pair=0.011, adv=9.959, sprd=0.016]
Ep 028/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:56,  1.88it/s, loss=0.592, pair=0.009, adv=8.271, sprd=0.021]
Ep 028/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:57,  1.87it/s, loss=0.592, pair=0.009, adv=8.271, sprd=0.021]
Ep 028/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:57,  1.87it/s, loss=0.634, pair=0.003, adv=6.561, sprd=0.023]
Ep 028/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:39,  2.02it/s, loss=0.634, pair=0.003, adv=6.561, sprd=0.023]
Ep 028/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:39,  2.02it/s, loss=0.663, pair=0.001, adv=7.627, sprd=0.022]
Ep 028/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:48,  1.94it/s, loss=0.663, pair=0.001, adv=7.627, sprd=0.022]
Ep 028/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:48,  1.94it/s, loss=0.639, pair=0.004, adv=3.810, sprd=0.032]
Ep 028/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:37,  2.03it/s, loss=0.639, pair=0.004, adv=3.810, sprd=0.032]
Ep 028/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:37,  2.03it/s, loss=0.606, pair=0.000, adv=8.716, sprd=0.021]
Ep 028/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:41,  1.99it/s, loss=0.606, pair=0.000, adv=8.716, sprd=0.021]
Ep 028/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:41,  1.99it/s, loss=0.592, pair=0.002, adv=6.107, sprd=0.019]
Ep 028/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:27,  2.11it/s, loss=0.592, pair=0.002, adv=6.107, sprd=0.019]
Ep 028/80 [S2:+mat]:   3%|   | 14/453 [00:08<03:27,  2.11it/s, loss=0.573, pair=0.005, adv=10.412, sprd=0.016]
Ep 028/80 [S2:+mat]:   3%|   | 15/453 [00:08<03:34,  2.04it/s, loss=0.573, pair=0.005, adv=10.412, sprd=0.016]
Ep 028/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:34,  2.04it/s, loss=0.564, pair=0.001, adv=6.270, sprd=0.016]
Ep 028/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:22,  2.16it/s, loss=0.564, pair=0.001, adv=6.270, sprd=0.016]
Ep 028/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:22,  2.16it/s, loss=0.606, pair=0.008, adv=5.093, sprd=0.024]
Ep 028/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:33,  2.04it/s, loss=0.606, pair=0.008, adv=5.093, sprd=0.024]
Ep 028/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:33,  2.04it/s, loss=0.600, pair=0.001, adv=6.487, sprd=0.023]
Ep 028/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:24,  2.13it/s, loss=0.600, pair=0.001, adv=6.487, sprd=0.023]
Ep 028/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:24,  2.13it/s, loss=0.580, pair=0.000, adv=8.518, sprd=0.018]
Ep 028/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:32,  2.04it/s, loss=0.580, pair=0.000, adv=8.518, sprd=0.018]
Ep 028/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:32,  2.04it/s, loss=0.613, pair=0.000, adv=7.185, sprd=0.022]
Ep 028/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.613, pair=0.000, adv=7.185, sprd=0.022]
Ep 028/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.617, pair=0.005, adv=5.750, sprd=0.022]
Ep 028/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:27,  2.09it/s, loss=0.617, pair=0.005, adv=5.750, sprd=0.022]
Ep 028/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:27,  2.09it/s, loss=0.598, pair=0.001, adv=5.530, sprd=0.019]
Ep 028/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:16,  2.20it/s, loss=0.598, pair=0.001, adv=5.530, sprd=0.019]
Ep 028/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:16,  2.20it/s, loss=0.571, pair=0.000, adv=4.864, sprd=0.019]
Ep 028/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:25,  2.09it/s, loss=0.571, pair=0.000, adv=4.864, sprd=0.019]
Ep 028/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:25,  2.09it/s, loss=0.579, pair=0.000, adv=7.432, sprd=0.018]
Ep 028/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:17,  2.18it/s, loss=0.579, pair=0.000, adv=7.432, sprd=0.018]
Ep 028/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:17,  2.18it/s, loss=0.624, pair=0.000, adv=8.761, sprd=0.025]
Ep 028/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:26,  2.07it/s, loss=0.624, pair=0.000, adv=8.761, sprd=0.025]
Ep 028/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:26,  2.07it/s, loss=0.627, pair=0.000, adv=7.730, sprd=0.026]
Ep 028/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:18,  2.15it/s, loss=0.627, pair=0.000, adv=7.730, sprd=0.026]
Ep 028/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:18,  2.15it/s, loss=0.551, pair=0.002, adv=7.235, sprd=0.012]
Ep 028/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:27,  2.06it/s, loss=0.551, pair=0.002, adv=7.235, sprd=0.012]
Ep 028/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:27,  2.06it/s, loss=0.575, pair=0.003, adv=7.768, sprd=0.015]
Ep 028/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:16,  2.17it/s, loss=0.575, pair=0.003, adv=7.768, sprd=0.015]
Ep 028/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:16,  2.17it/s, loss=0.623, pair=0.000, adv=4.581, sprd=0.024]
Ep 028/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:34,  1.98it/s, loss=0.623, pair=0.000, adv=4.581, sprd=0.024]
Ep 028/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:34,  1.98it/s, loss=0.620, pair=0.001, adv=5.241, sprd=0.020]
Ep 028/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:18,  2.13it/s, loss=0.620, pair=0.001, adv=5.241, sprd=0.020]
Ep 028/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:18,  2.13it/s, loss=0.588, pair=0.000, adv=8.483, sprd=0.021]
Ep 028/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:27,  2.03it/s, loss=0.588, pair=0.000, adv=8.483, sprd=0.021]
Ep 028/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:27,  2.03it/s, loss=0.579, pair=0.000, adv=8.406, sprd=0.021]
Ep 028/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:18,  2.12it/s, loss=0.579, pair=0.000, adv=8.406, sprd=0.021]
Ep 028/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:18,  2.12it/s, loss=0.566, pair=0.005, adv=8.689, sprd=0.013]
Ep 028/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:25,  2.05it/s, loss=0.566, pair=0.005, adv=8.689, sprd=0.013]
Ep 028/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:25,  2.05it/s, loss=0.576, pair=0.001, adv=7.100, sprd=0.019]
Ep 028/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:15,  2.14it/s, loss=0.576, pair=0.001, adv=7.100, sprd=0.019]
Ep 028/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:15,  2.14it/s, loss=0.582, pair=0.001, adv=6.877, sprd=0.017]
Ep 028/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:21,  2.07it/s, loss=0.582, pair=0.001, adv=6.877, sprd=0.017]
Ep 028/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:21,  2.07it/s, loss=0.599, pair=0.000, adv=6.611, sprd=0.019]
Ep 028/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:10,  2.19it/s, loss=0.599, pair=0.000, adv=6.611, sprd=0.019]
Ep 028/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:10,  2.19it/s, loss=0.575, pair=0.000, adv=5.742, sprd=0.016]
Ep 028/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:18,  2.10it/s, loss=0.575, pair=0.000, adv=5.742, sprd=0.016]
Ep 028/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:18,  2.10it/s, loss=0.559, pair=0.000, adv=7.894, sprd=0.015]
Ep 028/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:09,  2.19it/s, loss=0.559, pair=0.000, adv=7.894, sprd=0.015]
Ep 028/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:09,  2.19it/s, loss=0.636, pair=0.004, adv=5.711, sprd=0.018]
Ep 028/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:17,  2.10it/s, loss=0.636, pair=0.004, adv=5.711, sprd=0.018]
Ep 028/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:17,  2.10it/s, loss=0.590, pair=0.002, adv=7.095, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:08,  2.19it/s, loss=0.590, pair=0.002, adv=7.095, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:08,  2.19it/s, loss=0.668, pair=0.007, adv=9.539, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:17,  2.09it/s, loss=0.668, pair=0.007, adv=9.539, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:17,  2.09it/s, loss=0.593, pair=0.002, adv=5.627, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:07,  2.19it/s, loss=0.593, pair=0.002, adv=5.627, sprd=0.019]
Ep 028/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:07,  2.19it/s, loss=0.603, pair=0.000, adv=6.893, sprd=0.020]
Ep 028/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:14,  2.11it/s, loss=0.603, pair=0.000, adv=6.893, sprd=0.020]
Ep 028/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:14,  2.11it/s, loss=0.588, pair=0.000, adv=6.389, sprd=0.020]
Ep 028/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:04,  2.22it/s, loss=0.588, pair=0.000, adv=6.389, sprd=0.020]
Ep 028/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:04,  2.22it/s, loss=0.625, pair=0.000, adv=6.275, sprd=0.026]
Ep 028/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:14,  2.10it/s, loss=0.625, pair=0.000, adv=6.275, sprd=0.026]
Ep 028/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:14,  2.10it/s, loss=0.632, pair=0.000, adv=5.419, sprd=0.028]
Ep 028/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:07,  2.17it/s, loss=0.632, pair=0.000, adv=5.419, sprd=0.028]
Ep 028/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:07,  2.17it/s, loss=0.621, pair=0.002, adv=4.626, sprd=0.024]
Ep 028/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:14,  2.09it/s, loss=0.621, pair=0.002, adv=4.626, sprd=0.024]
Ep 028/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:14,  2.09it/s, loss=0.575, pair=0.007, adv=6.503, sprd=0.019]
Ep 028/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:07,  2.16it/s, loss=0.575, pair=0.007, adv=6.503, sprd=0.019]
Ep 028/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:07,  2.16it/s, loss=0.569, pair=0.001, adv=8.057, sprd=0.016]
Ep 028/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:15,  2.07it/s, loss=0.569, pair=0.001, adv=8.057, sprd=0.016]
Ep 028/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:15,  2.07it/s, loss=1.094, pair=1.642, adv=8.201, sprd=0.023]
Ep 028/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:07,  2.15it/s, loss=1.094, pair=1.642, adv=8.201, sprd=0.023]
Ep 028/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:07,  2.15it/s, loss=0.558, pair=0.003, adv=7.030, sprd=0.015]
Ep 028/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:15,  2.06it/s, loss=0.558, pair=0.003, adv=7.030, sprd=0.015]
Ep 028/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:15,  2.06it/s, loss=0.555, pair=0.001, adv=6.968, sprd=0.015]
Ep 028/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:06,  2.16it/s, loss=0.555, pair=0.001, adv=6.968, sprd=0.015]
Ep 028/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:06,  2.16it/s, loss=0.587, pair=0.008, adv=7.158, sprd=0.019]
Ep 028/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:24,  1.96it/s, loss=0.587, pair=0.008, adv=7.158, sprd=0.019]
Ep 028/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:24,  1.96it/s, loss=0.583, pair=0.006, adv=5.907, sprd=0.022]
Ep 028/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:14,  2.06it/s, loss=0.583, pair=0.006, adv=5.907, sprd=0.022]
Ep 028/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:14,  2.06it/s, loss=0.577, pair=0.001, adv=7.610, sprd=0.019]
Ep 028/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:19,  1.99it/s, loss=0.577, pair=0.001, adv=7.610, sprd=0.019]
Ep 028/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:19,  1.99it/s, loss=0.592, pair=0.005, adv=3.675, sprd=0.020]
Ep 028/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:07,  2.11it/s, loss=0.592, pair=0.005, adv=3.675, sprd=0.020]
Ep 028/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:07,  2.11it/s, loss=0.629, pair=0.001, adv=7.853, sprd=0.019]
Ep 028/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:15,  2.02it/s, loss=0.629, pair=0.001, adv=7.853, sprd=0.019]
Ep 028/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:15,  2.02it/s, loss=0.628, pair=0.008, adv=5.559, sprd=0.026]
Ep 028/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:06,  2.12it/s, loss=0.628, pair=0.008, adv=5.559, sprd=0.026]
Ep 028/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:06,  2.12it/s, loss=0.565, pair=0.005, adv=6.135, sprd=0.018]
Ep 028/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:15,  2.02it/s, loss=0.565, pair=0.005, adv=6.135, sprd=0.018]
Ep 028/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:15,  2.02it/s, loss=0.642, pair=0.008, adv=4.454, sprd=0.030]
Ep 028/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:07,  2.10it/s, loss=0.642, pair=0.008, adv=4.454, sprd=0.030]
Ep 028/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:07,  2.10it/s, loss=0.701, pair=0.000, adv=5.324, sprd=0.031]
Ep 028/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:14,  2.02it/s, loss=0.701, pair=0.000, adv=5.324, sprd=0.031]
Ep 028/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:14,  2.02it/s, loss=0.609, pair=0.010, adv=5.474, sprd=0.025]
Ep 028/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:04,  2.12it/s, loss=0.609, pair=0.010, adv=5.474, sprd=0.025]
Ep 028/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:04,  2.12it/s, loss=0.646, pair=0.006, adv=5.692, sprd=0.030]
Ep 028/80 [S2:+mat]:  14%|▌   | 63/453 [00:30<03:13,  2.02it/s, loss=0.646, pair=0.006, adv=5.692, sprd=0.030]
Ep 028/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:13,  2.02it/s, loss=0.588, pair=0.036, adv=9.874, sprd=0.018]
Ep 028/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:03,  2.12it/s, loss=0.588, pair=0.036, adv=9.874, sprd=0.018]
Ep 028/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:03,  2.12it/s, loss=0.556, pair=0.007, adv=9.106, sprd=0.016]
Ep 028/80 [S2:+mat]:  14%|▌   | 65/453 [00:31<03:11,  2.02it/s, loss=0.556, pair=0.007, adv=9.106, sprd=0.016]
Ep 028/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:11,  2.02it/s, loss=0.625, pair=0.001, adv=6.809, sprd=0.030]
Ep 028/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:04,  2.10it/s, loss=0.625, pair=0.001, adv=6.809, sprd=0.030]
Ep 028/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:04,  2.10it/s, loss=0.574, pair=0.002, adv=5.087, sprd=0.018]
Ep 028/80 [S2:+mat]:  15%|▌   | 67/453 [00:32<03:09,  2.04it/s, loss=0.574, pair=0.002, adv=5.087, sprd=0.018]
Ep 028/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:09,  2.04it/s, loss=0.565, pair=0.019, adv=5.950, sprd=0.018]
Ep 028/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:01,  2.13it/s, loss=0.565, pair=0.019, adv=5.950, sprd=0.018]
Ep 028/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:01,  2.13it/s, loss=0.625, pair=0.014, adv=5.861, sprd=0.029]
Ep 028/80 [S2:+mat]:  15%|▌   | 69/453 [00:33<03:13,  1.99it/s, loss=0.625, pair=0.014, adv=5.861, sprd=0.029]
Ep 028/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:13,  1.99it/s, loss=0.599, pair=0.006, adv=7.727, sprd=0.022]
Ep 028/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<03:03,  2.09it/s, loss=0.599, pair=0.006, adv=7.727, sprd=0.022]
Ep 028/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<03:03,  2.09it/s, loss=0.580, pair=0.006, adv=7.342, sprd=0.018]
Ep 028/80 [S2:+mat]:  16%|▋   | 71/453 [00:34<03:10,  2.01it/s, loss=0.580, pair=0.006, adv=7.342, sprd=0.018]
Ep 028/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:10,  2.01it/s, loss=0.586, pair=0.004, adv=5.170, sprd=0.020]
Ep 028/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<02:59,  2.12it/s, loss=0.586, pair=0.004, adv=5.170, sprd=0.020]
Ep 028/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<02:59,  2.12it/s, loss=0.585, pair=0.002, adv=6.534, sprd=0.023]
Ep 028/80 [S2:+mat]:  16%|▋   | 73/453 [00:35<03:08,  2.02it/s, loss=0.585, pair=0.002, adv=6.534, sprd=0.023]
Ep 028/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:08,  2.02it/s, loss=0.597, pair=0.015, adv=5.807, sprd=0.019]
Ep 028/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<02:57,  2.14it/s, loss=0.597, pair=0.015, adv=5.807, sprd=0.019]
Ep 028/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<02:57,  2.14it/s, loss=0.619, pair=0.003, adv=7.338, sprd=0.023]
Ep 028/80 [S2:+mat]:  17%|▋   | 75/453 [00:36<03:02,  2.07it/s, loss=0.619, pair=0.003, adv=7.338, sprd=0.023]
Ep 028/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:02,  2.07it/s, loss=1.399, pair=2.619, adv=9.695, sprd=0.025]
Ep 028/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<02:55,  2.15it/s, loss=1.399, pair=2.619, adv=9.695, sprd=0.025]
Ep 028/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<02:55,  2.15it/s, loss=0.685, pair=0.008, adv=8.570, sprd=0.026]
Ep 028/80 [S2:+mat]:  17%|▋   | 77/453 [00:37<03:03,  2.05it/s, loss=0.685, pair=0.008, adv=8.570, sprd=0.026]
Ep 028/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:03,  2.05it/s, loss=0.565, pair=0.024, adv=6.812, sprd=0.015]
Ep 028/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<02:55,  2.14it/s, loss=0.565, pair=0.024, adv=6.812, sprd=0.015]
Ep 028/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<02:55,  2.14it/s, loss=0.605, pair=0.003, adv=4.790, sprd=0.022]
Ep 028/80 [S2:+mat]:  17%|▋   | 79/453 [00:38<03:13,  1.93it/s, loss=0.605, pair=0.003, adv=4.790, sprd=0.022]
Ep 028/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:13,  1.93it/s, loss=0.606, pair=0.003, adv=6.078, sprd=0.024]
Ep 028/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:19,  1.87it/s, loss=0.606, pair=0.003, adv=6.078, sprd=0.024]
Ep 028/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<03:19,  1.87it/s, loss=0.598, pair=0.004, adv=6.885, sprd=0.021]
Ep 028/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:30,  1.76it/s, loss=0.598, pair=0.004, adv=6.885, sprd=0.021]
Ep 028/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:30,  1.76it/s, loss=2.405, pair=0.003, adv=5.264, sprd=0.039]
Ep 028/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<03:21,  1.84it/s, loss=2.405, pair=0.003, adv=5.264, sprd=0.039]
Ep 028/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:21,  1.84it/s, loss=0.652, pair=0.007, adv=5.565, sprd=0.030]
Ep 028/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:30,  1.76it/s, loss=0.652, pair=0.007, adv=5.565, sprd=0.030]
Ep 028/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:30,  1.76it/s, loss=0.627, pair=0.006, adv=6.557, sprd=0.030]
Ep 028/80 [S2:+mat]:  19%|▋   | 84/453 [00:41<03:18,  1.86it/s, loss=0.627, pair=0.006, adv=6.557, sprd=0.030]
Ep 028/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:18,  1.86it/s, loss=0.632, pair=0.005, adv=5.969, sprd=0.027]
Ep 028/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:28,  1.76it/s, loss=0.632, pair=0.005, adv=5.969, sprd=0.027]
Ep 028/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:28,  1.76it/s, loss=0.641, pair=0.000, adv=5.571, sprd=0.032]
Ep 028/80 [S2:+mat]:  19%|▊   | 86/453 [00:42<03:17,  1.86it/s, loss=0.641, pair=0.000, adv=5.571, sprd=0.032]
Ep 028/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:17,  1.86it/s, loss=0.633, pair=0.001, adv=6.487, sprd=0.030]
Ep 028/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:31,  1.73it/s, loss=0.633, pair=0.001, adv=6.487, sprd=0.030]
Ep 028/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:31,  1.73it/s, loss=0.604, pair=0.006, adv=5.773, sprd=0.022]
Ep 028/80 [S2:+mat]:  19%|▊   | 88/453 [00:43<03:16,  1.85it/s, loss=0.604, pair=0.006, adv=5.773, sprd=0.022]
Ep 028/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:16,  1.85it/s, loss=0.578, pair=0.000, adv=5.704, sprd=0.019]
Ep 028/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:26,  1.76it/s, loss=0.578, pair=0.000, adv=5.704, sprd=0.019]
Ep 028/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:26,  1.76it/s, loss=0.574, pair=0.002, adv=7.555, sprd=0.013]
Ep 028/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<03:09,  1.92it/s, loss=0.574, pair=0.002, adv=7.555, sprd=0.013]
Ep 028/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:09,  1.92it/s, loss=0.635, pair=0.015, adv=5.543, sprd=0.030]
Ep 028/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:20,  1.81it/s, loss=0.635, pair=0.015, adv=5.543, sprd=0.030]
Ep 028/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:20,  1.81it/s, loss=0.595, pair=0.000, adv=8.872, sprd=0.016]
Ep 028/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<03:04,  1.96it/s, loss=0.595, pair=0.000, adv=8.872, sprd=0.016]
Ep 028/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:04,  1.96it/s, loss=0.553, pair=0.006, adv=9.328, sprd=0.012]
Ep 028/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:16,  1.83it/s, loss=0.553, pair=0.006, adv=9.328, sprd=0.012]
Ep 028/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:16,  1.83it/s, loss=0.572, pair=0.000, adv=6.076, sprd=0.017]
Ep 028/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<03:03,  1.95it/s, loss=0.572, pair=0.000, adv=6.076, sprd=0.017]
Ep 028/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<03:03,  1.95it/s, loss=0.603, pair=0.000, adv=6.324, sprd=0.022]
Ep 028/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:15,  1.83it/s, loss=0.603, pair=0.000, adv=6.324, sprd=0.022]
Ep 028/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<03:15,  1.83it/s, loss=0.629, pair=0.001, adv=6.219, sprd=0.025]
Ep 028/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:03,  1.94it/s, loss=0.629, pair=0.001, adv=6.219, sprd=0.025]
Ep 028/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:03,  1.94it/s, loss=0.586, pair=0.000, adv=6.893, sprd=0.022]
Ep 028/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:17,  1.81it/s, loss=0.586, pair=0.000, adv=6.893, sprd=0.022]
Ep 028/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<03:17,  1.81it/s, loss=0.569, pair=0.000, adv=7.998, sprd=0.018]
Ep 028/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:06,  1.90it/s, loss=0.569, pair=0.000, adv=7.998, sprd=0.018]
Ep 028/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:06,  1.90it/s, loss=0.622, pair=0.000, adv=3.817, sprd=0.025]
Ep 028/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:14,  1.82it/s, loss=0.622, pair=0.000, adv=3.817, sprd=0.025]
Ep 028/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<03:14,  1.82it/s, loss=0.557, pair=0.000, adv=6.162, sprd=0.011]
Ep 028/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:56,  2.00it/s, loss=0.557, pair=0.000, adv=6.162, sprd=0.011]
Ep 028/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:56,  2.00it/s, loss=0.591, pair=0.000, adv=4.631, sprd=0.021]
Ep 028/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<03:08,  1.87it/s, loss=0.591, pair=0.000, adv=4.631, sprd=0.021]
Ep 028/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<03:08,  1.87it/s, loss=0.566, pair=0.003, adv=5.442, sprd=0.017]
Ep 028/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:58,  1.97it/s, loss=0.566, pair=0.003, adv=5.442, sprd=0.017]
Ep 028/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:58,  1.97it/s, loss=0.622, pair=0.002, adv=7.489, sprd=0.017]
Ep 028/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<03:09,  1.85it/s, loss=0.622, pair=0.002, adv=7.489, sprd=0.017]
Ep 028/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<03:09,  1.85it/s, loss=0.603, pair=0.002, adv=6.824, sprd=0.021]
Ep 028/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:58,  1.95it/s, loss=0.603, pair=0.002, adv=6.824, sprd=0.021]
Ep 028/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:58,  1.95it/s, loss=0.623, pair=0.003, adv=3.987, sprd=0.022]
Ep 028/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<03:08,  1.85it/s, loss=0.623, pair=0.003, adv=3.987, sprd=0.022]
Ep 028/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:08,  1.85it/s, loss=0.578, pair=0.000, adv=6.465, sprd=0.019]
Ep 028/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:58,  1.94it/s, loss=0.578, pair=0.000, adv=6.465, sprd=0.019]
Ep 028/80 [S2:+mat]:  23%|▋  | 106/453 [00:54<02:58,  1.94it/s, loss=0.632, pair=0.000, adv=4.024, sprd=0.031]
Ep 028/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:23,  1.70it/s, loss=0.632, pair=0.000, adv=4.024, sprd=0.031]
Ep 028/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:23,  1.70it/s, loss=1.269, pair=2.355, adv=7.892, sprd=0.016]
Ep 028/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<03:03,  1.88it/s, loss=1.269, pair=2.355, adv=7.892, sprd=0.016]
Ep 028/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<03:03,  1.88it/s, loss=0.582, pair=0.004, adv=7.346, sprd=0.016]
Ep 028/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<03:02,  1.89it/s, loss=0.582, pair=0.004, adv=7.346, sprd=0.016]
Ep 028/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:02,  1.89it/s, loss=0.573, pair=0.001, adv=5.921, sprd=0.017]
Ep 028/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:48,  2.03it/s, loss=0.573, pair=0.001, adv=5.921, sprd=0.017]
Ep 028/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:48,  2.03it/s, loss=1.333, pair=2.494, adv=6.561, sprd=0.021]
Ep 028/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:55,  1.95it/s, loss=1.333, pair=2.494, adv=6.561, sprd=0.021]
Ep 028/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<02:55,  1.95it/s, loss=0.562, pair=0.001, adv=7.032, sprd=0.017]
Ep 028/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:45,  2.06it/s, loss=0.562, pair=0.001, adv=7.032, sprd=0.017]
Ep 028/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:45,  2.06it/s, loss=1.279, pair=2.225, adv=6.440, sprd=0.026]
Ep 028/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:51,  1.98it/s, loss=1.279, pair=2.225, adv=6.440, sprd=0.026]
Ep 028/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<02:51,  1.98it/s, loss=0.641, pair=0.009, adv=6.152, sprd=0.027]
Ep 028/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:41,  2.10it/s, loss=0.641, pair=0.009, adv=6.152, sprd=0.027]
Ep 028/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:41,  2.10it/s, loss=0.559, pair=0.001, adv=5.325, sprd=0.015]
Ep 028/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.559, pair=0.001, adv=5.325, sprd=0.015]
Ep 028/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<02:45,  2.04it/s, loss=1.345, pair=2.496, adv=6.816, sprd=0.022]
Ep 028/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:38,  2.13it/s, loss=1.345, pair=2.496, adv=6.816, sprd=0.022]
Ep 028/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:38,  2.13it/s, loss=0.612, pair=0.004, adv=5.975, sprd=0.021]
Ep 028/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:46,  2.02it/s, loss=0.612, pair=0.004, adv=5.975, sprd=0.021]
Ep 028/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<02:46,  2.02it/s, loss=1.351, pair=2.490, adv=8.623, sprd=0.023]
Ep 028/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:38,  2.11it/s, loss=1.351, pair=2.490, adv=8.623, sprd=0.023]
Ep 028/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:38,  2.11it/s, loss=0.574, pair=0.008, adv=5.425, sprd=0.018]
Ep 028/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:44,  2.03it/s, loss=0.574, pair=0.008, adv=5.425, sprd=0.018]
Ep 028/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<02:44,  2.03it/s, loss=0.640, pair=0.000, adv=8.020, sprd=0.027]
Ep 028/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:36,  2.13it/s, loss=0.640, pair=0.000, adv=8.020, sprd=0.027]
Ep 028/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:36,  2.13it/s, loss=0.608, pair=0.023, adv=3.879, sprd=0.024]
Ep 028/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:42,  2.04it/s, loss=0.608, pair=0.023, adv=3.879, sprd=0.024]
Ep 028/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<02:42,  2.04it/s, loss=0.621, pair=0.003, adv=3.919, sprd=0.024]
Ep 028/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:33,  2.16it/s, loss=0.621, pair=0.003, adv=3.919, sprd=0.024]
Ep 028/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:33,  2.16it/s, loss=0.577, pair=0.000, adv=6.712, sprd=0.018]
Ep 028/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:40,  2.06it/s, loss=0.577, pair=0.000, adv=6.712, sprd=0.018]
Ep 028/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<02:40,  2.06it/s, loss=0.545, pair=0.002, adv=5.700, sprd=0.013]
Ep 028/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:30,  2.18it/s, loss=0.545, pair=0.002, adv=5.700, sprd=0.013]
Ep 028/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:30,  2.18it/s, loss=0.558, pair=0.000, adv=6.830, sprd=0.017]
Ep 028/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:38,  2.07it/s, loss=0.558, pair=0.000, adv=6.830, sprd=0.017]
Ep 028/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:38,  2.07it/s, loss=0.593, pair=0.005, adv=6.498, sprd=0.021]
Ep 028/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:31,  2.15it/s, loss=0.593, pair=0.005, adv=6.498, sprd=0.021]
Ep 028/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:31,  2.15it/s, loss=0.616, pair=0.005, adv=5.257, sprd=0.027]
Ep 028/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:41,  2.02it/s, loss=0.616, pair=0.005, adv=5.257, sprd=0.027]
Ep 028/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:41,  2.02it/s, loss=0.588, pair=0.001, adv=8.653, sprd=0.018]
Ep 028/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:32,  2.13it/s, loss=0.588, pair=0.001, adv=8.653, sprd=0.018]
Ep 028/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:32,  2.13it/s, loss=0.586, pair=0.000, adv=5.623, sprd=0.022]
Ep 028/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:38,  2.05it/s, loss=0.586, pair=0.000, adv=5.623, sprd=0.022]
Ep 028/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:38,  2.05it/s, loss=0.565, pair=0.004, adv=6.697, sprd=0.016]
Ep 028/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:29,  2.16it/s, loss=0.565, pair=0.004, adv=6.697, sprd=0.016]
Ep 028/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:29,  2.16it/s, loss=1.260, pair=2.320, adv=5.637, sprd=0.017]
Ep 028/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.05it/s, loss=1.260, pair=2.320, adv=5.637, sprd=0.017]
Ep 028/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:37,  2.05it/s, loss=1.171, pair=1.970, adv=6.306, sprd=0.021]
Ep 028/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:31,  2.12it/s, loss=1.171, pair=1.970, adv=6.306, sprd=0.021]
Ep 028/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:31,  2.12it/s, loss=0.592, pair=0.001, adv=5.984, sprd=0.021]
Ep 028/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:36,  2.05it/s, loss=0.592, pair=0.001, adv=5.984, sprd=0.021]
Ep 028/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:36,  2.05it/s, loss=0.782, pair=0.525, adv=5.203, sprd=0.033]
Ep 028/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:31,  2.10it/s, loss=0.782, pair=0.525, adv=5.203, sprd=0.033]
Ep 028/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:31,  2.10it/s, loss=0.645, pair=0.010, adv=4.540, sprd=0.019]
Ep 028/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:37,  2.03it/s, loss=0.645, pair=0.010, adv=4.540, sprd=0.019]
Ep 028/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:37,  2.03it/s, loss=0.598, pair=0.004, adv=7.886, sprd=0.018]
Ep 028/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:36,  2.03it/s, loss=0.598, pair=0.004, adv=7.886, sprd=0.018]
Ep 028/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:36,  2.03it/s, loss=0.590, pair=0.000, adv=7.477, sprd=0.022]
Ep 028/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:41,  1.96it/s, loss=0.590, pair=0.000, adv=7.477, sprd=0.022]
Ep 028/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:41,  1.96it/s, loss=0.633, pair=0.001, adv=6.428, sprd=0.025]
Ep 028/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:30,  2.09it/s, loss=0.633, pair=0.001, adv=6.428, sprd=0.025]
Ep 028/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:30,  2.09it/s, loss=0.610, pair=0.000, adv=5.621, sprd=0.023]
Ep 028/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:35,  2.02it/s, loss=0.610, pair=0.000, adv=5.621, sprd=0.023]
Ep 028/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:35,  2.02it/s, loss=0.555, pair=0.002, adv=7.266, sprd=0.013]
Ep 028/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:26,  2.13it/s, loss=0.555, pair=0.002, adv=7.266, sprd=0.013]
Ep 028/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:26,  2.13it/s, loss=1.275, pair=2.203, adv=5.505, sprd=0.027]
Ep 028/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:34,  2.02it/s, loss=1.275, pair=2.203, adv=5.505, sprd=0.027]
Ep 028/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:34,  2.02it/s, loss=0.678, pair=0.011, adv=4.853, sprd=0.038]
Ep 028/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:28,  2.09it/s, loss=0.678, pair=0.011, adv=4.853, sprd=0.038]
Ep 028/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:28,  2.09it/s, loss=0.540, pair=0.001, adv=8.689, sprd=0.012]
Ep 028/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:32,  2.03it/s, loss=0.540, pair=0.001, adv=8.689, sprd=0.012]
Ep 028/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:32,  2.03it/s, loss=0.573, pair=0.012, adv=4.788, sprd=0.019]
Ep 028/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:25,  2.13it/s, loss=0.573, pair=0.012, adv=4.788, sprd=0.019]
Ep 028/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:25,  2.13it/s, loss=0.611, pair=0.025, adv=7.249, sprd=0.022]
Ep 028/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:32,  2.02it/s, loss=0.611, pair=0.025, adv=7.249, sprd=0.022]
Ep 028/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:32,  2.02it/s, loss=1.140, pair=1.962, adv=9.250, sprd=0.012]
Ep 028/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:19,  2.20it/s, loss=1.140, pair=1.962, adv=9.250, sprd=0.012]
Ep 028/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:19,  2.20it/s, loss=0.573, pair=0.004, adv=6.501, sprd=0.018]
Ep 028/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:27,  2.08it/s, loss=0.573, pair=0.004, adv=6.501, sprd=0.018]
Ep 028/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:27,  2.08it/s, loss=0.602, pair=0.001, adv=4.806, sprd=0.019]
Ep 028/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:17,  2.22it/s, loss=0.602, pair=0.001, adv=4.806, sprd=0.019]
Ep 028/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:17,  2.22it/s, loss=0.602, pair=0.034, adv=4.961, sprd=0.018]
Ep 028/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:22,  2.14it/s, loss=0.602, pair=0.034, adv=4.961, sprd=0.018]
Ep 028/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:22,  2.14it/s, loss=0.569, pair=0.003, adv=7.492, sprd=0.016]
Ep 028/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:16,  2.22it/s, loss=0.569, pair=0.003, adv=7.492, sprd=0.016]
Ep 028/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:16,  2.22it/s, loss=0.598, pair=0.004, adv=7.037, sprd=0.022]
Ep 028/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:24,  2.09it/s, loss=0.598, pair=0.004, adv=7.037, sprd=0.022]
Ep 028/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:24,  2.09it/s, loss=1.266, pair=2.314, adv=5.799, sprd=0.019]
Ep 028/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:18,  2.18it/s, loss=1.266, pair=2.314, adv=5.799, sprd=0.019]
Ep 028/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:18,  2.18it/s, loss=0.621, pair=0.032, adv=7.529, sprd=0.021]
Ep 028/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:21,  2.12it/s, loss=0.621, pair=0.032, adv=7.529, sprd=0.021]
Ep 028/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:21,  2.12it/s, loss=1.113, pair=1.785, adv=5.903, sprd=0.017]
Ep 028/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:14,  2.23it/s, loss=1.113, pair=1.785, adv=5.903, sprd=0.017]
Ep 028/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:14,  2.23it/s, loss=0.644, pair=0.006, adv=7.217, sprd=0.029]
Ep 028/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:22,  2.09it/s, loss=0.644, pair=0.006, adv=7.217, sprd=0.029]
Ep 028/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:22,  2.09it/s, loss=0.579, pair=0.010, adv=3.759, sprd=0.019]
Ep 028/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:16,  2.18it/s, loss=0.579, pair=0.010, adv=3.759, sprd=0.019]
Ep 028/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:16,  2.18it/s, loss=0.601, pair=0.008, adv=8.279, sprd=0.018]
Ep 028/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:22,  2.07it/s, loss=0.601, pair=0.008, adv=8.279, sprd=0.018]
Ep 028/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:22,  2.07it/s, loss=0.605, pair=0.007, adv=7.842, sprd=0.023]
Ep 028/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:17,  2.14it/s, loss=0.605, pair=0.007, adv=7.842, sprd=0.023]
Ep 028/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:17,  2.14it/s, loss=0.603, pair=0.011, adv=5.758, sprd=0.021]
Ep 028/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:30,  1.96it/s, loss=0.603, pair=0.011, adv=5.758, sprd=0.021]
Ep 028/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:30,  1.96it/s, loss=0.605, pair=0.011, adv=6.626, sprd=0.018]
Ep 028/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:18,  2.11it/s, loss=0.605, pair=0.011, adv=6.626, sprd=0.018]
Ep 028/80 [S2:+mat]:  35%|▋ | 160/453 [01:19<02:18,  2.11it/s, loss=0.617, pair=0.001, adv=10.331, sprd=0.024]
Ep 028/80 [S2:+mat]:  36%|▋ | 161/453 [01:19<02:28,  1.97it/s, loss=0.617, pair=0.001, adv=10.331, sprd=0.024]
Ep 028/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:28,  1.97it/s, loss=0.588, pair=0.001, adv=8.268, sprd=0.019]
Ep 028/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:19,  2.09it/s, loss=0.588, pair=0.001, adv=8.268, sprd=0.019]
Ep 028/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:19,  2.09it/s, loss=0.585, pair=0.003, adv=6.325, sprd=0.017]
Ep 028/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:22,  2.04it/s, loss=0.585, pair=0.003, adv=6.325, sprd=0.017]
Ep 028/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:22,  2.04it/s, loss=0.604, pair=0.004, adv=4.707, sprd=0.023]
Ep 028/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:16,  2.12it/s, loss=0.604, pair=0.004, adv=4.707, sprd=0.023]
Ep 028/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:16,  2.12it/s, loss=0.667, pair=0.017, adv=5.166, sprd=0.033]
Ep 028/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:22,  2.02it/s, loss=0.667, pair=0.017, adv=5.166, sprd=0.033]
Ep 028/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:22,  2.02it/s, loss=0.592, pair=0.009, adv=6.580, sprd=0.017]
Ep 028/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:13,  2.15it/s, loss=0.592, pair=0.009, adv=6.580, sprd=0.017]
Ep 028/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:13,  2.15it/s, loss=0.656, pair=0.001, adv=4.625, sprd=0.032]
Ep 028/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:20,  2.04it/s, loss=0.656, pair=0.001, adv=4.625, sprd=0.032]
Ep 028/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:20,  2.04it/s, loss=0.580, pair=0.002, adv=4.911, sprd=0.022]
Ep 028/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:15,  2.10it/s, loss=0.580, pair=0.002, adv=4.911, sprd=0.022]
Ep 028/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:15,  2.10it/s, loss=0.610, pair=0.005, adv=6.585, sprd=0.021]
Ep 028/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:20,  2.02it/s, loss=0.610, pair=0.005, adv=6.585, sprd=0.021]
Ep 028/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:20,  2.02it/s, loss=1.308, pair=2.318, adv=5.897, sprd=0.027]
Ep 028/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:14,  2.10it/s, loss=1.308, pair=2.318, adv=5.897, sprd=0.027]
Ep 028/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:14,  2.10it/s, loss=0.567, pair=0.004, adv=6.504, sprd=0.016]
Ep 028/80 [S2:+mat]:  38%|█▏ | 171/453 [01:24<02:18,  2.04it/s, loss=0.567, pair=0.004, adv=6.504, sprd=0.016]
Ep 028/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:18,  2.04it/s, loss=0.601, pair=0.000, adv=5.626, sprd=0.023]
Ep 028/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:11,  2.14it/s, loss=0.601, pair=0.000, adv=5.626, sprd=0.023]
Ep 028/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:11,  2.14it/s, loss=0.846, pair=0.878, adv=7.457, sprd=0.020]
Ep 028/80 [S2:+mat]:  38%|█▏ | 173/453 [01:25<02:17,  2.04it/s, loss=0.846, pair=0.878, adv=7.457, sprd=0.020]
Ep 028/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:17,  2.04it/s, loss=0.555, pair=0.000, adv=6.009, sprd=0.014]
Ep 028/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:10,  2.15it/s, loss=0.555, pair=0.000, adv=6.009, sprd=0.014]
Ep 028/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:10,  2.15it/s, loss=1.301, pair=2.322, adv=6.570, sprd=0.024]
Ep 028/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:16,  2.04it/s, loss=1.301, pair=2.322, adv=6.570, sprd=0.024]
Ep 028/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:16,  2.04it/s, loss=0.613, pair=0.021, adv=4.300, sprd=0.022]
Ep 028/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:09,  2.15it/s, loss=0.613, pair=0.021, adv=4.300, sprd=0.022]
Ep 028/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:09,  2.15it/s, loss=0.643, pair=0.006, adv=6.757, sprd=0.031]
Ep 028/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:24,  1.92it/s, loss=0.643, pair=0.006, adv=6.757, sprd=0.031]
Ep 028/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:24,  1.92it/s, loss=0.578, pair=0.014, adv=8.409, sprd=0.016]
Ep 028/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:17,  2.00it/s, loss=0.578, pair=0.014, adv=8.409, sprd=0.016]
Ep 028/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:17,  2.00it/s, loss=0.609, pair=0.015, adv=6.411, sprd=0.022]
Ep 028/80 [S2:+mat]:  40%|█▏ | 179/453 [01:28<02:26,  1.87it/s, loss=0.609, pair=0.015, adv=6.411, sprd=0.022]
Ep 028/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:26,  1.87it/s, loss=0.587, pair=0.002, adv=4.790, sprd=0.021]
Ep 028/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:19,  1.96it/s, loss=0.587, pair=0.002, adv=4.790, sprd=0.021]
Ep 028/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:19,  1.96it/s, loss=0.606, pair=0.005, adv=3.721, sprd=0.028]
Ep 028/80 [S2:+mat]:  40%|█▏ | 181/453 [01:29<02:29,  1.81it/s, loss=0.606, pair=0.005, adv=3.721, sprd=0.028]
Ep 028/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:29,  1.81it/s, loss=0.595, pair=0.005, adv=7.476, sprd=0.021]
Ep 028/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:20,  1.93it/s, loss=0.595, pair=0.005, adv=7.476, sprd=0.021]
Ep 028/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:20,  1.93it/s, loss=0.608, pair=0.005, adv=8.475, sprd=0.024]
Ep 028/80 [S2:+mat]:  40%|█▏ | 183/453 [01:30<02:30,  1.80it/s, loss=0.608, pair=0.005, adv=8.475, sprd=0.024]
Ep 028/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:30,  1.80it/s, loss=0.610, pair=0.000, adv=5.884, sprd=0.023]
Ep 028/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:20,  1.92it/s, loss=0.610, pair=0.000, adv=5.884, sprd=0.023]
Ep 028/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:20,  1.92it/s, loss=0.617, pair=0.002, adv=9.465, sprd=0.022]
Ep 028/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:30,  1.78it/s, loss=0.617, pair=0.002, adv=9.465, sprd=0.022]
Ep 028/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:30,  1.78it/s, loss=0.601, pair=0.004, adv=7.469, sprd=0.023]
Ep 028/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:21,  1.89it/s, loss=0.601, pair=0.004, adv=7.469, sprd=0.023]
Ep 028/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:21,  1.89it/s, loss=0.627, pair=0.000, adv=7.201, sprd=0.025]
Ep 028/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:39,  1.67it/s, loss=0.627, pair=0.000, adv=7.201, sprd=0.025]
Ep 028/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:39,  1.67it/s, loss=0.555, pair=0.001, adv=8.711, sprd=0.014]
Ep 028/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:25,  1.82it/s, loss=0.555, pair=0.001, adv=8.711, sprd=0.014]
Ep 028/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:25,  1.82it/s, loss=0.653, pair=0.000, adv=7.816, sprd=0.020]
Ep 028/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:31,  1.75it/s, loss=0.653, pair=0.000, adv=7.816, sprd=0.020]
Ep 028/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:31,  1.75it/s, loss=0.619, pair=0.006, adv=5.901, sprd=0.026]
Ep 028/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:22,  1.85it/s, loss=0.619, pair=0.006, adv=5.901, sprd=0.026]
Ep 028/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:22,  1.85it/s, loss=0.583, pair=0.002, adv=6.375, sprd=0.017]
Ep 028/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:26,  1.79it/s, loss=0.583, pair=0.002, adv=6.375, sprd=0.017]
Ep 028/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:26,  1.79it/s, loss=0.613, pair=0.004, adv=6.652, sprd=0.021]
Ep 028/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:17,  1.90it/s, loss=0.613, pair=0.004, adv=6.652, sprd=0.021]
Ep 028/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:17,  1.90it/s, loss=1.325, pair=2.443, adv=7.047, sprd=0.018]
Ep 028/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:23,  1.81it/s, loss=1.325, pair=2.443, adv=7.047, sprd=0.018]
Ep 028/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:23,  1.81it/s, loss=0.598, pair=0.003, adv=5.540, sprd=0.020]
Ep 028/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:14,  1.93it/s, loss=0.598, pair=0.003, adv=5.540, sprd=0.020]
Ep 028/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:14,  1.93it/s, loss=0.614, pair=0.002, adv=7.058, sprd=0.026]
Ep 028/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:22,  1.82it/s, loss=0.614, pair=0.002, adv=7.058, sprd=0.026]
Ep 028/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:22,  1.82it/s, loss=0.576, pair=0.001, adv=6.581, sprd=0.019]
Ep 028/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<02:13,  1.92it/s, loss=0.576, pair=0.001, adv=6.581, sprd=0.019]
Ep 028/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:13,  1.92it/s, loss=0.599, pair=0.005, adv=6.088, sprd=0.019]
Ep 028/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:19,  1.83it/s, loss=0.599, pair=0.005, adv=6.088, sprd=0.019]
Ep 028/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:19,  1.83it/s, loss=0.559, pair=0.002, adv=7.005, sprd=0.015]
Ep 028/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<02:12,  1.93it/s, loss=0.559, pair=0.002, adv=7.005, sprd=0.015]
Ep 028/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:12,  1.93it/s, loss=0.576, pair=0.001, adv=8.420, sprd=0.018]
Ep 028/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:20,  1.81it/s, loss=0.576, pair=0.001, adv=8.420, sprd=0.018]
Ep 028/80 [S2:+mat]:  44%|▉ | 199/453 [01:40<02:20,  1.81it/s, loss=0.591, pair=0.001, adv=10.664, sprd=0.017]
Ep 028/80 [S2:+mat]:  44%|▉ | 200/453 [01:40<02:10,  1.94it/s, loss=0.591, pair=0.001, adv=10.664, sprd=0.017]
Ep 028/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:10,  1.94it/s, loss=0.626, pair=0.013, adv=7.732, sprd=0.026]
Ep 028/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:20,  1.79it/s, loss=0.626, pair=0.013, adv=7.732, sprd=0.026]
Ep 028/80 [S2:+mat]:  44%|▉ | 201/453 [01:41<02:20,  1.79it/s, loss=0.532, pair=0.006, adv=10.540, sprd=0.010]
Ep 028/80 [S2:+mat]:  45%|▉ | 202/453 [01:41<02:10,  1.93it/s, loss=0.532, pair=0.006, adv=10.540, sprd=0.010]
Ep 028/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<02:10,  1.93it/s, loss=0.602, pair=0.000, adv=7.067, sprd=0.021]
Ep 028/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:15,  1.84it/s, loss=0.602, pair=0.000, adv=7.067, sprd=0.021]
Ep 028/80 [S2:+mat]:  45%|█▎ | 203/453 [01:42<02:15,  1.84it/s, loss=0.604, pair=0.000, adv=4.147, sprd=0.021]
Ep 028/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:07,  1.96it/s, loss=0.604, pair=0.000, adv=4.147, sprd=0.021]
Ep 028/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:07,  1.96it/s, loss=0.607, pair=0.004, adv=6.860, sprd=0.022]
Ep 028/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:15,  1.83it/s, loss=0.607, pair=0.004, adv=6.860, sprd=0.022]
Ep 028/80 [S2:+mat]:  45%|█▎ | 205/453 [01:43<02:15,  1.83it/s, loss=0.610, pair=0.001, adv=5.433, sprd=0.022]
Ep 028/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:06,  1.95it/s, loss=0.610, pair=0.001, adv=5.433, sprd=0.022]
Ep 028/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:06,  1.95it/s, loss=0.572, pair=0.005, adv=5.967, sprd=0.016]
Ep 028/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:07,  1.92it/s, loss=0.572, pair=0.005, adv=5.967, sprd=0.016]
Ep 028/80 [S2:+mat]:  46%|█▎ | 207/453 [01:44<02:07,  1.92it/s, loss=0.577, pair=0.002, adv=5.720, sprd=0.020]
Ep 028/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:00,  2.04it/s, loss=0.577, pair=0.002, adv=5.720, sprd=0.020]
Ep 028/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:00,  2.04it/s, loss=0.608, pair=0.001, adv=6.446, sprd=0.024]
Ep 028/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:05,  1.94it/s, loss=0.608, pair=0.001, adv=6.446, sprd=0.024]
Ep 028/80 [S2:+mat]:  46%|▉ | 209/453 [01:45<02:05,  1.94it/s, loss=0.561, pair=0.001, adv=11.220, sprd=0.013]
Ep 028/80 [S2:+mat]:  46%|▉ | 210/453 [01:45<01:56,  2.09it/s, loss=0.561, pair=0.001, adv=11.220, sprd=0.013]
Ep 028/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:56,  2.09it/s, loss=0.577, pair=0.002, adv=6.453, sprd=0.016]
Ep 028/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:56,  2.07it/s, loss=0.577, pair=0.002, adv=6.453, sprd=0.016]
Ep 028/80 [S2:+mat]:  47%|█▍ | 211/453 [01:46<01:56,  2.07it/s, loss=0.609, pair=0.000, adv=5.228, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:52,  2.15it/s, loss=0.609, pair=0.000, adv=5.228, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:52,  2.15it/s, loss=0.639, pair=0.001, adv=6.987, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:56,  2.07it/s, loss=0.639, pair=0.001, adv=6.987, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 213/453 [01:47<01:56,  2.07it/s, loss=0.635, pair=0.000, adv=7.375, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:50,  2.15it/s, loss=0.635, pair=0.000, adv=7.375, sprd=0.025]
Ep 028/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:50,  2.15it/s, loss=0.580, pair=0.001, adv=5.932, sprd=0.019]
Ep 028/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<02:03,  1.92it/s, loss=0.580, pair=0.001, adv=5.932, sprd=0.019]
Ep 028/80 [S2:+mat]:  47%|█▍ | 215/453 [01:48<02:03,  1.92it/s, loss=0.607, pair=0.001, adv=6.306, sprd=0.023]
Ep 028/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:55,  2.05it/s, loss=0.607, pair=0.001, adv=6.306, sprd=0.023]
Ep 028/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:55,  2.05it/s, loss=0.621, pair=0.002, adv=7.157, sprd=0.028]
Ep 028/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<02:00,  1.96it/s, loss=0.621, pair=0.002, adv=7.157, sprd=0.028]
Ep 028/80 [S2:+mat]:  48%|█▍ | 217/453 [01:49<02:00,  1.96it/s, loss=0.592, pair=0.000, adv=5.612, sprd=0.023]
Ep 028/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:53,  2.06it/s, loss=0.592, pair=0.000, adv=5.612, sprd=0.023]
Ep 028/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:53,  2.06it/s, loss=0.591, pair=0.000, adv=7.387, sprd=0.020]
Ep 028/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:57,  2.00it/s, loss=0.591, pair=0.000, adv=7.387, sprd=0.020]
Ep 028/80 [S2:+mat]:  48%|█▍ | 219/453 [01:50<01:57,  2.00it/s, loss=0.590, pair=0.001, adv=7.928, sprd=0.019]
Ep 028/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:49,  2.12it/s, loss=0.590, pair=0.001, adv=7.928, sprd=0.019]
Ep 028/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:49,  2.12it/s, loss=0.595, pair=0.000, adv=5.477, sprd=0.023]
Ep 028/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:54,  2.03it/s, loss=0.595, pair=0.000, adv=5.477, sprd=0.023]
Ep 028/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:54,  2.03it/s, loss=1.317, pair=2.324, adv=7.243, sprd=0.027]
Ep 028/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:49,  2.11it/s, loss=1.317, pair=2.324, adv=7.243, sprd=0.027]
Ep 028/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:49,  2.11it/s, loss=0.600, pair=0.000, adv=6.535, sprd=0.019]
Ep 028/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:51,  2.06it/s, loss=0.600, pair=0.000, adv=6.535, sprd=0.019]
Ep 028/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:51,  2.06it/s, loss=0.587, pair=0.002, adv=7.166, sprd=0.020]
Ep 028/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:46,  2.15it/s, loss=0.587, pair=0.002, adv=7.166, sprd=0.020]
Ep 028/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:46,  2.15it/s, loss=0.574, pair=0.005, adv=8.700, sprd=0.018]
Ep 028/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:51,  2.04it/s, loss=0.574, pair=0.005, adv=8.700, sprd=0.018]
Ep 028/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:51,  2.04it/s, loss=0.583, pair=0.004, adv=5.810, sprd=0.021]
Ep 028/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:46,  2.14it/s, loss=0.583, pair=0.004, adv=5.810, sprd=0.021]
Ep 028/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:46,  2.14it/s, loss=0.577, pair=0.001, adv=5.758, sprd=0.018]
Ep 028/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:47,  2.09it/s, loss=0.577, pair=0.001, adv=5.758, sprd=0.018]
Ep 028/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:47,  2.09it/s, loss=0.573, pair=0.004, adv=8.876, sprd=0.019]
Ep 028/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:43,  2.16it/s, loss=0.573, pair=0.004, adv=8.876, sprd=0.019]
Ep 028/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:43,  2.16it/s, loss=0.589, pair=0.002, adv=8.277, sprd=0.018]
Ep 028/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:47,  2.09it/s, loss=0.589, pair=0.002, adv=8.277, sprd=0.018]
Ep 028/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:47,  2.09it/s, loss=0.590, pair=0.003, adv=5.797, sprd=0.020]
Ep 028/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:41,  2.19it/s, loss=0.590, pair=0.003, adv=5.797, sprd=0.020]
Ep 028/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:41,  2.19it/s, loss=0.605, pair=0.000, adv=5.982, sprd=0.026]
Ep 028/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:47,  2.06it/s, loss=0.605, pair=0.000, adv=5.982, sprd=0.026]
Ep 028/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:47,  2.06it/s, loss=1.285, pair=2.324, adv=8.175, sprd=0.022]
Ep 028/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:43,  2.14it/s, loss=1.285, pair=2.324, adv=8.175, sprd=0.022]
Ep 028/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:43,  2.14it/s, loss=0.582, pair=0.007, adv=4.958, sprd=0.020]
Ep 028/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:46,  2.06it/s, loss=0.582, pair=0.007, adv=4.958, sprd=0.020]
Ep 028/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:46,  2.06it/s, loss=0.575, pair=0.002, adv=8.673, sprd=0.014]
Ep 028/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:39,  2.19it/s, loss=0.575, pair=0.002, adv=8.673, sprd=0.014]
Ep 028/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:39,  2.19it/s, loss=0.599, pair=0.000, adv=5.209, sprd=0.022]
Ep 028/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:45,  2.07it/s, loss=0.599, pair=0.000, adv=5.209, sprd=0.022]
Ep 028/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:45,  2.07it/s, loss=0.603, pair=0.010, adv=8.485, sprd=0.018]
Ep 028/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:40,  2.17it/s, loss=0.603, pair=0.010, adv=8.485, sprd=0.018]
Ep 028/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:40,  2.17it/s, loss=0.589, pair=0.008, adv=6.138, sprd=0.017]
Ep 028/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:42,  2.11it/s, loss=0.589, pair=0.008, adv=6.138, sprd=0.017]
Ep 028/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:42,  2.11it/s, loss=0.557, pair=0.001, adv=6.698, sprd=0.017]
Ep 028/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:38,  2.18it/s, loss=0.557, pair=0.001, adv=6.698, sprd=0.017]
Ep 028/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:38,  2.18it/s, loss=0.595, pair=0.005, adv=8.090, sprd=0.019]
Ep 028/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:42,  2.09it/s, loss=0.595, pair=0.005, adv=8.090, sprd=0.019]
Ep 028/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:42,  2.09it/s, loss=0.593, pair=0.004, adv=4.714, sprd=0.022]
Ep 028/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.17it/s, loss=0.593, pair=0.004, adv=4.714, sprd=0.022]
Ep 028/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.17it/s, loss=0.558, pair=0.000, adv=8.707, sprd=0.015]
Ep 028/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:42,  2.07it/s, loss=0.558, pair=0.000, adv=8.707, sprd=0.015]
Ep 028/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:42,  2.07it/s, loss=0.626, pair=0.001, adv=5.856, sprd=0.027]
Ep 028/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:37,  2.16it/s, loss=0.626, pair=0.001, adv=5.856, sprd=0.027]
Ep 028/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:37,  2.16it/s, loss=0.628, pair=0.000, adv=7.902, sprd=0.023]
Ep 028/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:46,  1.96it/s, loss=0.628, pair=0.000, adv=7.902, sprd=0.023]
Ep 028/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:46,  1.96it/s, loss=0.573, pair=0.002, adv=6.953, sprd=0.020]
Ep 028/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:41,  2.06it/s, loss=0.573, pair=0.002, adv=6.953, sprd=0.020]
Ep 028/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:41,  2.06it/s, loss=0.680, pair=0.001, adv=7.552, sprd=0.023]
Ep 028/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:45,  1.97it/s, loss=0.680, pair=0.001, adv=7.552, sprd=0.023]
Ep 028/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:45,  1.97it/s, loss=1.102, pair=1.729, adv=5.759, sprd=0.020]
Ep 028/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:39,  2.08it/s, loss=1.102, pair=1.729, adv=5.759, sprd=0.020]
Ep 028/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:39,  2.08it/s, loss=1.203, pair=1.838, adv=6.650, sprd=0.033]
Ep 028/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:43,  1.98it/s, loss=1.203, pair=1.838, adv=6.650, sprd=0.033]
Ep 028/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:43,  1.98it/s, loss=1.196, pair=2.064, adv=6.885, sprd=0.016]
Ep 028/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:36,  2.11it/s, loss=1.196, pair=2.064, adv=6.885, sprd=0.016]
Ep 028/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:36,  2.11it/s, loss=0.598, pair=0.005, adv=6.665, sprd=0.021]
Ep 028/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:40,  2.04it/s, loss=0.598, pair=0.005, adv=6.665, sprd=0.021]
Ep 028/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:40,  2.04it/s, loss=0.602, pair=0.008, adv=6.841, sprd=0.022]
Ep 028/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:35,  2.14it/s, loss=0.602, pair=0.008, adv=6.841, sprd=0.022]
Ep 028/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:35,  2.14it/s, loss=0.582, pair=0.002, adv=7.350, sprd=0.018]
Ep 028/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:37,  2.07it/s, loss=0.582, pair=0.002, adv=7.350, sprd=0.018]
Ep 028/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:37,  2.07it/s, loss=0.562, pair=0.001, adv=7.723, sprd=0.018]
Ep 028/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:33,  2.15it/s, loss=0.562, pair=0.001, adv=7.723, sprd=0.018]
Ep 028/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:33,  2.15it/s, loss=0.569, pair=0.006, adv=6.359, sprd=0.016]
Ep 028/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:36,  2.06it/s, loss=0.569, pair=0.006, adv=6.359, sprd=0.016]
Ep 028/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:36,  2.06it/s, loss=1.596, pair=3.266, adv=5.711, sprd=0.027]
Ep 028/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:33,  2.14it/s, loss=1.596, pair=3.266, adv=5.711, sprd=0.027]
Ep 028/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:33,  2.14it/s, loss=0.563, pair=0.003, adv=5.672, sprd=0.015]
Ep 028/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:35,  2.07it/s, loss=0.563, pair=0.003, adv=5.672, sprd=0.015]
Ep 028/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:35,  2.07it/s, loss=0.624, pair=0.003, adv=5.035, sprd=0.025]
Ep 028/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.16it/s, loss=0.624, pair=0.003, adv=5.035, sprd=0.025]
Ep 028/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.16it/s, loss=0.620, pair=0.005, adv=8.967, sprd=0.022]
Ep 028/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:34,  2.07it/s, loss=0.620, pair=0.005, adv=8.967, sprd=0.022]
Ep 028/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.07it/s, loss=0.607, pair=0.000, adv=8.195, sprd=0.024]
Ep 028/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:31,  2.14it/s, loss=0.607, pair=0.000, adv=8.195, sprd=0.024]
Ep 028/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:31,  2.14it/s, loss=0.622, pair=0.002, adv=4.899, sprd=0.028]
Ep 028/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:35,  2.04it/s, loss=0.622, pair=0.002, adv=4.899, sprd=0.028]
Ep 028/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:35,  2.04it/s, loss=0.644, pair=0.007, adv=7.191, sprd=0.031]
Ep 028/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:31,  2.11it/s, loss=0.644, pair=0.007, adv=7.191, sprd=0.031]
Ep 028/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:31,  2.11it/s, loss=0.592, pair=0.031, adv=6.144, sprd=0.018]
Ep 028/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:33,  2.06it/s, loss=0.592, pair=0.031, adv=6.144, sprd=0.018]
Ep 028/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:33,  2.06it/s, loss=0.559, pair=0.011, adv=9.228, sprd=0.016]
Ep 028/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:29,  2.14it/s, loss=0.559, pair=0.011, adv=9.228, sprd=0.016]
Ep 028/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:29,  2.14it/s, loss=0.671, pair=0.016, adv=9.344, sprd=0.020]
Ep 028/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:31,  2.08it/s, loss=0.671, pair=0.016, adv=9.344, sprd=0.020]
Ep 028/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:31,  2.08it/s, loss=0.549, pair=0.011, adv=7.469, sprd=0.015]
Ep 028/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:27,  2.16it/s, loss=0.549, pair=0.011, adv=7.469, sprd=0.015]
Ep 028/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:27,  2.16it/s, loss=0.551, pair=0.007, adv=6.878, sprd=0.012]
Ep 028/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:29,  2.10it/s, loss=0.551, pair=0.007, adv=6.878, sprd=0.012]
Ep 028/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:29,  2.10it/s, loss=0.806, pair=0.740, adv=9.164, sprd=0.021]
Ep 028/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:26,  2.16it/s, loss=0.806, pair=0.740, adv=9.164, sprd=0.021]
Ep 028/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:26,  2.16it/s, loss=0.629, pair=0.007, adv=5.629, sprd=0.026]
Ep 028/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:34,  1.96it/s, loss=0.629, pair=0.007, adv=5.629, sprd=0.026]
Ep 028/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:34,  1.96it/s, loss=0.608, pair=0.008, adv=7.369, sprd=0.021]
Ep 028/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:29,  2.07it/s, loss=0.608, pair=0.008, adv=7.369, sprd=0.021]
Ep 028/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:29,  2.07it/s, loss=0.598, pair=0.000, adv=4.669, sprd=0.022]
Ep 028/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:31,  2.02it/s, loss=0.598, pair=0.000, adv=4.669, sprd=0.022]
Ep 028/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:31,  2.02it/s, loss=0.580, pair=0.005, adv=8.898, sprd=0.019]
Ep 028/80 [S2:+mat]:  60%|█▊ | 270/453 [02:13<01:26,  2.11it/s, loss=0.580, pair=0.005, adv=8.898, sprd=0.019]
Ep 028/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:26,  2.11it/s, loss=0.599, pair=0.002, adv=7.752, sprd=0.022]
Ep 028/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:29,  2.03it/s, loss=0.599, pair=0.002, adv=7.752, sprd=0.022]
Ep 028/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:29,  2.03it/s, loss=0.597, pair=0.002, adv=4.417, sprd=0.024]
Ep 028/80 [S2:+mat]:  60%|█▊ | 272/453 [02:14<01:25,  2.11it/s, loss=0.597, pair=0.002, adv=4.417, sprd=0.024]
Ep 028/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:25,  2.11it/s, loss=0.600, pair=0.010, adv=5.404, sprd=0.021]
Ep 028/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:26,  2.07it/s, loss=0.600, pair=0.010, adv=5.404, sprd=0.021]
Ep 028/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:26,  2.07it/s, loss=0.565, pair=0.003, adv=6.074, sprd=0.016]
Ep 028/80 [S2:+mat]:  60%|█▊ | 274/453 [02:15<01:22,  2.16it/s, loss=0.565, pair=0.003, adv=6.074, sprd=0.016]
Ep 028/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:22,  2.16it/s, loss=0.600, pair=0.008, adv=3.951, sprd=0.024]
Ep 028/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:29,  1.99it/s, loss=0.600, pair=0.008, adv=3.951, sprd=0.024]
Ep 028/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:29,  1.99it/s, loss=0.548, pair=0.001, adv=9.231, sprd=0.012]
Ep 028/80 [S2:+mat]:  61%|█▊ | 276/453 [02:16<01:24,  2.09it/s, loss=0.548, pair=0.001, adv=9.231, sprd=0.012]
Ep 028/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:24,  2.09it/s, loss=0.592, pair=0.000, adv=5.687, sprd=0.020]
Ep 028/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:30,  1.95it/s, loss=0.592, pair=0.000, adv=5.687, sprd=0.020]
Ep 028/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:30,  1.95it/s, loss=0.627, pair=0.005, adv=6.194, sprd=0.027]
Ep 028/80 [S2:+mat]:  61%|█▊ | 278/453 [02:17<01:26,  2.03it/s, loss=0.627, pair=0.005, adv=6.194, sprd=0.027]
Ep 028/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:26,  2.03it/s, loss=1.242, pair=2.023, adv=5.917, sprd=0.026]
Ep 028/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:32,  1.88it/s, loss=1.242, pair=2.023, adv=5.917, sprd=0.026]
Ep 028/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:32,  1.88it/s, loss=0.596, pair=0.003, adv=4.556, sprd=0.019]
Ep 028/80 [S2:+mat]:  62%|█▊ | 280/453 [02:18<01:26,  2.00it/s, loss=0.596, pair=0.003, adv=4.556, sprd=0.019]
Ep 028/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:26,  2.00it/s, loss=0.605, pair=0.005, adv=5.261, sprd=0.025]
Ep 028/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:32,  1.86it/s, loss=0.605, pair=0.005, adv=5.261, sprd=0.025]
Ep 028/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:32,  1.86it/s, loss=0.609, pair=0.007, adv=7.836, sprd=0.018]
Ep 028/80 [S2:+mat]:  62%|█▊ | 282/453 [02:19<01:26,  1.98it/s, loss=0.609, pair=0.007, adv=7.836, sprd=0.018]
Ep 028/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:26,  1.98it/s, loss=0.626, pair=0.004, adv=6.802, sprd=0.028]
Ep 028/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:32,  1.83it/s, loss=0.626, pair=0.004, adv=6.802, sprd=0.028]
Ep 028/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:32,  1.83it/s, loss=0.628, pair=0.001, adv=4.946, sprd=0.028]
Ep 028/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:27,  1.93it/s, loss=0.628, pair=0.001, adv=4.946, sprd=0.028]
Ep 028/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:27,  1.93it/s, loss=0.594, pair=0.004, adv=5.166, sprd=0.019]
Ep 028/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:31,  1.84it/s, loss=0.594, pair=0.004, adv=5.166, sprd=0.019]
Ep 028/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:31,  1.84it/s, loss=0.579, pair=0.007, adv=8.761, sprd=0.016]
Ep 028/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:25,  1.95it/s, loss=0.579, pair=0.007, adv=8.761, sprd=0.016]
Ep 028/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:25,  1.95it/s, loss=0.596, pair=0.003, adv=4.484, sprd=0.020]
Ep 028/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:28,  1.87it/s, loss=0.596, pair=0.003, adv=4.484, sprd=0.020]
Ep 028/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:28,  1.87it/s, loss=0.612, pair=0.007, adv=4.997, sprd=0.024]
Ep 028/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:24,  1.96it/s, loss=0.612, pair=0.007, adv=4.997, sprd=0.024]
Ep 028/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:24,  1.96it/s, loss=0.593, pair=0.004, adv=6.194, sprd=0.017]
Ep 028/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:28,  1.86it/s, loss=0.593, pair=0.004, adv=6.194, sprd=0.017]
Ep 028/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:28,  1.86it/s, loss=0.632, pair=0.005, adv=5.618, sprd=0.027]
Ep 028/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:23,  1.96it/s, loss=0.632, pair=0.005, adv=5.618, sprd=0.027]
Ep 028/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:23,  1.96it/s, loss=0.590, pair=0.002, adv=7.335, sprd=0.019]
Ep 028/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:26,  1.86it/s, loss=0.590, pair=0.002, adv=7.335, sprd=0.019]
Ep 028/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:26,  1.86it/s, loss=0.585, pair=0.002, adv=4.056, sprd=0.021]
Ep 028/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:21,  1.96it/s, loss=0.585, pair=0.002, adv=4.056, sprd=0.021]
Ep 028/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:21,  1.96it/s, loss=0.616, pair=0.003, adv=6.174, sprd=0.024]
Ep 028/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:26,  1.84it/s, loss=0.616, pair=0.003, adv=6.174, sprd=0.024]
Ep 028/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:26,  1.84it/s, loss=0.636, pair=0.002, adv=5.906, sprd=0.031]
Ep 028/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:22,  1.92it/s, loss=0.636, pair=0.002, adv=5.906, sprd=0.031]
Ep 028/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:22,  1.92it/s, loss=0.630, pair=0.005, adv=6.355, sprd=0.029]
Ep 028/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:33,  1.68it/s, loss=0.630, pair=0.005, adv=6.355, sprd=0.029]
Ep 028/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:33,  1.68it/s, loss=0.581, pair=0.004, adv=5.557, sprd=0.020]
Ep 028/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:26,  1.81it/s, loss=0.581, pair=0.004, adv=5.557, sprd=0.020]
Ep 028/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:26,  1.81it/s, loss=0.558, pair=0.003, adv=4.234, sprd=0.015]
Ep 028/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:27,  1.78it/s, loss=0.558, pair=0.003, adv=4.234, sprd=0.015]
Ep 028/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:27,  1.78it/s, loss=0.615, pair=0.003, adv=7.380, sprd=0.023]
Ep 028/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:21,  1.90it/s, loss=0.615, pair=0.003, adv=7.380, sprd=0.023]
Ep 028/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:21,  1.90it/s, loss=0.598, pair=0.008, adv=5.035, sprd=0.024]
Ep 028/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:26,  1.79it/s, loss=0.598, pair=0.008, adv=5.035, sprd=0.024]
Ep 028/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:26,  1.79it/s, loss=0.568, pair=0.001, adv=6.662, sprd=0.019]
Ep 028/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:20,  1.90it/s, loss=0.568, pair=0.001, adv=6.662, sprd=0.019]
Ep 028/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:20,  1.90it/s, loss=0.603, pair=0.010, adv=6.782, sprd=0.020]
Ep 028/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:24,  1.79it/s, loss=0.603, pair=0.010, adv=6.782, sprd=0.020]
Ep 028/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:24,  1.79it/s, loss=0.609, pair=0.008, adv=5.597, sprd=0.024]
Ep 028/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:19,  1.90it/s, loss=0.609, pair=0.008, adv=5.597, sprd=0.024]
Ep 028/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:19,  1.90it/s, loss=0.568, pair=0.004, adv=6.778, sprd=0.014]
Ep 028/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:22,  1.82it/s, loss=0.568, pair=0.004, adv=6.778, sprd=0.014]
Ep 028/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:22,  1.82it/s, loss=0.585, pair=0.006, adv=5.156, sprd=0.017]
Ep 028/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:15,  1.97it/s, loss=0.585, pair=0.006, adv=5.156, sprd=0.017]
Ep 028/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:15,  1.97it/s, loss=0.588, pair=0.002, adv=6.392, sprd=0.017]
Ep 028/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:18,  1.88it/s, loss=0.588, pair=0.002, adv=6.392, sprd=0.017]
Ep 028/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:18,  1.88it/s, loss=0.607, pair=0.006, adv=5.567, sprd=0.021]
Ep 028/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:12,  2.03it/s, loss=0.607, pair=0.006, adv=5.567, sprd=0.021]
Ep 028/80 [S2:+mat]:  68%|██ | 306/453 [02:33<01:12,  2.03it/s, loss=0.645, pair=0.013, adv=3.686, sprd=0.027]
Ep 028/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:13,  1.99it/s, loss=0.645, pair=0.013, adv=3.686, sprd=0.027]
Ep 028/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:13,  1.99it/s, loss=0.598, pair=0.008, adv=5.599, sprd=0.021]
Ep 028/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:08,  2.11it/s, loss=0.598, pair=0.008, adv=5.599, sprd=0.021]
Ep 028/80 [S2:+mat]:  68%|██ | 308/453 [02:34<01:08,  2.11it/s, loss=0.576, pair=0.001, adv=7.142, sprd=0.012]
Ep 028/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:08,  2.09it/s, loss=0.576, pair=0.001, adv=7.142, sprd=0.012]
Ep 028/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:08,  2.09it/s, loss=0.613, pair=0.005, adv=5.221, sprd=0.028]
Ep 028/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:06,  2.15it/s, loss=0.613, pair=0.005, adv=5.221, sprd=0.028]
Ep 028/80 [S2:+mat]:  68%|██ | 310/453 [02:35<01:06,  2.15it/s, loss=0.588, pair=0.003, adv=5.727, sprd=0.015]
Ep 028/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:07,  2.11it/s, loss=0.588, pair=0.003, adv=5.727, sprd=0.015]
Ep 028/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:07,  2.11it/s, loss=0.653, pair=0.011, adv=4.116, sprd=0.030]
Ep 028/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.18it/s, loss=0.653, pair=0.011, adv=4.116, sprd=0.030]
Ep 028/80 [S2:+mat]:  69%|██ | 312/453 [02:36<01:04,  2.18it/s, loss=0.582, pair=0.000, adv=5.261, sprd=0.021]
Ep 028/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:07,  2.07it/s, loss=0.582, pair=0.000, adv=5.261, sprd=0.021]
Ep 028/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:07,  2.07it/s, loss=0.605, pair=0.000, adv=7.719, sprd=0.021]
Ep 028/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.17it/s, loss=0.605, pair=0.000, adv=7.719, sprd=0.021]
Ep 028/80 [S2:+mat]:  69%|██ | 314/453 [02:37<01:04,  2.17it/s, loss=0.567, pair=0.002, adv=9.227, sprd=0.017]
Ep 028/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:07,  2.05it/s, loss=0.567, pair=0.002, adv=9.227, sprd=0.017]
Ep 028/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:07,  2.05it/s, loss=0.634, pair=0.003, adv=6.009, sprd=0.025]
Ep 028/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.16it/s, loss=0.634, pair=0.003, adv=6.009, sprd=0.025]
Ep 028/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.16it/s, loss=0.568, pair=0.006, adv=5.670, sprd=0.015]
Ep 028/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:05,  2.07it/s, loss=0.568, pair=0.006, adv=5.670, sprd=0.015]
Ep 028/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:05,  2.07it/s, loss=0.626, pair=0.006, adv=4.310, sprd=0.027]
Ep 028/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:02,  2.14it/s, loss=0.626, pair=0.006, adv=4.310, sprd=0.027]
Ep 028/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:02,  2.14it/s, loss=0.608, pair=0.001, adv=4.241, sprd=0.022]
Ep 028/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:04,  2.08it/s, loss=0.608, pair=0.001, adv=4.241, sprd=0.022]
Ep 028/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:04,  2.08it/s, loss=0.616, pair=0.001, adv=6.794, sprd=0.023]
Ep 028/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.18it/s, loss=0.616, pair=0.001, adv=6.794, sprd=0.023]
Ep 028/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.18it/s, loss=0.605, pair=0.009, adv=5.154, sprd=0.021]
Ep 028/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:03,  2.08it/s, loss=0.605, pair=0.009, adv=5.154, sprd=0.021]
Ep 028/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:03,  2.08it/s, loss=0.594, pair=0.003, adv=7.882, sprd=0.022]
Ep 028/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.15it/s, loss=0.594, pair=0.003, adv=7.882, sprd=0.022]
Ep 028/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.15it/s, loss=0.628, pair=0.001, adv=7.705, sprd=0.022]
Ep 028/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:06,  1.96it/s, loss=0.628, pair=0.001, adv=7.705, sprd=0.022]
Ep 028/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:06,  1.96it/s, loss=0.612, pair=0.000, adv=4.282, sprd=0.023]
Ep 028/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:01,  2.08it/s, loss=0.612, pair=0.000, adv=4.282, sprd=0.023]
Ep 028/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:01,  2.08it/s, loss=0.583, pair=0.000, adv=5.578, sprd=0.018]
Ep 028/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.04it/s, loss=0.583, pair=0.000, adv=5.578, sprd=0.018]
Ep 028/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:02,  2.04it/s, loss=0.665, pair=0.004, adv=4.242, sprd=0.037]
Ep 028/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.12it/s, loss=0.665, pair=0.004, adv=4.242, sprd=0.037]
Ep 028/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.12it/s, loss=0.575, pair=0.015, adv=7.279, sprd=0.015]
Ep 028/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:01,  2.06it/s, loss=0.575, pair=0.015, adv=7.279, sprd=0.015]
Ep 028/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:01,  2.06it/s, loss=0.597, pair=0.009, adv=5.446, sprd=0.020]
Ep 028/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:57,  2.16it/s, loss=0.597, pair=0.009, adv=5.446, sprd=0.020]
Ep 028/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:57,  2.16it/s, loss=0.668, pair=0.002, adv=7.783, sprd=0.019]
Ep 028/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.10it/s, loss=0.668, pair=0.002, adv=7.783, sprd=0.019]
Ep 028/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<00:59,  2.10it/s, loss=0.617, pair=0.002, adv=4.612, sprd=0.027]
Ep 028/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.17it/s, loss=0.617, pair=0.002, adv=4.612, sprd=0.027]
Ep 028/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.17it/s, loss=0.607, pair=0.002, adv=7.390, sprd=0.020]
Ep 028/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.07it/s, loss=0.607, pair=0.002, adv=7.390, sprd=0.020]
Ep 028/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<00:58,  2.07it/s, loss=0.615, pair=0.001, adv=5.335, sprd=0.022]
Ep 028/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.17it/s, loss=0.615, pair=0.001, adv=5.335, sprd=0.022]
Ep 028/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.17it/s, loss=0.578, pair=0.000, adv=6.707, sprd=0.015]
Ep 028/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:56,  2.12it/s, loss=0.578, pair=0.000, adv=6.707, sprd=0.015]
Ep 028/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:56,  2.12it/s, loss=0.642, pair=0.001, adv=4.743, sprd=0.027]
Ep 028/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:54,  2.19it/s, loss=0.642, pair=0.001, adv=4.743, sprd=0.027]
Ep 028/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:54,  2.19it/s, loss=0.689, pair=0.000, adv=6.398, sprd=0.029]
Ep 028/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.05it/s, loss=0.689, pair=0.000, adv=6.398, sprd=0.029]
Ep 028/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.05it/s, loss=0.575, pair=0.001, adv=6.654, sprd=0.018]
Ep 028/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:54,  2.15it/s, loss=0.575, pair=0.001, adv=6.654, sprd=0.018]
Ep 028/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:54,  2.15it/s, loss=0.592, pair=0.007, adv=5.235, sprd=0.019]
Ep 028/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:55,  2.08it/s, loss=0.592, pair=0.007, adv=5.235, sprd=0.019]
Ep 028/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:55,  2.08it/s, loss=0.587, pair=0.002, adv=5.660, sprd=0.020]
Ep 028/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:53,  2.16it/s, loss=0.587, pair=0.002, adv=5.660, sprd=0.020]
Ep 028/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.16it/s, loss=0.602, pair=0.001, adv=5.542, sprd=0.023]
Ep 028/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.07it/s, loss=0.602, pair=0.001, adv=5.542, sprd=0.023]
Ep 028/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.07it/s, loss=0.597, pair=0.001, adv=5.710, sprd=0.021]
Ep 028/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:52,  2.16it/s, loss=0.597, pair=0.001, adv=5.710, sprd=0.021]
Ep 028/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.16it/s, loss=0.627, pair=0.008, adv=4.905, sprd=0.023]
Ep 028/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:53,  2.11it/s, loss=0.627, pair=0.008, adv=4.905, sprd=0.023]
Ep 028/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:53,  2.11it/s, loss=0.574, pair=0.004, adv=7.202, sprd=0.018]
Ep 028/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:50,  2.18it/s, loss=0.574, pair=0.004, adv=7.202, sprd=0.018]
Ep 028/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:50,  2.18it/s, loss=0.577, pair=0.008, adv=6.946, sprd=0.019]
Ep 028/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:53,  2.05it/s, loss=0.577, pair=0.008, adv=6.946, sprd=0.019]
Ep 028/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:53,  2.05it/s, loss=0.595, pair=0.003, adv=5.488, sprd=0.016]
Ep 028/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:49,  2.20it/s, loss=0.595, pair=0.003, adv=5.488, sprd=0.016]
Ep 028/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:49,  2.20it/s, loss=0.626, pair=0.001, adv=6.395, sprd=0.025]
Ep 028/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.07it/s, loss=0.626, pair=0.001, adv=6.395, sprd=0.025]
Ep 028/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.07it/s, loss=0.572, pair=0.004, adv=5.257, sprd=0.016]
Ep 028/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:48,  2.19it/s, loss=0.572, pair=0.004, adv=5.257, sprd=0.016]
Ep 028/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:48,  2.19it/s, loss=0.614, pair=0.002, adv=5.986, sprd=0.026]
Ep 028/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.07it/s, loss=0.614, pair=0.002, adv=5.986, sprd=0.026]
Ep 028/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.07it/s, loss=0.565, pair=0.001, adv=6.884, sprd=0.020]
Ep 028/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:49,  2.12it/s, loss=0.565, pair=0.001, adv=6.884, sprd=0.020]
Ep 028/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:49,  2.12it/s, loss=0.572, pair=0.000, adv=5.212, sprd=0.016]
Ep 028/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.08it/s, loss=0.572, pair=0.000, adv=5.212, sprd=0.016]
Ep 028/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.08it/s, loss=0.616, pair=0.004, adv=5.856, sprd=0.025]
Ep 028/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:47,  2.15it/s, loss=0.616, pair=0.004, adv=5.856, sprd=0.025]
Ep 028/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.15it/s, loss=0.618, pair=0.002, adv=5.630, sprd=0.025]
Ep 028/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.05it/s, loss=0.618, pair=0.002, adv=5.630, sprd=0.025]
Ep 028/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:49,  2.05it/s, loss=0.609, pair=0.010, adv=6.712, sprd=0.023]
Ep 028/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:47,  2.14it/s, loss=0.609, pair=0.010, adv=6.712, sprd=0.023]
Ep 028/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:47,  2.14it/s, loss=0.577, pair=0.007, adv=5.420, sprd=0.017]
Ep 028/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:50,  1.97it/s, loss=0.577, pair=0.007, adv=5.420, sprd=0.017]
Ep 028/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:50,  1.97it/s, loss=0.622, pair=0.007, adv=3.877, sprd=0.026]
Ep 028/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:47,  2.08it/s, loss=0.622, pair=0.007, adv=3.877, sprd=0.026]
Ep 028/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:47,  2.08it/s, loss=0.625, pair=0.001, adv=4.140, sprd=0.030]
Ep 028/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:49,  1.98it/s, loss=0.625, pair=0.001, adv=4.140, sprd=0.030]
Ep 028/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:49,  1.98it/s, loss=0.629, pair=0.002, adv=5.457, sprd=0.027]
Ep 028/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:46,  2.09it/s, loss=0.629, pair=0.002, adv=5.457, sprd=0.027]
Ep 028/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:46,  2.09it/s, loss=0.627, pair=0.001, adv=7.247, sprd=0.022]
Ep 028/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:47,  2.02it/s, loss=0.627, pair=0.001, adv=7.247, sprd=0.022]
Ep 028/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:47,  2.02it/s, loss=0.601, pair=0.002, adv=4.727, sprd=0.023]
Ep 028/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.11it/s, loss=0.601, pair=0.002, adv=4.727, sprd=0.023]
Ep 028/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.11it/s, loss=0.611, pair=0.003, adv=6.555, sprd=0.021]
Ep 028/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:45,  2.06it/s, loss=0.611, pair=0.003, adv=6.555, sprd=0.021]
Ep 028/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:45,  2.06it/s, loss=0.564, pair=0.001, adv=7.194, sprd=0.016]
Ep 028/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:42,  2.17it/s, loss=0.564, pair=0.001, adv=7.194, sprd=0.016]
Ep 028/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:42,  2.17it/s, loss=0.599, pair=0.000, adv=6.946, sprd=0.018]
Ep 028/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:43,  2.11it/s, loss=0.599, pair=0.000, adv=6.946, sprd=0.018]
Ep 028/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:43,  2.11it/s, loss=0.600, pair=0.004, adv=5.594, sprd=0.023]
Ep 028/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:41,  2.19it/s, loss=0.600, pair=0.004, adv=5.594, sprd=0.023]
Ep 028/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:41,  2.19it/s, loss=0.589, pair=0.000, adv=7.586, sprd=0.016]
Ep 028/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:41,  2.14it/s, loss=0.589, pair=0.000, adv=7.586, sprd=0.016]
Ep 028/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:41,  2.14it/s, loss=1.225, pair=2.057, adv=5.612, sprd=0.023]
Ep 028/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:40,  2.22it/s, loss=1.225, pair=2.057, adv=5.612, sprd=0.023]
Ep 028/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:40,  2.22it/s, loss=0.596, pair=0.002, adv=6.454, sprd=0.016]
Ep 028/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:40,  2.15it/s, loss=0.596, pair=0.002, adv=6.454, sprd=0.016]
Ep 028/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:40,  2.15it/s, loss=0.592, pair=0.006, adv=6.549, sprd=0.023]
Ep 028/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:39,  2.20it/s, loss=0.592, pair=0.006, adv=6.549, sprd=0.023]
Ep 028/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:39,  2.20it/s, loss=1.220, pair=2.020, adv=6.904, sprd=0.024]
Ep 028/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:41,  2.07it/s, loss=1.220, pair=2.020, adv=6.904, sprd=0.024]
Ep 028/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:41,  2.07it/s, loss=0.599, pair=0.006, adv=6.444, sprd=0.023]
Ep 028/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.15it/s, loss=0.599, pair=0.006, adv=6.444, sprd=0.023]
Ep 028/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.15it/s, loss=0.565, pair=0.003, adv=6.042, sprd=0.017]
Ep 028/80 [S2:+mat]:  81%|██▍| 369/453 [03:02<00:41,  2.03it/s, loss=0.565, pair=0.003, adv=6.042, sprd=0.017]
Ep 028/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:41,  2.03it/s, loss=0.620, pair=0.001, adv=3.942, sprd=0.024]
Ep 028/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.14it/s, loss=0.620, pair=0.001, adv=3.942, sprd=0.024]
Ep 028/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.14it/s, loss=0.606, pair=0.003, adv=5.208, sprd=0.025]
Ep 028/80 [S2:+mat]:  82%|██▍| 371/453 [03:03<00:40,  2.05it/s, loss=0.606, pair=0.003, adv=5.208, sprd=0.025]
Ep 028/80 [S2:+mat]:  82%|██▍| 371/453 [03:03<00:40,  2.05it/s, loss=0.584, pair=0.000, adv=5.302, sprd=0.019]
Ep 028/80 [S2:+mat]:  82%|██▍| 372/453 [03:03<00:37,  2.15it/s, loss=0.584, pair=0.000, adv=5.302, sprd=0.019]
Ep 028/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:37,  2.15it/s, loss=0.585, pair=0.003, adv=6.473, sprd=0.019]
Ep 028/80 [S2:+mat]:  82%|██▍| 373/453 [03:04<00:39,  2.04it/s, loss=0.585, pair=0.003, adv=6.473, sprd=0.019]
Ep 028/80 [S2:+mat]:  82%|██▍| 373/453 [03:04<00:39,  2.04it/s, loss=0.608, pair=0.003, adv=6.013, sprd=0.016]
Ep 028/80 [S2:+mat]:  83%|██▍| 374/453 [03:04<00:36,  2.19it/s, loss=0.608, pair=0.003, adv=6.013, sprd=0.016]
Ep 028/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:36,  2.19it/s, loss=0.641, pair=0.002, adv=4.304, sprd=0.031]
Ep 028/80 [S2:+mat]:  83%|██▍| 375/453 [03:05<00:38,  2.01it/s, loss=0.641, pair=0.002, adv=4.304, sprd=0.031]
Ep 028/80 [S2:+mat]:  83%|██▍| 375/453 [03:05<00:38,  2.01it/s, loss=0.585, pair=0.000, adv=5.694, sprd=0.020]
Ep 028/80 [S2:+mat]:  83%|██▍| 376/453 [03:05<00:36,  2.08it/s, loss=0.585, pair=0.000, adv=5.694, sprd=0.020]
Ep 028/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:36,  2.08it/s, loss=0.605, pair=0.001, adv=5.268, sprd=0.026]
Ep 028/80 [S2:+mat]:  83%|██▍| 377/453 [03:06<00:43,  1.74it/s, loss=0.605, pair=0.001, adv=5.268, sprd=0.026]
Ep 028/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:43,  1.74it/s, loss=1.181, pair=1.936, adv=4.803, sprd=0.021]
Ep 028/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:39,  1.88it/s, loss=1.181, pair=1.936, adv=4.803, sprd=0.021]
Ep 028/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:39,  1.88it/s, loss=0.636, pair=0.002, adv=4.006, sprd=0.029]
Ep 028/80 [S2:+mat]:  84%|██▌| 379/453 [03:07<00:41,  1.79it/s, loss=0.636, pair=0.002, adv=4.006, sprd=0.029]
Ep 028/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:41,  1.79it/s, loss=0.536, pair=0.001, adv=5.860, sprd=0.012]
Ep 028/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:38,  1.91it/s, loss=0.536, pair=0.001, adv=5.860, sprd=0.012]
Ep 028/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:38,  1.91it/s, loss=0.618, pair=0.002, adv=5.899, sprd=0.027]
Ep 028/80 [S2:+mat]:  84%|██▌| 381/453 [03:08<00:39,  1.80it/s, loss=0.618, pair=0.002, adv=5.899, sprd=0.027]
Ep 028/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:39,  1.80it/s, loss=0.572, pair=0.002, adv=3.508, sprd=0.017]
Ep 028/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:36,  1.93it/s, loss=0.572, pair=0.002, adv=3.508, sprd=0.017]
Ep 028/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:36,  1.93it/s, loss=0.613, pair=0.000, adv=7.246, sprd=0.022]
Ep 028/80 [S2:+mat]:  85%|██▌| 383/453 [03:09<00:38,  1.82it/s, loss=0.613, pair=0.000, adv=7.246, sprd=0.022]
Ep 028/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:38,  1.82it/s, loss=0.643, pair=0.000, adv=5.440, sprd=0.033]
Ep 028/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:36,  1.90it/s, loss=0.643, pair=0.000, adv=5.440, sprd=0.033]
Ep 028/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:36,  1.90it/s, loss=0.604, pair=0.002, adv=3.651, sprd=0.024]
Ep 028/80 [S2:+mat]:  85%|██▌| 385/453 [03:10<00:37,  1.82it/s, loss=0.604, pair=0.002, adv=3.651, sprd=0.024]
Ep 028/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:37,  1.82it/s, loss=0.561, pair=0.000, adv=4.656, sprd=0.016]
Ep 028/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:34,  1.92it/s, loss=0.561, pair=0.000, adv=4.656, sprd=0.016]
Ep 028/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:34,  1.92it/s, loss=0.571, pair=0.002, adv=6.422, sprd=0.014]
Ep 028/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:35,  1.86it/s, loss=0.571, pair=0.002, adv=6.422, sprd=0.014]
Ep 028/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:35,  1.86it/s, loss=0.631, pair=0.186, adv=5.655, sprd=0.020]
Ep 028/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:33,  1.95it/s, loss=0.631, pair=0.186, adv=5.655, sprd=0.020]
Ep 028/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:33,  1.95it/s, loss=0.567, pair=0.007, adv=5.215, sprd=0.017]
Ep 028/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:34,  1.85it/s, loss=0.567, pair=0.007, adv=5.215, sprd=0.017]
Ep 028/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:34,  1.85it/s, loss=0.595, pair=0.002, adv=6.019, sprd=0.016]
Ep 028/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:31,  2.00it/s, loss=0.595, pair=0.002, adv=6.019, sprd=0.016]
Ep 028/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:31,  2.00it/s, loss=0.591, pair=0.004, adv=5.350, sprd=0.017]
Ep 028/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:32,  1.90it/s, loss=0.591, pair=0.004, adv=5.350, sprd=0.017]
Ep 028/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:32,  1.90it/s, loss=0.572, pair=0.002, adv=7.416, sprd=0.016]
Ep 028/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:30,  2.00it/s, loss=0.572, pair=0.002, adv=7.416, sprd=0.016]
Ep 028/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:30,  2.00it/s, loss=0.617, pair=0.001, adv=3.648, sprd=0.022]
Ep 028/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:31,  1.88it/s, loss=0.617, pair=0.001, adv=3.648, sprd=0.022]
Ep 028/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:31,  1.88it/s, loss=0.571, pair=0.000, adv=5.505, sprd=0.019]
Ep 028/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:29,  1.97it/s, loss=0.571, pair=0.000, adv=5.505, sprd=0.019]
Ep 028/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:29,  1.97it/s, loss=0.570, pair=0.004, adv=3.417, sprd=0.017]
Ep 028/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:31,  1.85it/s, loss=0.570, pair=0.004, adv=3.417, sprd=0.017]
Ep 028/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:31,  1.85it/s, loss=0.604, pair=0.007, adv=7.268, sprd=0.021]
Ep 028/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:29,  1.96it/s, loss=0.604, pair=0.007, adv=7.268, sprd=0.021]
Ep 028/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:29,  1.96it/s, loss=0.602, pair=0.007, adv=5.115, sprd=0.024]
Ep 028/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:30,  1.83it/s, loss=0.602, pair=0.007, adv=5.115, sprd=0.024]
Ep 028/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:30,  1.83it/s, loss=0.621, pair=0.001, adv=4.799, sprd=0.024]
Ep 028/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:28,  1.93it/s, loss=0.621, pair=0.001, adv=4.799, sprd=0.024]
Ep 028/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:28,  1.93it/s, loss=0.593, pair=0.002, adv=5.004, sprd=0.021]
Ep 028/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:29,  1.80it/s, loss=0.593, pair=0.002, adv=5.004, sprd=0.021]
Ep 028/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:29,  1.80it/s, loss=0.620, pair=0.003, adv=4.468, sprd=0.027]
Ep 028/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:27,  1.90it/s, loss=0.620, pair=0.003, adv=4.468, sprd=0.027]
Ep 028/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:27,  1.90it/s, loss=0.611, pair=0.001, adv=5.633, sprd=0.027]
Ep 028/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:28,  1.79it/s, loss=0.611, pair=0.001, adv=5.633, sprd=0.027]
Ep 028/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:28,  1.79it/s, loss=0.590, pair=0.004, adv=6.158, sprd=0.016]
Ep 028/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:26,  1.93it/s, loss=0.590, pair=0.004, adv=6.158, sprd=0.016]
Ep 028/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:26,  1.93it/s, loss=0.621, pair=0.003, adv=4.100, sprd=0.024]
Ep 028/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:27,  1.83it/s, loss=0.621, pair=0.003, adv=4.100, sprd=0.024]
Ep 028/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:27,  1.83it/s, loss=0.701, pair=0.395, adv=3.074, sprd=0.029]
Ep 028/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:25,  1.92it/s, loss=0.701, pair=0.395, adv=3.074, sprd=0.029]
Ep 028/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:25,  1.92it/s, loss=0.528, pair=0.014, adv=2.932, sprd=0.015]
Ep 028/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:26,  1.80it/s, loss=0.528, pair=0.014, adv=2.932, sprd=0.015]
Ep 028/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:26,  1.80it/s, loss=0.611, pair=0.004, adv=5.844, sprd=0.021]
Ep 028/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:24,  1.96it/s, loss=0.611, pair=0.004, adv=5.844, sprd=0.021]
Ep 028/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:24,  1.96it/s, loss=0.562, pair=0.001, adv=5.865, sprd=0.013]
Ep 028/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:23,  1.93it/s, loss=0.562, pair=0.001, adv=5.865, sprd=0.013]
Ep 028/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:23,  1.93it/s, loss=0.605, pair=0.001, adv=5.341, sprd=0.023]
Ep 028/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:22,  2.04it/s, loss=0.605, pair=0.001, adv=5.341, sprd=0.023]
Ep 028/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:22,  2.04it/s, loss=0.595, pair=0.011, adv=3.414, sprd=0.020]
Ep 028/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.01it/s, loss=0.595, pair=0.011, adv=3.414, sprd=0.020]
Ep 028/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.01it/s, loss=0.625, pair=0.001, adv=3.567, sprd=0.028]
Ep 028/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:20,  2.10it/s, loss=0.625, pair=0.001, adv=3.567, sprd=0.028]
Ep 028/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:20,  2.10it/s, loss=0.611, pair=0.000, adv=4.380, sprd=0.023]
Ep 028/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:21,  2.00it/s, loss=0.611, pair=0.000, adv=4.380, sprd=0.023]
Ep 028/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:21,  2.00it/s, loss=0.601, pair=0.005, adv=6.814, sprd=0.024]
Ep 028/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:19,  2.08it/s, loss=0.601, pair=0.005, adv=6.814, sprd=0.024]
Ep 028/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:19,  2.08it/s, loss=0.618, pair=0.014, adv=3.754, sprd=0.022]
Ep 028/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.04it/s, loss=0.618, pair=0.014, adv=3.754, sprd=0.022]
Ep 028/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.04it/s, loss=0.613, pair=0.004, adv=5.032, sprd=0.026]
Ep 028/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:18,  2.12it/s, loss=0.613, pair=0.004, adv=5.032, sprd=0.026]
Ep 028/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.12it/s, loss=0.630, pair=0.005, adv=6.206, sprd=0.029]
Ep 028/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.01it/s, loss=0.630, pair=0.005, adv=6.206, sprd=0.029]
Ep 028/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.01it/s, loss=0.566, pair=0.001, adv=4.752, sprd=0.016]
Ep 028/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:17,  2.13it/s, loss=0.566, pair=0.001, adv=4.752, sprd=0.016]
Ep 028/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:17,  2.13it/s, loss=0.554, pair=0.000, adv=2.991, sprd=0.020]
Ep 028/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.08it/s, loss=0.554, pair=0.000, adv=2.991, sprd=0.020]
Ep 028/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.08it/s, loss=0.583, pair=0.000, adv=4.584, sprd=0.021]
Ep 028/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:16,  2.15it/s, loss=0.583, pair=0.000, adv=4.584, sprd=0.021]
Ep 028/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.15it/s, loss=0.632, pair=0.001, adv=5.501, sprd=0.026]
Ep 028/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.07it/s, loss=0.632, pair=0.001, adv=5.501, sprd=0.026]
Ep 028/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.07it/s, loss=0.617, pair=0.002, adv=4.628, sprd=0.025]
Ep 028/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.16it/s, loss=0.617, pair=0.002, adv=4.628, sprd=0.025]
Ep 028/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:15,  2.16it/s, loss=0.633, pair=0.001, adv=4.478, sprd=0.027]
Ep 028/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.08it/s, loss=0.633, pair=0.001, adv=4.478, sprd=0.027]
Ep 028/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.08it/s, loss=0.605, pair=0.000, adv=4.648, sprd=0.022]
Ep 028/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.17it/s, loss=0.605, pair=0.000, adv=4.648, sprd=0.022]
Ep 028/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.17it/s, loss=0.607, pair=0.001, adv=6.028, sprd=0.021]
Ep 028/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.11it/s, loss=0.607, pair=0.001, adv=6.028, sprd=0.021]
Ep 028/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.11it/s, loss=0.601, pair=0.000, adv=6.028, sprd=0.023]
Ep 028/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.18it/s, loss=0.601, pair=0.000, adv=6.028, sprd=0.023]
Ep 028/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:13,  2.18it/s, loss=0.596, pair=0.007, adv=6.332, sprd=0.018]
Ep 028/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.09it/s, loss=0.596, pair=0.007, adv=6.332, sprd=0.018]
Ep 028/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.09it/s, loss=0.607, pair=0.003, adv=5.626, sprd=0.023]
Ep 028/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.17it/s, loss=0.607, pair=0.003, adv=5.626, sprd=0.023]
Ep 028/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.17it/s, loss=0.640, pair=0.013, adv=6.824, sprd=0.026]
Ep 028/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:12,  2.07it/s, loss=0.640, pair=0.013, adv=6.824, sprd=0.026]
Ep 028/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.07it/s, loss=0.623, pair=0.005, adv=7.383, sprd=0.026]
Ep 028/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.13it/s, loss=0.623, pair=0.005, adv=7.383, sprd=0.026]
Ep 028/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.13it/s, loss=0.614, pair=0.023, adv=8.751, sprd=0.021]
Ep 028/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:11,  2.02it/s, loss=0.614, pair=0.023, adv=8.751, sprd=0.021]
Ep 028/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.02it/s, loss=0.571, pair=0.007, adv=7.599, sprd=0.016]
Ep 028/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.14it/s, loss=0.571, pair=0.007, adv=7.599, sprd=0.016]
Ep 028/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.14it/s, loss=0.581, pair=0.003, adv=9.354, sprd=0.017]
Ep 028/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:10,  2.07it/s, loss=0.581, pair=0.003, adv=9.354, sprd=0.017]
Ep 028/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.07it/s, loss=0.610, pair=0.007, adv=7.958, sprd=0.024]
Ep 028/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.15it/s, loss=0.610, pair=0.007, adv=7.958, sprd=0.024]
Ep 028/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.15it/s, loss=0.609, pair=0.003, adv=5.320, sprd=0.023]
Ep 028/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:10,  1.94it/s, loss=0.609, pair=0.003, adv=5.320, sprd=0.023]
Ep 028/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:10,  1.94it/s, loss=0.641, pair=0.006, adv=7.071, sprd=0.031]
Ep 028/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:09,  2.05it/s, loss=0.641, pair=0.006, adv=7.071, sprd=0.031]
Ep 028/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:09,  2.05it/s, loss=0.597, pair=0.002, adv=8.281, sprd=0.021]
Ep 028/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:09,  1.99it/s, loss=0.597, pair=0.002, adv=8.281, sprd=0.021]
Ep 028/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.99it/s, loss=0.581, pair=0.001, adv=7.160, sprd=0.020]
Ep 028/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  2.09it/s, loss=0.581, pair=0.001, adv=7.160, sprd=0.020]
Ep 028/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:08,  2.09it/s, loss=0.625, pair=0.002, adv=5.804, sprd=0.029]
Ep 028/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.02it/s, loss=0.625, pair=0.002, adv=5.804, sprd=0.029]
Ep 028/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.02it/s, loss=0.623, pair=0.003, adv=6.239, sprd=0.026]
Ep 028/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  2.11it/s, loss=0.623, pair=0.003, adv=6.239, sprd=0.026]
Ep 028/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:07,  2.11it/s, loss=0.607, pair=0.000, adv=9.282, sprd=0.026]
Ep 028/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:07,  1.98it/s, loss=0.607, pair=0.000, adv=9.282, sprd=0.026]
Ep 028/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:07,  1.98it/s, loss=0.599, pair=0.001, adv=7.810, sprd=0.019]
Ep 028/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.10it/s, loss=0.599, pair=0.001, adv=7.810, sprd=0.019]
Ep 028/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.10it/s, loss=0.584, pair=0.000, adv=5.964, sprd=0.018]
Ep 028/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.03it/s, loss=0.584, pair=0.000, adv=5.964, sprd=0.018]
Ep 028/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.03it/s, loss=0.593, pair=0.000, adv=5.757, sprd=0.017]
Ep 028/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.17it/s, loss=0.593, pair=0.000, adv=5.757, sprd=0.017]
Ep 028/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.17it/s, loss=0.599, pair=0.000, adv=5.297, sprd=0.022]
Ep 028/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.08it/s, loss=0.599, pair=0.000, adv=5.297, sprd=0.022]
Ep 028/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.08it/s, loss=0.619, pair=0.000, adv=7.490, sprd=0.026]
Ep 028/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.619, pair=0.000, adv=7.490, sprd=0.026]
Ep 028/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.604, pair=0.002, adv=8.320, sprd=0.019]
Ep 028/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.06it/s, loss=0.604, pair=0.002, adv=8.320, sprd=0.019]
Ep 028/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.06it/s, loss=0.585, pair=0.000, adv=8.050, sprd=0.019]
Ep 028/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.585, pair=0.000, adv=8.050, sprd=0.019]
Ep 028/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.15it/s, loss=0.633, pair=0.000, adv=5.516, sprd=0.025]
Ep 028/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.06it/s, loss=0.633, pair=0.000, adv=5.516, sprd=0.025]
Ep 028/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.06it/s, loss=0.613, pair=0.000, adv=7.856, sprd=0.024]
Ep 028/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.14it/s, loss=0.613, pair=0.000, adv=7.856, sprd=0.024]
Ep 028/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.14it/s, loss=0.606, pair=0.000, adv=8.531, sprd=0.018]
Ep 028/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.08it/s, loss=0.606, pair=0.000, adv=8.531, sprd=0.018]
Ep 028/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.08it/s, loss=0.634, pair=0.006, adv=7.704, sprd=0.027]
Ep 028/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.16it/s, loss=0.634, pair=0.006, adv=7.704, sprd=0.027]
Ep 028/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.16it/s, loss=0.586, pair=0.007, adv=7.321, sprd=0.019]
Ep 028/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.07it/s, loss=0.586, pair=0.007, adv=7.321, sprd=0.019]
Ep 028/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.07it/s, loss=0.608, pair=0.003, adv=7.703, sprd=0.027]
Ep 028/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  2.13it/s, loss=0.608, pair=0.003, adv=7.703, sprd=0.027]
Ep 028/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.13it/s, loss=0.589, pair=0.001, adv=7.273, sprd=0.020]
Ep 028/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  2.04it/s, loss=0.589, pair=0.001, adv=7.273, sprd=0.020]
                                                                                                              
Epoch 028/80 [S2:+mat]  loss=0.6437  mat=0.2627  sens=1.1754  pair=0.1367  adv=6.3737(rand=3.47)  deg=0.0037  orth=0.0056  spread=0.0213  q_mean=52.5  q_std=18.7  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.57e-05  225s

Ep 029/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 029/80 [S2:+mat]:   0%|             | 0/453 [00:00<?, ?it/s, loss=0.619, pair=0.000, adv=7.108, sprd=0.023]
Ep 029/80 [S2:+mat]:   0%|     | 1/453 [00:00<07:19,  1.03it/s, loss=0.619, pair=0.000, adv=7.108, sprd=0.023]
Ep 029/80 [S2:+mat]:   0%|     | 1/453 [00:01<07:19,  1.03it/s, loss=0.614, pair=0.000, adv=5.653, sprd=0.022]
Ep 029/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:47,  1.57it/s, loss=0.614, pair=0.000, adv=5.653, sprd=0.022]
Ep 029/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:47,  1.57it/s, loss=0.590, pair=0.000, adv=8.208, sprd=0.024]
Ep 029/80 [S2:+mat]:   1%|     | 3/453 [00:01<04:32,  1.65it/s, loss=0.590, pair=0.000, adv=8.208, sprd=0.024]
Ep 029/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:32,  1.65it/s, loss=0.595, pair=0.002, adv=6.845, sprd=0.020]
Ep 029/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:57,  1.89it/s, loss=0.595, pair=0.002, adv=6.845, sprd=0.020]
Ep 029/80 [S2:+mat]:   1%|     | 4/453 [00:02<03:57,  1.89it/s, loss=0.663, pair=0.000, adv=4.167, sprd=0.024]
Ep 029/80 [S2:+mat]:   1%|     | 5/453 [00:02<03:58,  1.88it/s, loss=0.663, pair=0.000, adv=4.167, sprd=0.024]
Ep 029/80 [S2:+mat]:   1%|     | 5/453 [00:03<03:58,  1.88it/s, loss=0.632, pair=0.000, adv=7.789, sprd=0.027]
Ep 029/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:41,  2.02it/s, loss=0.632, pair=0.000, adv=7.789, sprd=0.027]
Ep 029/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:41,  2.02it/s, loss=0.604, pair=0.001, adv=5.900, sprd=0.018]
Ep 029/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:42,  2.00it/s, loss=0.604, pair=0.001, adv=5.900, sprd=0.018]
Ep 029/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:42,  2.00it/s, loss=0.591, pair=0.000, adv=6.605, sprd=0.021]
Ep 029/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:30,  2.12it/s, loss=0.591, pair=0.000, adv=6.605, sprd=0.021]
Ep 029/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:30,  2.12it/s, loss=0.582, pair=0.002, adv=7.608, sprd=0.016]
Ep 029/80 [S2:+mat]:   2%|     | 9/453 [00:04<03:49,  1.93it/s, loss=0.582, pair=0.002, adv=7.608, sprd=0.016]
Ep 029/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:49,  1.93it/s, loss=0.573, pair=0.000, adv=6.420, sprd=0.019]
Ep 029/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:36,  2.05it/s, loss=0.573, pair=0.000, adv=6.420, sprd=0.019]
Ep 029/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:36,  2.05it/s, loss=0.623, pair=0.002, adv=6.405, sprd=0.023]
Ep 029/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:40,  2.00it/s, loss=0.623, pair=0.002, adv=6.405, sprd=0.023]
Ep 029/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:40,  2.00it/s, loss=0.619, pair=0.003, adv=5.934, sprd=0.028]
Ep 029/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:31,  2.09it/s, loss=0.619, pair=0.003, adv=5.934, sprd=0.028]
Ep 029/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:31,  2.09it/s, loss=0.587, pair=0.009, adv=7.301, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:34,  2.05it/s, loss=0.587, pair=0.009, adv=7.301, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:34,  2.05it/s, loss=0.554, pair=0.005, adv=7.676, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:25,  2.14it/s, loss=0.554, pair=0.005, adv=7.676, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:25,  2.14it/s, loss=0.549, pair=0.005, adv=8.417, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:36,  2.02it/s, loss=0.549, pair=0.005, adv=8.417, sprd=0.015]
Ep 029/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:36,  2.02it/s, loss=0.616, pair=0.003, adv=6.019, sprd=0.026]
Ep 029/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:27,  2.10it/s, loss=0.616, pair=0.003, adv=6.019, sprd=0.026]
Ep 029/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:27,  2.10it/s, loss=0.605, pair=0.005, adv=7.676, sprd=0.023]
Ep 029/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:37,  2.01it/s, loss=0.605, pair=0.005, adv=7.676, sprd=0.023]
Ep 029/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:37,  2.01it/s, loss=0.644, pair=0.001, adv=6.423, sprd=0.031]
Ep 029/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:27,  2.09it/s, loss=0.644, pair=0.001, adv=6.423, sprd=0.031]
Ep 029/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:27,  2.09it/s, loss=0.627, pair=0.002, adv=7.362, sprd=0.028]
Ep 029/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:39,  1.98it/s, loss=0.627, pair=0.002, adv=7.362, sprd=0.028]
Ep 029/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:39,  1.98it/s, loss=0.571, pair=0.001, adv=9.154, sprd=0.014]
Ep 029/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:26,  2.09it/s, loss=0.571, pair=0.001, adv=9.154, sprd=0.014]
Ep 029/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:26,  2.09it/s, loss=0.621, pair=0.001, adv=8.507, sprd=0.017]
Ep 029/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:48,  1.89it/s, loss=0.621, pair=0.001, adv=8.507, sprd=0.017]
Ep 029/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:48,  1.89it/s, loss=0.613, pair=0.005, adv=7.733, sprd=0.021]
Ep 029/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:37,  1.98it/s, loss=0.613, pair=0.005, adv=7.733, sprd=0.021]
Ep 029/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:37,  1.98it/s, loss=0.620, pair=0.002, adv=7.018, sprd=0.025]
Ep 029/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:52,  1.85it/s, loss=0.620, pair=0.002, adv=7.018, sprd=0.025]
Ep 029/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:52,  1.85it/s, loss=0.738, pair=0.369, adv=7.293, sprd=0.029]
Ep 029/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:42,  1.93it/s, loss=0.738, pair=0.369, adv=7.293, sprd=0.029]
Ep 029/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:42,  1.93it/s, loss=0.603, pair=0.002, adv=6.082, sprd=0.022]
Ep 029/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:53,  1.83it/s, loss=0.603, pair=0.002, adv=6.082, sprd=0.022]
Ep 029/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:53,  1.83it/s, loss=0.588, pair=0.006, adv=9.625, sprd=0.019]
Ep 029/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:40,  1.94it/s, loss=0.588, pair=0.006, adv=9.625, sprd=0.019]
Ep 029/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:40,  1.94it/s, loss=0.573, pair=0.007, adv=6.321, sprd=0.016]
Ep 029/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:53,  1.82it/s, loss=0.573, pair=0.007, adv=6.321, sprd=0.016]
Ep 029/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:53,  1.82it/s, loss=0.614, pair=0.004, adv=6.079, sprd=0.023]
Ep 029/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:38,  1.94it/s, loss=0.614, pair=0.004, adv=6.079, sprd=0.023]
Ep 029/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:38,  1.94it/s, loss=1.098, pair=1.727, adv=6.311, sprd=0.017]
Ep 029/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:51,  1.84it/s, loss=1.098, pair=1.727, adv=6.311, sprd=0.017]
Ep 029/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:51,  1.84it/s, loss=0.586, pair=0.023, adv=5.823, sprd=0.020]
Ep 029/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:40,  1.92it/s, loss=0.586, pair=0.023, adv=5.823, sprd=0.020]
Ep 029/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:40,  1.92it/s, loss=0.605, pair=0.023, adv=7.022, sprd=0.020]
Ep 029/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:52,  1.81it/s, loss=0.605, pair=0.023, adv=7.022, sprd=0.020]
Ep 029/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:52,  1.81it/s, loss=0.606, pair=0.029, adv=4.986, sprd=0.018]
Ep 029/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:34,  1.96it/s, loss=0.606, pair=0.029, adv=4.986, sprd=0.018]
Ep 029/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:34,  1.96it/s, loss=0.592, pair=0.021, adv=7.882, sprd=0.019]
Ep 029/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<04:03,  1.72it/s, loss=0.592, pair=0.021, adv=7.882, sprd=0.019]
Ep 029/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<04:03,  1.72it/s, loss=0.606, pair=0.004, adv=9.967, sprd=0.023]
Ep 029/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:48,  1.84it/s, loss=0.606, pair=0.004, adv=9.967, sprd=0.023]
Ep 029/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:48,  1.84it/s, loss=0.599, pair=0.009, adv=7.033, sprd=0.018]
Ep 029/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:56,  1.77it/s, loss=0.599, pair=0.009, adv=7.033, sprd=0.018]
Ep 029/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:56,  1.77it/s, loss=0.601, pair=0.005, adv=7.655, sprd=0.023]
Ep 029/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:41,  1.88it/s, loss=0.601, pair=0.005, adv=7.655, sprd=0.023]
Ep 029/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:41,  1.88it/s, loss=0.579, pair=0.020, adv=9.627, sprd=0.018]
Ep 029/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:54,  1.77it/s, loss=0.579, pair=0.020, adv=9.627, sprd=0.018]
Ep 029/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:54,  1.77it/s, loss=0.612, pair=0.029, adv=7.296, sprd=0.017]
Ep 029/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:36,  1.91it/s, loss=0.612, pair=0.029, adv=7.296, sprd=0.017]
Ep 029/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:36,  1.91it/s, loss=0.576, pair=0.018, adv=6.844, sprd=0.016]
Ep 029/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:48,  1.81it/s, loss=0.576, pair=0.018, adv=6.844, sprd=0.016]
Ep 029/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:48,  1.81it/s, loss=1.162, pair=1.738, adv=7.488, sprd=0.027]
Ep 029/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:35,  1.91it/s, loss=1.162, pair=1.738, adv=7.488, sprd=0.027]
Ep 029/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:35,  1.91it/s, loss=0.586, pair=0.001, adv=6.851, sprd=0.020]
Ep 029/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:46,  1.82it/s, loss=0.586, pair=0.001, adv=6.851, sprd=0.020]
Ep 029/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:46,  1.82it/s, loss=0.595, pair=0.001, adv=5.012, sprd=0.020]
Ep 029/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:31,  1.94it/s, loss=0.595, pair=0.001, adv=5.012, sprd=0.020]
Ep 029/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:31,  1.94it/s, loss=0.553, pair=0.004, adv=8.656, sprd=0.013]
Ep 029/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:45,  1.82it/s, loss=0.553, pair=0.004, adv=8.656, sprd=0.013]
Ep 029/80 [S2:+mat]:   9%|▍   | 43/453 [00:23<03:45,  1.82it/s, loss=0.617, pair=0.007, adv=5.187, sprd=0.026]
Ep 029/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:32,  1.92it/s, loss=0.617, pair=0.007, adv=5.187, sprd=0.026]
Ep 029/80 [S2:+mat]:  10%|▎  | 44/453 [00:23<03:32,  1.92it/s, loss=0.572, pair=0.000, adv=10.607, sprd=0.015]
Ep 029/80 [S2:+mat]:  10%|▎  | 45/453 [00:23<03:42,  1.83it/s, loss=0.572, pair=0.000, adv=10.607, sprd=0.015]
Ep 029/80 [S2:+mat]:  10%|▍   | 45/453 [00:24<03:42,  1.83it/s, loss=1.206, pair=2.047, adv=7.369, sprd=0.022]
Ep 029/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:29,  1.94it/s, loss=1.206, pair=2.047, adv=7.369, sprd=0.022]
Ep 029/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:29,  1.94it/s, loss=0.654, pair=0.002, adv=9.809, sprd=0.017]
Ep 029/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:37,  1.86it/s, loss=0.654, pair=0.002, adv=9.809, sprd=0.017]
Ep 029/80 [S2:+mat]:  10%|▍   | 47/453 [00:25<03:37,  1.86it/s, loss=0.571, pair=0.000, adv=9.747, sprd=0.015]
Ep 029/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:23,  1.99it/s, loss=0.571, pair=0.000, adv=9.747, sprd=0.015]
Ep 029/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:23,  1.99it/s, loss=0.594, pair=0.000, adv=6.589, sprd=0.020]
Ep 029/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:35,  1.87it/s, loss=0.594, pair=0.000, adv=6.589, sprd=0.020]
Ep 029/80 [S2:+mat]:  11%|▍   | 49/453 [00:26<03:35,  1.87it/s, loss=0.581, pair=0.000, adv=9.117, sprd=0.020]
Ep 029/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:24,  1.97it/s, loss=0.581, pair=0.000, adv=9.117, sprd=0.020]
Ep 029/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:24,  1.97it/s, loss=0.582, pair=0.000, adv=6.778, sprd=0.019]
Ep 029/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:27,  1.94it/s, loss=0.582, pair=0.000, adv=6.778, sprd=0.019]
Ep 029/80 [S2:+mat]:  11%|▍   | 51/453 [00:27<03:27,  1.94it/s, loss=0.594, pair=0.018, adv=4.171, sprd=0.018]
Ep 029/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:10,  2.11it/s, loss=0.594, pair=0.018, adv=4.171, sprd=0.018]
Ep 029/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:10,  2.11it/s, loss=0.601, pair=0.003, adv=8.793, sprd=0.019]
Ep 029/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:15,  2.05it/s, loss=0.601, pair=0.003, adv=8.793, sprd=0.019]
Ep 029/80 [S2:+mat]:  12%|▍   | 53/453 [00:28<03:15,  2.05it/s, loss=1.065, pair=1.579, adv=8.513, sprd=0.019]
Ep 029/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:05,  2.15it/s, loss=1.065, pair=1.579, adv=8.513, sprd=0.019]
Ep 029/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:05,  2.15it/s, loss=0.590, pair=0.001, adv=8.478, sprd=0.023]
Ep 029/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:15,  2.04it/s, loss=0.590, pair=0.001, adv=8.478, sprd=0.023]
Ep 029/80 [S2:+mat]:  12%|▎  | 55/453 [00:28<03:15,  2.04it/s, loss=0.559, pair=0.008, adv=11.348, sprd=0.012]
Ep 029/80 [S2:+mat]:  12%|▎  | 56/453 [00:28<03:03,  2.17it/s, loss=0.559, pair=0.008, adv=11.348, sprd=0.012]
Ep 029/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:03,  2.17it/s, loss=1.114, pair=1.707, adv=8.756, sprd=0.026]
Ep 029/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:14,  2.03it/s, loss=1.114, pair=1.707, adv=8.756, sprd=0.026]
Ep 029/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:14,  2.03it/s, loss=0.594, pair=0.002, adv=5.590, sprd=0.025]
Ep 029/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:07,  2.11it/s, loss=0.594, pair=0.002, adv=5.590, sprd=0.025]
Ep 029/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:07,  2.11it/s, loss=0.560, pair=0.000, adv=7.968, sprd=0.018]
Ep 029/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:15,  2.01it/s, loss=0.560, pair=0.000, adv=7.968, sprd=0.018]
Ep 029/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:15,  2.01it/s, loss=0.607, pair=0.000, adv=7.689, sprd=0.023]
Ep 029/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:05,  2.12it/s, loss=0.607, pair=0.000, adv=7.689, sprd=0.023]
Ep 029/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:05,  2.12it/s, loss=0.559, pair=0.004, adv=6.495, sprd=0.017]
Ep 029/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:23,  1.92it/s, loss=0.559, pair=0.004, adv=6.495, sprd=0.017]
Ep 029/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:23,  1.92it/s, loss=0.588, pair=0.002, adv=7.060, sprd=0.022]
Ep 029/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:12,  2.03it/s, loss=0.588, pair=0.002, adv=7.060, sprd=0.022]
Ep 029/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:12,  2.03it/s, loss=0.610, pair=0.021, adv=8.868, sprd=0.019]
Ep 029/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:14,  2.00it/s, loss=0.610, pair=0.021, adv=8.868, sprd=0.019]
Ep 029/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:14,  2.00it/s, loss=0.570, pair=0.003, adv=7.939, sprd=0.017]
Ep 029/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:04,  2.11it/s, loss=0.570, pair=0.003, adv=7.939, sprd=0.017]
Ep 029/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<03:04,  2.11it/s, loss=0.635, pair=0.007, adv=6.262, sprd=0.032]
Ep 029/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:14,  1.99it/s, loss=0.635, pair=0.007, adv=6.262, sprd=0.032]
Ep 029/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:14,  1.99it/s, loss=0.610, pair=0.004, adv=6.807, sprd=0.024]
Ep 029/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<03:04,  2.10it/s, loss=0.610, pair=0.004, adv=6.807, sprd=0.024]
Ep 029/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<03:04,  2.10it/s, loss=0.575, pair=0.001, adv=7.776, sprd=0.018]
Ep 029/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:10,  2.03it/s, loss=0.575, pair=0.001, adv=7.776, sprd=0.018]
Ep 029/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:10,  2.03it/s, loss=0.605, pair=0.014, adv=6.299, sprd=0.023]
Ep 029/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:00,  2.13it/s, loss=0.605, pair=0.014, adv=6.299, sprd=0.023]
Ep 029/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:00,  2.13it/s, loss=0.569, pair=0.000, adv=4.914, sprd=0.017]
Ep 029/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:04,  2.08it/s, loss=0.569, pair=0.000, adv=4.914, sprd=0.017]
Ep 029/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:04,  2.08it/s, loss=0.592, pair=0.001, adv=7.666, sprd=0.016]
Ep 029/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:54,  2.20it/s, loss=0.592, pair=0.001, adv=7.666, sprd=0.016]
Ep 029/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<02:54,  2.20it/s, loss=0.599, pair=0.002, adv=7.318, sprd=0.022]
Ep 029/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:02,  2.10it/s, loss=0.599, pair=0.002, adv=7.318, sprd=0.022]
Ep 029/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:02,  2.10it/s, loss=0.596, pair=0.005, adv=4.707, sprd=0.022]
Ep 029/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:54,  2.18it/s, loss=0.596, pair=0.005, adv=4.707, sprd=0.022]
Ep 029/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<02:54,  2.18it/s, loss=0.574, pair=0.003, adv=9.079, sprd=0.015]
Ep 029/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:01,  2.10it/s, loss=0.574, pair=0.003, adv=9.079, sprd=0.015]
Ep 029/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:01,  2.10it/s, loss=0.611, pair=0.016, adv=9.398, sprd=0.019]
Ep 029/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:51,  2.21it/s, loss=0.611, pair=0.016, adv=9.398, sprd=0.019]
Ep 029/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<02:51,  2.21it/s, loss=0.626, pair=0.006, adv=6.667, sprd=0.026]
Ep 029/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:00,  2.09it/s, loss=0.626, pair=0.006, adv=6.667, sprd=0.026]
Ep 029/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:00,  2.09it/s, loss=0.611, pair=0.003, adv=8.532, sprd=0.024]
Ep 029/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:53,  2.17it/s, loss=0.611, pair=0.003, adv=8.532, sprd=0.024]
Ep 029/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<02:53,  2.17it/s, loss=0.616, pair=0.001, adv=4.902, sprd=0.024]
Ep 029/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:03,  2.05it/s, loss=0.616, pair=0.001, adv=4.902, sprd=0.024]
Ep 029/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:03,  2.05it/s, loss=0.607, pair=0.001, adv=7.493, sprd=0.021]
Ep 029/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:54,  2.15it/s, loss=0.607, pair=0.001, adv=7.493, sprd=0.021]
Ep 029/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<02:54,  2.15it/s, loss=1.091, pair=1.664, adv=6.535, sprd=0.020]
Ep 029/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:00,  2.07it/s, loss=1.091, pair=1.664, adv=6.535, sprd=0.020]
Ep 029/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:00,  2.07it/s, loss=0.598, pair=0.000, adv=8.125, sprd=0.022]
Ep 029/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:53,  2.15it/s, loss=0.598, pair=0.000, adv=8.125, sprd=0.022]
Ep 029/80 [S2:+mat]:  18%|▋   | 80/453 [00:41<02:53,  2.15it/s, loss=0.574, pair=0.008, adv=7.236, sprd=0.018]
Ep 029/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:01,  2.05it/s, loss=0.574, pair=0.008, adv=7.236, sprd=0.018]
Ep 029/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:01,  2.05it/s, loss=0.595, pair=0.001, adv=8.104, sprd=0.019]
Ep 029/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:51,  2.16it/s, loss=0.595, pair=0.001, adv=8.104, sprd=0.019]
Ep 029/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:51,  2.16it/s, loss=0.652, pair=0.005, adv=7.361, sprd=0.019]
Ep 029/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<02:59,  2.07it/s, loss=0.652, pair=0.005, adv=7.361, sprd=0.019]
Ep 029/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<02:59,  2.07it/s, loss=0.608, pair=0.003, adv=7.488, sprd=0.019]
Ep 029/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:48,  2.19it/s, loss=0.608, pair=0.003, adv=7.488, sprd=0.019]
Ep 029/80 [S2:+mat]:  19%|▌  | 84/453 [00:42<02:48,  2.19it/s, loss=0.670, pair=0.000, adv=12.078, sprd=0.023]
Ep 029/80 [S2:+mat]:  19%|▌  | 85/453 [00:42<02:58,  2.06it/s, loss=0.670, pair=0.000, adv=12.078, sprd=0.023]
Ep 029/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<02:58,  2.06it/s, loss=1.593, pair=3.338, adv=6.725, sprd=0.017]
Ep 029/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:46,  2.21it/s, loss=1.593, pair=3.338, adv=6.725, sprd=0.017]
Ep 029/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:46,  2.21it/s, loss=0.573, pair=0.028, adv=4.668, sprd=0.015]
Ep 029/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:51,  2.13it/s, loss=0.573, pair=0.028, adv=4.668, sprd=0.015]
Ep 029/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<02:51,  2.13it/s, loss=0.588, pair=0.007, adv=7.640, sprd=0.017]
Ep 029/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:44,  2.22it/s, loss=0.588, pair=0.007, adv=7.640, sprd=0.017]
Ep 029/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:44,  2.22it/s, loss=0.559, pair=0.011, adv=9.695, sprd=0.015]
Ep 029/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:04,  1.98it/s, loss=0.559, pair=0.011, adv=9.695, sprd=0.015]
Ep 029/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:04,  1.98it/s, loss=0.602, pair=0.010, adv=7.809, sprd=0.018]
Ep 029/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:52,  2.11it/s, loss=0.602, pair=0.010, adv=7.809, sprd=0.018]
Ep 029/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:52,  2.11it/s, loss=0.630, pair=0.001, adv=7.191, sprd=0.025]
Ep 029/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:00,  2.01it/s, loss=0.630, pair=0.001, adv=7.191, sprd=0.025]
Ep 029/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<03:00,  2.01it/s, loss=0.909, pair=1.158, adv=6.917, sprd=0.016]
Ep 029/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.12it/s, loss=0.909, pair=1.158, adv=6.917, sprd=0.016]
Ep 029/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.12it/s, loss=0.595, pair=0.004, adv=6.024, sprd=0.022]
Ep 029/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:56,  2.04it/s, loss=0.595, pair=0.004, adv=6.024, sprd=0.022]
Ep 029/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:56,  2.04it/s, loss=0.567, pair=0.012, adv=7.572, sprd=0.016]
Ep 029/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:47,  2.14it/s, loss=0.567, pair=0.012, adv=7.572, sprd=0.016]
Ep 029/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:47,  2.14it/s, loss=0.602, pair=0.001, adv=8.742, sprd=0.025]
Ep 029/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:56,  2.03it/s, loss=0.602, pair=0.001, adv=8.742, sprd=0.025]
Ep 029/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:56,  2.03it/s, loss=0.602, pair=0.000, adv=9.493, sprd=0.019]
Ep 029/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:46,  2.15it/s, loss=0.602, pair=0.000, adv=9.493, sprd=0.019]
Ep 029/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:46,  2.15it/s, loss=0.593, pair=0.000, adv=7.617, sprd=0.020]
Ep 029/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:52,  2.06it/s, loss=0.593, pair=0.000, adv=7.617, sprd=0.020]
Ep 029/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<02:52,  2.06it/s, loss=0.588, pair=0.000, adv=7.149, sprd=0.021]
Ep 029/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:44,  2.15it/s, loss=0.588, pair=0.000, adv=7.149, sprd=0.021]
Ep 029/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:44,  2.15it/s, loss=0.581, pair=0.007, adv=7.977, sprd=0.018]
Ep 029/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:51,  2.07it/s, loss=0.581, pair=0.007, adv=7.977, sprd=0.018]
Ep 029/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:51,  2.07it/s, loss=0.585, pair=0.005, adv=8.149, sprd=0.019]
Ep 029/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:43,  2.16it/s, loss=0.585, pair=0.005, adv=8.149, sprd=0.019]
Ep 029/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:43,  2.16it/s, loss=0.616, pair=0.005, adv=6.489, sprd=0.023]
Ep 029/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:51,  2.06it/s, loss=0.616, pair=0.005, adv=6.489, sprd=0.023]
Ep 029/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:51,  2.06it/s, loss=0.567, pair=0.002, adv=8.837, sprd=0.016]
Ep 029/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:43,  2.15it/s, loss=0.567, pair=0.002, adv=8.837, sprd=0.016]
Ep 029/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:43,  2.15it/s, loss=0.554, pair=0.002, adv=6.468, sprd=0.014]
Ep 029/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:50,  2.05it/s, loss=0.554, pair=0.002, adv=6.468, sprd=0.014]
Ep 029/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:50,  2.05it/s, loss=0.623, pair=0.002, adv=7.225, sprd=0.026]
Ep 029/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:42,  2.15it/s, loss=0.623, pair=0.002, adv=7.225, sprd=0.026]
Ep 029/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:42,  2.15it/s, loss=0.597, pair=0.007, adv=7.107, sprd=0.022]
Ep 029/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.597, pair=0.007, adv=7.107, sprd=0.022]
Ep 029/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.580, pair=0.002, adv=5.477, sprd=0.018]
Ep 029/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:41,  2.15it/s, loss=0.580, pair=0.002, adv=5.477, sprd=0.018]
Ep 029/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:41,  2.15it/s, loss=0.621, pair=0.001, adv=5.397, sprd=0.020]
Ep 029/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:44,  2.11it/s, loss=0.621, pair=0.001, adv=5.397, sprd=0.020]
Ep 029/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:44,  2.11it/s, loss=0.578, pair=0.001, adv=7.871, sprd=0.018]
Ep 029/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:37,  2.19it/s, loss=0.578, pair=0.001, adv=7.871, sprd=0.018]
Ep 029/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:37,  2.19it/s, loss=0.600, pair=0.001, adv=6.701, sprd=0.022]
Ep 029/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:45,  2.08it/s, loss=0.600, pair=0.001, adv=6.701, sprd=0.022]
Ep 029/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:45,  2.08it/s, loss=0.585, pair=0.001, adv=6.656, sprd=0.018]
Ep 029/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:37,  2.18it/s, loss=0.585, pair=0.001, adv=6.656, sprd=0.018]
Ep 029/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:37,  2.18it/s, loss=0.610, pair=0.000, adv=6.350, sprd=0.024]
Ep 029/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:46,  2.06it/s, loss=0.610, pair=0.000, adv=6.350, sprd=0.024]
Ep 029/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:46,  2.06it/s, loss=0.629, pair=0.000, adv=8.390, sprd=0.027]
Ep 029/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:39,  2.13it/s, loss=0.629, pair=0.000, adv=8.390, sprd=0.027]
Ep 029/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:39,  2.13it/s, loss=0.592, pair=0.002, adv=7.185, sprd=0.018]
Ep 029/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:46,  2.05it/s, loss=0.592, pair=0.002, adv=7.185, sprd=0.018]
Ep 029/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:46,  2.05it/s, loss=0.585, pair=0.000, adv=8.507, sprd=0.021]
Ep 029/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:39,  2.12it/s, loss=0.585, pair=0.000, adv=8.507, sprd=0.021]
Ep 029/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:39,  2.12it/s, loss=0.626, pair=0.002, adv=6.103, sprd=0.027]
Ep 029/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:46,  2.03it/s, loss=0.626, pair=0.002, adv=6.103, sprd=0.027]
Ep 029/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:46,  2.03it/s, loss=0.595, pair=0.001, adv=8.286, sprd=0.020]
Ep 029/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.14it/s, loss=0.595, pair=0.001, adv=8.286, sprd=0.020]
Ep 029/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.14it/s, loss=0.554, pair=0.009, adv=4.667, sprd=0.016]
Ep 029/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.04it/s, loss=0.554, pair=0.009, adv=4.667, sprd=0.016]
Ep 029/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.04it/s, loss=0.580, pair=0.012, adv=7.511, sprd=0.015]
Ep 029/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:34,  2.17it/s, loss=0.580, pair=0.012, adv=7.511, sprd=0.015]
Ep 029/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:34,  2.17it/s, loss=0.626, pair=0.007, adv=7.745, sprd=0.027]
Ep 029/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<03:02,  1.83it/s, loss=0.626, pair=0.007, adv=7.745, sprd=0.027]
Ep 029/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<03:02,  1.83it/s, loss=1.330, pair=2.482, adv=8.115, sprd=0.017]
Ep 029/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:50,  1.96it/s, loss=1.330, pair=2.482, adv=8.115, sprd=0.017]
Ep 029/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:50,  1.96it/s, loss=0.586, pair=0.001, adv=8.704, sprd=0.021]
Ep 029/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<03:02,  1.82it/s, loss=0.586, pair=0.001, adv=8.704, sprd=0.021]
Ep 029/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<03:02,  1.82it/s, loss=0.590, pair=0.000, adv=6.537, sprd=0.022]
Ep 029/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:53,  1.91it/s, loss=0.590, pair=0.000, adv=6.537, sprd=0.022]
Ep 029/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:53,  1.91it/s, loss=0.642, pair=0.000, adv=8.026, sprd=0.027]
Ep 029/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<03:02,  1.81it/s, loss=0.642, pair=0.000, adv=8.026, sprd=0.027]
Ep 029/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<03:02,  1.81it/s, loss=0.630, pair=0.000, adv=9.217, sprd=0.028]
Ep 029/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:53,  1.90it/s, loss=0.630, pair=0.000, adv=9.217, sprd=0.028]
Ep 029/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:53,  1.90it/s, loss=1.239, pair=2.129, adv=9.618, sprd=0.022]
Ep 029/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<03:03,  1.79it/s, loss=1.239, pair=2.129, adv=9.618, sprd=0.022]
Ep 029/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<03:03,  1.79it/s, loss=0.640, pair=0.006, adv=7.283, sprd=0.030]
Ep 029/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:54,  1.88it/s, loss=0.640, pair=0.006, adv=7.283, sprd=0.030]
Ep 029/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:54,  1.88it/s, loss=0.643, pair=0.001, adv=9.057, sprd=0.017]
Ep 029/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<03:01,  1.79it/s, loss=0.643, pair=0.001, adv=9.057, sprd=0.017]
Ep 029/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<03:01,  1.79it/s, loss=0.617, pair=0.000, adv=6.322, sprd=0.021]
Ep 029/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:48,  1.92it/s, loss=0.617, pair=0.000, adv=6.322, sprd=0.021]
Ep 029/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:48,  1.92it/s, loss=0.582, pair=0.001, adv=9.975, sprd=0.019]
Ep 029/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<03:00,  1.79it/s, loss=0.582, pair=0.001, adv=9.975, sprd=0.019]
Ep 029/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<03:00,  1.79it/s, loss=1.320, pair=2.461, adv=6.475, sprd=0.020]
Ep 029/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:49,  1.90it/s, loss=1.320, pair=2.461, adv=6.475, sprd=0.020]
Ep 029/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:49,  1.90it/s, loss=0.621, pair=0.000, adv=9.794, sprd=0.024]
Ep 029/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:59,  1.80it/s, loss=0.621, pair=0.000, adv=9.794, sprd=0.024]
Ep 029/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:59,  1.80it/s, loss=0.593, pair=0.000, adv=7.331, sprd=0.023]
Ep 029/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:49,  1.89it/s, loss=0.593, pair=0.000, adv=7.331, sprd=0.023]
Ep 029/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:49,  1.89it/s, loss=0.584, pair=0.001, adv=6.770, sprd=0.014]
Ep 029/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:54,  1.84it/s, loss=0.584, pair=0.001, adv=6.770, sprd=0.014]
Ep 029/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:54,  1.84it/s, loss=1.324, pair=2.277, adv=6.729, sprd=0.032]
Ep 029/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:46,  1.91it/s, loss=1.324, pair=2.277, adv=6.729, sprd=0.032]
Ep 029/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:46,  1.91it/s, loss=0.619, pair=0.005, adv=7.856, sprd=0.027]
Ep 029/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<03:00,  1.76it/s, loss=0.619, pair=0.005, adv=7.856, sprd=0.027]
Ep 029/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<03:00,  1.76it/s, loss=1.217, pair=2.012, adv=7.308, sprd=0.023]
Ep 029/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:48,  1.88it/s, loss=1.217, pair=2.012, adv=7.308, sprd=0.023]
Ep 029/80 [S2:+mat]:  30%|▉  | 136/453 [01:09<02:48,  1.88it/s, loss=0.595, pair=0.000, adv=7.983, sprd=0.018]
Ep 029/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:56,  1.79it/s, loss=0.595, pair=0.000, adv=7.983, sprd=0.018]
Ep 029/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:56,  1.79it/s, loss=0.605, pair=0.007, adv=6.300, sprd=0.020]
Ep 029/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:44,  1.92it/s, loss=0.605, pair=0.007, adv=6.300, sprd=0.020]
Ep 029/80 [S2:+mat]:  30%|▉  | 138/453 [01:10<02:44,  1.92it/s, loss=0.593, pair=0.001, adv=7.388, sprd=0.016]
Ep 029/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:52,  1.82it/s, loss=0.593, pair=0.001, adv=7.388, sprd=0.016]
Ep 029/80 [S2:+mat]:  31%|▌ | 139/453 [01:10<02:52,  1.82it/s, loss=0.615, pair=0.000, adv=10.457, sprd=0.023]
Ep 029/80 [S2:+mat]:  31%|▌ | 140/453 [01:10<02:42,  1.93it/s, loss=0.615, pair=0.000, adv=10.457, sprd=0.023]
Ep 029/80 [S2:+mat]:  31%|▉  | 140/453 [01:11<02:42,  1.93it/s, loss=1.279, pair=2.295, adv=6.971, sprd=0.019]
Ep 029/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:53,  1.80it/s, loss=1.279, pair=2.295, adv=6.971, sprd=0.019]
Ep 029/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:53,  1.80it/s, loss=0.560, pair=0.001, adv=6.986, sprd=0.016]
Ep 029/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:43,  1.91it/s, loss=0.560, pair=0.001, adv=6.986, sprd=0.016]
Ep 029/80 [S2:+mat]:  31%|▉  | 142/453 [01:12<02:43,  1.91it/s, loss=0.588, pair=0.013, adv=7.077, sprd=0.018]
Ep 029/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<03:04,  1.68it/s, loss=0.588, pair=0.013, adv=7.077, sprd=0.018]
Ep 029/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<03:04,  1.68it/s, loss=1.233, pair=2.119, adv=5.963, sprd=0.022]
Ep 029/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:50,  1.81it/s, loss=1.233, pair=2.119, adv=5.963, sprd=0.022]
Ep 029/80 [S2:+mat]:  32%|▉  | 144/453 [01:13<02:50,  1.81it/s, loss=0.634, pair=0.001, adv=8.638, sprd=0.031]
Ep 029/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<03:03,  1.68it/s, loss=0.634, pair=0.001, adv=8.638, sprd=0.031]
Ep 029/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<03:03,  1.68it/s, loss=0.599, pair=0.005, adv=6.459, sprd=0.020]
Ep 029/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:48,  1.82it/s, loss=0.599, pair=0.005, adv=6.459, sprd=0.020]
Ep 029/80 [S2:+mat]:  32%|▋ | 146/453 [01:14<02:48,  1.82it/s, loss=0.595, pair=0.004, adv=10.603, sprd=0.015]
Ep 029/80 [S2:+mat]:  32%|▋ | 147/453 [01:14<02:54,  1.76it/s, loss=0.595, pair=0.004, adv=10.603, sprd=0.015]
Ep 029/80 [S2:+mat]:  32%|▉  | 147/453 [01:15<02:54,  1.76it/s, loss=0.546, pair=0.000, adv=7.619, sprd=0.014]
Ep 029/80 [S2:+mat]:  33%|▉  | 148/453 [01:15<02:42,  1.88it/s, loss=0.546, pair=0.000, adv=7.619, sprd=0.014]
Ep 029/80 [S2:+mat]:  33%|▉  | 148/453 [01:15<02:42,  1.88it/s, loss=0.595, pair=0.004, adv=5.754, sprd=0.015]
Ep 029/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:37,  1.93it/s, loss=0.595, pair=0.004, adv=5.754, sprd=0.015]
Ep 029/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:37,  1.93it/s, loss=0.618, pair=0.001, adv=6.082, sprd=0.024]
Ep 029/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:27,  2.05it/s, loss=0.618, pair=0.001, adv=6.082, sprd=0.024]
Ep 029/80 [S2:+mat]:  33%|▉  | 150/453 [01:16<02:27,  2.05it/s, loss=0.614, pair=0.005, adv=3.749, sprd=0.021]
Ep 029/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:28,  2.03it/s, loss=0.614, pair=0.005, adv=3.749, sprd=0.021]
Ep 029/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:28,  2.03it/s, loss=0.597, pair=0.005, adv=7.160, sprd=0.023]
Ep 029/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:22,  2.11it/s, loss=0.597, pair=0.005, adv=7.160, sprd=0.023]
Ep 029/80 [S2:+mat]:  34%|█  | 152/453 [01:17<02:22,  2.11it/s, loss=0.589, pair=0.013, adv=6.359, sprd=0.018]
Ep 029/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:26,  2.04it/s, loss=0.589, pair=0.013, adv=6.359, sprd=0.018]
Ep 029/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:26,  2.04it/s, loss=0.592, pair=0.004, adv=7.445, sprd=0.018]
Ep 029/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:19,  2.14it/s, loss=0.592, pair=0.004, adv=7.445, sprd=0.018]
Ep 029/80 [S2:+mat]:  34%|█  | 154/453 [01:18<02:19,  2.14it/s, loss=0.621, pair=0.001, adv=5.673, sprd=0.026]
Ep 029/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:24,  2.06it/s, loss=0.621, pair=0.001, adv=5.673, sprd=0.026]
Ep 029/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:24,  2.06it/s, loss=0.588, pair=0.000, adv=9.308, sprd=0.020]
Ep 029/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:18,  2.14it/s, loss=0.588, pair=0.000, adv=9.308, sprd=0.020]
Ep 029/80 [S2:+mat]:  34%|█  | 156/453 [01:19<02:18,  2.14it/s, loss=0.584, pair=0.000, adv=4.036, sprd=0.022]
Ep 029/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:25,  2.04it/s, loss=0.584, pair=0.000, adv=4.036, sprd=0.022]
Ep 029/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:25,  2.04it/s, loss=0.588, pair=0.003, adv=4.976, sprd=0.021]
Ep 029/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:18,  2.13it/s, loss=0.588, pair=0.003, adv=4.976, sprd=0.021]
Ep 029/80 [S2:+mat]:  35%|█  | 158/453 [01:20<02:18,  2.13it/s, loss=0.561, pair=0.002, adv=5.961, sprd=0.014]
Ep 029/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:22,  2.06it/s, loss=0.561, pair=0.002, adv=5.961, sprd=0.014]
Ep 029/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:22,  2.06it/s, loss=0.552, pair=0.002, adv=9.060, sprd=0.016]
Ep 029/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:17,  2.13it/s, loss=0.552, pair=0.002, adv=9.060, sprd=0.016]
Ep 029/80 [S2:+mat]:  35%|█  | 160/453 [01:21<02:17,  2.13it/s, loss=0.679, pair=0.000, adv=6.618, sprd=0.028]
Ep 029/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:25,  2.01it/s, loss=0.679, pair=0.000, adv=6.618, sprd=0.028]
Ep 029/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:25,  2.01it/s, loss=0.594, pair=0.001, adv=7.202, sprd=0.023]
Ep 029/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:18,  2.09it/s, loss=0.594, pair=0.001, adv=7.202, sprd=0.023]
Ep 029/80 [S2:+mat]:  36%|█  | 162/453 [01:22<02:18,  2.09it/s, loss=0.600, pair=0.003, adv=6.527, sprd=0.018]
Ep 029/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:20,  2.07it/s, loss=0.600, pair=0.003, adv=6.527, sprd=0.018]
Ep 029/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:20,  2.07it/s, loss=0.631, pair=0.002, adv=7.553, sprd=0.027]
Ep 029/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:14,  2.15it/s, loss=0.631, pair=0.002, adv=7.553, sprd=0.027]
Ep 029/80 [S2:+mat]:  36%|█  | 164/453 [01:23<02:14,  2.15it/s, loss=0.568, pair=0.001, adv=9.936, sprd=0.014]
Ep 029/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:19,  2.06it/s, loss=0.568, pair=0.001, adv=9.936, sprd=0.014]
Ep 029/80 [S2:+mat]:  36%|▋ | 165/453 [01:23<02:19,  2.06it/s, loss=0.624, pair=0.001, adv=10.202, sprd=0.026]
Ep 029/80 [S2:+mat]:  37%|▋ | 166/453 [01:23<02:14,  2.13it/s, loss=0.624, pair=0.001, adv=10.202, sprd=0.026]
Ep 029/80 [S2:+mat]:  37%|█  | 166/453 [01:24<02:14,  2.13it/s, loss=0.578, pair=0.002, adv=8.841, sprd=0.016]
Ep 029/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:19,  2.06it/s, loss=0.578, pair=0.002, adv=8.841, sprd=0.016]
Ep 029/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:19,  2.06it/s, loss=0.556, pair=0.008, adv=7.297, sprd=0.013]
Ep 029/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:10,  2.19it/s, loss=0.556, pair=0.008, adv=7.297, sprd=0.013]
Ep 029/80 [S2:+mat]:  37%|█  | 168/453 [01:25<02:10,  2.19it/s, loss=0.583, pair=0.006, adv=9.198, sprd=0.018]
Ep 029/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:16,  2.07it/s, loss=0.583, pair=0.006, adv=9.198, sprd=0.018]
Ep 029/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:16,  2.07it/s, loss=0.823, pair=0.776, adv=8.389, sprd=0.019]
Ep 029/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:10,  2.17it/s, loss=0.823, pair=0.776, adv=8.389, sprd=0.019]
Ep 029/80 [S2:+mat]:  38%|▊ | 170/453 [01:26<02:10,  2.17it/s, loss=0.625, pair=0.001, adv=10.790, sprd=0.026]
Ep 029/80 [S2:+mat]:  38%|▊ | 171/453 [01:26<02:25,  1.94it/s, loss=0.625, pair=0.001, adv=10.790, sprd=0.026]
Ep 029/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:25,  1.94it/s, loss=0.592, pair=0.000, adv=8.945, sprd=0.017]
Ep 029/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:15,  2.08it/s, loss=0.592, pair=0.000, adv=8.945, sprd=0.017]
Ep 029/80 [S2:+mat]:  38%|█▏ | 172/453 [01:27<02:15,  2.08it/s, loss=0.651, pair=0.000, adv=8.897, sprd=0.031]
Ep 029/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:21,  1.98it/s, loss=0.651, pair=0.000, adv=8.897, sprd=0.031]
Ep 029/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:21,  1.98it/s, loss=0.589, pair=0.000, adv=7.946, sprd=0.019]
Ep 029/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:12,  2.10it/s, loss=0.589, pair=0.000, adv=7.946, sprd=0.019]
Ep 029/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:12,  2.10it/s, loss=0.603, pair=0.001, adv=8.080, sprd=0.019]
Ep 029/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:18,  2.01it/s, loss=0.603, pair=0.001, adv=8.080, sprd=0.019]
Ep 029/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:18,  2.01it/s, loss=0.624, pair=0.000, adv=4.831, sprd=0.027]
Ep 029/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:12,  2.10it/s, loss=0.624, pair=0.000, adv=4.831, sprd=0.027]
Ep 029/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:12,  2.10it/s, loss=0.615, pair=0.010, adv=6.810, sprd=0.023]
Ep 029/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:16,  2.02it/s, loss=0.615, pair=0.010, adv=6.810, sprd=0.023]
Ep 029/80 [S2:+mat]:  39%|█▏ | 177/453 [01:29<02:16,  2.02it/s, loss=0.585, pair=0.004, adv=7.281, sprd=0.020]
Ep 029/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:10,  2.11it/s, loss=0.585, pair=0.004, adv=7.281, sprd=0.020]
Ep 029/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:10,  2.11it/s, loss=0.572, pair=0.038, adv=7.099, sprd=0.014]
Ep 029/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:14,  2.04it/s, loss=0.572, pair=0.038, adv=7.099, sprd=0.014]
Ep 029/80 [S2:+mat]:  40%|█▏ | 179/453 [01:30<02:14,  2.04it/s, loss=0.587, pair=0.006, adv=6.082, sprd=0.020]
Ep 029/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:07,  2.14it/s, loss=0.587, pair=0.006, adv=6.082, sprd=0.020]
Ep 029/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:07,  2.14it/s, loss=0.604, pair=0.004, adv=7.532, sprd=0.019]
Ep 029/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:11,  2.07it/s, loss=0.604, pair=0.004, adv=7.532, sprd=0.019]
Ep 029/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:11,  2.07it/s, loss=0.607, pair=0.012, adv=7.480, sprd=0.024]
Ep 029/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:06,  2.15it/s, loss=0.607, pair=0.012, adv=7.480, sprd=0.024]
Ep 029/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:06,  2.15it/s, loss=0.554, pair=0.008, adv=8.775, sprd=0.013]
Ep 029/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.554, pair=0.008, adv=8.775, sprd=0.013]
Ep 029/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:09,  2.08it/s, loss=0.620, pair=0.011, adv=7.000, sprd=0.023]
Ep 029/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:04,  2.16it/s, loss=0.620, pair=0.011, adv=7.000, sprd=0.023]
Ep 029/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:04,  2.16it/s, loss=0.639, pair=0.000, adv=7.583, sprd=0.029]
Ep 029/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:11,  2.04it/s, loss=0.639, pair=0.000, adv=7.583, sprd=0.029]
Ep 029/80 [S2:+mat]:  41%|█▏ | 185/453 [01:33<02:11,  2.04it/s, loss=0.580, pair=0.001, adv=7.765, sprd=0.019]
Ep 029/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:05,  2.13it/s, loss=0.580, pair=0.001, adv=7.765, sprd=0.019]
Ep 029/80 [S2:+mat]:  41%|▊ | 186/453 [01:33<02:05,  2.13it/s, loss=0.583, pair=0.004, adv=10.011, sprd=0.015]
Ep 029/80 [S2:+mat]:  41%|▊ | 187/453 [01:33<02:09,  2.06it/s, loss=0.583, pair=0.004, adv=10.011, sprd=0.015]
Ep 029/80 [S2:+mat]:  41%|█▏ | 187/453 [01:34<02:09,  2.06it/s, loss=0.616, pair=0.006, adv=7.344, sprd=0.024]
Ep 029/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:03,  2.15it/s, loss=0.616, pair=0.006, adv=7.344, sprd=0.024]
Ep 029/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:03,  2.15it/s, loss=0.570, pair=0.005, adv=7.651, sprd=0.018]
Ep 029/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:08,  2.06it/s, loss=0.570, pair=0.005, adv=7.651, sprd=0.018]
Ep 029/80 [S2:+mat]:  42%|█▎ | 189/453 [01:35<02:08,  2.06it/s, loss=0.586, pair=0.006, adv=8.645, sprd=0.016]
Ep 029/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:00,  2.18it/s, loss=0.586, pair=0.006, adv=8.645, sprd=0.016]
Ep 029/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:00,  2.18it/s, loss=0.629, pair=0.009, adv=7.340, sprd=0.031]
Ep 029/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:08,  2.04it/s, loss=0.629, pair=0.009, adv=7.340, sprd=0.031]
Ep 029/80 [S2:+mat]:  42%|█▎ | 191/453 [01:36<02:08,  2.04it/s, loss=0.594, pair=0.002, adv=7.292, sprd=0.020]
Ep 029/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.14it/s, loss=0.594, pair=0.002, adv=7.292, sprd=0.020]
Ep 029/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.14it/s, loss=0.602, pair=0.004, adv=5.844, sprd=0.017]
Ep 029/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:03,  2.10it/s, loss=0.602, pair=0.004, adv=5.844, sprd=0.017]
Ep 029/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:03,  2.10it/s, loss=0.638, pair=0.006, adv=6.616, sprd=0.026]
Ep 029/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:58,  2.19it/s, loss=0.638, pair=0.006, adv=6.616, sprd=0.026]
Ep 029/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<01:58,  2.19it/s, loss=0.652, pair=0.003, adv=9.048, sprd=0.018]
Ep 029/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:03,  2.08it/s, loss=0.652, pair=0.003, adv=9.048, sprd=0.018]
Ep 029/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:03,  2.08it/s, loss=0.597, pair=0.001, adv=6.401, sprd=0.020]
Ep 029/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:58,  2.17it/s, loss=0.597, pair=0.001, adv=6.401, sprd=0.020]
Ep 029/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<01:58,  2.17it/s, loss=0.578, pair=0.000, adv=9.254, sprd=0.015]
Ep 029/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:03,  2.08it/s, loss=0.578, pair=0.000, adv=9.254, sprd=0.015]
Ep 029/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:03,  2.08it/s, loss=0.595, pair=0.000, adv=7.040, sprd=0.021]
Ep 029/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:57,  2.16it/s, loss=0.595, pair=0.000, adv=7.040, sprd=0.021]
Ep 029/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<01:57,  2.16it/s, loss=0.601, pair=0.000, adv=9.740, sprd=0.024]
Ep 029/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:13,  1.90it/s, loss=0.601, pair=0.000, adv=9.740, sprd=0.024]
Ep 029/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:13,  1.90it/s, loss=0.595, pair=0.000, adv=7.371, sprd=0.021]
Ep 029/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:05,  2.02it/s, loss=0.595, pair=0.000, adv=7.371, sprd=0.021]
Ep 029/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:05,  2.02it/s, loss=0.599, pair=0.000, adv=8.981, sprd=0.019]
Ep 029/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:09,  1.95it/s, loss=0.599, pair=0.000, adv=8.981, sprd=0.019]
Ep 029/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:09,  1.95it/s, loss=0.599, pair=0.000, adv=6.611, sprd=0.024]
Ep 029/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<02:02,  2.05it/s, loss=0.599, pair=0.000, adv=6.611, sprd=0.024]
Ep 029/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<02:02,  2.05it/s, loss=0.618, pair=0.003, adv=7.062, sprd=0.024]
Ep 029/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:06,  1.98it/s, loss=0.618, pair=0.003, adv=7.062, sprd=0.024]
Ep 029/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:06,  1.98it/s, loss=0.569, pair=0.007, adv=8.025, sprd=0.016]
Ep 029/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:58,  2.10it/s, loss=0.569, pair=0.007, adv=8.025, sprd=0.016]
Ep 029/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:58,  2.10it/s, loss=0.611, pair=0.003, adv=9.499, sprd=0.026]
Ep 029/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:05,  1.98it/s, loss=0.611, pair=0.003, adv=9.499, sprd=0.026]
Ep 029/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:05,  1.98it/s, loss=0.592, pair=0.007, adv=8.755, sprd=0.018]
Ep 029/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:57,  2.11it/s, loss=0.592, pair=0.007, adv=8.755, sprd=0.018]
Ep 029/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:57,  2.11it/s, loss=0.592, pair=0.006, adv=4.483, sprd=0.023]
Ep 029/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:01,  2.03it/s, loss=0.592, pair=0.006, adv=4.483, sprd=0.023]
Ep 029/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:01,  2.03it/s, loss=0.561, pair=0.000, adv=8.478, sprd=0.018]
Ep 029/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:56,  2.10it/s, loss=0.561, pair=0.000, adv=8.478, sprd=0.018]
Ep 029/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:56,  2.10it/s, loss=0.594, pair=0.000, adv=6.647, sprd=0.020]
Ep 029/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:59,  2.05it/s, loss=0.594, pair=0.000, adv=6.647, sprd=0.020]
Ep 029/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:59,  2.05it/s, loss=0.598, pair=0.001, adv=6.196, sprd=0.017]
Ep 029/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:50,  2.20it/s, loss=0.598, pair=0.001, adv=6.196, sprd=0.017]
Ep 029/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:50,  2.20it/s, loss=0.598, pair=0.006, adv=9.217, sprd=0.021]
Ep 029/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:55,  2.09it/s, loss=0.598, pair=0.006, adv=9.217, sprd=0.021]
Ep 029/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:55,  2.09it/s, loss=0.566, pair=0.004, adv=7.947, sprd=0.012]
Ep 029/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:49,  2.20it/s, loss=0.566, pair=0.004, adv=7.947, sprd=0.012]
Ep 029/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:49,  2.20it/s, loss=0.631, pair=0.002, adv=6.315, sprd=0.028]
Ep 029/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:55,  2.08it/s, loss=0.631, pair=0.002, adv=6.315, sprd=0.028]
Ep 029/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:55,  2.08it/s, loss=0.598, pair=0.002, adv=6.883, sprd=0.019]
Ep 029/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:49,  2.19it/s, loss=0.598, pair=0.002, adv=6.883, sprd=0.019]
Ep 029/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:49,  2.19it/s, loss=0.608, pair=0.007, adv=8.426, sprd=0.023]
Ep 029/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:57,  2.03it/s, loss=0.608, pair=0.007, adv=8.426, sprd=0.023]
Ep 029/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:57,  2.03it/s, loss=0.596, pair=0.001, adv=9.284, sprd=0.023]
Ep 029/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:51,  2.12it/s, loss=0.596, pair=0.001, adv=9.284, sprd=0.023]
Ep 029/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:51,  2.12it/s, loss=0.658, pair=0.326, adv=6.663, sprd=0.018]
Ep 029/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:58,  1.99it/s, loss=0.658, pair=0.326, adv=6.663, sprd=0.018]
Ep 029/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:58,  1.99it/s, loss=0.572, pair=0.002, adv=7.903, sprd=0.017]
Ep 029/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:53,  2.07it/s, loss=0.572, pair=0.002, adv=7.903, sprd=0.017]
Ep 029/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:53,  2.07it/s, loss=0.582, pair=0.001, adv=8.161, sprd=0.016]
Ep 029/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:03,  1.90it/s, loss=0.582, pair=0.001, adv=8.161, sprd=0.016]
Ep 029/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:03,  1.90it/s, loss=0.615, pair=0.000, adv=6.507, sprd=0.025]
Ep 029/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:57,  1.98it/s, loss=0.615, pair=0.000, adv=6.507, sprd=0.025]
Ep 029/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:57,  1.98it/s, loss=0.625, pair=0.000, adv=5.822, sprd=0.023]
Ep 029/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:03,  1.87it/s, loss=0.625, pair=0.000, adv=5.822, sprd=0.023]
Ep 029/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<02:03,  1.87it/s, loss=0.596, pair=0.003, adv=5.076, sprd=0.020]
Ep 029/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:56,  1.98it/s, loss=0.596, pair=0.003, adv=5.076, sprd=0.020]
Ep 029/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:56,  1.98it/s, loss=0.564, pair=0.002, adv=6.066, sprd=0.014]
Ep 029/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<02:11,  1.75it/s, loss=0.564, pair=0.002, adv=6.066, sprd=0.014]
Ep 029/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<02:11,  1.75it/s, loss=0.589, pair=0.002, adv=9.133, sprd=0.018]
Ep 029/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<02:01,  1.88it/s, loss=0.589, pair=0.002, adv=9.133, sprd=0.018]
Ep 029/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<02:01,  1.88it/s, loss=0.617, pair=0.000, adv=4.986, sprd=0.024]
Ep 029/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:07,  1.79it/s, loss=0.617, pair=0.000, adv=4.986, sprd=0.024]
Ep 029/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:07,  1.79it/s, loss=0.606, pair=0.000, adv=6.037, sprd=0.020]
Ep 029/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:58,  1.92it/s, loss=0.606, pair=0.000, adv=6.037, sprd=0.020]
Ep 029/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:58,  1.92it/s, loss=0.549, pair=0.000, adv=9.511, sprd=0.013]
Ep 029/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:04,  1.82it/s, loss=0.549, pair=0.000, adv=9.511, sprd=0.013]
Ep 029/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:04,  1.82it/s, loss=0.555, pair=0.001, adv=8.642, sprd=0.013]
Ep 029/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:55,  1.95it/s, loss=0.555, pair=0.001, adv=8.642, sprd=0.013]
Ep 029/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:55,  1.95it/s, loss=0.602, pair=0.002, adv=9.482, sprd=0.023]
Ep 029/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<02:03,  1.81it/s, loss=0.602, pair=0.002, adv=9.482, sprd=0.023]
Ep 029/80 [S2:+mat]:  51%|█▌ | 229/453 [01:55<02:03,  1.81it/s, loss=0.600, pair=0.002, adv=5.935, sprd=0.022]
Ep 029/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:56,  1.92it/s, loss=0.600, pair=0.002, adv=5.935, sprd=0.022]
Ep 029/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:56,  1.92it/s, loss=0.551, pair=0.000, adv=8.346, sprd=0.012]
Ep 029/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:00,  1.84it/s, loss=0.551, pair=0.000, adv=8.346, sprd=0.012]
Ep 029/80 [S2:+mat]:  51%|█▌ | 231/453 [01:56<02:00,  1.84it/s, loss=0.576, pair=0.003, adv=6.100, sprd=0.018]
Ep 029/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:52,  1.96it/s, loss=0.576, pair=0.003, adv=6.100, sprd=0.018]
Ep 029/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:52,  1.96it/s, loss=0.602, pair=0.001, adv=5.729, sprd=0.024]
Ep 029/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<02:00,  1.83it/s, loss=0.602, pair=0.001, adv=5.729, sprd=0.024]
Ep 029/80 [S2:+mat]:  51%|█▌ | 233/453 [01:57<02:00,  1.83it/s, loss=0.569, pair=0.008, adv=9.857, sprd=0.016]
Ep 029/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:53,  1.94it/s, loss=0.569, pair=0.008, adv=9.857, sprd=0.016]
Ep 029/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:53,  1.94it/s, loss=0.592, pair=0.001, adv=5.127, sprd=0.020]
Ep 029/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:57,  1.85it/s, loss=0.592, pair=0.001, adv=5.127, sprd=0.020]
Ep 029/80 [S2:+mat]:  52%|█▌ | 235/453 [01:58<01:57,  1.85it/s, loss=0.632, pair=0.004, adv=4.799, sprd=0.030]
Ep 029/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:51,  1.94it/s, loss=0.632, pair=0.004, adv=4.799, sprd=0.030]
Ep 029/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:51,  1.94it/s, loss=0.562, pair=0.001, adv=8.138, sprd=0.015]
Ep 029/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:58,  1.82it/s, loss=0.562, pair=0.001, adv=8.138, sprd=0.015]
Ep 029/80 [S2:+mat]:  52%|█▌ | 237/453 [01:59<01:58,  1.82it/s, loss=0.623, pair=0.000, adv=8.675, sprd=0.026]
Ep 029/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:51,  1.93it/s, loss=0.623, pair=0.000, adv=8.675, sprd=0.026]
Ep 029/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:51,  1.93it/s, loss=0.571, pair=0.001, adv=7.992, sprd=0.018]
Ep 029/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:58,  1.81it/s, loss=0.571, pair=0.001, adv=7.992, sprd=0.018]
Ep 029/80 [S2:+mat]:  53%|█▌ | 239/453 [02:00<01:58,  1.81it/s, loss=0.578, pair=0.004, adv=9.339, sprd=0.012]
Ep 029/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:47,  1.98it/s, loss=0.578, pair=0.004, adv=9.339, sprd=0.012]
Ep 029/80 [S2:+mat]:  53%|█ | 240/453 [02:00<01:47,  1.98it/s, loss=0.590, pair=0.001, adv=10.450, sprd=0.023]
Ep 029/80 [S2:+mat]:  53%|█ | 241/453 [02:00<01:55,  1.83it/s, loss=0.590, pair=0.001, adv=10.450, sprd=0.023]
Ep 029/80 [S2:+mat]:  53%|█▌ | 241/453 [02:01<01:55,  1.83it/s, loss=0.575, pair=0.001, adv=4.867, sprd=0.017]
Ep 029/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:47,  1.96it/s, loss=0.575, pair=0.001, adv=4.867, sprd=0.017]
Ep 029/80 [S2:+mat]:  53%|█▌ | 242/453 [02:02<01:47,  1.96it/s, loss=0.626, pair=0.001, adv=3.545, sprd=0.025]
Ep 029/80 [S2:+mat]:  54%|█▌ | 243/453 [02:02<01:54,  1.83it/s, loss=0.626, pair=0.001, adv=3.545, sprd=0.025]
Ep 029/80 [S2:+mat]:  54%|█▌ | 243/453 [02:02<01:54,  1.83it/s, loss=0.623, pair=0.005, adv=8.183, sprd=0.024]
Ep 029/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:47,  1.95it/s, loss=0.623, pair=0.005, adv=8.183, sprd=0.024]
Ep 029/80 [S2:+mat]:  54%|█▌ | 244/453 [02:03<01:47,  1.95it/s, loss=0.654, pair=0.001, adv=7.690, sprd=0.034]
Ep 029/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:56,  1.79it/s, loss=0.654, pair=0.001, adv=7.690, sprd=0.034]
Ep 029/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:56,  1.79it/s, loss=0.640, pair=0.001, adv=5.907, sprd=0.030]
Ep 029/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:49,  1.89it/s, loss=0.640, pair=0.001, adv=5.907, sprd=0.030]
Ep 029/80 [S2:+mat]:  54%|█▋ | 246/453 [02:04<01:49,  1.89it/s, loss=0.570, pair=0.001, adv=8.693, sprd=0.014]
Ep 029/80 [S2:+mat]:  55%|█▋ | 247/453 [02:04<01:53,  1.81it/s, loss=0.570, pair=0.001, adv=8.693, sprd=0.014]
Ep 029/80 [S2:+mat]:  55%|█▋ | 247/453 [02:04<01:53,  1.81it/s, loss=0.628, pair=0.001, adv=6.351, sprd=0.023]
Ep 029/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:44,  1.97it/s, loss=0.628, pair=0.001, adv=6.351, sprd=0.023]
Ep 029/80 [S2:+mat]:  55%|█▋ | 248/453 [02:05<01:44,  1.97it/s, loss=0.621, pair=0.001, adv=5.894, sprd=0.028]
Ep 029/80 [S2:+mat]:  55%|█▋ | 249/453 [02:05<01:46,  1.92it/s, loss=0.621, pair=0.001, adv=5.894, sprd=0.028]
Ep 029/80 [S2:+mat]:  55%|█▋ | 249/453 [02:05<01:46,  1.92it/s, loss=0.576, pair=0.005, adv=9.430, sprd=0.015]
Ep 029/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:38,  2.06it/s, loss=0.576, pair=0.005, adv=9.430, sprd=0.015]
Ep 029/80 [S2:+mat]:  55%|█▋ | 250/453 [02:06<01:38,  2.06it/s, loss=0.596, pair=0.000, adv=6.041, sprd=0.020]
Ep 029/80 [S2:+mat]:  55%|█▋ | 251/453 [02:06<01:45,  1.92it/s, loss=0.596, pair=0.000, adv=6.041, sprd=0.020]
Ep 029/80 [S2:+mat]:  55%|█▋ | 251/453 [02:06<01:45,  1.92it/s, loss=0.624, pair=0.000, adv=7.501, sprd=0.025]
Ep 029/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:38,  2.05it/s, loss=0.624, pair=0.000, adv=7.501, sprd=0.025]
Ep 029/80 [S2:+mat]:  56%|█▋ | 252/453 [02:07<01:38,  2.05it/s, loss=0.608, pair=0.007, adv=5.280, sprd=0.022]
Ep 029/80 [S2:+mat]:  56%|█▋ | 253/453 [02:07<01:39,  2.01it/s, loss=0.608, pair=0.007, adv=5.280, sprd=0.022]
Ep 029/80 [S2:+mat]:  56%|█▋ | 253/453 [02:07<01:39,  2.01it/s, loss=0.589, pair=0.005, adv=9.122, sprd=0.021]
Ep 029/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:34,  2.10it/s, loss=0.589, pair=0.005, adv=9.122, sprd=0.021]
Ep 029/80 [S2:+mat]:  56%|█▋ | 254/453 [02:08<01:34,  2.10it/s, loss=0.617, pair=0.011, adv=6.476, sprd=0.021]
Ep 029/80 [S2:+mat]:  56%|█▋ | 255/453 [02:08<01:36,  2.05it/s, loss=0.617, pair=0.011, adv=6.476, sprd=0.021]
Ep 029/80 [S2:+mat]:  56%|█▋ | 255/453 [02:08<01:36,  2.05it/s, loss=0.585, pair=0.016, adv=5.157, sprd=0.018]
Ep 029/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:30,  2.17it/s, loss=0.585, pair=0.016, adv=5.157, sprd=0.018]
Ep 029/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:30,  2.17it/s, loss=0.604, pair=0.000, adv=4.874, sprd=0.024]
Ep 029/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.07it/s, loss=0.604, pair=0.000, adv=4.874, sprd=0.024]
Ep 029/80 [S2:+mat]:  57%|█▋ | 257/453 [02:09<01:34,  2.07it/s, loss=0.598, pair=0.009, adv=8.621, sprd=0.017]
Ep 029/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:28,  2.20it/s, loss=0.598, pair=0.009, adv=8.621, sprd=0.017]
Ep 029/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:28,  2.20it/s, loss=0.600, pair=0.007, adv=9.643, sprd=0.024]
Ep 029/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:33,  2.08it/s, loss=0.600, pair=0.007, adv=9.643, sprd=0.024]
Ep 029/80 [S2:+mat]:  57%|█▋ | 259/453 [02:10<01:33,  2.08it/s, loss=0.588, pair=0.003, adv=9.115, sprd=0.020]
Ep 029/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:29,  2.16it/s, loss=0.588, pair=0.003, adv=9.115, sprd=0.020]
Ep 029/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:29,  2.16it/s, loss=0.590, pair=0.000, adv=7.039, sprd=0.021]
Ep 029/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:35,  2.01it/s, loss=0.590, pair=0.000, adv=7.039, sprd=0.021]
Ep 029/80 [S2:+mat]:  58%|█▋ | 261/453 [02:11<01:35,  2.01it/s, loss=0.595, pair=0.016, adv=4.758, sprd=0.017]
Ep 029/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:28,  2.15it/s, loss=0.595, pair=0.016, adv=4.758, sprd=0.017]
Ep 029/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:28,  2.15it/s, loss=0.647, pair=0.004, adv=5.193, sprd=0.019]
Ep 029/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:30,  2.09it/s, loss=0.647, pair=0.004, adv=5.193, sprd=0.019]
Ep 029/80 [S2:+mat]:  58%|█▋ | 263/453 [02:12<01:30,  2.09it/s, loss=0.605, pair=0.002, adv=8.565, sprd=0.018]
Ep 029/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:26,  2.20it/s, loss=0.605, pair=0.002, adv=8.565, sprd=0.018]
Ep 029/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:26,  2.20it/s, loss=0.592, pair=0.001, adv=4.290, sprd=0.018]
Ep 029/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:28,  2.13it/s, loss=0.592, pair=0.001, adv=4.290, sprd=0.018]
Ep 029/80 [S2:+mat]:  58%|█▊ | 265/453 [02:13<01:28,  2.13it/s, loss=0.615, pair=0.000, adv=6.330, sprd=0.025]
Ep 029/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:25,  2.20it/s, loss=0.615, pair=0.000, adv=6.330, sprd=0.025]
Ep 029/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:25,  2.20it/s, loss=0.592, pair=0.004, adv=8.317, sprd=0.021]
Ep 029/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:30,  2.06it/s, loss=0.592, pair=0.004, adv=8.317, sprd=0.021]
Ep 029/80 [S2:+mat]:  59%|█▊ | 267/453 [02:14<01:30,  2.06it/s, loss=0.576, pair=0.008, adv=5.381, sprd=0.016]
Ep 029/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:24,  2.19it/s, loss=0.576, pair=0.008, adv=5.381, sprd=0.016]
Ep 029/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:24,  2.19it/s, loss=0.652, pair=0.002, adv=7.384, sprd=0.014]
Ep 029/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:25,  2.14it/s, loss=0.652, pair=0.002, adv=7.384, sprd=0.014]
Ep 029/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:25,  2.14it/s, loss=1.556, pair=3.074, adv=8.147, sprd=0.028]
Ep 029/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:23,  2.20it/s, loss=1.556, pair=3.074, adv=8.147, sprd=0.028]
Ep 029/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:23,  2.20it/s, loss=0.676, pair=0.000, adv=8.717, sprd=0.023]
Ep 029/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:26,  2.11it/s, loss=0.676, pair=0.000, adv=8.717, sprd=0.023]
Ep 029/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:26,  2.11it/s, loss=0.610, pair=0.000, adv=9.335, sprd=0.024]
Ep 029/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:22,  2.18it/s, loss=0.610, pair=0.000, adv=9.335, sprd=0.024]
Ep 029/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:22,  2.18it/s, loss=0.607, pair=0.001, adv=8.923, sprd=0.025]
Ep 029/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:26,  2.07it/s, loss=0.607, pair=0.001, adv=8.923, sprd=0.025]
Ep 029/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:26,  2.07it/s, loss=0.618, pair=0.003, adv=5.047, sprd=0.029]
Ep 029/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:23,  2.13it/s, loss=0.618, pair=0.003, adv=5.047, sprd=0.029]
Ep 029/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:23,  2.13it/s, loss=0.575, pair=0.002, adv=8.736, sprd=0.017]
Ep 029/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:26,  2.05it/s, loss=0.575, pair=0.002, adv=8.736, sprd=0.017]
Ep 029/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:26,  2.05it/s, loss=0.583, pair=0.007, adv=9.551, sprd=0.018]
Ep 029/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.16it/s, loss=0.583, pair=0.007, adv=9.551, sprd=0.018]
Ep 029/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:22,  2.16it/s, loss=0.591, pair=0.006, adv=8.040, sprd=0.020]
Ep 029/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:25,  2.05it/s, loss=0.591, pair=0.006, adv=8.040, sprd=0.020]
Ep 029/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:25,  2.05it/s, loss=0.618, pair=0.010, adv=4.870, sprd=0.022]
Ep 029/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:20,  2.17it/s, loss=0.618, pair=0.010, adv=4.870, sprd=0.022]
Ep 029/80 [S2:+mat]:  61%|█▏| 278/453 [02:19<01:20,  2.17it/s, loss=0.568, pair=0.003, adv=10.825, sprd=0.018]
Ep 029/80 [S2:+mat]:  62%|█▏| 279/453 [02:19<01:29,  1.95it/s, loss=0.568, pair=0.003, adv=10.825, sprd=0.018]
Ep 029/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:29,  1.95it/s, loss=0.556, pair=0.000, adv=8.591, sprd=0.016]
Ep 029/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:23,  2.06it/s, loss=0.556, pair=0.000, adv=8.591, sprd=0.016]
Ep 029/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:23,  2.06it/s, loss=0.628, pair=0.006, adv=5.658, sprd=0.021]
Ep 029/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:23,  2.06it/s, loss=0.628, pair=0.006, adv=5.658, sprd=0.021]
Ep 029/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:23,  2.06it/s, loss=0.629, pair=0.005, adv=8.116, sprd=0.028]
Ep 029/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:19,  2.14it/s, loss=0.629, pair=0.005, adv=8.116, sprd=0.028]
Ep 029/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:19,  2.14it/s, loss=0.586, pair=0.009, adv=6.107, sprd=0.020]
Ep 029/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:22,  2.05it/s, loss=0.586, pair=0.009, adv=6.107, sprd=0.020]
Ep 029/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:22,  2.05it/s, loss=0.581, pair=0.031, adv=7.743, sprd=0.017]
Ep 029/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:18,  2.16it/s, loss=0.581, pair=0.031, adv=7.743, sprd=0.017]
Ep 029/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:18,  2.16it/s, loss=0.639, pair=0.000, adv=5.931, sprd=0.031]
Ep 029/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:22,  2.04it/s, loss=0.639, pair=0.000, adv=5.931, sprd=0.031]
Ep 029/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:22,  2.04it/s, loss=0.622, pair=0.006, adv=9.235, sprd=0.027]
Ep 029/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:19,  2.11it/s, loss=0.622, pair=0.006, adv=9.235, sprd=0.027]
Ep 029/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:19,  2.11it/s, loss=0.679, pair=0.018, adv=3.685, sprd=0.027]
Ep 029/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:20,  2.06it/s, loss=0.679, pair=0.018, adv=3.685, sprd=0.027]
Ep 029/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:20,  2.06it/s, loss=0.626, pair=0.004, adv=8.933, sprd=0.022]
Ep 029/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:16,  2.17it/s, loss=0.626, pair=0.004, adv=8.933, sprd=0.022]
Ep 029/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:16,  2.17it/s, loss=0.630, pair=0.001, adv=6.614, sprd=0.028]
Ep 029/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:19,  2.06it/s, loss=0.630, pair=0.001, adv=6.614, sprd=0.028]
Ep 029/80 [S2:+mat]:  64%|█▎| 289/453 [02:24<01:19,  2.06it/s, loss=0.599, pair=0.001, adv=10.235, sprd=0.022]
Ep 029/80 [S2:+mat]:  64%|█▎| 290/453 [02:24<01:16,  2.13it/s, loss=0.599, pair=0.001, adv=10.235, sprd=0.022]
Ep 029/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:16,  2.13it/s, loss=0.703, pair=0.000, adv=6.644, sprd=0.032]
Ep 029/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:20,  2.01it/s, loss=0.703, pair=0.000, adv=6.644, sprd=0.032]
Ep 029/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:20,  2.01it/s, loss=0.619, pair=0.002, adv=6.817, sprd=0.029]
Ep 029/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:17,  2.07it/s, loss=0.619, pair=0.002, adv=6.817, sprd=0.029]
Ep 029/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:17,  2.07it/s, loss=0.587, pair=0.000, adv=7.734, sprd=0.020]
Ep 029/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:20,  2.00it/s, loss=0.587, pair=0.000, adv=7.734, sprd=0.020]
Ep 029/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:20,  2.00it/s, loss=0.588, pair=0.007, adv=6.501, sprd=0.021]
Ep 029/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:15,  2.09it/s, loss=0.588, pair=0.007, adv=6.501, sprd=0.021]
Ep 029/80 [S2:+mat]:  65%|█▎| 294/453 [02:27<01:15,  2.09it/s, loss=0.588, pair=0.009, adv=11.037, sprd=0.020]
Ep 029/80 [S2:+mat]:  65%|█▎| 295/453 [02:27<01:18,  2.00it/s, loss=0.588, pair=0.009, adv=11.037, sprd=0.020]
Ep 029/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:18,  2.00it/s, loss=0.987, pair=1.325, adv=6.231, sprd=0.022]
Ep 029/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:15,  2.09it/s, loss=0.987, pair=1.325, adv=6.231, sprd=0.022]
Ep 029/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:15,  2.09it/s, loss=0.643, pair=0.010, adv=7.733, sprd=0.030]
Ep 029/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:18,  2.00it/s, loss=0.643, pair=0.010, adv=7.733, sprd=0.030]
Ep 029/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:18,  2.00it/s, loss=0.572, pair=0.000, adv=8.211, sprd=0.018]
Ep 029/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:13,  2.10it/s, loss=0.572, pair=0.000, adv=8.211, sprd=0.018]
Ep 029/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:13,  2.10it/s, loss=0.592, pair=0.000, adv=6.022, sprd=0.023]
Ep 029/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:16,  2.01it/s, loss=0.592, pair=0.000, adv=6.022, sprd=0.023]
Ep 029/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:16,  2.01it/s, loss=0.624, pair=0.000, adv=4.830, sprd=0.029]
Ep 029/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:12,  2.10it/s, loss=0.624, pair=0.000, adv=4.830, sprd=0.029]
Ep 029/80 [S2:+mat]:  66%|█▎| 300/453 [02:30<01:12,  2.10it/s, loss=0.634, pair=0.002, adv=10.371, sprd=0.015]
Ep 029/80 [S2:+mat]:  66%|█▎| 301/453 [02:30<01:15,  2.01it/s, loss=0.634, pair=0.002, adv=10.371, sprd=0.015]
Ep 029/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:15,  2.01it/s, loss=0.572, pair=0.000, adv=6.582, sprd=0.019]
Ep 029/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:11,  2.11it/s, loss=0.572, pair=0.000, adv=6.582, sprd=0.019]
Ep 029/80 [S2:+mat]:  67%|█▎| 302/453 [02:30<01:11,  2.11it/s, loss=0.596, pair=0.001, adv=11.282, sprd=0.022]
Ep 029/80 [S2:+mat]:  67%|█▎| 303/453 [02:30<01:14,  2.01it/s, loss=0.596, pair=0.001, adv=11.282, sprd=0.022]
Ep 029/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:14,  2.01it/s, loss=0.559, pair=0.002, adv=9.879, sprd=0.016]
Ep 029/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:11,  2.09it/s, loss=0.559, pair=0.002, adv=9.879, sprd=0.016]
Ep 029/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:11,  2.09it/s, loss=0.616, pair=0.004, adv=9.048, sprd=0.023]
Ep 029/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:13,  2.02it/s, loss=0.616, pair=0.004, adv=9.048, sprd=0.023]
Ep 029/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:13,  2.02it/s, loss=0.586, pair=0.001, adv=6.291, sprd=0.020]
Ep 029/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=0.586, pair=0.001, adv=6.291, sprd=0.020]
Ep 029/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=0.604, pair=0.001, adv=6.850, sprd=0.019]
Ep 029/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:10,  2.07it/s, loss=0.604, pair=0.001, adv=6.850, sprd=0.019]
Ep 029/80 [S2:+mat]:  68%|█▎| 307/453 [02:33<01:10,  2.07it/s, loss=0.615, pair=0.001, adv=11.018, sprd=0.023]
Ep 029/80 [S2:+mat]:  68%|█▎| 308/453 [02:33<01:07,  2.16it/s, loss=0.615, pair=0.001, adv=11.018, sprd=0.023]
Ep 029/80 [S2:+mat]:  68%|█▎| 308/453 [02:33<01:07,  2.16it/s, loss=0.586, pair=0.004, adv=10.221, sprd=0.018]
Ep 029/80 [S2:+mat]:  68%|█▎| 309/453 [02:33<01:13,  1.96it/s, loss=0.586, pair=0.004, adv=10.221, sprd=0.018]
Ep 029/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:13,  1.96it/s, loss=0.581, pair=0.002, adv=6.034, sprd=0.018]
Ep 029/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:08,  2.08it/s, loss=0.581, pair=0.002, adv=6.034, sprd=0.018]
Ep 029/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:08,  2.08it/s, loss=0.596, pair=0.000, adv=6.707, sprd=0.022]
Ep 029/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:10,  2.02it/s, loss=0.596, pair=0.000, adv=6.707, sprd=0.022]
Ep 029/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:10,  2.02it/s, loss=0.595, pair=0.001, adv=9.566, sprd=0.021]
Ep 029/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:06,  2.11it/s, loss=0.595, pair=0.001, adv=9.566, sprd=0.021]
Ep 029/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:06,  2.11it/s, loss=0.614, pair=0.000, adv=9.688, sprd=0.022]
Ep 029/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:09,  2.01it/s, loss=0.614, pair=0.000, adv=9.688, sprd=0.022]
Ep 029/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:09,  2.01it/s, loss=0.568, pair=0.004, adv=8.539, sprd=0.015]
Ep 029/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.14it/s, loss=0.568, pair=0.004, adv=8.539, sprd=0.015]
Ep 029/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.14it/s, loss=0.657, pair=0.004, adv=3.868, sprd=0.031]
Ep 029/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:07,  2.04it/s, loss=0.657, pair=0.004, adv=3.868, sprd=0.031]
Ep 029/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:07,  2.04it/s, loss=0.570, pair=0.004, adv=8.864, sprd=0.017]
Ep 029/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:04,  2.13it/s, loss=0.570, pair=0.004, adv=8.864, sprd=0.017]
Ep 029/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:04,  2.13it/s, loss=0.630, pair=0.021, adv=2.333, sprd=0.021]
Ep 029/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:07,  2.01it/s, loss=0.630, pair=0.021, adv=2.333, sprd=0.021]
Ep 029/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:07,  2.01it/s, loss=0.632, pair=0.002, adv=7.740, sprd=0.027]
Ep 029/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:05,  2.06it/s, loss=0.632, pair=0.002, adv=7.740, sprd=0.027]
Ep 029/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:05,  2.06it/s, loss=0.660, pair=0.005, adv=7.137, sprd=0.032]
Ep 029/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:10,  1.89it/s, loss=0.660, pair=0.005, adv=7.137, sprd=0.032]
Ep 029/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:10,  1.89it/s, loss=0.596, pair=0.002, adv=9.720, sprd=0.023]
Ep 029/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:07,  1.96it/s, loss=0.596, pair=0.002, adv=9.720, sprd=0.023]
Ep 029/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:07,  1.96it/s, loss=0.594, pair=0.010, adv=9.436, sprd=0.020]
Ep 029/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:12,  1.81it/s, loss=0.594, pair=0.010, adv=9.436, sprd=0.020]
Ep 029/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:12,  1.81it/s, loss=0.596, pair=0.004, adv=5.491, sprd=0.023]
Ep 029/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:08,  1.91it/s, loss=0.596, pair=0.004, adv=5.491, sprd=0.023]
Ep 029/80 [S2:+mat]:  71%|██▏| 322/453 [02:41<01:08,  1.91it/s, loss=0.582, pair=0.002, adv=9.903, sprd=0.022]
Ep 029/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:14,  1.75it/s, loss=0.582, pair=0.002, adv=9.903, sprd=0.022]
Ep 029/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:14,  1.75it/s, loss=0.641, pair=0.002, adv=5.532, sprd=0.029]
Ep 029/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:09,  1.86it/s, loss=0.641, pair=0.002, adv=5.532, sprd=0.029]
Ep 029/80 [S2:+mat]:  72%|██▏| 324/453 [02:42<01:09,  1.86it/s, loss=0.623, pair=0.002, adv=5.589, sprd=0.025]
Ep 029/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:12,  1.77it/s, loss=0.623, pair=0.002, adv=5.589, sprd=0.025]
Ep 029/80 [S2:+mat]:  72%|█▍| 325/453 [02:42<01:12,  1.77it/s, loss=0.588, pair=0.001, adv=10.571, sprd=0.022]
Ep 029/80 [S2:+mat]:  72%|█▍| 326/453 [02:42<01:07,  1.87it/s, loss=0.588, pair=0.001, adv=10.571, sprd=0.022]
Ep 029/80 [S2:+mat]:  72%|██▏| 326/453 [02:43<01:07,  1.87it/s, loss=0.592, pair=0.004, adv=7.494, sprd=0.022]
Ep 029/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:11,  1.76it/s, loss=0.592, pair=0.004, adv=7.494, sprd=0.022]
Ep 029/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:11,  1.76it/s, loss=0.598, pair=0.007, adv=8.274, sprd=0.021]
Ep 029/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<01:06,  1.87it/s, loss=0.598, pair=0.007, adv=8.274, sprd=0.021]
Ep 029/80 [S2:+mat]:  72%|██▏| 328/453 [02:44<01:06,  1.87it/s, loss=0.601, pair=0.004, adv=5.444, sprd=0.021]
Ep 029/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:09,  1.78it/s, loss=0.601, pair=0.004, adv=5.444, sprd=0.021]
Ep 029/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:09,  1.78it/s, loss=0.606, pair=0.002, adv=5.850, sprd=0.025]
Ep 029/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<01:05,  1.89it/s, loss=0.606, pair=0.002, adv=5.850, sprd=0.025]
Ep 029/80 [S2:+mat]:  73%|██▏| 330/453 [02:45<01:05,  1.89it/s, loss=0.623, pair=0.003, adv=7.164, sprd=0.027]
Ep 029/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:08,  1.78it/s, loss=0.623, pair=0.003, adv=7.164, sprd=0.027]
Ep 029/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:08,  1.78it/s, loss=0.573, pair=0.002, adv=8.405, sprd=0.019]
Ep 029/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<01:04,  1.87it/s, loss=0.573, pair=0.002, adv=8.405, sprd=0.019]
Ep 029/80 [S2:+mat]:  73%|██▏| 332/453 [02:46<01:04,  1.87it/s, loss=0.594, pair=0.000, adv=8.438, sprd=0.020]
Ep 029/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:13,  1.63it/s, loss=0.594, pair=0.000, adv=8.438, sprd=0.020]
Ep 029/80 [S2:+mat]:  74%|██▏| 333/453 [02:47<01:13,  1.63it/s, loss=0.588, pair=0.004, adv=9.093, sprd=0.019]
Ep 029/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<01:06,  1.78it/s, loss=0.588, pair=0.004, adv=9.093, sprd=0.019]
Ep 029/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<01:06,  1.78it/s, loss=0.561, pair=0.002, adv=6.484, sprd=0.016]
Ep 029/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<01:08,  1.72it/s, loss=0.561, pair=0.002, adv=6.484, sprd=0.016]
Ep 029/80 [S2:+mat]:  74%|██▏| 335/453 [02:48<01:08,  1.72it/s, loss=0.568, pair=0.003, adv=6.806, sprd=0.017]
Ep 029/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<01:03,  1.86it/s, loss=0.568, pair=0.003, adv=6.806, sprd=0.017]
Ep 029/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<01:03,  1.86it/s, loss=0.602, pair=0.001, adv=7.152, sprd=0.023]
Ep 029/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<01:05,  1.76it/s, loss=0.602, pair=0.001, adv=7.152, sprd=0.023]
Ep 029/80 [S2:+mat]:  74%|██▏| 337/453 [02:49<01:05,  1.76it/s, loss=0.615, pair=0.008, adv=8.535, sprd=0.022]
Ep 029/80 [S2:+mat]:  75%|██▏| 338/453 [02:49<01:01,  1.88it/s, loss=0.615, pair=0.008, adv=8.535, sprd=0.022]
Ep 029/80 [S2:+mat]:  75%|██▏| 338/453 [02:50<01:01,  1.88it/s, loss=0.639, pair=0.003, adv=6.069, sprd=0.032]
Ep 029/80 [S2:+mat]:  75%|██▏| 339/453 [02:50<01:05,  1.74it/s, loss=0.639, pair=0.003, adv=6.069, sprd=0.032]
Ep 029/80 [S2:+mat]:  75%|██▏| 339/453 [02:50<01:05,  1.74it/s, loss=0.624, pair=0.008, adv=9.110, sprd=0.023]
Ep 029/80 [S2:+mat]:  75%|██▎| 340/453 [02:50<01:00,  1.87it/s, loss=0.624, pair=0.008, adv=9.110, sprd=0.023]
Ep 029/80 [S2:+mat]:  75%|██▎| 340/453 [02:51<01:00,  1.87it/s, loss=0.584, pair=0.002, adv=6.989, sprd=0.017]
Ep 029/80 [S2:+mat]:  75%|██▎| 341/453 [02:51<01:02,  1.79it/s, loss=0.584, pair=0.002, adv=6.989, sprd=0.017]
Ep 029/80 [S2:+mat]:  75%|██▎| 341/453 [02:51<01:02,  1.79it/s, loss=0.576, pair=0.004, adv=7.400, sprd=0.019]
Ep 029/80 [S2:+mat]:  75%|██▎| 342/453 [02:51<00:58,  1.90it/s, loss=0.576, pair=0.004, adv=7.400, sprd=0.019]
Ep 029/80 [S2:+mat]:  75%|██▎| 342/453 [02:52<00:58,  1.90it/s, loss=0.579, pair=0.002, adv=7.883, sprd=0.017]
Ep 029/80 [S2:+mat]:  76%|██▎| 343/453 [02:52<01:00,  1.83it/s, loss=0.579, pair=0.002, adv=7.883, sprd=0.017]
Ep 029/80 [S2:+mat]:  76%|██▎| 343/453 [02:52<01:00,  1.83it/s, loss=0.596, pair=0.008, adv=6.816, sprd=0.018]
Ep 029/80 [S2:+mat]:  76%|██▎| 344/453 [02:52<00:55,  1.96it/s, loss=0.596, pair=0.008, adv=6.816, sprd=0.018]
Ep 029/80 [S2:+mat]:  76%|██▎| 344/453 [02:53<00:55,  1.96it/s, loss=0.610, pair=0.003, adv=8.182, sprd=0.020]
Ep 029/80 [S2:+mat]:  76%|██▎| 345/453 [02:53<00:58,  1.86it/s, loss=0.610, pair=0.003, adv=8.182, sprd=0.020]
Ep 029/80 [S2:+mat]:  76%|██▎| 345/453 [02:53<00:58,  1.86it/s, loss=0.569, pair=0.002, adv=8.285, sprd=0.018]
Ep 029/80 [S2:+mat]:  76%|██▎| 346/453 [02:53<00:54,  1.96it/s, loss=0.569, pair=0.002, adv=8.285, sprd=0.018]
Ep 029/80 [S2:+mat]:  76%|██▎| 346/453 [02:54<00:54,  1.96it/s, loss=0.709, pair=0.003, adv=8.182, sprd=0.030]
Ep 029/80 [S2:+mat]:  77%|██▎| 347/453 [02:54<00:55,  1.92it/s, loss=0.709, pair=0.003, adv=8.182, sprd=0.030]
Ep 029/80 [S2:+mat]:  77%|██▎| 347/453 [02:54<00:55,  1.92it/s, loss=0.580, pair=0.009, adv=6.956, sprd=0.017]
Ep 029/80 [S2:+mat]:  77%|██▎| 348/453 [02:54<00:50,  2.07it/s, loss=0.580, pair=0.009, adv=6.956, sprd=0.017]
Ep 029/80 [S2:+mat]:  77%|██▎| 348/453 [02:55<00:50,  2.07it/s, loss=0.592, pair=0.003, adv=5.437, sprd=0.024]
Ep 029/80 [S2:+mat]:  77%|██▎| 349/453 [02:55<00:52,  2.00it/s, loss=0.592, pair=0.003, adv=5.437, sprd=0.024]
Ep 029/80 [S2:+mat]:  77%|██▎| 349/453 [02:55<00:52,  2.00it/s, loss=0.586, pair=0.002, adv=9.685, sprd=0.021]
Ep 029/80 [S2:+mat]:  77%|██▎| 350/453 [02:55<00:49,  2.09it/s, loss=0.586, pair=0.002, adv=9.685, sprd=0.021]
Ep 029/80 [S2:+mat]:  77%|██▎| 350/453 [02:56<00:49,  2.09it/s, loss=1.291, pair=2.410, adv=7.032, sprd=0.020]
Ep 029/80 [S2:+mat]:  77%|██▎| 351/453 [02:56<00:50,  2.01it/s, loss=1.291, pair=2.410, adv=7.032, sprd=0.020]
Ep 029/80 [S2:+mat]:  77%|██▎| 351/453 [02:56<00:50,  2.01it/s, loss=0.615, pair=0.005, adv=5.674, sprd=0.024]
Ep 029/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:47,  2.12it/s, loss=0.615, pair=0.005, adv=5.674, sprd=0.024]
Ep 029/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:47,  2.12it/s, loss=0.586, pair=0.011, adv=9.044, sprd=0.016]
Ep 029/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:48,  2.07it/s, loss=0.586, pair=0.011, adv=9.044, sprd=0.016]
Ep 029/80 [S2:+mat]:  78%|██▎| 353/453 [02:57<00:48,  2.07it/s, loss=0.647, pair=0.006, adv=5.652, sprd=0.034]
Ep 029/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:46,  2.13it/s, loss=0.647, pair=0.006, adv=5.652, sprd=0.034]
Ep 029/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:46,  2.13it/s, loss=0.624, pair=0.012, adv=3.955, sprd=0.024]
Ep 029/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:47,  2.05it/s, loss=0.624, pair=0.012, adv=3.955, sprd=0.024]
Ep 029/80 [S2:+mat]:  78%|██▎| 355/453 [02:58<00:47,  2.05it/s, loss=0.564, pair=0.017, adv=8.311, sprd=0.013]
Ep 029/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:44,  2.19it/s, loss=0.564, pair=0.017, adv=8.311, sprd=0.013]
Ep 029/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:44,  2.19it/s, loss=0.627, pair=0.005, adv=7.559, sprd=0.016]
Ep 029/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:45,  2.11it/s, loss=0.627, pair=0.005, adv=7.559, sprd=0.016]
Ep 029/80 [S2:+mat]:  79%|██▎| 357/453 [02:59<00:45,  2.11it/s, loss=0.626, pair=0.010, adv=6.597, sprd=0.025]
Ep 029/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:43,  2.19it/s, loss=0.626, pair=0.010, adv=6.597, sprd=0.025]
Ep 029/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:43,  2.19it/s, loss=0.666, pair=0.005, adv=6.970, sprd=0.022]
Ep 029/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:44,  2.09it/s, loss=0.666, pair=0.005, adv=6.970, sprd=0.022]
Ep 029/80 [S2:+mat]:  79%|██▍| 359/453 [03:00<00:44,  2.09it/s, loss=0.592, pair=0.002, adv=5.644, sprd=0.018]
Ep 029/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:42,  2.21it/s, loss=0.592, pair=0.002, adv=5.644, sprd=0.018]
Ep 029/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:42,  2.21it/s, loss=0.595, pair=0.004, adv=8.439, sprd=0.017]
Ep 029/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:45,  2.01it/s, loss=0.595, pair=0.004, adv=8.439, sprd=0.017]
Ep 029/80 [S2:+mat]:  80%|█▌| 361/453 [03:01<00:45,  2.01it/s, loss=0.644, pair=0.007, adv=11.614, sprd=0.033]
Ep 029/80 [S2:+mat]:  80%|█▌| 362/453 [03:01<00:43,  2.08it/s, loss=0.644, pair=0.007, adv=11.614, sprd=0.033]
Ep 029/80 [S2:+mat]:  80%|██▍| 362/453 [03:01<00:43,  2.08it/s, loss=0.614, pair=0.002, adv=9.636, sprd=0.024]
Ep 029/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:45,  1.98it/s, loss=0.614, pair=0.002, adv=9.636, sprd=0.024]
Ep 029/80 [S2:+mat]:  80%|██▍| 363/453 [03:02<00:45,  1.98it/s, loss=0.627, pair=0.005, adv=8.327, sprd=0.028]
Ep 029/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:43,  2.07it/s, loss=0.627, pair=0.005, adv=8.327, sprd=0.028]
Ep 029/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:43,  2.07it/s, loss=0.557, pair=0.011, adv=7.541, sprd=0.012]
Ep 029/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:42,  2.05it/s, loss=0.557, pair=0.011, adv=7.541, sprd=0.012]
Ep 029/80 [S2:+mat]:  81%|██▍| 365/453 [03:03<00:42,  2.05it/s, loss=0.623, pair=0.010, adv=3.696, sprd=0.028]
Ep 029/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:40,  2.13it/s, loss=0.623, pair=0.010, adv=3.696, sprd=0.028]
Ep 029/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:40,  2.13it/s, loss=0.610, pair=0.000, adv=6.439, sprd=0.024]
Ep 029/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:41,  2.06it/s, loss=0.610, pair=0.000, adv=6.439, sprd=0.024]
Ep 029/80 [S2:+mat]:  81%|██▍| 367/453 [03:04<00:41,  2.06it/s, loss=0.578, pair=0.000, adv=7.040, sprd=0.019]
Ep 029/80 [S2:+mat]:  81%|██▍| 368/453 [03:04<00:39,  2.16it/s, loss=0.578, pair=0.000, adv=7.040, sprd=0.019]
Ep 029/80 [S2:+mat]:  81%|██▍| 368/453 [03:04<00:39,  2.16it/s, loss=0.587, pair=0.004, adv=5.864, sprd=0.018]
Ep 029/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:40,  2.07it/s, loss=0.587, pair=0.004, adv=5.864, sprd=0.018]
Ep 029/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:40,  2.07it/s, loss=0.620, pair=0.000, adv=4.220, sprd=0.018]
Ep 029/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:37,  2.24it/s, loss=0.620, pair=0.000, adv=4.220, sprd=0.018]
Ep 029/80 [S2:+mat]:  82%|██▍| 370/453 [03:05<00:37,  2.24it/s, loss=0.620, pair=0.001, adv=7.508, sprd=0.024]
Ep 029/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:38,  2.12it/s, loss=0.620, pair=0.001, adv=7.508, sprd=0.024]
Ep 029/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:38,  2.12it/s, loss=0.556, pair=0.003, adv=6.819, sprd=0.015]
Ep 029/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:36,  2.21it/s, loss=0.556, pair=0.003, adv=6.819, sprd=0.015]
Ep 029/80 [S2:+mat]:  82%|██▍| 372/453 [03:06<00:36,  2.21it/s, loss=0.583, pair=0.002, adv=9.277, sprd=0.021]
Ep 029/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:38,  2.06it/s, loss=0.583, pair=0.002, adv=9.277, sprd=0.021]
Ep 029/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:38,  2.06it/s, loss=0.547, pair=0.002, adv=8.778, sprd=0.013]
Ep 029/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:36,  2.17it/s, loss=0.547, pair=0.002, adv=8.778, sprd=0.013]
Ep 029/80 [S2:+mat]:  83%|██▍| 374/453 [03:07<00:36,  2.17it/s, loss=0.608, pair=0.000, adv=5.846, sprd=0.024]
Ep 029/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:37,  2.05it/s, loss=0.608, pair=0.000, adv=5.846, sprd=0.024]
Ep 029/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:37,  2.05it/s, loss=0.663, pair=0.004, adv=7.652, sprd=0.035]
Ep 029/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:36,  2.12it/s, loss=0.663, pair=0.004, adv=7.652, sprd=0.035]
Ep 029/80 [S2:+mat]:  83%|██▍| 376/453 [03:08<00:36,  2.12it/s, loss=0.594, pair=0.003, adv=6.149, sprd=0.020]
Ep 029/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:37,  2.03it/s, loss=0.594, pair=0.003, adv=6.149, sprd=0.020]
Ep 029/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:37,  2.03it/s, loss=0.582, pair=0.005, adv=5.515, sprd=0.017]
Ep 029/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:34,  2.15it/s, loss=0.582, pair=0.005, adv=5.515, sprd=0.017]
Ep 029/80 [S2:+mat]:  83%|██▌| 378/453 [03:09<00:34,  2.15it/s, loss=0.629, pair=0.002, adv=6.305, sprd=0.022]
Ep 029/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:35,  2.09it/s, loss=0.629, pair=0.002, adv=6.305, sprd=0.022]
Ep 029/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:35,  2.09it/s, loss=0.589, pair=0.001, adv=5.483, sprd=0.018]
Ep 029/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:32,  2.21it/s, loss=0.589, pair=0.001, adv=5.483, sprd=0.018]
Ep 029/80 [S2:+mat]:  84%|██▌| 380/453 [03:10<00:32,  2.21it/s, loss=0.583, pair=0.003, adv=6.470, sprd=0.018]
Ep 029/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:34,  2.10it/s, loss=0.583, pair=0.003, adv=6.470, sprd=0.018]
Ep 029/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:34,  2.10it/s, loss=0.623, pair=0.004, adv=7.827, sprd=0.029]
Ep 029/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:33,  2.15it/s, loss=0.623, pair=0.004, adv=7.827, sprd=0.029]
Ep 029/80 [S2:+mat]:  84%|██▌| 382/453 [03:11<00:33,  2.15it/s, loss=0.659, pair=0.002, adv=7.019, sprd=0.019]
Ep 029/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:34,  2.06it/s, loss=0.659, pair=0.002, adv=7.019, sprd=0.019]
Ep 029/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:34,  2.06it/s, loss=0.593, pair=0.001, adv=7.957, sprd=0.019]
Ep 029/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:31,  2.17it/s, loss=0.593, pair=0.001, adv=7.957, sprd=0.019]
Ep 029/80 [S2:+mat]:  85%|██▌| 384/453 [03:12<00:31,  2.17it/s, loss=0.600, pair=0.003, adv=7.858, sprd=0.022]
Ep 029/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:33,  2.06it/s, loss=0.600, pair=0.003, adv=7.858, sprd=0.022]
Ep 029/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:33,  2.06it/s, loss=0.626, pair=0.004, adv=4.666, sprd=0.028]
Ep 029/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.13it/s, loss=0.626, pair=0.004, adv=4.666, sprd=0.028]
Ep 029/80 [S2:+mat]:  85%|█▋| 386/453 [03:13<00:31,  2.13it/s, loss=0.585, pair=0.009, adv=10.075, sprd=0.017]
Ep 029/80 [S2:+mat]:  85%|█▋| 387/453 [03:13<00:31,  2.07it/s, loss=0.585, pair=0.009, adv=10.075, sprd=0.017]
Ep 029/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:31,  2.07it/s, loss=0.642, pair=0.010, adv=7.094, sprd=0.030]
Ep 029/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.14it/s, loss=0.642, pair=0.010, adv=7.094, sprd=0.030]
Ep 029/80 [S2:+mat]:  86%|██▌| 388/453 [03:14<00:30,  2.14it/s, loss=0.583, pair=0.006, adv=7.185, sprd=0.017]
Ep 029/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:33,  1.93it/s, loss=0.583, pair=0.006, adv=7.185, sprd=0.017]
Ep 029/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:33,  1.93it/s, loss=0.625, pair=0.010, adv=6.422, sprd=0.025]
Ep 029/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:30,  2.05it/s, loss=0.625, pair=0.010, adv=6.422, sprd=0.025]
Ep 029/80 [S2:+mat]:  86%|██▌| 390/453 [03:15<00:30,  2.05it/s, loss=0.592, pair=0.004, adv=7.442, sprd=0.021]
Ep 029/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:30,  2.01it/s, loss=0.592, pair=0.004, adv=7.442, sprd=0.021]
Ep 029/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:30,  2.01it/s, loss=0.576, pair=0.001, adv=8.592, sprd=0.017]
Ep 029/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:28,  2.13it/s, loss=0.576, pair=0.001, adv=8.592, sprd=0.017]
Ep 029/80 [S2:+mat]:  87%|██▌| 392/453 [03:16<00:28,  2.13it/s, loss=0.607, pair=0.000, adv=7.474, sprd=0.027]
Ep 029/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:29,  2.01it/s, loss=0.607, pair=0.000, adv=7.474, sprd=0.027]
Ep 029/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:29,  2.01it/s, loss=0.609, pair=0.004, adv=7.090, sprd=0.027]
Ep 029/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:28,  2.09it/s, loss=0.609, pair=0.004, adv=7.090, sprd=0.027]
Ep 029/80 [S2:+mat]:  87%|██▌| 394/453 [03:17<00:28,  2.09it/s, loss=0.639, pair=0.000, adv=7.243, sprd=0.021]
Ep 029/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:29,  1.98it/s, loss=0.639, pair=0.000, adv=7.243, sprd=0.021]
Ep 029/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:29,  1.98it/s, loss=0.640, pair=0.000, adv=7.352, sprd=0.032]
Ep 029/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.06it/s, loss=0.640, pair=0.000, adv=7.352, sprd=0.032]
Ep 029/80 [S2:+mat]:  87%|██▌| 396/453 [03:18<00:27,  2.06it/s, loss=0.730, pair=0.004, adv=7.765, sprd=0.036]
Ep 029/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:28,  1.97it/s, loss=0.730, pair=0.004, adv=7.765, sprd=0.036]
Ep 029/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:28,  1.97it/s, loss=0.616, pair=0.008, adv=6.933, sprd=0.023]
Ep 029/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.09it/s, loss=0.616, pair=0.008, adv=6.933, sprd=0.023]
Ep 029/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.09it/s, loss=0.600, pair=0.006, adv=7.729, sprd=0.020]
Ep 029/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.04it/s, loss=0.600, pair=0.006, adv=7.729, sprd=0.020]
Ep 029/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:26,  2.04it/s, loss=0.607, pair=0.000, adv=6.516, sprd=0.021]
Ep 029/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:24,  2.14it/s, loss=0.607, pair=0.000, adv=6.516, sprd=0.021]
Ep 029/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:24,  2.14it/s, loss=0.546, pair=0.003, adv=7.048, sprd=0.014]
Ep 029/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.04it/s, loss=0.546, pair=0.003, adv=7.048, sprd=0.014]
Ep 029/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:25,  2.04it/s, loss=0.623, pair=0.006, adv=6.202, sprd=0.023]
Ep 029/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.15it/s, loss=0.623, pair=0.006, adv=6.202, sprd=0.023]
Ep 029/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.15it/s, loss=0.607, pair=0.006, adv=7.586, sprd=0.013]
Ep 029/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.07it/s, loss=0.607, pair=0.006, adv=7.586, sprd=0.013]
Ep 029/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:24,  2.07it/s, loss=0.634, pair=0.002, adv=7.915, sprd=0.027]
Ep 029/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.15it/s, loss=0.634, pair=0.002, adv=7.915, sprd=0.027]
Ep 029/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.15it/s, loss=0.620, pair=0.001, adv=7.976, sprd=0.026]
Ep 029/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:23,  2.05it/s, loss=0.620, pair=0.001, adv=7.976, sprd=0.026]
Ep 029/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:23,  2.05it/s, loss=0.593, pair=0.000, adv=7.338, sprd=0.019]
Ep 029/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.16it/s, loss=0.593, pair=0.000, adv=7.338, sprd=0.019]
Ep 029/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.16it/s, loss=0.617, pair=0.003, adv=8.016, sprd=0.024]
Ep 029/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.08it/s, loss=0.617, pair=0.003, adv=8.016, sprd=0.024]
Ep 029/80 [S2:+mat]:  90%|██▋| 407/453 [03:23<00:22,  2.08it/s, loss=2.145, pair=5.270, adv=6.075, sprd=0.017]
Ep 029/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.16it/s, loss=2.145, pair=5.270, adv=6.075, sprd=0.017]
Ep 029/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.16it/s, loss=0.618, pair=0.005, adv=6.275, sprd=0.022]
Ep 029/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.09it/s, loss=0.618, pair=0.005, adv=6.275, sprd=0.022]
Ep 029/80 [S2:+mat]:  90%|█▊| 409/453 [03:24<00:21,  2.09it/s, loss=0.628, pair=0.007, adv=10.090, sprd=0.023]
Ep 029/80 [S2:+mat]:  91%|█▊| 410/453 [03:24<00:19,  2.17it/s, loss=0.628, pair=0.007, adv=10.090, sprd=0.023]
Ep 029/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.17it/s, loss=0.600, pair=0.003, adv=7.137, sprd=0.022]
Ep 029/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.06it/s, loss=0.600, pair=0.003, adv=7.137, sprd=0.022]
Ep 029/80 [S2:+mat]:  91%|██▋| 411/453 [03:25<00:20,  2.06it/s, loss=0.612, pair=0.000, adv=6.867, sprd=0.021]
Ep 029/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.17it/s, loss=0.612, pair=0.000, adv=6.867, sprd=0.021]
Ep 029/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.17it/s, loss=0.572, pair=0.001, adv=5.853, sprd=0.014]
Ep 029/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.10it/s, loss=0.572, pair=0.001, adv=5.853, sprd=0.014]
Ep 029/80 [S2:+mat]:  91%|██▋| 413/453 [03:26<00:19,  2.10it/s, loss=0.634, pair=0.006, adv=8.354, sprd=0.025]
Ep 029/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:17,  2.17it/s, loss=0.634, pair=0.006, adv=8.354, sprd=0.025]
Ep 029/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:17,  2.17it/s, loss=0.562, pair=0.003, adv=9.181, sprd=0.017]
Ep 029/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:19,  1.99it/s, loss=0.562, pair=0.003, adv=9.181, sprd=0.017]
Ep 029/80 [S2:+mat]:  92%|██▋| 415/453 [03:27<00:19,  1.99it/s, loss=0.599, pair=0.000, adv=8.185, sprd=0.022]
Ep 029/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:18,  2.05it/s, loss=0.599, pair=0.000, adv=8.185, sprd=0.022]
Ep 029/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:18,  2.05it/s, loss=0.607, pair=0.005, adv=5.121, sprd=0.023]
Ep 029/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:19,  1.88it/s, loss=0.607, pair=0.005, adv=5.121, sprd=0.023]
Ep 029/80 [S2:+mat]:  92%|██▊| 417/453 [03:28<00:19,  1.88it/s, loss=0.613, pair=0.014, adv=8.339, sprd=0.022]
Ep 029/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:17,  1.98it/s, loss=0.613, pair=0.014, adv=8.339, sprd=0.022]
Ep 029/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:17,  1.98it/s, loss=0.631, pair=0.001, adv=5.356, sprd=0.027]
Ep 029/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:19,  1.70it/s, loss=0.631, pair=0.001, adv=5.356, sprd=0.027]
Ep 029/80 [S2:+mat]:  92%|██▊| 419/453 [03:29<00:19,  1.70it/s, loss=0.946, pair=1.252, adv=8.405, sprd=0.017]
Ep 029/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:17,  1.83it/s, loss=0.946, pair=1.252, adv=8.405, sprd=0.017]
Ep 029/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:17,  1.83it/s, loss=0.594, pair=0.007, adv=5.580, sprd=0.020]
Ep 029/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:17,  1.79it/s, loss=0.594, pair=0.007, adv=5.580, sprd=0.020]
Ep 029/80 [S2:+mat]:  93%|██▊| 421/453 [03:30<00:17,  1.79it/s, loss=0.616, pair=0.006, adv=8.327, sprd=0.019]
Ep 029/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:16,  1.92it/s, loss=0.616, pair=0.006, adv=8.327, sprd=0.019]
Ep 029/80 [S2:+mat]:  93%|██▊| 422/453 [03:31<00:16,  1.92it/s, loss=0.633, pair=0.015, adv=5.313, sprd=0.026]
Ep 029/80 [S2:+mat]:  93%|██▊| 423/453 [03:31<00:16,  1.82it/s, loss=0.633, pair=0.015, adv=5.313, sprd=0.026]
Ep 029/80 [S2:+mat]:  93%|██▊| 423/453 [03:31<00:16,  1.82it/s, loss=0.633, pair=0.103, adv=7.704, sprd=0.021]
Ep 029/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:15,  1.93it/s, loss=0.633, pair=0.103, adv=7.704, sprd=0.021]
Ep 029/80 [S2:+mat]:  94%|██▊| 424/453 [03:32<00:15,  1.93it/s, loss=0.580, pair=0.010, adv=9.705, sprd=0.018]
Ep 029/80 [S2:+mat]:  94%|██▊| 425/453 [03:32<00:16,  1.74it/s, loss=0.580, pair=0.010, adv=9.705, sprd=0.018]
Ep 029/80 [S2:+mat]:  94%|██▊| 425/453 [03:32<00:16,  1.74it/s, loss=0.593, pair=0.004, adv=8.842, sprd=0.022]
Ep 029/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:14,  1.86it/s, loss=0.593, pair=0.004, adv=8.842, sprd=0.022]
Ep 029/80 [S2:+mat]:  94%|██▊| 426/453 [03:33<00:14,  1.86it/s, loss=0.619, pair=0.003, adv=8.086, sprd=0.027]
Ep 029/80 [S2:+mat]:  94%|██▊| 427/453 [03:33<00:14,  1.73it/s, loss=0.619, pair=0.003, adv=8.086, sprd=0.027]
Ep 029/80 [S2:+mat]:  94%|██▊| 427/453 [03:33<00:14,  1.73it/s, loss=0.571, pair=0.000, adv=8.104, sprd=0.015]
Ep 029/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:13,  1.89it/s, loss=0.571, pair=0.000, adv=8.104, sprd=0.015]
Ep 029/80 [S2:+mat]:  94%|██▊| 428/453 [03:34<00:13,  1.89it/s, loss=0.555, pair=0.000, adv=6.997, sprd=0.015]
Ep 029/80 [S2:+mat]:  95%|██▊| 429/453 [03:34<00:13,  1.80it/s, loss=0.555, pair=0.000, adv=6.997, sprd=0.015]
Ep 029/80 [S2:+mat]:  95%|██▊| 429/453 [03:34<00:13,  1.80it/s, loss=1.202, pair=1.978, adv=7.928, sprd=0.024]
Ep 029/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:12,  1.90it/s, loss=1.202, pair=1.978, adv=7.928, sprd=0.024]
Ep 029/80 [S2:+mat]:  95%|██▊| 430/453 [03:35<00:12,  1.90it/s, loss=0.612, pair=0.000, adv=4.625, sprd=0.025]
Ep 029/80 [S2:+mat]:  95%|██▊| 431/453 [03:35<00:12,  1.79it/s, loss=0.612, pair=0.000, adv=4.625, sprd=0.025]
Ep 029/80 [S2:+mat]:  95%|█▉| 431/453 [03:35<00:12,  1.79it/s, loss=0.580, pair=0.006, adv=10.537, sprd=0.019]
Ep 029/80 [S2:+mat]:  95%|█▉| 432/453 [03:35<00:11,  1.89it/s, loss=0.580, pair=0.006, adv=10.537, sprd=0.019]
Ep 029/80 [S2:+mat]:  95%|██▊| 432/453 [03:36<00:11,  1.89it/s, loss=0.567, pair=0.005, adv=6.864, sprd=0.016]
Ep 029/80 [S2:+mat]:  96%|██▊| 433/453 [03:36<00:11,  1.81it/s, loss=0.567, pair=0.005, adv=6.864, sprd=0.016]
Ep 029/80 [S2:+mat]:  96%|██▊| 433/453 [03:36<00:11,  1.81it/s, loss=0.626, pair=0.002, adv=6.850, sprd=0.025]
Ep 029/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  1.91it/s, loss=0.626, pair=0.002, adv=6.850, sprd=0.025]
Ep 029/80 [S2:+mat]:  96%|██▊| 434/453 [03:37<00:09,  1.91it/s, loss=0.588, pair=0.000, adv=8.219, sprd=0.022]
Ep 029/80 [S2:+mat]:  96%|██▉| 435/453 [03:37<00:09,  1.80it/s, loss=0.588, pair=0.000, adv=8.219, sprd=0.022]
Ep 029/80 [S2:+mat]:  96%|██▉| 435/453 [03:38<00:09,  1.80it/s, loss=0.558, pair=0.000, adv=7.743, sprd=0.017]
Ep 029/80 [S2:+mat]:  96%|██▉| 436/453 [03:38<00:08,  1.89it/s, loss=0.558, pair=0.000, adv=7.743, sprd=0.017]
Ep 029/80 [S2:+mat]:  96%|██▉| 436/453 [03:38<00:08,  1.89it/s, loss=0.584, pair=0.000, adv=8.305, sprd=0.019]
Ep 029/80 [S2:+mat]:  96%|██▉| 437/453 [03:38<00:08,  1.79it/s, loss=0.584, pair=0.000, adv=8.305, sprd=0.019]
Ep 029/80 [S2:+mat]:  96%|██▉| 437/453 [03:39<00:08,  1.79it/s, loss=0.611, pair=0.002, adv=7.479, sprd=0.023]
Ep 029/80 [S2:+mat]:  97%|██▉| 438/453 [03:39<00:07,  1.91it/s, loss=0.611, pair=0.002, adv=7.479, sprd=0.023]
Ep 029/80 [S2:+mat]:  97%|██▉| 438/453 [03:39<00:07,  1.91it/s, loss=0.691, pair=0.001, adv=7.599, sprd=0.024]
Ep 029/80 [S2:+mat]:  97%|██▉| 439/453 [03:39<00:07,  1.80it/s, loss=0.691, pair=0.001, adv=7.599, sprd=0.024]
Ep 029/80 [S2:+mat]:  97%|██▉| 439/453 [03:40<00:07,  1.80it/s, loss=0.572, pair=0.002, adv=7.803, sprd=0.015]
Ep 029/80 [S2:+mat]:  97%|██▉| 440/453 [03:40<00:06,  1.94it/s, loss=0.572, pair=0.002, adv=7.803, sprd=0.015]
Ep 029/80 [S2:+mat]:  97%|██▉| 440/453 [03:40<00:06,  1.94it/s, loss=0.591, pair=0.003, adv=5.940, sprd=0.019]
Ep 029/80 [S2:+mat]:  97%|██▉| 441/453 [03:40<00:06,  1.85it/s, loss=0.591, pair=0.003, adv=5.940, sprd=0.019]
Ep 029/80 [S2:+mat]:  97%|██▉| 441/453 [03:41<00:06,  1.85it/s, loss=0.605, pair=0.002, adv=6.153, sprd=0.026]
Ep 029/80 [S2:+mat]:  98%|██▉| 442/453 [03:41<00:05,  1.93it/s, loss=0.605, pair=0.002, adv=6.153, sprd=0.026]
Ep 029/80 [S2:+mat]:  98%|██▉| 442/453 [03:41<00:05,  1.93it/s, loss=0.604, pair=0.002, adv=7.594, sprd=0.019]
Ep 029/80 [S2:+mat]:  98%|██▉| 443/453 [03:41<00:05,  1.73it/s, loss=0.604, pair=0.002, adv=7.594, sprd=0.019]
Ep 029/80 [S2:+mat]:  98%|██▉| 443/453 [03:42<00:05,  1.73it/s, loss=0.604, pair=0.000, adv=6.732, sprd=0.023]
Ep 029/80 [S2:+mat]:  98%|██▉| 444/453 [03:42<00:04,  1.86it/s, loss=0.604, pair=0.000, adv=6.732, sprd=0.023]
Ep 029/80 [S2:+mat]:  98%|██▉| 444/453 [03:42<00:04,  1.86it/s, loss=0.600, pair=0.000, adv=5.450, sprd=0.018]
Ep 029/80 [S2:+mat]:  98%|██▉| 445/453 [03:42<00:04,  1.90it/s, loss=0.600, pair=0.000, adv=5.450, sprd=0.018]
Ep 029/80 [S2:+mat]:  98%|██▉| 445/453 [03:43<00:04,  1.90it/s, loss=0.613, pair=0.000, adv=5.963, sprd=0.021]
Ep 029/80 [S2:+mat]:  98%|██▉| 446/453 [03:43<00:03,  2.06it/s, loss=0.613, pair=0.000, adv=5.963, sprd=0.021]
Ep 029/80 [S2:+mat]:  98%|██▉| 446/453 [03:43<00:03,  2.06it/s, loss=0.576, pair=0.001, adv=8.140, sprd=0.021]
Ep 029/80 [S2:+mat]:  99%|██▉| 447/453 [03:43<00:03,  1.97it/s, loss=0.576, pair=0.001, adv=8.140, sprd=0.021]
Ep 029/80 [S2:+mat]:  99%|██▉| 447/453 [03:44<00:03,  1.97it/s, loss=0.599, pair=0.000, adv=6.061, sprd=0.021]
Ep 029/80 [S2:+mat]:  99%|██▉| 448/453 [03:44<00:02,  2.10it/s, loss=0.599, pair=0.000, adv=6.061, sprd=0.021]
Ep 029/80 [S2:+mat]:  99%|██▉| 448/453 [03:44<00:02,  2.10it/s, loss=0.618, pair=0.000, adv=8.712, sprd=0.023]
Ep 029/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:01,  2.02it/s, loss=0.618, pair=0.000, adv=8.712, sprd=0.023]
Ep 029/80 [S2:+mat]:  99%|██▉| 449/453 [03:45<00:01,  2.02it/s, loss=0.608, pair=0.001, adv=8.415, sprd=0.024]
Ep 029/80 [S2:+mat]:  99%|██▉| 450/453 [03:45<00:01,  2.11it/s, loss=0.608, pair=0.001, adv=8.415, sprd=0.024]
Ep 029/80 [S2:+mat]:  99%|██▉| 450/453 [03:45<00:01,  2.11it/s, loss=0.582, pair=0.005, adv=6.978, sprd=0.019]
Ep 029/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:00,  2.04it/s, loss=0.582, pair=0.005, adv=6.978, sprd=0.019]
Ep 029/80 [S2:+mat]: 100%|██▉| 451/453 [03:46<00:00,  2.04it/s, loss=0.585, pair=0.002, adv=7.504, sprd=0.021]
Ep 029/80 [S2:+mat]: 100%|██▉| 452/453 [03:46<00:00,  2.13it/s, loss=0.585, pair=0.002, adv=7.504, sprd=0.021]
Ep 029/80 [S2:+mat]: 100%|██▉| 452/453 [03:46<00:00,  2.13it/s, loss=0.595, pair=0.001, adv=7.715, sprd=0.019]
Ep 029/80 [S2:+mat]: 100%|███| 453/453 [03:46<00:00,  2.06it/s, loss=0.595, pair=0.001, adv=7.715, sprd=0.019]
                                                                                                              
Epoch 029/80 [S2:+mat]  loss=0.6325  mat=0.2620  sens=1.1478  pair=0.1088  adv=7.4124(rand=3.47)  deg=0.0058  orth=0.0019  spread=0.0210  q_mean=52.6  q_std=19.0  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.41e-05  227s

Ep 030/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 030/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.543, pair=0.000, adv=8.831, sprd=0.013]
Ep 030/80 [S2:+mat]:   0%|     | 1/453 [00:01<10:14,  1.36s/it, loss=0.543, pair=0.000, adv=8.831, sprd=0.013]
Ep 030/80 [S2:+mat]:   0%|     | 1/453 [00:01<10:14,  1.36s/it, loss=0.618, pair=0.000, adv=6.024, sprd=0.024]
Ep 030/80 [S2:+mat]:   0%|     | 2/453 [00:01<06:00,  1.25it/s, loss=0.618, pair=0.000, adv=6.024, sprd=0.024]
Ep 030/80 [S2:+mat]:   0%|     | 2/453 [00:02<06:00,  1.25it/s, loss=0.551, pair=0.000, adv=8.090, sprd=0.014]
Ep 030/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:07,  1.46it/s, loss=0.551, pair=0.000, adv=8.090, sprd=0.014]
Ep 030/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:07,  1.46it/s, loss=0.546, pair=0.000, adv=6.872, sprd=0.013]
Ep 030/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:15,  1.76it/s, loss=0.546, pair=0.000, adv=6.872, sprd=0.013]
Ep 030/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:15,  1.76it/s, loss=0.584, pair=0.000, adv=4.357, sprd=0.020]
Ep 030/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:07,  1.81it/s, loss=0.584, pair=0.000, adv=4.357, sprd=0.020]
Ep 030/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:07,  1.81it/s, loss=0.611, pair=0.000, adv=7.751, sprd=0.021]
Ep 030/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:44,  1.99it/s, loss=0.611, pair=0.000, adv=7.751, sprd=0.021]
Ep 030/80 [S2:+mat]:   1%|     | 6/453 [00:04<03:44,  1.99it/s, loss=0.621, pair=0.010, adv=5.441, sprd=0.025]
Ep 030/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:50,  1.94it/s, loss=0.621, pair=0.010, adv=5.441, sprd=0.025]
Ep 030/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:50,  1.94it/s, loss=0.603, pair=0.000, adv=5.015, sprd=0.022]
Ep 030/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:33,  2.08it/s, loss=0.603, pair=0.000, adv=5.015, sprd=0.022]
Ep 030/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:33,  2.08it/s, loss=0.622, pair=0.000, adv=8.902, sprd=0.027]
Ep 030/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:44,  1.98it/s, loss=0.622, pair=0.000, adv=8.902, sprd=0.027]
Ep 030/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:44,  1.98it/s, loss=0.597, pair=0.002, adv=3.552, sprd=0.021]
Ep 030/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:29,  2.11it/s, loss=0.597, pair=0.002, adv=3.552, sprd=0.021]
Ep 030/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:29,  2.11it/s, loss=0.611, pair=0.000, adv=7.327, sprd=0.024]
Ep 030/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:37,  2.03it/s, loss=0.611, pair=0.000, adv=7.327, sprd=0.024]
Ep 030/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:37,  2.03it/s, loss=0.617, pair=0.000, adv=5.762, sprd=0.021]
Ep 030/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:23,  2.16it/s, loss=0.617, pair=0.000, adv=5.762, sprd=0.021]
Ep 030/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:23,  2.16it/s, loss=0.574, pair=0.003, adv=6.782, sprd=0.017]
Ep 030/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:42,  1.98it/s, loss=0.574, pair=0.003, adv=6.782, sprd=0.017]
Ep 030/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:42,  1.98it/s, loss=0.591, pair=0.003, adv=6.747, sprd=0.022]
Ep 030/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:31,  2.08it/s, loss=0.591, pair=0.003, adv=6.747, sprd=0.022]
Ep 030/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:31,  2.08it/s, loss=0.588, pair=0.003, adv=6.476, sprd=0.020]
Ep 030/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:40,  1.99it/s, loss=0.588, pair=0.003, adv=6.476, sprd=0.020]
Ep 030/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:40,  1.99it/s, loss=0.600, pair=0.005, adv=6.272, sprd=0.020]
Ep 030/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:27,  2.11it/s, loss=0.600, pair=0.005, adv=6.272, sprd=0.020]
Ep 030/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:27,  2.11it/s, loss=0.621, pair=0.006, adv=6.634, sprd=0.023]
Ep 030/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:32,  2.05it/s, loss=0.621, pair=0.006, adv=6.634, sprd=0.023]
Ep 030/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:32,  2.05it/s, loss=0.632, pair=0.002, adv=5.923, sprd=0.030]
Ep 030/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:25,  2.12it/s, loss=0.632, pair=0.002, adv=5.923, sprd=0.030]
Ep 030/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:25,  2.12it/s, loss=0.590, pair=0.002, adv=6.599, sprd=0.016]
Ep 030/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:30,  2.06it/s, loss=0.590, pair=0.002, adv=6.599, sprd=0.016]
Ep 030/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:30,  2.06it/s, loss=0.595, pair=0.000, adv=6.731, sprd=0.022]
Ep 030/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.595, pair=0.000, adv=6.731, sprd=0.022]
Ep 030/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.581, pair=0.004, adv=5.662, sprd=0.014]
Ep 030/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:25,  2.10it/s, loss=0.581, pair=0.004, adv=5.662, sprd=0.014]
Ep 030/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:25,  2.10it/s, loss=0.562, pair=0.001, adv=6.722, sprd=0.015]
Ep 030/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:15,  2.21it/s, loss=0.562, pair=0.001, adv=6.722, sprd=0.015]
Ep 030/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:15,  2.21it/s, loss=0.592, pair=0.001, adv=6.770, sprd=0.020]
Ep 030/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:27,  2.07it/s, loss=0.592, pair=0.001, adv=6.770, sprd=0.020]
Ep 030/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:27,  2.07it/s, loss=0.626, pair=0.002, adv=8.804, sprd=0.026]
Ep 030/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:20,  2.14it/s, loss=0.626, pair=0.002, adv=8.804, sprd=0.026]
Ep 030/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:20,  2.14it/s, loss=0.606, pair=0.002, adv=8.203, sprd=0.025]
Ep 030/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:33,  2.00it/s, loss=0.606, pair=0.002, adv=8.203, sprd=0.025]
Ep 030/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:33,  2.00it/s, loss=0.603, pair=0.005, adv=4.233, sprd=0.022]
Ep 030/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:21,  2.12it/s, loss=0.603, pair=0.005, adv=4.233, sprd=0.022]
Ep 030/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:21,  2.12it/s, loss=0.625, pair=0.002, adv=6.873, sprd=0.026]
Ep 030/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:31,  2.02it/s, loss=0.625, pair=0.002, adv=6.873, sprd=0.026]
Ep 030/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:31,  2.02it/s, loss=0.584, pair=0.009, adv=8.869, sprd=0.020]
Ep 030/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:22,  2.10it/s, loss=0.584, pair=0.009, adv=8.869, sprd=0.020]
Ep 030/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:22,  2.10it/s, loss=0.622, pair=0.001, adv=7.064, sprd=0.024]
Ep 030/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:30,  2.01it/s, loss=0.622, pair=0.001, adv=7.064, sprd=0.024]
Ep 030/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:30,  2.01it/s, loss=0.580, pair=0.001, adv=5.815, sprd=0.017]
Ep 030/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:18,  2.14it/s, loss=0.580, pair=0.001, adv=5.815, sprd=0.017]
Ep 030/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:18,  2.14it/s, loss=0.576, pair=0.000, adv=5.677, sprd=0.014]
Ep 030/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:19,  2.11it/s, loss=0.576, pair=0.000, adv=5.677, sprd=0.014]
Ep 030/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:19,  2.11it/s, loss=0.601, pair=0.009, adv=6.424, sprd=0.019]
Ep 030/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:10,  2.21it/s, loss=0.601, pair=0.009, adv=6.424, sprd=0.019]
Ep 030/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:10,  2.21it/s, loss=0.615, pair=0.000, adv=8.780, sprd=0.026]
Ep 030/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:21,  2.09it/s, loss=0.615, pair=0.000, adv=8.780, sprd=0.026]
Ep 030/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:21,  2.09it/s, loss=0.540, pair=0.002, adv=5.994, sprd=0.012]
Ep 030/80 [S2:+mat]:   8%|▎   | 34/453 [00:16<03:10,  2.20it/s, loss=0.540, pair=0.002, adv=5.994, sprd=0.012]
Ep 030/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:10,  2.20it/s, loss=0.653, pair=0.001, adv=5.776, sprd=0.033]
Ep 030/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:22,  2.07it/s, loss=0.653, pair=0.001, adv=5.776, sprd=0.033]
Ep 030/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:22,  2.07it/s, loss=0.545, pair=0.001, adv=4.710, sprd=0.014]
Ep 030/80 [S2:+mat]:   8%|▎   | 36/453 [00:17<03:11,  2.17it/s, loss=0.545, pair=0.001, adv=4.710, sprd=0.014]
Ep 030/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:11,  2.17it/s, loss=0.605, pair=0.041, adv=4.949, sprd=0.022]
Ep 030/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:20,  2.07it/s, loss=0.605, pair=0.041, adv=4.949, sprd=0.022]
Ep 030/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:20,  2.07it/s, loss=0.604, pair=0.006, adv=8.012, sprd=0.021]
Ep 030/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:13,  2.15it/s, loss=0.604, pair=0.006, adv=8.012, sprd=0.021]
Ep 030/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:13,  2.15it/s, loss=0.601, pair=0.000, adv=8.824, sprd=0.021]
Ep 030/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:24,  2.02it/s, loss=0.601, pair=0.000, adv=8.824, sprd=0.021]
Ep 030/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:24,  2.02it/s, loss=0.538, pair=0.000, adv=5.652, sprd=0.013]
Ep 030/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:13,  2.13it/s, loss=0.538, pair=0.000, adv=5.652, sprd=0.013]
Ep 030/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:13,  2.13it/s, loss=0.594, pair=0.004, adv=7.993, sprd=0.021]
Ep 030/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:35,  1.91it/s, loss=0.594, pair=0.004, adv=7.993, sprd=0.021]
Ep 030/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:35,  1.91it/s, loss=0.579, pair=0.004, adv=4.726, sprd=0.018]
Ep 030/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:19,  2.06it/s, loss=0.579, pair=0.004, adv=4.726, sprd=0.018]
Ep 030/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:19,  2.06it/s, loss=0.644, pair=0.000, adv=5.841, sprd=0.027]
Ep 030/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:25,  2.00it/s, loss=0.644, pair=0.000, adv=5.841, sprd=0.027]
Ep 030/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:25,  2.00it/s, loss=0.906, pair=1.005, adv=4.144, sprd=0.023]
Ep 030/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:13,  2.11it/s, loss=0.906, pair=1.005, adv=4.144, sprd=0.023]
Ep 030/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:13,  2.11it/s, loss=0.614, pair=0.003, adv=6.249, sprd=0.021]
Ep 030/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:20,  2.04it/s, loss=0.614, pair=0.003, adv=6.249, sprd=0.021]
Ep 030/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:20,  2.04it/s, loss=0.586, pair=0.014, adv=6.639, sprd=0.014]
Ep 030/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:05,  2.19it/s, loss=0.586, pair=0.014, adv=6.639, sprd=0.014]
Ep 030/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:05,  2.19it/s, loss=0.607, pair=0.000, adv=8.433, sprd=0.020]
Ep 030/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:14,  2.09it/s, loss=0.607, pair=0.000, adv=8.433, sprd=0.020]
Ep 030/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:14,  2.09it/s, loss=0.623, pair=0.001, adv=6.322, sprd=0.023]
Ep 030/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:05,  2.18it/s, loss=0.623, pair=0.001, adv=6.322, sprd=0.023]
Ep 030/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:05,  2.18it/s, loss=0.596, pair=0.000, adv=5.931, sprd=0.020]
Ep 030/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:13,  2.09it/s, loss=0.596, pair=0.000, adv=5.931, sprd=0.020]
Ep 030/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:13,  2.09it/s, loss=0.600, pair=0.000, adv=7.123, sprd=0.019]
Ep 030/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:03,  2.20it/s, loss=0.600, pair=0.000, adv=7.123, sprd=0.019]
Ep 030/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:03,  2.20it/s, loss=0.592, pair=0.001, adv=5.848, sprd=0.018]
Ep 030/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:10,  2.11it/s, loss=0.592, pair=0.001, adv=5.848, sprd=0.018]
Ep 030/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:10,  2.11it/s, loss=0.581, pair=0.001, adv=7.389, sprd=0.017]
Ep 030/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:01,  2.21it/s, loss=0.581, pair=0.001, adv=7.389, sprd=0.017]
Ep 030/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:01,  2.21it/s, loss=0.633, pair=0.001, adv=7.553, sprd=0.029]
Ep 030/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:13,  2.06it/s, loss=0.633, pair=0.001, adv=7.553, sprd=0.029]
Ep 030/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:13,  2.06it/s, loss=0.566, pair=0.001, adv=8.575, sprd=0.016]
Ep 030/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:05,  2.16it/s, loss=0.566, pair=0.001, adv=8.575, sprd=0.016]
Ep 030/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:05,  2.16it/s, loss=0.589, pair=0.003, adv=6.348, sprd=0.021]
Ep 030/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:14,  2.05it/s, loss=0.589, pair=0.003, adv=6.348, sprd=0.021]
Ep 030/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:14,  2.05it/s, loss=0.547, pair=0.002, adv=6.184, sprd=0.014]
Ep 030/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:03,  2.17it/s, loss=0.547, pair=0.002, adv=6.184, sprd=0.014]
Ep 030/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:03,  2.17it/s, loss=0.560, pair=0.009, adv=7.022, sprd=0.014]
Ep 030/80 [S2:+mat]:  13%|▌   | 57/453 [00:27<03:08,  2.10it/s, loss=0.560, pair=0.009, adv=7.022, sprd=0.014]
Ep 030/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:08,  2.10it/s, loss=0.557, pair=0.001, adv=7.879, sprd=0.013]
Ep 030/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<02:59,  2.20it/s, loss=0.557, pair=0.001, adv=7.879, sprd=0.013]
Ep 030/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<02:59,  2.20it/s, loss=0.552, pair=0.000, adv=5.134, sprd=0.012]
Ep 030/80 [S2:+mat]:  13%|▌   | 59/453 [00:28<03:11,  2.06it/s, loss=0.552, pair=0.000, adv=5.134, sprd=0.012]
Ep 030/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:11,  2.06it/s, loss=0.597, pair=0.001, adv=4.206, sprd=0.021]
Ep 030/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:04,  2.12it/s, loss=0.597, pair=0.001, adv=4.206, sprd=0.021]
Ep 030/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<03:04,  2.12it/s, loss=0.610, pair=0.001, adv=6.517, sprd=0.022]
Ep 030/80 [S2:+mat]:  13%|▌   | 61/453 [00:29<03:20,  1.96it/s, loss=0.610, pair=0.001, adv=6.517, sprd=0.022]
Ep 030/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:20,  1.96it/s, loss=0.616, pair=0.000, adv=6.830, sprd=0.026]
Ep 030/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:14,  2.01it/s, loss=0.616, pair=0.000, adv=6.830, sprd=0.026]
Ep 030/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:14,  2.01it/s, loss=0.573, pair=0.001, adv=6.937, sprd=0.018]
Ep 030/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:29,  1.86it/s, loss=0.573, pair=0.001, adv=6.937, sprd=0.018]
Ep 030/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:29,  1.86it/s, loss=0.603, pair=0.013, adv=3.590, sprd=0.020]
Ep 030/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<03:15,  1.99it/s, loss=0.603, pair=0.013, adv=3.590, sprd=0.020]
Ep 030/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:15,  1.99it/s, loss=0.590, pair=0.001, adv=6.911, sprd=0.019]
Ep 030/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:28,  1.86it/s, loss=0.590, pair=0.001, adv=6.911, sprd=0.019]
Ep 030/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:28,  1.86it/s, loss=0.583, pair=0.006, adv=6.068, sprd=0.023]
Ep 030/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<03:19,  1.94it/s, loss=0.583, pair=0.006, adv=6.068, sprd=0.023]
Ep 030/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<03:19,  1.94it/s, loss=0.613, pair=0.010, adv=4.313, sprd=0.024]
Ep 030/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:32,  1.82it/s, loss=0.613, pair=0.010, adv=4.313, sprd=0.024]
Ep 030/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:32,  1.82it/s, loss=0.597, pair=0.003, adv=7.567, sprd=0.022]
Ep 030/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:21,  1.91it/s, loss=0.597, pair=0.003, adv=7.567, sprd=0.022]
Ep 030/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:21,  1.91it/s, loss=0.608, pair=0.002, adv=4.348, sprd=0.023]
Ep 030/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:46,  1.69it/s, loss=0.608, pair=0.002, adv=4.348, sprd=0.023]
Ep 030/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:46,  1.69it/s, loss=0.571, pair=0.003, adv=5.956, sprd=0.017]
Ep 030/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<03:29,  1.83it/s, loss=0.571, pair=0.003, adv=5.956, sprd=0.017]
Ep 030/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:29,  1.83it/s, loss=0.642, pair=0.006, adv=7.689, sprd=0.016]
Ep 030/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:35,  1.77it/s, loss=0.642, pair=0.006, adv=7.689, sprd=0.016]
Ep 030/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:35,  1.77it/s, loss=0.575, pair=0.000, adv=7.238, sprd=0.017]
Ep 030/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<03:21,  1.89it/s, loss=0.575, pair=0.000, adv=7.238, sprd=0.017]
Ep 030/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:21,  1.89it/s, loss=0.564, pair=0.000, adv=7.458, sprd=0.016]
Ep 030/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:32,  1.79it/s, loss=0.564, pair=0.000, adv=7.458, sprd=0.016]
Ep 030/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:32,  1.79it/s, loss=0.590, pair=0.014, adv=6.801, sprd=0.021]
Ep 030/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:21,  1.88it/s, loss=0.590, pair=0.014, adv=6.801, sprd=0.021]
Ep 030/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:21,  1.88it/s, loss=0.614, pair=0.000, adv=7.376, sprd=0.022]
Ep 030/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:34,  1.77it/s, loss=0.614, pair=0.000, adv=7.376, sprd=0.022]
Ep 030/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:34,  1.77it/s, loss=0.563, pair=0.003, adv=7.617, sprd=0.013]
Ep 030/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:15,  1.92it/s, loss=0.563, pair=0.003, adv=7.617, sprd=0.013]
Ep 030/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:15,  1.92it/s, loss=0.622, pair=0.001, adv=7.659, sprd=0.014]
Ep 030/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:24,  1.84it/s, loss=0.622, pair=0.001, adv=7.659, sprd=0.014]
Ep 030/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:24,  1.84it/s, loss=0.635, pair=0.002, adv=5.652, sprd=0.030]
Ep 030/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:14,  1.93it/s, loss=0.635, pair=0.002, adv=5.652, sprd=0.030]
Ep 030/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:14,  1.93it/s, loss=0.608, pair=0.002, adv=5.808, sprd=0.022]
Ep 030/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:25,  1.82it/s, loss=0.608, pair=0.002, adv=5.808, sprd=0.022]
Ep 030/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:25,  1.82it/s, loss=0.560, pair=0.004, adv=8.976, sprd=0.017]
Ep 030/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<03:13,  1.92it/s, loss=0.560, pair=0.004, adv=8.976, sprd=0.017]
Ep 030/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<03:13,  1.92it/s, loss=0.648, pair=0.001, adv=7.209, sprd=0.021]
Ep 030/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:29,  1.78it/s, loss=0.648, pair=0.001, adv=7.209, sprd=0.021]
Ep 030/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:29,  1.78it/s, loss=0.607, pair=0.007, adv=7.668, sprd=0.022]
Ep 030/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:16,  1.89it/s, loss=0.607, pair=0.007, adv=7.668, sprd=0.022]
Ep 030/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:16,  1.89it/s, loss=0.602, pair=0.004, adv=4.609, sprd=0.020]
Ep 030/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:22,  1.83it/s, loss=0.602, pair=0.004, adv=4.609, sprd=0.020]
Ep 030/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:22,  1.83it/s, loss=0.601, pair=0.000, adv=6.687, sprd=0.024]
Ep 030/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:12,  1.92it/s, loss=0.601, pair=0.000, adv=6.687, sprd=0.024]
Ep 030/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:12,  1.92it/s, loss=0.567, pair=0.000, adv=4.704, sprd=0.017]
Ep 030/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:18,  1.85it/s, loss=0.567, pair=0.000, adv=4.704, sprd=0.017]
Ep 030/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:18,  1.85it/s, loss=0.556, pair=0.000, adv=5.766, sprd=0.016]
Ep 030/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:08,  1.95it/s, loss=0.556, pair=0.000, adv=5.766, sprd=0.016]
Ep 030/80 [S2:+mat]:  19%|▊   | 86/453 [00:44<03:08,  1.95it/s, loss=0.611, pair=0.002, adv=7.544, sprd=0.022]
Ep 030/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:21,  1.81it/s, loss=0.611, pair=0.002, adv=7.544, sprd=0.022]
Ep 030/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:21,  1.81it/s, loss=0.627, pair=0.002, adv=6.400, sprd=0.024]
Ep 030/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:09,  1.93it/s, loss=0.627, pair=0.002, adv=6.400, sprd=0.024]
Ep 030/80 [S2:+mat]:  19%|▊   | 88/453 [00:45<03:09,  1.93it/s, loss=0.581, pair=0.003, adv=7.081, sprd=0.018]
Ep 030/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:11,  1.90it/s, loss=0.581, pair=0.003, adv=7.081, sprd=0.018]
Ep 030/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:11,  1.90it/s, loss=0.557, pair=0.004, adv=7.697, sprd=0.013]
Ep 030/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:56,  2.05it/s, loss=0.557, pair=0.004, adv=7.697, sprd=0.013]
Ep 030/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:56,  2.05it/s, loss=0.607, pair=0.008, adv=6.491, sprd=0.023]
Ep 030/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:00,  2.00it/s, loss=0.607, pair=0.008, adv=6.491, sprd=0.023]
Ep 030/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<03:00,  2.00it/s, loss=0.594, pair=0.005, adv=7.935, sprd=0.019]
Ep 030/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.11it/s, loss=0.594, pair=0.005, adv=7.935, sprd=0.019]
Ep 030/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.11it/s, loss=0.680, pair=0.014, adv=6.754, sprd=0.021]
Ep 030/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:55,  2.05it/s, loss=0.680, pair=0.014, adv=6.754, sprd=0.021]
Ep 030/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:55,  2.05it/s, loss=0.610, pair=0.003, adv=8.954, sprd=0.027]
Ep 030/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:48,  2.12it/s, loss=0.610, pair=0.003, adv=8.954, sprd=0.027]
Ep 030/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:48,  2.12it/s, loss=0.587, pair=0.002, adv=6.312, sprd=0.014]
Ep 030/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:51,  2.09it/s, loss=0.587, pair=0.002, adv=6.312, sprd=0.014]
Ep 030/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:51,  2.09it/s, loss=0.553, pair=0.001, adv=8.171, sprd=0.014]
Ep 030/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:43,  2.19it/s, loss=0.553, pair=0.001, adv=8.171, sprd=0.014]
Ep 030/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:43,  2.19it/s, loss=0.614, pair=0.000, adv=8.179, sprd=0.026]
Ep 030/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:53,  2.05it/s, loss=0.614, pair=0.000, adv=8.179, sprd=0.026]
Ep 030/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<02:53,  2.05it/s, loss=0.602, pair=0.002, adv=6.212, sprd=0.018]
Ep 030/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:41,  2.20it/s, loss=0.602, pair=0.002, adv=6.212, sprd=0.018]
Ep 030/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:41,  2.20it/s, loss=0.600, pair=0.000, adv=5.487, sprd=0.027]
Ep 030/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:02,  1.94it/s, loss=0.600, pair=0.000, adv=5.487, sprd=0.027]
Ep 030/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<03:02,  1.94it/s, loss=0.573, pair=0.004, adv=7.922, sprd=0.019]
Ep 030/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:52,  2.05it/s, loss=0.573, pair=0.004, adv=7.922, sprd=0.019]
Ep 030/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:52,  2.05it/s, loss=0.602, pair=0.006, adv=6.843, sprd=0.017]
Ep 030/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:53,  2.03it/s, loss=0.602, pair=0.006, adv=6.843, sprd=0.017]
Ep 030/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:53,  2.03it/s, loss=0.591, pair=0.000, adv=6.710, sprd=0.020]
Ep 030/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:44,  2.13it/s, loss=0.591, pair=0.000, adv=6.710, sprd=0.020]
Ep 030/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:44,  2.13it/s, loss=0.599, pair=0.000, adv=7.052, sprd=0.024]
Ep 030/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:52,  2.03it/s, loss=0.599, pair=0.000, adv=7.052, sprd=0.024]
Ep 030/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<02:52,  2.03it/s, loss=0.601, pair=0.001, adv=6.461, sprd=0.023]
Ep 030/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:44,  2.13it/s, loss=0.601, pair=0.001, adv=6.461, sprd=0.023]
Ep 030/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:44,  2.13it/s, loss=0.599, pair=0.001, adv=4.798, sprd=0.021]
Ep 030/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.599, pair=0.001, adv=4.798, sprd=0.021]
Ep 030/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<02:49,  2.05it/s, loss=0.614, pair=0.000, adv=8.813, sprd=0.025]
Ep 030/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:42,  2.13it/s, loss=0.614, pair=0.000, adv=8.813, sprd=0.025]
Ep 030/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:42,  2.13it/s, loss=0.626, pair=0.003, adv=5.526, sprd=0.028]
Ep 030/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:50,  2.03it/s, loss=0.626, pair=0.003, adv=5.526, sprd=0.028]
Ep 030/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<02:50,  2.03it/s, loss=0.611, pair=0.010, adv=7.788, sprd=0.024]
Ep 030/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:42,  2.13it/s, loss=0.611, pair=0.010, adv=7.788, sprd=0.024]
Ep 030/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:42,  2.13it/s, loss=0.594, pair=0.002, adv=8.203, sprd=0.021]
Ep 030/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:50,  2.02it/s, loss=0.594, pair=0.002, adv=8.203, sprd=0.021]
Ep 030/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<02:50,  2.02it/s, loss=0.591, pair=0.006, adv=8.962, sprd=0.020]
Ep 030/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:42,  2.11it/s, loss=0.591, pair=0.006, adv=8.962, sprd=0.020]
Ep 030/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:42,  2.11it/s, loss=0.602, pair=0.001, adv=7.213, sprd=0.024]
Ep 030/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:49,  2.02it/s, loss=0.602, pair=0.001, adv=7.213, sprd=0.024]
Ep 030/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:49,  2.02it/s, loss=0.605, pair=0.007, adv=5.263, sprd=0.022]
Ep 030/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:40,  2.13it/s, loss=0.605, pair=0.007, adv=5.263, sprd=0.022]
Ep 030/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:40,  2.13it/s, loss=0.611, pair=0.002, adv=7.595, sprd=0.023]
Ep 030/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:46,  2.05it/s, loss=0.611, pair=0.002, adv=7.595, sprd=0.023]
Ep 030/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:46,  2.05it/s, loss=0.625, pair=0.001, adv=9.319, sprd=0.032]
Ep 030/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:41,  2.09it/s, loss=0.625, pair=0.001, adv=9.319, sprd=0.032]
Ep 030/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:41,  2.09it/s, loss=0.658, pair=0.001, adv=5.504, sprd=0.033]
Ep 030/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:50,  1.98it/s, loss=0.658, pair=0.001, adv=5.504, sprd=0.033]
Ep 030/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:50,  1.98it/s, loss=0.551, pair=0.013, adv=7.691, sprd=0.012]
Ep 030/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:38,  2.13it/s, loss=0.551, pair=0.013, adv=7.691, sprd=0.012]
Ep 030/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:38,  2.13it/s, loss=0.601, pair=0.000, adv=7.831, sprd=0.015]
Ep 030/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:42,  2.07it/s, loss=0.601, pair=0.000, adv=7.831, sprd=0.015]
Ep 030/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:42,  2.07it/s, loss=0.587, pair=0.000, adv=7.025, sprd=0.024]
Ep 030/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:37,  2.13it/s, loss=0.587, pair=0.000, adv=7.025, sprd=0.024]
Ep 030/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:37,  2.13it/s, loss=0.608, pair=0.000, adv=8.063, sprd=0.023]
Ep 030/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:46,  2.01it/s, loss=0.608, pair=0.000, adv=8.063, sprd=0.023]
Ep 030/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:46,  2.01it/s, loss=0.587, pair=0.000, adv=7.036, sprd=0.022]
Ep 030/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:39,  2.09it/s, loss=0.587, pair=0.000, adv=7.036, sprd=0.022]
Ep 030/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:39,  2.09it/s, loss=0.700, pair=0.001, adv=7.472, sprd=0.026]
Ep 030/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:44,  2.02it/s, loss=0.700, pair=0.001, adv=7.472, sprd=0.026]
Ep 030/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:44,  2.02it/s, loss=0.579, pair=0.002, adv=8.639, sprd=0.021]
Ep 030/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:38,  2.09it/s, loss=0.579, pair=0.002, adv=8.639, sprd=0.021]
Ep 030/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:38,  2.09it/s, loss=0.607, pair=0.002, adv=8.309, sprd=0.023]
Ep 030/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:54,  1.89it/s, loss=0.607, pair=0.002, adv=8.309, sprd=0.023]
Ep 030/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:54,  1.89it/s, loss=0.619, pair=0.000, adv=6.440, sprd=0.027]
Ep 030/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:44,  2.01it/s, loss=0.619, pair=0.000, adv=6.440, sprd=0.027]
Ep 030/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:44,  2.01it/s, loss=0.566, pair=0.000, adv=8.810, sprd=0.016]
Ep 030/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:48,  1.94it/s, loss=0.566, pair=0.000, adv=8.810, sprd=0.016]
Ep 030/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:48,  1.94it/s, loss=0.600, pair=0.002, adv=5.734, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:38,  2.06it/s, loss=0.600, pair=0.002, adv=5.734, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:38,  2.06it/s, loss=0.604, pair=0.003, adv=7.675, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:45,  1.98it/s, loss=0.604, pair=0.003, adv=7.675, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:45,  1.98it/s, loss=0.606, pair=0.000, adv=6.218, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:34,  2.10it/s, loss=0.606, pair=0.000, adv=6.218, sprd=0.021]
Ep 030/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:34,  2.10it/s, loss=0.582, pair=0.000, adv=8.684, sprd=0.018]
Ep 030/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:42,  1.99it/s, loss=0.582, pair=0.000, adv=8.684, sprd=0.018]
Ep 030/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:42,  1.99it/s, loss=0.620, pair=0.000, adv=7.745, sprd=0.025]
Ep 030/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:34,  2.10it/s, loss=0.620, pair=0.000, adv=7.745, sprd=0.025]
Ep 030/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:34,  2.10it/s, loss=0.569, pair=0.004, adv=4.331, sprd=0.015]
Ep 030/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:34,  2.09it/s, loss=0.569, pair=0.004, adv=4.331, sprd=0.015]
Ep 030/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:34,  2.09it/s, loss=0.583, pair=0.004, adv=7.730, sprd=0.016]
Ep 030/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:26,  2.20it/s, loss=0.583, pair=0.004, adv=7.730, sprd=0.016]
Ep 030/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:26,  2.20it/s, loss=0.613, pair=0.004, adv=5.776, sprd=0.025]
Ep 030/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:35,  2.05it/s, loss=0.613, pair=0.004, adv=5.776, sprd=0.025]
Ep 030/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:35,  2.05it/s, loss=0.580, pair=0.000, adv=6.214, sprd=0.017]
Ep 030/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:26,  2.18it/s, loss=0.580, pair=0.000, adv=6.214, sprd=0.017]
Ep 030/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:26,  2.18it/s, loss=0.606, pair=0.000, adv=5.454, sprd=0.023]
Ep 030/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:32,  2.09it/s, loss=0.606, pair=0.000, adv=5.454, sprd=0.023]
Ep 030/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:32,  2.09it/s, loss=0.594, pair=0.001, adv=8.404, sprd=0.018]
Ep 030/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:25,  2.18it/s, loss=0.594, pair=0.001, adv=8.404, sprd=0.018]
Ep 030/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:25,  2.18it/s, loss=0.636, pair=0.000, adv=7.819, sprd=0.032]
Ep 030/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:35,  2.03it/s, loss=0.636, pair=0.000, adv=7.819, sprd=0.032]
Ep 030/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:35,  2.03it/s, loss=0.582, pair=0.003, adv=8.430, sprd=0.017]
Ep 030/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:27,  2.14it/s, loss=0.582, pair=0.003, adv=8.430, sprd=0.017]
Ep 030/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:27,  2.14it/s, loss=0.596, pair=0.003, adv=6.143, sprd=0.018]
Ep 030/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:30,  2.09it/s, loss=0.596, pair=0.003, adv=6.143, sprd=0.018]
Ep 030/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:30,  2.09it/s, loss=0.629, pair=0.008, adv=5.342, sprd=0.027]
Ep 030/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:24,  2.16it/s, loss=0.629, pair=0.008, adv=5.342, sprd=0.027]
Ep 030/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:24,  2.16it/s, loss=0.620, pair=0.008, adv=7.163, sprd=0.027]
Ep 030/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:31,  2.06it/s, loss=0.620, pair=0.008, adv=7.163, sprd=0.027]
Ep 030/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:31,  2.06it/s, loss=0.592, pair=0.005, adv=4.477, sprd=0.020]
Ep 030/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:23,  2.16it/s, loss=0.592, pair=0.005, adv=4.477, sprd=0.020]
Ep 030/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:23,  2.16it/s, loss=0.625, pair=0.003, adv=6.107, sprd=0.025]
Ep 030/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:29,  2.08it/s, loss=0.625, pair=0.003, adv=6.107, sprd=0.025]
Ep 030/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:29,  2.08it/s, loss=0.592, pair=0.004, adv=6.571, sprd=0.017]
Ep 030/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:21,  2.18it/s, loss=0.592, pair=0.004, adv=6.571, sprd=0.017]
Ep 030/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:21,  2.18it/s, loss=0.636, pair=0.000, adv=6.055, sprd=0.026]
Ep 030/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:28,  2.07it/s, loss=0.636, pair=0.000, adv=6.055, sprd=0.026]
Ep 030/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:28,  2.07it/s, loss=0.570, pair=0.007, adv=4.586, sprd=0.015]
Ep 030/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:18,  2.21it/s, loss=0.570, pair=0.007, adv=4.586, sprd=0.015]
Ep 030/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:18,  2.21it/s, loss=0.600, pair=0.003, adv=6.285, sprd=0.020]
Ep 030/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:25,  2.10it/s, loss=0.600, pair=0.003, adv=6.285, sprd=0.020]
Ep 030/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:25,  2.10it/s, loss=0.614, pair=0.001, adv=6.239, sprd=0.020]
Ep 030/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:18,  2.21it/s, loss=0.614, pair=0.001, adv=6.239, sprd=0.020]
Ep 030/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:18,  2.21it/s, loss=0.635, pair=0.001, adv=5.584, sprd=0.026]
Ep 030/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:23,  2.12it/s, loss=0.635, pair=0.001, adv=5.584, sprd=0.026]
Ep 030/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:23,  2.12it/s, loss=0.595, pair=0.002, adv=6.656, sprd=0.018]
Ep 030/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:16,  2.22it/s, loss=0.595, pair=0.002, adv=6.656, sprd=0.018]
Ep 030/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:16,  2.22it/s, loss=0.590, pair=0.001, adv=6.715, sprd=0.019]
Ep 030/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:31,  1.99it/s, loss=0.590, pair=0.001, adv=6.715, sprd=0.019]
Ep 030/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:31,  1.99it/s, loss=0.608, pair=0.002, adv=4.475, sprd=0.021]
Ep 030/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:22,  2.11it/s, loss=0.608, pair=0.002, adv=4.475, sprd=0.021]
Ep 030/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:22,  2.11it/s, loss=0.610, pair=0.000, adv=7.464, sprd=0.022]
Ep 030/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:27,  2.04it/s, loss=0.610, pair=0.000, adv=7.464, sprd=0.022]
Ep 030/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:27,  2.04it/s, loss=0.619, pair=0.000, adv=6.229, sprd=0.029]
Ep 030/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:22,  2.10it/s, loss=0.619, pair=0.000, adv=6.229, sprd=0.029]
Ep 030/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:22,  2.10it/s, loss=0.605, pair=0.000, adv=9.344, sprd=0.023]
Ep 030/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:30,  1.98it/s, loss=0.605, pair=0.000, adv=9.344, sprd=0.023]
Ep 030/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:30,  1.98it/s, loss=0.600, pair=0.001, adv=7.284, sprd=0.021]
Ep 030/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:21,  2.10it/s, loss=0.600, pair=0.001, adv=7.284, sprd=0.021]
Ep 030/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:21,  2.10it/s, loss=0.575, pair=0.002, adv=8.441, sprd=0.016]
Ep 030/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:25,  2.03it/s, loss=0.575, pair=0.002, adv=8.441, sprd=0.016]
Ep 030/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:25,  2.03it/s, loss=0.567, pair=0.001, adv=6.328, sprd=0.017]
Ep 030/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:18,  2.13it/s, loss=0.567, pair=0.001, adv=6.328, sprd=0.017]
Ep 030/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:18,  2.13it/s, loss=0.568, pair=0.000, adv=6.762, sprd=0.017]
Ep 030/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:30,  1.95it/s, loss=0.568, pair=0.000, adv=6.762, sprd=0.017]
Ep 030/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:30,  1.95it/s, loss=0.614, pair=0.010, adv=4.916, sprd=0.024]
Ep 030/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:24,  2.03it/s, loss=0.614, pair=0.010, adv=4.916, sprd=0.024]
Ep 030/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:24,  2.03it/s, loss=0.555, pair=0.003, adv=7.342, sprd=0.016]
Ep 030/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:36,  1.86it/s, loss=0.555, pair=0.003, adv=7.342, sprd=0.016]
Ep 030/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:36,  1.86it/s, loss=0.603, pair=0.016, adv=8.463, sprd=0.019]
Ep 030/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:28,  1.96it/s, loss=0.603, pair=0.016, adv=8.463, sprd=0.019]
Ep 030/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:28,  1.96it/s, loss=0.595, pair=0.007, adv=8.598, sprd=0.021]
Ep 030/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:37,  1.84it/s, loss=0.595, pair=0.007, adv=8.598, sprd=0.021]
Ep 030/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:37,  1.84it/s, loss=1.317, pair=2.492, adv=8.431, sprd=0.018]
Ep 030/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:29,  1.94it/s, loss=1.317, pair=2.492, adv=8.431, sprd=0.018]
Ep 030/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:29,  1.94it/s, loss=0.594, pair=0.002, adv=6.217, sprd=0.018]
Ep 030/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:33,  1.87it/s, loss=0.594, pair=0.002, adv=6.217, sprd=0.018]
Ep 030/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:33,  1.87it/s, loss=0.623, pair=0.005, adv=8.388, sprd=0.026]
Ep 030/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:26,  1.96it/s, loss=0.623, pair=0.005, adv=8.388, sprd=0.026]
Ep 030/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:26,  1.96it/s, loss=0.602, pair=0.005, adv=7.270, sprd=0.022]
Ep 030/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:36,  1.83it/s, loss=0.602, pair=0.005, adv=7.270, sprd=0.022]
Ep 030/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:36,  1.83it/s, loss=1.270, pair=2.266, adv=4.208, sprd=0.023]
Ep 030/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:28,  1.92it/s, loss=1.270, pair=2.266, adv=4.208, sprd=0.023]
Ep 030/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:28,  1.92it/s, loss=0.592, pair=0.001, adv=7.591, sprd=0.018]
Ep 030/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:34,  1.84it/s, loss=0.592, pair=0.001, adv=7.591, sprd=0.018]
Ep 030/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:34,  1.84it/s, loss=0.578, pair=0.009, adv=5.005, sprd=0.017]
Ep 030/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:25,  1.95it/s, loss=0.578, pair=0.009, adv=5.005, sprd=0.017]
Ep 030/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:25,  1.95it/s, loss=1.408, pair=2.482, adv=7.542, sprd=0.023]
Ep 030/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:34,  1.82it/s, loss=1.408, pair=2.482, adv=7.542, sprd=0.023]
Ep 030/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:34,  1.82it/s, loss=0.612, pair=0.001, adv=4.844, sprd=0.021]
Ep 030/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:24,  1.95it/s, loss=0.612, pair=0.001, adv=4.844, sprd=0.021]
Ep 030/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:24,  1.95it/s, loss=0.559, pair=0.000, adv=5.420, sprd=0.015]
Ep 030/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:31,  1.85it/s, loss=0.559, pair=0.000, adv=5.420, sprd=0.015]
Ep 030/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:31,  1.85it/s, loss=0.583, pair=0.000, adv=8.015, sprd=0.017]
Ep 030/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:22,  1.96it/s, loss=0.583, pair=0.000, adv=8.015, sprd=0.017]
Ep 030/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:22,  1.96it/s, loss=0.590, pair=0.011, adv=7.455, sprd=0.018]
Ep 030/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:30,  1.85it/s, loss=0.590, pair=0.011, adv=7.455, sprd=0.018]
Ep 030/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:30,  1.85it/s, loss=0.624, pair=0.001, adv=7.077, sprd=0.027]
Ep 030/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:23,  1.94it/s, loss=0.624, pair=0.001, adv=7.077, sprd=0.027]
Ep 030/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:23,  1.94it/s, loss=0.607, pair=0.003, adv=7.859, sprd=0.020]
Ep 030/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:32,  1.81it/s, loss=0.607, pair=0.003, adv=7.859, sprd=0.020]
Ep 030/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:32,  1.81it/s, loss=0.592, pair=0.009, adv=6.661, sprd=0.023]
Ep 030/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:25,  1.89it/s, loss=0.592, pair=0.009, adv=6.661, sprd=0.023]
Ep 030/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:25,  1.89it/s, loss=0.620, pair=0.001, adv=5.750, sprd=0.024]
Ep 030/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:44,  1.66it/s, loss=0.620, pair=0.001, adv=5.750, sprd=0.024]
Ep 030/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:44,  1.66it/s, loss=0.584, pair=0.004, adv=6.678, sprd=0.019]
Ep 030/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:31,  1.80it/s, loss=0.584, pair=0.004, adv=6.678, sprd=0.019]
Ep 030/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:31,  1.80it/s, loss=0.600, pair=0.005, adv=4.237, sprd=0.023]
Ep 030/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:38,  1.72it/s, loss=0.600, pair=0.005, adv=4.237, sprd=0.023]
Ep 030/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:38,  1.72it/s, loss=0.555, pair=0.003, adv=7.284, sprd=0.014]
Ep 030/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:26,  1.85it/s, loss=0.555, pair=0.003, adv=7.284, sprd=0.014]
Ep 030/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:26,  1.85it/s, loss=0.608, pair=0.001, adv=9.216, sprd=0.023]
Ep 030/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:33,  1.75it/s, loss=0.608, pair=0.001, adv=9.216, sprd=0.023]
Ep 030/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:33,  1.75it/s, loss=0.642, pair=0.002, adv=5.297, sprd=0.027]
Ep 030/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:23,  1.88it/s, loss=0.642, pair=0.002, adv=5.297, sprd=0.027]
Ep 030/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:23,  1.88it/s, loss=0.552, pair=0.014, adv=8.447, sprd=0.012]
Ep 030/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:33,  1.74it/s, loss=0.552, pair=0.014, adv=8.447, sprd=0.012]
Ep 030/80 [S2:+mat]:  41%|█▏ | 185/453 [01:33<02:33,  1.74it/s, loss=0.642, pair=0.006, adv=4.762, sprd=0.034]
Ep 030/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:25,  1.84it/s, loss=0.642, pair=0.006, adv=4.762, sprd=0.034]
Ep 030/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:25,  1.84it/s, loss=0.625, pair=0.006, adv=6.034, sprd=0.027]
Ep 030/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:30,  1.77it/s, loss=0.625, pair=0.006, adv=6.034, sprd=0.027]
Ep 030/80 [S2:+mat]:  41%|█▏ | 187/453 [01:34<02:30,  1.77it/s, loss=0.591, pair=0.026, adv=6.557, sprd=0.015]
Ep 030/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:17,  1.92it/s, loss=0.591, pair=0.026, adv=6.557, sprd=0.015]
Ep 030/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:17,  1.92it/s, loss=0.593, pair=0.013, adv=5.025, sprd=0.019]
Ep 030/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:16,  1.94it/s, loss=0.593, pair=0.013, adv=5.025, sprd=0.019]
Ep 030/80 [S2:+mat]:  42%|█▎ | 189/453 [01:35<02:16,  1.94it/s, loss=0.558, pair=0.005, adv=7.660, sprd=0.011]
Ep 030/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:05,  2.10it/s, loss=0.558, pair=0.005, adv=7.660, sprd=0.011]
Ep 030/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:05,  2.10it/s, loss=0.643, pair=0.000, adv=4.773, sprd=0.032]
Ep 030/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:09,  2.02it/s, loss=0.643, pair=0.000, adv=4.773, sprd=0.032]
Ep 030/80 [S2:+mat]:  42%|█▎ | 191/453 [01:36<02:09,  2.02it/s, loss=0.575, pair=0.006, adv=7.965, sprd=0.015]
Ep 030/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.15it/s, loss=0.575, pair=0.006, adv=7.965, sprd=0.015]
Ep 030/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:01,  2.15it/s, loss=0.621, pair=0.003, adv=4.921, sprd=0.023]
Ep 030/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:04,  2.09it/s, loss=0.621, pair=0.003, adv=4.921, sprd=0.023]
Ep 030/80 [S2:+mat]:  43%|█▎ | 193/453 [01:37<02:04,  2.09it/s, loss=0.582, pair=0.003, adv=5.478, sprd=0.020]
Ep 030/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<01:57,  2.20it/s, loss=0.582, pair=0.003, adv=5.478, sprd=0.020]
Ep 030/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<01:57,  2.20it/s, loss=0.663, pair=0.000, adv=6.445, sprd=0.021]
Ep 030/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:02,  2.11it/s, loss=0.663, pair=0.000, adv=6.445, sprd=0.021]
Ep 030/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:02,  2.11it/s, loss=0.580, pair=0.001, adv=5.543, sprd=0.017]
Ep 030/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:56,  2.20it/s, loss=0.580, pair=0.001, adv=5.543, sprd=0.017]
Ep 030/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<01:56,  2.20it/s, loss=0.611, pair=0.000, adv=8.139, sprd=0.024]
Ep 030/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:03,  2.07it/s, loss=0.611, pair=0.000, adv=8.139, sprd=0.024]
Ep 030/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:03,  2.07it/s, loss=0.591, pair=0.000, adv=6.280, sprd=0.020]
Ep 030/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:57,  2.17it/s, loss=0.591, pair=0.000, adv=6.280, sprd=0.020]
Ep 030/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<01:57,  2.17it/s, loss=0.666, pair=0.000, adv=6.513, sprd=0.037]
Ep 030/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:04,  2.03it/s, loss=0.666, pair=0.000, adv=6.513, sprd=0.037]
Ep 030/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:04,  2.03it/s, loss=0.623, pair=0.011, adv=4.360, sprd=0.022]
Ep 030/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<01:56,  2.16it/s, loss=0.623, pair=0.011, adv=4.360, sprd=0.022]
Ep 030/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<01:56,  2.16it/s, loss=0.592, pair=0.004, adv=4.981, sprd=0.018]
Ep 030/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<01:58,  2.13it/s, loss=0.592, pair=0.004, adv=4.981, sprd=0.018]
Ep 030/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<01:58,  2.13it/s, loss=0.576, pair=0.006, adv=5.403, sprd=0.017]
Ep 030/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:52,  2.22it/s, loss=0.576, pair=0.006, adv=5.403, sprd=0.017]
Ep 030/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:52,  2.22it/s, loss=0.615, pair=0.000, adv=8.575, sprd=0.020]
Ep 030/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<01:57,  2.12it/s, loss=0.615, pair=0.000, adv=8.575, sprd=0.020]
Ep 030/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<01:57,  2.12it/s, loss=0.607, pair=0.000, adv=6.373, sprd=0.022]
Ep 030/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:52,  2.20it/s, loss=0.607, pair=0.000, adv=6.373, sprd=0.022]
Ep 030/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:52,  2.20it/s, loss=0.628, pair=0.008, adv=4.156, sprd=0.024]
Ep 030/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<01:57,  2.11it/s, loss=0.628, pair=0.008, adv=4.156, sprd=0.024]
Ep 030/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<01:57,  2.11it/s, loss=0.575, pair=0.021, adv=6.630, sprd=0.015]
Ep 030/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:50,  2.23it/s, loss=0.575, pair=0.021, adv=6.630, sprd=0.015]
Ep 030/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:50,  2.23it/s, loss=0.610, pair=0.002, adv=6.715, sprd=0.025]
Ep 030/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:57,  2.09it/s, loss=0.610, pair=0.002, adv=6.715, sprd=0.025]
Ep 030/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:57,  2.09it/s, loss=0.577, pair=0.018, adv=6.112, sprd=0.018]
Ep 030/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:52,  2.18it/s, loss=0.577, pair=0.018, adv=6.112, sprd=0.018]
Ep 030/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:52,  2.18it/s, loss=0.608, pair=0.019, adv=7.227, sprd=0.020]
Ep 030/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:03,  1.97it/s, loss=0.608, pair=0.019, adv=7.227, sprd=0.020]
Ep 030/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:03,  1.97it/s, loss=0.589, pair=0.004, adv=5.683, sprd=0.021]
Ep 030/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:57,  2.07it/s, loss=0.589, pair=0.004, adv=5.683, sprd=0.021]
Ep 030/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:57,  2.07it/s, loss=0.608, pair=0.000, adv=7.950, sprd=0.020]
Ep 030/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:58,  2.04it/s, loss=0.608, pair=0.000, adv=7.950, sprd=0.020]
Ep 030/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:58,  2.04it/s, loss=0.599, pair=0.000, adv=7.781, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:53,  2.12it/s, loss=0.599, pair=0.000, adv=7.781, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:53,  2.12it/s, loss=0.593, pair=0.003, adv=9.678, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:59,  2.00it/s, loss=0.593, pair=0.003, adv=9.678, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:59,  2.00it/s, loss=0.619, pair=0.004, adv=6.902, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:52,  2.12it/s, loss=0.619, pair=0.004, adv=6.902, sprd=0.022]
Ep 030/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:52,  2.12it/s, loss=0.693, pair=0.003, adv=5.807, sprd=0.025]
Ep 030/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:55,  2.05it/s, loss=0.693, pair=0.003, adv=5.807, sprd=0.025]
Ep 030/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:55,  2.05it/s, loss=1.387, pair=2.482, adv=6.436, sprd=0.032]
Ep 030/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:51,  2.13it/s, loss=1.387, pair=2.482, adv=6.436, sprd=0.032]
Ep 030/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:51,  2.13it/s, loss=0.604, pair=0.001, adv=4.024, sprd=0.022]
Ep 030/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:55,  2.05it/s, loss=0.604, pair=0.001, adv=4.024, sprd=0.022]
Ep 030/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:55,  2.05it/s, loss=0.606, pair=0.001, adv=9.594, sprd=0.019]
Ep 030/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:48,  2.16it/s, loss=0.606, pair=0.001, adv=9.594, sprd=0.019]
Ep 030/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:48,  2.16it/s, loss=0.605, pair=0.007, adv=5.489, sprd=0.022]
Ep 030/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:52,  2.08it/s, loss=0.605, pair=0.007, adv=5.489, sprd=0.022]
Ep 030/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:52,  2.08it/s, loss=0.647, pair=0.067, adv=5.793, sprd=0.032]
Ep 030/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:49,  2.14it/s, loss=0.647, pair=0.067, adv=5.793, sprd=0.032]
Ep 030/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:49,  2.14it/s, loss=0.607, pair=0.002, adv=8.415, sprd=0.025]
Ep 030/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:55,  2.02it/s, loss=0.607, pair=0.002, adv=8.415, sprd=0.025]
Ep 030/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:55,  2.02it/s, loss=0.595, pair=0.006, adv=6.805, sprd=0.021]
Ep 030/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:49,  2.12it/s, loss=0.595, pair=0.006, adv=6.805, sprd=0.021]
Ep 030/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:49,  2.12it/s, loss=0.617, pair=0.001, adv=5.076, sprd=0.024]
Ep 030/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:53,  2.03it/s, loss=0.617, pair=0.001, adv=5.076, sprd=0.024]
Ep 030/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:53,  2.03it/s, loss=0.575, pair=0.000, adv=9.116, sprd=0.020]
Ep 030/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:48,  2.11it/s, loss=0.575, pair=0.000, adv=9.116, sprd=0.020]
Ep 030/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:48,  2.11it/s, loss=0.603, pair=0.002, adv=7.994, sprd=0.021]
Ep 030/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:51,  2.04it/s, loss=0.603, pair=0.002, adv=7.994, sprd=0.021]
Ep 030/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:51,  2.04it/s, loss=0.628, pair=0.005, adv=5.574, sprd=0.027]
Ep 030/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:46,  2.14it/s, loss=0.628, pair=0.005, adv=5.574, sprd=0.027]
Ep 030/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:46,  2.14it/s, loss=0.582, pair=0.000, adv=6.608, sprd=0.017]
Ep 030/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:50,  2.05it/s, loss=0.582, pair=0.000, adv=6.608, sprd=0.017]
Ep 030/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:50,  2.05it/s, loss=0.595, pair=0.000, adv=5.142, sprd=0.021]
Ep 030/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:44,  2.16it/s, loss=0.595, pair=0.000, adv=5.142, sprd=0.021]
Ep 030/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:44,  2.16it/s, loss=0.593, pair=0.001, adv=7.410, sprd=0.015]
Ep 030/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:47,  2.09it/s, loss=0.593, pair=0.001, adv=7.410, sprd=0.015]
Ep 030/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:47,  2.09it/s, loss=0.569, pair=0.000, adv=6.711, sprd=0.013]
Ep 030/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:39,  2.23it/s, loss=0.569, pair=0.000, adv=6.711, sprd=0.013]
Ep 030/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:39,  2.23it/s, loss=0.556, pair=0.000, adv=7.715, sprd=0.014]
Ep 030/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:45,  2.11it/s, loss=0.556, pair=0.000, adv=7.715, sprd=0.014]
Ep 030/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:45,  2.11it/s, loss=1.285, pair=2.320, adv=8.524, sprd=0.021]
Ep 030/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:41,  2.18it/s, loss=1.285, pair=2.320, adv=8.524, sprd=0.021]
Ep 030/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:41,  2.18it/s, loss=0.598, pair=0.000, adv=7.065, sprd=0.022]
Ep 030/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:46,  2.07it/s, loss=0.598, pair=0.000, adv=7.065, sprd=0.022]
Ep 030/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:46,  2.07it/s, loss=0.574, pair=0.001, adv=3.043, sprd=0.019]
Ep 030/80 [S2:+mat]:  52%|█▌ | 234/453 [01:55<01:38,  2.22it/s, loss=0.574, pair=0.001, adv=3.043, sprd=0.019]
Ep 030/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:38,  2.22it/s, loss=0.577, pair=0.007, adv=6.255, sprd=0.019]
Ep 030/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:43,  2.10it/s, loss=0.577, pair=0.007, adv=6.255, sprd=0.019]
Ep 030/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:43,  2.10it/s, loss=0.607, pair=0.001, adv=6.443, sprd=0.023]
Ep 030/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:44,  2.08it/s, loss=0.607, pair=0.001, adv=6.443, sprd=0.023]
Ep 030/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:44,  2.08it/s, loss=0.604, pair=0.000, adv=4.246, sprd=0.021]
Ep 030/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:46,  2.03it/s, loss=0.604, pair=0.000, adv=4.246, sprd=0.021]
Ep 030/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:46,  2.03it/s, loss=0.565, pair=0.004, adv=6.012, sprd=0.013]
Ep 030/80 [S2:+mat]:  53%|█▌ | 238/453 [01:57<01:39,  2.17it/s, loss=0.565, pair=0.004, adv=6.012, sprd=0.013]
Ep 030/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:39,  2.17it/s, loss=0.604, pair=0.008, adv=5.255, sprd=0.018]
Ep 030/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:41,  2.10it/s, loss=0.604, pair=0.008, adv=5.255, sprd=0.018]
Ep 030/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:41,  2.10it/s, loss=0.613, pair=0.003, adv=5.486, sprd=0.022]
Ep 030/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:37,  2.19it/s, loss=0.613, pair=0.003, adv=5.486, sprd=0.022]
Ep 030/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:37,  2.19it/s, loss=0.567, pair=0.002, adv=5.274, sprd=0.016]
Ep 030/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:41,  2.10it/s, loss=0.567, pair=0.002, adv=5.274, sprd=0.016]
Ep 030/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:41,  2.10it/s, loss=0.610, pair=0.003, adv=5.196, sprd=0.022]
Ep 030/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:36,  2.19it/s, loss=0.610, pair=0.003, adv=5.196, sprd=0.022]
Ep 030/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:36,  2.19it/s, loss=0.596, pair=0.003, adv=6.463, sprd=0.019]
Ep 030/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:41,  2.07it/s, loss=0.596, pair=0.003, adv=6.463, sprd=0.019]
Ep 030/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:41,  2.07it/s, loss=0.601, pair=0.007, adv=4.395, sprd=0.022]
Ep 030/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:37,  2.15it/s, loss=0.601, pair=0.007, adv=4.395, sprd=0.022]
Ep 030/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:37,  2.15it/s, loss=0.596, pair=0.001, adv=5.289, sprd=0.020]
Ep 030/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:40,  2.06it/s, loss=0.596, pair=0.001, adv=5.289, sprd=0.020]
Ep 030/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:40,  2.06it/s, loss=0.605, pair=0.001, adv=3.889, sprd=0.023]
Ep 030/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:36,  2.15it/s, loss=0.605, pair=0.001, adv=3.889, sprd=0.023]
Ep 030/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:36,  2.15it/s, loss=0.577, pair=0.001, adv=4.484, sprd=0.019]
Ep 030/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:40,  2.06it/s, loss=0.577, pair=0.001, adv=4.484, sprd=0.019]
Ep 030/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:40,  2.06it/s, loss=0.570, pair=0.000, adv=4.291, sprd=0.018]
Ep 030/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:35,  2.15it/s, loss=0.570, pair=0.000, adv=4.291, sprd=0.018]
Ep 030/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:35,  2.15it/s, loss=0.592, pair=0.002, adv=5.006, sprd=0.019]
Ep 030/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:38,  2.07it/s, loss=0.592, pair=0.002, adv=5.006, sprd=0.019]
Ep 030/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:38,  2.07it/s, loss=0.575, pair=0.005, adv=3.729, sprd=0.017]
Ep 030/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:33,  2.17it/s, loss=0.575, pair=0.005, adv=3.729, sprd=0.017]
Ep 030/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:33,  2.17it/s, loss=0.615, pair=0.001, adv=4.968, sprd=0.027]
Ep 030/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:38,  2.04it/s, loss=0.615, pair=0.001, adv=4.968, sprd=0.027]
Ep 030/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:38,  2.04it/s, loss=0.583, pair=0.002, adv=4.695, sprd=0.021]
Ep 030/80 [S2:+mat]:  56%|█▋ | 252/453 [02:04<01:35,  2.11it/s, loss=0.583, pair=0.002, adv=4.695, sprd=0.021]
Ep 030/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:35,  2.11it/s, loss=0.645, pair=0.001, adv=5.301, sprd=0.032]
Ep 030/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:40,  1.99it/s, loss=0.645, pair=0.001, adv=5.301, sprd=0.032]
Ep 030/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:40,  1.99it/s, loss=0.575, pair=0.002, adv=4.055, sprd=0.017]
Ep 030/80 [S2:+mat]:  56%|█▋ | 254/453 [02:05<01:34,  2.10it/s, loss=0.575, pair=0.002, adv=4.055, sprd=0.017]
Ep 030/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:34,  2.10it/s, loss=0.597, pair=0.002, adv=4.452, sprd=0.020]
Ep 030/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:38,  2.01it/s, loss=0.597, pair=0.002, adv=4.452, sprd=0.020]
Ep 030/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:38,  2.01it/s, loss=0.660, pair=0.002, adv=4.524, sprd=0.032]
Ep 030/80 [S2:+mat]:  57%|█▋ | 256/453 [02:06<01:33,  2.10it/s, loss=0.660, pair=0.002, adv=4.524, sprd=0.032]
Ep 030/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:33,  2.10it/s, loss=0.576, pair=0.002, adv=3.895, sprd=0.017]
Ep 030/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:36,  2.04it/s, loss=0.576, pair=0.002, adv=3.895, sprd=0.017]
Ep 030/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:36,  2.04it/s, loss=1.256, pair=2.195, adv=4.897, sprd=0.022]
Ep 030/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:33,  2.09it/s, loss=1.256, pair=2.195, adv=4.897, sprd=0.022]
Ep 030/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:33,  2.09it/s, loss=0.543, pair=0.001, adv=3.090, sprd=0.019]
Ep 030/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:41,  1.91it/s, loss=0.543, pair=0.001, adv=3.090, sprd=0.019]
Ep 030/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:41,  1.91it/s, loss=0.607, pair=0.001, adv=4.846, sprd=0.024]
Ep 030/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:37,  1.99it/s, loss=0.607, pair=0.001, adv=4.846, sprd=0.024]
Ep 030/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:37,  1.99it/s, loss=0.587, pair=0.000, adv=5.765, sprd=0.021]
Ep 030/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:46,  1.80it/s, loss=0.587, pair=0.000, adv=5.765, sprd=0.021]
Ep 030/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:46,  1.80it/s, loss=0.610, pair=0.000, adv=4.145, sprd=0.025]
Ep 030/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:41,  1.88it/s, loss=0.610, pair=0.000, adv=4.145, sprd=0.025]
Ep 030/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:41,  1.88it/s, loss=0.614, pair=0.000, adv=3.742, sprd=0.023]
Ep 030/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:52,  1.69it/s, loss=0.614, pair=0.000, adv=3.742, sprd=0.023]
Ep 030/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:52,  1.69it/s, loss=0.555, pair=0.001, adv=3.223, sprd=0.017]
Ep 030/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:42,  1.85it/s, loss=0.555, pair=0.001, adv=3.223, sprd=0.017]
Ep 030/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:42,  1.85it/s, loss=0.781, pair=0.735, adv=3.413, sprd=0.016]
Ep 030/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:45,  1.79it/s, loss=0.781, pair=0.735, adv=3.413, sprd=0.016]
Ep 030/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:45,  1.79it/s, loss=0.616, pair=0.001, adv=4.653, sprd=0.021]
Ep 030/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:37,  1.91it/s, loss=0.616, pair=0.001, adv=4.653, sprd=0.021]
Ep 030/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:37,  1.91it/s, loss=0.608, pair=0.000, adv=4.971, sprd=0.023]
Ep 030/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:43,  1.79it/s, loss=0.608, pair=0.000, adv=4.971, sprd=0.023]
Ep 030/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:43,  1.79it/s, loss=0.586, pair=0.000, adv=4.671, sprd=0.020]
Ep 030/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:37,  1.90it/s, loss=0.586, pair=0.000, adv=4.671, sprd=0.020]
Ep 030/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:37,  1.90it/s, loss=0.619, pair=0.003, adv=3.702, sprd=0.025]
Ep 030/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:42,  1.80it/s, loss=0.619, pair=0.003, adv=3.702, sprd=0.025]
Ep 030/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:42,  1.80it/s, loss=0.626, pair=0.004, adv=6.547, sprd=0.023]
Ep 030/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:36,  1.90it/s, loss=0.626, pair=0.004, adv=6.547, sprd=0.023]
Ep 030/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:36,  1.90it/s, loss=0.563, pair=0.003, adv=4.938, sprd=0.014]
Ep 030/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:41,  1.79it/s, loss=0.563, pair=0.003, adv=4.938, sprd=0.014]
Ep 030/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:41,  1.79it/s, loss=0.559, pair=0.003, adv=5.014, sprd=0.016]
Ep 030/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:35,  1.90it/s, loss=0.559, pair=0.003, adv=5.014, sprd=0.016]
Ep 030/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:35,  1.90it/s, loss=0.669, pair=0.007, adv=4.791, sprd=0.021]
Ep 030/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:40,  1.80it/s, loss=0.669, pair=0.007, adv=4.791, sprd=0.021]
Ep 030/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:40,  1.80it/s, loss=0.552, pair=0.005, adv=2.929, sprd=0.024]
Ep 030/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:34,  1.89it/s, loss=0.552, pair=0.005, adv=2.929, sprd=0.024]
Ep 030/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:34,  1.89it/s, loss=0.635, pair=0.005, adv=3.799, sprd=0.023]
Ep 030/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:39,  1.79it/s, loss=0.635, pair=0.005, adv=3.799, sprd=0.023]
Ep 030/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:39,  1.79it/s, loss=0.572, pair=0.002, adv=5.738, sprd=0.016]
Ep 030/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:32,  1.92it/s, loss=0.572, pair=0.002, adv=5.738, sprd=0.016]
Ep 030/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:32,  1.92it/s, loss=0.573, pair=0.001, adv=2.942, sprd=0.022]
Ep 030/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:35,  1.84it/s, loss=0.573, pair=0.001, adv=2.942, sprd=0.022]
Ep 030/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:35,  1.84it/s, loss=0.629, pair=0.001, adv=3.800, sprd=0.028]
Ep 030/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:31,  1.92it/s, loss=0.629, pair=0.001, adv=3.800, sprd=0.028]
Ep 030/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:31,  1.92it/s, loss=0.601, pair=0.000, adv=3.764, sprd=0.022]
Ep 030/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:36,  1.80it/s, loss=0.601, pair=0.000, adv=3.764, sprd=0.022]
Ep 030/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:36,  1.80it/s, loss=0.605, pair=0.002, adv=4.416, sprd=0.022]
Ep 030/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:30,  1.91it/s, loss=0.605, pair=0.002, adv=4.416, sprd=0.022]
Ep 030/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:30,  1.91it/s, loss=0.605, pair=0.000, adv=4.457, sprd=0.020]
Ep 030/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:36,  1.79it/s, loss=0.605, pair=0.000, adv=4.457, sprd=0.020]
Ep 030/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:36,  1.79it/s, loss=0.619, pair=0.003, adv=5.886, sprd=0.025]
Ep 030/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:30,  1.88it/s, loss=0.619, pair=0.003, adv=5.886, sprd=0.025]
Ep 030/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:30,  1.88it/s, loss=0.585, pair=0.000, adv=5.978, sprd=0.018]
Ep 030/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:35,  1.77it/s, loss=0.585, pair=0.000, adv=5.978, sprd=0.018]
Ep 030/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:35,  1.77it/s, loss=0.595, pair=0.002, adv=5.843, sprd=0.020]
Ep 030/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:29,  1.89it/s, loss=0.595, pair=0.002, adv=5.843, sprd=0.020]
Ep 030/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:29,  1.89it/s, loss=0.564, pair=0.002, adv=5.541, sprd=0.018]
Ep 030/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:34,  1.79it/s, loss=0.564, pair=0.002, adv=5.541, sprd=0.018]
Ep 030/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:34,  1.79it/s, loss=0.622, pair=0.007, adv=3.803, sprd=0.023]
Ep 030/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:27,  1.90it/s, loss=0.622, pair=0.007, adv=3.803, sprd=0.023]
Ep 030/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:27,  1.90it/s, loss=0.641, pair=0.008, adv=4.308, sprd=0.026]
Ep 030/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:29,  1.85it/s, loss=0.641, pair=0.008, adv=4.308, sprd=0.026]
Ep 030/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:29,  1.85it/s, loss=0.567, pair=0.007, adv=5.186, sprd=0.014]
Ep 030/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:22,  2.01it/s, loss=0.567, pair=0.007, adv=5.186, sprd=0.014]
Ep 030/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:22,  2.01it/s, loss=0.678, pair=0.004, adv=4.629, sprd=0.023]
Ep 030/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:23,  1.97it/s, loss=0.678, pair=0.004, adv=4.629, sprd=0.023]
Ep 030/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:23,  1.97it/s, loss=0.578, pair=0.002, adv=5.569, sprd=0.020]
Ep 030/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:18,  2.07it/s, loss=0.578, pair=0.002, adv=5.569, sprd=0.020]
Ep 030/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:18,  2.07it/s, loss=0.632, pair=0.008, adv=3.696, sprd=0.029]
Ep 030/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:21,  1.99it/s, loss=0.632, pair=0.008, adv=3.696, sprd=0.029]
Ep 030/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:21,  1.99it/s, loss=0.581, pair=0.004, adv=5.947, sprd=0.016]
Ep 030/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:20,  2.01it/s, loss=0.581, pair=0.004, adv=5.947, sprd=0.016]
Ep 030/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:20,  2.01it/s, loss=0.584, pair=0.005, adv=4.359, sprd=0.016]
Ep 030/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:20,  1.99it/s, loss=0.584, pair=0.005, adv=4.359, sprd=0.016]
Ep 030/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:20,  1.99it/s, loss=0.562, pair=0.001, adv=6.342, sprd=0.013]
Ep 030/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.14it/s, loss=0.562, pair=0.001, adv=6.342, sprd=0.013]
Ep 030/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:14,  2.14it/s, loss=0.622, pair=0.002, adv=4.925, sprd=0.026]
Ep 030/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:18,  2.02it/s, loss=0.622, pair=0.002, adv=4.925, sprd=0.026]
Ep 030/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:18,  2.02it/s, loss=0.640, pair=0.000, adv=3.497, sprd=0.026]
Ep 030/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:13,  2.13it/s, loss=0.640, pair=0.000, adv=3.497, sprd=0.026]
Ep 030/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:13,  2.13it/s, loss=0.599, pair=0.001, adv=4.453, sprd=0.022]
Ep 030/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.05it/s, loss=0.599, pair=0.001, adv=4.453, sprd=0.022]
Ep 030/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.05it/s, loss=0.603, pair=0.000, adv=5.523, sprd=0.026]
Ep 030/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:14,  2.09it/s, loss=0.603, pair=0.000, adv=5.523, sprd=0.026]
Ep 030/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:14,  2.09it/s, loss=0.573, pair=0.000, adv=6.360, sprd=0.014]
Ep 030/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:14,  2.06it/s, loss=0.573, pair=0.000, adv=6.360, sprd=0.014]
Ep 030/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:14,  2.06it/s, loss=0.625, pair=0.000, adv=5.670, sprd=0.022]
Ep 030/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:10,  2.18it/s, loss=0.625, pair=0.000, adv=5.670, sprd=0.022]
Ep 030/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:10,  2.18it/s, loss=0.621, pair=0.001, adv=4.577, sprd=0.026]
Ep 030/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:13,  2.06it/s, loss=0.621, pair=0.001, adv=4.577, sprd=0.026]
Ep 030/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:13,  2.06it/s, loss=0.582, pair=0.003, adv=4.309, sprd=0.018]
Ep 030/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:09,  2.18it/s, loss=0.582, pair=0.003, adv=4.309, sprd=0.018]
Ep 030/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:09,  2.18it/s, loss=0.578, pair=0.001, adv=5.181, sprd=0.014]
Ep 030/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:10,  2.12it/s, loss=0.578, pair=0.001, adv=5.181, sprd=0.014]
Ep 030/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:10,  2.12it/s, loss=0.615, pair=0.002, adv=4.218, sprd=0.026]
Ep 030/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:08,  2.18it/s, loss=0.615, pair=0.002, adv=4.218, sprd=0.026]
Ep 030/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:08,  2.18it/s, loss=0.585, pair=0.002, adv=5.079, sprd=0.021]
Ep 030/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.05it/s, loss=0.585, pair=0.002, adv=5.079, sprd=0.021]
Ep 030/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:12,  2.05it/s, loss=0.566, pair=0.001, adv=6.201, sprd=0.014]
Ep 030/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:07,  2.19it/s, loss=0.566, pair=0.001, adv=6.201, sprd=0.014]
Ep 030/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:07,  2.19it/s, loss=0.632, pair=0.000, adv=4.463, sprd=0.031]
Ep 030/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:10,  2.07it/s, loss=0.632, pair=0.000, adv=4.463, sprd=0.031]
Ep 030/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:10,  2.07it/s, loss=1.286, pair=2.291, adv=3.926, sprd=0.021]
Ep 030/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.16it/s, loss=1.286, pair=2.291, adv=3.926, sprd=0.021]
Ep 030/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.16it/s, loss=2.510, pair=6.375, adv=4.574, sprd=0.023]
Ep 030/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:10,  2.05it/s, loss=2.510, pair=6.375, adv=4.574, sprd=0.023]
Ep 030/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:10,  2.05it/s, loss=0.606, pair=0.007, adv=4.957, sprd=0.024]
Ep 030/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:07,  2.13it/s, loss=0.606, pair=0.007, adv=4.957, sprd=0.024]
Ep 030/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:07,  2.13it/s, loss=0.594, pair=0.010, adv=4.369, sprd=0.017]
Ep 030/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:08,  2.07it/s, loss=0.594, pair=0.010, adv=4.369, sprd=0.017]
Ep 030/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:08,  2.07it/s, loss=0.579, pair=0.003, adv=5.434, sprd=0.018]
Ep 030/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:05,  2.17it/s, loss=0.579, pair=0.003, adv=5.434, sprd=0.018]
Ep 030/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:05,  2.17it/s, loss=0.595, pair=0.008, adv=4.222, sprd=0.021]
Ep 030/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:07,  2.07it/s, loss=0.595, pair=0.008, adv=4.222, sprd=0.021]
Ep 030/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:07,  2.07it/s, loss=0.626, pair=0.005, adv=6.863, sprd=0.027]
Ep 030/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.14it/s, loss=0.626, pair=0.005, adv=6.863, sprd=0.027]
Ep 030/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.14it/s, loss=0.612, pair=0.001, adv=4.598, sprd=0.026]
Ep 030/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:11,  1.94it/s, loss=0.612, pair=0.001, adv=4.598, sprd=0.026]
Ep 030/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:11,  1.94it/s, loss=0.592, pair=0.008, adv=4.371, sprd=0.018]
Ep 030/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:05,  2.08it/s, loss=0.592, pair=0.008, adv=4.371, sprd=0.018]
Ep 030/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:05,  2.08it/s, loss=0.584, pair=0.002, adv=6.067, sprd=0.021]
Ep 030/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:07,  2.01it/s, loss=0.584, pair=0.002, adv=6.067, sprd=0.021]
Ep 030/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:07,  2.01it/s, loss=0.566, pair=0.002, adv=3.176, sprd=0.020]
Ep 030/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.13it/s, loss=0.566, pair=0.002, adv=3.176, sprd=0.020]
Ep 030/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.13it/s, loss=0.572, pair=0.000, adv=5.538, sprd=0.015]
Ep 030/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:05,  2.06it/s, loss=0.572, pair=0.000, adv=5.538, sprd=0.015]
Ep 030/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:05,  2.06it/s, loss=0.598, pair=0.000, adv=5.216, sprd=0.020]
Ep 030/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.15it/s, loss=0.598, pair=0.000, adv=5.216, sprd=0.020]
Ep 030/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.15it/s, loss=0.644, pair=0.000, adv=5.107, sprd=0.027]
Ep 030/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:03,  2.07it/s, loss=0.644, pair=0.000, adv=5.107, sprd=0.027]
Ep 030/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:03,  2.07it/s, loss=0.566, pair=0.000, adv=4.792, sprd=0.016]
Ep 030/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:00,  2.18it/s, loss=0.566, pair=0.000, adv=4.792, sprd=0.016]
Ep 030/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.18it/s, loss=0.602, pair=0.005, adv=5.155, sprd=0.023]
Ep 030/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:03,  2.04it/s, loss=0.602, pair=0.005, adv=5.155, sprd=0.023]
Ep 030/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:03,  2.04it/s, loss=0.599, pair=0.002, adv=5.336, sprd=0.022]
Ep 030/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<01:00,  2.13it/s, loss=0.599, pair=0.002, adv=5.336, sprd=0.022]
Ep 030/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:00,  2.13it/s, loss=0.583, pair=0.001, adv=6.406, sprd=0.017]
Ep 030/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.06it/s, loss=0.583, pair=0.001, adv=6.406, sprd=0.017]
Ep 030/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.06it/s, loss=0.637, pair=0.000, adv=3.797, sprd=0.031]
Ep 030/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:59,  2.13it/s, loss=0.637, pair=0.000, adv=3.797, sprd=0.031]
Ep 030/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.13it/s, loss=0.623, pair=0.000, adv=5.176, sprd=0.028]
Ep 030/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:03,  1.99it/s, loss=0.623, pair=0.000, adv=5.176, sprd=0.028]
Ep 030/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:03,  1.99it/s, loss=0.575, pair=0.004, adv=3.585, sprd=0.017]
Ep 030/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:58,  2.13it/s, loss=0.575, pair=0.004, adv=3.585, sprd=0.017]
Ep 030/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:58,  2.13it/s, loss=0.615, pair=0.000, adv=4.631, sprd=0.029]
Ep 030/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:02,  1.99it/s, loss=0.615, pair=0.000, adv=4.631, sprd=0.029]
Ep 030/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<01:02,  1.99it/s, loss=0.631, pair=0.000, adv=4.327, sprd=0.025]
Ep 030/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:58,  2.10it/s, loss=0.631, pair=0.000, adv=4.327, sprd=0.025]
Ep 030/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:58,  2.10it/s, loss=0.608, pair=0.001, adv=4.370, sprd=0.023]
Ep 030/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:00,  2.02it/s, loss=0.608, pair=0.001, adv=4.370, sprd=0.023]
Ep 030/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<01:00,  2.02it/s, loss=0.598, pair=0.015, adv=4.398, sprd=0.017]
Ep 030/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:56,  2.15it/s, loss=0.598, pair=0.015, adv=4.398, sprd=0.017]
Ep 030/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:56,  2.15it/s, loss=0.605, pair=0.005, adv=4.112, sprd=0.016]
Ep 030/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:57,  2.10it/s, loss=0.605, pair=0.005, adv=4.112, sprd=0.016]
Ep 030/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:57,  2.10it/s, loss=0.611, pair=0.000, adv=3.894, sprd=0.022]
Ep 030/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:54,  2.20it/s, loss=0.611, pair=0.000, adv=3.894, sprd=0.022]
Ep 030/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:54,  2.20it/s, loss=0.610, pair=0.001, adv=4.482, sprd=0.024]
Ep 030/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:56,  2.08it/s, loss=0.610, pair=0.001, adv=4.482, sprd=0.024]
Ep 030/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:56,  2.08it/s, loss=0.587, pair=0.013, adv=5.144, sprd=0.017]
Ep 030/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:53,  2.17it/s, loss=0.587, pair=0.013, adv=5.144, sprd=0.017]
Ep 030/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:53,  2.17it/s, loss=0.650, pair=0.008, adv=5.663, sprd=0.020]
Ep 030/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:56,  2.04it/s, loss=0.650, pair=0.008, adv=5.663, sprd=0.020]
Ep 030/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:56,  2.04it/s, loss=0.607, pair=0.011, adv=5.784, sprd=0.021]
Ep 030/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:53,  2.15it/s, loss=0.607, pair=0.011, adv=5.784, sprd=0.021]
Ep 030/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.15it/s, loss=0.515, pair=0.002, adv=2.532, sprd=0.022]
Ep 030/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.07it/s, loss=0.515, pair=0.002, adv=2.532, sprd=0.022]
Ep 030/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:55,  2.07it/s, loss=0.542, pair=0.012, adv=3.244, sprd=0.016]
Ep 030/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:52,  2.17it/s, loss=0.542, pair=0.012, adv=3.244, sprd=0.016]
Ep 030/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:52,  2.17it/s, loss=0.572, pair=0.002, adv=6.531, sprd=0.014]
Ep 030/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:53,  2.09it/s, loss=0.572, pair=0.002, adv=6.531, sprd=0.014]
Ep 030/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:53,  2.09it/s, loss=0.609, pair=0.003, adv=4.369, sprd=0.025]
Ep 030/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:51,  2.16it/s, loss=0.609, pair=0.003, adv=4.369, sprd=0.025]
Ep 030/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.16it/s, loss=0.609, pair=0.002, adv=4.157, sprd=0.022]
Ep 030/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:56,  1.95it/s, loss=0.609, pair=0.002, adv=4.157, sprd=0.022]
Ep 030/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:56,  1.95it/s, loss=0.597, pair=0.006, adv=4.893, sprd=0.018]
Ep 030/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:52,  2.09it/s, loss=0.597, pair=0.006, adv=4.893, sprd=0.018]
Ep 030/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:52,  2.09it/s, loss=0.622, pair=0.006, adv=4.214, sprd=0.020]
Ep 030/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.622, pair=0.006, adv=4.214, sprd=0.020]
Ep 030/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:52,  2.06it/s, loss=0.597, pair=0.001, adv=3.855, sprd=0.020]
Ep 030/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.16it/s, loss=0.597, pair=0.001, adv=3.855, sprd=0.020]
Ep 030/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:49,  2.16it/s, loss=0.598, pair=0.000, adv=2.851, sprd=0.016]
Ep 030/80 [S2:+mat]:  77%|██▎| 347/453 [02:51<00:49,  2.12it/s, loss=0.598, pair=0.000, adv=2.851, sprd=0.016]
Ep 030/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:49,  2.12it/s, loss=0.608, pair=0.001, adv=5.102, sprd=0.026]
Ep 030/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:48,  2.17it/s, loss=0.608, pair=0.001, adv=5.102, sprd=0.026]
Ep 030/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:48,  2.17it/s, loss=0.582, pair=0.003, adv=6.509, sprd=0.018]
Ep 030/80 [S2:+mat]:  77%|██▎| 349/453 [02:52<00:50,  2.06it/s, loss=0.582, pair=0.003, adv=6.509, sprd=0.018]
Ep 030/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:50,  2.06it/s, loss=0.931, pair=1.076, adv=3.982, sprd=0.027]
Ep 030/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:48,  2.12it/s, loss=0.931, pair=1.076, adv=3.982, sprd=0.027]
Ep 030/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:48,  2.12it/s, loss=0.594, pair=0.004, adv=7.120, sprd=0.022]
Ep 030/80 [S2:+mat]:  77%|██▎| 351/453 [02:53<00:51,  1.99it/s, loss=0.594, pair=0.004, adv=7.120, sprd=0.022]
Ep 030/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:51,  1.99it/s, loss=0.570, pair=0.000, adv=5.763, sprd=0.018]
Ep 030/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:48,  2.10it/s, loss=0.570, pair=0.000, adv=5.763, sprd=0.018]
Ep 030/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:48,  2.10it/s, loss=0.631, pair=0.000, adv=3.789, sprd=0.028]
Ep 030/80 [S2:+mat]:  78%|██▎| 353/453 [02:54<00:49,  2.03it/s, loss=0.631, pair=0.000, adv=3.789, sprd=0.028]
Ep 030/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:49,  2.03it/s, loss=0.585, pair=0.000, adv=3.172, sprd=0.024]
Ep 030/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:46,  2.12it/s, loss=0.585, pair=0.000, adv=3.172, sprd=0.024]
Ep 030/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:46,  2.12it/s, loss=0.622, pair=0.008, adv=3.938, sprd=0.024]
Ep 030/80 [S2:+mat]:  78%|██▎| 355/453 [02:55<00:47,  2.05it/s, loss=0.622, pair=0.008, adv=3.938, sprd=0.024]
Ep 030/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:47,  2.05it/s, loss=0.569, pair=0.001, adv=4.484, sprd=0.014]
Ep 030/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:44,  2.19it/s, loss=0.569, pair=0.001, adv=4.484, sprd=0.014]
Ep 030/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:44,  2.19it/s, loss=0.602, pair=0.001, adv=5.249, sprd=0.023]
Ep 030/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:48,  1.98it/s, loss=0.602, pair=0.001, adv=5.249, sprd=0.023]
Ep 030/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:48,  1.98it/s, loss=0.626, pair=0.000, adv=5.376, sprd=0.029]
Ep 030/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:46,  2.03it/s, loss=0.626, pair=0.000, adv=5.376, sprd=0.029]
Ep 030/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:46,  2.03it/s, loss=0.567, pair=0.001, adv=5.435, sprd=0.018]
Ep 030/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:50,  1.86it/s, loss=0.567, pair=0.001, adv=5.435, sprd=0.018]
Ep 030/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:50,  1.86it/s, loss=0.620, pair=0.006, adv=5.338, sprd=0.022]
Ep 030/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:47,  1.98it/s, loss=0.620, pair=0.006, adv=5.338, sprd=0.022]
Ep 030/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:47,  1.98it/s, loss=0.597, pair=0.000, adv=7.256, sprd=0.018]
Ep 030/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:49,  1.87it/s, loss=0.597, pair=0.000, adv=7.256, sprd=0.018]
Ep 030/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:49,  1.87it/s, loss=0.626, pair=0.000, adv=4.852, sprd=0.028]
Ep 030/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:46,  1.96it/s, loss=0.626, pair=0.000, adv=4.852, sprd=0.028]
Ep 030/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:46,  1.96it/s, loss=0.584, pair=0.000, adv=7.926, sprd=0.019]
Ep 030/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:49,  1.82it/s, loss=0.584, pair=0.000, adv=7.926, sprd=0.019]
Ep 030/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:49,  1.82it/s, loss=0.639, pair=0.000, adv=4.090, sprd=0.028]
Ep 030/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:46,  1.92it/s, loss=0.639, pair=0.000, adv=4.090, sprd=0.028]
Ep 030/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:46,  1.92it/s, loss=0.620, pair=0.000, adv=6.706, sprd=0.024]
Ep 030/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:48,  1.81it/s, loss=0.620, pair=0.000, adv=6.706, sprd=0.024]
Ep 030/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:48,  1.81it/s, loss=0.586, pair=0.000, adv=6.708, sprd=0.018]
Ep 030/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:45,  1.93it/s, loss=0.586, pair=0.000, adv=6.708, sprd=0.018]
Ep 030/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:45,  1.93it/s, loss=0.622, pair=0.002, adv=5.618, sprd=0.023]
Ep 030/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:46,  1.83it/s, loss=0.622, pair=0.002, adv=5.618, sprd=0.023]
Ep 030/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:46,  1.83it/s, loss=0.577, pair=0.000, adv=6.490, sprd=0.017]
Ep 030/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:43,  1.94it/s, loss=0.577, pair=0.000, adv=6.490, sprd=0.017]
Ep 030/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:43,  1.94it/s, loss=0.596, pair=0.026, adv=6.798, sprd=0.015]
Ep 030/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:45,  1.83it/s, loss=0.596, pair=0.026, adv=6.798, sprd=0.015]
Ep 030/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:45,  1.83it/s, loss=0.581, pair=0.000, adv=6.276, sprd=0.016]
Ep 030/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:42,  1.96it/s, loss=0.581, pair=0.000, adv=6.276, sprd=0.016]
Ep 030/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:42,  1.96it/s, loss=0.666, pair=0.000, adv=8.776, sprd=0.022]
Ep 030/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:47,  1.72it/s, loss=0.666, pair=0.000, adv=8.776, sprd=0.022]
Ep 030/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:47,  1.72it/s, loss=0.567, pair=0.000, adv=9.744, sprd=0.015]
Ep 030/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:43,  1.85it/s, loss=0.567, pair=0.000, adv=9.744, sprd=0.015]
Ep 030/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:43,  1.85it/s, loss=0.624, pair=0.001, adv=5.812, sprd=0.026]
Ep 030/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:45,  1.77it/s, loss=0.624, pair=0.001, adv=5.812, sprd=0.026]
Ep 030/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:45,  1.77it/s, loss=0.612, pair=0.000, adv=7.411, sprd=0.021]
Ep 030/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:41,  1.90it/s, loss=0.612, pair=0.000, adv=7.411, sprd=0.021]
Ep 030/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:41,  1.90it/s, loss=0.642, pair=0.006, adv=7.257, sprd=0.016]
Ep 030/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:43,  1.81it/s, loss=0.642, pair=0.006, adv=7.257, sprd=0.016]
Ep 030/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:43,  1.81it/s, loss=0.559, pair=0.002, adv=5.651, sprd=0.015]
Ep 030/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:39,  1.94it/s, loss=0.559, pair=0.002, adv=5.651, sprd=0.015]
Ep 030/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:39,  1.94it/s, loss=0.591, pair=0.021, adv=9.112, sprd=0.019]
Ep 030/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:41,  1.84it/s, loss=0.591, pair=0.021, adv=9.112, sprd=0.019]
Ep 030/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:41,  1.84it/s, loss=1.306, pair=2.398, adv=9.013, sprd=0.021]
Ep 030/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:38,  1.93it/s, loss=1.306, pair=2.398, adv=9.013, sprd=0.021]
Ep 030/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:38,  1.93it/s, loss=1.356, pair=2.469, adv=6.863, sprd=0.030]
Ep 030/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:41,  1.77it/s, loss=1.356, pair=2.469, adv=6.863, sprd=0.030]
Ep 030/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:41,  1.77it/s, loss=0.599, pair=0.002, adv=7.739, sprd=0.018]
Ep 030/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:38,  1.91it/s, loss=0.599, pair=0.002, adv=7.739, sprd=0.018]
Ep 030/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:38,  1.91it/s, loss=0.600, pair=0.001, adv=7.782, sprd=0.020]
Ep 030/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:39,  1.81it/s, loss=0.600, pair=0.001, adv=7.782, sprd=0.020]
Ep 030/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:39,  1.81it/s, loss=0.607, pair=0.000, adv=5.930, sprd=0.021]
Ep 030/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:36,  1.94it/s, loss=0.607, pair=0.000, adv=5.930, sprd=0.021]
Ep 030/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:36,  1.94it/s, loss=0.603, pair=0.000, adv=5.344, sprd=0.023]
Ep 030/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:38,  1.82it/s, loss=0.603, pair=0.000, adv=5.344, sprd=0.023]
Ep 030/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:38,  1.82it/s, loss=0.627, pair=0.000, adv=5.209, sprd=0.024]
Ep 030/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:35,  1.94it/s, loss=0.627, pair=0.000, adv=5.209, sprd=0.024]
Ep 030/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:35,  1.94it/s, loss=0.579, pair=0.002, adv=9.221, sprd=0.017]
Ep 030/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:37,  1.82it/s, loss=0.579, pair=0.002, adv=9.221, sprd=0.017]
Ep 030/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:37,  1.82it/s, loss=1.245, pair=2.148, adv=6.606, sprd=0.021]
Ep 030/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:34,  1.94it/s, loss=1.245, pair=2.148, adv=6.606, sprd=0.021]
Ep 030/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:34,  1.94it/s, loss=0.612, pair=0.000, adv=6.362, sprd=0.024]
Ep 030/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:34,  1.92it/s, loss=0.612, pair=0.000, adv=6.362, sprd=0.024]
Ep 030/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:34,  1.92it/s, loss=0.624, pair=0.000, adv=8.537, sprd=0.022]
Ep 030/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:31,  2.05it/s, loss=0.624, pair=0.000, adv=8.537, sprd=0.022]
Ep 030/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:31,  2.05it/s, loss=0.627, pair=0.000, adv=6.832, sprd=0.022]
Ep 030/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:31,  2.02it/s, loss=0.627, pair=0.000, adv=6.832, sprd=0.022]
Ep 030/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:31,  2.02it/s, loss=0.603, pair=0.003, adv=4.738, sprd=0.020]
Ep 030/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:29,  2.15it/s, loss=0.603, pair=0.003, adv=4.738, sprd=0.020]
Ep 030/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:29,  2.15it/s, loss=0.635, pair=0.001, adv=9.099, sprd=0.016]
Ep 030/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:29,  2.08it/s, loss=0.635, pair=0.001, adv=9.099, sprd=0.016]
Ep 030/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:29,  2.08it/s, loss=1.247, pair=2.223, adv=6.268, sprd=0.019]
Ep 030/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:27,  2.18it/s, loss=1.247, pair=2.223, adv=6.268, sprd=0.019]
Ep 030/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:27,  2.18it/s, loss=0.613, pair=0.006, adv=6.253, sprd=0.023]
Ep 030/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:28,  2.08it/s, loss=0.613, pair=0.006, adv=6.253, sprd=0.023]
Ep 030/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:28,  2.08it/s, loss=0.598, pair=0.005, adv=6.827, sprd=0.024]
Ep 030/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.14it/s, loss=0.598, pair=0.005, adv=6.827, sprd=0.024]
Ep 030/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.14it/s, loss=1.382, pair=2.387, adv=5.463, sprd=0.024]
Ep 030/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:28,  2.03it/s, loss=1.382, pair=2.387, adv=5.463, sprd=0.024]
Ep 030/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:28,  2.03it/s, loss=0.573, pair=0.002, adv=8.743, sprd=0.016]
Ep 030/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.14it/s, loss=0.573, pair=0.002, adv=8.743, sprd=0.016]
Ep 030/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.14it/s, loss=0.604, pair=0.042, adv=6.367, sprd=0.023]
Ep 030/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.03it/s, loss=0.604, pair=0.042, adv=6.367, sprd=0.023]
Ep 030/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.03it/s, loss=0.591, pair=0.002, adv=5.223, sprd=0.017]
Ep 030/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:25,  2.18it/s, loss=0.591, pair=0.002, adv=5.223, sprd=0.017]
Ep 030/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:25,  2.18it/s, loss=0.553, pair=0.006, adv=9.548, sprd=0.012]
Ep 030/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:27,  1.98it/s, loss=0.553, pair=0.006, adv=9.548, sprd=0.012]
Ep 030/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:27,  1.98it/s, loss=0.633, pair=0.003, adv=9.018, sprd=0.028]
Ep 030/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.07it/s, loss=0.633, pair=0.003, adv=9.018, sprd=0.028]
Ep 030/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.07it/s, loss=0.573, pair=0.002, adv=6.190, sprd=0.015]
Ep 030/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.01it/s, loss=0.573, pair=0.002, adv=6.190, sprd=0.015]
Ep 030/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.01it/s, loss=0.585, pair=0.008, adv=6.655, sprd=0.021]
Ep 030/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:24,  2.08it/s, loss=0.585, pair=0.008, adv=6.655, sprd=0.021]
Ep 030/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:24,  2.08it/s, loss=0.654, pair=0.013, adv=8.852, sprd=0.018]
Ep 030/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.03it/s, loss=0.654, pair=0.013, adv=8.852, sprd=0.018]
Ep 030/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.03it/s, loss=0.941, pair=1.176, adv=7.422, sprd=0.020]
Ep 030/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:23,  2.12it/s, loss=0.941, pair=1.176, adv=7.422, sprd=0.020]
Ep 030/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:23,  2.12it/s, loss=0.646, pair=0.007, adv=5.054, sprd=0.019]
Ep 030/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:23,  2.05it/s, loss=0.646, pair=0.007, adv=5.054, sprd=0.019]
Ep 030/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:23,  2.05it/s, loss=0.570, pair=0.007, adv=7.969, sprd=0.017]
Ep 030/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:22,  2.14it/s, loss=0.570, pair=0.007, adv=7.969, sprd=0.017]
Ep 030/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:22,  2.14it/s, loss=0.636, pair=0.006, adv=6.798, sprd=0.025]
Ep 030/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.06it/s, loss=0.636, pair=0.006, adv=6.798, sprd=0.025]
Ep 030/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.06it/s, loss=0.598, pair=0.007, adv=7.760, sprd=0.018]
Ep 030/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:20,  2.17it/s, loss=0.598, pair=0.007, adv=7.760, sprd=0.018]
Ep 030/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.17it/s, loss=1.324, pair=2.172, adv=4.968, sprd=0.040]
Ep 030/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.04it/s, loss=1.324, pair=2.172, adv=4.968, sprd=0.040]
Ep 030/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.04it/s, loss=0.609, pair=0.028, adv=6.863, sprd=0.019]
Ep 030/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:19,  2.16it/s, loss=0.609, pair=0.028, adv=6.863, sprd=0.019]
Ep 030/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:19,  2.16it/s, loss=0.574, pair=0.019, adv=6.928, sprd=0.017]
Ep 030/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.07it/s, loss=0.574, pair=0.019, adv=6.928, sprd=0.017]
Ep 030/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.07it/s, loss=0.584, pair=0.010, adv=9.345, sprd=0.019]
Ep 030/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:19,  2.15it/s, loss=0.584, pair=0.010, adv=9.345, sprd=0.019]
Ep 030/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:19,  2.15it/s, loss=0.597, pair=0.005, adv=7.775, sprd=0.020]
Ep 030/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.06it/s, loss=0.597, pair=0.005, adv=7.775, sprd=0.020]
Ep 030/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.06it/s, loss=0.617, pair=0.013, adv=6.498, sprd=0.023]
Ep 030/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:18,  2.15it/s, loss=0.617, pair=0.013, adv=6.498, sprd=0.023]
Ep 030/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.15it/s, loss=0.665, pair=0.010, adv=8.694, sprd=0.018]
Ep 030/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.10it/s, loss=0.665, pair=0.010, adv=8.694, sprd=0.018]
Ep 030/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.10it/s, loss=0.620, pair=0.014, adv=4.305, sprd=0.025]
Ep 030/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:16,  2.18it/s, loss=0.620, pair=0.014, adv=4.305, sprd=0.025]
Ep 030/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:16,  2.18it/s, loss=0.603, pair=0.019, adv=6.188, sprd=0.019]
Ep 030/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.09it/s, loss=0.603, pair=0.019, adv=6.188, sprd=0.019]
Ep 030/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:17,  2.09it/s, loss=1.239, pair=2.045, adv=4.811, sprd=0.027]
Ep 030/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:16,  2.15it/s, loss=1.239, pair=2.045, adv=4.811, sprd=0.027]
Ep 030/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.15it/s, loss=0.588, pair=0.021, adv=3.281, sprd=0.021]
Ep 030/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.08it/s, loss=0.588, pair=0.021, adv=3.281, sprd=0.021]
Ep 030/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.08it/s, loss=0.593, pair=0.016, adv=6.940, sprd=0.017]
Ep 030/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.20it/s, loss=0.593, pair=0.016, adv=6.940, sprd=0.017]
Ep 030/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:15,  2.20it/s, loss=0.694, pair=0.005, adv=7.150, sprd=0.028]
Ep 030/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.07it/s, loss=0.694, pair=0.005, adv=7.150, sprd=0.028]
Ep 030/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.07it/s, loss=0.643, pair=0.001, adv=6.086, sprd=0.028]
Ep 030/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.15it/s, loss=0.643, pair=0.001, adv=6.086, sprd=0.028]
Ep 030/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.15it/s, loss=0.634, pair=0.002, adv=4.184, sprd=0.031]
Ep 030/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.94it/s, loss=0.634, pair=0.002, adv=4.184, sprd=0.031]
Ep 030/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.94it/s, loss=0.606, pair=0.000, adv=5.621, sprd=0.015]
Ep 030/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.14it/s, loss=0.606, pair=0.000, adv=5.621, sprd=0.015]
Ep 030/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.14it/s, loss=1.307, pair=2.420, adv=5.991, sprd=0.020]
Ep 030/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:13,  2.06it/s, loss=1.307, pair=2.420, adv=5.991, sprd=0.020]
Ep 030/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:13,  2.06it/s, loss=0.624, pair=0.003, adv=5.651, sprd=0.025]
Ep 030/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.15it/s, loss=0.624, pair=0.003, adv=5.651, sprd=0.025]
Ep 030/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.15it/s, loss=0.607, pair=0.004, adv=5.630, sprd=0.024]
Ep 030/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:12,  2.04it/s, loss=0.607, pair=0.004, adv=5.630, sprd=0.024]
Ep 030/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.04it/s, loss=0.635, pair=0.010, adv=4.148, sprd=0.029]
Ep 030/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.12it/s, loss=0.635, pair=0.010, adv=4.148, sprd=0.029]
Ep 030/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.12it/s, loss=0.613, pair=0.000, adv=4.888, sprd=0.025]
Ep 030/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:11,  2.05it/s, loss=0.613, pair=0.000, adv=4.888, sprd=0.025]
Ep 030/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.05it/s, loss=0.600, pair=0.008, adv=3.773, sprd=0.021]
Ep 030/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.16it/s, loss=0.600, pair=0.008, adv=3.773, sprd=0.021]
Ep 030/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.16it/s, loss=0.596, pair=0.013, adv=3.427, sprd=0.017]
Ep 030/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:10,  2.14it/s, loss=0.596, pair=0.013, adv=3.427, sprd=0.017]
Ep 030/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.14it/s, loss=0.615, pair=0.026, adv=4.812, sprd=0.018]
Ep 030/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.25it/s, loss=0.615, pair=0.026, adv=4.812, sprd=0.018]
Ep 030/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.25it/s, loss=0.624, pair=0.073, adv=5.496, sprd=0.026]
Ep 030/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:09,  2.11it/s, loss=0.624, pair=0.073, adv=5.496, sprd=0.026]
Ep 030/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.11it/s, loss=0.576, pair=0.002, adv=3.254, sprd=0.020]
Ep 030/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.20it/s, loss=0.576, pair=0.002, adv=3.254, sprd=0.020]
Ep 030/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.20it/s, loss=0.564, pair=0.009, adv=3.756, sprd=0.015]
Ep 030/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:08,  2.12it/s, loss=0.564, pair=0.009, adv=3.756, sprd=0.015]
Ep 030/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.12it/s, loss=0.593, pair=0.007, adv=3.902, sprd=0.019]
Ep 030/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.22it/s, loss=0.593, pair=0.007, adv=3.902, sprd=0.019]
Ep 030/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.22it/s, loss=0.656, pair=0.003, adv=3.823, sprd=0.020]
Ep 030/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.11it/s, loss=0.656, pair=0.003, adv=3.823, sprd=0.020]
Ep 030/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.11it/s, loss=0.592, pair=0.004, adv=3.715, sprd=0.023]
Ep 030/80 [S2:+mat]:  97%|██▉| 438/453 [03:36<00:06,  2.18it/s, loss=0.592, pair=0.004, adv=3.715, sprd=0.023]
Ep 030/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.18it/s, loss=0.673, pair=0.008, adv=4.696, sprd=0.022]
Ep 030/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.673, pair=0.008, adv=4.696, sprd=0.022]
Ep 030/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.594, pair=0.007, adv=3.444, sprd=0.023]
Ep 030/80 [S2:+mat]:  97%|██▉| 440/453 [03:37<00:06,  2.16it/s, loss=0.594, pair=0.007, adv=3.444, sprd=0.023]
Ep 030/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.627, pair=0.006, adv=3.589, sprd=0.021]
Ep 030/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.08it/s, loss=0.627, pair=0.006, adv=3.589, sprd=0.021]
Ep 030/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.08it/s, loss=0.605, pair=0.004, adv=4.038, sprd=0.023]
Ep 030/80 [S2:+mat]:  98%|██▉| 442/453 [03:38<00:05,  2.16it/s, loss=0.605, pair=0.004, adv=4.038, sprd=0.023]
Ep 030/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.16it/s, loss=0.574, pair=0.002, adv=7.492, sprd=0.017]
Ep 030/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.04it/s, loss=0.574, pair=0.002, adv=7.492, sprd=0.017]
Ep 030/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.04it/s, loss=0.631, pair=0.022, adv=4.074, sprd=0.021]
Ep 030/80 [S2:+mat]:  98%|██▉| 444/453 [03:39<00:04,  2.16it/s, loss=0.631, pair=0.022, adv=4.074, sprd=0.021]
Ep 030/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.16it/s, loss=0.614, pair=0.021, adv=4.794, sprd=0.021]
Ep 030/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.08it/s, loss=0.614, pair=0.021, adv=4.794, sprd=0.021]
Ep 030/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.08it/s, loss=0.591, pair=0.001, adv=4.606, sprd=0.020]
Ep 030/80 [S2:+mat]:  98%|██▉| 446/453 [03:40<00:03,  2.17it/s, loss=0.591, pair=0.001, adv=4.606, sprd=0.020]
Ep 030/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.17it/s, loss=0.682, pair=0.004, adv=4.804, sprd=0.026]
Ep 030/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.05it/s, loss=0.682, pair=0.004, adv=4.804, sprd=0.026]
Ep 030/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.05it/s, loss=0.613, pair=0.001, adv=6.000, sprd=0.020]
Ep 030/80 [S2:+mat]:  99%|██▉| 448/453 [03:41<00:02,  2.16it/s, loss=0.613, pair=0.001, adv=6.000, sprd=0.020]
Ep 030/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.16it/s, loss=0.583, pair=0.017, adv=4.826, sprd=0.015]
Ep 030/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.04it/s, loss=0.583, pair=0.017, adv=4.826, sprd=0.015]
Ep 030/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.04it/s, loss=0.590, pair=0.012, adv=3.768, sprd=0.020]
Ep 030/80 [S2:+mat]:  99%|██▉| 450/453 [03:42<00:01,  2.13it/s, loss=0.590, pair=0.012, adv=3.768, sprd=0.020]
Ep 030/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.13it/s, loss=0.604, pair=0.005, adv=4.290, sprd=0.023]
Ep 030/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:01,  1.92it/s, loss=0.604, pair=0.005, adv=4.290, sprd=0.023]
Ep 030/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:01,  1.92it/s, loss=0.628, pair=0.008, adv=4.217, sprd=0.028]
Ep 030/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  2.03it/s, loss=0.628, pair=0.008, adv=4.217, sprd=0.028]
Ep 030/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.03it/s, loss=0.583, pair=0.005, adv=3.766, sprd=0.020]
Ep 030/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  1.97it/s, loss=0.583, pair=0.005, adv=3.766, sprd=0.020]
                                                                                                              
Epoch 030/80 [S2:+mat]  loss=0.6309  mat=0.2625  sens=1.1400  pair=0.1036  adv=6.0327(rand=3.47)  deg=0.0059  orth=0.0017  spread=0.0210  q_mean=52.4  q_std=19.1  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.24e-05  224s

Ep 031/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 031/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.556, pair=0.031, adv=3.161, sprd=0.016]
Ep 031/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:46,  1.16s/it, loss=0.556, pair=0.031, adv=3.161, sprd=0.016]
Ep 031/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:46,  1.16s/it, loss=0.579, pair=0.002, adv=3.652, sprd=0.018]
Ep 031/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:35,  1.35it/s, loss=0.579, pair=0.002, adv=3.652, sprd=0.018]
Ep 031/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:35,  1.35it/s, loss=0.579, pair=0.006, adv=6.103, sprd=0.018]
Ep 031/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:15,  1.43it/s, loss=0.579, pair=0.006, adv=6.103, sprd=0.018]
Ep 031/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:15,  1.43it/s, loss=0.552, pair=0.002, adv=2.939, sprd=0.025]
Ep 031/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:34,  1.64it/s, loss=0.552, pair=0.002, adv=2.939, sprd=0.025]
Ep 031/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:34,  1.64it/s, loss=0.624, pair=0.007, adv=4.433, sprd=0.024]
Ep 031/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:41,  1.59it/s, loss=0.624, pair=0.007, adv=4.433, sprd=0.024]
Ep 031/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:41,  1.59it/s, loss=0.557, pair=0.030, adv=2.777, sprd=0.024]
Ep 031/80 [S2:+mat]:   1%|     | 6/453 [00:03<04:13,  1.77it/s, loss=0.557, pair=0.030, adv=2.777, sprd=0.024]
Ep 031/80 [S2:+mat]:   1%|     | 6/453 [00:04<04:13,  1.77it/s, loss=0.669, pair=0.002, adv=4.038, sprd=0.021]
Ep 031/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:21,  1.71it/s, loss=0.669, pair=0.002, adv=4.038, sprd=0.021]
Ep 031/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:21,  1.71it/s, loss=0.639, pair=0.002, adv=5.186, sprd=0.029]
Ep 031/80 [S2:+mat]:   2%|     | 8/453 [00:04<04:04,  1.82it/s, loss=0.639, pair=0.002, adv=5.186, sprd=0.029]
Ep 031/80 [S2:+mat]:   2%|     | 8/453 [00:05<04:04,  1.82it/s, loss=0.600, pair=0.022, adv=4.049, sprd=0.019]
Ep 031/80 [S2:+mat]:   2%|     | 9/453 [00:05<04:17,  1.73it/s, loss=0.600, pair=0.022, adv=4.049, sprd=0.019]
Ep 031/80 [S2:+mat]:   2%|     | 9/453 [00:06<04:17,  1.73it/s, loss=0.563, pair=0.019, adv=4.214, sprd=0.015]
Ep 031/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:57,  1.86it/s, loss=0.563, pair=0.019, adv=4.214, sprd=0.015]
Ep 031/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:57,  1.86it/s, loss=0.606, pair=0.018, adv=4.037, sprd=0.022]
Ep 031/80 [S2:+mat]:   2%|    | 11/453 [00:06<04:11,  1.76it/s, loss=0.606, pair=0.018, adv=4.037, sprd=0.022]
Ep 031/80 [S2:+mat]:   2%|   | 11/453 [00:07<04:11,  1.76it/s, loss=0.591, pair=0.003, adv=10.296, sprd=0.021]
Ep 031/80 [S2:+mat]:   3%|   | 12/453 [00:07<03:54,  1.88it/s, loss=0.591, pair=0.003, adv=10.296, sprd=0.021]
Ep 031/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:54,  1.88it/s, loss=0.635, pair=0.002, adv=3.953, sprd=0.031]
Ep 031/80 [S2:+mat]:   3%|    | 13/453 [00:07<04:11,  1.75it/s, loss=0.635, pair=0.002, adv=3.953, sprd=0.031]
Ep 031/80 [S2:+mat]:   3%|    | 13/453 [00:08<04:11,  1.75it/s, loss=0.589, pair=0.008, adv=5.483, sprd=0.021]
Ep 031/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:55,  1.86it/s, loss=0.589, pair=0.008, adv=5.483, sprd=0.021]
Ep 031/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:55,  1.86it/s, loss=0.646, pair=0.003, adv=4.281, sprd=0.020]
Ep 031/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<04:08,  1.76it/s, loss=0.646, pair=0.003, adv=4.281, sprd=0.020]
Ep 031/80 [S2:+mat]:   3%|▏   | 15/453 [00:09<04:08,  1.76it/s, loss=0.619, pair=0.010, adv=4.189, sprd=0.023]
Ep 031/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:51,  1.89it/s, loss=0.619, pair=0.010, adv=4.189, sprd=0.023]
Ep 031/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:51,  1.89it/s, loss=0.675, pair=0.008, adv=4.668, sprd=0.026]
Ep 031/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<04:04,  1.79it/s, loss=0.675, pair=0.008, adv=4.668, sprd=0.026]
Ep 031/80 [S2:+mat]:   4%|▏   | 17/453 [00:10<04:04,  1.79it/s, loss=0.586, pair=0.020, adv=3.777, sprd=0.016]
Ep 031/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:45,  1.93it/s, loss=0.586, pair=0.020, adv=3.777, sprd=0.016]
Ep 031/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:45,  1.93it/s, loss=0.637, pair=0.005, adv=4.617, sprd=0.025]
Ep 031/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:58,  1.82it/s, loss=0.637, pair=0.005, adv=4.617, sprd=0.025]
Ep 031/80 [S2:+mat]:   4%|▏   | 19/453 [00:11<03:58,  1.82it/s, loss=0.665, pair=0.000, adv=4.297, sprd=0.035]
Ep 031/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:46,  1.91it/s, loss=0.665, pair=0.000, adv=4.297, sprd=0.035]
Ep 031/80 [S2:+mat]:   4%|▏   | 20/453 [00:12<03:46,  1.91it/s, loss=0.595, pair=0.015, adv=4.505, sprd=0.020]
Ep 031/80 [S2:+mat]:   5%|▏   | 21/453 [00:12<04:01,  1.79it/s, loss=0.595, pair=0.015, adv=4.505, sprd=0.020]
Ep 031/80 [S2:+mat]:   5%|▏   | 21/453 [00:12<04:01,  1.79it/s, loss=0.601, pair=0.012, adv=5.352, sprd=0.019]
Ep 031/80 [S2:+mat]:   5%|▏   | 22/453 [00:12<03:46,  1.90it/s, loss=0.601, pair=0.012, adv=5.352, sprd=0.019]
Ep 031/80 [S2:+mat]:   5%|▏   | 22/453 [00:13<03:46,  1.90it/s, loss=0.593, pair=0.005, adv=4.433, sprd=0.020]
Ep 031/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<04:02,  1.77it/s, loss=0.593, pair=0.005, adv=4.433, sprd=0.020]
Ep 031/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<04:02,  1.77it/s, loss=0.591, pair=0.013, adv=4.597, sprd=0.019]
Ep 031/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:47,  1.89it/s, loss=0.591, pair=0.013, adv=4.597, sprd=0.019]
Ep 031/80 [S2:+mat]:   5%|▏   | 24/453 [00:14<03:47,  1.89it/s, loss=0.591, pair=0.004, adv=2.982, sprd=0.027]
Ep 031/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<04:17,  1.66it/s, loss=0.591, pair=0.004, adv=2.982, sprd=0.027]
Ep 031/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<04:17,  1.66it/s, loss=0.591, pair=0.007, adv=5.634, sprd=0.019]
Ep 031/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:56,  1.80it/s, loss=0.591, pair=0.007, adv=5.634, sprd=0.019]
Ep 031/80 [S2:+mat]:   6%|▏   | 26/453 [00:15<03:56,  1.80it/s, loss=0.608, pair=0.004, adv=3.153, sprd=0.027]
Ep 031/80 [S2:+mat]:   6%|▏   | 27/453 [00:15<04:05,  1.73it/s, loss=0.608, pair=0.004, adv=3.153, sprd=0.027]
Ep 031/80 [S2:+mat]:   6%|▏   | 27/453 [00:15<04:05,  1.73it/s, loss=0.604, pair=0.009, adv=2.864, sprd=0.032]
Ep 031/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:48,  1.86it/s, loss=0.604, pair=0.009, adv=2.864, sprd=0.032]
Ep 031/80 [S2:+mat]:   6%|▏   | 28/453 [00:16<03:48,  1.86it/s, loss=0.608, pair=0.018, adv=3.976, sprd=0.018]
Ep 031/80 [S2:+mat]:   6%|▎   | 29/453 [00:16<03:55,  1.80it/s, loss=0.608, pair=0.018, adv=3.976, sprd=0.018]
Ep 031/80 [S2:+mat]:   6%|▎   | 29/453 [00:16<03:55,  1.80it/s, loss=0.569, pair=0.008, adv=4.399, sprd=0.015]
Ep 031/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:39,  1.93it/s, loss=0.569, pair=0.008, adv=4.399, sprd=0.015]
Ep 031/80 [S2:+mat]:   7%|▎   | 30/453 [00:17<03:39,  1.93it/s, loss=0.591, pair=0.010, adv=5.668, sprd=0.018]
Ep 031/80 [S2:+mat]:   7%|▎   | 31/453 [00:17<03:42,  1.90it/s, loss=0.591, pair=0.010, adv=5.668, sprd=0.018]
Ep 031/80 [S2:+mat]:   7%|▎   | 31/453 [00:17<03:42,  1.90it/s, loss=0.602, pair=0.001, adv=3.878, sprd=0.022]
Ep 031/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:28,  2.02it/s, loss=0.602, pair=0.001, adv=3.878, sprd=0.022]
Ep 031/80 [S2:+mat]:   7%|▎   | 32/453 [00:18<03:28,  2.02it/s, loss=0.591, pair=0.003, adv=5.537, sprd=0.019]
Ep 031/80 [S2:+mat]:   7%|▎   | 33/453 [00:18<03:34,  1.96it/s, loss=0.591, pair=0.003, adv=5.537, sprd=0.019]
Ep 031/80 [S2:+mat]:   7%|▎   | 33/453 [00:18<03:34,  1.96it/s, loss=0.582, pair=0.000, adv=4.516, sprd=0.021]
Ep 031/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:23,  2.06it/s, loss=0.582, pair=0.000, adv=4.516, sprd=0.021]
Ep 031/80 [S2:+mat]:   8%|▎   | 34/453 [00:19<03:23,  2.06it/s, loss=0.631, pair=0.000, adv=4.241, sprd=0.028]
Ep 031/80 [S2:+mat]:   8%|▎   | 35/453 [00:19<03:33,  1.96it/s, loss=0.631, pair=0.000, adv=4.241, sprd=0.028]
Ep 031/80 [S2:+mat]:   8%|▎   | 35/453 [00:19<03:33,  1.96it/s, loss=0.558, pair=0.000, adv=4.309, sprd=0.015]
Ep 031/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:17,  2.11it/s, loss=0.558, pair=0.000, adv=4.309, sprd=0.015]
Ep 031/80 [S2:+mat]:   8%|▎   | 36/453 [00:20<03:17,  2.11it/s, loss=0.650, pair=0.011, adv=6.127, sprd=0.018]
Ep 031/80 [S2:+mat]:   8%|▎   | 37/453 [00:20<03:24,  2.03it/s, loss=0.650, pair=0.011, adv=6.127, sprd=0.018]
Ep 031/80 [S2:+mat]:   8%|▎   | 37/453 [00:20<03:24,  2.03it/s, loss=0.563, pair=0.004, adv=5.379, sprd=0.014]
Ep 031/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:12,  2.16it/s, loss=0.563, pair=0.004, adv=5.379, sprd=0.014]
Ep 031/80 [S2:+mat]:   8%|▎   | 38/453 [00:21<03:12,  2.16it/s, loss=0.601, pair=0.000, adv=4.834, sprd=0.023]
Ep 031/80 [S2:+mat]:   9%|▎   | 39/453 [00:21<03:22,  2.05it/s, loss=0.601, pair=0.000, adv=4.834, sprd=0.023]
Ep 031/80 [S2:+mat]:   9%|▎   | 39/453 [00:21<03:22,  2.05it/s, loss=0.654, pair=0.125, adv=5.782, sprd=0.024]
Ep 031/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:12,  2.15it/s, loss=0.654, pair=0.125, adv=5.782, sprd=0.024]
Ep 031/80 [S2:+mat]:   9%|▎   | 40/453 [00:22<03:12,  2.15it/s, loss=0.600, pair=0.000, adv=4.117, sprd=0.021]
Ep 031/80 [S2:+mat]:   9%|▎   | 41/453 [00:22<03:20,  2.05it/s, loss=0.600, pair=0.000, adv=4.117, sprd=0.021]
Ep 031/80 [S2:+mat]:   9%|▎   | 41/453 [00:22<03:20,  2.05it/s, loss=0.627, pair=0.003, adv=5.641, sprd=0.026]
Ep 031/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:12,  2.13it/s, loss=0.627, pair=0.003, adv=5.641, sprd=0.026]
Ep 031/80 [S2:+mat]:   9%|▎   | 42/453 [00:23<03:12,  2.13it/s, loss=0.606, pair=0.003, adv=5.133, sprd=0.022]
Ep 031/80 [S2:+mat]:   9%|▍   | 43/453 [00:23<03:21,  2.03it/s, loss=0.606, pair=0.003, adv=5.133, sprd=0.022]
Ep 031/80 [S2:+mat]:   9%|▍   | 43/453 [00:23<03:21,  2.03it/s, loss=0.626, pair=0.001, adv=4.351, sprd=0.022]
Ep 031/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:09,  2.16it/s, loss=0.626, pair=0.001, adv=4.351, sprd=0.022]
Ep 031/80 [S2:+mat]:  10%|▍   | 44/453 [00:24<03:09,  2.16it/s, loss=0.614, pair=0.001, adv=5.264, sprd=0.026]
Ep 031/80 [S2:+mat]:  10%|▍   | 45/453 [00:24<03:19,  2.04it/s, loss=0.614, pair=0.001, adv=5.264, sprd=0.026]
Ep 031/80 [S2:+mat]:  10%|▍   | 45/453 [00:24<03:19,  2.04it/s, loss=0.564, pair=0.001, adv=4.656, sprd=0.014]
Ep 031/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:05,  2.19it/s, loss=0.564, pair=0.001, adv=4.656, sprd=0.014]
Ep 031/80 [S2:+mat]:  10%|▍   | 46/453 [00:25<03:05,  2.19it/s, loss=0.568, pair=0.001, adv=4.121, sprd=0.018]
Ep 031/80 [S2:+mat]:  10%|▍   | 47/453 [00:25<03:13,  2.10it/s, loss=0.568, pair=0.001, adv=4.121, sprd=0.018]
Ep 031/80 [S2:+mat]:  10%|▍   | 47/453 [00:25<03:13,  2.10it/s, loss=0.621, pair=0.012, adv=3.233, sprd=0.028]
Ep 031/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:06,  2.18it/s, loss=0.621, pair=0.012, adv=3.233, sprd=0.028]
Ep 031/80 [S2:+mat]:  11%|▍   | 48/453 [00:26<03:06,  2.18it/s, loss=0.583, pair=0.002, adv=5.132, sprd=0.017]
Ep 031/80 [S2:+mat]:  11%|▍   | 49/453 [00:26<03:13,  2.09it/s, loss=0.583, pair=0.002, adv=5.132, sprd=0.017]
Ep 031/80 [S2:+mat]:  11%|▍   | 49/453 [00:26<03:13,  2.09it/s, loss=0.595, pair=0.001, adv=5.256, sprd=0.024]
Ep 031/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:07,  2.15it/s, loss=0.595, pair=0.001, adv=5.256, sprd=0.024]
Ep 031/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:07,  2.15it/s, loss=0.596, pair=0.003, adv=5.440, sprd=0.018]
Ep 031/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:11,  2.10it/s, loss=0.596, pair=0.003, adv=5.440, sprd=0.018]
Ep 031/80 [S2:+mat]:  11%|▍   | 51/453 [00:27<03:11,  2.10it/s, loss=0.600, pair=0.009, adv=5.236, sprd=0.022]
Ep 031/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:04,  2.17it/s, loss=0.600, pair=0.009, adv=5.236, sprd=0.022]
Ep 031/80 [S2:+mat]:  11%|▍   | 52/453 [00:28<03:04,  2.17it/s, loss=0.539, pair=0.004, adv=5.695, sprd=0.011]
Ep 031/80 [S2:+mat]:  12%|▍   | 53/453 [00:28<03:24,  1.96it/s, loss=0.539, pair=0.004, adv=5.695, sprd=0.011]
Ep 031/80 [S2:+mat]:  12%|▍   | 53/453 [00:28<03:24,  1.96it/s, loss=0.607, pair=0.001, adv=4.769, sprd=0.024]
Ep 031/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:13,  2.07it/s, loss=0.607, pair=0.001, adv=4.769, sprd=0.024]
Ep 031/80 [S2:+mat]:  12%|▍   | 54/453 [00:29<03:13,  2.07it/s, loss=0.627, pair=0.005, adv=5.480, sprd=0.029]
Ep 031/80 [S2:+mat]:  12%|▍   | 55/453 [00:29<03:21,  1.98it/s, loss=0.627, pair=0.005, adv=5.480, sprd=0.029]
Ep 031/80 [S2:+mat]:  12%|▍   | 55/453 [00:29<03:21,  1.98it/s, loss=0.601, pair=0.007, adv=5.119, sprd=0.024]
Ep 031/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:10,  2.08it/s, loss=0.601, pair=0.007, adv=5.119, sprd=0.024]
Ep 031/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:10,  2.08it/s, loss=0.565, pair=0.000, adv=6.420, sprd=0.015]
Ep 031/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:14,  2.04it/s, loss=0.565, pair=0.000, adv=6.420, sprd=0.015]
Ep 031/80 [S2:+mat]:  13%|▌   | 57/453 [00:30<03:14,  2.04it/s, loss=0.633, pair=0.000, adv=4.017, sprd=0.025]
Ep 031/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:03,  2.15it/s, loss=0.633, pair=0.000, adv=4.017, sprd=0.025]
Ep 031/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:03,  2.15it/s, loss=0.604, pair=0.000, adv=3.576, sprd=0.021]
Ep 031/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:10,  2.07it/s, loss=0.604, pair=0.000, adv=3.576, sprd=0.021]
Ep 031/80 [S2:+mat]:  13%|▌   | 59/453 [00:31<03:10,  2.07it/s, loss=0.595, pair=0.004, adv=7.502, sprd=0.019]
Ep 031/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:00,  2.17it/s, loss=0.595, pair=0.004, adv=7.502, sprd=0.019]
Ep 031/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:00,  2.17it/s, loss=0.589, pair=0.004, adv=3.931, sprd=0.022]
Ep 031/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:08,  2.08it/s, loss=0.589, pair=0.004, adv=3.931, sprd=0.022]
Ep 031/80 [S2:+mat]:  13%|▌   | 61/453 [00:32<03:08,  2.08it/s, loss=0.623, pair=0.001, adv=4.848, sprd=0.027]
Ep 031/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:01,  2.16it/s, loss=0.623, pair=0.001, adv=4.848, sprd=0.027]
Ep 031/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:01,  2.16it/s, loss=0.593, pair=0.002, adv=3.370, sprd=0.022]
Ep 031/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:10,  2.05it/s, loss=0.593, pair=0.002, adv=3.370, sprd=0.022]
Ep 031/80 [S2:+mat]:  14%|▌   | 63/453 [00:33<03:10,  2.05it/s, loss=0.615, pair=0.007, adv=4.981, sprd=0.017]
Ep 031/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<02:56,  2.20it/s, loss=0.615, pair=0.007, adv=4.981, sprd=0.017]
Ep 031/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<02:56,  2.20it/s, loss=0.589, pair=0.003, adv=4.939, sprd=0.019]
Ep 031/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:05,  2.09it/s, loss=0.589, pair=0.003, adv=4.939, sprd=0.019]
Ep 031/80 [S2:+mat]:  14%|▌   | 65/453 [00:34<03:05,  2.09it/s, loss=0.557, pair=0.002, adv=5.652, sprd=0.013]
Ep 031/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<02:55,  2.21it/s, loss=0.557, pair=0.002, adv=5.652, sprd=0.013]
Ep 031/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<02:55,  2.21it/s, loss=0.596, pair=0.000, adv=4.832, sprd=0.019]
Ep 031/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:04,  2.09it/s, loss=0.596, pair=0.000, adv=4.832, sprd=0.019]
Ep 031/80 [S2:+mat]:  15%|▌   | 67/453 [00:35<03:04,  2.09it/s, loss=0.561, pair=0.000, adv=6.277, sprd=0.015]
Ep 031/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<02:57,  2.17it/s, loss=0.561, pair=0.000, adv=6.277, sprd=0.015]
Ep 031/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<02:57,  2.17it/s, loss=0.607, pair=0.006, adv=4.293, sprd=0.023]
Ep 031/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:04,  2.08it/s, loss=0.607, pair=0.006, adv=4.293, sprd=0.023]
Ep 031/80 [S2:+mat]:  15%|▌   | 69/453 [00:36<03:04,  2.08it/s, loss=0.567, pair=0.011, adv=4.514, sprd=0.017]
Ep 031/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<02:57,  2.16it/s, loss=0.567, pair=0.011, adv=4.514, sprd=0.017]
Ep 031/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<02:57,  2.16it/s, loss=0.630, pair=0.009, adv=5.710, sprd=0.022]
Ep 031/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=0.630, pair=0.009, adv=5.710, sprd=0.022]
Ep 031/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=0.583, pair=0.000, adv=6.009, sprd=0.019]
Ep 031/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:56,  2.16it/s, loss=0.583, pair=0.000, adv=6.009, sprd=0.019]
Ep 031/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<02:56,  2.16it/s, loss=0.593, pair=0.000, adv=5.078, sprd=0.020]
Ep 031/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:03,  2.08it/s, loss=0.593, pair=0.000, adv=5.078, sprd=0.020]
Ep 031/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:03,  2.08it/s, loss=0.543, pair=0.000, adv=6.122, sprd=0.012]
Ep 031/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:53,  2.18it/s, loss=0.543, pair=0.000, adv=6.122, sprd=0.012]
Ep 031/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<02:53,  2.18it/s, loss=0.593, pair=0.001, adv=4.347, sprd=0.018]
Ep 031/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<02:58,  2.12it/s, loss=0.593, pair=0.001, adv=4.347, sprd=0.018]
Ep 031/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<02:58,  2.12it/s, loss=0.594, pair=0.003, adv=6.492, sprd=0.020]
Ep 031/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:51,  2.20it/s, loss=0.594, pair=0.003, adv=6.492, sprd=0.020]
Ep 031/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<02:51,  2.20it/s, loss=0.605, pair=0.000, adv=4.627, sprd=0.023]
Ep 031/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<02:58,  2.10it/s, loss=0.605, pair=0.000, adv=4.627, sprd=0.023]
Ep 031/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<02:58,  2.10it/s, loss=0.605, pair=0.000, adv=5.090, sprd=0.021]
Ep 031/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:50,  2.21it/s, loss=0.605, pair=0.000, adv=5.090, sprd=0.021]
Ep 031/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<02:50,  2.21it/s, loss=0.591, pair=0.001, adv=5.531, sprd=0.018]
Ep 031/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<02:57,  2.10it/s, loss=0.591, pair=0.001, adv=5.531, sprd=0.018]
Ep 031/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<02:57,  2.10it/s, loss=0.602, pair=0.000, adv=4.725, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:50,  2.19it/s, loss=0.602, pair=0.000, adv=4.725, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 80/453 [00:41<02:50,  2.19it/s, loss=0.606, pair=0.000, adv=4.625, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:56,  2.10it/s, loss=0.606, pair=0.000, adv=4.625, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<02:56,  2.10it/s, loss=0.631, pair=0.002, adv=7.362, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:58,  2.08it/s, loss=0.631, pair=0.002, adv=7.362, sprd=0.021]
Ep 031/80 [S2:+mat]:  18%|▋   | 82/453 [00:42<02:58,  2.08it/s, loss=0.600, pair=0.000, adv=4.823, sprd=0.023]
Ep 031/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:04,  2.00it/s, loss=0.600, pair=0.000, adv=4.823, sprd=0.023]
Ep 031/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:04,  2.00it/s, loss=0.583, pair=0.000, adv=4.741, sprd=0.019]
Ep 031/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:54,  2.11it/s, loss=0.583, pair=0.000, adv=4.741, sprd=0.019]
Ep 031/80 [S2:+mat]:  19%|▋   | 84/453 [00:43<02:54,  2.11it/s, loss=0.580, pair=0.004, adv=6.141, sprd=0.016]
Ep 031/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:00,  2.04it/s, loss=0.580, pair=0.004, adv=6.141, sprd=0.016]
Ep 031/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:00,  2.04it/s, loss=0.606, pair=0.003, adv=5.205, sprd=0.024]
Ep 031/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:52,  2.13it/s, loss=0.606, pair=0.003, adv=5.205, sprd=0.024]
Ep 031/80 [S2:+mat]:  19%|▊   | 86/453 [00:44<02:52,  2.13it/s, loss=0.563, pair=0.003, adv=3.957, sprd=0.016]
Ep 031/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<02:56,  2.07it/s, loss=0.563, pair=0.003, adv=3.957, sprd=0.016]
Ep 031/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<02:56,  2.07it/s, loss=0.608, pair=0.001, adv=3.519, sprd=0.024]
Ep 031/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:49,  2.16it/s, loss=0.608, pair=0.001, adv=3.519, sprd=0.024]
Ep 031/80 [S2:+mat]:  19%|▊   | 88/453 [00:45<02:49,  2.16it/s, loss=0.624, pair=0.002, adv=4.782, sprd=0.028]
Ep 031/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:57,  2.05it/s, loss=0.624, pair=0.002, adv=4.782, sprd=0.028]
Ep 031/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:57,  2.05it/s, loss=0.583, pair=0.003, adv=6.250, sprd=0.014]
Ep 031/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:45,  2.20it/s, loss=0.583, pair=0.003, adv=6.250, sprd=0.014]
Ep 031/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:45,  2.20it/s, loss=0.655, pair=0.004, adv=3.357, sprd=0.033]
Ep 031/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:53,  2.09it/s, loss=0.655, pair=0.004, adv=3.357, sprd=0.033]
Ep 031/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<02:53,  2.09it/s, loss=0.606, pair=0.000, adv=5.418, sprd=0.023]
Ep 031/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:46,  2.17it/s, loss=0.606, pair=0.000, adv=5.418, sprd=0.023]
Ep 031/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:46,  2.17it/s, loss=0.567, pair=0.002, adv=5.287, sprd=0.016]
Ep 031/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:52,  2.08it/s, loss=0.567, pair=0.002, adv=5.287, sprd=0.016]
Ep 031/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:52,  2.08it/s, loss=0.606, pair=0.000, adv=3.975, sprd=0.026]
Ep 031/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:47,  2.14it/s, loss=0.606, pair=0.000, adv=3.975, sprd=0.026]
Ep 031/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:47,  2.14it/s, loss=0.571, pair=0.000, adv=3.421, sprd=0.018]
Ep 031/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:52,  2.08it/s, loss=0.571, pair=0.000, adv=3.421, sprd=0.018]
Ep 031/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:52,  2.08it/s, loss=0.603, pair=0.000, adv=4.759, sprd=0.022]
Ep 031/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:44,  2.17it/s, loss=0.603, pair=0.000, adv=4.759, sprd=0.022]
Ep 031/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:44,  2.17it/s, loss=1.352, pair=2.469, adv=4.952, sprd=0.024]
Ep 031/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:52,  2.07it/s, loss=1.352, pair=2.469, adv=4.952, sprd=0.024]
Ep 031/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<02:52,  2.07it/s, loss=0.554, pair=0.001, adv=5.483, sprd=0.015]
Ep 031/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:44,  2.15it/s, loss=0.554, pair=0.001, adv=5.483, sprd=0.015]
Ep 031/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:44,  2.15it/s, loss=0.631, pair=0.004, adv=3.700, sprd=0.029]
Ep 031/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:52,  2.05it/s, loss=0.631, pair=0.004, adv=3.700, sprd=0.029]
Ep 031/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<02:52,  2.05it/s, loss=0.574, pair=0.005, adv=2.978, sprd=0.021]
Ep 031/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:43,  2.16it/s, loss=0.574, pair=0.005, adv=2.978, sprd=0.021]
Ep 031/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:43,  2.16it/s, loss=0.590, pair=0.001, adv=5.022, sprd=0.019]
Ep 031/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:58,  1.97it/s, loss=0.590, pair=0.001, adv=5.022, sprd=0.019]
Ep 031/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:58,  1.97it/s, loss=0.624, pair=0.000, adv=4.313, sprd=0.025]
Ep 031/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:52,  2.04it/s, loss=0.624, pair=0.000, adv=4.313, sprd=0.025]
Ep 031/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:52,  2.04it/s, loss=0.613, pair=0.001, adv=4.110, sprd=0.024]
Ep 031/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<03:06,  1.87it/s, loss=0.613, pair=0.001, adv=4.110, sprd=0.024]
Ep 031/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<03:06,  1.87it/s, loss=0.597, pair=0.000, adv=4.958, sprd=0.018]
Ep 031/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:55,  1.99it/s, loss=0.597, pair=0.000, adv=4.958, sprd=0.018]
Ep 031/80 [S2:+mat]:  23%|▋  | 104/453 [00:53<02:55,  1.99it/s, loss=0.632, pair=0.002, adv=3.831, sprd=0.025]
Ep 031/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:18,  1.76it/s, loss=0.632, pair=0.002, adv=3.831, sprd=0.025]
Ep 031/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:18,  1.76it/s, loss=0.638, pair=0.005, adv=6.719, sprd=0.027]
Ep 031/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<03:05,  1.87it/s, loss=0.638, pair=0.005, adv=6.719, sprd=0.027]
Ep 031/80 [S2:+mat]:  23%|▋  | 106/453 [00:54<03:05,  1.87it/s, loss=0.605, pair=0.002, adv=5.321, sprd=0.022]
Ep 031/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:14,  1.78it/s, loss=0.605, pair=0.002, adv=5.321, sprd=0.022]
Ep 031/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:14,  1.78it/s, loss=0.612, pair=0.000, adv=5.847, sprd=0.018]
Ep 031/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:58,  1.93it/s, loss=0.612, pair=0.000, adv=5.847, sprd=0.018]
Ep 031/80 [S2:+mat]:  24%|▋  | 108/453 [00:55<02:58,  1.93it/s, loss=0.548, pair=0.000, adv=6.529, sprd=0.014]
Ep 031/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:07,  1.84it/s, loss=0.548, pair=0.000, adv=6.529, sprd=0.014]
Ep 031/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:07,  1.84it/s, loss=0.579, pair=0.000, adv=2.987, sprd=0.026]
Ep 031/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:57,  1.94it/s, loss=0.579, pair=0.000, adv=2.987, sprd=0.026]
Ep 031/80 [S2:+mat]:  24%|▋  | 110/453 [00:56<02:57,  1.94it/s, loss=0.611, pair=0.000, adv=4.298, sprd=0.021]
Ep 031/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:07,  1.82it/s, loss=0.611, pair=0.000, adv=4.298, sprd=0.021]
Ep 031/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:07,  1.82it/s, loss=0.625, pair=0.000, adv=6.094, sprd=0.025]
Ep 031/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:57,  1.93it/s, loss=0.625, pair=0.000, adv=6.094, sprd=0.025]
Ep 031/80 [S2:+mat]:  25%|▋  | 112/453 [00:57<02:57,  1.93it/s, loss=0.591, pair=0.000, adv=5.382, sprd=0.023]
Ep 031/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<03:06,  1.82it/s, loss=0.591, pair=0.000, adv=5.382, sprd=0.023]
Ep 031/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<03:06,  1.82it/s, loss=0.574, pair=0.001, adv=3.926, sprd=0.018]
Ep 031/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:55,  1.93it/s, loss=0.574, pair=0.001, adv=3.926, sprd=0.018]
Ep 031/80 [S2:+mat]:  25%|▊  | 114/453 [00:58<02:55,  1.93it/s, loss=0.589, pair=0.001, adv=5.487, sprd=0.019]
Ep 031/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<03:04,  1.83it/s, loss=0.589, pair=0.001, adv=5.487, sprd=0.019]
Ep 031/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<03:04,  1.83it/s, loss=0.608, pair=0.000, adv=5.599, sprd=0.021]
Ep 031/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:52,  1.96it/s, loss=0.608, pair=0.000, adv=5.599, sprd=0.021]
Ep 031/80 [S2:+mat]:  26%|▊  | 116/453 [00:59<02:52,  1.96it/s, loss=0.588, pair=0.001, adv=5.309, sprd=0.020]
Ep 031/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<03:05,  1.81it/s, loss=0.588, pair=0.001, adv=5.309, sprd=0.020]
Ep 031/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<03:05,  1.81it/s, loss=0.569, pair=0.004, adv=5.130, sprd=0.015]
Ep 031/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:51,  1.95it/s, loss=0.569, pair=0.004, adv=5.130, sprd=0.015]
Ep 031/80 [S2:+mat]:  26%|▊  | 118/453 [01:00<02:51,  1.95it/s, loss=0.629, pair=0.001, adv=5.179, sprd=0.026]
Ep 031/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<03:02,  1.83it/s, loss=0.629, pair=0.001, adv=5.179, sprd=0.026]
Ep 031/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<03:02,  1.83it/s, loss=0.619, pair=0.002, adv=4.715, sprd=0.025]
Ep 031/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:52,  1.93it/s, loss=0.619, pair=0.002, adv=4.715, sprd=0.025]
Ep 031/80 [S2:+mat]:  26%|▊  | 120/453 [01:01<02:52,  1.93it/s, loss=0.569, pair=0.002, adv=4.052, sprd=0.018]
Ep 031/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<03:03,  1.81it/s, loss=0.569, pair=0.002, adv=4.052, sprd=0.018]
Ep 031/80 [S2:+mat]:  27%|▊  | 121/453 [01:02<03:03,  1.81it/s, loss=0.614, pair=0.001, adv=6.534, sprd=0.028]
Ep 031/80 [S2:+mat]:  27%|▊  | 122/453 [01:02<02:54,  1.90it/s, loss=0.614, pair=0.001, adv=6.534, sprd=0.028]
Ep 031/80 [S2:+mat]:  27%|▊  | 122/453 [01:02<02:54,  1.90it/s, loss=0.631, pair=0.002, adv=4.166, sprd=0.027]
Ep 031/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<03:04,  1.79it/s, loss=0.631, pair=0.002, adv=4.166, sprd=0.027]
Ep 031/80 [S2:+mat]:  27%|▊  | 123/453 [01:03<03:04,  1.79it/s, loss=0.609, pair=0.011, adv=3.417, sprd=0.023]
Ep 031/80 [S2:+mat]:  27%|▊  | 124/453 [01:03<02:52,  1.90it/s, loss=0.609, pair=0.011, adv=3.417, sprd=0.023]
Ep 031/80 [S2:+mat]:  27%|▊  | 124/453 [01:03<02:52,  1.90it/s, loss=0.573, pair=0.004, adv=5.285, sprd=0.019]
Ep 031/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<03:04,  1.78it/s, loss=0.573, pair=0.004, adv=5.285, sprd=0.019]
Ep 031/80 [S2:+mat]:  28%|▊  | 125/453 [01:04<03:04,  1.78it/s, loss=0.538, pair=0.000, adv=4.460, sprd=0.012]
Ep 031/80 [S2:+mat]:  28%|▊  | 126/453 [01:04<02:50,  1.91it/s, loss=0.538, pair=0.000, adv=4.460, sprd=0.012]
Ep 031/80 [S2:+mat]:  28%|▊  | 126/453 [01:04<02:50,  1.91it/s, loss=0.538, pair=0.001, adv=6.158, sprd=0.012]
Ep 031/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:56,  1.84it/s, loss=0.538, pair=0.001, adv=6.158, sprd=0.012]
Ep 031/80 [S2:+mat]:  28%|▊  | 127/453 [01:05<02:56,  1.84it/s, loss=0.577, pair=0.002, adv=4.665, sprd=0.017]
Ep 031/80 [S2:+mat]:  28%|▊  | 128/453 [01:05<02:45,  1.96it/s, loss=0.577, pair=0.002, adv=4.665, sprd=0.017]
Ep 031/80 [S2:+mat]:  28%|▊  | 128/453 [01:05<02:45,  1.96it/s, loss=0.615, pair=0.002, adv=5.663, sprd=0.024]
Ep 031/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:56,  1.83it/s, loss=0.615, pair=0.002, adv=5.663, sprd=0.024]
Ep 031/80 [S2:+mat]:  28%|▊  | 129/453 [01:06<02:56,  1.83it/s, loss=0.640, pair=0.000, adv=6.405, sprd=0.030]
Ep 031/80 [S2:+mat]:  29%|▊  | 130/453 [01:06<02:47,  1.93it/s, loss=0.640, pair=0.000, adv=6.405, sprd=0.030]
Ep 031/80 [S2:+mat]:  29%|▊  | 130/453 [01:06<02:47,  1.93it/s, loss=0.596, pair=0.002, adv=4.870, sprd=0.021]
Ep 031/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:48,  1.91it/s, loss=0.596, pair=0.002, adv=4.870, sprd=0.021]
Ep 031/80 [S2:+mat]:  29%|▊  | 131/453 [01:07<02:48,  1.91it/s, loss=0.611, pair=0.000, adv=6.051, sprd=0.026]
Ep 031/80 [S2:+mat]:  29%|▊  | 132/453 [01:07<02:39,  2.02it/s, loss=0.611, pair=0.000, adv=6.051, sprd=0.026]
Ep 031/80 [S2:+mat]:  29%|▊  | 132/453 [01:07<02:39,  2.02it/s, loss=0.583, pair=0.000, adv=6.197, sprd=0.020]
Ep 031/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:52,  1.85it/s, loss=0.583, pair=0.000, adv=6.197, sprd=0.020]
Ep 031/80 [S2:+mat]:  29%|▉  | 133/453 [01:08<02:52,  1.85it/s, loss=0.579, pair=0.003, adv=4.325, sprd=0.017]
Ep 031/80 [S2:+mat]:  30%|▉  | 134/453 [01:08<02:39,  2.00it/s, loss=0.579, pair=0.003, adv=4.325, sprd=0.017]
Ep 031/80 [S2:+mat]:  30%|▉  | 134/453 [01:08<02:39,  2.00it/s, loss=0.639, pair=0.007, adv=4.915, sprd=0.027]
Ep 031/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:44,  1.93it/s, loss=0.639, pair=0.007, adv=4.915, sprd=0.027]
Ep 031/80 [S2:+mat]:  30%|▉  | 135/453 [01:09<02:44,  1.93it/s, loss=0.583, pair=0.002, adv=5.385, sprd=0.022]
Ep 031/80 [S2:+mat]:  30%|▉  | 136/453 [01:09<02:35,  2.03it/s, loss=0.583, pair=0.002, adv=5.385, sprd=0.022]
Ep 031/80 [S2:+mat]:  30%|▉  | 136/453 [01:09<02:35,  2.03it/s, loss=0.685, pair=0.003, adv=5.047, sprd=0.020]
Ep 031/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:35,  2.03it/s, loss=0.685, pair=0.003, adv=5.047, sprd=0.020]
Ep 031/80 [S2:+mat]:  30%|▉  | 137/453 [01:10<02:35,  2.03it/s, loss=0.594, pair=0.000, adv=4.794, sprd=0.021]
Ep 031/80 [S2:+mat]:  30%|▉  | 138/453 [01:10<02:27,  2.14it/s, loss=0.594, pair=0.000, adv=4.794, sprd=0.021]
Ep 031/80 [S2:+mat]:  30%|▉  | 138/453 [01:10<02:27,  2.14it/s, loss=0.614, pair=0.000, adv=6.649, sprd=0.021]
Ep 031/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:33,  2.05it/s, loss=0.614, pair=0.000, adv=6.649, sprd=0.021]
Ep 031/80 [S2:+mat]:  31%|▉  | 139/453 [01:11<02:33,  2.05it/s, loss=0.571, pair=0.002, adv=4.140, sprd=0.016]
Ep 031/80 [S2:+mat]:  31%|▉  | 140/453 [01:11<02:23,  2.18it/s, loss=0.571, pair=0.002, adv=4.140, sprd=0.016]
Ep 031/80 [S2:+mat]:  31%|▉  | 140/453 [01:11<02:23,  2.18it/s, loss=1.001, pair=1.370, adv=4.373, sprd=0.018]
Ep 031/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:26,  2.13it/s, loss=1.001, pair=1.370, adv=4.373, sprd=0.018]
Ep 031/80 [S2:+mat]:  31%|▉  | 141/453 [01:12<02:26,  2.13it/s, loss=0.599, pair=0.001, adv=5.505, sprd=0.024]
Ep 031/80 [S2:+mat]:  31%|▉  | 142/453 [01:12<02:22,  2.18it/s, loss=0.599, pair=0.001, adv=5.505, sprd=0.024]
Ep 031/80 [S2:+mat]:  31%|▉  | 142/453 [01:12<02:22,  2.18it/s, loss=0.624, pair=0.002, adv=3.634, sprd=0.024]
Ep 031/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:28,  2.08it/s, loss=0.624, pair=0.002, adv=3.634, sprd=0.024]
Ep 031/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:28,  2.08it/s, loss=0.569, pair=0.000, adv=4.591, sprd=0.017]
Ep 031/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:21,  2.18it/s, loss=0.569, pair=0.000, adv=4.591, sprd=0.017]
Ep 031/80 [S2:+mat]:  32%|▉  | 144/453 [01:13<02:21,  2.18it/s, loss=0.595, pair=0.008, adv=5.375, sprd=0.020]
Ep 031/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:28,  2.08it/s, loss=0.595, pair=0.008, adv=5.375, sprd=0.020]
Ep 031/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:28,  2.08it/s, loss=0.624, pair=0.000, adv=4.899, sprd=0.027]
Ep 031/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:22,  2.15it/s, loss=0.624, pair=0.000, adv=4.899, sprd=0.027]
Ep 031/80 [S2:+mat]:  32%|▉  | 146/453 [01:14<02:22,  2.15it/s, loss=0.597, pair=0.000, adv=4.759, sprd=0.024]
Ep 031/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:31,  2.03it/s, loss=0.597, pair=0.000, adv=4.759, sprd=0.024]
Ep 031/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:31,  2.03it/s, loss=0.620, pair=0.004, adv=4.489, sprd=0.023]
Ep 031/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:22,  2.14it/s, loss=0.620, pair=0.004, adv=4.489, sprd=0.023]
Ep 031/80 [S2:+mat]:  33%|▉  | 148/453 [01:15<02:22,  2.14it/s, loss=0.631, pair=0.001, adv=6.141, sprd=0.025]
Ep 031/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:30,  2.02it/s, loss=0.631, pair=0.001, adv=6.141, sprd=0.025]
Ep 031/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:30,  2.02it/s, loss=0.676, pair=0.230, adv=4.782, sprd=0.025]
Ep 031/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:23,  2.11it/s, loss=0.676, pair=0.230, adv=4.782, sprd=0.025]
Ep 031/80 [S2:+mat]:  33%|▉  | 150/453 [01:16<02:23,  2.11it/s, loss=0.572, pair=0.001, adv=6.266, sprd=0.017]
Ep 031/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:29,  2.02it/s, loss=0.572, pair=0.001, adv=6.266, sprd=0.017]
Ep 031/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:29,  2.02it/s, loss=0.587, pair=0.001, adv=3.356, sprd=0.019]
Ep 031/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:20,  2.15it/s, loss=0.587, pair=0.001, adv=3.356, sprd=0.019]
Ep 031/80 [S2:+mat]:  34%|█  | 152/453 [01:17<02:20,  2.15it/s, loss=0.584, pair=0.002, adv=3.941, sprd=0.021]
Ep 031/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:27,  2.04it/s, loss=0.584, pair=0.002, adv=3.941, sprd=0.021]
Ep 031/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:27,  2.04it/s, loss=0.548, pair=0.002, adv=7.320, sprd=0.011]
Ep 031/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:16,  2.19it/s, loss=0.548, pair=0.002, adv=7.320, sprd=0.011]
Ep 031/80 [S2:+mat]:  34%|█  | 154/453 [01:18<02:16,  2.19it/s, loss=0.677, pair=0.004, adv=4.413, sprd=0.036]
Ep 031/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:23,  2.07it/s, loss=0.677, pair=0.004, adv=4.413, sprd=0.036]
Ep 031/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:23,  2.07it/s, loss=0.613, pair=0.000, adv=4.053, sprd=0.022]
Ep 031/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:16,  2.17it/s, loss=0.613, pair=0.000, adv=4.053, sprd=0.022]
Ep 031/80 [S2:+mat]:  34%|█  | 156/453 [01:19<02:16,  2.17it/s, loss=0.621, pair=0.004, adv=5.622, sprd=0.028]
Ep 031/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:25,  2.03it/s, loss=0.621, pair=0.004, adv=5.622, sprd=0.028]
Ep 031/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:25,  2.03it/s, loss=0.643, pair=0.006, adv=4.229, sprd=0.027]
Ep 031/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:18,  2.13it/s, loss=0.643, pair=0.006, adv=4.229, sprd=0.027]
Ep 031/80 [S2:+mat]:  35%|█  | 158/453 [01:20<02:18,  2.13it/s, loss=0.594, pair=0.003, adv=4.326, sprd=0.020]
Ep 031/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:22,  2.07it/s, loss=0.594, pair=0.003, adv=4.326, sprd=0.020]
Ep 031/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:22,  2.07it/s, loss=0.556, pair=0.001, adv=4.475, sprd=0.013]
Ep 031/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:13,  2.19it/s, loss=0.556, pair=0.001, adv=4.475, sprd=0.013]
Ep 031/80 [S2:+mat]:  35%|█  | 160/453 [01:21<02:13,  2.19it/s, loss=0.614, pair=0.001, adv=3.750, sprd=0.014]
Ep 031/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:27,  1.98it/s, loss=0.614, pair=0.001, adv=3.750, sprd=0.014]
Ep 031/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:27,  1.98it/s, loss=0.618, pair=0.000, adv=5.496, sprd=0.025]
Ep 031/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:19,  2.08it/s, loss=0.618, pair=0.000, adv=5.496, sprd=0.025]
Ep 031/80 [S2:+mat]:  36%|█  | 162/453 [01:22<02:19,  2.08it/s, loss=0.598, pair=0.002, adv=5.089, sprd=0.021]
Ep 031/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:23,  2.03it/s, loss=0.598, pair=0.002, adv=5.089, sprd=0.021]
Ep 031/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:23,  2.03it/s, loss=0.580, pair=0.000, adv=4.559, sprd=0.018]
Ep 031/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:15,  2.13it/s, loss=0.580, pair=0.000, adv=4.559, sprd=0.018]
Ep 031/80 [S2:+mat]:  36%|█  | 164/453 [01:23<02:15,  2.13it/s, loss=0.579, pair=0.007, adv=5.719, sprd=0.018]
Ep 031/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:21,  2.03it/s, loss=0.579, pair=0.007, adv=5.719, sprd=0.018]
Ep 031/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:21,  2.03it/s, loss=0.685, pair=0.020, adv=4.407, sprd=0.040]
Ep 031/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:16,  2.10it/s, loss=0.685, pair=0.020, adv=4.407, sprd=0.040]
Ep 031/80 [S2:+mat]:  37%|█  | 166/453 [01:24<02:16,  2.10it/s, loss=0.563, pair=0.002, adv=4.529, sprd=0.016]
Ep 031/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:21,  2.02it/s, loss=0.563, pair=0.002, adv=4.529, sprd=0.016]
Ep 031/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:21,  2.02it/s, loss=0.532, pair=0.004, adv=2.712, sprd=0.018]
Ep 031/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:11,  2.17it/s, loss=0.532, pair=0.004, adv=2.712, sprd=0.018]
Ep 031/80 [S2:+mat]:  37%|█  | 168/453 [01:25<02:11,  2.17it/s, loss=0.602, pair=0.002, adv=3.910, sprd=0.019]
Ep 031/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:15,  2.10it/s, loss=0.602, pair=0.002, adv=3.910, sprd=0.019]
Ep 031/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:15,  2.10it/s, loss=0.598, pair=0.005, adv=5.058, sprd=0.021]
Ep 031/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:09,  2.19it/s, loss=0.598, pair=0.005, adv=5.058, sprd=0.021]
Ep 031/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:09,  2.19it/s, loss=0.554, pair=0.002, adv=4.261, sprd=0.015]
Ep 031/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:14,  2.10it/s, loss=0.554, pair=0.002, adv=4.261, sprd=0.015]
Ep 031/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:14,  2.10it/s, loss=0.605, pair=0.000, adv=5.781, sprd=0.023]
Ep 031/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:09,  2.18it/s, loss=0.605, pair=0.000, adv=5.781, sprd=0.023]
Ep 031/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:09,  2.18it/s, loss=0.612, pair=0.000, adv=4.332, sprd=0.023]
Ep 031/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:15,  2.06it/s, loss=0.612, pair=0.000, adv=4.332, sprd=0.023]
Ep 031/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:15,  2.06it/s, loss=0.651, pair=0.000, adv=4.367, sprd=0.032]
Ep 031/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:10,  2.14it/s, loss=0.651, pair=0.000, adv=4.367, sprd=0.032]
Ep 031/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:10,  2.14it/s, loss=0.573, pair=0.000, adv=3.707, sprd=0.017]
Ep 031/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:16,  2.04it/s, loss=0.573, pair=0.000, adv=3.707, sprd=0.017]
Ep 031/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:16,  2.04it/s, loss=0.596, pair=0.000, adv=5.095, sprd=0.020]
Ep 031/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:09,  2.14it/s, loss=0.596, pair=0.000, adv=5.095, sprd=0.020]
Ep 031/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:09,  2.14it/s, loss=0.658, pair=0.005, adv=5.194, sprd=0.015]
Ep 031/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:12,  2.08it/s, loss=0.658, pair=0.005, adv=5.194, sprd=0.015]
Ep 031/80 [S2:+mat]:  39%|█▏ | 177/453 [01:29<02:12,  2.08it/s, loss=0.587, pair=0.000, adv=4.672, sprd=0.020]
Ep 031/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:06,  2.17it/s, loss=0.587, pair=0.000, adv=4.672, sprd=0.020]
Ep 031/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:06,  2.17it/s, loss=0.650, pair=0.002, adv=3.497, sprd=0.033]
Ep 031/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:12,  2.06it/s, loss=0.650, pair=0.002, adv=3.497, sprd=0.033]
Ep 031/80 [S2:+mat]:  40%|█▏ | 179/453 [01:30<02:12,  2.06it/s, loss=0.583, pair=0.002, adv=4.457, sprd=0.016]
Ep 031/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:05,  2.18it/s, loss=0.583, pair=0.002, adv=4.457, sprd=0.016]
Ep 031/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:05,  2.18it/s, loss=0.568, pair=0.000, adv=3.875, sprd=0.018]
Ep 031/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:10,  2.09it/s, loss=0.568, pair=0.000, adv=3.875, sprd=0.018]
Ep 031/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:10,  2.09it/s, loss=0.574, pair=0.001, adv=4.550, sprd=0.017]
Ep 031/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:04,  2.18it/s, loss=0.574, pair=0.001, adv=4.550, sprd=0.017]
Ep 031/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:04,  2.18it/s, loss=0.640, pair=0.006, adv=4.099, sprd=0.020]
Ep 031/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.640, pair=0.006, adv=4.099, sprd=0.020]
Ep 031/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:09,  2.08it/s, loss=0.593, pair=0.004, adv=3.709, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:03,  2.18it/s, loss=0.593, pair=0.004, adv=3.709, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:03,  2.18it/s, loss=0.648, pair=0.000, adv=5.340, sprd=0.033]
Ep 031/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.648, pair=0.000, adv=5.340, sprd=0.033]
Ep 031/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:10,  2.06it/s, loss=0.588, pair=0.008, adv=6.044, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:03,  2.15it/s, loss=0.588, pair=0.008, adv=6.044, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:03,  2.15it/s, loss=0.580, pair=0.002, adv=3.874, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:09,  2.06it/s, loss=0.580, pair=0.002, adv=3.874, sprd=0.019]
Ep 031/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:09,  2.06it/s, loss=0.557, pair=0.000, adv=3.895, sprd=0.015]
Ep 031/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:00,  2.19it/s, loss=0.557, pair=0.000, adv=3.895, sprd=0.015]
Ep 031/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:00,  2.19it/s, loss=0.613, pair=0.001, adv=3.832, sprd=0.023]
Ep 031/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:14,  1.97it/s, loss=0.613, pair=0.001, adv=3.832, sprd=0.023]
Ep 031/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:14,  1.97it/s, loss=0.596, pair=0.001, adv=5.173, sprd=0.019]
Ep 031/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:06,  2.09it/s, loss=0.596, pair=0.001, adv=5.173, sprd=0.019]
Ep 031/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:06,  2.09it/s, loss=0.576, pair=0.004, adv=3.623, sprd=0.017]
Ep 031/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:08,  2.04it/s, loss=0.576, pair=0.004, adv=3.623, sprd=0.017]
Ep 031/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:08,  2.04it/s, loss=0.601, pair=0.003, adv=4.529, sprd=0.020]
Ep 031/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:00,  2.16it/s, loss=0.601, pair=0.003, adv=4.529, sprd=0.020]
Ep 031/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:00,  2.16it/s, loss=0.569, pair=0.000, adv=6.028, sprd=0.019]
Ep 031/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:06,  2.06it/s, loss=0.569, pair=0.000, adv=6.028, sprd=0.019]
Ep 031/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:06,  2.06it/s, loss=0.648, pair=0.008, adv=3.825, sprd=0.030]
Ep 031/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:00,  2.15it/s, loss=0.648, pair=0.008, adv=3.825, sprd=0.030]
Ep 031/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:00,  2.15it/s, loss=0.562, pair=0.003, adv=4.097, sprd=0.016]
Ep 031/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:04,  2.08it/s, loss=0.562, pair=0.003, adv=4.097, sprd=0.016]
Ep 031/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:04,  2.08it/s, loss=0.592, pair=0.004, adv=5.310, sprd=0.024]
Ep 031/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<02:00,  2.14it/s, loss=0.592, pair=0.004, adv=5.310, sprd=0.024]
Ep 031/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:00,  2.14it/s, loss=0.674, pair=0.000, adv=4.241, sprd=0.016]
Ep 031/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:00,  2.12it/s, loss=0.674, pair=0.000, adv=4.241, sprd=0.016]
Ep 031/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:00,  2.12it/s, loss=0.594, pair=0.002, adv=3.827, sprd=0.023]
Ep 031/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:56,  2.19it/s, loss=0.594, pair=0.002, adv=3.827, sprd=0.023]
Ep 031/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<01:56,  2.19it/s, loss=0.564, pair=0.000, adv=4.419, sprd=0.015]
Ep 031/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:03,  2.05it/s, loss=0.564, pair=0.000, adv=4.419, sprd=0.015]
Ep 031/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:03,  2.05it/s, loss=0.586, pair=0.003, adv=4.719, sprd=0.021]
Ep 031/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:00,  2.10it/s, loss=0.586, pair=0.003, adv=4.719, sprd=0.021]
Ep 031/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:00,  2.10it/s, loss=0.577, pair=0.001, adv=5.933, sprd=0.016]
Ep 031/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:12,  1.90it/s, loss=0.577, pair=0.001, adv=5.933, sprd=0.016]
Ep 031/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:12,  1.90it/s, loss=0.576, pair=0.000, adv=4.105, sprd=0.014]
Ep 031/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<02:02,  2.04it/s, loss=0.576, pair=0.000, adv=4.105, sprd=0.014]
Ep 031/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<02:02,  2.04it/s, loss=0.680, pair=0.002, adv=4.782, sprd=0.029]
Ep 031/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:14,  1.86it/s, loss=0.680, pair=0.002, adv=4.782, sprd=0.029]
Ep 031/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:14,  1.86it/s, loss=0.635, pair=0.001, adv=4.789, sprd=0.031]
Ep 031/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<02:09,  1.93it/s, loss=0.635, pair=0.001, adv=4.789, sprd=0.031]
Ep 031/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:09,  1.93it/s, loss=0.597, pair=0.008, adv=5.537, sprd=0.019]
Ep 031/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:16,  1.82it/s, loss=0.597, pair=0.008, adv=5.537, sprd=0.019]
Ep 031/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:16,  1.82it/s, loss=0.575, pair=0.009, adv=6.504, sprd=0.015]
Ep 031/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<02:06,  1.95it/s, loss=0.575, pair=0.009, adv=6.504, sprd=0.015]
Ep 031/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:06,  1.95it/s, loss=0.564, pair=0.011, adv=5.312, sprd=0.017]
Ep 031/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:14,  1.83it/s, loss=0.564, pair=0.011, adv=5.312, sprd=0.017]
Ep 031/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:14,  1.83it/s, loss=0.585, pair=0.008, adv=3.989, sprd=0.020]
Ep 031/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<02:06,  1.94it/s, loss=0.585, pair=0.008, adv=3.989, sprd=0.020]
Ep 031/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:06,  1.94it/s, loss=0.577, pair=0.002, adv=4.386, sprd=0.016]
Ep 031/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<02:12,  1.85it/s, loss=0.577, pair=0.002, adv=4.386, sprd=0.016]
Ep 031/80 [S2:+mat]:  46%|█▍ | 209/453 [01:45<02:12,  1.85it/s, loss=0.589, pair=0.006, adv=5.235, sprd=0.021]
Ep 031/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<02:05,  1.93it/s, loss=0.589, pair=0.006, adv=5.235, sprd=0.021]
Ep 031/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<02:05,  1.93it/s, loss=0.558, pair=0.001, adv=5.740, sprd=0.015]
Ep 031/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<02:13,  1.81it/s, loss=0.558, pair=0.001, adv=5.740, sprd=0.015]
Ep 031/80 [S2:+mat]:  47%|█▍ | 211/453 [01:46<02:13,  1.81it/s, loss=0.587, pair=0.031, adv=3.661, sprd=0.018]
Ep 031/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<02:05,  1.92it/s, loss=0.587, pair=0.031, adv=3.661, sprd=0.018]
Ep 031/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<02:05,  1.92it/s, loss=0.575, pair=0.013, adv=4.300, sprd=0.015]
Ep 031/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<02:19,  1.72it/s, loss=0.575, pair=0.013, adv=4.300, sprd=0.015]
Ep 031/80 [S2:+mat]:  47%|█▍ | 213/453 [01:47<02:19,  1.72it/s, loss=0.632, pair=0.011, adv=3.624, sprd=0.026]
Ep 031/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<02:09,  1.84it/s, loss=0.632, pair=0.011, adv=3.624, sprd=0.026]
Ep 031/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<02:09,  1.84it/s, loss=0.560, pair=0.003, adv=2.865, sprd=0.022]
Ep 031/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<02:12,  1.80it/s, loss=0.560, pair=0.003, adv=2.865, sprd=0.022]
Ep 031/80 [S2:+mat]:  47%|█▍ | 215/453 [01:48<02:12,  1.80it/s, loss=0.588, pair=0.003, adv=5.030, sprd=0.022]
Ep 031/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<02:05,  1.90it/s, loss=0.588, pair=0.003, adv=5.030, sprd=0.022]
Ep 031/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<02:05,  1.90it/s, loss=0.590, pair=0.000, adv=5.868, sprd=0.015]
Ep 031/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<02:07,  1.85it/s, loss=0.590, pair=0.000, adv=5.868, sprd=0.015]
Ep 031/80 [S2:+mat]:  48%|█▍ | 217/453 [01:49<02:07,  1.85it/s, loss=0.575, pair=0.007, adv=5.132, sprd=0.017]
Ep 031/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<02:00,  1.95it/s, loss=0.575, pair=0.007, adv=5.132, sprd=0.017]
Ep 031/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<02:00,  1.95it/s, loss=0.563, pair=0.005, adv=4.275, sprd=0.016]
Ep 031/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<02:08,  1.82it/s, loss=0.563, pair=0.005, adv=4.275, sprd=0.016]
Ep 031/80 [S2:+mat]:  48%|█▍ | 219/453 [01:50<02:08,  1.82it/s, loss=0.591, pair=0.001, adv=3.789, sprd=0.020]
Ep 031/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<02:00,  1.94it/s, loss=0.591, pair=0.001, adv=3.789, sprd=0.020]
Ep 031/80 [S2:+mat]:  49%|█▍ | 220/453 [01:51<02:00,  1.94it/s, loss=0.644, pair=0.001, adv=4.101, sprd=0.026]
Ep 031/80 [S2:+mat]:  49%|█▍ | 221/453 [01:51<02:06,  1.83it/s, loss=0.644, pair=0.001, adv=4.101, sprd=0.026]
Ep 031/80 [S2:+mat]:  49%|█▍ | 221/453 [01:51<02:06,  1.83it/s, loss=0.562, pair=0.001, adv=4.212, sprd=0.015]
Ep 031/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:57,  1.97it/s, loss=0.562, pair=0.001, adv=4.212, sprd=0.015]
Ep 031/80 [S2:+mat]:  49%|█▍ | 222/453 [01:52<01:57,  1.97it/s, loss=0.575, pair=0.001, adv=4.296, sprd=0.014]
Ep 031/80 [S2:+mat]:  49%|█▍ | 223/453 [01:52<02:02,  1.87it/s, loss=0.575, pair=0.001, adv=4.296, sprd=0.014]
Ep 031/80 [S2:+mat]:  49%|█▍ | 223/453 [01:52<02:02,  1.87it/s, loss=0.595, pair=0.001, adv=6.700, sprd=0.023]
Ep 031/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:56,  1.96it/s, loss=0.595, pair=0.001, adv=6.700, sprd=0.023]
Ep 031/80 [S2:+mat]:  49%|█▍ | 224/453 [01:53<01:56,  1.96it/s, loss=0.676, pair=0.001, adv=5.215, sprd=0.023]
Ep 031/80 [S2:+mat]:  50%|█▍ | 225/453 [01:53<02:03,  1.85it/s, loss=0.676, pair=0.001, adv=5.215, sprd=0.023]
Ep 031/80 [S2:+mat]:  50%|█▍ | 225/453 [01:53<02:03,  1.85it/s, loss=0.612, pair=0.000, adv=4.917, sprd=0.024]
Ep 031/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:56,  1.95it/s, loss=0.612, pair=0.000, adv=4.917, sprd=0.024]
Ep 031/80 [S2:+mat]:  50%|█▍ | 226/453 [01:54<01:56,  1.95it/s, loss=0.611, pair=0.000, adv=3.459, sprd=0.026]
Ep 031/80 [S2:+mat]:  50%|█▌ | 227/453 [01:54<02:03,  1.83it/s, loss=0.611, pair=0.000, adv=3.459, sprd=0.026]
Ep 031/80 [S2:+mat]:  50%|█▌ | 227/453 [01:54<02:03,  1.83it/s, loss=0.581, pair=0.000, adv=5.626, sprd=0.015]
Ep 031/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:53,  1.98it/s, loss=0.581, pair=0.000, adv=5.626, sprd=0.015]
Ep 031/80 [S2:+mat]:  50%|█▌ | 228/453 [01:55<01:53,  1.98it/s, loss=0.621, pair=0.000, adv=3.750, sprd=0.022]
Ep 031/80 [S2:+mat]:  51%|█▌ | 229/453 [01:55<01:59,  1.88it/s, loss=0.621, pair=0.000, adv=3.750, sprd=0.022]
Ep 031/80 [S2:+mat]:  51%|█▌ | 229/453 [01:55<01:59,  1.88it/s, loss=0.555, pair=0.001, adv=3.209, sprd=0.017]
Ep 031/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:50,  2.01it/s, loss=0.555, pair=0.001, adv=3.209, sprd=0.017]
Ep 031/80 [S2:+mat]:  51%|█▌ | 230/453 [01:56<01:50,  2.01it/s, loss=0.620, pair=0.000, adv=4.406, sprd=0.021]
Ep 031/80 [S2:+mat]:  51%|█▌ | 231/453 [01:56<01:51,  2.00it/s, loss=0.620, pair=0.000, adv=4.406, sprd=0.021]
Ep 031/80 [S2:+mat]:  51%|█▌ | 231/453 [01:56<01:51,  2.00it/s, loss=0.559, pair=0.003, adv=6.422, sprd=0.016]
Ep 031/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:45,  2.10it/s, loss=0.559, pair=0.003, adv=6.422, sprd=0.016]
Ep 031/80 [S2:+mat]:  51%|█▌ | 232/453 [01:57<01:45,  2.10it/s, loss=0.581, pair=0.003, adv=3.662, sprd=0.020]
Ep 031/80 [S2:+mat]:  51%|█▌ | 233/453 [01:57<01:48,  2.02it/s, loss=0.581, pair=0.003, adv=3.662, sprd=0.020]
Ep 031/80 [S2:+mat]:  51%|█▌ | 233/453 [01:57<01:48,  2.02it/s, loss=0.526, pair=0.000, adv=5.418, sprd=0.010]
Ep 031/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:42,  2.14it/s, loss=0.526, pair=0.000, adv=5.418, sprd=0.010]
Ep 031/80 [S2:+mat]:  52%|█▌ | 234/453 [01:58<01:42,  2.14it/s, loss=0.636, pair=0.000, adv=4.180, sprd=0.029]
Ep 031/80 [S2:+mat]:  52%|█▌ | 235/453 [01:58<01:46,  2.05it/s, loss=0.636, pair=0.000, adv=4.180, sprd=0.029]
Ep 031/80 [S2:+mat]:  52%|█▌ | 235/453 [01:58<01:46,  2.05it/s, loss=0.593, pair=0.001, adv=3.907, sprd=0.018]
Ep 031/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:39,  2.17it/s, loss=0.593, pair=0.001, adv=3.907, sprd=0.018]
Ep 031/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:39,  2.17it/s, loss=0.564, pair=0.001, adv=5.441, sprd=0.015]
Ep 031/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:43,  2.08it/s, loss=0.564, pair=0.001, adv=5.441, sprd=0.015]
Ep 031/80 [S2:+mat]:  52%|█▌ | 237/453 [01:59<01:43,  2.08it/s, loss=0.570, pair=0.000, adv=6.583, sprd=0.016]
Ep 031/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:38,  2.19it/s, loss=0.570, pair=0.000, adv=6.583, sprd=0.016]
Ep 031/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:38,  2.19it/s, loss=0.580, pair=0.006, adv=4.318, sprd=0.017]
Ep 031/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:40,  2.13it/s, loss=0.580, pair=0.006, adv=4.318, sprd=0.017]
Ep 031/80 [S2:+mat]:  53%|█▌ | 239/453 [02:00<01:40,  2.13it/s, loss=0.574, pair=0.003, adv=4.242, sprd=0.018]
Ep 031/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:36,  2.21it/s, loss=0.574, pair=0.003, adv=4.242, sprd=0.018]
Ep 031/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:36,  2.21it/s, loss=0.623, pair=0.002, adv=5.704, sprd=0.021]
Ep 031/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:45,  2.01it/s, loss=0.623, pair=0.002, adv=5.704, sprd=0.021]
Ep 031/80 [S2:+mat]:  53%|█▌ | 241/453 [02:01<01:45,  2.01it/s, loss=0.586, pair=0.020, adv=5.721, sprd=0.019]
Ep 031/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:39,  2.11it/s, loss=0.586, pair=0.020, adv=5.721, sprd=0.019]
Ep 031/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:39,  2.11it/s, loss=0.588, pair=0.002, adv=9.501, sprd=0.020]
Ep 031/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:42,  2.05it/s, loss=0.588, pair=0.002, adv=9.501, sprd=0.020]
Ep 031/80 [S2:+mat]:  54%|█▌ | 243/453 [02:02<01:42,  2.05it/s, loss=0.572, pair=0.000, adv=5.161, sprd=0.020]
Ep 031/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:37,  2.14it/s, loss=0.572, pair=0.000, adv=5.161, sprd=0.020]
Ep 031/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:37,  2.14it/s, loss=0.632, pair=0.002, adv=4.932, sprd=0.026]
Ep 031/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:41,  2.04it/s, loss=0.632, pair=0.002, adv=4.932, sprd=0.026]
Ep 031/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:41,  2.04it/s, loss=0.580, pair=0.001, adv=3.953, sprd=0.018]
Ep 031/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:35,  2.17it/s, loss=0.580, pair=0.001, adv=3.953, sprd=0.018]
Ep 031/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:35,  2.17it/s, loss=0.567, pair=0.005, adv=3.488, sprd=0.017]
Ep 031/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:38,  2.10it/s, loss=0.567, pair=0.005, adv=3.488, sprd=0.017]
Ep 031/80 [S2:+mat]:  55%|█▋ | 247/453 [02:04<01:38,  2.10it/s, loss=0.561, pair=0.003, adv=3.662, sprd=0.016]
Ep 031/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:32,  2.21it/s, loss=0.561, pair=0.003, adv=3.662, sprd=0.016]
Ep 031/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:32,  2.21it/s, loss=0.567, pair=0.000, adv=5.093, sprd=0.015]
Ep 031/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:36,  2.12it/s, loss=0.567, pair=0.000, adv=5.093, sprd=0.015]
Ep 031/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:36,  2.12it/s, loss=0.559, pair=0.000, adv=5.052, sprd=0.015]
Ep 031/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:31,  2.22it/s, loss=0.559, pair=0.000, adv=5.052, sprd=0.015]
Ep 031/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:31,  2.22it/s, loss=0.596, pair=0.001, adv=6.522, sprd=0.021]
Ep 031/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:36,  2.10it/s, loss=0.596, pair=0.001, adv=6.522, sprd=0.021]
Ep 031/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:36,  2.10it/s, loss=0.591, pair=0.003, adv=4.579, sprd=0.020]
Ep 031/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:31,  2.20it/s, loss=0.591, pair=0.003, adv=4.579, sprd=0.020]
Ep 031/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:31,  2.20it/s, loss=0.584, pair=0.005, adv=3.318, sprd=0.021]
Ep 031/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:34,  2.11it/s, loss=0.584, pair=0.005, adv=3.318, sprd=0.021]
Ep 031/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:34,  2.11it/s, loss=0.604, pair=0.004, adv=4.050, sprd=0.023]
Ep 031/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:30,  2.19it/s, loss=0.604, pair=0.004, adv=4.050, sprd=0.023]
Ep 031/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:30,  2.19it/s, loss=0.631, pair=0.006, adv=3.422, sprd=0.024]
Ep 031/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:32,  2.13it/s, loss=0.631, pair=0.006, adv=3.422, sprd=0.024]
Ep 031/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:32,  2.13it/s, loss=0.605, pair=0.001, adv=7.518, sprd=0.025]
Ep 031/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:30,  2.18it/s, loss=0.605, pair=0.001, adv=7.518, sprd=0.025]
Ep 031/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:30,  2.18it/s, loss=0.628, pair=0.001, adv=5.311, sprd=0.027]
Ep 031/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.07it/s, loss=0.628, pair=0.001, adv=5.311, sprd=0.027]
Ep 031/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:34,  2.07it/s, loss=0.602, pair=0.001, adv=5.462, sprd=0.019]
Ep 031/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:29,  2.18it/s, loss=0.602, pair=0.001, adv=5.462, sprd=0.019]
Ep 031/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:29,  2.18it/s, loss=0.580, pair=0.017, adv=5.664, sprd=0.014]
Ep 031/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:32,  2.11it/s, loss=0.580, pair=0.017, adv=5.664, sprd=0.014]
Ep 031/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:32,  2.11it/s, loss=0.569, pair=0.016, adv=5.509, sprd=0.018]
Ep 031/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:28,  2.19it/s, loss=0.569, pair=0.016, adv=5.509, sprd=0.018]
Ep 031/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:28,  2.19it/s, loss=0.602, pair=0.016, adv=7.466, sprd=0.019]
Ep 031/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:32,  2.08it/s, loss=0.602, pair=0.016, adv=7.466, sprd=0.019]
Ep 031/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:32,  2.08it/s, loss=0.612, pair=0.004, adv=4.804, sprd=0.025]
Ep 031/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:29,  2.14it/s, loss=0.612, pair=0.004, adv=4.804, sprd=0.025]
Ep 031/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:29,  2.14it/s, loss=0.617, pair=0.005, adv=5.005, sprd=0.027]
Ep 031/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:33,  2.03it/s, loss=0.617, pair=0.005, adv=5.005, sprd=0.027]
Ep 031/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:33,  2.03it/s, loss=0.648, pair=0.001, adv=5.118, sprd=0.034]
Ep 031/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:30,  2.09it/s, loss=0.648, pair=0.001, adv=5.118, sprd=0.034]
Ep 031/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:30,  2.09it/s, loss=0.630, pair=0.002, adv=7.191, sprd=0.028]
Ep 031/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:35,  1.98it/s, loss=0.630, pair=0.002, adv=7.191, sprd=0.028]
Ep 031/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:35,  1.98it/s, loss=0.607, pair=0.000, adv=3.952, sprd=0.023]
Ep 031/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:29,  2.09it/s, loss=0.607, pair=0.000, adv=3.952, sprd=0.023]
Ep 031/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:29,  2.09it/s, loss=0.619, pair=0.003, adv=3.517, sprd=0.026]
Ep 031/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:31,  2.03it/s, loss=0.619, pair=0.003, adv=3.517, sprd=0.026]
Ep 031/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:31,  2.03it/s, loss=0.577, pair=0.000, adv=5.394, sprd=0.019]
Ep 031/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:27,  2.13it/s, loss=0.577, pair=0.000, adv=5.394, sprd=0.019]
Ep 031/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:27,  2.13it/s, loss=0.596, pair=0.029, adv=3.767, sprd=0.015]
Ep 031/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:32,  1.98it/s, loss=0.596, pair=0.029, adv=3.767, sprd=0.015]
Ep 031/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:32,  1.98it/s, loss=0.569, pair=0.001, adv=3.560, sprd=0.018]
Ep 031/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:27,  2.10it/s, loss=0.569, pair=0.001, adv=3.560, sprd=0.018]
Ep 031/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:27,  2.10it/s, loss=0.627, pair=0.005, adv=4.299, sprd=0.027]
Ep 031/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:31,  1.99it/s, loss=0.627, pair=0.005, adv=4.299, sprd=0.027]
Ep 031/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:31,  1.99it/s, loss=0.587, pair=0.002, adv=4.524, sprd=0.021]
Ep 031/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:26,  2.09it/s, loss=0.587, pair=0.002, adv=4.524, sprd=0.021]
Ep 031/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:26,  2.09it/s, loss=0.696, pair=0.000, adv=5.989, sprd=0.034]
Ep 031/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:31,  1.98it/s, loss=0.696, pair=0.000, adv=5.989, sprd=0.034]
Ep 031/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:31,  1.98it/s, loss=0.554, pair=0.001, adv=7.115, sprd=0.017]
Ep 031/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:26,  2.07it/s, loss=0.554, pair=0.001, adv=7.115, sprd=0.017]
Ep 031/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:26,  2.07it/s, loss=0.558, pair=0.072, adv=4.482, sprd=0.014]
Ep 031/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:28,  2.02it/s, loss=0.558, pair=0.072, adv=4.482, sprd=0.014]
Ep 031/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:28,  2.02it/s, loss=0.559, pair=0.013, adv=5.628, sprd=0.014]
Ep 031/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.13it/s, loss=0.559, pair=0.013, adv=5.628, sprd=0.014]
Ep 031/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.13it/s, loss=0.595, pair=0.012, adv=4.259, sprd=0.017]
Ep 031/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:24,  2.07it/s, loss=0.595, pair=0.012, adv=4.259, sprd=0.017]
Ep 031/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:24,  2.07it/s, loss=0.598, pair=0.007, adv=3.910, sprd=0.021]
Ep 031/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:20,  2.17it/s, loss=0.598, pair=0.007, adv=3.910, sprd=0.021]
Ep 031/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:20,  2.17it/s, loss=0.644, pair=0.000, adv=6.857, sprd=0.020]
Ep 031/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:25,  2.04it/s, loss=0.644, pair=0.000, adv=6.857, sprd=0.020]
Ep 031/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:25,  2.04it/s, loss=0.561, pair=0.000, adv=6.173, sprd=0.016]
Ep 031/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.561, pair=0.000, adv=6.173, sprd=0.016]
Ep 031/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.624, pair=0.000, adv=5.594, sprd=0.024]
Ep 031/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:23,  2.05it/s, loss=0.624, pair=0.000, adv=5.594, sprd=0.024]
Ep 031/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:23,  2.05it/s, loss=0.608, pair=0.000, adv=4.737, sprd=0.026]
Ep 031/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.13it/s, loss=0.608, pair=0.000, adv=4.737, sprd=0.026]
Ep 031/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:20,  2.13it/s, loss=0.600, pair=0.000, adv=4.305, sprd=0.022]
Ep 031/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:22,  2.06it/s, loss=0.600, pair=0.000, adv=4.305, sprd=0.022]
Ep 031/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:22,  2.06it/s, loss=0.568, pair=0.008, adv=5.705, sprd=0.018]
Ep 031/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:18,  2.16it/s, loss=0.568, pair=0.008, adv=5.705, sprd=0.018]
Ep 031/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:18,  2.16it/s, loss=0.591, pair=0.000, adv=5.215, sprd=0.018]
Ep 031/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:19,  2.11it/s, loss=0.591, pair=0.000, adv=5.215, sprd=0.018]
Ep 031/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:19,  2.11it/s, loss=0.608, pair=0.001, adv=4.379, sprd=0.023]
Ep 031/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:15,  2.20it/s, loss=0.608, pair=0.001, adv=4.379, sprd=0.023]
Ep 031/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:15,  2.20it/s, loss=0.573, pair=0.002, adv=4.188, sprd=0.014]
Ep 031/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:17,  2.14it/s, loss=0.573, pair=0.002, adv=4.188, sprd=0.014]
Ep 031/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:17,  2.14it/s, loss=0.589, pair=0.001, adv=4.567, sprd=0.017]
Ep 031/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:13,  2.24it/s, loss=0.589, pair=0.001, adv=4.567, sprd=0.017]
Ep 031/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:13,  2.24it/s, loss=0.577, pair=0.000, adv=7.372, sprd=0.019]
Ep 031/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:17,  2.11it/s, loss=0.577, pair=0.000, adv=7.372, sprd=0.019]
Ep 031/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:17,  2.11it/s, loss=0.570, pair=0.000, adv=3.996, sprd=0.019]
Ep 031/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:14,  2.19it/s, loss=0.570, pair=0.000, adv=3.996, sprd=0.019]
Ep 031/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:14,  2.19it/s, loss=0.558, pair=0.000, adv=5.312, sprd=0.017]
Ep 031/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:18,  2.06it/s, loss=0.558, pair=0.000, adv=5.312, sprd=0.017]
Ep 031/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:18,  2.06it/s, loss=0.604, pair=0.002, adv=5.901, sprd=0.021]
Ep 031/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:14,  2.17it/s, loss=0.604, pair=0.002, adv=5.901, sprd=0.021]
Ep 031/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:14,  2.17it/s, loss=0.599, pair=0.000, adv=3.614, sprd=0.020]
Ep 031/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:16,  2.09it/s, loss=0.599, pair=0.000, adv=3.614, sprd=0.020]
Ep 031/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:16,  2.09it/s, loss=0.549, pair=0.000, adv=2.970, sprd=0.019]
Ep 031/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:12,  2.20it/s, loss=0.549, pair=0.000, adv=2.970, sprd=0.019]
Ep 031/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:12,  2.20it/s, loss=0.635, pair=0.000, adv=6.548, sprd=0.030]
Ep 031/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:16,  2.06it/s, loss=0.635, pair=0.000, adv=6.548, sprd=0.030]
Ep 031/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:16,  2.06it/s, loss=0.573, pair=0.002, adv=4.352, sprd=0.014]
Ep 031/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:11,  2.21it/s, loss=0.573, pair=0.002, adv=4.352, sprd=0.014]
Ep 031/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:11,  2.21it/s, loss=0.612, pair=0.006, adv=4.598, sprd=0.025]
Ep 031/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:14,  2.09it/s, loss=0.612, pair=0.006, adv=4.598, sprd=0.025]
Ep 031/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:14,  2.09it/s, loss=0.551, pair=0.000, adv=3.888, sprd=0.014]
Ep 031/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:10,  2.21it/s, loss=0.551, pair=0.000, adv=3.888, sprd=0.014]
Ep 031/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:10,  2.21it/s, loss=0.581, pair=0.000, adv=3.857, sprd=0.020]
Ep 031/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:21,  1.89it/s, loss=0.581, pair=0.000, adv=3.857, sprd=0.020]
Ep 031/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:21,  1.89it/s, loss=0.611, pair=0.000, adv=4.946, sprd=0.026]
Ep 031/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:17,  1.97it/s, loss=0.611, pair=0.000, adv=4.946, sprd=0.026]
Ep 031/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:17,  1.97it/s, loss=0.591, pair=0.005, adv=5.173, sprd=0.019]
Ep 031/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:22,  1.85it/s, loss=0.591, pair=0.005, adv=5.173, sprd=0.019]
Ep 031/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:22,  1.85it/s, loss=0.563, pair=0.001, adv=5.488, sprd=0.018]
Ep 031/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:18,  1.94it/s, loss=0.563, pair=0.001, adv=5.488, sprd=0.018]
Ep 031/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:18,  1.94it/s, loss=0.592, pair=0.000, adv=5.873, sprd=0.019]
Ep 031/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:22,  1.83it/s, loss=0.592, pair=0.000, adv=5.873, sprd=0.019]
Ep 031/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:22,  1.83it/s, loss=0.557, pair=0.003, adv=5.757, sprd=0.013]
Ep 031/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:14,  2.00it/s, loss=0.557, pair=0.003, adv=5.757, sprd=0.013]
Ep 031/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:14,  2.00it/s, loss=0.583, pair=0.000, adv=6.990, sprd=0.020]
Ep 031/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:19,  1.87it/s, loss=0.583, pair=0.000, adv=6.990, sprd=0.020]
Ep 031/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:19,  1.87it/s, loss=0.611, pair=0.001, adv=5.047, sprd=0.021]
Ep 031/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:14,  1.97it/s, loss=0.611, pair=0.001, adv=5.047, sprd=0.021]
Ep 031/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:14,  1.97it/s, loss=0.598, pair=0.001, adv=6.303, sprd=0.022]
Ep 031/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:19,  1.84it/s, loss=0.598, pair=0.001, adv=6.303, sprd=0.022]
Ep 031/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:19,  1.84it/s, loss=0.542, pair=0.005, adv=7.405, sprd=0.014]
Ep 031/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:14,  1.95it/s, loss=0.542, pair=0.005, adv=7.405, sprd=0.014]
Ep 031/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:14,  1.95it/s, loss=0.653, pair=0.000, adv=7.174, sprd=0.031]
Ep 031/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:21,  1.78it/s, loss=0.653, pair=0.000, adv=7.174, sprd=0.031]
Ep 031/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:21,  1.78it/s, loss=0.672, pair=0.110, adv=7.002, sprd=0.031]
Ep 031/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:16,  1.88it/s, loss=0.672, pair=0.110, adv=7.002, sprd=0.031]
Ep 031/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:16,  1.88it/s, loss=0.550, pair=0.000, adv=5.494, sprd=0.012]
Ep 031/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:18,  1.81it/s, loss=0.550, pair=0.000, adv=5.494, sprd=0.012]
Ep 031/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:18,  1.81it/s, loss=0.543, pair=0.000, adv=4.904, sprd=0.014]
Ep 031/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:13,  1.93it/s, loss=0.543, pair=0.000, adv=4.904, sprd=0.014]
Ep 031/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:13,  1.93it/s, loss=0.583, pair=0.001, adv=5.569, sprd=0.021]
Ep 031/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:17,  1.80it/s, loss=0.583, pair=0.001, adv=5.569, sprd=0.021]
Ep 031/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:17,  1.80it/s, loss=0.574, pair=0.005, adv=4.841, sprd=0.011]
Ep 031/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:09,  2.00it/s, loss=0.574, pair=0.005, adv=4.841, sprd=0.011]
Ep 031/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:09,  2.00it/s, loss=0.620, pair=0.000, adv=7.705, sprd=0.024]
Ep 031/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:13,  1.87it/s, loss=0.620, pair=0.000, adv=7.705, sprd=0.024]
Ep 031/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:13,  1.87it/s, loss=0.595, pair=0.000, adv=6.378, sprd=0.017]
Ep 031/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:09,  1.98it/s, loss=0.595, pair=0.000, adv=6.378, sprd=0.017]
Ep 031/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:09,  1.98it/s, loss=0.644, pair=0.000, adv=4.105, sprd=0.026]
Ep 031/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:12,  1.86it/s, loss=0.644, pair=0.000, adv=4.105, sprd=0.026]
Ep 031/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:12,  1.86it/s, loss=0.601, pair=0.001, adv=3.278, sprd=0.025]
Ep 031/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:08,  1.98it/s, loss=0.601, pair=0.001, adv=3.278, sprd=0.025]
Ep 031/80 [S2:+mat]:  70%|██ | 318/453 [02:39<01:08,  1.98it/s, loss=0.573, pair=0.001, adv=7.686, sprd=0.018]
Ep 031/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:13,  1.82it/s, loss=0.573, pair=0.001, adv=7.686, sprd=0.018]
Ep 031/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:13,  1.82it/s, loss=0.553, pair=0.001, adv=4.239, sprd=0.016]
Ep 031/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:09,  1.90it/s, loss=0.553, pair=0.001, adv=4.239, sprd=0.016]
Ep 031/80 [S2:+mat]:  71%|██ | 320/453 [02:40<01:09,  1.90it/s, loss=0.593, pair=0.003, adv=3.594, sprd=0.017]
Ep 031/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:11,  1.85it/s, loss=0.593, pair=0.003, adv=3.594, sprd=0.017]
Ep 031/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:11,  1.85it/s, loss=0.610, pair=0.000, adv=5.454, sprd=0.022]
Ep 031/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:06,  1.96it/s, loss=0.610, pair=0.000, adv=5.454, sprd=0.022]
Ep 031/80 [S2:+mat]:  71%|██▏| 322/453 [02:41<01:06,  1.96it/s, loss=0.585, pair=0.000, adv=5.293, sprd=0.018]
Ep 031/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:15,  1.73it/s, loss=0.585, pair=0.000, adv=5.293, sprd=0.018]
Ep 031/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:15,  1.73it/s, loss=0.606, pair=0.000, adv=5.440, sprd=0.019]
Ep 031/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:08,  1.87it/s, loss=0.606, pair=0.000, adv=5.440, sprd=0.019]
Ep 031/80 [S2:+mat]:  72%|██▏| 324/453 [02:42<01:08,  1.87it/s, loss=0.571, pair=0.001, adv=5.307, sprd=0.017]
Ep 031/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:11,  1.80it/s, loss=0.571, pair=0.001, adv=5.307, sprd=0.017]
Ep 031/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:11,  1.80it/s, loss=0.586, pair=0.005, adv=6.039, sprd=0.017]
Ep 031/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:06,  1.91it/s, loss=0.586, pair=0.005, adv=6.039, sprd=0.017]
Ep 031/80 [S2:+mat]:  72%|██▏| 326/453 [02:43<01:06,  1.91it/s, loss=1.107, pair=1.742, adv=5.746, sprd=0.019]
Ep 031/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:09,  1.81it/s, loss=1.107, pair=1.742, adv=5.746, sprd=0.019]
Ep 031/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:09,  1.81it/s, loss=0.569, pair=0.000, adv=4.262, sprd=0.015]
Ep 031/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<01:04,  1.94it/s, loss=0.569, pair=0.000, adv=4.262, sprd=0.015]
Ep 031/80 [S2:+mat]:  72%|██▏| 328/453 [02:44<01:04,  1.94it/s, loss=0.617, pair=0.000, adv=4.485, sprd=0.026]
Ep 031/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:07,  1.82it/s, loss=0.617, pair=0.000, adv=4.485, sprd=0.026]
Ep 031/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:07,  1.82it/s, loss=0.598, pair=0.005, adv=6.311, sprd=0.025]
Ep 031/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<01:03,  1.92it/s, loss=0.598, pair=0.005, adv=6.311, sprd=0.025]
Ep 031/80 [S2:+mat]:  73%|██▏| 330/453 [02:45<01:03,  1.92it/s, loss=0.576, pair=0.006, adv=4.646, sprd=0.018]
Ep 031/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:03,  1.91it/s, loss=0.576, pair=0.006, adv=4.646, sprd=0.018]
Ep 031/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:03,  1.91it/s, loss=0.615, pair=0.002, adv=4.369, sprd=0.023]
Ep 031/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:59,  2.04it/s, loss=0.615, pair=0.002, adv=4.369, sprd=0.023]
Ep 031/80 [S2:+mat]:  73%|██▏| 332/453 [02:46<00:59,  2.04it/s, loss=1.700, pair=3.750, adv=6.048, sprd=0.020]
Ep 031/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:00,  1.98it/s, loss=1.700, pair=3.750, adv=6.048, sprd=0.020]
Ep 031/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:00,  1.98it/s, loss=0.596, pair=0.001, adv=3.840, sprd=0.017]
Ep 031/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:55,  2.15it/s, loss=0.596, pair=0.001, adv=3.840, sprd=0.017]
Ep 031/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<00:55,  2.15it/s, loss=0.610, pair=0.001, adv=6.837, sprd=0.021]
Ep 031/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<00:57,  2.06it/s, loss=0.610, pair=0.001, adv=6.837, sprd=0.021]
Ep 031/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<00:57,  2.06it/s, loss=0.559, pair=0.002, adv=3.929, sprd=0.014]
Ep 031/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:53,  2.18it/s, loss=0.559, pair=0.002, adv=3.929, sprd=0.014]
Ep 031/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<00:53,  2.18it/s, loss=0.598, pair=0.005, adv=6.073, sprd=0.020]
Ep 031/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:55,  2.09it/s, loss=0.598, pair=0.005, adv=6.073, sprd=0.020]
Ep 031/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:55,  2.09it/s, loss=0.569, pair=0.000, adv=4.759, sprd=0.016]
Ep 031/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:52,  2.18it/s, loss=0.569, pair=0.000, adv=4.759, sprd=0.016]
Ep 031/80 [S2:+mat]:  75%|██▏| 338/453 [02:49<00:52,  2.18it/s, loss=0.586, pair=0.000, adv=4.482, sprd=0.017]
Ep 031/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:54,  2.10it/s, loss=0.586, pair=0.000, adv=4.482, sprd=0.017]
Ep 031/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:54,  2.10it/s, loss=0.556, pair=0.000, adv=3.219, sprd=0.017]
Ep 031/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:51,  2.20it/s, loss=0.556, pair=0.000, adv=3.219, sprd=0.017]
Ep 031/80 [S2:+mat]:  75%|██▎| 340/453 [02:50<00:51,  2.20it/s, loss=0.554, pair=0.007, adv=4.798, sprd=0.012]
Ep 031/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<00:53,  2.09it/s, loss=0.554, pair=0.007, adv=4.798, sprd=0.012]
Ep 031/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<00:53,  2.09it/s, loss=0.628, pair=0.006, adv=3.458, sprd=0.024]
Ep 031/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:50,  2.19it/s, loss=0.628, pair=0.006, adv=3.458, sprd=0.024]
Ep 031/80 [S2:+mat]:  75%|██▎| 342/453 [02:51<00:50,  2.19it/s, loss=0.585, pair=0.002, adv=5.935, sprd=0.017]
Ep 031/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<00:52,  2.09it/s, loss=0.585, pair=0.002, adv=5.935, sprd=0.017]
Ep 031/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<00:52,  2.09it/s, loss=0.602, pair=0.002, adv=5.690, sprd=0.022]
Ep 031/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:50,  2.17it/s, loss=0.602, pair=0.002, adv=5.690, sprd=0.022]
Ep 031/80 [S2:+mat]:  76%|██▎| 344/453 [02:52<00:50,  2.17it/s, loss=0.649, pair=0.002, adv=5.004, sprd=0.033]
Ep 031/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<00:53,  2.03it/s, loss=0.649, pair=0.002, adv=5.004, sprd=0.033]
Ep 031/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<00:53,  2.03it/s, loss=0.646, pair=0.005, adv=3.309, sprd=0.030]
Ep 031/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:50,  2.14it/s, loss=0.646, pair=0.005, adv=3.309, sprd=0.030]
Ep 031/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:50,  2.14it/s, loss=0.990, pair=1.240, adv=4.781, sprd=0.023]
Ep 031/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:51,  2.06it/s, loss=0.990, pair=1.240, adv=4.781, sprd=0.023]
Ep 031/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:51,  2.06it/s, loss=0.566, pair=0.003, adv=4.656, sprd=0.015]
Ep 031/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.19it/s, loss=0.566, pair=0.003, adv=4.656, sprd=0.015]
Ep 031/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:48,  2.19it/s, loss=0.574, pair=0.005, adv=3.944, sprd=0.018]
Ep 031/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:49,  2.08it/s, loss=0.574, pair=0.005, adv=3.944, sprd=0.018]
Ep 031/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:49,  2.08it/s, loss=0.589, pair=0.008, adv=3.113, sprd=0.025]
Ep 031/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.17it/s, loss=0.589, pair=0.008, adv=3.113, sprd=0.025]
Ep 031/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:47,  2.17it/s, loss=0.558, pair=0.002, adv=5.240, sprd=0.014]
Ep 031/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:52,  1.96it/s, loss=0.558, pair=0.002, adv=5.240, sprd=0.014]
Ep 031/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:52,  1.96it/s, loss=0.595, pair=0.008, adv=5.594, sprd=0.022]
Ep 031/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:49,  2.06it/s, loss=0.595, pair=0.008, adv=5.594, sprd=0.022]
Ep 031/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:49,  2.06it/s, loss=0.597, pair=0.002, adv=4.426, sprd=0.022]
Ep 031/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:50,  1.98it/s, loss=0.597, pair=0.002, adv=4.426, sprd=0.022]
Ep 031/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:50,  1.98it/s, loss=0.610, pair=0.005, adv=4.780, sprd=0.020]
Ep 031/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:46,  2.11it/s, loss=0.610, pair=0.005, adv=4.780, sprd=0.020]
Ep 031/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:46,  2.11it/s, loss=0.631, pair=0.011, adv=4.646, sprd=0.017]
Ep 031/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.04it/s, loss=0.631, pair=0.011, adv=4.646, sprd=0.017]
Ep 031/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:48,  2.04it/s, loss=0.571, pair=0.001, adv=4.047, sprd=0.019]
Ep 031/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:45,  2.13it/s, loss=0.571, pair=0.001, adv=4.047, sprd=0.019]
Ep 031/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:45,  2.13it/s, loss=0.595, pair=0.000, adv=3.990, sprd=0.020]
Ep 031/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:46,  2.06it/s, loss=0.595, pair=0.000, adv=3.990, sprd=0.020]
Ep 031/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:46,  2.06it/s, loss=0.595, pair=0.001, adv=5.001, sprd=0.017]
Ep 031/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:43,  2.19it/s, loss=0.595, pair=0.001, adv=5.001, sprd=0.017]
Ep 031/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:43,  2.19it/s, loss=0.557, pair=0.006, adv=3.202, sprd=0.016]
Ep 031/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:44,  2.14it/s, loss=0.557, pair=0.006, adv=3.202, sprd=0.016]
Ep 031/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:44,  2.14it/s, loss=0.614, pair=0.006, adv=3.837, sprd=0.026]
Ep 031/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:42,  2.18it/s, loss=0.614, pair=0.006, adv=3.837, sprd=0.026]
Ep 031/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:42,  2.18it/s, loss=0.601, pair=0.000, adv=4.126, sprd=0.023]
Ep 031/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:44,  2.08it/s, loss=0.601, pair=0.000, adv=4.126, sprd=0.023]
Ep 031/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:44,  2.08it/s, loss=0.551, pair=0.005, adv=3.245, sprd=0.016]
Ep 031/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:41,  2.18it/s, loss=0.551, pair=0.005, adv=3.245, sprd=0.016]
Ep 031/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:41,  2.18it/s, loss=0.602, pair=0.001, adv=4.368, sprd=0.023]
Ep 031/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:43,  2.06it/s, loss=0.602, pair=0.001, adv=4.368, sprd=0.023]
Ep 031/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:43,  2.06it/s, loss=1.317, pair=2.504, adv=4.436, sprd=0.018]
Ep 031/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:41,  2.13it/s, loss=1.317, pair=2.504, adv=4.436, sprd=0.018]
Ep 031/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:41,  2.13it/s, loss=0.677, pair=0.013, adv=4.554, sprd=0.023]
Ep 031/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:43,  2.02it/s, loss=0.677, pair=0.013, adv=4.554, sprd=0.023]
Ep 031/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:43,  2.02it/s, loss=0.573, pair=0.000, adv=3.122, sprd=0.024]
Ep 031/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:41,  2.12it/s, loss=0.573, pair=0.000, adv=3.122, sprd=0.024]
Ep 031/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:41,  2.12it/s, loss=1.424, pair=2.771, adv=5.741, sprd=0.019]
Ep 031/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:42,  2.04it/s, loss=1.424, pair=2.771, adv=5.741, sprd=0.019]
Ep 031/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:42,  2.04it/s, loss=1.208, pair=2.266, adv=2.674, sprd=0.023]
Ep 031/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:39,  2.14it/s, loss=1.208, pair=2.266, adv=2.674, sprd=0.023]
Ep 031/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:39,  2.14it/s, loss=0.593, pair=0.002, adv=3.908, sprd=0.020]
Ep 031/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.05it/s, loss=0.593, pair=0.002, adv=3.908, sprd=0.020]
Ep 031/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.05it/s, loss=0.613, pair=0.007, adv=5.734, sprd=0.019]
Ep 031/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:38,  2.16it/s, loss=0.613, pair=0.007, adv=5.734, sprd=0.019]
Ep 031/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:38,  2.16it/s, loss=0.587, pair=0.010, adv=4.742, sprd=0.020]
Ep 031/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:39,  2.06it/s, loss=0.587, pair=0.010, adv=4.742, sprd=0.020]
Ep 031/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:39,  2.06it/s, loss=0.587, pair=0.007, adv=3.215, sprd=0.025]
Ep 031/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:38,  2.13it/s, loss=0.587, pair=0.007, adv=3.215, sprd=0.025]
Ep 031/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:38,  2.13it/s, loss=0.568, pair=0.005, adv=4.264, sprd=0.015]
Ep 031/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:38,  2.06it/s, loss=0.568, pair=0.005, adv=4.264, sprd=0.015]
Ep 031/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:38,  2.06it/s, loss=0.586, pair=0.005, adv=5.552, sprd=0.021]
Ep 031/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:37,  2.13it/s, loss=0.586, pair=0.005, adv=5.552, sprd=0.021]
Ep 031/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:37,  2.13it/s, loss=0.588, pair=0.011, adv=4.263, sprd=0.020]
Ep 031/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:37,  2.07it/s, loss=0.588, pair=0.011, adv=4.263, sprd=0.020]
Ep 031/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:37,  2.07it/s, loss=0.616, pair=0.005, adv=3.533, sprd=0.024]
Ep 031/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:35,  2.17it/s, loss=0.616, pair=0.005, adv=3.533, sprd=0.024]
Ep 031/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:35,  2.17it/s, loss=0.565, pair=0.001, adv=4.650, sprd=0.017]
Ep 031/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:36,  2.08it/s, loss=0.565, pair=0.001, adv=4.650, sprd=0.017]
Ep 031/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:36,  2.08it/s, loss=0.569, pair=0.000, adv=4.562, sprd=0.016]
Ep 031/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:34,  2.17it/s, loss=0.569, pair=0.000, adv=4.562, sprd=0.016]
Ep 031/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:34,  2.17it/s, loss=0.612, pair=0.011, adv=3.033, sprd=0.031]
Ep 031/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:38,  1.94it/s, loss=0.612, pair=0.011, adv=3.033, sprd=0.031]
Ep 031/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:38,  1.94it/s, loss=0.816, pair=0.747, adv=4.530, sprd=0.023]
Ep 031/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:35,  2.05it/s, loss=0.816, pair=0.747, adv=4.530, sprd=0.023]
Ep 031/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:35,  2.05it/s, loss=0.619, pair=0.015, adv=4.017, sprd=0.028]
Ep 031/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:36,  1.97it/s, loss=0.619, pair=0.015, adv=4.017, sprd=0.028]
Ep 031/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:36,  1.97it/s, loss=0.578, pair=0.011, adv=3.072, sprd=0.022]
Ep 031/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:34,  2.09it/s, loss=0.578, pair=0.011, adv=3.072, sprd=0.022]
Ep 031/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:34,  2.09it/s, loss=0.582, pair=0.007, adv=4.378, sprd=0.021]
Ep 031/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:35,  1.99it/s, loss=0.582, pair=0.007, adv=4.378, sprd=0.021]
Ep 031/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:35,  1.99it/s, loss=0.582, pair=0.042, adv=3.424, sprd=0.014]
Ep 031/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:31,  2.18it/s, loss=0.582, pair=0.042, adv=3.424, sprd=0.014]
Ep 031/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:31,  2.18it/s, loss=0.640, pair=0.008, adv=4.875, sprd=0.030]
Ep 031/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:33,  2.04it/s, loss=0.640, pair=0.008, adv=4.875, sprd=0.030]
Ep 031/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:33,  2.04it/s, loss=0.559, pair=0.005, adv=4.299, sprd=0.016]
Ep 031/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.15it/s, loss=0.559, pair=0.005, adv=4.299, sprd=0.016]
Ep 031/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.15it/s, loss=0.571, pair=0.004, adv=2.760, sprd=0.028]
Ep 031/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.05it/s, loss=0.571, pair=0.004, adv=2.760, sprd=0.028]
Ep 031/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.05it/s, loss=0.613, pair=0.005, adv=5.185, sprd=0.026]
Ep 031/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:30,  2.13it/s, loss=0.613, pair=0.005, adv=5.185, sprd=0.026]
Ep 031/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.13it/s, loss=0.568, pair=0.006, adv=3.313, sprd=0.020]
Ep 031/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:31,  2.04it/s, loss=0.568, pair=0.006, adv=3.313, sprd=0.020]
Ep 031/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:31,  2.04it/s, loss=0.587, pair=0.007, adv=4.682, sprd=0.017]
Ep 031/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:28,  2.17it/s, loss=0.587, pair=0.007, adv=4.682, sprd=0.017]
Ep 031/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:28,  2.17it/s, loss=0.578, pair=0.004, adv=5.514, sprd=0.017]
Ep 031/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:29,  2.07it/s, loss=0.578, pair=0.004, adv=5.514, sprd=0.017]
Ep 031/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:29,  2.07it/s, loss=0.604, pair=0.002, adv=4.603, sprd=0.021]
Ep 031/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.17it/s, loss=0.604, pair=0.002, adv=4.603, sprd=0.021]
Ep 031/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.17it/s, loss=0.604, pair=0.000, adv=4.662, sprd=0.026]
Ep 031/80 [S2:+mat]:  87%|██▌| 393/453 [03:14<00:29,  2.02it/s, loss=0.604, pair=0.000, adv=4.662, sprd=0.026]
Ep 031/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:29,  2.02it/s, loss=0.462, pair=0.002, adv=2.178, sprd=0.016]
Ep 031/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:26,  2.19it/s, loss=0.462, pair=0.002, adv=2.178, sprd=0.016]
Ep 031/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:26,  2.19it/s, loss=0.597, pair=0.001, adv=4.290, sprd=0.021]
Ep 031/80 [S2:+mat]:  87%|██▌| 395/453 [03:15<00:27,  2.10it/s, loss=0.597, pair=0.001, adv=4.290, sprd=0.021]
Ep 031/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:27,  2.10it/s, loss=0.631, pair=0.000, adv=3.179, sprd=0.034]
Ep 031/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:26,  2.16it/s, loss=0.631, pair=0.000, adv=3.179, sprd=0.034]
Ep 031/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:26,  2.16it/s, loss=0.622, pair=0.001, adv=3.853, sprd=0.026]
Ep 031/80 [S2:+mat]:  88%|██▋| 397/453 [03:16<00:27,  2.06it/s, loss=0.622, pair=0.001, adv=3.853, sprd=0.026]
Ep 031/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.06it/s, loss=0.586, pair=0.000, adv=5.796, sprd=0.018]
Ep 031/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:25,  2.17it/s, loss=0.586, pair=0.000, adv=5.796, sprd=0.018]
Ep 031/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:25,  2.17it/s, loss=0.538, pair=0.000, adv=2.506, sprd=0.026]
Ep 031/80 [S2:+mat]:  88%|██▋| 399/453 [03:17<00:27,  1.98it/s, loss=0.538, pair=0.000, adv=2.506, sprd=0.026]
Ep 031/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:27,  1.98it/s, loss=0.648, pair=0.000, adv=4.423, sprd=0.031]
Ep 031/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:26,  2.03it/s, loss=0.648, pair=0.000, adv=4.423, sprd=0.031]
Ep 031/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:26,  2.03it/s, loss=0.532, pair=0.000, adv=2.885, sprd=0.021]
Ep 031/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:27,  1.87it/s, loss=0.532, pair=0.000, adv=2.885, sprd=0.021]
Ep 031/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:27,  1.87it/s, loss=0.553, pair=0.003, adv=4.481, sprd=0.012]
Ep 031/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:25,  2.02it/s, loss=0.553, pair=0.003, adv=4.481, sprd=0.012]
Ep 031/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:25,  2.02it/s, loss=0.590, pair=0.000, adv=6.117, sprd=0.023]
Ep 031/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:27,  1.84it/s, loss=0.590, pair=0.000, adv=6.117, sprd=0.023]
Ep 031/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:27,  1.84it/s, loss=0.554, pair=0.004, adv=6.029, sprd=0.013]
Ep 031/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:24,  1.96it/s, loss=0.554, pair=0.004, adv=6.029, sprd=0.013]
Ep 031/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:24,  1.96it/s, loss=0.520, pair=0.001, adv=2.375, sprd=0.021]
Ep 031/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:25,  1.90it/s, loss=0.520, pair=0.001, adv=2.375, sprd=0.021]
Ep 031/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:25,  1.90it/s, loss=0.703, pair=0.441, adv=6.838, sprd=0.013]
Ep 031/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:23,  2.01it/s, loss=0.703, pair=0.441, adv=6.838, sprd=0.013]
Ep 031/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:23,  2.01it/s, loss=0.630, pair=0.002, adv=4.669, sprd=0.030]
Ep 031/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:24,  1.85it/s, loss=0.630, pair=0.002, adv=4.669, sprd=0.030]
Ep 031/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:24,  1.85it/s, loss=0.629, pair=0.002, adv=6.028, sprd=0.029]
Ep 031/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:23,  1.93it/s, loss=0.629, pair=0.002, adv=6.028, sprd=0.029]
Ep 031/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:23,  1.93it/s, loss=0.566, pair=0.000, adv=4.941, sprd=0.014]
Ep 031/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:25,  1.70it/s, loss=0.566, pair=0.000, adv=4.941, sprd=0.014]
Ep 031/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:25,  1.70it/s, loss=0.603, pair=0.001, adv=4.819, sprd=0.022]
Ep 031/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:23,  1.83it/s, loss=0.603, pair=0.001, adv=4.819, sprd=0.022]
Ep 031/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:23,  1.83it/s, loss=0.641, pair=0.001, adv=4.044, sprd=0.019]
Ep 031/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:24,  1.74it/s, loss=0.641, pair=0.001, adv=4.044, sprd=0.019]
Ep 031/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:24,  1.74it/s, loss=0.631, pair=0.000, adv=3.445, sprd=0.024]
Ep 031/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:21,  1.89it/s, loss=0.631, pair=0.000, adv=3.445, sprd=0.024]
Ep 031/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:21,  1.89it/s, loss=0.560, pair=0.003, adv=6.405, sprd=0.015]
Ep 031/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:22,  1.79it/s, loss=0.560, pair=0.003, adv=6.405, sprd=0.015]
Ep 031/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:22,  1.79it/s, loss=0.613, pair=0.001, adv=4.632, sprd=0.024]
Ep 031/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:20,  1.92it/s, loss=0.613, pair=0.001, adv=4.632, sprd=0.024]
Ep 031/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:20,  1.92it/s, loss=0.611, pair=0.000, adv=4.816, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:20,  1.83it/s, loss=0.611, pair=0.000, adv=4.816, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:20,  1.83it/s, loss=0.589, pair=0.000, adv=5.803, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:19,  1.93it/s, loss=0.589, pair=0.000, adv=5.803, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:19,  1.93it/s, loss=0.599, pair=0.001, adv=4.757, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:20,  1.79it/s, loss=0.599, pair=0.001, adv=4.757, sprd=0.022]
Ep 031/80 [S2:+mat]:  92%|██▊| 417/453 [03:28<00:20,  1.79it/s, loss=0.593, pair=0.002, adv=4.280, sprd=0.020]
Ep 031/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:18,  1.92it/s, loss=0.593, pair=0.002, adv=4.280, sprd=0.020]
Ep 031/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:18,  1.92it/s, loss=0.573, pair=0.000, adv=4.597, sprd=0.017]
Ep 031/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:18,  1.84it/s, loss=0.573, pair=0.000, adv=4.597, sprd=0.017]
Ep 031/80 [S2:+mat]:  92%|██▊| 419/453 [03:29<00:18,  1.84it/s, loss=0.613, pair=0.000, adv=5.019, sprd=0.024]
Ep 031/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:16,  1.95it/s, loss=0.613, pair=0.000, adv=5.019, sprd=0.024]
Ep 031/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:16,  1.95it/s, loss=0.577, pair=0.000, adv=5.139, sprd=0.016]
Ep 031/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:17,  1.85it/s, loss=0.577, pair=0.000, adv=5.139, sprd=0.016]
Ep 031/80 [S2:+mat]:  93%|██▊| 421/453 [03:30<00:17,  1.85it/s, loss=0.568, pair=0.001, adv=4.335, sprd=0.017]
Ep 031/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:15,  1.97it/s, loss=0.568, pair=0.001, adv=4.335, sprd=0.017]
Ep 031/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:15,  1.97it/s, loss=0.575, pair=0.001, adv=4.358, sprd=0.018]
Ep 031/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:16,  1.83it/s, loss=0.575, pair=0.001, adv=4.358, sprd=0.018]
Ep 031/80 [S2:+mat]:  93%|██▊| 423/453 [03:31<00:16,  1.83it/s, loss=0.595, pair=0.001, adv=5.023, sprd=0.021]
Ep 031/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:14,  1.95it/s, loss=0.595, pair=0.001, adv=5.023, sprd=0.021]
Ep 031/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:14,  1.95it/s, loss=0.627, pair=0.000, adv=4.610, sprd=0.024]
Ep 031/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:15,  1.84it/s, loss=0.627, pair=0.000, adv=4.610, sprd=0.024]
Ep 031/80 [S2:+mat]:  94%|██▊| 425/453 [03:32<00:15,  1.84it/s, loss=0.579, pair=0.005, adv=3.624, sprd=0.021]
Ep 031/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:13,  1.94it/s, loss=0.579, pair=0.005, adv=3.624, sprd=0.021]
Ep 031/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:13,  1.94it/s, loss=0.617, pair=0.002, adv=4.887, sprd=0.026]
Ep 031/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:14,  1.81it/s, loss=0.617, pair=0.002, adv=4.887, sprd=0.026]
Ep 031/80 [S2:+mat]:  94%|██▊| 427/453 [03:33<00:14,  1.81it/s, loss=0.569, pair=0.000, adv=4.255, sprd=0.014]
Ep 031/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:12,  1.97it/s, loss=0.569, pair=0.000, adv=4.255, sprd=0.014]
Ep 031/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:12,  1.97it/s, loss=0.598, pair=0.003, adv=4.775, sprd=0.018]
Ep 031/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:12,  1.95it/s, loss=0.598, pair=0.003, adv=4.775, sprd=0.018]
Ep 031/80 [S2:+mat]:  95%|██▊| 429/453 [03:34<00:12,  1.95it/s, loss=0.637, pair=0.000, adv=7.292, sprd=0.034]
Ep 031/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:11,  2.03it/s, loss=0.637, pair=0.000, adv=7.292, sprd=0.034]
Ep 031/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:11,  2.03it/s, loss=0.587, pair=0.000, adv=4.659, sprd=0.019]
Ep 031/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:11,  1.97it/s, loss=0.587, pair=0.000, adv=4.659, sprd=0.019]
Ep 031/80 [S2:+mat]:  95%|██▊| 431/453 [03:35<00:11,  1.97it/s, loss=0.578, pair=0.000, adv=5.006, sprd=0.015]
Ep 031/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.12it/s, loss=0.578, pair=0.000, adv=5.006, sprd=0.015]
Ep 031/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.12it/s, loss=0.610, pair=0.000, adv=5.821, sprd=0.022]
Ep 031/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:10,  1.95it/s, loss=0.610, pair=0.000, adv=5.821, sprd=0.022]
Ep 031/80 [S2:+mat]:  96%|██▊| 433/453 [03:36<00:10,  1.95it/s, loss=2.100, pair=0.003, adv=5.787, sprd=0.031]
Ep 031/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  2.03it/s, loss=2.100, pair=0.003, adv=5.787, sprd=0.031]
Ep 031/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  2.03it/s, loss=0.573, pair=0.000, adv=6.701, sprd=0.014]
Ep 031/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.00it/s, loss=0.573, pair=0.000, adv=6.701, sprd=0.014]
Ep 031/80 [S2:+mat]:  96%|██▉| 435/453 [03:37<00:08,  2.00it/s, loss=0.595, pair=0.000, adv=7.498, sprd=0.020]
Ep 031/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  2.11it/s, loss=0.595, pair=0.000, adv=7.498, sprd=0.020]
Ep 031/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  2.11it/s, loss=0.624, pair=0.000, adv=5.181, sprd=0.027]
Ep 031/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.02it/s, loss=0.624, pair=0.000, adv=5.181, sprd=0.027]
Ep 031/80 [S2:+mat]:  96%|██▉| 437/453 [03:38<00:07,  2.02it/s, loss=0.614, pair=0.002, adv=4.873, sprd=0.021]
Ep 031/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:06,  2.14it/s, loss=0.614, pair=0.002, adv=4.873, sprd=0.021]
Ep 031/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:06,  2.14it/s, loss=0.601, pair=0.002, adv=5.885, sprd=0.021]
Ep 031/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.601, pair=0.002, adv=5.885, sprd=0.021]
Ep 031/80 [S2:+mat]:  97%|██▉| 439/453 [03:39<00:06,  2.08it/s, loss=0.557, pair=0.001, adv=6.145, sprd=0.015]
Ep 031/80 [S2:+mat]:  97%|██▉| 440/453 [03:39<00:05,  2.17it/s, loss=0.557, pair=0.001, adv=6.145, sprd=0.015]
Ep 031/80 [S2:+mat]:  97%|██▉| 440/453 [03:39<00:05,  2.17it/s, loss=0.567, pair=0.003, adv=4.225, sprd=0.017]
Ep 031/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.05it/s, loss=0.567, pair=0.003, adv=4.225, sprd=0.017]
Ep 031/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.05it/s, loss=0.649, pair=0.009, adv=4.776, sprd=0.029]
Ep 031/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.16it/s, loss=0.649, pair=0.009, adv=4.776, sprd=0.029]
Ep 031/80 [S2:+mat]:  98%|██▉| 442/453 [03:40<00:05,  2.16it/s, loss=0.612, pair=0.009, adv=5.703, sprd=0.025]
Ep 031/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.04it/s, loss=0.612, pair=0.009, adv=5.703, sprd=0.025]
Ep 031/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.04it/s, loss=0.585, pair=0.001, adv=4.084, sprd=0.021]
Ep 031/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.12it/s, loss=0.585, pair=0.001, adv=4.084, sprd=0.021]
Ep 031/80 [S2:+mat]:  98%|██▉| 444/453 [03:41<00:04,  2.12it/s, loss=0.632, pair=0.004, adv=4.788, sprd=0.028]
Ep 031/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.05it/s, loss=0.632, pair=0.004, adv=4.788, sprd=0.028]
Ep 031/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.05it/s, loss=0.589, pair=0.007, adv=6.508, sprd=0.015]
Ep 031/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.19it/s, loss=0.589, pair=0.007, adv=6.508, sprd=0.015]
Ep 031/80 [S2:+mat]:  98%|██▉| 446/453 [03:42<00:03,  2.19it/s, loss=0.617, pair=0.007, adv=5.363, sprd=0.024]
Ep 031/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.08it/s, loss=0.617, pair=0.007, adv=5.363, sprd=0.024]
Ep 031/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.08it/s, loss=0.603, pair=0.003, adv=4.515, sprd=0.019]
Ep 031/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.21it/s, loss=0.603, pair=0.003, adv=4.515, sprd=0.019]
Ep 031/80 [S2:+mat]:  99%|██▉| 448/453 [03:43<00:02,  2.21it/s, loss=0.635, pair=0.015, adv=4.815, sprd=0.027]
Ep 031/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.10it/s, loss=0.635, pair=0.015, adv=4.815, sprd=0.027]
Ep 031/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.10it/s, loss=0.618, pair=0.000, adv=6.351, sprd=0.026]
Ep 031/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.17it/s, loss=0.618, pair=0.000, adv=6.351, sprd=0.026]
Ep 031/80 [S2:+mat]:  99%|██▉| 450/453 [03:44<00:01,  2.17it/s, loss=0.607, pair=0.012, adv=5.113, sprd=0.021]
Ep 031/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:00,  2.07it/s, loss=0.607, pair=0.012, adv=5.113, sprd=0.021]
Ep 031/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:00,  2.07it/s, loss=0.584, pair=0.053, adv=7.507, sprd=0.012]
Ep 031/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.21it/s, loss=0.584, pair=0.053, adv=7.507, sprd=0.012]
Ep 031/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  2.21it/s, loss=1.165, pair=1.746, adv=3.782, sprd=0.032]
Ep 031/80 [S2:+mat]: 100%|███| 453/453 [03:45<00:00,  2.08it/s, loss=1.165, pair=1.746, adv=3.782, sprd=0.032]
                                                                                                              
Epoch 031/80 [S2:+mat]  loss=0.6130  mat=0.2613  sens=1.0804  pair=0.0510  adv=4.8386(rand=3.47)  deg=0.0043  orth=0.0053  spread=0.0208  q_mean=52.4  q_std=19.0  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=7.07e-05  225s

Ep 032/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 032/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.604, pair=0.043, adv=4.067, sprd=0.021]
Ep 032/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:53,  1.18s/it, loss=0.604, pair=0.043, adv=4.067, sprd=0.021]
Ep 032/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:53,  1.18s/it, loss=0.572, pair=0.017, adv=3.751, sprd=0.017]
Ep 032/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:27,  1.38it/s, loss=0.572, pair=0.017, adv=3.751, sprd=0.017]
Ep 032/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:27,  1.38it/s, loss=0.630, pair=0.024, adv=6.601, sprd=0.025]
Ep 032/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:53,  1.53it/s, loss=0.630, pair=0.024, adv=6.601, sprd=0.025]
Ep 032/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:53,  1.53it/s, loss=0.633, pair=0.004, adv=4.365, sprd=0.027]
Ep 032/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:12,  1.78it/s, loss=0.633, pair=0.004, adv=4.365, sprd=0.027]
Ep 032/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:12,  1.78it/s, loss=0.604, pair=0.002, adv=4.917, sprd=0.022]
Ep 032/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:08,  1.80it/s, loss=0.604, pair=0.002, adv=4.917, sprd=0.022]
Ep 032/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:08,  1.80it/s, loss=0.639, pair=0.004, adv=3.452, sprd=0.030]
Ep 032/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:48,  1.96it/s, loss=0.639, pair=0.004, adv=3.452, sprd=0.030]
Ep 032/80 [S2:+mat]:   1%|     | 6/453 [00:04<03:48,  1.96it/s, loss=0.562, pair=0.029, adv=6.657, sprd=0.012]
Ep 032/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:03,  1.83it/s, loss=0.562, pair=0.029, adv=6.657, sprd=0.012]
Ep 032/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:03,  1.83it/s, loss=0.621, pair=0.103, adv=4.398, sprd=0.015]
Ep 032/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:36,  2.05it/s, loss=0.621, pair=0.103, adv=4.398, sprd=0.015]
Ep 032/80 [S2:+mat]:   2%|     | 8/453 [00:05<03:36,  2.05it/s, loss=0.639, pair=0.019, adv=4.084, sprd=0.027]
Ep 032/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:41,  2.00it/s, loss=0.639, pair=0.019, adv=4.084, sprd=0.027]
Ep 032/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:41,  2.00it/s, loss=0.591, pair=0.082, adv=5.488, sprd=0.013]
Ep 032/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:24,  2.17it/s, loss=0.591, pair=0.082, adv=5.488, sprd=0.013]
Ep 032/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:24,  2.17it/s, loss=0.612, pair=0.044, adv=3.840, sprd=0.021]
Ep 032/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:30,  2.10it/s, loss=0.612, pair=0.044, adv=3.840, sprd=0.021]
Ep 032/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:30,  2.10it/s, loss=0.663, pair=0.019, adv=3.672, sprd=0.032]
Ep 032/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:22,  2.18it/s, loss=0.663, pair=0.019, adv=3.672, sprd=0.032]
Ep 032/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:22,  2.18it/s, loss=0.605, pair=0.023, adv=5.337, sprd=0.022]
Ep 032/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:31,  2.08it/s, loss=0.605, pair=0.023, adv=5.337, sprd=0.022]
Ep 032/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:31,  2.08it/s, loss=0.626, pair=0.005, adv=6.580, sprd=0.023]
Ep 032/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:22,  2.17it/s, loss=0.626, pair=0.005, adv=6.580, sprd=0.023]
Ep 032/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:22,  2.17it/s, loss=0.563, pair=0.011, adv=6.216, sprd=0.015]
Ep 032/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:31,  2.07it/s, loss=0.563, pair=0.011, adv=6.216, sprd=0.015]
Ep 032/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:31,  2.07it/s, loss=0.577, pair=0.001, adv=3.727, sprd=0.021]
Ep 032/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:22,  2.15it/s, loss=0.577, pair=0.001, adv=3.727, sprd=0.021]
Ep 032/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:22,  2.15it/s, loss=0.605, pair=0.009, adv=5.749, sprd=0.017]
Ep 032/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:28,  2.09it/s, loss=0.605, pair=0.009, adv=5.749, sprd=0.017]
Ep 032/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:28,  2.09it/s, loss=0.576, pair=0.012, adv=4.106, sprd=0.015]
Ep 032/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:16,  2.21it/s, loss=0.576, pair=0.012, adv=4.106, sprd=0.015]
Ep 032/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:16,  2.21it/s, loss=0.590, pair=0.003, adv=5.284, sprd=0.021]
Ep 032/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:32,  2.05it/s, loss=0.590, pair=0.003, adv=5.284, sprd=0.021]
Ep 032/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:32,  2.05it/s, loss=0.569, pair=0.001, adv=3.156, sprd=0.022]
Ep 032/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.569, pair=0.001, adv=3.156, sprd=0.022]
Ep 032/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:21,  2.15it/s, loss=0.577, pair=0.004, adv=4.197, sprd=0.015]
Ep 032/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:25,  2.10it/s, loss=0.577, pair=0.004, adv=4.197, sprd=0.015]
Ep 032/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:25,  2.10it/s, loss=0.610, pair=0.018, adv=3.481, sprd=0.020]
Ep 032/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:13,  2.22it/s, loss=0.610, pair=0.018, adv=3.481, sprd=0.020]
Ep 032/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:13,  2.22it/s, loss=0.625, pair=0.008, adv=5.636, sprd=0.023]
Ep 032/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:25,  2.10it/s, loss=0.625, pair=0.008, adv=5.636, sprd=0.023]
Ep 032/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:25,  2.10it/s, loss=0.602, pair=0.018, adv=3.303, sprd=0.023]
Ep 032/80 [S2:+mat]:   5%|▏   | 24/453 [00:11<03:15,  2.20it/s, loss=0.602, pair=0.018, adv=3.303, sprd=0.023]
Ep 032/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:15,  2.20it/s, loss=0.598, pair=0.007, adv=5.562, sprd=0.022]
Ep 032/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:27,  2.06it/s, loss=0.598, pair=0.007, adv=5.562, sprd=0.022]
Ep 032/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:27,  2.06it/s, loss=0.596, pair=0.007, adv=5.541, sprd=0.015]
Ep 032/80 [S2:+mat]:   6%|▏   | 26/453 [00:12<03:13,  2.20it/s, loss=0.596, pair=0.007, adv=5.541, sprd=0.015]
Ep 032/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:13,  2.20it/s, loss=0.585, pair=0.002, adv=5.001, sprd=0.016]
Ep 032/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:23,  2.10it/s, loss=0.585, pair=0.002, adv=5.001, sprd=0.016]
Ep 032/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:23,  2.10it/s, loss=0.587, pair=0.001, adv=6.414, sprd=0.021]
Ep 032/80 [S2:+mat]:   6%|▏   | 28/453 [00:13<03:16,  2.16it/s, loss=0.587, pair=0.001, adv=6.414, sprd=0.021]
Ep 032/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:16,  2.16it/s, loss=0.638, pair=0.004, adv=4.119, sprd=0.032]
Ep 032/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:28,  2.04it/s, loss=0.638, pair=0.004, adv=4.119, sprd=0.032]
Ep 032/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:28,  2.04it/s, loss=0.570, pair=0.004, adv=5.731, sprd=0.015]
Ep 032/80 [S2:+mat]:   7%|▎   | 30/453 [00:14<03:17,  2.15it/s, loss=0.570, pair=0.004, adv=5.731, sprd=0.015]
Ep 032/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:17,  2.15it/s, loss=0.564, pair=0.003, adv=5.309, sprd=0.015]
Ep 032/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:22,  2.09it/s, loss=0.564, pair=0.003, adv=5.309, sprd=0.015]
Ep 032/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:22,  2.09it/s, loss=0.589, pair=0.001, adv=4.117, sprd=0.018]
Ep 032/80 [S2:+mat]:   7%|▎   | 32/453 [00:15<03:11,  2.20it/s, loss=0.589, pair=0.001, adv=4.117, sprd=0.018]
Ep 032/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:11,  2.20it/s, loss=0.594, pair=0.003, adv=4.987, sprd=0.019]
Ep 032/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:19,  2.11it/s, loss=0.594, pair=0.003, adv=4.987, sprd=0.019]
Ep 032/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:19,  2.11it/s, loss=0.598, pair=0.009, adv=6.759, sprd=0.022]
Ep 032/80 [S2:+mat]:   8%|▎   | 34/453 [00:16<03:12,  2.18it/s, loss=0.598, pair=0.009, adv=6.759, sprd=0.022]
Ep 032/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:12,  2.18it/s, loss=0.565, pair=0.013, adv=5.269, sprd=0.013]
Ep 032/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:30,  1.99it/s, loss=0.565, pair=0.013, adv=5.269, sprd=0.013]
Ep 032/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:30,  1.99it/s, loss=0.595, pair=0.006, adv=6.013, sprd=0.017]
Ep 032/80 [S2:+mat]:   8%|▎   | 36/453 [00:17<03:15,  2.13it/s, loss=0.595, pair=0.006, adv=6.013, sprd=0.017]
Ep 032/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:15,  2.13it/s, loss=0.667, pair=0.005, adv=4.682, sprd=0.022]
Ep 032/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:21,  2.07it/s, loss=0.667, pair=0.005, adv=4.682, sprd=0.022]
Ep 032/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:21,  2.07it/s, loss=0.588, pair=0.002, adv=6.594, sprd=0.023]
Ep 032/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:15,  2.12it/s, loss=0.588, pair=0.002, adv=6.594, sprd=0.023]
Ep 032/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:15,  2.12it/s, loss=0.575, pair=0.006, adv=5.445, sprd=0.014]
Ep 032/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:16,  2.11it/s, loss=0.575, pair=0.006, adv=5.445, sprd=0.014]
Ep 032/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:16,  2.11it/s, loss=0.582, pair=0.003, adv=4.915, sprd=0.017]
Ep 032/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:04,  2.23it/s, loss=0.582, pair=0.003, adv=4.915, sprd=0.017]
Ep 032/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:04,  2.23it/s, loss=0.655, pair=0.039, adv=4.283, sprd=0.029]
Ep 032/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:16,  2.10it/s, loss=0.655, pair=0.039, adv=4.283, sprd=0.029]
Ep 032/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:16,  2.10it/s, loss=1.146, pair=1.956, adv=4.541, sprd=0.015]
Ep 032/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:05,  2.22it/s, loss=1.146, pair=1.956, adv=4.541, sprd=0.015]
Ep 032/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:05,  2.22it/s, loss=0.577, pair=0.000, adv=3.987, sprd=0.019]
Ep 032/80 [S2:+mat]:   9%|▍   | 43/453 [00:20<03:14,  2.11it/s, loss=0.577, pair=0.000, adv=3.987, sprd=0.019]
Ep 032/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:14,  2.11it/s, loss=0.612, pair=0.000, adv=5.364, sprd=0.024]
Ep 032/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:08,  2.17it/s, loss=0.612, pair=0.000, adv=5.364, sprd=0.024]
Ep 032/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:08,  2.17it/s, loss=0.604, pair=0.000, adv=4.837, sprd=0.021]
Ep 032/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:27,  1.97it/s, loss=0.604, pair=0.000, adv=4.837, sprd=0.021]
Ep 032/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:27,  1.97it/s, loss=0.575, pair=0.005, adv=5.155, sprd=0.017]
Ep 032/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:18,  2.05it/s, loss=0.575, pair=0.005, adv=5.155, sprd=0.017]
Ep 032/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:18,  2.05it/s, loss=0.584, pair=0.000, adv=6.635, sprd=0.018]
Ep 032/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:38,  1.86it/s, loss=0.584, pair=0.000, adv=6.635, sprd=0.018]
Ep 032/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:38,  1.86it/s, loss=0.583, pair=0.000, adv=5.054, sprd=0.019]
Ep 032/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:27,  1.95it/s, loss=0.583, pair=0.000, adv=5.054, sprd=0.019]
Ep 032/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:27,  1.95it/s, loss=0.587, pair=0.001, adv=4.724, sprd=0.022]
Ep 032/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:40,  1.83it/s, loss=0.587, pair=0.001, adv=4.724, sprd=0.022]
Ep 032/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:40,  1.83it/s, loss=0.549, pair=0.000, adv=5.522, sprd=0.014]
Ep 032/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:26,  1.95it/s, loss=0.549, pair=0.000, adv=5.522, sprd=0.014]
Ep 032/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:26,  1.95it/s, loss=0.619, pair=0.001, adv=4.857, sprd=0.026]
Ep 032/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:40,  1.82it/s, loss=0.619, pair=0.001, adv=4.857, sprd=0.026]
Ep 032/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:40,  1.82it/s, loss=0.610, pair=0.074, adv=4.428, sprd=0.023]
Ep 032/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:29,  1.91it/s, loss=0.610, pair=0.074, adv=4.428, sprd=0.023]
Ep 032/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:29,  1.91it/s, loss=0.585, pair=0.003, adv=5.949, sprd=0.018]
Ep 032/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:38,  1.83it/s, loss=0.585, pair=0.003, adv=5.949, sprd=0.018]
Ep 032/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:38,  1.83it/s, loss=0.620, pair=0.005, adv=4.890, sprd=0.025]
Ep 032/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:27,  1.92it/s, loss=0.620, pair=0.005, adv=4.890, sprd=0.025]
Ep 032/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:27,  1.92it/s, loss=0.625, pair=0.002, adv=5.176, sprd=0.025]
Ep 032/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:42,  1.79it/s, loss=0.625, pair=0.002, adv=5.176, sprd=0.025]
Ep 032/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:42,  1.79it/s, loss=0.638, pair=0.002, adv=5.773, sprd=0.028]
Ep 032/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:28,  1.90it/s, loss=0.638, pair=0.002, adv=5.773, sprd=0.028]
Ep 032/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:28,  1.90it/s, loss=0.608, pair=0.000, adv=5.005, sprd=0.023]
Ep 032/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:41,  1.79it/s, loss=0.608, pair=0.000, adv=5.005, sprd=0.023]
Ep 032/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:41,  1.79it/s, loss=0.567, pair=0.003, adv=4.535, sprd=0.015]
Ep 032/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:24,  1.93it/s, loss=0.567, pair=0.003, adv=4.535, sprd=0.015]
Ep 032/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:24,  1.93it/s, loss=0.565, pair=0.002, adv=4.373, sprd=0.017]
Ep 032/80 [S2:+mat]:  13%|▌   | 59/453 [00:29<03:35,  1.83it/s, loss=0.565, pair=0.002, adv=4.373, sprd=0.017]
Ep 032/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:35,  1.83it/s, loss=0.613, pair=0.000, adv=5.491, sprd=0.023]
Ep 032/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:23,  1.93it/s, loss=0.613, pair=0.000, adv=5.491, sprd=0.023]
Ep 032/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:23,  1.93it/s, loss=0.626, pair=0.000, adv=5.429, sprd=0.027]
Ep 032/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:36,  1.81it/s, loss=0.626, pair=0.000, adv=5.429, sprd=0.027]
Ep 032/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:36,  1.81it/s, loss=0.556, pair=0.000, adv=6.625, sprd=0.015]
Ep 032/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:23,  1.92it/s, loss=0.556, pair=0.000, adv=6.625, sprd=0.015]
Ep 032/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:23,  1.92it/s, loss=0.546, pair=0.000, adv=6.069, sprd=0.015]
Ep 032/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:34,  1.82it/s, loss=0.546, pair=0.000, adv=6.069, sprd=0.015]
Ep 032/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:34,  1.82it/s, loss=0.598, pair=0.000, adv=4.444, sprd=0.021]
Ep 032/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:21,  1.93it/s, loss=0.598, pair=0.000, adv=4.444, sprd=0.021]
Ep 032/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:21,  1.93it/s, loss=1.295, pair=2.342, adv=6.843, sprd=0.021]
Ep 032/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:46,  1.71it/s, loss=1.295, pair=2.342, adv=6.843, sprd=0.021]
Ep 032/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:46,  1.71it/s, loss=0.593, pair=0.001, adv=7.468, sprd=0.023]
Ep 032/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<03:31,  1.83it/s, loss=0.593, pair=0.001, adv=7.468, sprd=0.023]
Ep 032/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<03:31,  1.83it/s, loss=0.586, pair=0.002, adv=5.513, sprd=0.020]
Ep 032/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:39,  1.76it/s, loss=0.586, pair=0.002, adv=5.513, sprd=0.020]
Ep 032/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:39,  1.76it/s, loss=0.576, pair=0.001, adv=5.974, sprd=0.017]
Ep 032/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:23,  1.90it/s, loss=0.576, pair=0.001, adv=5.974, sprd=0.017]
Ep 032/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:23,  1.90it/s, loss=0.633, pair=0.001, adv=4.012, sprd=0.024]
Ep 032/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:32,  1.81it/s, loss=0.633, pair=0.001, adv=4.012, sprd=0.024]
Ep 032/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:32,  1.81it/s, loss=0.562, pair=0.001, adv=5.821, sprd=0.018]
Ep 032/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<03:21,  1.90it/s, loss=0.562, pair=0.001, adv=5.821, sprd=0.018]
Ep 032/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<03:21,  1.90it/s, loss=0.605, pair=0.002, adv=4.313, sprd=0.021]
Ep 032/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:29,  1.82it/s, loss=0.605, pair=0.002, adv=4.313, sprd=0.021]
Ep 032/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:29,  1.82it/s, loss=0.556, pair=0.002, adv=4.516, sprd=0.017]
Ep 032/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<03:17,  1.93it/s, loss=0.556, pair=0.002, adv=4.516, sprd=0.017]
Ep 032/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<03:17,  1.93it/s, loss=0.612, pair=0.002, adv=3.802, sprd=0.026]
Ep 032/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:29,  1.82it/s, loss=0.612, pair=0.002, adv=3.802, sprd=0.026]
Ep 032/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:29,  1.82it/s, loss=0.587, pair=0.004, adv=4.554, sprd=0.019]
Ep 032/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<03:14,  1.94it/s, loss=0.587, pair=0.004, adv=4.554, sprd=0.019]
Ep 032/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<03:14,  1.94it/s, loss=0.594, pair=0.003, adv=6.227, sprd=0.021]
Ep 032/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:17,  1.92it/s, loss=0.594, pair=0.003, adv=6.227, sprd=0.021]
Ep 032/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:17,  1.92it/s, loss=0.641, pair=0.001, adv=5.699, sprd=0.031]
Ep 032/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<03:06,  2.02it/s, loss=0.641, pair=0.001, adv=5.699, sprd=0.031]
Ep 032/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<03:06,  2.02it/s, loss=0.619, pair=0.001, adv=6.285, sprd=0.029]
Ep 032/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:12,  1.95it/s, loss=0.619, pair=0.001, adv=6.285, sprd=0.029]
Ep 032/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:12,  1.95it/s, loss=0.589, pair=0.010, adv=7.805, sprd=0.016]
Ep 032/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:57,  2.11it/s, loss=0.589, pair=0.010, adv=7.805, sprd=0.016]
Ep 032/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:57,  2.11it/s, loss=1.136, pair=1.824, adv=5.275, sprd=0.017]
Ep 032/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:01,  2.06it/s, loss=1.136, pair=1.824, adv=5.275, sprd=0.017]
Ep 032/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:01,  2.06it/s, loss=0.586, pair=0.003, adv=7.320, sprd=0.016]
Ep 032/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:51,  2.17it/s, loss=0.586, pair=0.003, adv=7.320, sprd=0.016]
Ep 032/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:51,  2.17it/s, loss=0.598, pair=0.000, adv=5.525, sprd=0.024]
Ep 032/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:01,  2.05it/s, loss=0.598, pair=0.000, adv=5.525, sprd=0.024]
Ep 032/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:01,  2.05it/s, loss=0.581, pair=0.001, adv=6.072, sprd=0.020]
Ep 032/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:54,  2.12it/s, loss=0.581, pair=0.001, adv=6.072, sprd=0.020]
Ep 032/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:54,  2.12it/s, loss=0.627, pair=0.000, adv=6.227, sprd=0.024]
Ep 032/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:00,  2.05it/s, loss=0.627, pair=0.000, adv=6.227, sprd=0.024]
Ep 032/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:00,  2.05it/s, loss=0.582, pair=0.001, adv=4.510, sprd=0.019]
Ep 032/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:50,  2.17it/s, loss=0.582, pair=0.001, adv=4.510, sprd=0.019]
Ep 032/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:50,  2.17it/s, loss=0.558, pair=0.005, adv=4.202, sprd=0.014]
Ep 032/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<02:56,  2.09it/s, loss=0.558, pair=0.005, adv=4.202, sprd=0.014]
Ep 032/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<02:56,  2.09it/s, loss=0.575, pair=0.001, adv=5.731, sprd=0.017]
Ep 032/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:47,  2.20it/s, loss=0.575, pair=0.001, adv=5.731, sprd=0.017]
Ep 032/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:47,  2.20it/s, loss=0.603, pair=0.002, adv=5.574, sprd=0.022]
Ep 032/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:54,  2.09it/s, loss=0.603, pair=0.002, adv=5.574, sprd=0.022]
Ep 032/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<02:54,  2.09it/s, loss=0.596, pair=0.003, adv=4.294, sprd=0.024]
Ep 032/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:48,  2.16it/s, loss=0.596, pair=0.003, adv=4.294, sprd=0.024]
Ep 032/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:48,  2.16it/s, loss=0.596, pair=0.000, adv=7.023, sprd=0.020]
Ep 032/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:07,  1.95it/s, loss=0.596, pair=0.000, adv=7.023, sprd=0.020]
Ep 032/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:07,  1.95it/s, loss=0.585, pair=0.007, adv=5.186, sprd=0.017]
Ep 032/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:53,  2.09it/s, loss=0.585, pair=0.007, adv=5.186, sprd=0.017]
Ep 032/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:53,  2.09it/s, loss=0.664, pair=0.000, adv=7.257, sprd=0.026]
Ep 032/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:01,  1.99it/s, loss=0.664, pair=0.000, adv=7.257, sprd=0.026]
Ep 032/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<03:01,  1.99it/s, loss=0.549, pair=0.000, adv=5.765, sprd=0.014]
Ep 032/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.12it/s, loss=0.549, pair=0.000, adv=5.765, sprd=0.014]
Ep 032/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:50,  2.12it/s, loss=0.586, pair=0.002, adv=6.491, sprd=0.019]
Ep 032/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<02:56,  2.04it/s, loss=0.586, pair=0.002, adv=6.491, sprd=0.019]
Ep 032/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<02:56,  2.04it/s, loss=0.601, pair=0.001, adv=4.625, sprd=0.020]
Ep 032/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:46,  2.16it/s, loss=0.601, pair=0.001, adv=4.625, sprd=0.020]
Ep 032/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:46,  2.16it/s, loss=0.668, pair=0.000, adv=5.330, sprd=0.021]
Ep 032/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<02:51,  2.09it/s, loss=0.668, pair=0.000, adv=5.330, sprd=0.021]
Ep 032/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<02:51,  2.09it/s, loss=0.569, pair=0.005, adv=4.552, sprd=0.018]
Ep 032/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:44,  2.17it/s, loss=0.569, pair=0.005, adv=4.552, sprd=0.018]
Ep 032/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:44,  2.17it/s, loss=0.636, pair=0.007, adv=6.851, sprd=0.016]
Ep 032/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:51,  2.07it/s, loss=0.636, pair=0.007, adv=6.851, sprd=0.016]
Ep 032/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:51,  2.07it/s, loss=0.625, pair=0.001, adv=5.154, sprd=0.027]
Ep 032/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<02:44,  2.15it/s, loss=0.625, pair=0.001, adv=5.154, sprd=0.027]
Ep 032/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:44,  2.15it/s, loss=0.605, pair=0.000, adv=9.276, sprd=0.020]
Ep 032/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:53,  2.04it/s, loss=0.605, pair=0.000, adv=9.276, sprd=0.020]
Ep 032/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:53,  2.04it/s, loss=0.567, pair=0.013, adv=6.358, sprd=0.013]
Ep 032/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:42,  2.18it/s, loss=0.567, pair=0.013, adv=6.358, sprd=0.013]
Ep 032/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:42,  2.18it/s, loss=0.562, pair=0.002, adv=6.828, sprd=0.017]
Ep 032/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:50,  2.06it/s, loss=0.562, pair=0.002, adv=6.828, sprd=0.017]
Ep 032/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:50,  2.06it/s, loss=0.637, pair=0.000, adv=4.516, sprd=0.030]
Ep 032/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:44,  2.13it/s, loss=0.637, pair=0.000, adv=4.516, sprd=0.030]
Ep 032/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:44,  2.13it/s, loss=0.638, pair=0.002, adv=4.875, sprd=0.026]
Ep 032/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:50,  2.05it/s, loss=0.638, pair=0.002, adv=4.875, sprd=0.026]
Ep 032/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:50,  2.05it/s, loss=0.604, pair=0.001, adv=3.992, sprd=0.021]
Ep 032/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:41,  2.17it/s, loss=0.604, pair=0.001, adv=3.992, sprd=0.021]
Ep 032/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:41,  2.17it/s, loss=0.576, pair=0.000, adv=8.206, sprd=0.018]
Ep 032/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.576, pair=0.000, adv=8.206, sprd=0.018]
Ep 032/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:49,  2.05it/s, loss=0.594, pair=0.004, adv=5.879, sprd=0.020]
Ep 032/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:41,  2.15it/s, loss=0.594, pair=0.004, adv=5.879, sprd=0.020]
Ep 032/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:41,  2.15it/s, loss=0.574, pair=0.012, adv=6.194, sprd=0.019]
Ep 032/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:49,  2.04it/s, loss=0.574, pair=0.012, adv=6.194, sprd=0.019]
Ep 032/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:49,  2.04it/s, loss=0.603, pair=0.009, adv=4.720, sprd=0.022]
Ep 032/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:40,  2.15it/s, loss=0.603, pair=0.009, adv=4.720, sprd=0.022]
Ep 032/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:40,  2.15it/s, loss=0.609, pair=0.003, adv=4.353, sprd=0.025]
Ep 032/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:48,  2.04it/s, loss=0.609, pair=0.003, adv=4.353, sprd=0.025]
Ep 032/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:48,  2.04it/s, loss=0.587, pair=0.002, adv=5.706, sprd=0.017]
Ep 032/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:38,  2.16it/s, loss=0.587, pair=0.002, adv=5.706, sprd=0.017]
Ep 032/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:38,  2.16it/s, loss=0.613, pair=0.001, adv=4.766, sprd=0.027]
Ep 032/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:48,  2.03it/s, loss=0.613, pair=0.001, adv=4.766, sprd=0.027]
Ep 032/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:48,  2.03it/s, loss=0.569, pair=0.003, adv=7.541, sprd=0.015]
Ep 032/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:38,  2.15it/s, loss=0.569, pair=0.003, adv=7.541, sprd=0.015]
Ep 032/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:38,  2.15it/s, loss=0.573, pair=0.003, adv=6.071, sprd=0.017]
Ep 032/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:45,  2.05it/s, loss=0.573, pair=0.003, adv=6.071, sprd=0.017]
Ep 032/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:45,  2.05it/s, loss=0.615, pair=0.004, adv=6.024, sprd=0.022]
Ep 032/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:36,  2.16it/s, loss=0.615, pair=0.004, adv=6.024, sprd=0.022]
Ep 032/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:36,  2.16it/s, loss=0.606, pair=0.000, adv=5.826, sprd=0.022]
Ep 032/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:43,  2.06it/s, loss=0.606, pair=0.000, adv=5.826, sprd=0.022]
Ep 032/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:43,  2.06it/s, loss=1.169, pair=1.994, adv=4.792, sprd=0.020]
Ep 032/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.13it/s, loss=1.169, pair=1.994, adv=4.792, sprd=0.020]
Ep 032/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.13it/s, loss=0.580, pair=0.003, adv=4.557, sprd=0.018]
Ep 032/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:53,  1.94it/s, loss=0.580, pair=0.003, adv=4.557, sprd=0.018]
Ep 032/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:53,  1.94it/s, loss=0.598, pair=0.001, adv=5.293, sprd=0.018]
Ep 032/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:39,  2.11it/s, loss=0.598, pair=0.001, adv=5.293, sprd=0.018]
Ep 032/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:39,  2.11it/s, loss=0.611, pair=0.009, adv=3.459, sprd=0.019]
Ep 032/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:40,  2.09it/s, loss=0.611, pair=0.009, adv=3.459, sprd=0.019]
Ep 032/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:40,  2.09it/s, loss=0.571, pair=0.013, adv=5.047, sprd=0.016]
Ep 032/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:31,  2.20it/s, loss=0.571, pair=0.013, adv=5.047, sprd=0.016]
Ep 032/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:31,  2.20it/s, loss=0.617, pair=0.001, adv=5.707, sprd=0.020]
Ep 032/80 [S2:+mat]:  27%|▊  | 121/453 [00:59<02:37,  2.10it/s, loss=0.617, pair=0.001, adv=5.707, sprd=0.020]
Ep 032/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:37,  2.10it/s, loss=0.593, pair=0.005, adv=4.357, sprd=0.022]
Ep 032/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:31,  2.19it/s, loss=0.593, pair=0.005, adv=4.357, sprd=0.022]
Ep 032/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:31,  2.19it/s, loss=0.548, pair=0.001, adv=6.973, sprd=0.014]
Ep 032/80 [S2:+mat]:  27%|▊  | 123/453 [01:00<02:37,  2.09it/s, loss=0.548, pair=0.001, adv=6.973, sprd=0.014]
Ep 032/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:37,  2.09it/s, loss=0.570, pair=0.006, adv=6.450, sprd=0.017]
Ep 032/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:31,  2.18it/s, loss=0.570, pair=0.006, adv=6.450, sprd=0.017]
Ep 032/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:31,  2.18it/s, loss=0.616, pair=0.002, adv=6.339, sprd=0.027]
Ep 032/80 [S2:+mat]:  28%|▊  | 125/453 [01:01<02:42,  2.02it/s, loss=0.616, pair=0.002, adv=6.339, sprd=0.027]
Ep 032/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:42,  2.02it/s, loss=0.590, pair=0.001, adv=4.290, sprd=0.020]
Ep 032/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:33,  2.13it/s, loss=0.590, pair=0.001, adv=4.290, sprd=0.020]
Ep 032/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:33,  2.13it/s, loss=0.574, pair=0.001, adv=3.960, sprd=0.015]
Ep 032/80 [S2:+mat]:  28%|▊  | 127/453 [01:02<02:36,  2.08it/s, loss=0.574, pair=0.001, adv=3.960, sprd=0.015]
Ep 032/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:36,  2.08it/s, loss=0.620, pair=0.001, adv=3.489, sprd=0.022]
Ep 032/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:28,  2.19it/s, loss=0.620, pair=0.001, adv=3.489, sprd=0.022]
Ep 032/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:28,  2.19it/s, loss=0.554, pair=0.001, adv=4.909, sprd=0.014]
Ep 032/80 [S2:+mat]:  28%|▊  | 129/453 [01:03<02:35,  2.09it/s, loss=0.554, pair=0.001, adv=4.909, sprd=0.014]
Ep 032/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:35,  2.09it/s, loss=0.587, pair=0.003, adv=5.683, sprd=0.023]
Ep 032/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:30,  2.15it/s, loss=0.587, pair=0.003, adv=5.683, sprd=0.023]
Ep 032/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:30,  2.15it/s, loss=0.564, pair=0.025, adv=3.267, sprd=0.018]
Ep 032/80 [S2:+mat]:  29%|▊  | 131/453 [01:04<02:34,  2.09it/s, loss=0.564, pair=0.025, adv=3.267, sprd=0.018]
Ep 032/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:34,  2.09it/s, loss=0.617, pair=0.001, adv=5.715, sprd=0.020]
Ep 032/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:26,  2.20it/s, loss=0.617, pair=0.001, adv=5.715, sprd=0.020]
Ep 032/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:26,  2.20it/s, loss=0.593, pair=0.003, adv=7.106, sprd=0.022]
Ep 032/80 [S2:+mat]:  29%|▉  | 133/453 [01:05<02:36,  2.05it/s, loss=0.593, pair=0.003, adv=7.106, sprd=0.022]
Ep 032/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:36,  2.05it/s, loss=0.574, pair=0.004, adv=6.451, sprd=0.018]
Ep 032/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:29,  2.14it/s, loss=0.574, pair=0.004, adv=6.451, sprd=0.018]
Ep 032/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:29,  2.14it/s, loss=0.661, pair=0.004, adv=6.811, sprd=0.022]
Ep 032/80 [S2:+mat]:  30%|▉  | 135/453 [01:06<02:36,  2.03it/s, loss=0.661, pair=0.004, adv=6.811, sprd=0.022]
Ep 032/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:36,  2.03it/s, loss=0.613, pair=0.003, adv=4.440, sprd=0.022]
Ep 032/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:27,  2.16it/s, loss=0.613, pair=0.003, adv=4.440, sprd=0.022]
Ep 032/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:27,  2.16it/s, loss=0.621, pair=0.001, adv=5.959, sprd=0.025]
Ep 032/80 [S2:+mat]:  30%|▉  | 137/453 [01:07<02:33,  2.06it/s, loss=0.621, pair=0.001, adv=5.959, sprd=0.025]
Ep 032/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:33,  2.06it/s, loss=0.582, pair=0.000, adv=4.841, sprd=0.021]
Ep 032/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:27,  2.13it/s, loss=0.582, pair=0.000, adv=4.841, sprd=0.021]
Ep 032/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:27,  2.13it/s, loss=0.601, pair=0.003, adv=7.121, sprd=0.024]
Ep 032/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:35,  2.02it/s, loss=0.601, pair=0.003, adv=7.121, sprd=0.024]
Ep 032/80 [S2:+mat]:  31%|▉  | 139/453 [01:09<02:35,  2.02it/s, loss=0.661, pair=0.000, adv=5.694, sprd=0.036]
Ep 032/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:30,  2.08it/s, loss=0.661, pair=0.000, adv=5.694, sprd=0.036]
Ep 032/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:30,  2.08it/s, loss=0.603, pair=0.000, adv=7.690, sprd=0.017]
Ep 032/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:32,  2.04it/s, loss=0.603, pair=0.000, adv=7.690, sprd=0.017]
Ep 032/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:32,  2.04it/s, loss=0.559, pair=0.003, adv=5.645, sprd=0.016]
Ep 032/80 [S2:+mat]:  31%|▉  | 142/453 [01:09<02:25,  2.14it/s, loss=0.559, pair=0.003, adv=5.645, sprd=0.016]
Ep 032/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:25,  2.14it/s, loss=0.566, pair=0.001, adv=6.163, sprd=0.012]
Ep 032/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:31,  2.05it/s, loss=0.566, pair=0.001, adv=6.163, sprd=0.012]
Ep 032/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:31,  2.05it/s, loss=0.590, pair=0.000, adv=6.611, sprd=0.019]
Ep 032/80 [S2:+mat]:  32%|▉  | 144/453 [01:10<02:26,  2.11it/s, loss=0.590, pair=0.000, adv=6.611, sprd=0.019]
Ep 032/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:26,  2.11it/s, loss=0.553, pair=0.004, adv=3.246, sprd=0.017]
Ep 032/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:48,  1.82it/s, loss=0.553, pair=0.004, adv=3.246, sprd=0.017]
Ep 032/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:48,  1.82it/s, loss=0.601, pair=0.014, adv=7.637, sprd=0.025]
Ep 032/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:40,  1.91it/s, loss=0.601, pair=0.014, adv=7.637, sprd=0.025]
Ep 032/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:40,  1.91it/s, loss=0.609, pair=0.006, adv=8.218, sprd=0.024]
Ep 032/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:51,  1.78it/s, loss=0.609, pair=0.006, adv=8.218, sprd=0.024]
Ep 032/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:51,  1.78it/s, loss=0.625, pair=0.003, adv=5.858, sprd=0.028]
Ep 032/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:41,  1.89it/s, loss=0.625, pair=0.003, adv=5.858, sprd=0.028]
Ep 032/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:41,  1.89it/s, loss=0.616, pair=0.001, adv=6.430, sprd=0.028]
Ep 032/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:51,  1.77it/s, loss=0.616, pair=0.001, adv=6.430, sprd=0.028]
Ep 032/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:51,  1.77it/s, loss=0.586, pair=0.008, adv=6.230, sprd=0.017]
Ep 032/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:38,  1.91it/s, loss=0.586, pair=0.008, adv=6.230, sprd=0.017]
Ep 032/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:38,  1.91it/s, loss=0.624, pair=0.002, adv=5.652, sprd=0.024]
Ep 032/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:45,  1.82it/s, loss=0.624, pair=0.002, adv=5.652, sprd=0.024]
Ep 032/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:45,  1.82it/s, loss=0.551, pair=0.003, adv=6.113, sprd=0.014]
Ep 032/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:35,  1.94it/s, loss=0.551, pair=0.003, adv=6.113, sprd=0.014]
Ep 032/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:35,  1.94it/s, loss=0.602, pair=0.000, adv=6.865, sprd=0.022]
Ep 032/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:44,  1.83it/s, loss=0.602, pair=0.000, adv=6.865, sprd=0.022]
Ep 032/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:44,  1.83it/s, loss=0.638, pair=0.005, adv=5.423, sprd=0.027]
Ep 032/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:35,  1.93it/s, loss=0.638, pair=0.005, adv=5.423, sprd=0.027]
Ep 032/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:35,  1.93it/s, loss=0.615, pair=0.005, adv=6.201, sprd=0.020]
Ep 032/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:44,  1.82it/s, loss=0.615, pair=0.005, adv=6.201, sprd=0.020]
Ep 032/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:44,  1.82it/s, loss=0.558, pair=0.008, adv=6.923, sprd=0.015]
Ep 032/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:34,  1.92it/s, loss=0.558, pair=0.008, adv=6.923, sprd=0.015]
Ep 032/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:34,  1.92it/s, loss=0.573, pair=0.001, adv=5.575, sprd=0.021]
Ep 032/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:45,  1.78it/s, loss=0.573, pair=0.001, adv=5.575, sprd=0.021]
Ep 032/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:45,  1.78it/s, loss=0.546, pair=0.007, adv=5.129, sprd=0.014]
Ep 032/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:34,  1.91it/s, loss=0.546, pair=0.007, adv=5.129, sprd=0.014]
Ep 032/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:34,  1.91it/s, loss=0.591, pair=0.001, adv=5.423, sprd=0.021]
Ep 032/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:42,  1.81it/s, loss=0.591, pair=0.001, adv=5.423, sprd=0.021]
Ep 032/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:42,  1.81it/s, loss=0.834, pair=0.760, adv=5.758, sprd=0.024]
Ep 032/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:32,  1.92it/s, loss=0.834, pair=0.760, adv=5.758, sprd=0.024]
Ep 032/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:32,  1.92it/s, loss=0.604, pair=0.000, adv=4.022, sprd=0.023]
Ep 032/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:39,  1.83it/s, loss=0.604, pair=0.000, adv=4.022, sprd=0.023]
Ep 032/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:39,  1.83it/s, loss=0.596, pair=0.001, adv=5.947, sprd=0.021]
Ep 032/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:30,  1.94it/s, loss=0.596, pair=0.001, adv=5.947, sprd=0.021]
Ep 032/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:30,  1.94it/s, loss=0.587, pair=0.003, adv=5.153, sprd=0.019]
Ep 032/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:36,  1.85it/s, loss=0.587, pair=0.003, adv=5.153, sprd=0.019]
Ep 032/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:36,  1.85it/s, loss=0.586, pair=0.003, adv=4.923, sprd=0.018]
Ep 032/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:26,  1.97it/s, loss=0.586, pair=0.003, adv=4.923, sprd=0.018]
Ep 032/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:26,  1.97it/s, loss=0.614, pair=0.000, adv=6.452, sprd=0.024]
Ep 032/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:36,  1.84it/s, loss=0.614, pair=0.000, adv=6.452, sprd=0.024]
Ep 032/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:36,  1.84it/s, loss=0.583, pair=0.000, adv=5.946, sprd=0.014]
Ep 032/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:24,  1.99it/s, loss=0.583, pair=0.000, adv=5.946, sprd=0.014]
Ep 032/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:24,  1.99it/s, loss=0.619, pair=0.000, adv=6.172, sprd=0.022]
Ep 032/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:32,  1.87it/s, loss=0.619, pair=0.000, adv=6.172, sprd=0.022]
Ep 032/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:32,  1.87it/s, loss=0.587, pair=0.004, adv=4.509, sprd=0.022]
Ep 032/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:25,  1.96it/s, loss=0.587, pair=0.004, adv=4.509, sprd=0.022]
Ep 032/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:25,  1.96it/s, loss=0.626, pair=0.005, adv=5.505, sprd=0.030]
Ep 032/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:38,  1.79it/s, loss=0.626, pair=0.005, adv=5.505, sprd=0.030]
Ep 032/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:38,  1.79it/s, loss=0.603, pair=0.006, adv=6.369, sprd=0.022]
Ep 032/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:28,  1.90it/s, loss=0.603, pair=0.006, adv=6.369, sprd=0.022]
Ep 032/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:28,  1.90it/s, loss=0.630, pair=0.007, adv=5.351, sprd=0.022]
Ep 032/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:34,  1.83it/s, loss=0.630, pair=0.007, adv=5.351, sprd=0.022]
Ep 032/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:34,  1.83it/s, loss=0.598, pair=0.002, adv=7.317, sprd=0.020]
Ep 032/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:25,  1.93it/s, loss=0.598, pair=0.002, adv=7.317, sprd=0.020]
Ep 032/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:25,  1.93it/s, loss=0.591, pair=0.001, adv=5.475, sprd=0.018]
Ep 032/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:29,  1.87it/s, loss=0.591, pair=0.001, adv=5.475, sprd=0.018]
Ep 032/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:29,  1.87it/s, loss=0.613, pair=0.000, adv=5.643, sprd=0.021]
Ep 032/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:18,  2.01it/s, loss=0.613, pair=0.000, adv=5.643, sprd=0.021]
Ep 032/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:18,  2.01it/s, loss=0.595, pair=0.009, adv=6.097, sprd=0.019]
Ep 032/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:27,  1.88it/s, loss=0.595, pair=0.009, adv=6.097, sprd=0.019]
Ep 032/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:27,  1.88it/s, loss=0.634, pair=0.002, adv=4.613, sprd=0.031]
Ep 032/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:19,  1.99it/s, loss=0.634, pair=0.002, adv=4.613, sprd=0.031]
Ep 032/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:19,  1.99it/s, loss=0.582, pair=0.014, adv=6.579, sprd=0.014]
Ep 032/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:18,  1.99it/s, loss=0.582, pair=0.014, adv=6.579, sprd=0.014]
Ep 032/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:18,  1.99it/s, loss=0.587, pair=0.000, adv=4.017, sprd=0.021]
Ep 032/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:11,  2.10it/s, loss=0.587, pair=0.000, adv=4.017, sprd=0.021]
Ep 032/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:11,  2.10it/s, loss=0.570, pair=0.001, adv=5.888, sprd=0.015]
Ep 032/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:12,  2.07it/s, loss=0.570, pair=0.001, adv=5.888, sprd=0.015]
Ep 032/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:12,  2.07it/s, loss=0.603, pair=0.000, adv=6.964, sprd=0.018]
Ep 032/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:05,  2.18it/s, loss=0.603, pair=0.000, adv=6.964, sprd=0.018]
Ep 032/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:05,  2.18it/s, loss=0.623, pair=0.005, adv=4.120, sprd=0.031]
Ep 032/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.623, pair=0.005, adv=4.120, sprd=0.031]
Ep 032/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:12,  2.05it/s, loss=0.588, pair=0.003, adv=6.662, sprd=0.020]
Ep 032/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:06,  2.14it/s, loss=0.588, pair=0.003, adv=6.662, sprd=0.020]
Ep 032/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:06,  2.14it/s, loss=0.563, pair=0.000, adv=6.379, sprd=0.017]
Ep 032/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:14,  2.01it/s, loss=0.563, pair=0.000, adv=6.379, sprd=0.017]
Ep 032/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:14,  2.01it/s, loss=0.603, pair=0.010, adv=3.488, sprd=0.018]
Ep 032/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:04,  2.17it/s, loss=0.603, pair=0.010, adv=3.488, sprd=0.018]
Ep 032/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:04,  2.17it/s, loss=0.649, pair=0.000, adv=5.042, sprd=0.031]
Ep 032/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:09,  2.07it/s, loss=0.649, pair=0.000, adv=5.042, sprd=0.031]
Ep 032/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:09,  2.07it/s, loss=0.606, pair=0.000, adv=8.263, sprd=0.022]
Ep 032/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:03,  2.16it/s, loss=0.606, pair=0.000, adv=8.263, sprd=0.022]
Ep 032/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:03,  2.16it/s, loss=0.592, pair=0.000, adv=5.808, sprd=0.016]
Ep 032/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:06,  2.10it/s, loss=0.592, pair=0.000, adv=5.808, sprd=0.016]
Ep 032/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:06,  2.10it/s, loss=0.578, pair=0.000, adv=4.388, sprd=0.018]
Ep 032/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<01:59,  2.21it/s, loss=0.578, pair=0.000, adv=4.388, sprd=0.018]
Ep 032/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<01:59,  2.21it/s, loss=0.612, pair=0.003, adv=5.895, sprd=0.025]
Ep 032/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:06,  2.08it/s, loss=0.612, pair=0.003, adv=5.895, sprd=0.025]
Ep 032/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:06,  2.08it/s, loss=0.608, pair=0.000, adv=7.323, sprd=0.022]
Ep 032/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:01,  2.17it/s, loss=0.608, pair=0.000, adv=7.323, sprd=0.022]
Ep 032/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:01,  2.17it/s, loss=0.633, pair=0.001, adv=5.328, sprd=0.022]
Ep 032/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:02,  2.13it/s, loss=0.633, pair=0.001, adv=5.328, sprd=0.022]
Ep 032/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:02,  2.13it/s, loss=0.604, pair=0.001, adv=6.386, sprd=0.016]
Ep 032/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<01:53,  2.29it/s, loss=0.604, pair=0.001, adv=6.386, sprd=0.016]
Ep 032/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<01:53,  2.29it/s, loss=0.616, pair=0.001, adv=5.754, sprd=0.025]
Ep 032/80 [S2:+mat]:  43%|█▎ | 193/453 [01:35<02:01,  2.15it/s, loss=0.616, pair=0.001, adv=5.754, sprd=0.025]
Ep 032/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:01,  2.15it/s, loss=0.562, pair=0.003, adv=4.415, sprd=0.015]
Ep 032/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:54,  2.25it/s, loss=0.562, pair=0.003, adv=4.415, sprd=0.015]
Ep 032/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<01:54,  2.25it/s, loss=0.584, pair=0.008, adv=5.677, sprd=0.018]
Ep 032/80 [S2:+mat]:  43%|█▎ | 195/453 [01:36<02:00,  2.14it/s, loss=0.584, pair=0.008, adv=5.677, sprd=0.018]
Ep 032/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:00,  2.14it/s, loss=0.584, pair=0.014, adv=5.488, sprd=0.019]
Ep 032/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:55,  2.22it/s, loss=0.584, pair=0.014, adv=5.488, sprd=0.019]
Ep 032/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<01:55,  2.22it/s, loss=0.572, pair=0.005, adv=5.151, sprd=0.017]
Ep 032/80 [S2:+mat]:  43%|█▎ | 197/453 [01:37<02:00,  2.12it/s, loss=0.572, pair=0.005, adv=5.151, sprd=0.017]
Ep 032/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:00,  2.12it/s, loss=0.585, pair=0.005, adv=4.667, sprd=0.022]
Ep 032/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:56,  2.18it/s, loss=0.585, pair=0.005, adv=4.667, sprd=0.022]
Ep 032/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<01:56,  2.18it/s, loss=0.618, pair=0.003, adv=4.100, sprd=0.019]
Ep 032/80 [S2:+mat]:  44%|█▎ | 199/453 [01:38<02:04,  2.03it/s, loss=0.618, pair=0.003, adv=4.100, sprd=0.019]
Ep 032/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:04,  2.03it/s, loss=0.636, pair=0.000, adv=5.945, sprd=0.029]
Ep 032/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:00,  2.11it/s, loss=0.636, pair=0.000, adv=5.945, sprd=0.029]
Ep 032/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:00,  2.11it/s, loss=0.684, pair=0.000, adv=6.251, sprd=0.026]
Ep 032/80 [S2:+mat]:  44%|█▎ | 201/453 [01:39<02:05,  2.01it/s, loss=0.684, pair=0.000, adv=6.251, sprd=0.026]
Ep 032/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:05,  2.01it/s, loss=0.574, pair=0.006, adv=7.134, sprd=0.019]
Ep 032/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:59,  2.10it/s, loss=0.574, pair=0.006, adv=7.134, sprd=0.019]
Ep 032/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:59,  2.10it/s, loss=0.627, pair=0.000, adv=5.122, sprd=0.029]
Ep 032/80 [S2:+mat]:  45%|█▎ | 203/453 [01:40<02:04,  2.01it/s, loss=0.627, pair=0.000, adv=5.122, sprd=0.029]
Ep 032/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:04,  2.01it/s, loss=0.602, pair=0.000, adv=6.990, sprd=0.023]
Ep 032/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:58,  2.10it/s, loss=0.602, pair=0.000, adv=6.990, sprd=0.023]
Ep 032/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:58,  2.10it/s, loss=0.622, pair=0.000, adv=7.023, sprd=0.025]
Ep 032/80 [S2:+mat]:  45%|█▎ | 205/453 [01:41<02:02,  2.03it/s, loss=0.622, pair=0.000, adv=7.023, sprd=0.025]
Ep 032/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:02,  2.03it/s, loss=0.591, pair=0.000, adv=6.065, sprd=0.015]
Ep 032/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:51,  2.21it/s, loss=0.591, pair=0.000, adv=6.065, sprd=0.015]
Ep 032/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:51,  2.21it/s, loss=0.587, pair=0.001, adv=4.174, sprd=0.020]
Ep 032/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<01:56,  2.11it/s, loss=0.587, pair=0.001, adv=4.174, sprd=0.020]
Ep 032/80 [S2:+mat]:  46%|█▎ | 207/453 [01:42<01:56,  2.11it/s, loss=0.613, pair=0.006, adv=3.677, sprd=0.022]
Ep 032/80 [S2:+mat]:  46%|█▍ | 208/453 [01:42<01:50,  2.21it/s, loss=0.613, pair=0.006, adv=3.677, sprd=0.022]
Ep 032/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:50,  2.21it/s, loss=0.588, pair=0.003, adv=5.664, sprd=0.015]
Ep 032/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:53,  2.14it/s, loss=0.588, pair=0.003, adv=5.664, sprd=0.015]
Ep 032/80 [S2:+mat]:  46%|█▍ | 209/453 [01:43<01:53,  2.14it/s, loss=0.590, pair=0.004, adv=3.223, sprd=0.026]
Ep 032/80 [S2:+mat]:  46%|█▍ | 210/453 [01:43<01:50,  2.19it/s, loss=0.590, pair=0.004, adv=3.223, sprd=0.026]
Ep 032/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:50,  2.19it/s, loss=0.589, pair=0.005, adv=5.659, sprd=0.020]
Ep 032/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<01:55,  2.10it/s, loss=0.589, pair=0.005, adv=5.659, sprd=0.020]
Ep 032/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<01:55,  2.10it/s, loss=0.588, pair=0.004, adv=5.249, sprd=0.017]
Ep 032/80 [S2:+mat]:  47%|█▍ | 212/453 [01:44<01:47,  2.24it/s, loss=0.588, pair=0.004, adv=5.249, sprd=0.017]
Ep 032/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:47,  2.24it/s, loss=0.710, pair=0.002, adv=5.573, sprd=0.031]
Ep 032/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<01:54,  2.09it/s, loss=0.710, pair=0.002, adv=5.573, sprd=0.031]
Ep 032/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<01:54,  2.09it/s, loss=0.561, pair=0.003, adv=5.968, sprd=0.016]
Ep 032/80 [S2:+mat]:  47%|█▍ | 214/453 [01:45<01:49,  2.19it/s, loss=0.561, pair=0.003, adv=5.968, sprd=0.016]
Ep 032/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:49,  2.19it/s, loss=0.711, pair=0.005, adv=5.939, sprd=0.032]
Ep 032/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:56,  2.04it/s, loss=0.711, pair=0.005, adv=5.939, sprd=0.032]
Ep 032/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:56,  2.04it/s, loss=0.549, pair=0.005, adv=5.168, sprd=0.015]
Ep 032/80 [S2:+mat]:  48%|█▍ | 216/453 [01:46<01:50,  2.14it/s, loss=0.549, pair=0.005, adv=5.168, sprd=0.015]
Ep 032/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:50,  2.14it/s, loss=1.226, pair=2.234, adv=7.231, sprd=0.012]
Ep 032/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:52,  2.10it/s, loss=1.226, pair=2.234, adv=7.231, sprd=0.012]
Ep 032/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:52,  2.10it/s, loss=0.612, pair=0.002, adv=5.348, sprd=0.023]
Ep 032/80 [S2:+mat]:  48%|█▍ | 218/453 [01:47<01:47,  2.18it/s, loss=0.612, pair=0.002, adv=5.348, sprd=0.023]
Ep 032/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:47,  2.18it/s, loss=0.675, pair=0.000, adv=5.047, sprd=0.022]
Ep 032/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:51,  2.09it/s, loss=0.675, pair=0.000, adv=5.047, sprd=0.022]
Ep 032/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:51,  2.09it/s, loss=0.592, pair=0.002, adv=4.319, sprd=0.022]
Ep 032/80 [S2:+mat]:  49%|█▍ | 220/453 [01:48<01:47,  2.17it/s, loss=0.592, pair=0.002, adv=4.319, sprd=0.022]
Ep 032/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:47,  2.17it/s, loss=0.612, pair=0.001, adv=3.905, sprd=0.023]
Ep 032/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:50,  2.09it/s, loss=0.612, pair=0.001, adv=3.905, sprd=0.023]
Ep 032/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:50,  2.09it/s, loss=0.603, pair=0.002, adv=5.196, sprd=0.018]
Ep 032/80 [S2:+mat]:  49%|█▍ | 222/453 [01:49<01:44,  2.21it/s, loss=0.603, pair=0.002, adv=5.196, sprd=0.018]
Ep 032/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:44,  2.21it/s, loss=0.622, pair=0.003, adv=6.673, sprd=0.014]
Ep 032/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:49,  2.09it/s, loss=0.622, pair=0.003, adv=6.673, sprd=0.014]
Ep 032/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:49,  2.09it/s, loss=1.220, pair=2.090, adv=6.960, sprd=0.021]
Ep 032/80 [S2:+mat]:  49%|█▍ | 224/453 [01:50<01:45,  2.16it/s, loss=1.220, pair=2.090, adv=6.960, sprd=0.021]
Ep 032/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:45,  2.16it/s, loss=0.621, pair=0.001, adv=6.179, sprd=0.024]
Ep 032/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:50,  2.07it/s, loss=0.621, pair=0.001, adv=6.179, sprd=0.024]
Ep 032/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:50,  2.07it/s, loss=0.613, pair=0.001, adv=4.596, sprd=0.023]
Ep 032/80 [S2:+mat]:  50%|█▍ | 226/453 [01:51<01:44,  2.17it/s, loss=0.613, pair=0.001, adv=4.596, sprd=0.023]
Ep 032/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:44,  2.17it/s, loss=0.596, pair=0.001, adv=5.395, sprd=0.020]
Ep 032/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:55,  1.96it/s, loss=0.596, pair=0.001, adv=5.395, sprd=0.020]
Ep 032/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:55,  1.96it/s, loss=0.601, pair=0.000, adv=5.080, sprd=0.022]
Ep 032/80 [S2:+mat]:  50%|█▌ | 228/453 [01:52<01:47,  2.09it/s, loss=0.601, pair=0.000, adv=5.080, sprd=0.022]
Ep 032/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:47,  2.09it/s, loss=0.599, pair=0.003, adv=5.159, sprd=0.026]
Ep 032/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:52,  1.99it/s, loss=0.599, pair=0.003, adv=5.159, sprd=0.026]
Ep 032/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:52,  1.99it/s, loss=0.543, pair=0.002, adv=5.730, sprd=0.014]
Ep 032/80 [S2:+mat]:  51%|█▌ | 230/453 [01:53<01:46,  2.10it/s, loss=0.543, pair=0.002, adv=5.730, sprd=0.014]
Ep 032/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:46,  2.10it/s, loss=0.581, pair=0.000, adv=5.034, sprd=0.022]
Ep 032/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:51,  1.98it/s, loss=0.581, pair=0.000, adv=5.034, sprd=0.022]
Ep 032/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:51,  1.98it/s, loss=0.621, pair=0.001, adv=5.450, sprd=0.025]
Ep 032/80 [S2:+mat]:  51%|█▌ | 232/453 [01:54<01:45,  2.09it/s, loss=0.621, pair=0.001, adv=5.450, sprd=0.025]
Ep 032/80 [S2:+mat]:  51%|█▌ | 232/453 [01:54<01:45,  2.09it/s, loss=0.626, pair=0.013, adv=4.344, sprd=0.027]
Ep 032/80 [S2:+mat]:  51%|█▌ | 233/453 [01:54<01:49,  2.02it/s, loss=0.626, pair=0.013, adv=4.344, sprd=0.027]
Ep 032/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:49,  2.02it/s, loss=0.587, pair=0.004, adv=5.180, sprd=0.022]
Ep 032/80 [S2:+mat]:  52%|█▌ | 234/453 [01:55<01:44,  2.10it/s, loss=0.587, pair=0.004, adv=5.180, sprd=0.022]
Ep 032/80 [S2:+mat]:  52%|█▌ | 234/453 [01:55<01:44,  2.10it/s, loss=0.596, pair=0.000, adv=4.603, sprd=0.021]
Ep 032/80 [S2:+mat]:  52%|█▌ | 235/453 [01:55<01:46,  2.04it/s, loss=0.596, pair=0.000, adv=4.603, sprd=0.021]
Ep 032/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:46,  2.04it/s, loss=0.591, pair=0.001, adv=6.216, sprd=0.020]
Ep 032/80 [S2:+mat]:  52%|█▌ | 236/453 [01:56<01:41,  2.14it/s, loss=0.591, pair=0.001, adv=6.216, sprd=0.020]
Ep 032/80 [S2:+mat]:  52%|█▌ | 236/453 [01:56<01:41,  2.14it/s, loss=0.579, pair=0.001, adv=5.807, sprd=0.017]
Ep 032/80 [S2:+mat]:  52%|█▌ | 237/453 [01:56<01:44,  2.07it/s, loss=0.579, pair=0.001, adv=5.807, sprd=0.017]
Ep 032/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:44,  2.07it/s, loss=0.606, pair=0.001, adv=5.279, sprd=0.022]
Ep 032/80 [S2:+mat]:  53%|█▌ | 238/453 [01:57<01:39,  2.16it/s, loss=0.606, pair=0.001, adv=5.279, sprd=0.022]
Ep 032/80 [S2:+mat]:  53%|█▌ | 238/453 [01:57<01:39,  2.16it/s, loss=0.602, pair=0.003, adv=5.737, sprd=0.020]
Ep 032/80 [S2:+mat]:  53%|█▌ | 239/453 [01:57<01:43,  2.06it/s, loss=0.602, pair=0.003, adv=5.737, sprd=0.020]
Ep 032/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:43,  2.06it/s, loss=0.604, pair=0.003, adv=6.138, sprd=0.020]
Ep 032/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:38,  2.16it/s, loss=0.604, pair=0.003, adv=6.138, sprd=0.020]
Ep 032/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:38,  2.16it/s, loss=0.600, pair=0.001, adv=4.726, sprd=0.019]
Ep 032/80 [S2:+mat]:  53%|█▌ | 241/453 [01:58<01:42,  2.07it/s, loss=0.600, pair=0.001, adv=4.726, sprd=0.019]
Ep 032/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:42,  2.07it/s, loss=0.658, pair=0.003, adv=5.631, sprd=0.033]
Ep 032/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:39,  2.13it/s, loss=0.658, pair=0.003, adv=5.631, sprd=0.033]
Ep 032/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:39,  2.13it/s, loss=0.600, pair=0.000, adv=4.407, sprd=0.023]
Ep 032/80 [S2:+mat]:  54%|█▌ | 243/453 [01:59<01:46,  1.97it/s, loss=0.600, pair=0.000, adv=4.407, sprd=0.023]
Ep 032/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:46,  1.97it/s, loss=1.144, pair=1.802, adv=4.273, sprd=0.024]
Ep 032/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:41,  2.05it/s, loss=1.144, pair=1.802, adv=4.273, sprd=0.024]
Ep 032/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:41,  2.05it/s, loss=0.599, pair=0.001, adv=6.001, sprd=0.020]
Ep 032/80 [S2:+mat]:  54%|█▌ | 245/453 [02:00<01:48,  1.92it/s, loss=0.599, pair=0.001, adv=6.001, sprd=0.020]
Ep 032/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:48,  1.92it/s, loss=0.589, pair=0.001, adv=5.844, sprd=0.022]
Ep 032/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:43,  1.99it/s, loss=0.589, pair=0.001, adv=5.844, sprd=0.022]
Ep 032/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:43,  1.99it/s, loss=0.613, pair=0.003, adv=5.990, sprd=0.025]
Ep 032/80 [S2:+mat]:  55%|█▋ | 247/453 [02:01<01:51,  1.85it/s, loss=0.613, pair=0.003, adv=5.990, sprd=0.025]
Ep 032/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:51,  1.85it/s, loss=0.613, pair=0.003, adv=6.388, sprd=0.018]
Ep 032/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:42,  2.00it/s, loss=0.613, pair=0.003, adv=6.388, sprd=0.018]
Ep 032/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:42,  2.00it/s, loss=0.561, pair=0.000, adv=4.888, sprd=0.017]
Ep 032/80 [S2:+mat]:  55%|█▋ | 249/453 [02:02<01:48,  1.87it/s, loss=0.561, pair=0.000, adv=4.888, sprd=0.017]
Ep 032/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:48,  1.87it/s, loss=0.561, pair=0.001, adv=7.017, sprd=0.012]
Ep 032/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:41,  2.01it/s, loss=0.561, pair=0.001, adv=7.017, sprd=0.012]
Ep 032/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:41,  2.01it/s, loss=0.595, pair=0.000, adv=6.071, sprd=0.020]
Ep 032/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:49,  1.84it/s, loss=0.595, pair=0.000, adv=6.071, sprd=0.020]
Ep 032/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:49,  1.84it/s, loss=0.639, pair=0.052, adv=5.596, sprd=0.027]
Ep 032/80 [S2:+mat]:  56%|█▋ | 252/453 [02:04<01:44,  1.93it/s, loss=0.639, pair=0.052, adv=5.596, sprd=0.027]
Ep 032/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:44,  1.93it/s, loss=0.578, pair=0.002, adv=5.465, sprd=0.018]
Ep 032/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:50,  1.81it/s, loss=0.578, pair=0.002, adv=5.465, sprd=0.018]
Ep 032/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:50,  1.81it/s, loss=0.613, pair=0.000, adv=5.050, sprd=0.022]
Ep 032/80 [S2:+mat]:  56%|█▋ | 254/453 [02:05<01:42,  1.93it/s, loss=0.613, pair=0.000, adv=5.050, sprd=0.022]
Ep 032/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:42,  1.93it/s, loss=0.665, pair=0.001, adv=5.267, sprd=0.020]
Ep 032/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:55,  1.71it/s, loss=0.665, pair=0.001, adv=5.267, sprd=0.020]
Ep 032/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:55,  1.71it/s, loss=0.604, pair=0.000, adv=5.678, sprd=0.023]
Ep 032/80 [S2:+mat]:  57%|█▋ | 256/453 [02:06<01:47,  1.83it/s, loss=0.604, pair=0.000, adv=5.678, sprd=0.023]
Ep 032/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:47,  1.83it/s, loss=0.610, pair=0.003, adv=5.054, sprd=0.023]
Ep 032/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:51,  1.76it/s, loss=0.610, pair=0.003, adv=5.054, sprd=0.023]
Ep 032/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:51,  1.76it/s, loss=0.594, pair=0.003, adv=6.714, sprd=0.024]
Ep 032/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:45,  1.85it/s, loss=0.594, pair=0.003, adv=6.714, sprd=0.024]
Ep 032/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:45,  1.85it/s, loss=0.561, pair=0.000, adv=4.592, sprd=0.018]
Ep 032/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:52,  1.72it/s, loss=0.561, pair=0.000, adv=4.592, sprd=0.018]
Ep 032/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:52,  1.72it/s, loss=0.589, pair=0.000, adv=4.892, sprd=0.020]
Ep 032/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:44,  1.85it/s, loss=0.589, pair=0.000, adv=4.892, sprd=0.020]
Ep 032/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:44,  1.85it/s, loss=0.575, pair=0.003, adv=3.117, sprd=0.021]
Ep 032/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:46,  1.80it/s, loss=0.575, pair=0.003, adv=3.117, sprd=0.021]
Ep 032/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:46,  1.80it/s, loss=0.570, pair=0.001, adv=5.564, sprd=0.016]
Ep 032/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:39,  1.92it/s, loss=0.570, pair=0.001, adv=5.564, sprd=0.016]
Ep 032/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:39,  1.92it/s, loss=0.608, pair=0.000, adv=5.500, sprd=0.022]
Ep 032/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:47,  1.77it/s, loss=0.608, pair=0.000, adv=5.500, sprd=0.022]
Ep 032/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:47,  1.77it/s, loss=0.564, pair=0.000, adv=3.304, sprd=0.020]
Ep 032/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:39,  1.90it/s, loss=0.564, pair=0.000, adv=3.304, sprd=0.020]
Ep 032/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:39,  1.90it/s, loss=0.608, pair=0.000, adv=4.526, sprd=0.021]
Ep 032/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:42,  1.83it/s, loss=0.608, pair=0.000, adv=4.526, sprd=0.021]
Ep 032/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:42,  1.83it/s, loss=0.611, pair=0.000, adv=5.375, sprd=0.026]
Ep 032/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:37,  1.92it/s, loss=0.611, pair=0.000, adv=5.375, sprd=0.026]
Ep 032/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:37,  1.92it/s, loss=0.630, pair=0.002, adv=3.370, sprd=0.031]
Ep 032/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:43,  1.79it/s, loss=0.630, pair=0.002, adv=3.370, sprd=0.031]
Ep 032/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:43,  1.79it/s, loss=0.604, pair=0.002, adv=4.304, sprd=0.023]
Ep 032/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:37,  1.90it/s, loss=0.604, pair=0.002, adv=4.304, sprd=0.023]
Ep 032/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:37,  1.90it/s, loss=0.611, pair=0.000, adv=5.177, sprd=0.020]
Ep 032/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:41,  1.82it/s, loss=0.611, pair=0.000, adv=5.177, sprd=0.020]
Ep 032/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:41,  1.82it/s, loss=0.563, pair=0.000, adv=4.993, sprd=0.016]
Ep 032/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:34,  1.94it/s, loss=0.563, pair=0.000, adv=4.993, sprd=0.016]
Ep 032/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:34,  1.94it/s, loss=0.629, pair=0.003, adv=5.932, sprd=0.024]
Ep 032/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:39,  1.84it/s, loss=0.629, pair=0.003, adv=5.932, sprd=0.024]
Ep 032/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:39,  1.84it/s, loss=0.580, pair=0.000, adv=5.364, sprd=0.018]
Ep 032/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:32,  1.95it/s, loss=0.580, pair=0.000, adv=5.364, sprd=0.018]
Ep 032/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:32,  1.95it/s, loss=0.594, pair=0.003, adv=4.835, sprd=0.019]
Ep 032/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:34,  1.90it/s, loss=0.594, pair=0.003, adv=4.835, sprd=0.019]
Ep 032/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:34,  1.90it/s, loss=0.579, pair=0.000, adv=4.577, sprd=0.019]
Ep 032/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:27,  2.04it/s, loss=0.579, pair=0.000, adv=4.577, sprd=0.019]
Ep 032/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:27,  2.04it/s, loss=0.551, pair=0.001, adv=3.364, sprd=0.014]
Ep 032/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:26,  2.05it/s, loss=0.551, pair=0.001, adv=3.364, sprd=0.014]
Ep 032/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:26,  2.05it/s, loss=0.628, pair=0.006, adv=4.883, sprd=0.023]
Ep 032/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.15it/s, loss=0.628, pair=0.006, adv=4.883, sprd=0.023]
Ep 032/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:22,  2.15it/s, loss=0.584, pair=0.000, adv=6.241, sprd=0.020]
Ep 032/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:26,  2.04it/s, loss=0.584, pair=0.000, adv=6.241, sprd=0.020]
Ep 032/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:26,  2.04it/s, loss=0.581, pair=0.005, adv=5.335, sprd=0.020]
Ep 032/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:22,  2.12it/s, loss=0.581, pair=0.005, adv=5.335, sprd=0.020]
Ep 032/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:22,  2.12it/s, loss=0.573, pair=0.000, adv=4.689, sprd=0.020]
Ep 032/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:26,  2.01it/s, loss=0.573, pair=0.000, adv=4.689, sprd=0.020]
Ep 032/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:26,  2.01it/s, loss=0.670, pair=0.002, adv=4.352, sprd=0.036]
Ep 032/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:22,  2.09it/s, loss=0.670, pair=0.002, adv=4.352, sprd=0.036]
Ep 032/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:22,  2.09it/s, loss=0.603, pair=0.002, adv=7.967, sprd=0.021]
Ep 032/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:25,  2.00it/s, loss=0.603, pair=0.002, adv=7.967, sprd=0.021]
Ep 032/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:25,  2.00it/s, loss=0.584, pair=0.004, adv=5.074, sprd=0.022]
Ep 032/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:22,  2.08it/s, loss=0.584, pair=0.004, adv=5.074, sprd=0.022]
Ep 032/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:22,  2.08it/s, loss=0.612, pair=0.001, adv=5.385, sprd=0.023]
Ep 032/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:24,  2.02it/s, loss=0.612, pair=0.001, adv=5.385, sprd=0.023]
Ep 032/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:24,  2.02it/s, loss=0.604, pair=0.005, adv=5.311, sprd=0.022]
Ep 032/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:20,  2.10it/s, loss=0.604, pair=0.005, adv=5.311, sprd=0.022]
Ep 032/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:20,  2.10it/s, loss=0.619, pair=0.002, adv=5.302, sprd=0.022]
Ep 032/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:27,  1.92it/s, loss=0.619, pair=0.002, adv=5.302, sprd=0.022]
Ep 032/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:27,  1.92it/s, loss=0.594, pair=0.004, adv=5.542, sprd=0.015]
Ep 032/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:19,  2.09it/s, loss=0.594, pair=0.004, adv=5.542, sprd=0.015]
Ep 032/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:19,  2.09it/s, loss=0.596, pair=0.000, adv=4.385, sprd=0.021]
Ep 032/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:21,  2.03it/s, loss=0.596, pair=0.000, adv=4.385, sprd=0.021]
Ep 032/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:21,  2.03it/s, loss=0.608, pair=0.002, adv=4.561, sprd=0.024]
Ep 032/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:17,  2.13it/s, loss=0.608, pair=0.002, adv=4.561, sprd=0.024]
Ep 032/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:17,  2.13it/s, loss=0.608, pair=0.000, adv=6.284, sprd=0.024]
Ep 032/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:20,  2.03it/s, loss=0.608, pair=0.000, adv=6.284, sprd=0.024]
Ep 032/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:20,  2.03it/s, loss=0.602, pair=0.001, adv=3.534, sprd=0.020]
Ep 032/80 [S2:+mat]:  64%|█▉ | 290/453 [02:23<01:15,  2.15it/s, loss=0.602, pair=0.001, adv=3.534, sprd=0.020]
Ep 032/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:15,  2.15it/s, loss=0.569, pair=0.004, adv=5.872, sprd=0.013]
Ep 032/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:17,  2.10it/s, loss=0.569, pair=0.004, adv=5.872, sprd=0.013]
Ep 032/80 [S2:+mat]:  64%|█▉ | 291/453 [02:24<01:17,  2.10it/s, loss=0.557, pair=0.001, adv=5.994, sprd=0.018]
Ep 032/80 [S2:+mat]:  64%|█▉ | 292/453 [02:24<01:14,  2.16it/s, loss=0.557, pair=0.001, adv=5.994, sprd=0.018]
Ep 032/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:14,  2.16it/s, loss=0.602, pair=0.007, adv=6.391, sprd=0.020]
Ep 032/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:18,  2.05it/s, loss=0.602, pair=0.007, adv=6.391, sprd=0.020]
Ep 032/80 [S2:+mat]:  65%|█▉ | 293/453 [02:25<01:18,  2.05it/s, loss=0.618, pair=0.003, adv=3.718, sprd=0.025]
Ep 032/80 [S2:+mat]:  65%|█▉ | 294/453 [02:25<01:14,  2.14it/s, loss=0.618, pair=0.003, adv=3.718, sprd=0.025]
Ep 032/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:14,  2.14it/s, loss=0.634, pair=0.006, adv=4.530, sprd=0.026]
Ep 032/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:17,  2.05it/s, loss=0.634, pair=0.006, adv=4.530, sprd=0.026]
Ep 032/80 [S2:+mat]:  65%|█▉ | 295/453 [02:26<01:17,  2.05it/s, loss=0.613, pair=0.001, adv=7.410, sprd=0.018]
Ep 032/80 [S2:+mat]:  65%|█▉ | 296/453 [02:26<01:12,  2.17it/s, loss=0.613, pair=0.001, adv=7.410, sprd=0.018]
Ep 032/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:12,  2.17it/s, loss=0.618, pair=0.003, adv=4.173, sprd=0.024]
Ep 032/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:15,  2.07it/s, loss=0.618, pair=0.003, adv=4.173, sprd=0.024]
Ep 032/80 [S2:+mat]:  66%|█▉ | 297/453 [02:27<01:15,  2.07it/s, loss=0.604, pair=0.001, adv=4.752, sprd=0.015]
Ep 032/80 [S2:+mat]:  66%|█▉ | 298/453 [02:27<01:10,  2.21it/s, loss=0.604, pair=0.001, adv=4.752, sprd=0.015]
Ep 032/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:10,  2.21it/s, loss=0.603, pair=0.000, adv=5.106, sprd=0.021]
Ep 032/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:13,  2.09it/s, loss=0.603, pair=0.000, adv=5.106, sprd=0.021]
Ep 032/80 [S2:+mat]:  66%|█▉ | 299/453 [02:28<01:13,  2.09it/s, loss=0.632, pair=0.003, adv=5.371, sprd=0.027]
Ep 032/80 [S2:+mat]:  66%|█▉ | 300/453 [02:28<01:10,  2.16it/s, loss=0.632, pair=0.003, adv=5.371, sprd=0.027]
Ep 032/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:10,  2.16it/s, loss=0.613, pair=0.002, adv=4.555, sprd=0.025]
Ep 032/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:13,  2.06it/s, loss=0.613, pair=0.002, adv=4.555, sprd=0.025]
Ep 032/80 [S2:+mat]:  66%|█▉ | 301/453 [02:29<01:13,  2.06it/s, loss=0.605, pair=0.004, adv=5.423, sprd=0.022]
Ep 032/80 [S2:+mat]:  67%|██ | 302/453 [02:29<01:10,  2.16it/s, loss=0.605, pair=0.004, adv=5.423, sprd=0.022]
Ep 032/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.16it/s, loss=0.588, pair=0.003, adv=5.076, sprd=0.018]
Ep 032/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:12,  2.08it/s, loss=0.588, pair=0.003, adv=5.076, sprd=0.018]
Ep 032/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:12,  2.08it/s, loss=0.635, pair=0.002, adv=4.361, sprd=0.028]
Ep 032/80 [S2:+mat]:  67%|██ | 304/453 [02:30<01:09,  2.15it/s, loss=0.635, pair=0.002, adv=4.361, sprd=0.028]
Ep 032/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:09,  2.15it/s, loss=0.614, pair=0.000, adv=6.198, sprd=0.025]
Ep 032/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.04it/s, loss=0.614, pair=0.000, adv=6.198, sprd=0.025]
Ep 032/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.04it/s, loss=0.574, pair=0.003, adv=7.477, sprd=0.017]
Ep 032/80 [S2:+mat]:  68%|██ | 306/453 [02:31<01:08,  2.13it/s, loss=0.574, pair=0.003, adv=7.477, sprd=0.017]
Ep 032/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:08,  2.13it/s, loss=0.580, pair=0.003, adv=5.328, sprd=0.016]
Ep 032/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:09,  2.09it/s, loss=0.580, pair=0.003, adv=5.328, sprd=0.016]
Ep 032/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:09,  2.09it/s, loss=0.608, pair=0.000, adv=6.581, sprd=0.024]
Ep 032/80 [S2:+mat]:  68%|██ | 308/453 [02:32<01:07,  2.16it/s, loss=0.608, pair=0.000, adv=6.581, sprd=0.024]
Ep 032/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:07,  2.16it/s, loss=0.589, pair=0.003, adv=6.418, sprd=0.019]
Ep 032/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:12,  1.98it/s, loss=0.589, pair=0.003, adv=6.418, sprd=0.019]
Ep 032/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:12,  1.98it/s, loss=0.584, pair=0.008, adv=5.095, sprd=0.020]
Ep 032/80 [S2:+mat]:  68%|██ | 310/453 [02:33<01:09,  2.07it/s, loss=0.584, pair=0.008, adv=5.095, sprd=0.020]
Ep 032/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:09,  2.07it/s, loss=0.574, pair=0.003, adv=6.471, sprd=0.014]
Ep 032/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:09,  2.04it/s, loss=0.574, pair=0.003, adv=6.471, sprd=0.014]
Ep 032/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:09,  2.04it/s, loss=0.569, pair=0.000, adv=3.486, sprd=0.017]
Ep 032/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:05,  2.15it/s, loss=0.569, pair=0.000, adv=3.486, sprd=0.017]
Ep 032/80 [S2:+mat]:  69%|██ | 312/453 [02:34<01:05,  2.15it/s, loss=0.606, pair=0.000, adv=4.944, sprd=0.022]
Ep 032/80 [S2:+mat]:  69%|██ | 313/453 [02:34<01:08,  2.06it/s, loss=0.606, pair=0.000, adv=4.944, sprd=0.022]
Ep 032/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:08,  2.06it/s, loss=0.601, pair=0.007, adv=4.496, sprd=0.024]
Ep 032/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:05,  2.14it/s, loss=0.601, pair=0.007, adv=4.496, sprd=0.024]
Ep 032/80 [S2:+mat]:  69%|██ | 314/453 [02:35<01:05,  2.14it/s, loss=0.687, pair=0.003, adv=4.808, sprd=0.029]
Ep 032/80 [S2:+mat]:  70%|██ | 315/453 [02:35<01:08,  2.03it/s, loss=0.687, pair=0.003, adv=4.808, sprd=0.029]
Ep 032/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:08,  2.03it/s, loss=0.618, pair=0.000, adv=5.092, sprd=0.026]
Ep 032/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:04,  2.11it/s, loss=0.618, pair=0.000, adv=5.092, sprd=0.026]
Ep 032/80 [S2:+mat]:  70%|██ | 316/453 [02:36<01:04,  2.11it/s, loss=0.553, pair=0.001, adv=4.264, sprd=0.015]
Ep 032/80 [S2:+mat]:  70%|██ | 317/453 [02:36<01:06,  2.05it/s, loss=0.553, pair=0.001, adv=4.264, sprd=0.015]
Ep 032/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:06,  2.05it/s, loss=0.598, pair=0.002, adv=4.619, sprd=0.021]
Ep 032/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:02,  2.15it/s, loss=0.598, pair=0.002, adv=4.619, sprd=0.021]
Ep 032/80 [S2:+mat]:  70%|██ | 318/453 [02:37<01:02,  2.15it/s, loss=0.606, pair=0.000, adv=4.020, sprd=0.017]
Ep 032/80 [S2:+mat]:  70%|██ | 319/453 [02:37<01:04,  2.08it/s, loss=0.606, pair=0.000, adv=4.020, sprd=0.017]
Ep 032/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:04,  2.08it/s, loss=0.591, pair=0.001, adv=3.281, sprd=0.021]
Ep 032/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:01,  2.18it/s, loss=0.591, pair=0.001, adv=3.281, sprd=0.021]
Ep 032/80 [S2:+mat]:  71%|██ | 320/453 [02:38<01:01,  2.18it/s, loss=0.651, pair=0.000, adv=5.419, sprd=0.032]
Ep 032/80 [S2:+mat]:  71%|██▏| 321/453 [02:38<01:04,  2.06it/s, loss=0.651, pair=0.000, adv=5.419, sprd=0.032]
Ep 032/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:04,  2.06it/s, loss=0.581, pair=0.000, adv=4.122, sprd=0.018]
Ep 032/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:00,  2.17it/s, loss=0.581, pair=0.000, adv=4.122, sprd=0.018]
Ep 032/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:00,  2.17it/s, loss=0.604, pair=0.001, adv=5.387, sprd=0.020]
Ep 032/80 [S2:+mat]:  71%|██▏| 323/453 [02:39<01:02,  2.08it/s, loss=0.604, pair=0.001, adv=5.387, sprd=0.020]
Ep 032/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:02,  2.08it/s, loss=0.619, pair=0.005, adv=5.458, sprd=0.025]
Ep 032/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:59,  2.16it/s, loss=0.619, pair=0.005, adv=5.458, sprd=0.025]
Ep 032/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:59,  2.16it/s, loss=0.620, pair=0.001, adv=4.219, sprd=0.024]
Ep 032/80 [S2:+mat]:  72%|██▏| 325/453 [02:40<01:02,  2.06it/s, loss=0.620, pair=0.001, adv=4.219, sprd=0.024]
Ep 032/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.06it/s, loss=0.598, pair=0.003, adv=7.307, sprd=0.022]
Ep 032/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:59,  2.15it/s, loss=0.598, pair=0.003, adv=7.307, sprd=0.022]
Ep 032/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:59,  2.15it/s, loss=0.561, pair=0.003, adv=4.658, sprd=0.015]
Ep 032/80 [S2:+mat]:  72%|██▏| 327/453 [02:41<01:00,  2.07it/s, loss=0.561, pair=0.003, adv=4.658, sprd=0.015]
Ep 032/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.07it/s, loss=0.592, pair=0.004, adv=5.224, sprd=0.017]
Ep 032/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:57,  2.19it/s, loss=0.592, pair=0.004, adv=5.224, sprd=0.017]
Ep 032/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:57,  2.19it/s, loss=0.635, pair=0.001, adv=5.294, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 329/453 [02:42<00:59,  2.10it/s, loss=0.635, pair=0.001, adv=5.294, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 329/453 [02:42<00:59,  2.10it/s, loss=0.573, pair=0.001, adv=4.567, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 330/453 [02:42<00:56,  2.19it/s, loss=0.573, pair=0.001, adv=4.567, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:56,  2.19it/s, loss=0.591, pair=0.000, adv=4.465, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 331/453 [02:43<00:58,  2.10it/s, loss=0.591, pair=0.000, adv=4.465, sprd=0.018]
Ep 032/80 [S2:+mat]:  73%|██▏| 331/453 [02:43<00:58,  2.10it/s, loss=0.559, pair=0.004, adv=3.444, sprd=0.016]
Ep 032/80 [S2:+mat]:  73%|██▏| 332/453 [02:43<00:54,  2.20it/s, loss=0.559, pair=0.004, adv=3.444, sprd=0.016]
Ep 032/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:54,  2.20it/s, loss=0.618, pair=0.001, adv=4.524, sprd=0.023]
Ep 032/80 [S2:+mat]:  74%|██▏| 333/453 [02:44<00:57,  2.09it/s, loss=0.618, pair=0.001, adv=4.524, sprd=0.023]
Ep 032/80 [S2:+mat]:  74%|██▏| 333/453 [02:44<00:57,  2.09it/s, loss=0.566, pair=0.006, adv=5.455, sprd=0.015]
Ep 032/80 [S2:+mat]:  74%|██▏| 334/453 [02:44<00:53,  2.20it/s, loss=0.566, pair=0.006, adv=5.455, sprd=0.015]
Ep 032/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:53,  2.20it/s, loss=0.584, pair=0.000, adv=7.469, sprd=0.020]
Ep 032/80 [S2:+mat]:  74%|██▏| 335/453 [02:45<00:57,  2.04it/s, loss=0.584, pair=0.000, adv=7.469, sprd=0.020]
Ep 032/80 [S2:+mat]:  74%|██▏| 335/453 [02:45<00:57,  2.04it/s, loss=0.631, pair=0.000, adv=4.054, sprd=0.033]
Ep 032/80 [S2:+mat]:  74%|██▏| 336/453 [02:45<00:55,  2.09it/s, loss=0.631, pair=0.000, adv=4.054, sprd=0.033]
Ep 032/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:55,  2.09it/s, loss=0.582, pair=0.000, adv=3.278, sprd=0.022]
Ep 032/80 [S2:+mat]:  74%|██▏| 337/453 [02:46<01:00,  1.92it/s, loss=0.582, pair=0.000, adv=3.278, sprd=0.022]
Ep 032/80 [S2:+mat]:  74%|██▏| 337/453 [02:46<01:00,  1.92it/s, loss=0.580, pair=0.002, adv=7.667, sprd=0.018]
Ep 032/80 [S2:+mat]:  75%|██▏| 338/453 [02:46<00:56,  2.04it/s, loss=0.580, pair=0.002, adv=7.667, sprd=0.018]
Ep 032/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:56,  2.04it/s, loss=0.652, pair=0.000, adv=6.467, sprd=0.023]
Ep 032/80 [S2:+mat]:  75%|██▏| 339/453 [02:47<00:57,  1.99it/s, loss=0.652, pair=0.000, adv=6.467, sprd=0.023]
Ep 032/80 [S2:+mat]:  75%|██▏| 339/453 [02:47<00:57,  1.99it/s, loss=0.591, pair=0.002, adv=6.592, sprd=0.021]
Ep 032/80 [S2:+mat]:  75%|██▎| 340/453 [02:47<00:54,  2.09it/s, loss=0.591, pair=0.002, adv=6.592, sprd=0.021]
Ep 032/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:54,  2.09it/s, loss=0.613, pair=0.001, adv=4.392, sprd=0.022]
Ep 032/80 [S2:+mat]:  75%|██▎| 341/453 [02:48<00:55,  2.03it/s, loss=0.613, pair=0.001, adv=4.392, sprd=0.022]
Ep 032/80 [S2:+mat]:  75%|██▎| 341/453 [02:48<00:55,  2.03it/s, loss=0.582, pair=0.000, adv=6.134, sprd=0.017]
Ep 032/80 [S2:+mat]:  75%|██▎| 342/453 [02:48<00:52,  2.13it/s, loss=0.582, pair=0.000, adv=6.134, sprd=0.017]
Ep 032/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:52,  2.13it/s, loss=0.613, pair=0.001, adv=4.551, sprd=0.025]
Ep 032/80 [S2:+mat]:  76%|██▎| 343/453 [02:49<00:56,  1.95it/s, loss=0.613, pair=0.001, adv=4.551, sprd=0.025]
Ep 032/80 [S2:+mat]:  76%|██▎| 343/453 [02:49<00:56,  1.95it/s, loss=0.604, pair=0.002, adv=6.739, sprd=0.020]
Ep 032/80 [S2:+mat]:  76%|██▎| 344/453 [02:49<00:54,  2.01it/s, loss=0.604, pair=0.002, adv=6.739, sprd=0.020]
Ep 032/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:54,  2.01it/s, loss=0.635, pair=0.001, adv=4.546, sprd=0.024]
Ep 032/80 [S2:+mat]:  76%|██▎| 345/453 [02:50<00:58,  1.84it/s, loss=0.635, pair=0.001, adv=4.546, sprd=0.024]
Ep 032/80 [S2:+mat]:  76%|██▎| 345/453 [02:50<00:58,  1.84it/s, loss=0.564, pair=0.001, adv=5.813, sprd=0.014]
Ep 032/80 [S2:+mat]:  76%|██▎| 346/453 [02:50<00:54,  1.96it/s, loss=0.564, pair=0.001, adv=5.813, sprd=0.014]
Ep 032/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:54,  1.96it/s, loss=0.587, pair=0.002, adv=4.718, sprd=0.019]
Ep 032/80 [S2:+mat]:  77%|██▎| 347/453 [02:51<00:58,  1.81it/s, loss=0.587, pair=0.002, adv=4.718, sprd=0.019]
Ep 032/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:58,  1.81it/s, loss=0.595, pair=0.001, adv=5.295, sprd=0.021]
Ep 032/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:54,  1.93it/s, loss=0.595, pair=0.001, adv=5.295, sprd=0.021]
Ep 032/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:54,  1.93it/s, loss=0.555, pair=0.000, adv=6.700, sprd=0.015]
Ep 032/80 [S2:+mat]:  77%|██▎| 349/453 [02:52<00:57,  1.80it/s, loss=0.555, pair=0.000, adv=6.700, sprd=0.015]
Ep 032/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:57,  1.80it/s, loss=0.595, pair=0.000, adv=5.380, sprd=0.020]
Ep 032/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:54,  1.91it/s, loss=0.595, pair=0.000, adv=5.380, sprd=0.020]
Ep 032/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:54,  1.91it/s, loss=0.546, pair=0.006, adv=2.800, sprd=0.019]
Ep 032/80 [S2:+mat]:  77%|██▎| 351/453 [02:53<00:55,  1.83it/s, loss=0.546, pair=0.006, adv=2.800, sprd=0.019]
Ep 032/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:55,  1.83it/s, loss=0.597, pair=0.000, adv=4.685, sprd=0.024]
Ep 032/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:52,  1.91it/s, loss=0.597, pair=0.000, adv=4.685, sprd=0.024]
Ep 032/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:52,  1.91it/s, loss=0.581, pair=0.001, adv=5.278, sprd=0.020]
Ep 032/80 [S2:+mat]:  78%|██▎| 353/453 [02:54<00:55,  1.81it/s, loss=0.581, pair=0.001, adv=5.278, sprd=0.020]
Ep 032/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:55,  1.81it/s, loss=0.595, pair=0.005, adv=4.557, sprd=0.024]
Ep 032/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:52,  1.89it/s, loss=0.595, pair=0.005, adv=4.557, sprd=0.024]
Ep 032/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:52,  1.89it/s, loss=0.618, pair=0.002, adv=6.769, sprd=0.027]
Ep 032/80 [S2:+mat]:  78%|██▎| 355/453 [02:55<00:55,  1.76it/s, loss=0.618, pair=0.002, adv=6.769, sprd=0.027]
Ep 032/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:55,  1.76it/s, loss=0.610, pair=0.001, adv=4.154, sprd=0.025]
Ep 032/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:51,  1.87it/s, loss=0.610, pair=0.001, adv=4.154, sprd=0.025]
Ep 032/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:51,  1.87it/s, loss=0.563, pair=0.009, adv=5.437, sprd=0.016]
Ep 032/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:53,  1.79it/s, loss=0.563, pair=0.009, adv=5.437, sprd=0.016]
Ep 032/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:53,  1.79it/s, loss=0.558, pair=0.003, adv=6.243, sprd=0.014]
Ep 032/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:49,  1.91it/s, loss=0.558, pair=0.003, adv=6.243, sprd=0.014]
Ep 032/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:49,  1.91it/s, loss=0.581, pair=0.014, adv=4.209, sprd=0.020]
Ep 032/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:52,  1.80it/s, loss=0.581, pair=0.014, adv=4.209, sprd=0.020]
Ep 032/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:52,  1.80it/s, loss=0.567, pair=0.006, adv=5.000, sprd=0.016]
Ep 032/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:48,  1.92it/s, loss=0.567, pair=0.006, adv=5.000, sprd=0.016]
Ep 032/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:48,  1.92it/s, loss=0.594, pair=0.003, adv=6.009, sprd=0.022]
Ep 032/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:51,  1.79it/s, loss=0.594, pair=0.003, adv=6.009, sprd=0.022]
Ep 032/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:51,  1.79it/s, loss=0.614, pair=0.004, adv=5.384, sprd=0.021]
Ep 032/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:47,  1.91it/s, loss=0.614, pair=0.004, adv=5.384, sprd=0.021]
Ep 032/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:47,  1.91it/s, loss=0.595, pair=0.006, adv=3.725, sprd=0.021]
Ep 032/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:50,  1.79it/s, loss=0.595, pair=0.006, adv=3.725, sprd=0.021]
Ep 032/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:50,  1.79it/s, loss=0.603, pair=0.000, adv=4.823, sprd=0.022]
Ep 032/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:46,  1.89it/s, loss=0.603, pair=0.000, adv=4.823, sprd=0.022]
Ep 032/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:46,  1.89it/s, loss=0.596, pair=0.002, adv=6.268, sprd=0.020]
Ep 032/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:52,  1.67it/s, loss=0.596, pair=0.002, adv=6.268, sprd=0.020]
Ep 032/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:52,  1.67it/s, loss=0.605, pair=0.006, adv=4.884, sprd=0.020]
Ep 032/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:47,  1.83it/s, loss=0.605, pair=0.006, adv=4.884, sprd=0.020]
Ep 032/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:47,  1.83it/s, loss=0.592, pair=0.002, adv=5.610, sprd=0.019]
Ep 032/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:48,  1.77it/s, loss=0.592, pair=0.002, adv=5.610, sprd=0.019]
Ep 032/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:48,  1.77it/s, loss=0.594, pair=0.001, adv=4.654, sprd=0.022]
Ep 032/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:44,  1.89it/s, loss=0.594, pair=0.001, adv=4.654, sprd=0.022]
Ep 032/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:44,  1.89it/s, loss=0.589, pair=0.007, adv=5.859, sprd=0.017]
Ep 032/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:46,  1.81it/s, loss=0.589, pair=0.007, adv=5.859, sprd=0.017]
Ep 032/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:46,  1.81it/s, loss=0.595, pair=0.010, adv=4.920, sprd=0.020]
Ep 032/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:43,  1.93it/s, loss=0.595, pair=0.010, adv=4.920, sprd=0.020]
Ep 032/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:43,  1.93it/s, loss=0.742, pair=0.047, adv=4.237, sprd=0.039]
Ep 032/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:45,  1.80it/s, loss=0.742, pair=0.047, adv=4.237, sprd=0.039]
Ep 032/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:45,  1.80it/s, loss=0.583, pair=0.000, adv=5.089, sprd=0.017]
Ep 032/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:41,  1.95it/s, loss=0.583, pair=0.000, adv=5.089, sprd=0.017]
Ep 032/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:41,  1.95it/s, loss=0.653, pair=0.002, adv=4.255, sprd=0.030]
Ep 032/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:41,  1.94it/s, loss=0.653, pair=0.002, adv=4.255, sprd=0.030]
Ep 032/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:41,  1.94it/s, loss=0.628, pair=0.001, adv=4.854, sprd=0.025]
Ep 032/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:38,  2.06it/s, loss=0.628, pair=0.001, adv=4.854, sprd=0.025]
Ep 032/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:38,  2.06it/s, loss=0.579, pair=0.003, adv=3.793, sprd=0.016]
Ep 032/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:38,  2.03it/s, loss=0.579, pair=0.003, adv=3.793, sprd=0.016]
Ep 032/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:38,  2.03it/s, loss=0.589, pair=0.000, adv=5.633, sprd=0.019]
Ep 032/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:35,  2.15it/s, loss=0.589, pair=0.000, adv=5.633, sprd=0.019]
Ep 032/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:35,  2.15it/s, loss=0.595, pair=0.000, adv=4.543, sprd=0.024]
Ep 032/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:37,  2.03it/s, loss=0.595, pair=0.000, adv=4.543, sprd=0.024]
Ep 032/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:37,  2.03it/s, loss=0.617, pair=0.001, adv=4.058, sprd=0.025]
Ep 032/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:35,  2.13it/s, loss=0.617, pair=0.001, adv=4.058, sprd=0.025]
Ep 032/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:35,  2.13it/s, loss=0.594, pair=0.002, adv=5.824, sprd=0.021]
Ep 032/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:36,  2.03it/s, loss=0.594, pair=0.002, adv=5.824, sprd=0.021]
Ep 032/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:36,  2.03it/s, loss=0.587, pair=0.000, adv=3.547, sprd=0.018]
Ep 032/80 [S2:+mat]:  84%|██▌| 380/453 [03:08<00:33,  2.16it/s, loss=0.587, pair=0.000, adv=3.547, sprd=0.018]
Ep 032/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:33,  2.16it/s, loss=0.661, pair=0.001, adv=4.096, sprd=0.023]
Ep 032/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:35,  2.04it/s, loss=0.661, pair=0.001, adv=4.096, sprd=0.023]
Ep 032/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:35,  2.04it/s, loss=0.613, pair=0.005, adv=5.170, sprd=0.027]
Ep 032/80 [S2:+mat]:  84%|██▌| 382/453 [03:09<00:33,  2.11it/s, loss=0.613, pair=0.005, adv=5.170, sprd=0.027]
Ep 032/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:33,  2.11it/s, loss=0.580, pair=0.000, adv=4.294, sprd=0.018]
Ep 032/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:35,  1.99it/s, loss=0.580, pair=0.000, adv=4.294, sprd=0.018]
Ep 032/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:35,  1.99it/s, loss=0.579, pair=0.000, adv=5.644, sprd=0.018]
Ep 032/80 [S2:+mat]:  85%|██▌| 384/453 [03:10<00:32,  2.11it/s, loss=0.579, pair=0.000, adv=5.644, sprd=0.018]
Ep 032/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:32,  2.11it/s, loss=0.561, pair=0.000, adv=5.249, sprd=0.017]
Ep 032/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:33,  2.04it/s, loss=0.561, pair=0.000, adv=5.249, sprd=0.017]
Ep 032/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:33,  2.04it/s, loss=0.582, pair=0.000, adv=5.370, sprd=0.019]
Ep 032/80 [S2:+mat]:  85%|██▌| 386/453 [03:11<00:31,  2.16it/s, loss=0.582, pair=0.000, adv=5.370, sprd=0.019]
Ep 032/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.16it/s, loss=0.571, pair=0.002, adv=6.932, sprd=0.019]
Ep 032/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.01it/s, loss=0.571, pair=0.002, adv=6.932, sprd=0.019]
Ep 032/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:32,  2.01it/s, loss=0.585, pair=0.003, adv=4.600, sprd=0.017]
Ep 032/80 [S2:+mat]:  86%|██▌| 388/453 [03:12<00:30,  2.15it/s, loss=0.585, pair=0.003, adv=4.600, sprd=0.017]
Ep 032/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.15it/s, loss=0.593, pair=0.002, adv=5.043, sprd=0.019]
Ep 032/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:30,  2.08it/s, loss=0.593, pair=0.002, adv=5.043, sprd=0.019]
Ep 032/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:30,  2.08it/s, loss=0.567, pair=0.006, adv=5.114, sprd=0.015]
Ep 032/80 [S2:+mat]:  86%|██▌| 390/453 [03:13<00:28,  2.20it/s, loss=0.567, pair=0.006, adv=5.114, sprd=0.015]
Ep 032/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:28,  2.20it/s, loss=0.591, pair=0.002, adv=3.948, sprd=0.020]
Ep 032/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:29,  2.08it/s, loss=0.591, pair=0.002, adv=3.948, sprd=0.020]
Ep 032/80 [S2:+mat]:  86%|██▌| 391/453 [03:14<00:29,  2.08it/s, loss=0.644, pair=0.000, adv=4.982, sprd=0.033]
Ep 032/80 [S2:+mat]:  87%|██▌| 392/453 [03:14<00:28,  2.15it/s, loss=0.644, pair=0.000, adv=4.982, sprd=0.033]
Ep 032/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:28,  2.15it/s, loss=0.614, pair=0.000, adv=3.376, sprd=0.024]
Ep 032/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:29,  2.07it/s, loss=0.614, pair=0.000, adv=3.376, sprd=0.024]
Ep 032/80 [S2:+mat]:  87%|██▌| 393/453 [03:15<00:29,  2.07it/s, loss=0.603, pair=0.001, adv=5.429, sprd=0.022]
Ep 032/80 [S2:+mat]:  87%|██▌| 394/453 [03:15<00:27,  2.16it/s, loss=0.603, pair=0.001, adv=5.429, sprd=0.022]
Ep 032/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.16it/s, loss=0.563, pair=0.002, adv=6.485, sprd=0.014]
Ep 032/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:29,  1.96it/s, loss=0.563, pair=0.002, adv=6.485, sprd=0.014]
Ep 032/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:29,  1.96it/s, loss=0.574, pair=0.003, adv=5.177, sprd=0.017]
Ep 032/80 [S2:+mat]:  87%|██▌| 396/453 [03:16<00:27,  2.08it/s, loss=0.574, pair=0.003, adv=5.177, sprd=0.017]
Ep 032/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.08it/s, loss=0.623, pair=0.002, adv=4.655, sprd=0.025]
Ep 032/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.01it/s, loss=0.623, pair=0.002, adv=4.655, sprd=0.025]
Ep 032/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.01it/s, loss=0.591, pair=0.006, adv=4.211, sprd=0.020]
Ep 032/80 [S2:+mat]:  88%|██▋| 398/453 [03:17<00:26,  2.11it/s, loss=0.591, pair=0.006, adv=4.211, sprd=0.020]
Ep 032/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:26,  2.11it/s, loss=0.599, pair=0.000, adv=5.127, sprd=0.020]
Ep 032/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.04it/s, loss=0.599, pair=0.000, adv=5.127, sprd=0.020]
Ep 032/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.04it/s, loss=0.606, pair=0.000, adv=5.590, sprd=0.025]
Ep 032/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:25,  2.12it/s, loss=0.606, pair=0.000, adv=5.590, sprd=0.025]
Ep 032/80 [S2:+mat]:  88%|██▋| 400/453 [03:18<00:25,  2.12it/s, loss=0.614, pair=0.011, adv=4.127, sprd=0.027]
Ep 032/80 [S2:+mat]:  89%|██▋| 401/453 [03:18<00:25,  2.00it/s, loss=0.614, pair=0.011, adv=4.127, sprd=0.027]
Ep 032/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.00it/s, loss=0.547, pair=0.002, adv=6.486, sprd=0.015]
Ep 032/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:24,  2.10it/s, loss=0.547, pair=0.002, adv=6.486, sprd=0.015]
Ep 032/80 [S2:+mat]:  89%|██▋| 402/453 [03:19<00:24,  2.10it/s, loss=0.592, pair=0.002, adv=6.486, sprd=0.018]
Ep 032/80 [S2:+mat]:  89%|██▋| 403/453 [03:19<00:24,  2.06it/s, loss=0.592, pair=0.002, adv=6.486, sprd=0.018]
Ep 032/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.06it/s, loss=0.604, pair=0.005, adv=5.381, sprd=0.020]
Ep 032/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:22,  2.16it/s, loss=0.604, pair=0.005, adv=5.381, sprd=0.020]
Ep 032/80 [S2:+mat]:  89%|██▋| 404/453 [03:20<00:22,  2.16it/s, loss=0.628, pair=0.017, adv=3.434, sprd=0.022]
Ep 032/80 [S2:+mat]:  89%|██▋| 405/453 [03:20<00:22,  2.10it/s, loss=0.628, pair=0.017, adv=3.434, sprd=0.022]
Ep 032/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:22,  2.10it/s, loss=0.601, pair=0.007, adv=6.129, sprd=0.018]
Ep 032/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:21,  2.21it/s, loss=0.601, pair=0.007, adv=6.129, sprd=0.018]
Ep 032/80 [S2:+mat]:  90%|██▋| 406/453 [03:21<00:21,  2.21it/s, loss=0.618, pair=0.009, adv=5.107, sprd=0.024]
Ep 032/80 [S2:+mat]:  90%|██▋| 407/453 [03:21<00:21,  2.10it/s, loss=0.618, pair=0.009, adv=5.107, sprd=0.024]
Ep 032/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:21,  2.10it/s, loss=0.571, pair=0.001, adv=4.615, sprd=0.020]
Ep 032/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:20,  2.16it/s, loss=0.571, pair=0.001, adv=4.615, sprd=0.020]
Ep 032/80 [S2:+mat]:  90%|██▋| 408/453 [03:22<00:20,  2.16it/s, loss=0.614, pair=0.007, adv=5.619, sprd=0.024]
Ep 032/80 [S2:+mat]:  90%|██▋| 409/453 [03:22<00:21,  2.04it/s, loss=0.614, pair=0.007, adv=5.619, sprd=0.024]
Ep 032/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.04it/s, loss=0.569, pair=0.004, adv=5.601, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:20,  2.15it/s, loss=0.569, pair=0.004, adv=5.601, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 410/453 [03:23<00:20,  2.15it/s, loss=0.582, pair=0.006, adv=5.644, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 411/453 [03:23<00:20,  2.08it/s, loss=0.582, pair=0.006, adv=5.644, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.08it/s, loss=0.640, pair=0.004, adv=4.684, sprd=0.028]
Ep 032/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:18,  2.16it/s, loss=0.640, pair=0.004, adv=4.684, sprd=0.028]
Ep 032/80 [S2:+mat]:  91%|██▋| 412/453 [03:24<00:18,  2.16it/s, loss=0.595, pair=0.001, adv=4.711, sprd=0.018]
Ep 032/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:19,  2.10it/s, loss=0.595, pair=0.001, adv=4.711, sprd=0.018]
Ep 032/80 [S2:+mat]:  91%|██▋| 413/453 [03:24<00:19,  2.10it/s, loss=0.589, pair=0.003, adv=3.617, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 414/453 [03:24<00:17,  2.24it/s, loss=0.589, pair=0.003, adv=3.617, sprd=0.017]
Ep 032/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:17,  2.24it/s, loss=0.597, pair=0.003, adv=6.283, sprd=0.021]
Ep 032/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:18,  2.11it/s, loss=0.597, pair=0.003, adv=6.283, sprd=0.021]
Ep 032/80 [S2:+mat]:  92%|██▋| 415/453 [03:25<00:18,  2.11it/s, loss=0.602, pair=0.002, adv=7.335, sprd=0.020]
Ep 032/80 [S2:+mat]:  92%|██▊| 416/453 [03:25<00:16,  2.20it/s, loss=0.602, pair=0.002, adv=7.335, sprd=0.020]
Ep 032/80 [S2:+mat]:  92%|██▊| 416/453 [03:26<00:16,  2.20it/s, loss=0.610, pair=0.000, adv=5.726, sprd=0.025]
Ep 032/80 [S2:+mat]:  92%|██▊| 417/453 [03:26<00:17,  2.03it/s, loss=0.610, pair=0.000, adv=5.726, sprd=0.025]
Ep 032/80 [S2:+mat]:  92%|██▊| 417/453 [03:26<00:17,  2.03it/s, loss=0.586, pair=0.001, adv=5.421, sprd=0.018]
Ep 032/80 [S2:+mat]:  92%|██▊| 418/453 [03:26<00:16,  2.17it/s, loss=0.586, pair=0.001, adv=5.421, sprd=0.018]
Ep 032/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:16,  2.17it/s, loss=0.608, pair=0.001, adv=5.714, sprd=0.023]
Ep 032/80 [S2:+mat]:  92%|██▊| 419/453 [03:27<00:17,  1.98it/s, loss=0.608, pair=0.001, adv=5.714, sprd=0.023]
Ep 032/80 [S2:+mat]:  92%|██▊| 419/453 [03:27<00:17,  1.98it/s, loss=0.588, pair=0.002, adv=3.542, sprd=0.020]
Ep 032/80 [S2:+mat]:  93%|██▊| 420/453 [03:27<00:15,  2.10it/s, loss=0.588, pair=0.002, adv=3.542, sprd=0.020]
Ep 032/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.10it/s, loss=0.623, pair=0.003, adv=6.727, sprd=0.025]
Ep 032/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:15,  2.00it/s, loss=0.623, pair=0.003, adv=6.727, sprd=0.025]
Ep 032/80 [S2:+mat]:  93%|██▊| 421/453 [03:28<00:15,  2.00it/s, loss=0.642, pair=0.000, adv=6.399, sprd=0.029]
Ep 032/80 [S2:+mat]:  93%|██▊| 422/453 [03:28<00:14,  2.09it/s, loss=0.642, pair=0.000, adv=6.399, sprd=0.029]
Ep 032/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.09it/s, loss=0.582, pair=0.000, adv=5.274, sprd=0.019]
Ep 032/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:14,  2.02it/s, loss=0.582, pair=0.000, adv=5.274, sprd=0.019]
Ep 032/80 [S2:+mat]:  93%|██▊| 423/453 [03:29<00:14,  2.02it/s, loss=0.588, pair=0.000, adv=5.730, sprd=0.019]
Ep 032/80 [S2:+mat]:  94%|██▊| 424/453 [03:29<00:13,  2.13it/s, loss=0.588, pair=0.000, adv=5.730, sprd=0.019]
Ep 032/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.13it/s, loss=0.624, pair=0.000, adv=5.079, sprd=0.029]
Ep 032/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:13,  2.04it/s, loss=0.624, pair=0.000, adv=5.079, sprd=0.029]
Ep 032/80 [S2:+mat]:  94%|██▊| 425/453 [03:30<00:13,  2.04it/s, loss=0.590, pair=0.001, adv=6.443, sprd=0.020]
Ep 032/80 [S2:+mat]:  94%|██▊| 426/453 [03:30<00:12,  2.15it/s, loss=0.590, pair=0.001, adv=6.443, sprd=0.020]
Ep 032/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.15it/s, loss=0.554, pair=0.004, adv=5.620, sprd=0.015]
Ep 032/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:12,  2.08it/s, loss=0.554, pair=0.004, adv=5.620, sprd=0.015]
Ep 032/80 [S2:+mat]:  94%|██▊| 427/453 [03:31<00:12,  2.08it/s, loss=0.557, pair=0.006, adv=4.478, sprd=0.015]
Ep 032/80 [S2:+mat]:  94%|██▊| 428/453 [03:31<00:11,  2.17it/s, loss=0.557, pair=0.006, adv=4.478, sprd=0.015]
Ep 032/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.17it/s, loss=0.608, pair=0.002, adv=6.572, sprd=0.020]
Ep 032/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:11,  2.09it/s, loss=0.608, pair=0.002, adv=6.572, sprd=0.020]
Ep 032/80 [S2:+mat]:  95%|██▊| 429/453 [03:32<00:11,  2.09it/s, loss=0.592, pair=0.003, adv=6.730, sprd=0.021]
Ep 032/80 [S2:+mat]:  95%|██▊| 430/453 [03:32<00:10,  2.16it/s, loss=0.592, pair=0.003, adv=6.730, sprd=0.021]
Ep 032/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.16it/s, loss=0.663, pair=0.006, adv=4.977, sprd=0.022]
Ep 032/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:10,  2.06it/s, loss=0.663, pair=0.006, adv=4.977, sprd=0.022]
Ep 032/80 [S2:+mat]:  95%|██▊| 431/453 [03:33<00:10,  2.06it/s, loss=0.594, pair=0.007, adv=6.694, sprd=0.021]
Ep 032/80 [S2:+mat]:  95%|██▊| 432/453 [03:33<00:09,  2.15it/s, loss=0.594, pair=0.007, adv=6.694, sprd=0.021]
Ep 032/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.15it/s, loss=0.569, pair=0.004, adv=5.891, sprd=0.019]
Ep 032/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:09,  2.04it/s, loss=0.569, pair=0.004, adv=5.891, sprd=0.019]
Ep 032/80 [S2:+mat]:  96%|██▊| 433/453 [03:34<00:09,  2.04it/s, loss=0.580, pair=0.001, adv=5.132, sprd=0.018]
Ep 032/80 [S2:+mat]:  96%|██▊| 434/453 [03:34<00:08,  2.15it/s, loss=0.580, pair=0.001, adv=5.132, sprd=0.018]
Ep 032/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.15it/s, loss=0.581, pair=0.000, adv=5.690, sprd=0.018]
Ep 032/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:08,  2.07it/s, loss=0.581, pair=0.000, adv=5.690, sprd=0.018]
Ep 032/80 [S2:+mat]:  96%|██▉| 435/453 [03:35<00:08,  2.07it/s, loss=0.589, pair=0.002, adv=6.949, sprd=0.021]
Ep 032/80 [S2:+mat]:  96%|██▉| 436/453 [03:35<00:07,  2.16it/s, loss=0.589, pair=0.002, adv=6.949, sprd=0.021]
Ep 032/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.16it/s, loss=0.605, pair=0.000, adv=5.059, sprd=0.020]
Ep 032/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.09it/s, loss=0.605, pair=0.000, adv=5.059, sprd=0.020]
Ep 032/80 [S2:+mat]:  96%|██▉| 437/453 [03:36<00:07,  2.09it/s, loss=0.583, pair=0.000, adv=6.202, sprd=0.020]
Ep 032/80 [S2:+mat]:  97%|██▉| 438/453 [03:36<00:06,  2.18it/s, loss=0.583, pair=0.000, adv=6.202, sprd=0.020]
Ep 032/80 [S2:+mat]:  97%|██▉| 438/453 [03:36<00:06,  2.18it/s, loss=0.604, pair=0.000, adv=7.491, sprd=0.021]
Ep 032/80 [S2:+mat]:  97%|██▉| 439/453 [03:36<00:06,  2.08it/s, loss=0.604, pair=0.000, adv=7.491, sprd=0.021]
Ep 032/80 [S2:+mat]:  97%|██▉| 439/453 [03:37<00:06,  2.08it/s, loss=0.581, pair=0.003, adv=6.996, sprd=0.015]
Ep 032/80 [S2:+mat]:  97%|██▉| 440/453 [03:37<00:05,  2.22it/s, loss=0.581, pair=0.003, adv=6.996, sprd=0.015]
Ep 032/80 [S2:+mat]:  97%|██▉| 440/453 [03:37<00:05,  2.22it/s, loss=0.595, pair=0.003, adv=5.244, sprd=0.024]
Ep 032/80 [S2:+mat]:  97%|██▉| 441/453 [03:37<00:05,  2.07it/s, loss=0.595, pair=0.003, adv=5.244, sprd=0.024]
Ep 032/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.07it/s, loss=0.607, pair=0.001, adv=3.631, sprd=0.022]
Ep 032/80 [S2:+mat]:  98%|██▉| 442/453 [03:38<00:05,  2.13it/s, loss=0.607, pair=0.001, adv=3.631, sprd=0.022]
Ep 032/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.13it/s, loss=0.577, pair=0.005, adv=4.984, sprd=0.019]
Ep 032/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:05,  1.92it/s, loss=0.577, pair=0.005, adv=4.984, sprd=0.019]
Ep 032/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:05,  1.92it/s, loss=0.584, pair=0.002, adv=5.763, sprd=0.024]
Ep 032/80 [S2:+mat]:  98%|██▉| 444/453 [03:39<00:04,  1.97it/s, loss=0.584, pair=0.002, adv=5.763, sprd=0.024]
Ep 032/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  1.97it/s, loss=0.630, pair=0.009, adv=6.032, sprd=0.024]
Ep 032/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:04,  1.86it/s, loss=0.630, pair=0.009, adv=6.032, sprd=0.024]
Ep 032/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:04,  1.86it/s, loss=0.578, pair=0.005, adv=4.665, sprd=0.020]
Ep 032/80 [S2:+mat]:  98%|██▉| 446/453 [03:40<00:03,  1.96it/s, loss=0.578, pair=0.005, adv=4.665, sprd=0.020]
Ep 032/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  1.96it/s, loss=0.586, pair=0.002, adv=5.936, sprd=0.018]
Ep 032/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:03,  1.71it/s, loss=0.586, pair=0.002, adv=5.936, sprd=0.018]
Ep 032/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:03,  1.71it/s, loss=0.615, pair=0.002, adv=5.058, sprd=0.023]
Ep 032/80 [S2:+mat]:  99%|██▉| 448/453 [03:41<00:02,  1.85it/s, loss=0.615, pair=0.002, adv=5.058, sprd=0.023]
Ep 032/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  1.85it/s, loss=0.555, pair=0.001, adv=4.570, sprd=0.015]
Ep 032/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:02,  1.78it/s, loss=0.555, pair=0.001, adv=4.570, sprd=0.015]
Ep 032/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:02,  1.78it/s, loss=0.577, pair=0.005, adv=6.356, sprd=0.016]
Ep 032/80 [S2:+mat]:  99%|██▉| 450/453 [03:42<00:01,  1.92it/s, loss=0.577, pair=0.005, adv=6.356, sprd=0.016]
Ep 032/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  1.92it/s, loss=0.595, pair=0.000, adv=5.605, sprd=0.022]
Ep 032/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:01,  1.81it/s, loss=0.595, pair=0.000, adv=5.605, sprd=0.022]
Ep 032/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:01,  1.81it/s, loss=0.588, pair=0.002, adv=5.205, sprd=0.018]
Ep 032/80 [S2:+mat]: 100%|██▉| 452/453 [03:43<00:00,  1.93it/s, loss=0.588, pair=0.002, adv=5.205, sprd=0.018]
Ep 032/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  1.93it/s, loss=0.587, pair=0.000, adv=3.623, sprd=0.020]
Ep 032/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  1.85it/s, loss=0.587, pair=0.000, adv=3.623, sprd=0.020]
                                                                                                              
Epoch 032/80 [S2:+mat]  loss=0.6082  mat=0.2607  sens=1.0748  pair=0.0371  adv=5.3536(rand=3.47)  deg=0.0044  orth=0.0019  spread=0.0207  q_mean=52.5  q_std=19.1  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=6.89e-05  224s

Ep 033/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 033/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.568, pair=0.005, adv=5.547, sprd=0.015]
Ep 033/80 [S2:+mat]:   0%|     | 1/453 [00:01<10:00,  1.33s/it, loss=0.568, pair=0.005, adv=5.547, sprd=0.015]
Ep 033/80 [S2:+mat]:   0%|     | 1/453 [00:01<10:00,  1.33s/it, loss=0.618, pair=0.007, adv=5.212, sprd=0.027]
Ep 033/80 [S2:+mat]:   0%|     | 2/453 [00:01<06:10,  1.22it/s, loss=0.618, pair=0.007, adv=5.212, sprd=0.027]
Ep 033/80 [S2:+mat]:   0%|     | 2/453 [00:02<06:10,  1.22it/s, loss=0.584, pair=0.001, adv=7.302, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:36,  1.34it/s, loss=0.584, pair=0.001, adv=7.302, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 3/453 [00:02<05:36,  1.34it/s, loss=0.606, pair=0.000, adv=4.793, sprd=0.026]
Ep 033/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:45,  1.57it/s, loss=0.606, pair=0.000, adv=4.793, sprd=0.026]
Ep 033/80 [S2:+mat]:   1%|     | 4/453 [00:03<04:45,  1.57it/s, loss=0.592, pair=0.002, adv=5.345, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:43,  1.58it/s, loss=0.592, pair=0.002, adv=5.345, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:43,  1.58it/s, loss=0.577, pair=0.000, adv=6.735, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 6/453 [00:03<04:13,  1.76it/s, loss=0.577, pair=0.000, adv=6.735, sprd=0.018]
Ep 033/80 [S2:+mat]:   1%|     | 6/453 [00:04<04:13,  1.76it/s, loss=0.556, pair=0.000, adv=5.453, sprd=0.017]
Ep 033/80 [S2:+mat]:   2%|     | 7/453 [00:04<04:26,  1.67it/s, loss=0.556, pair=0.000, adv=5.453, sprd=0.017]
Ep 033/80 [S2:+mat]:   2%|     | 7/453 [00:05<04:26,  1.67it/s, loss=0.569, pair=0.000, adv=5.498, sprd=0.014]
Ep 033/80 [S2:+mat]:   2%|     | 8/453 [00:05<04:01,  1.84it/s, loss=0.569, pair=0.000, adv=5.498, sprd=0.014]
Ep 033/80 [S2:+mat]:   2%|     | 8/453 [00:05<04:01,  1.84it/s, loss=0.634, pair=0.000, adv=3.265, sprd=0.030]
Ep 033/80 [S2:+mat]:   2%|     | 9/453 [00:05<04:10,  1.77it/s, loss=0.634, pair=0.000, adv=3.265, sprd=0.030]
Ep 033/80 [S2:+mat]:   2%|     | 9/453 [00:06<04:10,  1.77it/s, loss=0.623, pair=0.003, adv=5.275, sprd=0.026]
Ep 033/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:54,  1.89it/s, loss=0.623, pair=0.003, adv=5.275, sprd=0.026]
Ep 033/80 [S2:+mat]:   2%|    | 10/453 [00:06<03:54,  1.89it/s, loss=0.709, pair=0.001, adv=5.715, sprd=0.034]
Ep 033/80 [S2:+mat]:   2%|    | 11/453 [00:06<04:09,  1.77it/s, loss=0.709, pair=0.001, adv=5.715, sprd=0.034]
Ep 033/80 [S2:+mat]:   2%|    | 11/453 [00:07<04:09,  1.77it/s, loss=0.609, pair=0.005, adv=5.304, sprd=0.018]
Ep 033/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:47,  1.93it/s, loss=0.609, pair=0.005, adv=5.304, sprd=0.018]
Ep 033/80 [S2:+mat]:   3%|    | 12/453 [00:07<03:47,  1.93it/s, loss=0.590, pair=0.001, adv=5.050, sprd=0.021]
Ep 033/80 [S2:+mat]:   3%|    | 13/453 [00:07<04:01,  1.82it/s, loss=0.590, pair=0.001, adv=5.050, sprd=0.021]
Ep 033/80 [S2:+mat]:   3%|    | 13/453 [00:08<04:01,  1.82it/s, loss=0.614, pair=0.000, adv=6.496, sprd=0.024]
Ep 033/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:47,  1.93it/s, loss=0.614, pair=0.000, adv=6.496, sprd=0.024]
Ep 033/80 [S2:+mat]:   3%|    | 14/453 [00:08<03:47,  1.93it/s, loss=0.638, pair=0.000, adv=5.465, sprd=0.025]
Ep 033/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<04:00,  1.82it/s, loss=0.638, pair=0.000, adv=5.465, sprd=0.025]
Ep 033/80 [S2:+mat]:   3%|▏   | 15/453 [00:09<04:00,  1.82it/s, loss=0.614, pair=0.002, adv=5.832, sprd=0.025]
Ep 033/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:42,  1.96it/s, loss=0.614, pair=0.002, adv=5.832, sprd=0.025]
Ep 033/80 [S2:+mat]:   4%|▏   | 16/453 [00:09<03:42,  1.96it/s, loss=0.596, pair=0.001, adv=4.354, sprd=0.022]
Ep 033/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:45,  1.93it/s, loss=0.596, pair=0.001, adv=4.354, sprd=0.022]
Ep 033/80 [S2:+mat]:   4%|▏   | 17/453 [00:10<03:45,  1.93it/s, loss=0.594, pair=0.001, adv=4.215, sprd=0.020]
Ep 033/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:31,  2.06it/s, loss=0.594, pair=0.001, adv=4.215, sprd=0.020]
Ep 033/80 [S2:+mat]:   4%|▏   | 18/453 [00:10<03:31,  2.06it/s, loss=0.614, pair=0.000, adv=4.881, sprd=0.027]
Ep 033/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:39,  1.98it/s, loss=0.614, pair=0.000, adv=4.881, sprd=0.027]
Ep 033/80 [S2:+mat]:   4%|▏   | 19/453 [00:11<03:39,  1.98it/s, loss=0.570, pair=0.000, adv=6.262, sprd=0.017]
Ep 033/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:25,  2.10it/s, loss=0.570, pair=0.000, adv=6.262, sprd=0.017]
Ep 033/80 [S2:+mat]:   4%|▏   | 20/453 [00:11<03:25,  2.10it/s, loss=0.675, pair=0.000, adv=4.009, sprd=0.024]
Ep 033/80 [S2:+mat]:   5%|▏   | 21/453 [00:11<03:34,  2.01it/s, loss=0.675, pair=0.000, adv=4.009, sprd=0.024]
Ep 033/80 [S2:+mat]:   5%|▏   | 21/453 [00:12<03:34,  2.01it/s, loss=0.552, pair=0.002, adv=5.962, sprd=0.012]
Ep 033/80 [S2:+mat]:   5%|▏   | 22/453 [00:12<03:28,  2.07it/s, loss=0.552, pair=0.002, adv=5.962, sprd=0.012]
Ep 033/80 [S2:+mat]:   5%|▏   | 22/453 [00:12<03:28,  2.07it/s, loss=0.628, pair=0.001, adv=5.584, sprd=0.027]
Ep 033/80 [S2:+mat]:   5%|▏   | 23/453 [00:12<03:36,  1.99it/s, loss=0.628, pair=0.001, adv=5.584, sprd=0.027]
Ep 033/80 [S2:+mat]:   5%|▏   | 23/453 [00:13<03:36,  1.99it/s, loss=0.644, pair=0.005, adv=3.558, sprd=0.028]
Ep 033/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:23,  2.11it/s, loss=0.644, pair=0.005, adv=3.558, sprd=0.028]
Ep 033/80 [S2:+mat]:   5%|▏   | 24/453 [00:13<03:23,  2.11it/s, loss=0.577, pair=0.004, adv=6.697, sprd=0.016]
Ep 033/80 [S2:+mat]:   6%|▏   | 25/453 [00:13<03:29,  2.04it/s, loss=0.577, pair=0.004, adv=6.697, sprd=0.016]
Ep 033/80 [S2:+mat]:   6%|▏   | 25/453 [00:14<03:29,  2.04it/s, loss=0.563, pair=0.003, adv=5.555, sprd=0.016]
Ep 033/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:18,  2.15it/s, loss=0.563, pair=0.003, adv=5.555, sprd=0.016]
Ep 033/80 [S2:+mat]:   6%|▏   | 26/453 [00:14<03:18,  2.15it/s, loss=0.625, pair=0.002, adv=4.704, sprd=0.030]
Ep 033/80 [S2:+mat]:   6%|▏   | 27/453 [00:14<03:28,  2.05it/s, loss=0.625, pair=0.002, adv=4.704, sprd=0.030]
Ep 033/80 [S2:+mat]:   6%|▏   | 27/453 [00:15<03:28,  2.05it/s, loss=0.528, pair=0.002, adv=6.118, sprd=0.012]
Ep 033/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:19,  2.13it/s, loss=0.528, pair=0.002, adv=6.118, sprd=0.012]
Ep 033/80 [S2:+mat]:   6%|▏   | 28/453 [00:15<03:19,  2.13it/s, loss=0.606, pair=0.002, adv=5.177, sprd=0.022]
Ep 033/80 [S2:+mat]:   6%|▎   | 29/453 [00:15<03:26,  2.05it/s, loss=0.606, pair=0.002, adv=5.177, sprd=0.022]
Ep 033/80 [S2:+mat]:   6%|▎   | 29/453 [00:16<03:26,  2.05it/s, loss=0.618, pair=0.000, adv=6.278, sprd=0.024]
Ep 033/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:17,  2.14it/s, loss=0.618, pair=0.000, adv=6.278, sprd=0.024]
Ep 033/80 [S2:+mat]:   7%|▎   | 30/453 [00:16<03:17,  2.14it/s, loss=0.606, pair=0.006, adv=4.706, sprd=0.020]
Ep 033/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:23,  2.08it/s, loss=0.606, pair=0.006, adv=4.706, sprd=0.020]
Ep 033/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<03:23,  2.08it/s, loss=0.654, pair=0.006, adv=4.524, sprd=0.034]
Ep 033/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:17,  2.13it/s, loss=0.654, pair=0.006, adv=4.524, sprd=0.034]
Ep 033/80 [S2:+mat]:   7%|▎   | 32/453 [00:17<03:17,  2.13it/s, loss=0.577, pair=0.003, adv=4.772, sprd=0.017]
Ep 033/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:23,  2.07it/s, loss=0.577, pair=0.003, adv=4.772, sprd=0.017]
Ep 033/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<03:23,  2.07it/s, loss=0.639, pair=0.005, adv=5.469, sprd=0.029]
Ep 033/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:15,  2.14it/s, loss=0.639, pair=0.005, adv=5.469, sprd=0.029]
Ep 033/80 [S2:+mat]:   8%|▎   | 34/453 [00:18<03:15,  2.14it/s, loss=0.648, pair=0.002, adv=4.416, sprd=0.020]
Ep 033/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:23,  2.06it/s, loss=0.648, pair=0.002, adv=4.416, sprd=0.020]
Ep 033/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:23,  2.06it/s, loss=0.568, pair=0.001, adv=4.355, sprd=0.018]
Ep 033/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:14,  2.14it/s, loss=0.568, pair=0.001, adv=4.355, sprd=0.018]
Ep 033/80 [S2:+mat]:   8%|▎   | 36/453 [00:19<03:14,  2.14it/s, loss=0.609, pair=0.001, adv=3.711, sprd=0.026]
Ep 033/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:23,  2.04it/s, loss=0.609, pair=0.001, adv=3.711, sprd=0.026]
Ep 033/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:23,  2.04it/s, loss=0.604, pair=0.001, adv=5.062, sprd=0.022]
Ep 033/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:14,  2.13it/s, loss=0.604, pair=0.001, adv=5.062, sprd=0.022]
Ep 033/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:14,  2.13it/s, loss=0.604, pair=0.001, adv=6.454, sprd=0.024]
Ep 033/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:27,  2.00it/s, loss=0.604, pair=0.001, adv=6.454, sprd=0.024]
Ep 033/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:27,  2.00it/s, loss=0.586, pair=0.002, adv=4.667, sprd=0.018]
Ep 033/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:14,  2.12it/s, loss=0.586, pair=0.002, adv=4.667, sprd=0.018]
Ep 033/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:14,  2.12it/s, loss=0.560, pair=0.002, adv=5.287, sprd=0.015]
Ep 033/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:24,  2.01it/s, loss=0.560, pair=0.002, adv=5.287, sprd=0.015]
Ep 033/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:24,  2.01it/s, loss=0.615, pair=0.001, adv=5.776, sprd=0.023]
Ep 033/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:14,  2.12it/s, loss=0.615, pair=0.001, adv=5.776, sprd=0.023]
Ep 033/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:14,  2.12it/s, loss=0.630, pair=0.001, adv=4.453, sprd=0.027]
Ep 033/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:19,  2.06it/s, loss=0.630, pair=0.001, adv=4.453, sprd=0.027]
Ep 033/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:19,  2.06it/s, loss=0.615, pair=0.002, adv=4.834, sprd=0.022]
Ep 033/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:09,  2.16it/s, loss=0.615, pair=0.002, adv=4.834, sprd=0.022]
Ep 033/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:09,  2.16it/s, loss=0.595, pair=0.001, adv=5.798, sprd=0.022]
Ep 033/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:18,  2.06it/s, loss=0.595, pair=0.001, adv=5.798, sprd=0.022]
Ep 033/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:18,  2.06it/s, loss=0.580, pair=0.001, adv=4.820, sprd=0.018]
Ep 033/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:07,  2.17it/s, loss=0.580, pair=0.001, adv=4.820, sprd=0.018]
Ep 033/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:07,  2.17it/s, loss=0.618, pair=0.000, adv=5.695, sprd=0.021]
Ep 033/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:16,  2.06it/s, loss=0.618, pair=0.000, adv=5.695, sprd=0.021]
Ep 033/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:16,  2.06it/s, loss=0.613, pair=0.002, adv=3.409, sprd=0.020]
Ep 033/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:04,  2.19it/s, loss=0.613, pair=0.002, adv=3.409, sprd=0.020]
Ep 033/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:04,  2.19it/s, loss=0.600, pair=0.002, adv=5.438, sprd=0.023]
Ep 033/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:26,  1.95it/s, loss=0.600, pair=0.002, adv=5.438, sprd=0.023]
Ep 033/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:26,  1.95it/s, loss=0.590, pair=0.000, adv=6.088, sprd=0.015]
Ep 033/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:10,  2.12it/s, loss=0.590, pair=0.000, adv=6.088, sprd=0.015]
Ep 033/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:10,  2.12it/s, loss=0.668, pair=0.002, adv=5.829, sprd=0.035]
Ep 033/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:23,  1.98it/s, loss=0.668, pair=0.002, adv=5.829, sprd=0.035]
Ep 033/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:23,  1.98it/s, loss=0.578, pair=0.000, adv=4.843, sprd=0.019]
Ep 033/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:12,  2.08it/s, loss=0.578, pair=0.000, adv=4.843, sprd=0.019]
Ep 033/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:12,  2.08it/s, loss=0.549, pair=0.000, adv=5.333, sprd=0.014]
Ep 033/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:16,  2.04it/s, loss=0.549, pair=0.000, adv=5.333, sprd=0.014]
Ep 033/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:16,  2.04it/s, loss=0.613, pair=0.001, adv=4.733, sprd=0.027]
Ep 033/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:08,  2.12it/s, loss=0.613, pair=0.001, adv=4.733, sprd=0.027]
Ep 033/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:08,  2.12it/s, loss=0.582, pair=0.000, adv=5.522, sprd=0.019]
Ep 033/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:16,  2.03it/s, loss=0.582, pair=0.000, adv=5.522, sprd=0.019]
Ep 033/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:16,  2.03it/s, loss=0.612, pair=0.001, adv=5.091, sprd=0.025]
Ep 033/80 [S2:+mat]:  12%|▍   | 56/453 [00:28<03:07,  2.11it/s, loss=0.612, pair=0.001, adv=5.091, sprd=0.025]
Ep 033/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:07,  2.11it/s, loss=0.625, pair=0.000, adv=7.325, sprd=0.026]
Ep 033/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:18,  2.00it/s, loss=0.625, pair=0.000, adv=7.325, sprd=0.026]
Ep 033/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:18,  2.00it/s, loss=0.584, pair=0.000, adv=5.694, sprd=0.018]
Ep 033/80 [S2:+mat]:  13%|▌   | 58/453 [00:29<03:06,  2.12it/s, loss=0.584, pair=0.000, adv=5.694, sprd=0.018]
Ep 033/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:06,  2.12it/s, loss=0.579, pair=0.002, adv=5.551, sprd=0.019]
Ep 033/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:13,  2.04it/s, loss=0.579, pair=0.002, adv=5.551, sprd=0.019]
Ep 033/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:13,  2.04it/s, loss=0.555, pair=0.000, adv=6.880, sprd=0.014]
Ep 033/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:03,  2.15it/s, loss=0.555, pair=0.000, adv=6.880, sprd=0.014]
Ep 033/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:03,  2.15it/s, loss=0.588, pair=0.002, adv=6.602, sprd=0.022]
Ep 033/80 [S2:+mat]:  13%|▌   | 61/453 [00:30<03:13,  2.03it/s, loss=0.588, pair=0.002, adv=6.602, sprd=0.022]
Ep 033/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:13,  2.03it/s, loss=0.632, pair=0.000, adv=5.065, sprd=0.024]
Ep 033/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:02,  2.14it/s, loss=0.632, pair=0.000, adv=5.065, sprd=0.024]
Ep 033/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:02,  2.14it/s, loss=0.572, pair=0.010, adv=6.564, sprd=0.014]
Ep 033/80 [S2:+mat]:  14%|▌   | 63/453 [00:31<03:07,  2.08it/s, loss=0.572, pair=0.010, adv=6.564, sprd=0.014]
Ep 033/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:07,  2.08it/s, loss=0.610, pair=0.000, adv=5.610, sprd=0.021]
Ep 033/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:57,  2.19it/s, loss=0.610, pair=0.000, adv=5.610, sprd=0.021]
Ep 033/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<02:57,  2.19it/s, loss=0.582, pair=0.001, adv=5.146, sprd=0.015]
Ep 033/80 [S2:+mat]:  14%|▌   | 65/453 [00:32<03:01,  2.14it/s, loss=0.582, pair=0.001, adv=5.146, sprd=0.015]
Ep 033/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:01,  2.14it/s, loss=0.600, pair=0.001, adv=6.092, sprd=0.023]
Ep 033/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:56,  2.20it/s, loss=0.600, pair=0.001, adv=6.092, sprd=0.023]
Ep 033/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:56,  2.20it/s, loss=0.587, pair=0.007, adv=3.974, sprd=0.017]
Ep 033/80 [S2:+mat]:  15%|▌   | 67/453 [00:33<03:02,  2.11it/s, loss=0.587, pair=0.007, adv=3.974, sprd=0.017]
Ep 033/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:02,  2.11it/s, loss=0.628, pair=0.001, adv=4.495, sprd=0.027]
Ep 033/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<02:55,  2.19it/s, loss=0.628, pair=0.001, adv=4.495, sprd=0.027]
Ep 033/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<02:55,  2.19it/s, loss=0.653, pair=0.003, adv=4.697, sprd=0.031]
Ep 033/80 [S2:+mat]:  15%|▌   | 69/453 [00:34<03:05,  2.07it/s, loss=0.653, pair=0.003, adv=4.697, sprd=0.031]
Ep 033/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:05,  2.07it/s, loss=0.636, pair=0.000, adv=4.890, sprd=0.025]
Ep 033/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:56,  2.17it/s, loss=0.636, pair=0.000, adv=4.890, sprd=0.025]
Ep 033/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:56,  2.17it/s, loss=0.598, pair=0.000, adv=4.102, sprd=0.022]
Ep 033/80 [S2:+mat]:  16%|▋   | 71/453 [00:35<03:04,  2.07it/s, loss=0.598, pair=0.000, adv=4.102, sprd=0.022]
Ep 033/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=0.583, pair=0.002, adv=4.434, sprd=0.021]
Ep 033/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:58,  2.14it/s, loss=0.583, pair=0.002, adv=4.434, sprd=0.021]
Ep 033/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:58,  2.14it/s, loss=0.573, pair=0.004, adv=5.630, sprd=0.017]
Ep 033/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:05,  2.05it/s, loss=0.573, pair=0.004, adv=5.630, sprd=0.017]
Ep 033/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:05,  2.05it/s, loss=0.615, pair=0.003, adv=5.287, sprd=0.027]
Ep 033/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:58,  2.12it/s, loss=0.615, pair=0.003, adv=5.287, sprd=0.027]
Ep 033/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:58,  2.12it/s, loss=0.636, pair=0.005, adv=7.014, sprd=0.018]
Ep 033/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:06,  2.02it/s, loss=0.636, pair=0.005, adv=7.014, sprd=0.018]
Ep 033/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:06,  2.02it/s, loss=0.590, pair=0.004, adv=4.174, sprd=0.022]
Ep 033/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:58,  2.12it/s, loss=0.590, pair=0.004, adv=4.174, sprd=0.022]
Ep 033/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:58,  2.12it/s, loss=0.603, pair=0.005, adv=6.061, sprd=0.024]
Ep 033/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:06,  2.02it/s, loss=0.603, pair=0.005, adv=6.061, sprd=0.024]
Ep 033/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:06,  2.02it/s, loss=0.586, pair=0.003, adv=6.653, sprd=0.021]
Ep 033/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:07,  2.00it/s, loss=0.586, pair=0.003, adv=6.653, sprd=0.021]
Ep 033/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<03:07,  2.00it/s, loss=0.925, pair=1.142, adv=5.317, sprd=0.019]
Ep 033/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:08,  1.98it/s, loss=0.925, pair=1.142, adv=5.317, sprd=0.019]
Ep 033/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:08,  1.98it/s, loss=0.586, pair=0.001, adv=6.826, sprd=0.016]
Ep 033/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<02:56,  2.11it/s, loss=0.586, pair=0.001, adv=6.826, sprd=0.016]
Ep 033/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:56,  2.11it/s, loss=1.295, pair=2.383, adv=7.279, sprd=0.017]
Ep 033/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:07,  1.98it/s, loss=1.295, pair=2.383, adv=7.279, sprd=0.017]
Ep 033/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:07,  1.98it/s, loss=0.601, pair=0.000, adv=5.424, sprd=0.020]
Ep 033/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<02:56,  2.11it/s, loss=0.601, pair=0.000, adv=5.424, sprd=0.020]
Ep 033/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:56,  2.11it/s, loss=0.619, pair=0.005, adv=6.372, sprd=0.015]
Ep 033/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:02,  2.02it/s, loss=0.619, pair=0.005, adv=6.372, sprd=0.015]
Ep 033/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:02,  2.02it/s, loss=0.573, pair=0.001, adv=5.299, sprd=0.021]
Ep 033/80 [S2:+mat]:  19%|▋   | 84/453 [00:41<02:55,  2.10it/s, loss=0.573, pair=0.001, adv=5.299, sprd=0.021]
Ep 033/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:55,  2.10it/s, loss=0.600, pair=0.000, adv=5.485, sprd=0.022]
Ep 033/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:10,  1.93it/s, loss=0.600, pair=0.000, adv=5.485, sprd=0.022]
Ep 033/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:10,  1.93it/s, loss=0.557, pair=0.000, adv=2.953, sprd=0.021]
Ep 033/80 [S2:+mat]:  19%|▊   | 86/453 [00:42<03:00,  2.03it/s, loss=0.557, pair=0.000, adv=2.953, sprd=0.021]
Ep 033/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:00,  2.03it/s, loss=0.567, pair=0.004, adv=4.697, sprd=0.017]
Ep 033/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:13,  1.89it/s, loss=0.567, pair=0.004, adv=4.697, sprd=0.017]
Ep 033/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<03:13,  1.89it/s, loss=0.591, pair=0.002, adv=5.091, sprd=0.022]
Ep 033/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:05,  1.97it/s, loss=0.591, pair=0.002, adv=5.091, sprd=0.022]
Ep 033/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:05,  1.97it/s, loss=0.606, pair=0.004, adv=5.780, sprd=0.019]
Ep 033/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:13,  1.88it/s, loss=0.606, pair=0.004, adv=5.780, sprd=0.019]
Ep 033/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<03:13,  1.88it/s, loss=0.596, pair=0.002, adv=5.999, sprd=0.020]
Ep 033/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:03,  1.98it/s, loss=0.596, pair=0.002, adv=5.999, sprd=0.020]
Ep 033/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:03,  1.98it/s, loss=0.618, pair=0.006, adv=6.105, sprd=0.023]
Ep 033/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:13,  1.87it/s, loss=0.618, pair=0.006, adv=6.105, sprd=0.023]
Ep 033/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<03:13,  1.87it/s, loss=0.571, pair=0.001, adv=4.973, sprd=0.019]
Ep 033/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:04,  1.96it/s, loss=0.571, pair=0.001, adv=4.973, sprd=0.019]
Ep 033/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:04,  1.96it/s, loss=0.596, pair=0.001, adv=4.888, sprd=0.022]
Ep 033/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:16,  1.83it/s, loss=0.596, pair=0.001, adv=4.888, sprd=0.022]
Ep 033/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<03:16,  1.83it/s, loss=0.651, pair=0.000, adv=4.305, sprd=0.032]
Ep 033/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<03:07,  1.92it/s, loss=0.651, pair=0.000, adv=4.305, sprd=0.032]
Ep 033/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<03:07,  1.92it/s, loss=0.638, pair=0.001, adv=3.972, sprd=0.027]
Ep 033/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:16,  1.82it/s, loss=0.638, pair=0.001, adv=3.972, sprd=0.027]
Ep 033/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<03:16,  1.82it/s, loss=0.613, pair=0.002, adv=3.973, sprd=0.026]
Ep 033/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:05,  1.92it/s, loss=0.613, pair=0.002, adv=3.973, sprd=0.026]
Ep 033/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:05,  1.92it/s, loss=0.579, pair=0.000, adv=6.094, sprd=0.020]
Ep 033/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:18,  1.79it/s, loss=0.579, pair=0.000, adv=6.094, sprd=0.020]
Ep 033/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<03:18,  1.79it/s, loss=0.570, pair=0.001, adv=4.820, sprd=0.014]
Ep 033/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:03,  1.94it/s, loss=0.570, pair=0.001, adv=4.820, sprd=0.014]
Ep 033/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:03,  1.94it/s, loss=0.547, pair=0.001, adv=2.974, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:10,  1.86it/s, loss=0.547, pair=0.001, adv=2.974, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<03:10,  1.86it/s, loss=0.594, pair=0.004, adv=4.292, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:59,  1.97it/s, loss=0.594, pair=0.004, adv=4.292, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▋  | 100/453 [00:51<02:59,  1.97it/s, loss=0.592, pair=0.009, adv=5.339, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<03:21,  1.75it/s, loss=0.592, pair=0.009, adv=5.339, sprd=0.021]
Ep 033/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<03:21,  1.75it/s, loss=0.549, pair=0.005, adv=5.638, sprd=0.013]
Ep 033/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<03:06,  1.88it/s, loss=0.549, pair=0.005, adv=5.638, sprd=0.013]
Ep 033/80 [S2:+mat]:  23%|▋  | 102/453 [00:52<03:06,  1.88it/s, loss=0.586, pair=0.003, adv=3.854, sprd=0.020]
Ep 033/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<03:13,  1.81it/s, loss=0.586, pair=0.003, adv=3.854, sprd=0.020]
Ep 033/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<03:13,  1.81it/s, loss=0.592, pair=0.007, adv=5.039, sprd=0.018]
Ep 033/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<03:00,  1.93it/s, loss=0.592, pair=0.007, adv=5.039, sprd=0.018]
Ep 033/80 [S2:+mat]:  23%|▋  | 104/453 [00:53<03:00,  1.93it/s, loss=0.638, pair=0.008, adv=4.216, sprd=0.026]
Ep 033/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:10,  1.83it/s, loss=0.638, pair=0.008, adv=4.216, sprd=0.026]
Ep 033/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<03:10,  1.83it/s, loss=0.561, pair=0.002, adv=3.182, sprd=0.020]
Ep 033/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:58,  1.94it/s, loss=0.561, pair=0.002, adv=3.182, sprd=0.020]
Ep 033/80 [S2:+mat]:  23%|▋  | 106/453 [00:54<02:58,  1.94it/s, loss=0.657, pair=0.000, adv=5.761, sprd=0.022]
Ep 033/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:10,  1.81it/s, loss=0.657, pair=0.000, adv=5.761, sprd=0.022]
Ep 033/80 [S2:+mat]:  24%|▋  | 107/453 [00:54<03:10,  1.81it/s, loss=0.580, pair=0.000, adv=5.627, sprd=0.018]
Ep 033/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:59,  1.92it/s, loss=0.580, pair=0.000, adv=5.627, sprd=0.018]
Ep 033/80 [S2:+mat]:  24%|▋  | 108/453 [00:55<02:59,  1.92it/s, loss=0.658, pair=0.016, adv=3.974, sprd=0.027]
Ep 033/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:07,  1.84it/s, loss=0.658, pair=0.016, adv=3.974, sprd=0.027]
Ep 033/80 [S2:+mat]:  24%|▋  | 109/453 [00:55<03:07,  1.84it/s, loss=0.559, pair=0.003, adv=6.743, sprd=0.015]
Ep 033/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:55,  1.95it/s, loss=0.559, pair=0.003, adv=6.743, sprd=0.015]
Ep 033/80 [S2:+mat]:  24%|▋  | 110/453 [00:56<02:55,  1.95it/s, loss=0.631, pair=0.001, adv=4.471, sprd=0.031]
Ep 033/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:10,  1.80it/s, loss=0.631, pair=0.001, adv=4.471, sprd=0.031]
Ep 033/80 [S2:+mat]:  25%|▋  | 111/453 [00:56<03:10,  1.80it/s, loss=0.588, pair=0.000, adv=4.334, sprd=0.024]
Ep 033/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<03:00,  1.89it/s, loss=0.588, pair=0.000, adv=4.334, sprd=0.024]
Ep 033/80 [S2:+mat]:  25%|▋  | 112/453 [00:57<03:00,  1.89it/s, loss=0.589, pair=0.001, adv=7.226, sprd=0.017]
Ep 033/80 [S2:+mat]:  25%|▋  | 113/453 [00:57<03:13,  1.75it/s, loss=0.589, pair=0.001, adv=7.226, sprd=0.017]
Ep 033/80 [S2:+mat]:  25%|▋  | 113/453 [00:58<03:13,  1.75it/s, loss=0.574, pair=0.001, adv=5.542, sprd=0.017]
Ep 033/80 [S2:+mat]:  25%|▊  | 114/453 [00:58<02:59,  1.89it/s, loss=0.574, pair=0.001, adv=5.542, sprd=0.017]
Ep 033/80 [S2:+mat]:  25%|▊  | 114/453 [00:58<02:59,  1.89it/s, loss=0.571, pair=0.001, adv=3.990, sprd=0.015]
Ep 033/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<03:01,  1.87it/s, loss=0.571, pair=0.001, adv=3.990, sprd=0.015]
Ep 033/80 [S2:+mat]:  25%|▊  | 115/453 [00:58<03:01,  1.87it/s, loss=0.600, pair=0.005, adv=6.589, sprd=0.020]
Ep 033/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:48,  2.00it/s, loss=0.600, pair=0.005, adv=6.589, sprd=0.020]
Ep 033/80 [S2:+mat]:  26%|▊  | 116/453 [00:59<02:48,  2.00it/s, loss=0.624, pair=0.006, adv=4.868, sprd=0.022]
Ep 033/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<02:50,  1.97it/s, loss=0.624, pair=0.006, adv=4.868, sprd=0.022]
Ep 033/80 [S2:+mat]:  26%|▊  | 117/453 [00:59<02:50,  1.97it/s, loss=0.600, pair=0.000, adv=3.447, sprd=0.022]
Ep 033/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:40,  2.09it/s, loss=0.600, pair=0.000, adv=3.447, sprd=0.022]
Ep 033/80 [S2:+mat]:  26%|▊  | 118/453 [01:00<02:40,  2.09it/s, loss=0.586, pair=0.000, adv=4.827, sprd=0.019]
Ep 033/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<02:45,  2.02it/s, loss=0.586, pair=0.000, adv=4.827, sprd=0.019]
Ep 033/80 [S2:+mat]:  26%|▊  | 119/453 [01:00<02:45,  2.02it/s, loss=0.571, pair=0.000, adv=5.673, sprd=0.016]
Ep 033/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:36,  2.13it/s, loss=0.571, pair=0.000, adv=5.673, sprd=0.016]
Ep 033/80 [S2:+mat]:  26%|▊  | 120/453 [01:01<02:36,  2.13it/s, loss=0.587, pair=0.005, adv=5.319, sprd=0.022]
Ep 033/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<02:44,  2.02it/s, loss=0.587, pair=0.005, adv=5.319, sprd=0.022]
Ep 033/80 [S2:+mat]:  27%|▊  | 121/453 [01:01<02:44,  2.02it/s, loss=1.317, pair=2.490, adv=5.099, sprd=0.017]
Ep 033/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:35,  2.13it/s, loss=1.317, pair=2.490, adv=5.099, sprd=0.017]
Ep 033/80 [S2:+mat]:  27%|▊  | 122/453 [01:02<02:35,  2.13it/s, loss=0.544, pair=0.003, adv=4.937, sprd=0.012]
Ep 033/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<02:42,  2.03it/s, loss=0.544, pair=0.003, adv=4.937, sprd=0.012]
Ep 033/80 [S2:+mat]:  27%|▊  | 123/453 [01:02<02:42,  2.03it/s, loss=0.603, pair=0.001, adv=4.514, sprd=0.025]
Ep 033/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:35,  2.12it/s, loss=0.603, pair=0.001, adv=4.514, sprd=0.025]
Ep 033/80 [S2:+mat]:  27%|▊  | 124/453 [01:03<02:35,  2.12it/s, loss=0.592, pair=0.001, adv=7.035, sprd=0.019]
Ep 033/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:41,  2.03it/s, loss=0.592, pair=0.001, adv=7.035, sprd=0.019]
Ep 033/80 [S2:+mat]:  28%|▊  | 125/453 [01:03<02:41,  2.03it/s, loss=0.589, pair=0.000, adv=6.008, sprd=0.017]
Ep 033/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:31,  2.16it/s, loss=0.589, pair=0.000, adv=6.008, sprd=0.017]
Ep 033/80 [S2:+mat]:  28%|▊  | 126/453 [01:04<02:31,  2.16it/s, loss=0.591, pair=0.000, adv=4.553, sprd=0.018]
Ep 033/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:37,  2.07it/s, loss=0.591, pair=0.000, adv=4.553, sprd=0.018]
Ep 033/80 [S2:+mat]:  28%|▊  | 127/453 [01:04<02:37,  2.07it/s, loss=0.610, pair=0.000, adv=5.483, sprd=0.022]
Ep 033/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:29,  2.17it/s, loss=0.610, pair=0.000, adv=5.483, sprd=0.022]
Ep 033/80 [S2:+mat]:  28%|▊  | 128/453 [01:05<02:29,  2.17it/s, loss=0.575, pair=0.000, adv=7.125, sprd=0.017]
Ep 033/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:44,  1.97it/s, loss=0.575, pair=0.000, adv=7.125, sprd=0.017]
Ep 033/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:44,  1.97it/s, loss=0.550, pair=0.001, adv=5.825, sprd=0.014]
Ep 033/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:34,  2.10it/s, loss=0.550, pair=0.001, adv=5.825, sprd=0.014]
Ep 033/80 [S2:+mat]:  29%|▊  | 130/453 [01:06<02:34,  2.10it/s, loss=1.317, pair=2.484, adv=6.268, sprd=0.017]
Ep 033/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:39,  2.02it/s, loss=1.317, pair=2.484, adv=6.268, sprd=0.017]
Ep 033/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<02:39,  2.02it/s, loss=0.587, pair=0.004, adv=5.715, sprd=0.021]
Ep 033/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:32,  2.11it/s, loss=0.587, pair=0.004, adv=5.715, sprd=0.021]
Ep 033/80 [S2:+mat]:  29%|▊  | 132/453 [01:07<02:32,  2.11it/s, loss=0.602, pair=0.001, adv=4.046, sprd=0.023]
Ep 033/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:37,  2.03it/s, loss=0.602, pair=0.001, adv=4.046, sprd=0.023]
Ep 033/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<02:37,  2.03it/s, loss=0.545, pair=0.000, adv=5.737, sprd=0.014]
Ep 033/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:29,  2.13it/s, loss=0.545, pair=0.000, adv=5.737, sprd=0.014]
Ep 033/80 [S2:+mat]:  30%|▉  | 134/453 [01:08<02:29,  2.13it/s, loss=0.636, pair=0.001, adv=4.535, sprd=0.015]
Ep 033/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:31,  2.10it/s, loss=0.636, pair=0.001, adv=4.535, sprd=0.015]
Ep 033/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:31,  2.10it/s, loss=0.608, pair=0.000, adv=6.461, sprd=0.025]
Ep 033/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:26,  2.16it/s, loss=0.608, pair=0.000, adv=6.461, sprd=0.025]
Ep 033/80 [S2:+mat]:  30%|▉  | 136/453 [01:09<02:26,  2.16it/s, loss=0.871, pair=1.046, adv=6.613, sprd=0.015]
Ep 033/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:32,  2.07it/s, loss=0.871, pair=1.046, adv=6.613, sprd=0.015]
Ep 033/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:32,  2.07it/s, loss=0.606, pair=0.001, adv=7.378, sprd=0.021]
Ep 033/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:25,  2.16it/s, loss=0.606, pair=0.001, adv=7.378, sprd=0.021]
Ep 033/80 [S2:+mat]:  30%|▉  | 138/453 [01:10<02:25,  2.16it/s, loss=0.628, pair=0.002, adv=5.754, sprd=0.025]
Ep 033/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:33,  2.04it/s, loss=0.628, pair=0.002, adv=5.754, sprd=0.025]
Ep 033/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:33,  2.04it/s, loss=0.630, pair=0.003, adv=4.560, sprd=0.027]
Ep 033/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:26,  2.13it/s, loss=0.630, pair=0.003, adv=4.560, sprd=0.027]
Ep 033/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:26,  2.13it/s, loss=0.627, pair=0.005, adv=6.326, sprd=0.026]
Ep 033/80 [S2:+mat]:  31%|▉  | 141/453 [01:10<02:34,  2.02it/s, loss=0.627, pair=0.005, adv=6.326, sprd=0.026]
Ep 033/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<02:34,  2.02it/s, loss=0.534, pair=0.001, adv=6.063, sprd=0.012]
Ep 033/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:26,  2.13it/s, loss=0.534, pair=0.001, adv=6.063, sprd=0.012]
Ep 033/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:26,  2.13it/s, loss=0.634, pair=0.002, adv=4.600, sprd=0.030]
Ep 033/80 [S2:+mat]:  32%|▉  | 143/453 [01:11<02:32,  2.03it/s, loss=0.634, pair=0.002, adv=4.600, sprd=0.030]
Ep 033/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<02:32,  2.03it/s, loss=0.606, pair=0.012, adv=4.742, sprd=0.022]
Ep 033/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:24,  2.14it/s, loss=0.606, pair=0.012, adv=4.742, sprd=0.022]
Ep 033/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:24,  2.14it/s, loss=0.616, pair=0.007, adv=5.049, sprd=0.026]
Ep 033/80 [S2:+mat]:  32%|▉  | 145/453 [01:12<02:32,  2.02it/s, loss=0.616, pair=0.007, adv=5.049, sprd=0.026]
Ep 033/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:32,  2.02it/s, loss=0.615, pair=0.002, adv=5.774, sprd=0.027]
Ep 033/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:26,  2.09it/s, loss=0.615, pair=0.002, adv=5.774, sprd=0.027]
Ep 033/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:26,  2.09it/s, loss=0.580, pair=0.001, adv=7.071, sprd=0.021]
Ep 033/80 [S2:+mat]:  32%|▉  | 147/453 [01:13<02:33,  1.99it/s, loss=0.580, pair=0.001, adv=7.071, sprd=0.021]
Ep 033/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:33,  1.99it/s, loss=0.627, pair=0.007, adv=4.772, sprd=0.023]
Ep 033/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:22,  2.13it/s, loss=0.627, pair=0.007, adv=4.772, sprd=0.023]
Ep 033/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:22,  2.13it/s, loss=0.628, pair=0.004, adv=5.353, sprd=0.025]
Ep 033/80 [S2:+mat]:  33%|▉  | 149/453 [01:14<02:27,  2.05it/s, loss=0.628, pair=0.004, adv=5.353, sprd=0.025]
Ep 033/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:27,  2.05it/s, loss=0.588, pair=0.000, adv=6.753, sprd=0.017]
Ep 033/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:19,  2.17it/s, loss=0.588, pair=0.000, adv=6.753, sprd=0.017]
Ep 033/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:19,  2.17it/s, loss=0.573, pair=0.000, adv=6.485, sprd=0.017]
Ep 033/80 [S2:+mat]:  33%|█  | 151/453 [01:15<02:24,  2.09it/s, loss=0.573, pair=0.000, adv=6.485, sprd=0.017]
Ep 033/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:24,  2.09it/s, loss=0.594, pair=0.005, adv=4.978, sprd=0.021]
Ep 033/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:18,  2.17it/s, loss=0.594, pair=0.005, adv=4.978, sprd=0.021]
Ep 033/80 [S2:+mat]:  34%|█  | 152/453 [01:16<02:18,  2.17it/s, loss=0.601, pair=0.004, adv=5.851, sprd=0.022]
Ep 033/80 [S2:+mat]:  34%|█  | 153/453 [01:16<02:26,  2.05it/s, loss=0.601, pair=0.004, adv=5.851, sprd=0.022]
Ep 033/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:26,  2.05it/s, loss=0.593, pair=0.000, adv=7.199, sprd=0.017]
Ep 033/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:18,  2.16it/s, loss=0.593, pair=0.000, adv=7.199, sprd=0.017]
Ep 033/80 [S2:+mat]:  34%|█  | 154/453 [01:17<02:18,  2.16it/s, loss=0.595, pair=0.000, adv=5.590, sprd=0.024]
Ep 033/80 [S2:+mat]:  34%|█  | 155/453 [01:17<02:25,  2.05it/s, loss=0.595, pair=0.000, adv=5.590, sprd=0.024]
Ep 033/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:25,  2.05it/s, loss=0.572, pair=0.000, adv=4.323, sprd=0.015]
Ep 033/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:16,  2.18it/s, loss=0.572, pair=0.000, adv=4.323, sprd=0.015]
Ep 033/80 [S2:+mat]:  34%|█  | 156/453 [01:18<02:16,  2.18it/s, loss=0.685, pair=0.003, adv=3.796, sprd=0.024]
Ep 033/80 [S2:+mat]:  35%|█  | 157/453 [01:18<02:30,  1.97it/s, loss=0.685, pair=0.003, adv=3.796, sprd=0.024]
Ep 033/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:30,  1.97it/s, loss=0.613, pair=0.003, adv=5.063, sprd=0.025]
Ep 033/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:22,  2.07it/s, loss=0.613, pair=0.003, adv=5.063, sprd=0.025]
Ep 033/80 [S2:+mat]:  35%|█  | 158/453 [01:19<02:22,  2.07it/s, loss=0.696, pair=0.003, adv=5.965, sprd=0.027]
Ep 033/80 [S2:+mat]:  35%|█  | 159/453 [01:19<02:27,  1.99it/s, loss=0.696, pair=0.003, adv=5.965, sprd=0.027]
Ep 033/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:27,  1.99it/s, loss=0.621, pair=0.003, adv=4.323, sprd=0.024]
Ep 033/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:19,  2.10it/s, loss=0.621, pair=0.003, adv=4.323, sprd=0.024]
Ep 033/80 [S2:+mat]:  35%|█  | 160/453 [01:20<02:19,  2.10it/s, loss=0.602, pair=0.001, adv=5.042, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 161/453 [01:20<02:25,  2.01it/s, loss=0.602, pair=0.001, adv=5.042, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:25,  2.01it/s, loss=0.606, pair=0.001, adv=4.496, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:17,  2.11it/s, loss=0.606, pair=0.001, adv=4.496, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:17,  2.11it/s, loss=0.617, pair=0.000, adv=3.996, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:20,  2.07it/s, loss=0.617, pair=0.000, adv=3.996, sprd=0.023]
Ep 033/80 [S2:+mat]:  36%|█  | 163/453 [01:21<02:20,  2.07it/s, loss=0.570, pair=0.002, adv=5.145, sprd=0.017]
Ep 033/80 [S2:+mat]:  36%|█  | 164/453 [01:21<02:13,  2.17it/s, loss=0.570, pair=0.002, adv=5.145, sprd=0.017]
Ep 033/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:13,  2.17it/s, loss=0.622, pair=0.004, adv=7.281, sprd=0.025]
Ep 033/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:20,  2.05it/s, loss=0.622, pair=0.004, adv=7.281, sprd=0.025]
Ep 033/80 [S2:+mat]:  36%|█  | 165/453 [01:22<02:20,  2.05it/s, loss=0.607, pair=0.090, adv=4.978, sprd=0.019]
Ep 033/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:13,  2.15it/s, loss=0.607, pair=0.090, adv=4.978, sprd=0.019]
Ep 033/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:13,  2.15it/s, loss=0.643, pair=0.002, adv=5.046, sprd=0.033]
Ep 033/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:20,  2.04it/s, loss=0.643, pair=0.002, adv=5.046, sprd=0.033]
Ep 033/80 [S2:+mat]:  37%|█  | 167/453 [01:23<02:20,  2.04it/s, loss=0.568, pair=0.001, adv=4.159, sprd=0.015]
Ep 033/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:11,  2.17it/s, loss=0.568, pair=0.001, adv=4.159, sprd=0.015]
Ep 033/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:11,  2.17it/s, loss=0.597, pair=0.002, adv=4.117, sprd=0.022]
Ep 033/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:16,  2.07it/s, loss=0.597, pair=0.002, adv=4.117, sprd=0.022]
Ep 033/80 [S2:+mat]:  37%|█  | 169/453 [01:24<02:16,  2.07it/s, loss=0.569, pair=0.010, adv=5.525, sprd=0.017]
Ep 033/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:10,  2.17it/s, loss=0.569, pair=0.010, adv=5.525, sprd=0.017]
Ep 033/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:10,  2.17it/s, loss=0.634, pair=0.012, adv=5.425, sprd=0.028]
Ep 033/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:19,  2.03it/s, loss=0.634, pair=0.012, adv=5.425, sprd=0.028]
Ep 033/80 [S2:+mat]:  38%|█▏ | 171/453 [01:25<02:19,  2.03it/s, loss=0.590, pair=0.002, adv=3.487, sprd=0.021]
Ep 033/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:12,  2.12it/s, loss=0.590, pair=0.002, adv=3.487, sprd=0.021]
Ep 033/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:12,  2.12it/s, loss=0.583, pair=0.008, adv=6.289, sprd=0.020]
Ep 033/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:19,  2.01it/s, loss=0.583, pair=0.008, adv=6.289, sprd=0.020]
Ep 033/80 [S2:+mat]:  38%|█▏ | 173/453 [01:26<02:19,  2.01it/s, loss=0.558, pair=0.001, adv=5.348, sprd=0.014]
Ep 033/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:11,  2.12it/s, loss=0.558, pair=0.001, adv=5.348, sprd=0.014]
Ep 033/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:11,  2.12it/s, loss=0.586, pair=0.008, adv=7.341, sprd=0.021]
Ep 033/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:17,  2.03it/s, loss=0.586, pair=0.008, adv=7.341, sprd=0.021]
Ep 033/80 [S2:+mat]:  39%|█▏ | 175/453 [01:27<02:17,  2.03it/s, loss=0.587, pair=0.000, adv=5.408, sprd=0.020]
Ep 033/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:09,  2.14it/s, loss=0.587, pair=0.000, adv=5.408, sprd=0.020]
Ep 033/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:09,  2.14it/s, loss=0.686, pair=0.001, adv=5.392, sprd=0.023]
Ep 033/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:13,  2.06it/s, loss=0.686, pair=0.001, adv=5.392, sprd=0.023]
Ep 033/80 [S2:+mat]:  39%|█▏ | 177/453 [01:28<02:13,  2.06it/s, loss=0.599, pair=0.001, adv=4.463, sprd=0.019]
Ep 033/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:04,  2.20it/s, loss=0.599, pair=0.001, adv=4.463, sprd=0.019]
Ep 033/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:04,  2.20it/s, loss=0.567, pair=0.006, adv=3.923, sprd=0.015]
Ep 033/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:09,  2.12it/s, loss=0.567, pair=0.006, adv=3.923, sprd=0.015]
Ep 033/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:09,  2.12it/s, loss=0.616, pair=0.006, adv=5.236, sprd=0.023]
Ep 033/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:04,  2.19it/s, loss=0.616, pair=0.006, adv=5.236, sprd=0.023]
Ep 033/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:04,  2.19it/s, loss=0.617, pair=0.011, adv=5.848, sprd=0.024]
Ep 033/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:09,  2.10it/s, loss=0.617, pair=0.011, adv=5.848, sprd=0.024]
Ep 033/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:09,  2.10it/s, loss=0.588, pair=0.007, adv=5.286, sprd=0.017]
Ep 033/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:04,  2.18it/s, loss=0.588, pair=0.007, adv=5.286, sprd=0.017]
Ep 033/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:04,  2.18it/s, loss=0.600, pair=0.000, adv=4.731, sprd=0.022]
Ep 033/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.600, pair=0.000, adv=4.731, sprd=0.022]
Ep 033/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:09,  2.08it/s, loss=0.638, pair=0.001, adv=3.361, sprd=0.032]
Ep 033/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:05,  2.15it/s, loss=0.638, pair=0.001, adv=3.361, sprd=0.032]
Ep 033/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:05,  2.15it/s, loss=0.682, pair=0.000, adv=4.284, sprd=0.028]
Ep 033/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:26,  1.83it/s, loss=0.682, pair=0.000, adv=4.284, sprd=0.028]
Ep 033/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:26,  1.83it/s, loss=0.588, pair=0.001, adv=5.305, sprd=0.019]
Ep 033/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:17,  1.94it/s, loss=0.588, pair=0.001, adv=5.305, sprd=0.019]
Ep 033/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:17,  1.94it/s, loss=0.582, pair=0.008, adv=5.858, sprd=0.018]
Ep 033/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:28,  1.79it/s, loss=0.582, pair=0.008, adv=5.858, sprd=0.018]
Ep 033/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:28,  1.79it/s, loss=0.576, pair=0.006, adv=5.827, sprd=0.015]
Ep 033/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:17,  1.93it/s, loss=0.576, pair=0.006, adv=5.827, sprd=0.015]
Ep 033/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:17,  1.93it/s, loss=0.588, pair=0.005, adv=4.402, sprd=0.017]
Ep 033/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:24,  1.83it/s, loss=0.588, pair=0.005, adv=4.402, sprd=0.017]
Ep 033/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:24,  1.83it/s, loss=0.598, pair=0.000, adv=5.613, sprd=0.019]
Ep 033/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:14,  1.96it/s, loss=0.598, pair=0.000, adv=5.613, sprd=0.019]
Ep 033/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:14,  1.96it/s, loss=0.605, pair=0.030, adv=4.832, sprd=0.022]
Ep 033/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:22,  1.84it/s, loss=0.605, pair=0.030, adv=4.832, sprd=0.022]
Ep 033/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:22,  1.84it/s, loss=0.616, pair=0.004, adv=4.947, sprd=0.024]
Ep 033/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:14,  1.94it/s, loss=0.616, pair=0.004, adv=4.947, sprd=0.024]
Ep 033/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:14,  1.94it/s, loss=0.592, pair=0.007, adv=4.633, sprd=0.024]
Ep 033/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:23,  1.81it/s, loss=0.592, pair=0.007, adv=4.633, sprd=0.024]
Ep 033/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:23,  1.81it/s, loss=0.591, pair=0.004, adv=4.123, sprd=0.020]
Ep 033/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:14,  1.92it/s, loss=0.591, pair=0.004, adv=4.123, sprd=0.020]
Ep 033/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:14,  1.92it/s, loss=0.630, pair=0.001, adv=5.147, sprd=0.025]
Ep 033/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:24,  1.78it/s, loss=0.630, pair=0.001, adv=5.147, sprd=0.025]
Ep 033/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:24,  1.78it/s, loss=0.604, pair=0.001, adv=5.375, sprd=0.018]
Ep 033/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<02:13,  1.93it/s, loss=0.604, pair=0.001, adv=5.375, sprd=0.018]
Ep 033/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:13,  1.93it/s, loss=0.552, pair=0.001, adv=2.884, sprd=0.020]
Ep 033/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:19,  1.84it/s, loss=0.552, pair=0.001, adv=2.884, sprd=0.020]
Ep 033/80 [S2:+mat]:  43%|█▎ | 197/453 [01:39<02:19,  1.84it/s, loss=0.613, pair=0.009, adv=6.571, sprd=0.024]
Ep 033/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:11,  1.93it/s, loss=0.613, pair=0.009, adv=6.571, sprd=0.024]
Ep 033/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:11,  1.93it/s, loss=0.709, pair=0.007, adv=4.566, sprd=0.029]
Ep 033/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:20,  1.81it/s, loss=0.709, pair=0.007, adv=4.566, sprd=0.029]
Ep 033/80 [S2:+mat]:  44%|█▎ | 199/453 [01:40<02:20,  1.81it/s, loss=0.595, pair=0.003, adv=7.648, sprd=0.018]
Ep 033/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:10,  1.94it/s, loss=0.595, pair=0.003, adv=7.648, sprd=0.018]
Ep 033/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:10,  1.94it/s, loss=0.572, pair=0.010, adv=5.822, sprd=0.018]
Ep 033/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:18,  1.82it/s, loss=0.572, pair=0.010, adv=5.822, sprd=0.018]
Ep 033/80 [S2:+mat]:  44%|█▎ | 201/453 [01:41<02:18,  1.82it/s, loss=0.660, pair=0.265, adv=3.911, sprd=0.019]
Ep 033/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<02:09,  1.94it/s, loss=0.660, pair=0.265, adv=3.911, sprd=0.019]
Ep 033/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<02:09,  1.94it/s, loss=0.590, pair=0.006, adv=5.280, sprd=0.020]
Ep 033/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:18,  1.81it/s, loss=0.590, pair=0.006, adv=5.280, sprd=0.020]
Ep 033/80 [S2:+mat]:  45%|█▎ | 203/453 [01:42<02:18,  1.81it/s, loss=0.581, pair=0.000, adv=6.023, sprd=0.021]
Ep 033/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:10,  1.91it/s, loss=0.581, pair=0.000, adv=6.023, sprd=0.021]
Ep 033/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<02:10,  1.91it/s, loss=0.582, pair=0.013, adv=3.155, sprd=0.024]
Ep 033/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:18,  1.79it/s, loss=0.582, pair=0.013, adv=3.155, sprd=0.024]
Ep 033/80 [S2:+mat]:  45%|█▎ | 205/453 [01:43<02:18,  1.79it/s, loss=0.572, pair=0.007, adv=5.555, sprd=0.014]
Ep 033/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:06,  1.96it/s, loss=0.572, pair=0.007, adv=5.555, sprd=0.014]
Ep 033/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<02:06,  1.96it/s, loss=0.609, pair=0.000, adv=6.172, sprd=0.023]
Ep 033/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:15,  1.82it/s, loss=0.609, pair=0.000, adv=6.172, sprd=0.023]
Ep 033/80 [S2:+mat]:  46%|█▎ | 207/453 [01:44<02:15,  1.82it/s, loss=0.624, pair=0.001, adv=4.886, sprd=0.025]
Ep 033/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<02:06,  1.93it/s, loss=0.624, pair=0.001, adv=4.886, sprd=0.025]
Ep 033/80 [S2:+mat]:  46%|█▍ | 208/453 [01:45<02:06,  1.93it/s, loss=0.596, pair=0.011, adv=5.271, sprd=0.020]
Ep 033/80 [S2:+mat]:  46%|█▍ | 209/453 [01:45<02:23,  1.70it/s, loss=0.596, pair=0.011, adv=5.271, sprd=0.020]
Ep 033/80 [S2:+mat]:  46%|█▍ | 209/453 [01:45<02:23,  1.70it/s, loss=0.622, pair=0.003, adv=5.526, sprd=0.027]
Ep 033/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<02:14,  1.81it/s, loss=0.622, pair=0.003, adv=5.526, sprd=0.027]
Ep 033/80 [S2:+mat]:  46%|█▍ | 210/453 [01:46<02:14,  1.81it/s, loss=0.584, pair=0.003, adv=5.826, sprd=0.019]
Ep 033/80 [S2:+mat]:  47%|█▍ | 211/453 [01:46<02:19,  1.73it/s, loss=0.584, pair=0.003, adv=5.826, sprd=0.019]
Ep 033/80 [S2:+mat]:  47%|█▍ | 211/453 [01:46<02:19,  1.73it/s, loss=0.581, pair=0.004, adv=3.934, sprd=0.020]
Ep 033/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<02:10,  1.85it/s, loss=0.581, pair=0.004, adv=3.934, sprd=0.020]
Ep 033/80 [S2:+mat]:  47%|█▍ | 212/453 [01:47<02:10,  1.85it/s, loss=0.605, pair=0.002, adv=3.165, sprd=0.029]
Ep 033/80 [S2:+mat]:  47%|█▍ | 213/453 [01:47<02:16,  1.76it/s, loss=0.605, pair=0.002, adv=3.165, sprd=0.029]
Ep 033/80 [S2:+mat]:  47%|█▍ | 213/453 [01:47<02:16,  1.76it/s, loss=0.519, pair=0.003, adv=2.566, sprd=0.022]
Ep 033/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<02:05,  1.90it/s, loss=0.519, pair=0.003, adv=2.566, sprd=0.022]
Ep 033/80 [S2:+mat]:  47%|█▍ | 214/453 [01:48<02:05,  1.90it/s, loss=0.605, pair=0.005, adv=4.666, sprd=0.020]
Ep 033/80 [S2:+mat]:  47%|█▍ | 215/453 [01:48<02:04,  1.91it/s, loss=0.605, pair=0.005, adv=4.666, sprd=0.020]
Ep 033/80 [S2:+mat]:  47%|█▍ | 215/453 [01:48<02:04,  1.91it/s, loss=0.586, pair=0.007, adv=5.348, sprd=0.017]
Ep 033/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:55,  2.05it/s, loss=0.586, pair=0.007, adv=5.348, sprd=0.017]
Ep 033/80 [S2:+mat]:  48%|█▍ | 216/453 [01:49<01:55,  2.05it/s, loss=0.613, pair=0.000, adv=3.454, sprd=0.021]
Ep 033/80 [S2:+mat]:  48%|█▍ | 217/453 [01:49<01:57,  2.01it/s, loss=0.613, pair=0.000, adv=3.454, sprd=0.021]
Ep 033/80 [S2:+mat]:  48%|█▍ | 217/453 [01:49<01:57,  2.01it/s, loss=1.233, pair=2.143, adv=4.123, sprd=0.023]
Ep 033/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:51,  2.10it/s, loss=1.233, pair=2.143, adv=4.123, sprd=0.023]
Ep 033/80 [S2:+mat]:  48%|█▍ | 218/453 [01:50<01:51,  2.10it/s, loss=0.571, pair=0.000, adv=5.258, sprd=0.019]
Ep 033/80 [S2:+mat]:  48%|█▍ | 219/453 [01:50<01:55,  2.03it/s, loss=0.571, pair=0.000, adv=5.258, sprd=0.019]
Ep 033/80 [S2:+mat]:  48%|█▍ | 219/453 [01:50<01:55,  2.03it/s, loss=0.592, pair=0.000, adv=5.591, sprd=0.021]
Ep 033/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:49,  2.13it/s, loss=0.592, pair=0.000, adv=5.591, sprd=0.021]
Ep 033/80 [S2:+mat]:  49%|█▍ | 220/453 [01:51<01:49,  2.13it/s, loss=0.616, pair=0.002, adv=5.435, sprd=0.020]
Ep 033/80 [S2:+mat]:  49%|█▍ | 221/453 [01:51<01:52,  2.07it/s, loss=0.616, pair=0.002, adv=5.435, sprd=0.020]
Ep 033/80 [S2:+mat]:  49%|█▍ | 221/453 [01:51<01:52,  2.07it/s, loss=0.599, pair=0.009, adv=4.265, sprd=0.023]
Ep 033/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:47,  2.14it/s, loss=0.599, pair=0.009, adv=4.265, sprd=0.023]
Ep 033/80 [S2:+mat]:  49%|█▍ | 222/453 [01:52<01:47,  2.14it/s, loss=0.563, pair=0.005, adv=5.313, sprd=0.015]
Ep 033/80 [S2:+mat]:  49%|█▍ | 223/453 [01:52<01:51,  2.05it/s, loss=0.563, pair=0.005, adv=5.313, sprd=0.015]
Ep 033/80 [S2:+mat]:  49%|█▍ | 223/453 [01:52<01:51,  2.05it/s, loss=0.551, pair=0.001, adv=6.733, sprd=0.018]
Ep 033/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:48,  2.12it/s, loss=0.551, pair=0.001, adv=6.733, sprd=0.018]
Ep 033/80 [S2:+mat]:  49%|█▍ | 224/453 [01:53<01:48,  2.12it/s, loss=0.651, pair=0.001, adv=6.895, sprd=0.020]
Ep 033/80 [S2:+mat]:  50%|█▍ | 225/453 [01:53<01:52,  2.03it/s, loss=0.651, pair=0.001, adv=6.895, sprd=0.020]
Ep 033/80 [S2:+mat]:  50%|█▍ | 225/453 [01:53<01:52,  2.03it/s, loss=0.602, pair=0.002, adv=4.898, sprd=0.022]
Ep 033/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:45,  2.15it/s, loss=0.602, pair=0.002, adv=4.898, sprd=0.022]
Ep 033/80 [S2:+mat]:  50%|█▍ | 226/453 [01:54<01:45,  2.15it/s, loss=0.573, pair=0.001, adv=6.349, sprd=0.019]
Ep 033/80 [S2:+mat]:  50%|█▌ | 227/453 [01:54<01:51,  2.03it/s, loss=0.573, pair=0.001, adv=6.349, sprd=0.019]
Ep 033/80 [S2:+mat]:  50%|█▌ | 227/453 [01:54<01:51,  2.03it/s, loss=0.563, pair=0.006, adv=7.173, sprd=0.016]
Ep 033/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:45,  2.14it/s, loss=0.563, pair=0.006, adv=7.173, sprd=0.016]
Ep 033/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:45,  2.14it/s, loss=0.605, pair=0.005, adv=4.536, sprd=0.024]
Ep 033/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:50,  2.03it/s, loss=0.605, pair=0.005, adv=4.536, sprd=0.024]
Ep 033/80 [S2:+mat]:  51%|█▌ | 229/453 [01:55<01:50,  2.03it/s, loss=0.607, pair=0.000, adv=6.383, sprd=0.026]
Ep 033/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:46,  2.10it/s, loss=0.607, pair=0.000, adv=6.383, sprd=0.026]
Ep 033/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:46,  2.10it/s, loss=0.589, pair=0.000, adv=6.177, sprd=0.019]
Ep 033/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<01:50,  2.01it/s, loss=0.589, pair=0.000, adv=6.177, sprd=0.019]
Ep 033/80 [S2:+mat]:  51%|█▌ | 231/453 [01:56<01:50,  2.01it/s, loss=0.590, pair=0.000, adv=7.029, sprd=0.019]
Ep 033/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:44,  2.12it/s, loss=0.590, pair=0.000, adv=7.029, sprd=0.019]
Ep 033/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:44,  2.12it/s, loss=0.617, pair=0.001, adv=5.858, sprd=0.026]
Ep 033/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:48,  2.03it/s, loss=0.617, pair=0.001, adv=5.858, sprd=0.026]
Ep 033/80 [S2:+mat]:  51%|█▌ | 233/453 [01:57<01:48,  2.03it/s, loss=0.637, pair=0.000, adv=5.299, sprd=0.028]
Ep 033/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:43,  2.12it/s, loss=0.637, pair=0.000, adv=5.299, sprd=0.028]
Ep 033/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:43,  2.12it/s, loss=0.686, pair=0.010, adv=3.386, sprd=0.025]
Ep 033/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:45,  2.07it/s, loss=0.686, pair=0.010, adv=3.386, sprd=0.025]
Ep 033/80 [S2:+mat]:  52%|█▌ | 235/453 [01:58<01:45,  2.07it/s, loss=0.561, pair=0.002, adv=6.604, sprd=0.017]
Ep 033/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:41,  2.14it/s, loss=0.561, pair=0.002, adv=6.604, sprd=0.017]
Ep 033/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:41,  2.14it/s, loss=0.617, pair=0.005, adv=4.155, sprd=0.025]
Ep 033/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:50,  1.95it/s, loss=0.617, pair=0.005, adv=4.155, sprd=0.025]
Ep 033/80 [S2:+mat]:  52%|█▌ | 237/453 [01:59<01:50,  1.95it/s, loss=0.613, pair=0.005, adv=4.791, sprd=0.020]
Ep 033/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:42,  2.10it/s, loss=0.613, pair=0.005, adv=4.791, sprd=0.020]
Ep 033/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:42,  2.10it/s, loss=0.615, pair=0.000, adv=6.403, sprd=0.022]
Ep 033/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:47,  2.00it/s, loss=0.615, pair=0.000, adv=6.403, sprd=0.022]
Ep 033/80 [S2:+mat]:  53%|█▌ | 239/453 [02:00<01:47,  2.00it/s, loss=1.220, pair=2.213, adv=8.802, sprd=0.015]
Ep 033/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:40,  2.13it/s, loss=1.220, pair=2.213, adv=8.802, sprd=0.015]
Ep 033/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:40,  2.13it/s, loss=0.601, pair=0.001, adv=4.232, sprd=0.019]
Ep 033/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:41,  2.09it/s, loss=0.601, pair=0.001, adv=4.232, sprd=0.019]
Ep 033/80 [S2:+mat]:  53%|█▌ | 241/453 [02:01<01:41,  2.09it/s, loss=0.577, pair=0.000, adv=6.413, sprd=0.019]
Ep 033/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:37,  2.17it/s, loss=0.577, pair=0.000, adv=6.413, sprd=0.019]
Ep 033/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:37,  2.17it/s, loss=0.632, pair=0.000, adv=4.414, sprd=0.027]
Ep 033/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:41,  2.08it/s, loss=0.632, pair=0.000, adv=4.414, sprd=0.027]
Ep 033/80 [S2:+mat]:  54%|█▌ | 243/453 [02:02<01:41,  2.08it/s, loss=0.572, pair=0.001, adv=5.598, sprd=0.017]
Ep 033/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:35,  2.19it/s, loss=0.572, pair=0.001, adv=5.598, sprd=0.017]
Ep 033/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:35,  2.19it/s, loss=0.675, pair=0.001, adv=3.676, sprd=0.025]
Ep 033/80 [S2:+mat]:  54%|█▌ | 245/453 [02:02<01:40,  2.07it/s, loss=0.675, pair=0.001, adv=3.676, sprd=0.025]
Ep 033/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:40,  2.07it/s, loss=0.556, pair=0.004, adv=5.436, sprd=0.016]
Ep 033/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:35,  2.17it/s, loss=0.556, pair=0.004, adv=5.436, sprd=0.016]
Ep 033/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:35,  2.17it/s, loss=0.643, pair=0.001, adv=5.552, sprd=0.032]
Ep 033/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:40,  2.05it/s, loss=0.643, pair=0.001, adv=5.552, sprd=0.032]
Ep 033/80 [S2:+mat]:  55%|█▋ | 247/453 [02:03<01:40,  2.05it/s, loss=0.572, pair=0.007, adv=5.965, sprd=0.016]
Ep 033/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:34,  2.16it/s, loss=0.572, pair=0.007, adv=5.965, sprd=0.016]
Ep 033/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:34,  2.16it/s, loss=0.614, pair=0.006, adv=3.853, sprd=0.026]
Ep 033/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:39,  2.04it/s, loss=0.614, pair=0.006, adv=3.853, sprd=0.026]
Ep 033/80 [S2:+mat]:  55%|█▋ | 249/453 [02:04<01:39,  2.04it/s, loss=0.593, pair=0.005, adv=4.938, sprd=0.018]
Ep 033/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:33,  2.17it/s, loss=0.593, pair=0.005, adv=4.938, sprd=0.018]
Ep 033/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:33,  2.17it/s, loss=0.593, pair=0.005, adv=4.179, sprd=0.020]
Ep 033/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:37,  2.07it/s, loss=0.593, pair=0.005, adv=4.179, sprd=0.020]
Ep 033/80 [S2:+mat]:  55%|█▋ | 251/453 [02:05<01:37,  2.07it/s, loss=0.623, pair=0.004, adv=5.627, sprd=0.029]
Ep 033/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:34,  2.13it/s, loss=0.623, pair=0.004, adv=5.627, sprd=0.029]
Ep 033/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:34,  2.13it/s, loss=0.631, pair=0.001, adv=3.769, sprd=0.029]
Ep 033/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:38,  2.02it/s, loss=0.631, pair=0.001, adv=3.769, sprd=0.029]
Ep 033/80 [S2:+mat]:  56%|█▋ | 253/453 [02:06<01:38,  2.02it/s, loss=0.593, pair=0.001, adv=4.170, sprd=0.019]
Ep 033/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:32,  2.15it/s, loss=0.593, pair=0.001, adv=4.170, sprd=0.019]
Ep 033/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:32,  2.15it/s, loss=0.579, pair=0.000, adv=5.623, sprd=0.016]
Ep 033/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:35,  2.07it/s, loss=0.579, pair=0.000, adv=5.623, sprd=0.016]
Ep 033/80 [S2:+mat]:  56%|█▋ | 255/453 [02:07<01:35,  2.07it/s, loss=0.624, pair=0.000, adv=4.783, sprd=0.025]
Ep 033/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.16it/s, loss=0.624, pair=0.000, adv=4.783, sprd=0.025]
Ep 033/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:31,  2.16it/s, loss=0.634, pair=0.000, adv=5.290, sprd=0.026]
Ep 033/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:37,  2.01it/s, loss=0.634, pair=0.000, adv=5.290, sprd=0.026]
Ep 033/80 [S2:+mat]:  57%|█▋ | 257/453 [02:08<01:37,  2.01it/s, loss=0.553, pair=0.000, adv=3.278, sprd=0.019]
Ep 033/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:32,  2.11it/s, loss=0.553, pair=0.000, adv=3.278, sprd=0.019]
Ep 033/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:32,  2.11it/s, loss=0.573, pair=0.001, adv=5.995, sprd=0.016]
Ep 033/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:34,  2.05it/s, loss=0.573, pair=0.001, adv=5.995, sprd=0.016]
Ep 033/80 [S2:+mat]:  57%|█▋ | 259/453 [02:09<01:34,  2.05it/s, loss=0.579, pair=0.000, adv=5.043, sprd=0.017]
Ep 033/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:29,  2.17it/s, loss=0.579, pair=0.000, adv=5.043, sprd=0.017]
Ep 033/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:29,  2.17it/s, loss=0.667, pair=0.000, adv=4.962, sprd=0.034]
Ep 033/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:34,  2.04it/s, loss=0.667, pair=0.000, adv=4.962, sprd=0.034]
Ep 033/80 [S2:+mat]:  58%|█▋ | 261/453 [02:10<01:34,  2.04it/s, loss=0.604, pair=0.000, adv=6.110, sprd=0.019]
Ep 033/80 [S2:+mat]:  58%|█▋ | 262/453 [02:10<01:28,  2.17it/s, loss=0.604, pair=0.000, adv=6.110, sprd=0.019]
Ep 033/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:28,  2.17it/s, loss=0.602, pair=0.000, adv=3.276, sprd=0.025]
Ep 033/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:31,  2.07it/s, loss=0.602, pair=0.000, adv=3.276, sprd=0.025]
Ep 033/80 [S2:+mat]:  58%|█▋ | 263/453 [02:11<01:31,  2.07it/s, loss=0.598, pair=0.000, adv=4.666, sprd=0.023]
Ep 033/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:28,  2.14it/s, loss=0.598, pair=0.000, adv=4.666, sprd=0.023]
Ep 033/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:28,  2.14it/s, loss=0.598, pair=0.001, adv=4.242, sprd=0.020]
Ep 033/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:37,  1.93it/s, loss=0.598, pair=0.001, adv=4.242, sprd=0.020]
Ep 033/80 [S2:+mat]:  58%|█▊ | 265/453 [02:12<01:37,  1.93it/s, loss=0.600, pair=0.000, adv=3.921, sprd=0.023]
Ep 033/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:31,  2.05it/s, loss=0.600, pair=0.000, adv=3.921, sprd=0.023]
Ep 033/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:31,  2.05it/s, loss=0.570, pair=0.008, adv=6.707, sprd=0.016]
Ep 033/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:32,  2.00it/s, loss=0.570, pair=0.008, adv=6.707, sprd=0.016]
Ep 033/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:32,  2.00it/s, loss=0.583, pair=0.000, adv=6.812, sprd=0.020]
Ep 033/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:28,  2.09it/s, loss=0.583, pair=0.000, adv=6.812, sprd=0.020]
Ep 033/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:28,  2.09it/s, loss=0.569, pair=0.000, adv=5.726, sprd=0.017]
Ep 033/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:31,  2.02it/s, loss=0.569, pair=0.000, adv=5.726, sprd=0.017]
Ep 033/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:31,  2.02it/s, loss=0.577, pair=0.000, adv=6.585, sprd=0.018]
Ep 033/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:26,  2.11it/s, loss=0.577, pair=0.000, adv=6.585, sprd=0.018]
Ep 033/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:26,  2.11it/s, loss=0.628, pair=0.002, adv=6.705, sprd=0.027]
Ep 033/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:30,  2.00it/s, loss=0.628, pair=0.002, adv=6.705, sprd=0.027]
Ep 033/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:30,  2.00it/s, loss=0.642, pair=0.001, adv=4.840, sprd=0.031]
Ep 033/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:26,  2.08it/s, loss=0.642, pair=0.001, adv=4.840, sprd=0.031]
Ep 033/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:26,  2.08it/s, loss=0.613, pair=0.000, adv=6.879, sprd=0.025]
Ep 033/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:31,  1.97it/s, loss=0.613, pair=0.000, adv=6.879, sprd=0.025]
Ep 033/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:31,  1.97it/s, loss=0.574, pair=0.000, adv=5.633, sprd=0.017]
Ep 033/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:25,  2.09it/s, loss=0.574, pair=0.000, adv=5.633, sprd=0.017]
Ep 033/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:25,  2.09it/s, loss=0.616, pair=0.002, adv=4.582, sprd=0.027]
Ep 033/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:28,  2.00it/s, loss=0.616, pair=0.002, adv=4.582, sprd=0.027]
Ep 033/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:28,  2.00it/s, loss=0.586, pair=0.004, adv=5.202, sprd=0.018]
Ep 033/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:23,  2.13it/s, loss=0.586, pair=0.004, adv=5.202, sprd=0.018]
Ep 033/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:23,  2.13it/s, loss=0.592, pair=0.006, adv=5.334, sprd=0.022]
Ep 033/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:26,  2.03it/s, loss=0.592, pair=0.006, adv=5.334, sprd=0.022]
Ep 033/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:26,  2.03it/s, loss=0.551, pair=0.002, adv=4.817, sprd=0.015]
Ep 033/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:22,  2.12it/s, loss=0.551, pair=0.002, adv=4.817, sprd=0.015]
Ep 033/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:22,  2.12it/s, loss=0.598, pair=0.001, adv=5.402, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:25,  2.04it/s, loss=0.598, pair=0.001, adv=5.402, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:25,  2.04it/s, loss=0.594, pair=0.002, adv=5.515, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.594, pair=0.002, adv=5.515, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:21,  2.13it/s, loss=0.657, pair=0.009, adv=5.654, sprd=0.020]
Ep 033/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:24,  2.05it/s, loss=0.657, pair=0.009, adv=5.654, sprd=0.020]
Ep 033/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:24,  2.05it/s, loss=0.603, pair=0.007, adv=4.404, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:19,  2.15it/s, loss=0.603, pair=0.007, adv=4.404, sprd=0.021]
Ep 033/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:19,  2.15it/s, loss=0.636, pair=0.003, adv=4.531, sprd=0.026]
Ep 033/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:25,  1.98it/s, loss=0.636, pair=0.003, adv=4.531, sprd=0.026]
Ep 033/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:25,  1.98it/s, loss=0.591, pair=0.002, adv=5.378, sprd=0.019]
Ep 033/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:22,  2.06it/s, loss=0.591, pair=0.002, adv=5.378, sprd=0.019]
Ep 033/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:22,  2.06it/s, loss=0.573, pair=0.001, adv=5.967, sprd=0.016]
Ep 033/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:30,  1.86it/s, loss=0.573, pair=0.001, adv=5.967, sprd=0.016]
Ep 033/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:30,  1.86it/s, loss=0.573, pair=0.003, adv=3.899, sprd=0.019]
Ep 033/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:25,  1.94it/s, loss=0.573, pair=0.003, adv=3.899, sprd=0.019]
Ep 033/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:25,  1.94it/s, loss=0.520, pair=0.005, adv=2.562, sprd=0.021]
Ep 033/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:30,  1.83it/s, loss=0.520, pair=0.005, adv=2.562, sprd=0.021]
Ep 033/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:30,  1.83it/s, loss=0.579, pair=0.002, adv=3.177, sprd=0.027]
Ep 033/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:26,  1.90it/s, loss=0.579, pair=0.002, adv=3.177, sprd=0.027]
Ep 033/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:26,  1.90it/s, loss=0.662, pair=0.001, adv=5.271, sprd=0.018]
Ep 033/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:30,  1.81it/s, loss=0.662, pair=0.001, adv=5.271, sprd=0.018]
Ep 033/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:30,  1.81it/s, loss=0.619, pair=0.002, adv=4.148, sprd=0.024]
Ep 033/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:24,  1.93it/s, loss=0.619, pair=0.002, adv=4.148, sprd=0.024]
Ep 033/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:24,  1.93it/s, loss=0.584, pair=0.002, adv=5.917, sprd=0.020]
Ep 033/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:30,  1.79it/s, loss=0.584, pair=0.002, adv=5.917, sprd=0.020]
Ep 033/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:30,  1.79it/s, loss=0.561, pair=0.002, adv=5.937, sprd=0.017]
Ep 033/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:25,  1.89it/s, loss=0.561, pair=0.002, adv=5.937, sprd=0.017]
Ep 033/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:25,  1.89it/s, loss=0.577, pair=0.001, adv=4.457, sprd=0.018]
Ep 033/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:29,  1.80it/s, loss=0.577, pair=0.001, adv=4.457, sprd=0.018]
Ep 033/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:29,  1.80it/s, loss=0.604, pair=0.000, adv=4.591, sprd=0.023]
Ep 033/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:23,  1.90it/s, loss=0.604, pair=0.000, adv=4.591, sprd=0.023]
Ep 033/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:23,  1.90it/s, loss=0.705, pair=0.091, adv=3.428, sprd=0.022]
Ep 033/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:33,  1.69it/s, loss=0.705, pair=0.091, adv=3.428, sprd=0.022]
Ep 033/80 [S2:+mat]:  65%|█▉ | 295/453 [02:28<01:33,  1.69it/s, loss=0.602, pair=0.007, adv=4.275, sprd=0.021]
Ep 033/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:25,  1.83it/s, loss=0.602, pair=0.007, adv=4.275, sprd=0.021]
Ep 033/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:25,  1.83it/s, loss=0.580, pair=0.008, adv=7.109, sprd=0.016]
Ep 033/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:28,  1.77it/s, loss=0.580, pair=0.008, adv=7.109, sprd=0.016]
Ep 033/80 [S2:+mat]:  66%|█▉ | 297/453 [02:29<01:28,  1.77it/s, loss=0.573, pair=0.005, adv=6.019, sprd=0.015]
Ep 033/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:21,  1.91it/s, loss=0.573, pair=0.005, adv=6.019, sprd=0.015]
Ep 033/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:21,  1.91it/s, loss=0.593, pair=0.051, adv=7.022, sprd=0.017]
Ep 033/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:24,  1.83it/s, loss=0.593, pair=0.051, adv=7.022, sprd=0.017]
Ep 033/80 [S2:+mat]:  66%|█▉ | 299/453 [02:30<01:24,  1.83it/s, loss=0.597, pair=0.001, adv=4.564, sprd=0.021]
Ep 033/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:18,  1.94it/s, loss=0.597, pair=0.001, adv=4.564, sprd=0.021]
Ep 033/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:18,  1.94it/s, loss=0.614, pair=0.007, adv=4.505, sprd=0.027]
Ep 033/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:24,  1.80it/s, loss=0.614, pair=0.007, adv=4.505, sprd=0.027]
Ep 033/80 [S2:+mat]:  66%|█▉ | 301/453 [02:31<01:24,  1.80it/s, loss=0.593, pair=0.005, adv=5.673, sprd=0.022]
Ep 033/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:19,  1.90it/s, loss=0.593, pair=0.005, adv=5.673, sprd=0.022]
Ep 033/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:19,  1.90it/s, loss=0.583, pair=0.007, adv=4.951, sprd=0.017]
Ep 033/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:22,  1.81it/s, loss=0.583, pair=0.007, adv=4.951, sprd=0.017]
Ep 033/80 [S2:+mat]:  67%|██ | 303/453 [02:32<01:22,  1.81it/s, loss=0.592, pair=0.005, adv=6.055, sprd=0.020]
Ep 033/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:17,  1.92it/s, loss=0.592, pair=0.005, adv=6.055, sprd=0.020]
Ep 033/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:17,  1.92it/s, loss=0.588, pair=0.000, adv=5.378, sprd=0.018]
Ep 033/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:21,  1.82it/s, loss=0.588, pair=0.000, adv=5.378, sprd=0.018]
Ep 033/80 [S2:+mat]:  67%|██ | 305/453 [02:33<01:21,  1.82it/s, loss=0.615, pair=0.000, adv=5.283, sprd=0.026]
Ep 033/80 [S2:+mat]:  68%|██ | 306/453 [02:33<01:16,  1.92it/s, loss=0.615, pair=0.000, adv=5.283, sprd=0.026]
Ep 033/80 [S2:+mat]:  68%|██ | 306/453 [02:34<01:16,  1.92it/s, loss=0.593, pair=0.002, adv=5.709, sprd=0.020]
Ep 033/80 [S2:+mat]:  68%|██ | 307/453 [02:34<01:20,  1.81it/s, loss=0.593, pair=0.002, adv=5.709, sprd=0.020]
Ep 033/80 [S2:+mat]:  68%|██ | 307/453 [02:34<01:20,  1.81it/s, loss=0.644, pair=0.002, adv=3.846, sprd=0.026]
Ep 033/80 [S2:+mat]:  68%|██ | 308/453 [02:34<01:15,  1.93it/s, loss=0.644, pair=0.002, adv=3.846, sprd=0.026]
Ep 033/80 [S2:+mat]:  68%|██ | 308/453 [02:35<01:15,  1.93it/s, loss=0.560, pair=0.004, adv=6.603, sprd=0.016]
Ep 033/80 [S2:+mat]:  68%|██ | 309/453 [02:35<01:19,  1.81it/s, loss=0.560, pair=0.004, adv=6.603, sprd=0.016]
Ep 033/80 [S2:+mat]:  68%|██ | 309/453 [02:35<01:19,  1.81it/s, loss=0.543, pair=0.003, adv=5.070, sprd=0.014]
Ep 033/80 [S2:+mat]:  68%|██ | 310/453 [02:35<01:14,  1.92it/s, loss=0.543, pair=0.003, adv=5.070, sprd=0.014]
Ep 033/80 [S2:+mat]:  68%|██ | 310/453 [02:36<01:14,  1.92it/s, loss=0.608, pair=0.002, adv=3.824, sprd=0.023]
Ep 033/80 [S2:+mat]:  69%|██ | 311/453 [02:36<01:19,  1.78it/s, loss=0.608, pair=0.002, adv=3.824, sprd=0.023]
Ep 033/80 [S2:+mat]:  69%|██ | 311/453 [02:36<01:19,  1.78it/s, loss=0.580, pair=0.001, adv=5.930, sprd=0.015]
Ep 033/80 [S2:+mat]:  69%|██ | 312/453 [02:36<01:13,  1.92it/s, loss=0.580, pair=0.001, adv=5.930, sprd=0.015]
Ep 033/80 [S2:+mat]:  69%|██ | 312/453 [02:37<01:13,  1.92it/s, loss=0.553, pair=0.035, adv=3.578, sprd=0.013]
Ep 033/80 [S2:+mat]:  69%|██ | 313/453 [02:37<01:13,  1.91it/s, loss=0.553, pair=0.035, adv=3.578, sprd=0.013]
Ep 033/80 [S2:+mat]:  69%|██ | 313/453 [02:37<01:13,  1.91it/s, loss=0.603, pair=0.000, adv=5.239, sprd=0.023]
Ep 033/80 [S2:+mat]:  69%|██ | 314/453 [02:37<01:08,  2.04it/s, loss=0.603, pair=0.000, adv=5.239, sprd=0.023]
Ep 033/80 [S2:+mat]:  69%|██ | 314/453 [02:38<01:08,  2.04it/s, loss=0.618, pair=0.000, adv=4.478, sprd=0.025]
Ep 033/80 [S2:+mat]:  70%|██ | 315/453 [02:38<01:09,  1.98it/s, loss=0.618, pair=0.000, adv=4.478, sprd=0.025]
Ep 033/80 [S2:+mat]:  70%|██ | 315/453 [02:38<01:09,  1.98it/s, loss=0.583, pair=0.000, adv=5.510, sprd=0.019]
Ep 033/80 [S2:+mat]:  70%|██ | 316/453 [02:38<01:05,  2.09it/s, loss=0.583, pair=0.000, adv=5.510, sprd=0.019]
Ep 033/80 [S2:+mat]:  70%|██ | 316/453 [02:39<01:05,  2.09it/s, loss=0.582, pair=0.002, adv=4.883, sprd=0.020]
Ep 033/80 [S2:+mat]:  70%|██ | 317/453 [02:39<01:07,  2.01it/s, loss=0.582, pair=0.002, adv=4.883, sprd=0.020]
Ep 033/80 [S2:+mat]:  70%|██ | 317/453 [02:39<01:07,  2.01it/s, loss=0.553, pair=0.006, adv=5.531, sprd=0.015]
Ep 033/80 [S2:+mat]:  70%|██ | 318/453 [02:39<01:03,  2.12it/s, loss=0.553, pair=0.006, adv=5.531, sprd=0.015]
Ep 033/80 [S2:+mat]:  70%|██ | 318/453 [02:40<01:03,  2.12it/s, loss=1.891, pair=4.414, adv=5.536, sprd=0.017]
Ep 033/80 [S2:+mat]:  70%|██ | 319/453 [02:40<01:09,  1.93it/s, loss=1.891, pair=4.414, adv=5.536, sprd=0.017]
Ep 033/80 [S2:+mat]:  70%|██ | 319/453 [02:40<01:09,  1.93it/s, loss=0.608, pair=0.006, adv=7.042, sprd=0.020]
Ep 033/80 [S2:+mat]:  71%|██ | 320/453 [02:40<01:04,  2.06it/s, loss=0.608, pair=0.006, adv=7.042, sprd=0.020]
Ep 033/80 [S2:+mat]:  71%|██ | 320/453 [02:41<01:04,  2.06it/s, loss=0.564, pair=0.002, adv=4.776, sprd=0.016]
Ep 033/80 [S2:+mat]:  71%|██▏| 321/453 [02:41<01:05,  2.01it/s, loss=0.564, pair=0.002, adv=4.776, sprd=0.016]
Ep 033/80 [S2:+mat]:  71%|██▏| 321/453 [02:41<01:05,  2.01it/s, loss=0.554, pair=0.004, adv=2.451, sprd=0.028]
Ep 033/80 [S2:+mat]:  71%|██▏| 322/453 [02:41<01:02,  2.11it/s, loss=0.554, pair=0.004, adv=2.451, sprd=0.028]
Ep 033/80 [S2:+mat]:  71%|██▏| 322/453 [02:41<01:02,  2.11it/s, loss=0.541, pair=0.005, adv=6.792, sprd=0.012]
Ep 033/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:03,  2.05it/s, loss=0.541, pair=0.005, adv=6.792, sprd=0.012]
Ep 033/80 [S2:+mat]:  71%|██▏| 323/453 [02:42<01:03,  2.05it/s, loss=0.575, pair=0.003, adv=5.251, sprd=0.017]
Ep 033/80 [S2:+mat]:  72%|██▏| 324/453 [02:42<00:59,  2.16it/s, loss=0.575, pair=0.003, adv=5.251, sprd=0.017]
Ep 033/80 [S2:+mat]:  72%|██▏| 324/453 [02:42<00:59,  2.16it/s, loss=0.578, pair=0.005, adv=7.531, sprd=0.015]
Ep 033/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:01,  2.08it/s, loss=0.578, pair=0.005, adv=7.531, sprd=0.015]
Ep 033/80 [S2:+mat]:  72%|██▏| 325/453 [02:43<01:01,  2.08it/s, loss=0.584, pair=0.001, adv=3.915, sprd=0.021]
Ep 033/80 [S2:+mat]:  72%|██▏| 326/453 [02:43<00:58,  2.17it/s, loss=0.584, pair=0.001, adv=3.915, sprd=0.021]
Ep 033/80 [S2:+mat]:  72%|██▏| 326/453 [02:43<00:58,  2.17it/s, loss=0.537, pair=0.001, adv=3.068, sprd=0.018]
Ep 033/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:00,  2.07it/s, loss=0.537, pair=0.001, adv=3.068, sprd=0.018]
Ep 033/80 [S2:+mat]:  72%|██▏| 327/453 [02:44<01:00,  2.07it/s, loss=0.576, pair=0.001, adv=4.024, sprd=0.017]
Ep 033/80 [S2:+mat]:  72%|██▏| 328/453 [02:44<00:57,  2.17it/s, loss=0.576, pair=0.001, adv=4.024, sprd=0.017]
Ep 033/80 [S2:+mat]:  72%|██▏| 328/453 [02:44<00:57,  2.17it/s, loss=1.225, pair=2.186, adv=4.689, sprd=0.019]
Ep 033/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:00,  2.05it/s, loss=1.225, pair=2.186, adv=4.689, sprd=0.019]
Ep 033/80 [S2:+mat]:  73%|██▏| 329/453 [02:45<01:00,  2.05it/s, loss=0.566, pair=0.000, adv=6.362, sprd=0.011]
Ep 033/80 [S2:+mat]:  73%|██▏| 330/453 [02:45<00:55,  2.21it/s, loss=0.566, pair=0.000, adv=6.362, sprd=0.011]
Ep 033/80 [S2:+mat]:  73%|██▏| 330/453 [02:45<00:55,  2.21it/s, loss=0.574, pair=0.000, adv=5.155, sprd=0.015]
Ep 033/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<00:58,  2.08it/s, loss=0.574, pair=0.000, adv=5.155, sprd=0.015]
Ep 033/80 [S2:+mat]:  73%|██▏| 331/453 [02:46<00:58,  2.08it/s, loss=0.626, pair=0.003, adv=4.476, sprd=0.026]
Ep 033/80 [S2:+mat]:  73%|██▏| 332/453 [02:46<00:56,  2.16it/s, loss=0.626, pair=0.003, adv=4.476, sprd=0.026]
Ep 033/80 [S2:+mat]:  73%|██▏| 332/453 [02:46<00:56,  2.16it/s, loss=0.598, pair=0.001, adv=4.431, sprd=0.024]
Ep 033/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<00:58,  2.04it/s, loss=0.598, pair=0.001, adv=4.431, sprd=0.024]
Ep 033/80 [S2:+mat]:  74%|██▏| 333/453 [02:47<00:58,  2.04it/s, loss=0.609, pair=0.029, adv=3.878, sprd=0.024]
Ep 033/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<00:55,  2.13it/s, loss=0.609, pair=0.029, adv=3.878, sprd=0.024]
Ep 033/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<00:55,  2.13it/s, loss=0.618, pair=0.003, adv=4.381, sprd=0.023]
Ep 033/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<00:57,  2.05it/s, loss=0.618, pair=0.003, adv=4.381, sprd=0.023]
Ep 033/80 [S2:+mat]:  74%|██▏| 335/453 [02:48<00:57,  2.05it/s, loss=0.606, pair=0.000, adv=4.862, sprd=0.020]
Ep 033/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<00:54,  2.16it/s, loss=0.606, pair=0.000, adv=4.862, sprd=0.020]
Ep 033/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<00:54,  2.16it/s, loss=0.646, pair=0.007, adv=4.154, sprd=0.032]
Ep 033/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:56,  2.06it/s, loss=0.646, pair=0.007, adv=4.154, sprd=0.032]
Ep 033/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<00:56,  2.06it/s, loss=0.613, pair=0.003, adv=5.655, sprd=0.020]
Ep 033/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:52,  2.17it/s, loss=0.613, pair=0.003, adv=5.655, sprd=0.020]
Ep 033/80 [S2:+mat]:  75%|██▏| 338/453 [02:49<00:52,  2.17it/s, loss=0.569, pair=0.002, adv=5.454, sprd=0.016]
Ep 033/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:54,  2.09it/s, loss=0.569, pair=0.002, adv=5.454, sprd=0.016]
Ep 033/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<00:54,  2.09it/s, loss=0.569, pair=0.001, adv=4.815, sprd=0.017]
Ep 033/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:51,  2.18it/s, loss=0.569, pair=0.001, adv=4.815, sprd=0.017]
Ep 033/80 [S2:+mat]:  75%|██▎| 340/453 [02:50<00:51,  2.18it/s, loss=0.642, pair=0.006, adv=4.566, sprd=0.028]
Ep 033/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<00:53,  2.08it/s, loss=0.642, pair=0.006, adv=4.566, sprd=0.028]
Ep 033/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<00:53,  2.08it/s, loss=0.590, pair=0.002, adv=4.943, sprd=0.022]
Ep 033/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:51,  2.16it/s, loss=0.590, pair=0.002, adv=4.943, sprd=0.022]
Ep 033/80 [S2:+mat]:  75%|██▎| 342/453 [02:51<00:51,  2.16it/s, loss=0.616, pair=0.005, adv=6.311, sprd=0.024]
Ep 033/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<00:54,  2.01it/s, loss=0.616, pair=0.005, adv=6.311, sprd=0.024]
Ep 033/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<00:54,  2.01it/s, loss=0.603, pair=0.001, adv=5.333, sprd=0.019]
Ep 033/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:50,  2.14it/s, loss=0.603, pair=0.001, adv=5.333, sprd=0.019]
Ep 033/80 [S2:+mat]:  76%|██▎| 344/453 [02:52<00:50,  2.14it/s, loss=0.598, pair=0.004, adv=7.561, sprd=0.017]
Ep 033/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<00:52,  2.07it/s, loss=0.598, pair=0.004, adv=7.561, sprd=0.017]
Ep 033/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<00:52,  2.07it/s, loss=0.649, pair=0.006, adv=4.986, sprd=0.029]
Ep 033/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:49,  2.15it/s, loss=0.649, pair=0.006, adv=4.986, sprd=0.029]
Ep 033/80 [S2:+mat]:  76%|██▎| 346/453 [02:53<00:49,  2.15it/s, loss=0.567, pair=0.000, adv=4.969, sprd=0.018]
Ep 033/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:54,  1.94it/s, loss=0.567, pair=0.000, adv=4.969, sprd=0.018]
Ep 033/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:54,  1.94it/s, loss=0.574, pair=0.000, adv=5.990, sprd=0.018]
Ep 033/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:51,  2.05it/s, loss=0.574, pair=0.000, adv=5.990, sprd=0.018]
Ep 033/80 [S2:+mat]:  77%|██▎| 348/453 [02:54<00:51,  2.05it/s, loss=0.507, pair=0.009, adv=2.185, sprd=0.023]
Ep 033/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:51,  2.02it/s, loss=0.507, pair=0.009, adv=2.185, sprd=0.023]
Ep 033/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:51,  2.02it/s, loss=0.589, pair=0.002, adv=5.019, sprd=0.022]
Ep 033/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:48,  2.10it/s, loss=0.589, pair=0.002, adv=5.019, sprd=0.022]
Ep 033/80 [S2:+mat]:  77%|██▎| 350/453 [02:55<00:48,  2.10it/s, loss=0.623, pair=0.003, adv=4.541, sprd=0.025]
Ep 033/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:50,  2.01it/s, loss=0.623, pair=0.003, adv=4.541, sprd=0.025]
Ep 033/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:50,  2.01it/s, loss=0.572, pair=0.007, adv=2.919, sprd=0.025]
Ep 033/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:47,  2.12it/s, loss=0.572, pair=0.007, adv=2.919, sprd=0.025]
Ep 033/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:47,  2.12it/s, loss=0.560, pair=0.001, adv=4.144, sprd=0.016]
Ep 033/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:48,  2.05it/s, loss=0.560, pair=0.001, adv=4.144, sprd=0.016]
Ep 033/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:48,  2.05it/s, loss=0.574, pair=0.002, adv=5.485, sprd=0.019]
Ep 033/80 [S2:+mat]:  78%|██▎| 354/453 [02:56<00:46,  2.13it/s, loss=0.574, pair=0.002, adv=5.485, sprd=0.019]
Ep 033/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:46,  2.13it/s, loss=0.562, pair=0.001, adv=6.989, sprd=0.016]
Ep 033/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:48,  2.02it/s, loss=0.562, pair=0.001, adv=6.989, sprd=0.016]
Ep 033/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:48,  2.02it/s, loss=0.590, pair=0.004, adv=4.104, sprd=0.021]
Ep 033/80 [S2:+mat]:  79%|██▎| 356/453 [02:57<00:45,  2.11it/s, loss=0.590, pair=0.004, adv=4.104, sprd=0.021]
Ep 033/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:45,  2.11it/s, loss=0.564, pair=0.008, adv=5.960, sprd=0.017]
Ep 033/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:47,  2.02it/s, loss=0.564, pair=0.008, adv=5.960, sprd=0.017]
Ep 033/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:47,  2.02it/s, loss=0.622, pair=0.002, adv=5.401, sprd=0.025]
Ep 033/80 [S2:+mat]:  79%|██▎| 358/453 [02:58<00:44,  2.13it/s, loss=0.622, pair=0.002, adv=5.401, sprd=0.025]
Ep 033/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:44,  2.13it/s, loss=0.613, pair=0.002, adv=6.430, sprd=0.021]
Ep 033/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:46,  2.01it/s, loss=0.613, pair=0.002, adv=6.430, sprd=0.021]
Ep 033/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:46,  2.01it/s, loss=0.575, pair=0.001, adv=4.161, sprd=0.018]
Ep 033/80 [S2:+mat]:  79%|██▍| 360/453 [02:59<00:43,  2.12it/s, loss=0.575, pair=0.001, adv=4.161, sprd=0.018]
Ep 033/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:43,  2.12it/s, loss=0.582, pair=0.010, adv=3.737, sprd=0.019]
Ep 033/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:45,  2.04it/s, loss=0.582, pair=0.010, adv=3.737, sprd=0.019]
Ep 033/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:45,  2.04it/s, loss=0.606, pair=0.007, adv=4.173, sprd=0.021]
Ep 033/80 [S2:+mat]:  80%|██▍| 362/453 [03:00<00:42,  2.13it/s, loss=0.606, pair=0.007, adv=4.173, sprd=0.021]
Ep 033/80 [S2:+mat]:  80%|██▍| 362/453 [03:01<00:42,  2.13it/s, loss=0.657, pair=0.005, adv=3.476, sprd=0.031]
Ep 033/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:44,  2.04it/s, loss=0.657, pair=0.005, adv=3.476, sprd=0.031]
Ep 033/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:44,  2.04it/s, loss=0.633, pair=0.001, adv=4.936, sprd=0.031]
Ep 033/80 [S2:+mat]:  80%|██▍| 364/453 [03:01<00:42,  2.11it/s, loss=0.633, pair=0.001, adv=4.936, sprd=0.031]
Ep 033/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:42,  2.11it/s, loss=0.599, pair=0.000, adv=4.572, sprd=0.022]
Ep 033/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:43,  2.03it/s, loss=0.599, pair=0.000, adv=4.572, sprd=0.022]
Ep 033/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:43,  2.03it/s, loss=0.574, pair=0.003, adv=4.690, sprd=0.015]
Ep 033/80 [S2:+mat]:  81%|██▍| 366/453 [03:02<00:39,  2.18it/s, loss=0.574, pair=0.003, adv=4.690, sprd=0.015]
Ep 033/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:39,  2.18it/s, loss=0.571, pair=0.005, adv=4.913, sprd=0.018]
Ep 033/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:42,  2.03it/s, loss=0.571, pair=0.005, adv=4.913, sprd=0.018]
Ep 033/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:42,  2.03it/s, loss=0.538, pair=0.003, adv=3.155, sprd=0.017]
Ep 033/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:39,  2.16it/s, loss=0.538, pair=0.003, adv=3.155, sprd=0.017]
Ep 033/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:39,  2.16it/s, loss=0.621, pair=0.002, adv=4.032, sprd=0.016]
Ep 033/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:40,  2.08it/s, loss=0.621, pair=0.002, adv=4.032, sprd=0.016]
Ep 033/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:40,  2.08it/s, loss=0.585, pair=0.003, adv=4.299, sprd=0.022]
Ep 033/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:38,  2.13it/s, loss=0.585, pair=0.003, adv=4.299, sprd=0.022]
Ep 033/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:38,  2.13it/s, loss=0.641, pair=0.003, adv=5.033, sprd=0.029]
Ep 033/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:40,  2.02it/s, loss=0.641, pair=0.003, adv=5.033, sprd=0.029]
Ep 033/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:40,  2.02it/s, loss=0.562, pair=0.003, adv=5.889, sprd=0.016]
Ep 033/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:38,  2.11it/s, loss=0.562, pair=0.003, adv=5.889, sprd=0.016]
Ep 033/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:38,  2.11it/s, loss=0.575, pair=0.040, adv=4.449, sprd=0.017]
Ep 033/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:39,  2.04it/s, loss=0.575, pair=0.040, adv=4.449, sprd=0.017]
Ep 033/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:39,  2.04it/s, loss=0.552, pair=0.002, adv=5.022, sprd=0.014]
Ep 033/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:36,  2.15it/s, loss=0.552, pair=0.002, adv=5.022, sprd=0.014]
Ep 033/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:36,  2.15it/s, loss=0.578, pair=0.001, adv=5.589, sprd=0.021]
Ep 033/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:40,  1.93it/s, loss=0.578, pair=0.001, adv=5.589, sprd=0.021]
Ep 033/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:40,  1.93it/s, loss=0.563, pair=0.011, adv=5.231, sprd=0.015]
Ep 033/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:37,  2.06it/s, loss=0.563, pair=0.011, adv=5.231, sprd=0.015]
Ep 033/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:37,  2.06it/s, loss=0.600, pair=0.006, adv=4.667, sprd=0.021]
Ep 033/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:38,  2.00it/s, loss=0.600, pair=0.006, adv=4.667, sprd=0.021]
Ep 033/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:38,  2.00it/s, loss=1.834, pair=0.000, adv=6.189, sprd=0.027]
Ep 033/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:36,  2.05it/s, loss=1.834, pair=0.000, adv=6.189, sprd=0.027]
Ep 033/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:36,  2.05it/s, loss=0.572, pair=0.000, adv=6.614, sprd=0.019]
Ep 033/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:37,  1.95it/s, loss=0.572, pair=0.000, adv=6.614, sprd=0.019]
Ep 033/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:37,  1.95it/s, loss=0.616, pair=0.001, adv=7.110, sprd=0.021]
Ep 033/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:35,  2.08it/s, loss=0.616, pair=0.001, adv=7.110, sprd=0.021]
Ep 033/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:35,  2.08it/s, loss=0.603, pair=0.000, adv=4.837, sprd=0.021]
Ep 033/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:36,  1.96it/s, loss=0.603, pair=0.000, adv=4.837, sprd=0.021]
Ep 033/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:36,  1.96it/s, loss=0.607, pair=0.004, adv=5.356, sprd=0.025]
Ep 033/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:35,  2.02it/s, loss=0.607, pair=0.004, adv=5.356, sprd=0.025]
Ep 033/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:35,  2.02it/s, loss=0.652, pair=0.004, adv=4.167, sprd=0.021]
Ep 033/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:37,  1.88it/s, loss=0.652, pair=0.004, adv=4.167, sprd=0.021]
Ep 033/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:37,  1.88it/s, loss=1.324, pair=2.328, adv=6.540, sprd=0.024]
Ep 033/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:35,  1.96it/s, loss=1.324, pair=2.328, adv=6.540, sprd=0.024]
Ep 033/80 [S2:+mat]:  85%|██▌| 384/453 [03:12<00:35,  1.96it/s, loss=0.584, pair=0.006, adv=3.077, sprd=0.023]
Ep 033/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:36,  1.85it/s, loss=0.584, pair=0.006, adv=3.077, sprd=0.023]
Ep 033/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:36,  1.85it/s, loss=0.600, pair=0.001, adv=6.033, sprd=0.022]
Ep 033/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:34,  1.93it/s, loss=0.600, pair=0.001, adv=6.033, sprd=0.022]
Ep 033/80 [S2:+mat]:  85%|██▌| 386/453 [03:13<00:34,  1.93it/s, loss=0.642, pair=0.003, adv=6.547, sprd=0.018]
Ep 033/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:36,  1.83it/s, loss=0.642, pair=0.003, adv=6.547, sprd=0.018]
Ep 033/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:36,  1.83it/s, loss=0.840, pair=0.743, adv=4.686, sprd=0.025]
Ep 033/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:33,  1.94it/s, loss=0.840, pair=0.743, adv=4.686, sprd=0.025]
Ep 033/80 [S2:+mat]:  86%|██▌| 388/453 [03:14<00:33,  1.94it/s, loss=0.595, pair=0.000, adv=3.949, sprd=0.022]
Ep 033/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:35,  1.79it/s, loss=0.595, pair=0.000, adv=3.949, sprd=0.022]
Ep 033/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:35,  1.79it/s, loss=0.635, pair=0.001, adv=5.233, sprd=0.028]
Ep 033/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:33,  1.90it/s, loss=0.635, pair=0.001, adv=5.233, sprd=0.028]
Ep 033/80 [S2:+mat]:  86%|██▌| 390/453 [03:15<00:33,  1.90it/s, loss=0.631, pair=0.002, adv=5.296, sprd=0.022]
Ep 033/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:34,  1.80it/s, loss=0.631, pair=0.002, adv=5.296, sprd=0.022]
Ep 033/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:34,  1.80it/s, loss=0.592, pair=0.022, adv=3.326, sprd=0.018]
Ep 033/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:31,  1.96it/s, loss=0.592, pair=0.022, adv=3.326, sprd=0.018]
Ep 033/80 [S2:+mat]:  87%|██▌| 392/453 [03:16<00:31,  1.96it/s, loss=0.609, pair=0.003, adv=7.042, sprd=0.024]
Ep 033/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:32,  1.82it/s, loss=0.609, pair=0.003, adv=7.042, sprd=0.024]
Ep 033/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:32,  1.82it/s, loss=0.617, pair=0.003, adv=4.868, sprd=0.019]
Ep 033/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:29,  1.97it/s, loss=0.617, pair=0.003, adv=4.868, sprd=0.019]
Ep 033/80 [S2:+mat]:  87%|██▌| 394/453 [03:17<00:29,  1.97it/s, loss=0.560, pair=0.014, adv=5.213, sprd=0.013]
Ep 033/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:31,  1.86it/s, loss=0.560, pair=0.014, adv=5.213, sprd=0.013]
Ep 033/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:31,  1.86it/s, loss=0.571, pair=0.001, adv=4.208, sprd=0.021]
Ep 033/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:29,  1.93it/s, loss=0.571, pair=0.001, adv=4.208, sprd=0.021]
Ep 033/80 [S2:+mat]:  87%|██▌| 396/453 [03:18<00:29,  1.93it/s, loss=0.611, pair=0.003, adv=5.594, sprd=0.023]
Ep 033/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:31,  1.80it/s, loss=0.611, pair=0.003, adv=5.594, sprd=0.023]
Ep 033/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:31,  1.80it/s, loss=0.589, pair=0.001, adv=7.385, sprd=0.019]
Ep 033/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:28,  1.92it/s, loss=0.589, pair=0.001, adv=7.385, sprd=0.019]
Ep 033/80 [S2:+mat]:  88%|██▋| 398/453 [03:19<00:28,  1.92it/s, loss=0.618, pair=0.000, adv=3.144, sprd=0.031]
Ep 033/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:29,  1.81it/s, loss=0.618, pair=0.000, adv=3.144, sprd=0.031]
Ep 033/80 [S2:+mat]:  88%|██▋| 399/453 [03:20<00:29,  1.81it/s, loss=0.552, pair=0.000, adv=5.390, sprd=0.014]
Ep 033/80 [S2:+mat]:  88%|██▋| 400/453 [03:20<00:27,  1.92it/s, loss=0.552, pair=0.000, adv=5.390, sprd=0.014]
Ep 033/80 [S2:+mat]:  88%|██▋| 400/453 [03:20<00:27,  1.92it/s, loss=0.636, pair=0.001, adv=6.041, sprd=0.019]
Ep 033/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:29,  1.77it/s, loss=0.636, pair=0.001, adv=6.041, sprd=0.019]
Ep 033/80 [S2:+mat]:  89%|██▋| 401/453 [03:21<00:29,  1.77it/s, loss=0.619, pair=0.002, adv=6.519, sprd=0.027]
Ep 033/80 [S2:+mat]:  89%|██▋| 402/453 [03:21<00:27,  1.87it/s, loss=0.619, pair=0.002, adv=6.519, sprd=0.027]
Ep 033/80 [S2:+mat]:  89%|██▋| 402/453 [03:21<00:27,  1.87it/s, loss=0.587, pair=0.001, adv=3.579, sprd=0.017]
Ep 033/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:27,  1.81it/s, loss=0.587, pair=0.001, adv=3.579, sprd=0.017]
Ep 033/80 [S2:+mat]:  89%|██▋| 403/453 [03:22<00:27,  1.81it/s, loss=0.606, pair=0.002, adv=5.555, sprd=0.023]
Ep 033/80 [S2:+mat]:  89%|██▋| 404/453 [03:22<00:25,  1.91it/s, loss=0.606, pair=0.002, adv=5.555, sprd=0.023]
Ep 033/80 [S2:+mat]:  89%|██▋| 404/453 [03:22<00:25,  1.91it/s, loss=0.623, pair=0.002, adv=3.964, sprd=0.024]
Ep 033/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:28,  1.68it/s, loss=0.623, pair=0.002, adv=3.964, sprd=0.024]
Ep 033/80 [S2:+mat]:  89%|██▋| 405/453 [03:23<00:28,  1.68it/s, loss=0.587, pair=0.001, adv=6.090, sprd=0.018]
Ep 033/80 [S2:+mat]:  90%|██▋| 406/453 [03:23<00:25,  1.82it/s, loss=0.587, pair=0.001, adv=6.090, sprd=0.018]
Ep 033/80 [S2:+mat]:  90%|██▋| 406/453 [03:24<00:25,  1.82it/s, loss=0.589, pair=0.003, adv=3.285, sprd=0.020]
Ep 033/80 [S2:+mat]:  90%|██▋| 407/453 [03:24<00:26,  1.76it/s, loss=0.589, pair=0.003, adv=3.285, sprd=0.020]
Ep 033/80 [S2:+mat]:  90%|██▋| 407/453 [03:24<00:26,  1.76it/s, loss=0.609, pair=0.004, adv=4.264, sprd=0.026]
Ep 033/80 [S2:+mat]:  90%|██▋| 408/453 [03:24<00:24,  1.87it/s, loss=0.609, pair=0.004, adv=4.264, sprd=0.026]
Ep 033/80 [S2:+mat]:  90%|██▋| 408/453 [03:25<00:24,  1.87it/s, loss=0.599, pair=0.003, adv=6.704, sprd=0.021]
Ep 033/80 [S2:+mat]:  90%|██▋| 409/453 [03:25<00:24,  1.76it/s, loss=0.599, pair=0.003, adv=6.704, sprd=0.021]
Ep 033/80 [S2:+mat]:  90%|██▋| 409/453 [03:25<00:24,  1.76it/s, loss=0.573, pair=0.003, adv=4.003, sprd=0.018]
Ep 033/80 [S2:+mat]:  91%|██▋| 410/453 [03:25<00:22,  1.88it/s, loss=0.573, pair=0.003, adv=4.003, sprd=0.018]
Ep 033/80 [S2:+mat]:  91%|██▋| 410/453 [03:26<00:22,  1.88it/s, loss=0.586, pair=0.001, adv=5.016, sprd=0.024]
Ep 033/80 [S2:+mat]:  91%|██▋| 411/453 [03:26<00:23,  1.80it/s, loss=0.586, pair=0.001, adv=5.016, sprd=0.024]
Ep 033/80 [S2:+mat]:  91%|██▋| 411/453 [03:26<00:23,  1.80it/s, loss=0.598, pair=0.002, adv=3.127, sprd=0.023]
Ep 033/80 [S2:+mat]:  91%|██▋| 412/453 [03:26<00:20,  1.97it/s, loss=0.598, pair=0.002, adv=3.127, sprd=0.023]
Ep 033/80 [S2:+mat]:  91%|██▋| 412/453 [03:27<00:20,  1.97it/s, loss=0.576, pair=0.001, adv=5.467, sprd=0.014]
Ep 033/80 [S2:+mat]:  91%|██▋| 413/453 [03:27<00:20,  1.95it/s, loss=0.576, pair=0.001, adv=5.467, sprd=0.014]
Ep 033/80 [S2:+mat]:  91%|██▋| 413/453 [03:27<00:20,  1.95it/s, loss=0.670, pair=0.001, adv=5.286, sprd=0.036]
Ep 033/80 [S2:+mat]:  91%|██▋| 414/453 [03:27<00:19,  2.04it/s, loss=0.670, pair=0.001, adv=5.286, sprd=0.036]
Ep 033/80 [S2:+mat]:  91%|██▋| 414/453 [03:28<00:19,  2.04it/s, loss=0.621, pair=0.006, adv=4.959, sprd=0.013]
Ep 033/80 [S2:+mat]:  92%|██▋| 415/453 [03:28<00:18,  2.04it/s, loss=0.621, pair=0.006, adv=4.959, sprd=0.013]
Ep 033/80 [S2:+mat]:  92%|██▋| 415/453 [03:28<00:18,  2.04it/s, loss=0.561, pair=0.000, adv=5.491, sprd=0.015]
Ep 033/80 [S2:+mat]:  92%|██▊| 416/453 [03:28<00:17,  2.17it/s, loss=0.561, pair=0.000, adv=5.491, sprd=0.015]
Ep 033/80 [S2:+mat]:  92%|██▊| 416/453 [03:28<00:17,  2.17it/s, loss=0.637, pair=0.002, adv=4.406, sprd=0.028]
Ep 033/80 [S2:+mat]:  92%|██▊| 417/453 [03:28<00:17,  2.08it/s, loss=0.637, pair=0.002, adv=4.406, sprd=0.028]
Ep 033/80 [S2:+mat]:  92%|██▊| 417/453 [03:29<00:17,  2.08it/s, loss=0.575, pair=0.000, adv=4.163, sprd=0.016]
Ep 033/80 [S2:+mat]:  92%|██▊| 418/453 [03:29<00:16,  2.18it/s, loss=0.575, pair=0.000, adv=4.163, sprd=0.016]
Ep 033/80 [S2:+mat]:  92%|██▊| 418/453 [03:29<00:16,  2.18it/s, loss=0.599, pair=0.000, adv=5.307, sprd=0.023]
Ep 033/80 [S2:+mat]:  92%|██▊| 419/453 [03:29<00:16,  2.04it/s, loss=0.599, pair=0.000, adv=5.307, sprd=0.023]
Ep 033/80 [S2:+mat]:  92%|██▊| 419/453 [03:30<00:16,  2.04it/s, loss=0.616, pair=0.000, adv=5.601, sprd=0.028]
Ep 033/80 [S2:+mat]:  93%|██▊| 420/453 [03:30<00:15,  2.11it/s, loss=0.616, pair=0.000, adv=5.601, sprd=0.028]
Ep 033/80 [S2:+mat]:  93%|██▊| 420/453 [03:30<00:15,  2.11it/s, loss=0.596, pair=0.000, adv=4.712, sprd=0.022]
Ep 033/80 [S2:+mat]:  93%|██▊| 421/453 [03:30<00:15,  2.05it/s, loss=0.596, pair=0.000, adv=4.712, sprd=0.022]
Ep 033/80 [S2:+mat]:  93%|██▊| 421/453 [03:31<00:15,  2.05it/s, loss=0.626, pair=0.000, adv=5.816, sprd=0.025]
Ep 033/80 [S2:+mat]:  93%|██▊| 422/453 [03:31<00:14,  2.15it/s, loss=0.626, pair=0.000, adv=5.816, sprd=0.025]
Ep 033/80 [S2:+mat]:  93%|██▊| 422/453 [03:31<00:14,  2.15it/s, loss=0.576, pair=0.002, adv=7.421, sprd=0.019]
Ep 033/80 [S2:+mat]:  93%|██▊| 423/453 [03:31<00:14,  2.04it/s, loss=0.576, pair=0.002, adv=7.421, sprd=0.019]
Ep 033/80 [S2:+mat]:  93%|██▊| 423/453 [03:32<00:14,  2.04it/s, loss=0.588, pair=0.005, adv=5.377, sprd=0.020]
Ep 033/80 [S2:+mat]:  94%|██▊| 424/453 [03:32<00:13,  2.16it/s, loss=0.588, pair=0.005, adv=5.377, sprd=0.020]
Ep 033/80 [S2:+mat]:  94%|██▊| 424/453 [03:32<00:13,  2.16it/s, loss=0.584, pair=0.000, adv=4.418, sprd=0.022]
Ep 033/80 [S2:+mat]:  94%|██▊| 425/453 [03:32<00:13,  2.05it/s, loss=0.584, pair=0.000, adv=4.418, sprd=0.022]
Ep 033/80 [S2:+mat]:  94%|██▊| 425/453 [03:33<00:13,  2.05it/s, loss=0.594, pair=0.000, adv=4.763, sprd=0.021]
Ep 033/80 [S2:+mat]:  94%|██▊| 426/453 [03:33<00:12,  2.15it/s, loss=0.594, pair=0.000, adv=4.763, sprd=0.021]
Ep 033/80 [S2:+mat]:  94%|██▊| 426/453 [03:33<00:12,  2.15it/s, loss=0.619, pair=0.002, adv=2.945, sprd=0.027]
Ep 033/80 [S2:+mat]:  94%|██▊| 427/453 [03:33<00:12,  2.04it/s, loss=0.619, pair=0.002, adv=2.945, sprd=0.027]
Ep 033/80 [S2:+mat]:  94%|██▊| 427/453 [03:34<00:12,  2.04it/s, loss=0.609, pair=0.001, adv=4.876, sprd=0.020]
Ep 033/80 [S2:+mat]:  94%|██▊| 428/453 [03:34<00:11,  2.16it/s, loss=0.609, pair=0.001, adv=4.876, sprd=0.020]
Ep 033/80 [S2:+mat]:  94%|██▊| 428/453 [03:34<00:11,  2.16it/s, loss=0.624, pair=0.000, adv=3.576, sprd=0.029]
Ep 033/80 [S2:+mat]:  95%|██▊| 429/453 [03:34<00:12,  1.94it/s, loss=0.624, pair=0.000, adv=3.576, sprd=0.029]
Ep 033/80 [S2:+mat]:  95%|██▊| 429/453 [03:35<00:12,  1.94it/s, loss=0.624, pair=0.000, adv=4.599, sprd=0.022]
Ep 033/80 [S2:+mat]:  95%|██▊| 430/453 [03:35<00:11,  2.09it/s, loss=0.624, pair=0.000, adv=4.599, sprd=0.022]
Ep 033/80 [S2:+mat]:  95%|██▊| 430/453 [03:35<00:11,  2.09it/s, loss=0.638, pair=0.000, adv=4.541, sprd=0.017]
Ep 033/80 [S2:+mat]:  95%|██▊| 431/453 [03:35<00:10,  2.03it/s, loss=0.638, pair=0.000, adv=4.541, sprd=0.017]
Ep 033/80 [S2:+mat]:  95%|██▊| 431/453 [03:36<00:10,  2.03it/s, loss=0.583, pair=0.008, adv=3.441, sprd=0.020]
Ep 033/80 [S2:+mat]:  95%|██▊| 432/453 [03:36<00:09,  2.15it/s, loss=0.583, pair=0.008, adv=3.441, sprd=0.020]
Ep 033/80 [S2:+mat]:  95%|██▊| 432/453 [03:36<00:09,  2.15it/s, loss=0.538, pair=0.000, adv=5.402, sprd=0.012]
Ep 033/80 [S2:+mat]:  96%|██▊| 433/453 [03:36<00:09,  2.09it/s, loss=0.538, pair=0.000, adv=5.402, sprd=0.012]
Ep 033/80 [S2:+mat]:  96%|██▊| 433/453 [03:37<00:09,  2.09it/s, loss=0.611, pair=0.003, adv=4.714, sprd=0.024]
Ep 033/80 [S2:+mat]:  96%|██▊| 434/453 [03:37<00:08,  2.17it/s, loss=0.611, pair=0.003, adv=4.714, sprd=0.024]
Ep 033/80 [S2:+mat]:  96%|██▊| 434/453 [03:37<00:08,  2.17it/s, loss=0.596, pair=0.003, adv=5.270, sprd=0.022]
Ep 033/80 [S2:+mat]:  96%|██▉| 435/453 [03:37<00:08,  2.06it/s, loss=0.596, pair=0.003, adv=5.270, sprd=0.022]
Ep 033/80 [S2:+mat]:  96%|██▉| 435/453 [03:37<00:08,  2.06it/s, loss=0.546, pair=0.001, adv=5.492, sprd=0.015]
Ep 033/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:07,  2.14it/s, loss=0.546, pair=0.001, adv=5.492, sprd=0.015]
Ep 033/80 [S2:+mat]:  96%|██▉| 436/453 [03:38<00:07,  2.14it/s, loss=0.619, pair=0.000, adv=5.170, sprd=0.023]
Ep 033/80 [S2:+mat]:  96%|██▉| 437/453 [03:38<00:07,  2.07it/s, loss=0.619, pair=0.000, adv=5.170, sprd=0.023]
Ep 033/80 [S2:+mat]:  96%|██▉| 437/453 [03:38<00:07,  2.07it/s, loss=0.600, pair=0.001, adv=3.692, sprd=0.018]
Ep 033/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:06,  2.19it/s, loss=0.600, pair=0.001, adv=3.692, sprd=0.018]
Ep 033/80 [S2:+mat]:  97%|██▉| 438/453 [03:39<00:06,  2.19it/s, loss=0.649, pair=0.001, adv=5.070, sprd=0.034]
Ep 033/80 [S2:+mat]:  97%|██▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.649, pair=0.001, adv=5.070, sprd=0.034]
Ep 033/80 [S2:+mat]:  97%|██▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.549, pair=0.001, adv=4.860, sprd=0.014]
Ep 033/80 [S2:+mat]:  97%|██▉| 440/453 [03:39<00:06,  2.16it/s, loss=0.549, pair=0.001, adv=4.860, sprd=0.014]
Ep 033/80 [S2:+mat]:  97%|██▉| 440/453 [03:40<00:06,  2.16it/s, loss=0.584, pair=0.000, adv=3.661, sprd=0.020]
Ep 033/80 [S2:+mat]:  97%|██▉| 441/453 [03:40<00:05,  2.09it/s, loss=0.584, pair=0.000, adv=3.661, sprd=0.020]
Ep 033/80 [S2:+mat]:  97%|██▉| 441/453 [03:40<00:05,  2.09it/s, loss=0.595, pair=0.003, adv=3.730, sprd=0.020]
Ep 033/80 [S2:+mat]:  98%|██▉| 442/453 [03:40<00:05,  2.20it/s, loss=0.595, pair=0.003, adv=3.730, sprd=0.020]
Ep 033/80 [S2:+mat]:  98%|██▉| 442/453 [03:41<00:05,  2.20it/s, loss=0.592, pair=0.001, adv=4.588, sprd=0.020]
Ep 033/80 [S2:+mat]:  98%|██▉| 443/453 [03:41<00:04,  2.10it/s, loss=0.592, pair=0.001, adv=4.588, sprd=0.020]
Ep 033/80 [S2:+mat]:  98%|██▉| 443/453 [03:41<00:04,  2.10it/s, loss=0.552, pair=0.005, adv=5.052, sprd=0.013]
Ep 033/80 [S2:+mat]:  98%|██▉| 444/453 [03:41<00:04,  2.20it/s, loss=0.552, pair=0.005, adv=5.052, sprd=0.013]
Ep 033/80 [S2:+mat]:  98%|██▉| 444/453 [03:42<00:04,  2.20it/s, loss=0.635, pair=0.004, adv=6.037, sprd=0.028]
Ep 033/80 [S2:+mat]:  98%|██▉| 445/453 [03:42<00:03,  2.08it/s, loss=0.635, pair=0.004, adv=6.037, sprd=0.028]
Ep 033/80 [S2:+mat]:  98%|██▉| 445/453 [03:42<00:03,  2.08it/s, loss=0.646, pair=0.006, adv=5.271, sprd=0.032]
Ep 033/80 [S2:+mat]:  98%|██▉| 446/453 [03:42<00:03,  2.14it/s, loss=0.646, pair=0.006, adv=5.271, sprd=0.032]
Ep 033/80 [S2:+mat]:  98%|██▉| 446/453 [03:43<00:03,  2.14it/s, loss=0.583, pair=0.002, adv=5.067, sprd=0.017]
Ep 033/80 [S2:+mat]:  99%|██▉| 447/453 [03:43<00:02,  2.07it/s, loss=0.583, pair=0.002, adv=5.067, sprd=0.017]
Ep 033/80 [S2:+mat]:  99%|██▉| 447/453 [03:43<00:02,  2.07it/s, loss=0.578, pair=0.000, adv=4.328, sprd=0.015]
Ep 033/80 [S2:+mat]:  99%|██▉| 448/453 [03:43<00:02,  2.19it/s, loss=0.578, pair=0.000, adv=4.328, sprd=0.015]
Ep 033/80 [S2:+mat]:  99%|██▉| 448/453 [03:44<00:02,  2.19it/s, loss=0.621, pair=0.003, adv=4.379, sprd=0.023]
Ep 033/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:01,  2.13it/s, loss=0.621, pair=0.003, adv=4.379, sprd=0.023]
Ep 033/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:01,  2.13it/s, loss=0.552, pair=0.001, adv=5.987, sprd=0.013]
Ep 033/80 [S2:+mat]:  99%|██▉| 450/453 [03:44<00:01,  2.24it/s, loss=0.552, pair=0.001, adv=5.987, sprd=0.013]
Ep 033/80 [S2:+mat]:  99%|██▉| 450/453 [03:45<00:01,  2.24it/s, loss=0.622, pair=0.009, adv=3.160, sprd=0.020]
Ep 033/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:00,  2.13it/s, loss=0.622, pair=0.009, adv=3.160, sprd=0.020]
Ep 033/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:00,  2.13it/s, loss=0.565, pair=0.000, adv=3.906, sprd=0.017]
Ep 033/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  2.23it/s, loss=0.565, pair=0.000, adv=3.906, sprd=0.017]
Ep 033/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  2.23it/s, loss=0.580, pair=0.003, adv=5.875, sprd=0.017]
Ep 033/80 [S2:+mat]: 100%|███| 453/453 [03:45<00:00,  2.13it/s, loss=0.580, pair=0.003, adv=5.875, sprd=0.017]
                                                                                                              
Epoch 033/80 [S2:+mat]  loss=0.6163  mat=0.2632  sens=1.0882  pair=0.0559  adv=5.1409(rand=3.47)  deg=0.0066  orth=0.0043  spread=0.0210  q_mean=52.5  q_std=19.0  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=6.72e-05  226s

Ep 034/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 034/80 [S2:+mat]:   0%|             | 0/453 [00:00<?, ?it/s, loss=0.635, pair=0.001, adv=5.503, sprd=0.027]
Ep 034/80 [S2:+mat]:   0%|     | 1/453 [00:00<07:22,  1.02it/s, loss=0.635, pair=0.001, adv=5.503, sprd=0.027]
Ep 034/80 [S2:+mat]:   0%|     | 1/453 [00:01<07:22,  1.02it/s, loss=0.597, pair=0.001, adv=3.317, sprd=0.020]
Ep 034/80 [S2:+mat]:   0%|     | 2/453 [00:01<04:47,  1.57it/s, loss=0.597, pair=0.001, adv=3.317, sprd=0.020]
Ep 034/80 [S2:+mat]:   0%|     | 2/453 [00:02<04:47,  1.57it/s, loss=0.614, pair=0.003, adv=4.773, sprd=0.023]
Ep 034/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:46,  1.57it/s, loss=0.614, pair=0.003, adv=4.773, sprd=0.023]
Ep 034/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:46,  1.57it/s, loss=0.589, pair=0.016, adv=5.393, sprd=0.018]
Ep 034/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:06,  1.82it/s, loss=0.589, pair=0.016, adv=5.393, sprd=0.018]
Ep 034/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:06,  1.82it/s, loss=0.620, pair=0.018, adv=3.767, sprd=0.029]
Ep 034/80 [S2:+mat]:   1%|     | 5/453 [00:02<04:05,  1.83it/s, loss=0.620, pair=0.018, adv=3.767, sprd=0.029]
Ep 034/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:05,  1.83it/s, loss=0.592, pair=0.001, adv=5.314, sprd=0.017]
Ep 034/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:40,  2.03it/s, loss=0.592, pair=0.001, adv=5.314, sprd=0.017]
Ep 034/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:40,  2.03it/s, loss=0.613, pair=0.002, adv=5.255, sprd=0.025]
Ep 034/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:48,  1.95it/s, loss=0.613, pair=0.002, adv=5.255, sprd=0.025]
Ep 034/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:48,  1.95it/s, loss=0.582, pair=0.008, adv=5.602, sprd=0.016]
Ep 034/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:32,  2.10it/s, loss=0.582, pair=0.008, adv=5.602, sprd=0.016]
Ep 034/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:32,  2.10it/s, loss=0.583, pair=0.003, adv=3.279, sprd=0.019]
Ep 034/80 [S2:+mat]:   2%|     | 9/453 [00:04<03:34,  2.07it/s, loss=0.583, pair=0.003, adv=3.279, sprd=0.019]
Ep 034/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:34,  2.07it/s, loss=0.579, pair=0.000, adv=4.179, sprd=0.017]
Ep 034/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:21,  2.19it/s, loss=0.579, pair=0.000, adv=4.179, sprd=0.017]
Ep 034/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:21,  2.19it/s, loss=0.644, pair=0.015, adv=3.882, sprd=0.029]
Ep 034/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:35,  2.05it/s, loss=0.644, pair=0.015, adv=3.882, sprd=0.029]
Ep 034/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:35,  2.05it/s, loss=0.588, pair=0.000, adv=5.366, sprd=0.022]
Ep 034/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:25,  2.14it/s, loss=0.588, pair=0.000, adv=5.366, sprd=0.022]
Ep 034/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:25,  2.14it/s, loss=0.681, pair=0.001, adv=3.722, sprd=0.023]
Ep 034/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:32,  2.07it/s, loss=0.681, pair=0.001, adv=3.722, sprd=0.023]
Ep 034/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:32,  2.07it/s, loss=0.605, pair=0.000, adv=5.322, sprd=0.020]
Ep 034/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:21,  2.18it/s, loss=0.605, pair=0.000, adv=5.322, sprd=0.020]
Ep 034/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:21,  2.18it/s, loss=0.602, pair=0.000, adv=4.463, sprd=0.021]
Ep 034/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:29,  2.09it/s, loss=0.602, pair=0.000, adv=4.463, sprd=0.021]
Ep 034/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:29,  2.09it/s, loss=0.580, pair=0.002, adv=4.410, sprd=0.017]
Ep 034/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:19,  2.19it/s, loss=0.580, pair=0.002, adv=4.410, sprd=0.017]
Ep 034/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:19,  2.19it/s, loss=0.590, pair=0.000, adv=5.123, sprd=0.016]
Ep 034/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:28,  2.09it/s, loss=0.590, pair=0.000, adv=5.123, sprd=0.016]
Ep 034/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:28,  2.09it/s, loss=0.572, pair=0.001, adv=4.411, sprd=0.019]
Ep 034/80 [S2:+mat]:   4%|▏   | 18/453 [00:08<03:21,  2.16it/s, loss=0.572, pair=0.001, adv=4.411, sprd=0.019]
Ep 034/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:21,  2.16it/s, loss=0.618, pair=0.003, adv=4.048, sprd=0.022]
Ep 034/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:27,  2.09it/s, loss=0.618, pair=0.003, adv=4.048, sprd=0.022]
Ep 034/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:27,  2.09it/s, loss=0.582, pair=0.004, adv=5.810, sprd=0.021]
Ep 034/80 [S2:+mat]:   4%|▏   | 20/453 [00:09<03:19,  2.17it/s, loss=0.582, pair=0.004, adv=5.810, sprd=0.021]
Ep 034/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:19,  2.17it/s, loss=0.547, pair=0.001, adv=3.148, sprd=0.016]
Ep 034/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:24,  2.12it/s, loss=0.547, pair=0.001, adv=3.148, sprd=0.016]
Ep 034/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:24,  2.12it/s, loss=0.642, pair=0.002, adv=4.989, sprd=0.028]
Ep 034/80 [S2:+mat]:   5%|▏   | 22/453 [00:10<03:19,  2.16it/s, loss=0.642, pair=0.002, adv=4.989, sprd=0.028]
Ep 034/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:19,  2.16it/s, loss=0.611, pair=0.000, adv=5.659, sprd=0.025]
Ep 034/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:30,  2.04it/s, loss=0.611, pair=0.000, adv=5.659, sprd=0.025]
Ep 034/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:30,  2.04it/s, loss=0.607, pair=0.001, adv=3.519, sprd=0.021]
Ep 034/80 [S2:+mat]:   5%|▏   | 24/453 [00:11<03:18,  2.16it/s, loss=0.607, pair=0.001, adv=3.519, sprd=0.021]
Ep 034/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:18,  2.16it/s, loss=0.648, pair=0.001, adv=3.769, sprd=0.035]
Ep 034/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:34,  2.00it/s, loss=0.648, pair=0.001, adv=3.769, sprd=0.035]
Ep 034/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:34,  2.00it/s, loss=0.572, pair=0.001, adv=4.197, sprd=0.019]
Ep 034/80 [S2:+mat]:   6%|▏   | 26/453 [00:12<03:23,  2.10it/s, loss=0.572, pair=0.001, adv=4.197, sprd=0.019]
Ep 034/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:23,  2.10it/s, loss=0.585, pair=0.006, adv=3.699, sprd=0.021]
Ep 034/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:40,  1.93it/s, loss=0.585, pair=0.006, adv=3.699, sprd=0.021]
Ep 034/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:40,  1.93it/s, loss=0.582, pair=0.003, adv=3.798, sprd=0.021]
Ep 034/80 [S2:+mat]:   6%|▏   | 28/453 [00:13<03:31,  2.01it/s, loss=0.582, pair=0.003, adv=3.798, sprd=0.021]
Ep 034/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:31,  2.01it/s, loss=0.662, pair=0.007, adv=5.764, sprd=0.016]
Ep 034/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:43,  1.90it/s, loss=0.662, pair=0.007, adv=5.764, sprd=0.016]
Ep 034/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:43,  1.90it/s, loss=0.585, pair=0.006, adv=4.811, sprd=0.019]
Ep 034/80 [S2:+mat]:   7%|▎   | 30/453 [00:14<03:32,  1.99it/s, loss=0.585, pair=0.006, adv=4.811, sprd=0.019]
Ep 034/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:32,  1.99it/s, loss=0.582, pair=0.002, adv=5.751, sprd=0.017]
Ep 034/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<04:06,  1.71it/s, loss=0.582, pair=0.002, adv=5.751, sprd=0.017]
Ep 034/80 [S2:+mat]:   7%|▎   | 31/453 [00:16<04:06,  1.71it/s, loss=0.631, pair=0.002, adv=4.620, sprd=0.027]
Ep 034/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:49,  1.84it/s, loss=0.631, pair=0.002, adv=4.620, sprd=0.027]
Ep 034/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:49,  1.84it/s, loss=0.618, pair=0.012, adv=6.498, sprd=0.028]
Ep 034/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<04:00,  1.75it/s, loss=0.618, pair=0.012, adv=6.498, sprd=0.028]
Ep 034/80 [S2:+mat]:   7%|▎   | 33/453 [00:17<04:00,  1.75it/s, loss=0.558, pair=0.000, adv=5.963, sprd=0.014]
Ep 034/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:43,  1.88it/s, loss=0.558, pair=0.000, adv=5.963, sprd=0.014]
Ep 034/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:43,  1.88it/s, loss=0.602, pair=0.006, adv=5.548, sprd=0.022]
Ep 034/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:58,  1.76it/s, loss=0.602, pair=0.006, adv=5.548, sprd=0.022]
Ep 034/80 [S2:+mat]:   8%|▎   | 35/453 [00:18<03:58,  1.76it/s, loss=0.616, pair=0.000, adv=5.750, sprd=0.023]
Ep 034/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:42,  1.88it/s, loss=0.616, pair=0.000, adv=5.750, sprd=0.023]
Ep 034/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:42,  1.88it/s, loss=0.592, pair=0.005, adv=5.110, sprd=0.021]
Ep 034/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:52,  1.79it/s, loss=0.592, pair=0.005, adv=5.110, sprd=0.021]
Ep 034/80 [S2:+mat]:   8%|▎   | 37/453 [00:19<03:52,  1.79it/s, loss=0.581, pair=0.006, adv=4.783, sprd=0.017]
Ep 034/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:36,  1.91it/s, loss=0.581, pair=0.006, adv=4.783, sprd=0.017]
Ep 034/80 [S2:+mat]:   8%|▎   | 38/453 [00:20<03:36,  1.91it/s, loss=0.616, pair=0.000, adv=4.756, sprd=0.027]
Ep 034/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:53,  1.77it/s, loss=0.616, pair=0.000, adv=4.756, sprd=0.027]
Ep 034/80 [S2:+mat]:   9%|▎   | 39/453 [00:20<03:53,  1.77it/s, loss=0.653, pair=0.003, adv=5.184, sprd=0.031]
Ep 034/80 [S2:+mat]:   9%|▎   | 40/453 [00:20<03:40,  1.87it/s, loss=0.653, pair=0.003, adv=5.184, sprd=0.031]
Ep 034/80 [S2:+mat]:   9%|▎   | 40/453 [00:21<03:40,  1.87it/s, loss=0.577, pair=0.000, adv=6.015, sprd=0.017]
Ep 034/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:50,  1.79it/s, loss=0.577, pair=0.000, adv=6.015, sprd=0.017]
Ep 034/80 [S2:+mat]:   9%|▎   | 41/453 [00:21<03:50,  1.79it/s, loss=0.562, pair=0.002, adv=5.206, sprd=0.017]
Ep 034/80 [S2:+mat]:   9%|▎   | 42/453 [00:21<03:35,  1.90it/s, loss=0.562, pair=0.002, adv=5.206, sprd=0.017]
Ep 034/80 [S2:+mat]:   9%|▎   | 42/453 [00:22<03:35,  1.90it/s, loss=0.628, pair=0.008, adv=4.345, sprd=0.027]
Ep 034/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:48,  1.79it/s, loss=0.628, pair=0.008, adv=4.345, sprd=0.027]
Ep 034/80 [S2:+mat]:   9%|▍   | 43/453 [00:22<03:48,  1.79it/s, loss=0.540, pair=0.004, adv=4.521, sprd=0.012]
Ep 034/80 [S2:+mat]:  10%|▍   | 44/453 [00:22<03:31,  1.94it/s, loss=0.540, pair=0.004, adv=4.521, sprd=0.012]
Ep 034/80 [S2:+mat]:  10%|▍   | 44/453 [00:23<03:31,  1.94it/s, loss=0.605, pair=0.001, adv=4.684, sprd=0.018]
Ep 034/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:43,  1.83it/s, loss=0.605, pair=0.001, adv=4.684, sprd=0.018]
Ep 034/80 [S2:+mat]:  10%|▍   | 45/453 [00:23<03:43,  1.83it/s, loss=0.584, pair=0.000, adv=4.364, sprd=0.017]
Ep 034/80 [S2:+mat]:  10%|▍   | 46/453 [00:23<03:27,  1.96it/s, loss=0.584, pair=0.000, adv=4.364, sprd=0.017]
Ep 034/80 [S2:+mat]:  10%|▍   | 46/453 [00:24<03:27,  1.96it/s, loss=0.624, pair=0.001, adv=4.843, sprd=0.022]
Ep 034/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:39,  1.85it/s, loss=0.624, pair=0.001, adv=4.843, sprd=0.022]
Ep 034/80 [S2:+mat]:  10%|▍   | 47/453 [00:24<03:39,  1.85it/s, loss=0.610, pair=0.030, adv=6.447, sprd=0.021]
Ep 034/80 [S2:+mat]:  11%|▍   | 48/453 [00:24<03:28,  1.94it/s, loss=0.610, pair=0.030, adv=6.447, sprd=0.021]
Ep 034/80 [S2:+mat]:  11%|▍   | 48/453 [00:25<03:28,  1.94it/s, loss=0.585, pair=0.000, adv=2.920, sprd=0.018]
Ep 034/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:41,  1.82it/s, loss=0.585, pair=0.000, adv=2.920, sprd=0.018]
Ep 034/80 [S2:+mat]:  11%|▍   | 49/453 [00:25<03:41,  1.82it/s, loss=0.594, pair=0.000, adv=4.773, sprd=0.018]
Ep 034/80 [S2:+mat]:  11%|▍   | 50/453 [00:25<03:27,  1.94it/s, loss=0.594, pair=0.000, adv=4.773, sprd=0.018]
Ep 034/80 [S2:+mat]:  11%|▍   | 50/453 [00:26<03:27,  1.94it/s, loss=0.560, pair=0.003, adv=4.955, sprd=0.016]
Ep 034/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:42,  1.81it/s, loss=0.560, pair=0.003, adv=4.955, sprd=0.016]
Ep 034/80 [S2:+mat]:  11%|▍   | 51/453 [00:26<03:42,  1.81it/s, loss=0.600, pair=0.005, adv=4.004, sprd=0.022]
Ep 034/80 [S2:+mat]:  11%|▍   | 52/453 [00:26<03:27,  1.93it/s, loss=0.600, pair=0.005, adv=4.004, sprd=0.022]
Ep 034/80 [S2:+mat]:  11%|▍   | 52/453 [00:27<03:27,  1.93it/s, loss=0.650, pair=0.005, adv=4.991, sprd=0.032]
Ep 034/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:42,  1.79it/s, loss=0.650, pair=0.005, adv=4.991, sprd=0.032]
Ep 034/80 [S2:+mat]:  12%|▍   | 53/453 [00:27<03:42,  1.79it/s, loss=0.572, pair=0.003, adv=4.074, sprd=0.017]
Ep 034/80 [S2:+mat]:  12%|▍   | 54/453 [00:27<03:28,  1.91it/s, loss=0.572, pair=0.003, adv=4.074, sprd=0.017]
Ep 034/80 [S2:+mat]:  12%|▍   | 54/453 [00:28<03:28,  1.91it/s, loss=0.626, pair=0.004, adv=3.192, sprd=0.033]
Ep 034/80 [S2:+mat]:  12%|▍   | 55/453 [00:28<03:42,  1.79it/s, loss=0.626, pair=0.004, adv=3.192, sprd=0.033]
Ep 034/80 [S2:+mat]:  12%|▍   | 55/453 [00:29<03:42,  1.79it/s, loss=0.620, pair=0.000, adv=6.267, sprd=0.025]
Ep 034/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:29,  1.90it/s, loss=0.620, pair=0.000, adv=6.267, sprd=0.025]
Ep 034/80 [S2:+mat]:  12%|▍   | 56/453 [00:29<03:29,  1.90it/s, loss=0.578, pair=0.000, adv=5.134, sprd=0.017]
Ep 034/80 [S2:+mat]:  13%|▌   | 57/453 [00:29<03:26,  1.92it/s, loss=0.578, pair=0.000, adv=5.134, sprd=0.017]
Ep 034/80 [S2:+mat]:  13%|▌   | 57/453 [00:30<03:26,  1.92it/s, loss=0.596, pair=0.000, adv=3.875, sprd=0.022]
Ep 034/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:13,  2.04it/s, loss=0.596, pair=0.000, adv=3.875, sprd=0.022]
Ep 034/80 [S2:+mat]:  13%|▌   | 58/453 [00:30<03:13,  2.04it/s, loss=0.581, pair=0.000, adv=3.895, sprd=0.018]
Ep 034/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:16,  2.01it/s, loss=0.581, pair=0.000, adv=3.895, sprd=0.018]
Ep 034/80 [S2:+mat]:  13%|▌   | 59/453 [00:30<03:16,  2.01it/s, loss=0.623, pair=0.002, adv=4.095, sprd=0.021]
Ep 034/80 [S2:+mat]:  13%|▌   | 60/453 [00:30<03:03,  2.14it/s, loss=0.623, pair=0.002, adv=4.095, sprd=0.021]
Ep 034/80 [S2:+mat]:  13%|▌   | 60/453 [00:31<03:03,  2.14it/s, loss=0.642, pair=0.000, adv=5.826, sprd=0.031]
Ep 034/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:23,  1.93it/s, loss=0.642, pair=0.000, adv=5.826, sprd=0.031]
Ep 034/80 [S2:+mat]:  13%|▌   | 61/453 [00:31<03:23,  1.93it/s, loss=0.540, pair=0.000, adv=6.529, sprd=0.013]
Ep 034/80 [S2:+mat]:  14%|▌   | 62/453 [00:31<03:08,  2.07it/s, loss=0.540, pair=0.000, adv=6.529, sprd=0.013]
Ep 034/80 [S2:+mat]:  14%|▌   | 62/453 [00:32<03:08,  2.07it/s, loss=0.611, pair=0.000, adv=5.277, sprd=0.025]
Ep 034/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:14,  2.00it/s, loss=0.611, pair=0.000, adv=5.277, sprd=0.025]
Ep 034/80 [S2:+mat]:  14%|▌   | 63/453 [00:32<03:14,  2.00it/s, loss=0.573, pair=0.000, adv=5.817, sprd=0.017]
Ep 034/80 [S2:+mat]:  14%|▌   | 64/453 [00:32<03:03,  2.12it/s, loss=0.573, pair=0.000, adv=5.817, sprd=0.017]
Ep 034/80 [S2:+mat]:  14%|▌   | 64/453 [00:33<03:03,  2.12it/s, loss=0.572, pair=0.000, adv=3.179, sprd=0.021]
Ep 034/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:09,  2.05it/s, loss=0.572, pair=0.000, adv=3.179, sprd=0.021]
Ep 034/80 [S2:+mat]:  14%|▌   | 65/453 [00:33<03:09,  2.05it/s, loss=0.605, pair=0.000, adv=4.782, sprd=0.020]
Ep 034/80 [S2:+mat]:  15%|▌   | 66/453 [00:33<02:57,  2.18it/s, loss=0.605, pair=0.000, adv=4.782, sprd=0.020]
Ep 034/80 [S2:+mat]:  15%|▌   | 66/453 [00:34<02:57,  2.18it/s, loss=0.594, pair=0.001, adv=4.474, sprd=0.025]
Ep 034/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:08,  2.04it/s, loss=0.594, pair=0.001, adv=4.474, sprd=0.025]
Ep 034/80 [S2:+mat]:  15%|▌   | 67/453 [00:34<03:08,  2.04it/s, loss=0.560, pair=0.004, adv=5.670, sprd=0.018]
Ep 034/80 [S2:+mat]:  15%|▌   | 68/453 [00:34<03:01,  2.12it/s, loss=0.560, pair=0.004, adv=5.670, sprd=0.018]
Ep 034/80 [S2:+mat]:  15%|▌   | 68/453 [00:35<03:01,  2.12it/s, loss=0.678, pair=0.004, adv=4.414, sprd=0.022]
Ep 034/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:06,  2.05it/s, loss=0.678, pair=0.004, adv=4.414, sprd=0.022]
Ep 034/80 [S2:+mat]:  15%|▌   | 69/453 [00:35<03:06,  2.05it/s, loss=0.574, pair=0.000, adv=5.666, sprd=0.019]
Ep 034/80 [S2:+mat]:  15%|▌   | 70/453 [00:35<02:59,  2.13it/s, loss=0.574, pair=0.000, adv=5.666, sprd=0.019]
Ep 034/80 [S2:+mat]:  15%|▌   | 70/453 [00:36<02:59,  2.13it/s, loss=1.264, pair=2.328, adv=5.380, sprd=0.015]
Ep 034/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=1.264, pair=2.328, adv=5.380, sprd=0.015]
Ep 034/80 [S2:+mat]:  16%|▋   | 71/453 [00:36<03:04,  2.07it/s, loss=0.594, pair=0.000, adv=4.226, sprd=0.021]
Ep 034/80 [S2:+mat]:  16%|▋   | 72/453 [00:36<02:55,  2.17it/s, loss=0.594, pair=0.000, adv=4.226, sprd=0.021]
Ep 034/80 [S2:+mat]:  16%|▋   | 72/453 [00:37<02:55,  2.17it/s, loss=0.583, pair=0.002, adv=6.271, sprd=0.018]
Ep 034/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:01,  2.09it/s, loss=0.583, pair=0.002, adv=6.271, sprd=0.018]
Ep 034/80 [S2:+mat]:  16%|▋   | 73/453 [00:37<03:01,  2.09it/s, loss=0.597, pair=0.004, adv=5.637, sprd=0.020]
Ep 034/80 [S2:+mat]:  16%|▋   | 74/453 [00:37<02:53,  2.18it/s, loss=0.597, pair=0.004, adv=5.637, sprd=0.020]
Ep 034/80 [S2:+mat]:  16%|▋   | 74/453 [00:38<02:53,  2.18it/s, loss=1.222, pair=2.195, adv=5.752, sprd=0.018]
Ep 034/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:02,  2.07it/s, loss=1.222, pair=2.195, adv=5.752, sprd=0.018]
Ep 034/80 [S2:+mat]:  17%|▋   | 75/453 [00:38<03:02,  2.07it/s, loss=0.566, pair=0.000, adv=7.536, sprd=0.016]
Ep 034/80 [S2:+mat]:  17%|▋   | 76/453 [00:38<02:53,  2.17it/s, loss=0.566, pair=0.000, adv=7.536, sprd=0.016]
Ep 034/80 [S2:+mat]:  17%|▋   | 76/453 [00:39<02:53,  2.17it/s, loss=0.573, pair=0.001, adv=5.696, sprd=0.018]
Ep 034/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:01,  2.07it/s, loss=0.573, pair=0.001, adv=5.696, sprd=0.018]
Ep 034/80 [S2:+mat]:  17%|▋   | 77/453 [00:39<03:01,  2.07it/s, loss=0.625, pair=0.000, adv=4.474, sprd=0.024]
Ep 034/80 [S2:+mat]:  17%|▋   | 78/453 [00:39<02:52,  2.17it/s, loss=0.625, pair=0.000, adv=4.474, sprd=0.024]
Ep 034/80 [S2:+mat]:  17%|▋   | 78/453 [00:40<02:52,  2.17it/s, loss=0.594, pair=0.000, adv=5.798, sprd=0.023]
Ep 034/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:01,  2.06it/s, loss=0.594, pair=0.000, adv=5.798, sprd=0.023]
Ep 034/80 [S2:+mat]:  17%|▋   | 79/453 [00:40<03:01,  2.06it/s, loss=0.630, pair=0.000, adv=5.061, sprd=0.027]
Ep 034/80 [S2:+mat]:  18%|▋   | 80/453 [00:40<02:53,  2.15it/s, loss=0.630, pair=0.000, adv=5.061, sprd=0.027]
Ep 034/80 [S2:+mat]:  18%|▋   | 80/453 [00:41<02:53,  2.15it/s, loss=1.330, pair=2.467, adv=5.957, sprd=0.020]
Ep 034/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:02,  2.04it/s, loss=1.330, pair=2.467, adv=5.957, sprd=0.020]
Ep 034/80 [S2:+mat]:  18%|▋   | 81/453 [00:41<03:02,  2.04it/s, loss=0.608, pair=0.002, adv=6.159, sprd=0.025]
Ep 034/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:55,  2.12it/s, loss=0.608, pair=0.002, adv=6.159, sprd=0.025]
Ep 034/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<02:55,  2.12it/s, loss=0.570, pair=0.006, adv=7.113, sprd=0.014]
Ep 034/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:01,  2.04it/s, loss=0.570, pair=0.006, adv=7.113, sprd=0.014]
Ep 034/80 [S2:+mat]:  18%|▋   | 83/453 [00:42<03:01,  2.04it/s, loss=0.541, pair=0.004, adv=6.950, sprd=0.012]
Ep 034/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<02:52,  2.14it/s, loss=0.541, pair=0.004, adv=6.950, sprd=0.012]
Ep 034/80 [S2:+mat]:  19%|▋   | 84/453 [00:43<02:52,  2.14it/s, loss=0.583, pair=0.001, adv=5.478, sprd=0.021]
Ep 034/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:09,  1.94it/s, loss=0.583, pair=0.001, adv=5.478, sprd=0.021]
Ep 034/80 [S2:+mat]:  19%|▊   | 85/453 [00:43<03:09,  1.94it/s, loss=0.561, pair=0.000, adv=5.247, sprd=0.015]
Ep 034/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:56,  2.08it/s, loss=0.561, pair=0.000, adv=5.247, sprd=0.015]
Ep 034/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<02:56,  2.08it/s, loss=0.568, pair=0.000, adv=5.687, sprd=0.015]
Ep 034/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<02:58,  2.05it/s, loss=0.568, pair=0.000, adv=5.687, sprd=0.015]
Ep 034/80 [S2:+mat]:  19%|▊   | 87/453 [00:44<02:58,  2.05it/s, loss=0.549, pair=0.000, adv=6.531, sprd=0.013]
Ep 034/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:48,  2.17it/s, loss=0.549, pair=0.000, adv=6.531, sprd=0.013]
Ep 034/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<02:48,  2.17it/s, loss=0.566, pair=0.001, adv=5.171, sprd=0.012]
Ep 034/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<02:50,  2.13it/s, loss=0.566, pair=0.001, adv=5.171, sprd=0.012]
Ep 034/80 [S2:+mat]:  20%|▊   | 89/453 [00:45<02:50,  2.13it/s, loss=0.575, pair=0.001, adv=7.256, sprd=0.020]
Ep 034/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:46,  2.18it/s, loss=0.575, pair=0.001, adv=7.256, sprd=0.020]
Ep 034/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<02:46,  2.18it/s, loss=0.587, pair=0.002, adv=7.648, sprd=0.021]
Ep 034/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<02:56,  2.06it/s, loss=0.587, pair=0.002, adv=7.648, sprd=0.021]
Ep 034/80 [S2:+mat]:  20%|▊   | 91/453 [00:46<02:56,  2.06it/s, loss=0.602, pair=0.002, adv=5.150, sprd=0.023]
Ep 034/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:49,  2.13it/s, loss=0.602, pair=0.002, adv=5.150, sprd=0.023]
Ep 034/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<02:49,  2.13it/s, loss=0.548, pair=0.003, adv=7.281, sprd=0.016]
Ep 034/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:03,  1.96it/s, loss=0.548, pair=0.003, adv=7.281, sprd=0.016]
Ep 034/80 [S2:+mat]:  21%|▊   | 93/453 [00:47<03:03,  1.96it/s, loss=0.546, pair=0.000, adv=6.557, sprd=0.012]
Ep 034/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:51,  2.10it/s, loss=0.546, pair=0.000, adv=6.557, sprd=0.012]
Ep 034/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<02:51,  2.10it/s, loss=0.741, pair=0.000, adv=5.520, sprd=0.037]
Ep 034/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:00,  1.98it/s, loss=0.741, pair=0.000, adv=5.520, sprd=0.037]
Ep 034/80 [S2:+mat]:  21%|▊   | 95/453 [00:48<03:00,  1.98it/s, loss=0.635, pair=0.041, adv=6.509, sprd=0.021]
Ep 034/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:49,  2.11it/s, loss=0.635, pair=0.041, adv=6.509, sprd=0.021]
Ep 034/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<02:49,  2.11it/s, loss=0.557, pair=0.000, adv=6.677, sprd=0.014]
Ep 034/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<02:57,  2.01it/s, loss=0.557, pair=0.000, adv=6.677, sprd=0.014]
Ep 034/80 [S2:+mat]:  21%|▊   | 97/453 [00:49<02:57,  2.01it/s, loss=0.561, pair=0.003, adv=6.939, sprd=0.017]
Ep 034/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:48,  2.11it/s, loss=0.561, pair=0.003, adv=6.939, sprd=0.017]
Ep 034/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<02:48,  2.11it/s, loss=0.571, pair=0.008, adv=4.789, sprd=0.015]
Ep 034/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<02:51,  2.06it/s, loss=0.571, pair=0.008, adv=4.789, sprd=0.015]
Ep 034/80 [S2:+mat]:  22%|▊   | 99/453 [00:50<02:51,  2.06it/s, loss=0.577, pair=0.000, adv=5.546, sprd=0.017]
Ep 034/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:42,  2.17it/s, loss=0.577, pair=0.000, adv=5.546, sprd=0.017]
Ep 034/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:42,  2.17it/s, loss=0.634, pair=0.008, adv=5.225, sprd=0.030]
Ep 034/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:54,  2.02it/s, loss=0.634, pair=0.008, adv=5.225, sprd=0.030]
Ep 034/80 [S2:+mat]:  22%|▋  | 101/453 [00:51<02:54,  2.02it/s, loss=0.596, pair=0.005, adv=6.065, sprd=0.021]
Ep 034/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:45,  2.12it/s, loss=0.596, pair=0.005, adv=6.065, sprd=0.021]
Ep 034/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:45,  2.12it/s, loss=0.626, pair=0.005, adv=5.602, sprd=0.027]
Ep 034/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:52,  2.02it/s, loss=0.626, pair=0.005, adv=5.602, sprd=0.027]
Ep 034/80 [S2:+mat]:  23%|▋  | 103/453 [00:52<02:52,  2.02it/s, loss=0.662, pair=0.001, adv=5.391, sprd=0.035]
Ep 034/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:46,  2.10it/s, loss=0.662, pair=0.001, adv=5.391, sprd=0.035]
Ep 034/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:46,  2.10it/s, loss=0.595, pair=0.003, adv=5.389, sprd=0.021]
Ep 034/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:52,  2.02it/s, loss=0.595, pair=0.003, adv=5.389, sprd=0.021]
Ep 034/80 [S2:+mat]:  23%|▋  | 105/453 [00:53<02:52,  2.02it/s, loss=0.579, pair=0.010, adv=7.020, sprd=0.019]
Ep 034/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:44,  2.11it/s, loss=0.579, pair=0.010, adv=7.020, sprd=0.019]
Ep 034/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:44,  2.11it/s, loss=0.578, pair=0.003, adv=5.135, sprd=0.016]
Ep 034/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:48,  2.05it/s, loss=0.578, pair=0.003, adv=5.135, sprd=0.016]
Ep 034/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:48,  2.05it/s, loss=0.588, pair=0.006, adv=5.928, sprd=0.020]
Ep 034/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:42,  2.13it/s, loss=0.588, pair=0.006, adv=5.928, sprd=0.020]
Ep 034/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:42,  2.13it/s, loss=0.553, pair=0.001, adv=5.391, sprd=0.017]
Ep 034/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:49,  2.04it/s, loss=0.553, pair=0.001, adv=5.391, sprd=0.017]
Ep 034/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:49,  2.04it/s, loss=0.611, pair=0.005, adv=5.162, sprd=0.024]
Ep 034/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:40,  2.13it/s, loss=0.611, pair=0.005, adv=5.162, sprd=0.024]
Ep 034/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:40,  2.13it/s, loss=0.640, pair=0.016, adv=6.028, sprd=0.028]
Ep 034/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:49,  2.02it/s, loss=0.640, pair=0.016, adv=6.028, sprd=0.028]
Ep 034/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:49,  2.02it/s, loss=0.593, pair=0.001, adv=5.772, sprd=0.024]
Ep 034/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:42,  2.09it/s, loss=0.593, pair=0.001, adv=5.772, sprd=0.024]
Ep 034/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:42,  2.09it/s, loss=0.630, pair=0.000, adv=6.091, sprd=0.026]
Ep 034/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:59,  1.89it/s, loss=0.630, pair=0.000, adv=6.091, sprd=0.026]
Ep 034/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:59,  1.89it/s, loss=0.571, pair=0.002, adv=6.197, sprd=0.016]
Ep 034/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:45,  2.05it/s, loss=0.571, pair=0.002, adv=6.197, sprd=0.016]
Ep 034/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:45,  2.05it/s, loss=0.623, pair=0.004, adv=5.754, sprd=0.027]
Ep 034/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:51,  1.97it/s, loss=0.623, pair=0.004, adv=5.754, sprd=0.027]
Ep 034/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:51,  1.97it/s, loss=0.609, pair=0.004, adv=4.160, sprd=0.020]
Ep 034/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.14it/s, loss=0.609, pair=0.004, adv=4.160, sprd=0.020]
Ep 034/80 [S2:+mat]:  26%|▊  | 116/453 [00:58<02:37,  2.14it/s, loss=0.571, pair=0.005, adv=5.266, sprd=0.019]
Ep 034/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:45,  2.03it/s, loss=0.571, pair=0.005, adv=5.266, sprd=0.019]
Ep 034/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:45,  2.03it/s, loss=0.613, pair=0.002, adv=7.178, sprd=0.023]
Ep 034/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:37,  2.12it/s, loss=0.613, pair=0.002, adv=7.178, sprd=0.023]
Ep 034/80 [S2:+mat]:  26%|▊  | 118/453 [00:59<02:37,  2.12it/s, loss=0.605, pair=0.001, adv=6.239, sprd=0.021]
Ep 034/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:43,  2.04it/s, loss=0.605, pair=0.001, adv=6.239, sprd=0.021]
Ep 034/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:43,  2.04it/s, loss=0.633, pair=0.000, adv=4.190, sprd=0.029]
Ep 034/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:35,  2.14it/s, loss=0.633, pair=0.000, adv=4.190, sprd=0.029]
Ep 034/80 [S2:+mat]:  26%|▊  | 120/453 [01:00<02:35,  2.14it/s, loss=0.595, pair=0.001, adv=5.565, sprd=0.018]
Ep 034/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:41,  2.06it/s, loss=0.595, pair=0.001, adv=5.565, sprd=0.018]
Ep 034/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:41,  2.06it/s, loss=0.551, pair=0.005, adv=5.976, sprd=0.014]
Ep 034/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:32,  2.17it/s, loss=0.551, pair=0.005, adv=5.976, sprd=0.014]
Ep 034/80 [S2:+mat]:  27%|▊  | 122/453 [01:01<02:32,  2.17it/s, loss=0.627, pair=0.004, adv=5.708, sprd=0.027]
Ep 034/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:41,  2.05it/s, loss=0.627, pair=0.004, adv=5.708, sprd=0.027]
Ep 034/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:41,  2.05it/s, loss=0.595, pair=0.003, adv=5.937, sprd=0.021]
Ep 034/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:33,  2.14it/s, loss=0.595, pair=0.003, adv=5.937, sprd=0.021]
Ep 034/80 [S2:+mat]:  27%|▊  | 124/453 [01:02<02:33,  2.14it/s, loss=0.619, pair=0.009, adv=4.678, sprd=0.021]
Ep 034/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:47,  1.96it/s, loss=0.619, pair=0.009, adv=4.678, sprd=0.021]
Ep 034/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:47,  1.96it/s, loss=1.295, pair=2.461, adv=5.625, sprd=0.015]
Ep 034/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:40,  2.04it/s, loss=1.295, pair=2.461, adv=5.625, sprd=0.015]
Ep 034/80 [S2:+mat]:  28%|▊  | 126/453 [01:03<02:40,  2.04it/s, loss=0.586, pair=0.001, adv=7.115, sprd=0.021]
Ep 034/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:55,  1.86it/s, loss=0.586, pair=0.001, adv=7.115, sprd=0.021]
Ep 034/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:55,  1.86it/s, loss=0.632, pair=0.000, adv=5.616, sprd=0.026]
Ep 034/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:46,  1.95it/s, loss=0.632, pair=0.000, adv=5.616, sprd=0.026]
Ep 034/80 [S2:+mat]:  28%|▊  | 128/453 [01:04<02:46,  1.95it/s, loss=0.583, pair=0.000, adv=7.317, sprd=0.018]
Ep 034/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:59,  1.80it/s, loss=0.583, pair=0.000, adv=7.317, sprd=0.018]
Ep 034/80 [S2:+mat]:  28%|▊  | 129/453 [01:05<02:59,  1.80it/s, loss=0.631, pair=0.001, adv=8.202, sprd=0.030]
Ep 034/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:51,  1.89it/s, loss=0.631, pair=0.001, adv=8.202, sprd=0.030]
Ep 034/80 [S2:+mat]:  29%|▊  | 130/453 [01:05<02:51,  1.89it/s, loss=0.620, pair=0.003, adv=4.492, sprd=0.029]
Ep 034/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<03:05,  1.73it/s, loss=0.620, pair=0.003, adv=4.492, sprd=0.029]
Ep 034/80 [S2:+mat]:  29%|▊  | 131/453 [01:06<03:05,  1.73it/s, loss=0.553, pair=0.000, adv=5.191, sprd=0.016]
Ep 034/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:53,  1.85it/s, loss=0.553, pair=0.000, adv=5.191, sprd=0.016]
Ep 034/80 [S2:+mat]:  29%|▊  | 132/453 [01:06<02:53,  1.85it/s, loss=0.585, pair=0.000, adv=3.983, sprd=0.021]
Ep 034/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<03:03,  1.75it/s, loss=0.585, pair=0.000, adv=3.983, sprd=0.021]
Ep 034/80 [S2:+mat]:  29%|▉  | 133/453 [01:07<03:03,  1.75it/s, loss=0.611, pair=0.000, adv=5.511, sprd=0.025]
Ep 034/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:52,  1.85it/s, loss=0.611, pair=0.000, adv=5.511, sprd=0.025]
Ep 034/80 [S2:+mat]:  30%|▉  | 134/453 [01:07<02:52,  1.85it/s, loss=0.607, pair=0.001, adv=4.401, sprd=0.021]
Ep 034/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:59,  1.77it/s, loss=0.607, pair=0.001, adv=4.401, sprd=0.021]
Ep 034/80 [S2:+mat]:  30%|▉  | 135/453 [01:08<02:59,  1.77it/s, loss=0.633, pair=0.004, adv=3.755, sprd=0.027]
Ep 034/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:48,  1.89it/s, loss=0.633, pair=0.004, adv=3.755, sprd=0.027]
Ep 034/80 [S2:+mat]:  30%|▉  | 136/453 [01:08<02:48,  1.89it/s, loss=0.576, pair=0.005, adv=5.651, sprd=0.019]
Ep 034/80 [S2:+mat]:  30%|▉  | 137/453 [01:08<02:59,  1.76it/s, loss=0.576, pair=0.005, adv=5.651, sprd=0.019]
Ep 034/80 [S2:+mat]:  30%|▉  | 137/453 [01:09<02:59,  1.76it/s, loss=0.630, pair=0.008, adv=5.595, sprd=0.027]
Ep 034/80 [S2:+mat]:  30%|▉  | 138/453 [01:09<02:48,  1.87it/s, loss=0.630, pair=0.008, adv=5.595, sprd=0.027]
Ep 034/80 [S2:+mat]:  30%|▉  | 138/453 [01:10<02:48,  1.87it/s, loss=0.565, pair=0.003, adv=6.247, sprd=0.013]
Ep 034/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:54,  1.80it/s, loss=0.565, pair=0.003, adv=6.247, sprd=0.013]
Ep 034/80 [S2:+mat]:  31%|▉  | 139/453 [01:10<02:54,  1.80it/s, loss=0.587, pair=0.006, adv=5.715, sprd=0.017]
Ep 034/80 [S2:+mat]:  31%|▉  | 140/453 [01:10<02:42,  1.93it/s, loss=0.587, pair=0.006, adv=5.715, sprd=0.017]
Ep 034/80 [S2:+mat]:  31%|▉  | 140/453 [01:11<02:42,  1.93it/s, loss=0.583, pair=0.002, adv=5.335, sprd=0.018]
Ep 034/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<03:05,  1.68it/s, loss=0.583, pair=0.002, adv=5.335, sprd=0.018]
Ep 034/80 [S2:+mat]:  31%|▉  | 141/453 [01:11<03:05,  1.68it/s, loss=0.588, pair=0.002, adv=5.461, sprd=0.018]
Ep 034/80 [S2:+mat]:  31%|▉  | 142/453 [01:11<02:49,  1.83it/s, loss=0.588, pair=0.002, adv=5.461, sprd=0.018]
Ep 034/80 [S2:+mat]:  31%|▉  | 142/453 [01:12<02:49,  1.83it/s, loss=0.631, pair=0.001, adv=5.793, sprd=0.028]
Ep 034/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<03:00,  1.71it/s, loss=0.631, pair=0.001, adv=5.793, sprd=0.028]
Ep 034/80 [S2:+mat]:  32%|▉  | 143/453 [01:12<03:00,  1.71it/s, loss=0.643, pair=0.000, adv=4.155, sprd=0.027]
Ep 034/80 [S2:+mat]:  32%|▉  | 144/453 [01:12<02:46,  1.86it/s, loss=0.643, pair=0.000, adv=4.155, sprd=0.027]
Ep 034/80 [S2:+mat]:  32%|▉  | 144/453 [01:13<02:46,  1.86it/s, loss=0.605, pair=0.001, adv=5.321, sprd=0.025]
Ep 034/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:54,  1.76it/s, loss=0.605, pair=0.001, adv=5.321, sprd=0.025]
Ep 034/80 [S2:+mat]:  32%|▉  | 145/453 [01:13<02:54,  1.76it/s, loss=0.572, pair=0.001, adv=5.104, sprd=0.018]
Ep 034/80 [S2:+mat]:  32%|▉  | 146/453 [01:13<02:43,  1.88it/s, loss=0.572, pair=0.001, adv=5.104, sprd=0.018]
Ep 034/80 [S2:+mat]:  32%|▉  | 146/453 [01:14<02:43,  1.88it/s, loss=0.639, pair=0.001, adv=6.481, sprd=0.029]
Ep 034/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:51,  1.78it/s, loss=0.639, pair=0.001, adv=6.481, sprd=0.029]
Ep 034/80 [S2:+mat]:  32%|▉  | 147/453 [01:14<02:51,  1.78it/s, loss=0.588, pair=0.000, adv=4.725, sprd=0.020]
Ep 034/80 [S2:+mat]:  33%|▉  | 148/453 [01:14<02:40,  1.90it/s, loss=0.588, pair=0.000, adv=4.725, sprd=0.020]
Ep 034/80 [S2:+mat]:  33%|▉  | 148/453 [01:15<02:40,  1.90it/s, loss=0.602, pair=0.000, adv=5.116, sprd=0.022]
Ep 034/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:48,  1.81it/s, loss=0.602, pair=0.000, adv=5.116, sprd=0.022]
Ep 034/80 [S2:+mat]:  33%|▉  | 149/453 [01:15<02:48,  1.81it/s, loss=0.638, pair=0.004, adv=4.187, sprd=0.026]
Ep 034/80 [S2:+mat]:  33%|▉  | 150/453 [01:15<02:36,  1.94it/s, loss=0.638, pair=0.004, adv=4.187, sprd=0.026]
Ep 034/80 [S2:+mat]:  33%|▉  | 150/453 [01:16<02:36,  1.94it/s, loss=0.604, pair=0.001, adv=4.982, sprd=0.022]
Ep 034/80 [S2:+mat]:  33%|█  | 151/453 [01:16<02:46,  1.81it/s, loss=0.604, pair=0.001, adv=4.982, sprd=0.022]
Ep 034/80 [S2:+mat]:  33%|█  | 151/453 [01:17<02:46,  1.81it/s, loss=0.588, pair=0.002, adv=6.620, sprd=0.022]
Ep 034/80 [S2:+mat]:  34%|█  | 152/453 [01:17<02:38,  1.90it/s, loss=0.588, pair=0.002, adv=6.620, sprd=0.022]
Ep 034/80 [S2:+mat]:  34%|█  | 152/453 [01:17<02:38,  1.90it/s, loss=0.613, pair=0.003, adv=4.686, sprd=0.026]
Ep 034/80 [S2:+mat]:  34%|█  | 153/453 [01:17<02:47,  1.79it/s, loss=0.613, pair=0.003, adv=4.686, sprd=0.026]
Ep 034/80 [S2:+mat]:  34%|█  | 153/453 [01:18<02:47,  1.79it/s, loss=1.467, pair=2.811, adv=7.087, sprd=0.026]
Ep 034/80 [S2:+mat]:  34%|█  | 154/453 [01:18<02:36,  1.91it/s, loss=1.467, pair=2.811, adv=7.087, sprd=0.026]
Ep 034/80 [S2:+mat]:  34%|█  | 154/453 [01:18<02:36,  1.91it/s, loss=0.577, pair=0.005, adv=5.735, sprd=0.014]
Ep 034/80 [S2:+mat]:  34%|█  | 155/453 [01:18<02:34,  1.93it/s, loss=0.577, pair=0.005, adv=5.735, sprd=0.014]
Ep 034/80 [S2:+mat]:  34%|█  | 155/453 [01:19<02:34,  1.93it/s, loss=0.608, pair=0.000, adv=6.093, sprd=0.028]
Ep 034/80 [S2:+mat]:  34%|█  | 156/453 [01:19<02:26,  2.02it/s, loss=0.608, pair=0.000, adv=6.093, sprd=0.028]
Ep 034/80 [S2:+mat]:  34%|█  | 156/453 [01:19<02:26,  2.02it/s, loss=0.616, pair=0.016, adv=4.730, sprd=0.022]
Ep 034/80 [S2:+mat]:  35%|█  | 157/453 [01:19<02:29,  1.98it/s, loss=0.616, pair=0.016, adv=4.730, sprd=0.022]
Ep 034/80 [S2:+mat]:  35%|█  | 157/453 [01:20<02:29,  1.98it/s, loss=0.811, pair=0.748, adv=7.668, sprd=0.024]
Ep 034/80 [S2:+mat]:  35%|█  | 158/453 [01:20<02:22,  2.07it/s, loss=0.811, pair=0.748, adv=7.668, sprd=0.024]
Ep 034/80 [S2:+mat]:  35%|█  | 158/453 [01:20<02:22,  2.07it/s, loss=0.615, pair=0.002, adv=5.474, sprd=0.027]
Ep 034/80 [S2:+mat]:  35%|█  | 159/453 [01:20<02:27,  1.99it/s, loss=0.615, pair=0.002, adv=5.474, sprd=0.027]
Ep 034/80 [S2:+mat]:  35%|█  | 159/453 [01:21<02:27,  1.99it/s, loss=0.585, pair=0.006, adv=7.237, sprd=0.018]
Ep 034/80 [S2:+mat]:  35%|█  | 160/453 [01:21<02:19,  2.11it/s, loss=0.585, pair=0.006, adv=7.237, sprd=0.018]
Ep 034/80 [S2:+mat]:  35%|█  | 160/453 [01:21<02:19,  2.11it/s, loss=0.614, pair=0.000, adv=6.092, sprd=0.025]
Ep 034/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:23,  2.03it/s, loss=0.614, pair=0.000, adv=6.092, sprd=0.025]
Ep 034/80 [S2:+mat]:  36%|█  | 161/453 [01:21<02:23,  2.03it/s, loss=0.630, pair=0.013, adv=6.959, sprd=0.025]
Ep 034/80 [S2:+mat]:  36%|█  | 162/453 [01:21<02:17,  2.12it/s, loss=0.630, pair=0.013, adv=6.959, sprd=0.025]
Ep 034/80 [S2:+mat]:  36%|█  | 162/453 [01:22<02:17,  2.12it/s, loss=0.572, pair=0.007, adv=5.724, sprd=0.016]
Ep 034/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:21,  2.05it/s, loss=0.572, pair=0.007, adv=5.724, sprd=0.016]
Ep 034/80 [S2:+mat]:  36%|█  | 163/453 [01:22<02:21,  2.05it/s, loss=0.632, pair=0.004, adv=6.075, sprd=0.029]
Ep 034/80 [S2:+mat]:  36%|█  | 164/453 [01:22<02:16,  2.12it/s, loss=0.632, pair=0.004, adv=6.075, sprd=0.029]
Ep 034/80 [S2:+mat]:  36%|█  | 164/453 [01:23<02:16,  2.12it/s, loss=0.604, pair=0.003, adv=4.056, sprd=0.026]
Ep 034/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:23,  2.01it/s, loss=0.604, pair=0.003, adv=4.056, sprd=0.026]
Ep 034/80 [S2:+mat]:  36%|█  | 165/453 [01:23<02:23,  2.01it/s, loss=0.564, pair=0.000, adv=5.902, sprd=0.017]
Ep 034/80 [S2:+mat]:  37%|█  | 166/453 [01:23<02:16,  2.10it/s, loss=0.564, pair=0.000, adv=5.902, sprd=0.017]
Ep 034/80 [S2:+mat]:  37%|█  | 166/453 [01:24<02:16,  2.10it/s, loss=0.585, pair=0.000, adv=6.614, sprd=0.021]
Ep 034/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:23,  1.99it/s, loss=0.585, pair=0.000, adv=6.614, sprd=0.021]
Ep 034/80 [S2:+mat]:  37%|█  | 167/453 [01:24<02:23,  1.99it/s, loss=0.618, pair=0.000, adv=5.503, sprd=0.019]
Ep 034/80 [S2:+mat]:  37%|█  | 168/453 [01:24<02:13,  2.13it/s, loss=0.618, pair=0.000, adv=5.503, sprd=0.019]
Ep 034/80 [S2:+mat]:  37%|█  | 168/453 [01:25<02:13,  2.13it/s, loss=0.568, pair=0.073, adv=6.412, sprd=0.012]
Ep 034/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:17,  2.07it/s, loss=0.568, pair=0.073, adv=6.412, sprd=0.012]
Ep 034/80 [S2:+mat]:  37%|█  | 169/453 [01:25<02:17,  2.07it/s, loss=0.554, pair=0.000, adv=4.384, sprd=0.016]
Ep 034/80 [S2:+mat]:  38%|█▏ | 170/453 [01:25<02:10,  2.16it/s, loss=0.554, pair=0.000, adv=4.384, sprd=0.016]
Ep 034/80 [S2:+mat]:  38%|█▏ | 170/453 [01:26<02:10,  2.16it/s, loss=0.569, pair=0.000, adv=7.920, sprd=0.018]
Ep 034/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:23,  1.97it/s, loss=0.569, pair=0.000, adv=7.920, sprd=0.018]
Ep 034/80 [S2:+mat]:  38%|█▏ | 171/453 [01:26<02:23,  1.97it/s, loss=0.650, pair=0.004, adv=4.615, sprd=0.032]
Ep 034/80 [S2:+mat]:  38%|█▏ | 172/453 [01:26<02:15,  2.07it/s, loss=0.650, pair=0.004, adv=4.615, sprd=0.032]
Ep 034/80 [S2:+mat]:  38%|█▏ | 172/453 [01:27<02:15,  2.07it/s, loss=0.783, pair=0.627, adv=6.512, sprd=0.024]
Ep 034/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:20,  1.99it/s, loss=0.783, pair=0.627, adv=6.512, sprd=0.024]
Ep 034/80 [S2:+mat]:  38%|█▏ | 173/453 [01:27<02:20,  1.99it/s, loss=0.555, pair=0.001, adv=6.767, sprd=0.013]
Ep 034/80 [S2:+mat]:  38%|█▏ | 174/453 [01:27<02:11,  2.12it/s, loss=0.555, pair=0.001, adv=6.767, sprd=0.013]
Ep 034/80 [S2:+mat]:  38%|█▏ | 174/453 [01:28<02:11,  2.12it/s, loss=0.616, pair=0.000, adv=3.579, sprd=0.024]
Ep 034/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:16,  2.04it/s, loss=0.616, pair=0.000, adv=3.579, sprd=0.024]
Ep 034/80 [S2:+mat]:  39%|█▏ | 175/453 [01:28<02:16,  2.04it/s, loss=0.606, pair=0.000, adv=5.383, sprd=0.020]
Ep 034/80 [S2:+mat]:  39%|█▏ | 176/453 [01:28<02:07,  2.17it/s, loss=0.606, pair=0.000, adv=5.383, sprd=0.020]
Ep 034/80 [S2:+mat]:  39%|█▏ | 176/453 [01:29<02:07,  2.17it/s, loss=0.598, pair=0.000, adv=4.480, sprd=0.020]
Ep 034/80 [S2:+mat]:  39%|█▏ | 177/453 [01:29<02:11,  2.09it/s, loss=0.598, pair=0.000, adv=4.480, sprd=0.020]
Ep 034/80 [S2:+mat]:  39%|█▏ | 177/453 [01:29<02:11,  2.09it/s, loss=0.633, pair=0.000, adv=5.437, sprd=0.033]
Ep 034/80 [S2:+mat]:  39%|█▏ | 178/453 [01:29<02:09,  2.13it/s, loss=0.633, pair=0.000, adv=5.437, sprd=0.033]
Ep 034/80 [S2:+mat]:  39%|█▏ | 178/453 [01:30<02:09,  2.13it/s, loss=0.616, pair=0.001, adv=5.346, sprd=0.028]
Ep 034/80 [S2:+mat]:  40%|█▏ | 179/453 [01:30<02:16,  2.00it/s, loss=0.616, pair=0.001, adv=5.346, sprd=0.028]
Ep 034/80 [S2:+mat]:  40%|█▏ | 179/453 [01:30<02:16,  2.00it/s, loss=0.581, pair=0.001, adv=4.893, sprd=0.018]
Ep 034/80 [S2:+mat]:  40%|█▏ | 180/453 [01:30<02:08,  2.13it/s, loss=0.581, pair=0.001, adv=4.893, sprd=0.018]
Ep 034/80 [S2:+mat]:  40%|█▏ | 180/453 [01:31<02:08,  2.13it/s, loss=0.579, pair=0.003, adv=5.704, sprd=0.018]
Ep 034/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:11,  2.07it/s, loss=0.579, pair=0.003, adv=5.704, sprd=0.018]
Ep 034/80 [S2:+mat]:  40%|█▏ | 181/453 [01:31<02:11,  2.07it/s, loss=0.588, pair=0.004, adv=6.409, sprd=0.016]
Ep 034/80 [S2:+mat]:  40%|█▏ | 182/453 [01:31<02:03,  2.19it/s, loss=0.588, pair=0.004, adv=6.409, sprd=0.016]
Ep 034/80 [S2:+mat]:  40%|█▏ | 182/453 [01:32<02:03,  2.19it/s, loss=0.576, pair=0.004, adv=4.952, sprd=0.016]
Ep 034/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:08,  2.11it/s, loss=0.576, pair=0.004, adv=4.952, sprd=0.016]
Ep 034/80 [S2:+mat]:  40%|█▏ | 183/453 [01:32<02:08,  2.11it/s, loss=0.558, pair=0.001, adv=6.155, sprd=0.014]
Ep 034/80 [S2:+mat]:  41%|█▏ | 184/453 [01:32<02:02,  2.20it/s, loss=0.558, pair=0.001, adv=6.155, sprd=0.014]
Ep 034/80 [S2:+mat]:  41%|█▏ | 184/453 [01:33<02:02,  2.20it/s, loss=0.616, pair=0.000, adv=6.614, sprd=0.027]
Ep 034/80 [S2:+mat]:  41%|█▏ | 185/453 [01:33<02:09,  2.07it/s, loss=0.616, pair=0.000, adv=6.614, sprd=0.027]
Ep 034/80 [S2:+mat]:  41%|█▏ | 185/453 [01:33<02:09,  2.07it/s, loss=0.624, pair=0.001, adv=6.723, sprd=0.025]
Ep 034/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:04,  2.14it/s, loss=0.624, pair=0.001, adv=6.723, sprd=0.025]
Ep 034/80 [S2:+mat]:  41%|█▏ | 186/453 [01:33<02:04,  2.14it/s, loss=0.611, pair=0.002, adv=5.317, sprd=0.023]
Ep 034/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:08,  2.07it/s, loss=0.611, pair=0.002, adv=5.317, sprd=0.023]
Ep 034/80 [S2:+mat]:  41%|█▏ | 187/453 [01:34<02:08,  2.07it/s, loss=0.590, pair=0.002, adv=6.043, sprd=0.019]
Ep 034/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:02,  2.17it/s, loss=0.590, pair=0.002, adv=6.043, sprd=0.019]
Ep 034/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:02,  2.17it/s, loss=0.618, pair=0.001, adv=7.292, sprd=0.022]
Ep 034/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:07,  2.06it/s, loss=0.618, pair=0.001, adv=7.292, sprd=0.022]
Ep 034/80 [S2:+mat]:  42%|█▎ | 189/453 [01:35<02:07,  2.06it/s, loss=0.605, pair=0.000, adv=5.602, sprd=0.019]
Ep 034/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:00,  2.18it/s, loss=0.605, pair=0.000, adv=5.602, sprd=0.019]
Ep 034/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:00,  2.18it/s, loss=0.609, pair=0.002, adv=3.345, sprd=0.026]
Ep 034/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:06,  2.08it/s, loss=0.609, pair=0.002, adv=3.345, sprd=0.026]
Ep 034/80 [S2:+mat]:  42%|█▎ | 191/453 [01:36<02:06,  2.08it/s, loss=0.597, pair=0.003, adv=3.758, sprd=0.021]
Ep 034/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<01:59,  2.18it/s, loss=0.597, pair=0.003, adv=3.758, sprd=0.021]
Ep 034/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<01:59,  2.18it/s, loss=0.573, pair=0.000, adv=4.703, sprd=0.017]
Ep 034/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:04,  2.09it/s, loss=0.573, pair=0.000, adv=4.703, sprd=0.017]
Ep 034/80 [S2:+mat]:  43%|█▎ | 193/453 [01:37<02:04,  2.09it/s, loss=0.616, pair=0.000, adv=5.688, sprd=0.023]
Ep 034/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<01:59,  2.17it/s, loss=0.616, pair=0.000, adv=5.688, sprd=0.023]
Ep 034/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<01:59,  2.17it/s, loss=0.604, pair=0.001, adv=5.767, sprd=0.024]
Ep 034/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:13,  1.94it/s, loss=0.604, pair=0.001, adv=5.767, sprd=0.024]
Ep 034/80 [S2:+mat]:  43%|█▎ | 195/453 [01:38<02:13,  1.94it/s, loss=0.631, pair=0.042, adv=6.542, sprd=0.022]
Ep 034/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:04,  2.07it/s, loss=0.631, pair=0.042, adv=6.542, sprd=0.022]
Ep 034/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:04,  2.07it/s, loss=0.624, pair=0.001, adv=4.796, sprd=0.015]
Ep 034/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:06,  2.02it/s, loss=0.624, pair=0.001, adv=4.796, sprd=0.015]
Ep 034/80 [S2:+mat]:  43%|█▎ | 197/453 [01:39<02:06,  2.02it/s, loss=0.555, pair=0.000, adv=5.752, sprd=0.016]
Ep 034/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:00,  2.12it/s, loss=0.555, pair=0.000, adv=5.752, sprd=0.016]
Ep 034/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:00,  2.12it/s, loss=0.563, pair=0.000, adv=5.952, sprd=0.016]
Ep 034/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:06,  2.01it/s, loss=0.563, pair=0.000, adv=5.952, sprd=0.016]
Ep 034/80 [S2:+mat]:  44%|█▎ | 199/453 [01:40<02:06,  2.01it/s, loss=0.615, pair=0.000, adv=5.175, sprd=0.021]
Ep 034/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<01:58,  2.14it/s, loss=0.615, pair=0.000, adv=5.175, sprd=0.021]
Ep 034/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<01:58,  2.14it/s, loss=0.579, pair=0.001, adv=4.146, sprd=0.019]
Ep 034/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:03,  2.03it/s, loss=0.579, pair=0.001, adv=4.146, sprd=0.019]
Ep 034/80 [S2:+mat]:  44%|█▎ | 201/453 [01:41<02:03,  2.03it/s, loss=0.620, pair=0.000, adv=5.645, sprd=0.028]
Ep 034/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:59,  2.11it/s, loss=0.620, pair=0.000, adv=5.645, sprd=0.028]
Ep 034/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:59,  2.11it/s, loss=0.571, pair=0.000, adv=5.506, sprd=0.017]
Ep 034/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:03,  2.03it/s, loss=0.571, pair=0.000, adv=5.506, sprd=0.017]
Ep 034/80 [S2:+mat]:  45%|█▎ | 203/453 [01:42<02:03,  2.03it/s, loss=0.598, pair=0.001, adv=5.568, sprd=0.020]
Ep 034/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:56,  2.14it/s, loss=0.598, pair=0.001, adv=5.568, sprd=0.020]
Ep 034/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:56,  2.14it/s, loss=0.606, pair=0.001, adv=5.759, sprd=0.024]
Ep 034/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:01,  2.05it/s, loss=0.606, pair=0.001, adv=5.759, sprd=0.024]
Ep 034/80 [S2:+mat]:  45%|█▎ | 205/453 [01:43<02:01,  2.05it/s, loss=0.553, pair=0.010, adv=3.229, sprd=0.017]
Ep 034/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:53,  2.19it/s, loss=0.553, pair=0.010, adv=3.229, sprd=0.017]
Ep 034/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:53,  2.19it/s, loss=0.625, pair=0.003, adv=5.238, sprd=0.029]
Ep 034/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:59,  2.06it/s, loss=0.625, pair=0.003, adv=5.238, sprd=0.029]
Ep 034/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<01:59,  2.06it/s, loss=0.566, pair=0.003, adv=3.225, sprd=0.017]
Ep 034/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:51,  2.20it/s, loss=0.566, pair=0.003, adv=3.225, sprd=0.017]
Ep 034/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:51,  2.20it/s, loss=0.596, pair=0.002, adv=4.299, sprd=0.021]
Ep 034/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:56,  2.09it/s, loss=0.596, pair=0.002, adv=4.299, sprd=0.021]
Ep 034/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:56,  2.09it/s, loss=0.625, pair=0.007, adv=3.391, sprd=0.027]
Ep 034/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:51,  2.18it/s, loss=0.625, pair=0.007, adv=3.391, sprd=0.027]
Ep 034/80 [S2:+mat]:  46%|█▍ | 210/453 [01:45<01:51,  2.18it/s, loss=0.608, pair=0.001, adv=4.898, sprd=0.025]
Ep 034/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:57,  2.06it/s, loss=0.608, pair=0.001, adv=4.898, sprd=0.025]
Ep 034/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:57,  2.06it/s, loss=0.611, pair=0.001, adv=5.333, sprd=0.017]
Ep 034/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:50,  2.19it/s, loss=0.611, pair=0.001, adv=5.333, sprd=0.017]
Ep 034/80 [S2:+mat]:  47%|█▍ | 212/453 [01:46<01:50,  2.19it/s, loss=0.626, pair=0.001, adv=4.631, sprd=0.023]
Ep 034/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:53,  2.11it/s, loss=0.626, pair=0.001, adv=4.631, sprd=0.023]
Ep 034/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:53,  2.11it/s, loss=0.613, pair=0.003, adv=5.006, sprd=0.025]
Ep 034/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:49,  2.18it/s, loss=0.613, pair=0.003, adv=5.006, sprd=0.025]
Ep 034/80 [S2:+mat]:  47%|█▍ | 214/453 [01:47<01:49,  2.18it/s, loss=0.669, pair=0.001, adv=4.650, sprd=0.022]
Ep 034/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:54,  2.08it/s, loss=0.669, pair=0.001, adv=4.650, sprd=0.022]
Ep 034/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:54,  2.08it/s, loss=0.567, pair=0.000, adv=5.457, sprd=0.017]
Ep 034/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:49,  2.16it/s, loss=0.567, pair=0.000, adv=5.457, sprd=0.017]
Ep 034/80 [S2:+mat]:  48%|█▍ | 216/453 [01:48<01:49,  2.16it/s, loss=0.600, pair=0.002, adv=5.272, sprd=0.025]
Ep 034/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:55,  2.04it/s, loss=0.600, pair=0.002, adv=5.272, sprd=0.025]
Ep 034/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:55,  2.04it/s, loss=0.614, pair=0.005, adv=5.009, sprd=0.027]
Ep 034/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:51,  2.10it/s, loss=0.614, pair=0.005, adv=5.009, sprd=0.027]
Ep 034/80 [S2:+mat]:  48%|█▍ | 218/453 [01:49<01:51,  2.10it/s, loss=0.578, pair=0.000, adv=5.634, sprd=0.017]
Ep 034/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:55,  2.02it/s, loss=0.578, pair=0.000, adv=5.634, sprd=0.017]
Ep 034/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:55,  2.02it/s, loss=0.584, pair=0.000, adv=4.411, sprd=0.020]
Ep 034/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:49,  2.13it/s, loss=0.584, pair=0.000, adv=4.411, sprd=0.020]
Ep 034/80 [S2:+mat]:  49%|█▍ | 220/453 [01:50<01:49,  2.13it/s, loss=0.548, pair=0.001, adv=5.195, sprd=0.012]
Ep 034/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:51,  2.08it/s, loss=0.548, pair=0.001, adv=5.195, sprd=0.012]
Ep 034/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:51,  2.08it/s, loss=0.628, pair=0.001, adv=4.741, sprd=0.028]
Ep 034/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:47,  2.15it/s, loss=0.628, pair=0.001, adv=4.741, sprd=0.028]
Ep 034/80 [S2:+mat]:  49%|█▍ | 222/453 [01:51<01:47,  2.15it/s, loss=0.649, pair=0.003, adv=4.155, sprd=0.021]
Ep 034/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:59,  1.92it/s, loss=0.649, pair=0.003, adv=4.155, sprd=0.021]
Ep 034/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:59,  1.92it/s, loss=0.585, pair=0.000, adv=5.241, sprd=0.020]
Ep 034/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:54,  2.00it/s, loss=0.585, pair=0.000, adv=5.241, sprd=0.020]
Ep 034/80 [S2:+mat]:  49%|█▍ | 224/453 [01:52<01:54,  2.00it/s, loss=0.599, pair=0.000, adv=6.478, sprd=0.021]
Ep 034/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:01,  1.87it/s, loss=0.599, pair=0.000, adv=6.478, sprd=0.021]
Ep 034/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<02:01,  1.87it/s, loss=0.613, pair=0.000, adv=5.611, sprd=0.023]
Ep 034/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:55,  1.96it/s, loss=0.613, pair=0.000, adv=5.611, sprd=0.023]
Ep 034/80 [S2:+mat]:  50%|█▍ | 226/453 [01:53<01:55,  1.96it/s, loss=1.374, pair=2.416, adv=3.997, sprd=0.033]
Ep 034/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:03,  1.83it/s, loss=1.374, pair=2.416, adv=3.997, sprd=0.033]
Ep 034/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<02:03,  1.83it/s, loss=0.554, pair=0.000, adv=6.883, sprd=0.017]
Ep 034/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:56,  1.93it/s, loss=0.554, pair=0.000, adv=6.883, sprd=0.017]
Ep 034/80 [S2:+mat]:  50%|█▌ | 228/453 [01:54<01:56,  1.93it/s, loss=0.611, pair=0.001, adv=5.312, sprd=0.025]
Ep 034/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<02:03,  1.81it/s, loss=0.611, pair=0.001, adv=5.312, sprd=0.025]
Ep 034/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<02:03,  1.81it/s, loss=1.304, pair=2.463, adv=6.526, sprd=0.015]
Ep 034/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:55,  1.93it/s, loss=1.304, pair=2.463, adv=6.526, sprd=0.015]
Ep 034/80 [S2:+mat]:  51%|█▌ | 230/453 [01:55<01:55,  1.93it/s, loss=0.602, pair=0.005, adv=4.539, sprd=0.019]
Ep 034/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:01,  1.82it/s, loss=0.602, pair=0.005, adv=4.539, sprd=0.019]
Ep 034/80 [S2:+mat]:  51%|█▌ | 231/453 [01:55<02:01,  1.82it/s, loss=0.777, pair=0.647, adv=5.906, sprd=0.016]
Ep 034/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:52,  1.96it/s, loss=0.777, pair=0.647, adv=5.906, sprd=0.016]
Ep 034/80 [S2:+mat]:  51%|█▌ | 232/453 [01:56<01:52,  1.96it/s, loss=0.682, pair=0.001, adv=5.068, sprd=0.023]
Ep 034/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:58,  1.85it/s, loss=0.682, pair=0.001, adv=5.068, sprd=0.023]
Ep 034/80 [S2:+mat]:  51%|█▌ | 233/453 [01:57<01:58,  1.85it/s, loss=0.568, pair=0.001, adv=5.831, sprd=0.015]
Ep 034/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:51,  1.97it/s, loss=0.568, pair=0.001, adv=5.831, sprd=0.015]
Ep 034/80 [S2:+mat]:  52%|█▌ | 234/453 [01:57<01:51,  1.97it/s, loss=0.620, pair=0.001, adv=6.297, sprd=0.023]
Ep 034/80 [S2:+mat]:  52%|█▌ | 235/453 [01:57<01:59,  1.82it/s, loss=0.620, pair=0.001, adv=6.297, sprd=0.023]
Ep 034/80 [S2:+mat]:  52%|█▌ | 235/453 [01:58<01:59,  1.82it/s, loss=0.630, pair=0.001, adv=3.647, sprd=0.026]
Ep 034/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:52,  1.93it/s, loss=0.630, pair=0.001, adv=3.647, sprd=0.026]
Ep 034/80 [S2:+mat]:  52%|█▌ | 236/453 [01:58<01:52,  1.93it/s, loss=0.554, pair=0.000, adv=6.830, sprd=0.015]
Ep 034/80 [S2:+mat]:  52%|█▌ | 237/453 [01:58<01:57,  1.84it/s, loss=0.554, pair=0.000, adv=6.830, sprd=0.015]
Ep 034/80 [S2:+mat]:  52%|█▌ | 237/453 [01:59<01:57,  1.84it/s, loss=0.580, pair=0.000, adv=4.247, sprd=0.019]
Ep 034/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:49,  1.96it/s, loss=0.580, pair=0.000, adv=4.247, sprd=0.019]
Ep 034/80 [S2:+mat]:  53%|█▌ | 238/453 [01:59<01:49,  1.96it/s, loss=0.583, pair=0.000, adv=4.481, sprd=0.019]
Ep 034/80 [S2:+mat]:  53%|█▌ | 239/453 [01:59<01:55,  1.85it/s, loss=0.583, pair=0.000, adv=4.481, sprd=0.019]
Ep 034/80 [S2:+mat]:  53%|█▌ | 239/453 [02:00<01:55,  1.85it/s, loss=0.604, pair=0.005, adv=3.397, sprd=0.026]
Ep 034/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:50,  1.93it/s, loss=0.604, pair=0.005, adv=3.397, sprd=0.026]
Ep 034/80 [S2:+mat]:  53%|█▌ | 240/453 [02:00<01:50,  1.93it/s, loss=0.580, pair=0.004, adv=7.343, sprd=0.018]
Ep 034/80 [S2:+mat]:  53%|█▌ | 241/453 [02:00<01:59,  1.78it/s, loss=0.580, pair=0.004, adv=7.343, sprd=0.018]
Ep 034/80 [S2:+mat]:  53%|█▌ | 241/453 [02:01<01:59,  1.78it/s, loss=0.562, pair=0.000, adv=6.141, sprd=0.017]
Ep 034/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:50,  1.90it/s, loss=0.562, pair=0.000, adv=6.141, sprd=0.017]
Ep 034/80 [S2:+mat]:  53%|█▌ | 242/453 [02:01<01:50,  1.90it/s, loss=0.582, pair=0.000, adv=3.673, sprd=0.022]
Ep 034/80 [S2:+mat]:  54%|█▌ | 243/453 [02:01<01:57,  1.78it/s, loss=0.582, pair=0.000, adv=3.673, sprd=0.022]
Ep 034/80 [S2:+mat]:  54%|█▌ | 243/453 [02:02<01:57,  1.78it/s, loss=0.636, pair=0.001, adv=4.814, sprd=0.031]
Ep 034/80 [S2:+mat]:  54%|█▌ | 244/453 [02:02<01:51,  1.87it/s, loss=0.636, pair=0.001, adv=4.814, sprd=0.031]
Ep 034/80 [S2:+mat]:  54%|█▌ | 244/453 [02:03<01:51,  1.87it/s, loss=0.594, pair=0.001, adv=5.809, sprd=0.019]
Ep 034/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:55,  1.80it/s, loss=0.594, pair=0.001, adv=5.809, sprd=0.019]
Ep 034/80 [S2:+mat]:  54%|█▌ | 245/453 [02:03<01:55,  1.80it/s, loss=0.605, pair=0.002, adv=6.551, sprd=0.021]
Ep 034/80 [S2:+mat]:  54%|█▋ | 246/453 [02:03<01:47,  1.93it/s, loss=0.605, pair=0.002, adv=6.551, sprd=0.021]
Ep 034/80 [S2:+mat]:  54%|█▋ | 246/453 [02:04<01:47,  1.93it/s, loss=0.589, pair=0.002, adv=5.709, sprd=0.020]
Ep 034/80 [S2:+mat]:  55%|█▋ | 247/453 [02:04<01:56,  1.78it/s, loss=0.589, pair=0.002, adv=5.709, sprd=0.020]
Ep 034/80 [S2:+mat]:  55%|█▋ | 247/453 [02:04<01:56,  1.78it/s, loss=0.609, pair=0.000, adv=4.807, sprd=0.021]
Ep 034/80 [S2:+mat]:  55%|█▋ | 248/453 [02:04<01:47,  1.90it/s, loss=0.609, pair=0.000, adv=4.807, sprd=0.021]
Ep 034/80 [S2:+mat]:  55%|█▋ | 248/453 [02:05<01:47,  1.90it/s, loss=0.538, pair=0.000, adv=2.942, sprd=0.023]
Ep 034/80 [S2:+mat]:  55%|█▋ | 249/453 [02:05<01:54,  1.79it/s, loss=0.538, pair=0.000, adv=2.942, sprd=0.023]
Ep 034/80 [S2:+mat]:  55%|█▋ | 249/453 [02:05<01:54,  1.79it/s, loss=0.637, pair=0.001, adv=4.526, sprd=0.033]
Ep 034/80 [S2:+mat]:  55%|█▋ | 250/453 [02:05<01:48,  1.88it/s, loss=0.637, pair=0.001, adv=4.526, sprd=0.033]
Ep 034/80 [S2:+mat]:  55%|█▋ | 250/453 [02:06<01:48,  1.88it/s, loss=0.589, pair=0.002, adv=3.550, sprd=0.019]
Ep 034/80 [S2:+mat]:  55%|█▋ | 251/453 [02:06<01:59,  1.69it/s, loss=0.589, pair=0.002, adv=3.550, sprd=0.019]
Ep 034/80 [S2:+mat]:  55%|█▋ | 251/453 [02:06<01:59,  1.69it/s, loss=0.576, pair=0.003, adv=5.586, sprd=0.015]
Ep 034/80 [S2:+mat]:  56%|█▋ | 252/453 [02:06<01:47,  1.87it/s, loss=0.576, pair=0.003, adv=5.586, sprd=0.015]
Ep 034/80 [S2:+mat]:  56%|█▋ | 252/453 [02:07<01:47,  1.87it/s, loss=0.601, pair=0.000, adv=4.292, sprd=0.022]
Ep 034/80 [S2:+mat]:  56%|█▋ | 253/453 [02:07<01:47,  1.86it/s, loss=0.601, pair=0.000, adv=4.292, sprd=0.022]
Ep 034/80 [S2:+mat]:  56%|█▋ | 253/453 [02:07<01:47,  1.86it/s, loss=0.572, pair=0.001, adv=6.147, sprd=0.018]
Ep 034/80 [S2:+mat]:  56%|█▋ | 254/453 [02:07<01:39,  2.00it/s, loss=0.572, pair=0.001, adv=6.147, sprd=0.018]
Ep 034/80 [S2:+mat]:  56%|█▋ | 254/453 [02:08<01:39,  2.00it/s, loss=1.306, pair=2.432, adv=4.521, sprd=0.019]
Ep 034/80 [S2:+mat]:  56%|█▋ | 255/453 [02:08<01:39,  1.98it/s, loss=1.306, pair=2.432, adv=4.521, sprd=0.019]
Ep 034/80 [S2:+mat]:  56%|█▋ | 255/453 [02:08<01:39,  1.98it/s, loss=0.532, pair=0.002, adv=3.069, sprd=0.017]
Ep 034/80 [S2:+mat]:  57%|█▋ | 256/453 [02:08<01:33,  2.11it/s, loss=0.532, pair=0.002, adv=3.069, sprd=0.017]
Ep 034/80 [S2:+mat]:  57%|█▋ | 256/453 [02:09<01:33,  2.11it/s, loss=0.620, pair=0.000, adv=4.539, sprd=0.027]
Ep 034/80 [S2:+mat]:  57%|█▋ | 257/453 [02:09<01:37,  2.02it/s, loss=0.620, pair=0.000, adv=4.539, sprd=0.027]
Ep 034/80 [S2:+mat]:  57%|█▋ | 257/453 [02:09<01:37,  2.02it/s, loss=0.559, pair=0.001, adv=4.645, sprd=0.016]
Ep 034/80 [S2:+mat]:  57%|█▋ | 258/453 [02:09<01:31,  2.13it/s, loss=0.559, pair=0.001, adv=4.645, sprd=0.016]
Ep 034/80 [S2:+mat]:  57%|█▋ | 258/453 [02:10<01:31,  2.13it/s, loss=0.676, pair=0.003, adv=4.233, sprd=0.024]
Ep 034/80 [S2:+mat]:  57%|█▋ | 259/453 [02:10<01:34,  2.06it/s, loss=0.676, pair=0.003, adv=4.233, sprd=0.024]
Ep 034/80 [S2:+mat]:  57%|█▋ | 259/453 [02:10<01:34,  2.06it/s, loss=0.619, pair=0.000, adv=7.158, sprd=0.027]
Ep 034/80 [S2:+mat]:  57%|█▋ | 260/453 [02:10<01:30,  2.13it/s, loss=0.619, pair=0.000, adv=7.158, sprd=0.027]
Ep 034/80 [S2:+mat]:  57%|█▋ | 260/453 [02:11<01:30,  2.13it/s, loss=0.610, pair=0.004, adv=3.558, sprd=0.022]
Ep 034/80 [S2:+mat]:  58%|█▋ | 261/453 [02:11<01:33,  2.06it/s, loss=0.610, pair=0.004, adv=3.558, sprd=0.022]
Ep 034/80 [S2:+mat]:  58%|█▋ | 261/453 [02:11<01:33,  2.06it/s, loss=0.600, pair=0.000, adv=4.900, sprd=0.021]
Ep 034/80 [S2:+mat]:  58%|█▋ | 262/453 [02:11<01:28,  2.17it/s, loss=0.600, pair=0.000, adv=4.900, sprd=0.021]
Ep 034/80 [S2:+mat]:  58%|█▋ | 262/453 [02:12<01:28,  2.17it/s, loss=0.621, pair=0.010, adv=3.999, sprd=0.021]
Ep 034/80 [S2:+mat]:  58%|█▋ | 263/453 [02:12<01:31,  2.08it/s, loss=0.621, pair=0.010, adv=3.999, sprd=0.021]
Ep 034/80 [S2:+mat]:  58%|█▋ | 263/453 [02:12<01:31,  2.08it/s, loss=0.600, pair=0.003, adv=4.950, sprd=0.023]
Ep 034/80 [S2:+mat]:  58%|█▋ | 264/453 [02:12<01:27,  2.15it/s, loss=0.600, pair=0.003, adv=4.950, sprd=0.023]
Ep 034/80 [S2:+mat]:  58%|█▋ | 264/453 [02:13<01:27,  2.15it/s, loss=0.596, pair=0.005, adv=4.470, sprd=0.020]
Ep 034/80 [S2:+mat]:  58%|█▊ | 265/453 [02:13<01:30,  2.07it/s, loss=0.596, pair=0.005, adv=4.470, sprd=0.020]
Ep 034/80 [S2:+mat]:  58%|█▊ | 265/453 [02:13<01:30,  2.07it/s, loss=0.578, pair=0.006, adv=5.135, sprd=0.018]
Ep 034/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:26,  2.16it/s, loss=0.578, pair=0.006, adv=5.135, sprd=0.018]
Ep 034/80 [S2:+mat]:  59%|█▊ | 266/453 [02:13<01:26,  2.16it/s, loss=0.674, pair=0.002, adv=5.178, sprd=0.022]
Ep 034/80 [S2:+mat]:  59%|█▊ | 267/453 [02:13<01:29,  2.07it/s, loss=0.674, pair=0.002, adv=5.178, sprd=0.022]
Ep 034/80 [S2:+mat]:  59%|█▊ | 267/453 [02:14<01:29,  2.07it/s, loss=0.603, pair=0.001, adv=5.341, sprd=0.021]
Ep 034/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:25,  2.17it/s, loss=0.603, pair=0.001, adv=5.341, sprd=0.021]
Ep 034/80 [S2:+mat]:  59%|█▊ | 268/453 [02:14<01:25,  2.17it/s, loss=0.612, pair=0.002, adv=5.579, sprd=0.025]
Ep 034/80 [S2:+mat]:  59%|█▊ | 269/453 [02:14<01:28,  2.07it/s, loss=0.612, pair=0.002, adv=5.579, sprd=0.025]
Ep 034/80 [S2:+mat]:  59%|█▊ | 269/453 [02:15<01:28,  2.07it/s, loss=0.595, pair=0.004, adv=4.040, sprd=0.020]
Ep 034/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:23,  2.19it/s, loss=0.595, pair=0.004, adv=4.040, sprd=0.020]
Ep 034/80 [S2:+mat]:  60%|█▊ | 270/453 [02:15<01:23,  2.19it/s, loss=0.608, pair=0.002, adv=4.183, sprd=0.024]
Ep 034/80 [S2:+mat]:  60%|█▊ | 271/453 [02:15<01:29,  2.02it/s, loss=0.608, pair=0.002, adv=4.183, sprd=0.024]
Ep 034/80 [S2:+mat]:  60%|█▊ | 271/453 [02:16<01:29,  2.02it/s, loss=0.596, pair=0.004, adv=5.684, sprd=0.021]
Ep 034/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:25,  2.12it/s, loss=0.596, pair=0.004, adv=5.684, sprd=0.021]
Ep 034/80 [S2:+mat]:  60%|█▊ | 272/453 [02:16<01:25,  2.12it/s, loss=0.591, pair=0.001, adv=7.458, sprd=0.022]
Ep 034/80 [S2:+mat]:  60%|█▊ | 273/453 [02:16<01:30,  1.99it/s, loss=0.591, pair=0.001, adv=7.458, sprd=0.022]
Ep 034/80 [S2:+mat]:  60%|█▊ | 273/453 [02:17<01:30,  1.99it/s, loss=0.603, pair=0.002, adv=6.283, sprd=0.023]
Ep 034/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:25,  2.09it/s, loss=0.603, pair=0.002, adv=6.283, sprd=0.023]
Ep 034/80 [S2:+mat]:  60%|█▊ | 274/453 [02:17<01:25,  2.09it/s, loss=0.596, pair=0.001, adv=4.397, sprd=0.020]
Ep 034/80 [S2:+mat]:  61%|█▊ | 275/453 [02:17<01:27,  2.02it/s, loss=0.596, pair=0.001, adv=4.397, sprd=0.020]
Ep 034/80 [S2:+mat]:  61%|█▊ | 275/453 [02:18<01:27,  2.02it/s, loss=0.578, pair=0.000, adv=3.978, sprd=0.017]
Ep 034/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:22,  2.15it/s, loss=0.578, pair=0.000, adv=3.978, sprd=0.017]
Ep 034/80 [S2:+mat]:  61%|█▊ | 276/453 [02:18<01:22,  2.15it/s, loss=0.700, pair=0.004, adv=4.015, sprd=0.030]
Ep 034/80 [S2:+mat]:  61%|█▊ | 277/453 [02:18<01:25,  2.06it/s, loss=0.700, pair=0.004, adv=4.015, sprd=0.030]
Ep 034/80 [S2:+mat]:  61%|█▊ | 277/453 [02:19<01:25,  2.06it/s, loss=0.566, pair=0.002, adv=4.157, sprd=0.015]
Ep 034/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:20,  2.17it/s, loss=0.566, pair=0.002, adv=4.157, sprd=0.015]
Ep 034/80 [S2:+mat]:  61%|█▊ | 278/453 [02:19<01:20,  2.17it/s, loss=0.515, pair=0.002, adv=2.647, sprd=0.018]
Ep 034/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:22,  2.11it/s, loss=0.515, pair=0.002, adv=2.647, sprd=0.018]
Ep 034/80 [S2:+mat]:  62%|█▊ | 279/453 [02:20<01:22,  2.11it/s, loss=0.601, pair=0.001, adv=5.326, sprd=0.022]
Ep 034/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:19,  2.19it/s, loss=0.601, pair=0.001, adv=5.326, sprd=0.022]
Ep 034/80 [S2:+mat]:  62%|█▊ | 280/453 [02:20<01:19,  2.19it/s, loss=0.636, pair=0.000, adv=4.771, sprd=0.030]
Ep 034/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:28,  1.94it/s, loss=0.636, pair=0.000, adv=4.771, sprd=0.030]
Ep 034/80 [S2:+mat]:  62%|█▊ | 281/453 [02:21<01:28,  1.94it/s, loss=1.135, pair=1.797, adv=5.788, sprd=0.020]
Ep 034/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:23,  2.06it/s, loss=1.135, pair=1.797, adv=5.788, sprd=0.020]
Ep 034/80 [S2:+mat]:  62%|█▊ | 282/453 [02:21<01:23,  2.06it/s, loss=0.580, pair=0.009, adv=4.715, sprd=0.017]
Ep 034/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:24,  2.01it/s, loss=0.580, pair=0.009, adv=4.715, sprd=0.017]
Ep 034/80 [S2:+mat]:  62%|█▊ | 283/453 [02:22<01:24,  2.01it/s, loss=0.597, pair=0.019, adv=4.782, sprd=0.021]
Ep 034/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:19,  2.12it/s, loss=0.597, pair=0.019, adv=4.782, sprd=0.021]
Ep 034/80 [S2:+mat]:  63%|█▉ | 284/453 [02:22<01:19,  2.12it/s, loss=1.157, pair=1.871, adv=4.857, sprd=0.021]
Ep 034/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:22,  2.03it/s, loss=1.157, pair=1.871, adv=4.857, sprd=0.021]
Ep 034/80 [S2:+mat]:  63%|█▉ | 285/453 [02:23<01:22,  2.03it/s, loss=0.646, pair=0.163, adv=3.014, sprd=0.030]
Ep 034/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:18,  2.12it/s, loss=0.646, pair=0.163, adv=3.014, sprd=0.030]
Ep 034/80 [S2:+mat]:  63%|█▉ | 286/453 [02:23<01:18,  2.12it/s, loss=0.603, pair=0.010, adv=5.270, sprd=0.025]
Ep 034/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:22,  2.01it/s, loss=0.603, pair=0.010, adv=5.270, sprd=0.025]
Ep 034/80 [S2:+mat]:  63%|█▉ | 287/453 [02:24<01:22,  2.01it/s, loss=0.588, pair=0.005, adv=5.905, sprd=0.019]
Ep 034/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:18,  2.10it/s, loss=0.588, pair=0.005, adv=5.905, sprd=0.019]
Ep 034/80 [S2:+mat]:  64%|█▉ | 288/453 [02:24<01:18,  2.10it/s, loss=1.144, pair=1.843, adv=4.054, sprd=0.021]
Ep 034/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:20,  2.03it/s, loss=1.144, pair=1.843, adv=4.054, sprd=0.021]
Ep 034/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:20,  2.03it/s, loss=0.569, pair=0.009, adv=4.807, sprd=0.018]
Ep 034/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:16,  2.13it/s, loss=0.569, pair=0.009, adv=4.807, sprd=0.018]
Ep 034/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:16,  2.13it/s, loss=1.050, pair=1.505, adv=5.300, sprd=0.022]
Ep 034/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:19,  2.03it/s, loss=1.050, pair=1.505, adv=5.300, sprd=0.022]
Ep 034/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:19,  2.03it/s, loss=0.589, pair=0.000, adv=3.851, sprd=0.020]
Ep 034/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:15,  2.14it/s, loss=0.589, pair=0.000, adv=3.851, sprd=0.020]
Ep 034/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:15,  2.14it/s, loss=1.859, pair=4.191, adv=4.251, sprd=0.025]
Ep 034/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:18,  2.03it/s, loss=1.859, pair=4.191, adv=4.251, sprd=0.025]
Ep 034/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:18,  2.03it/s, loss=0.588, pair=0.010, adv=3.214, sprd=0.022]
Ep 034/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:13,  2.15it/s, loss=0.588, pair=0.010, adv=3.214, sprd=0.022]
Ep 034/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:13,  2.15it/s, loss=0.590, pair=0.003, adv=4.537, sprd=0.017]
Ep 034/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:15,  2.09it/s, loss=0.590, pair=0.003, adv=4.537, sprd=0.017]
Ep 034/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:15,  2.09it/s, loss=0.606, pair=0.007, adv=6.718, sprd=0.023]
Ep 034/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:12,  2.16it/s, loss=0.606, pair=0.007, adv=6.718, sprd=0.023]
Ep 034/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:12,  2.16it/s, loss=0.603, pair=0.001, adv=6.410, sprd=0.023]
Ep 034/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.04it/s, loss=0.603, pair=0.001, adv=6.410, sprd=0.023]
Ep 034/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:16,  2.04it/s, loss=0.557, pair=0.003, adv=5.949, sprd=0.016]
Ep 034/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:12,  2.13it/s, loss=0.557, pair=0.003, adv=5.949, sprd=0.016]
Ep 034/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:12,  2.13it/s, loss=0.547, pair=0.013, adv=5.327, sprd=0.012]
Ep 034/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:13,  2.08it/s, loss=0.547, pair=0.013, adv=5.327, sprd=0.012]
Ep 034/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:13,  2.08it/s, loss=0.635, pair=0.001, adv=7.058, sprd=0.027]
Ep 034/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:10,  2.16it/s, loss=0.635, pair=0.001, adv=7.058, sprd=0.027]
Ep 034/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:10,  2.16it/s, loss=0.613, pair=0.009, adv=3.586, sprd=0.024]
Ep 034/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:14,  2.05it/s, loss=0.613, pair=0.009, adv=3.586, sprd=0.024]
Ep 034/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:14,  2.05it/s, loss=1.198, pair=1.933, adv=5.362, sprd=0.026]
Ep 034/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.14it/s, loss=1.198, pair=1.933, adv=5.362, sprd=0.026]
Ep 034/80 [S2:+mat]:  67%|██ | 302/453 [02:31<01:10,  2.14it/s, loss=1.528, pair=3.176, adv=6.008, sprd=0.017]
Ep 034/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:12,  2.06it/s, loss=1.528, pair=3.176, adv=6.008, sprd=0.017]
Ep 034/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:12,  2.06it/s, loss=0.608, pair=0.001, adv=6.261, sprd=0.023]
Ep 034/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:09,  2.15it/s, loss=0.608, pair=0.001, adv=6.261, sprd=0.023]
Ep 034/80 [S2:+mat]:  67%|██ | 304/453 [02:32<01:09,  2.15it/s, loss=1.118, pair=1.755, adv=4.280, sprd=0.017]
Ep 034/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:14,  1.99it/s, loss=1.118, pair=1.755, adv=4.280, sprd=0.017]
Ep 034/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:14,  1.99it/s, loss=0.568, pair=0.000, adv=5.183, sprd=0.018]
Ep 034/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:10,  2.09it/s, loss=0.568, pair=0.000, adv=5.183, sprd=0.018]
Ep 034/80 [S2:+mat]:  68%|██ | 306/453 [02:33<01:10,  2.09it/s, loss=0.581, pair=0.001, adv=4.420, sprd=0.017]
Ep 034/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:11,  2.05it/s, loss=0.581, pair=0.001, adv=4.420, sprd=0.017]
Ep 034/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:11,  2.05it/s, loss=0.592, pair=0.008, adv=6.068, sprd=0.018]
Ep 034/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:06,  2.19it/s, loss=0.592, pair=0.008, adv=6.068, sprd=0.018]
Ep 034/80 [S2:+mat]:  68%|██ | 308/453 [02:34<01:06,  2.19it/s, loss=0.604, pair=0.000, adv=5.569, sprd=0.024]
Ep 034/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:09,  2.06it/s, loss=0.604, pair=0.000, adv=5.569, sprd=0.024]
Ep 034/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:09,  2.06it/s, loss=0.579, pair=0.001, adv=5.749, sprd=0.017]
Ep 034/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.17it/s, loss=0.579, pair=0.001, adv=5.749, sprd=0.017]
Ep 034/80 [S2:+mat]:  68%|██ | 310/453 [02:35<01:05,  2.17it/s, loss=0.598, pair=0.001, adv=5.712, sprd=0.020]
Ep 034/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:08,  2.08it/s, loss=0.598, pair=0.001, adv=5.712, sprd=0.020]
Ep 034/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:08,  2.08it/s, loss=0.633, pair=0.010, adv=3.601, sprd=0.028]
Ep 034/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:05,  2.16it/s, loss=0.633, pair=0.010, adv=3.601, sprd=0.028]
Ep 034/80 [S2:+mat]:  69%|██ | 312/453 [02:36<01:05,  2.16it/s, loss=0.697, pair=0.001, adv=3.793, sprd=0.031]
Ep 034/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:09,  2.02it/s, loss=0.697, pair=0.001, adv=3.793, sprd=0.031]
Ep 034/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:09,  2.02it/s, loss=0.578, pair=0.014, adv=3.844, sprd=0.018]
Ep 034/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:05,  2.14it/s, loss=0.578, pair=0.014, adv=3.844, sprd=0.018]
Ep 034/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:05,  2.14it/s, loss=0.616, pair=0.009, adv=4.276, sprd=0.025]
Ep 034/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:07,  2.04it/s, loss=0.616, pair=0.009, adv=4.276, sprd=0.025]
Ep 034/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:07,  2.04it/s, loss=0.525, pair=0.030, adv=2.640, sprd=0.021]
Ep 034/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.15it/s, loss=0.525, pair=0.030, adv=2.640, sprd=0.021]
Ep 034/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:03,  2.15it/s, loss=0.584, pair=0.007, adv=3.254, sprd=0.022]
Ep 034/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:05,  2.07it/s, loss=0.584, pair=0.007, adv=3.254, sprd=0.022]
Ep 034/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:05,  2.07it/s, loss=0.610, pair=0.009, adv=6.236, sprd=0.019]
Ep 034/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:01,  2.19it/s, loss=0.610, pair=0.009, adv=6.236, sprd=0.019]
Ep 034/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:01,  2.19it/s, loss=0.560, pair=0.018, adv=4.955, sprd=0.013]
Ep 034/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:03,  2.12it/s, loss=0.560, pair=0.018, adv=4.955, sprd=0.013]
Ep 034/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:03,  2.12it/s, loss=0.610, pair=0.006, adv=4.088, sprd=0.024]
Ep 034/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:00,  2.19it/s, loss=0.610, pair=0.006, adv=4.088, sprd=0.024]
Ep 034/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:00,  2.19it/s, loss=0.612, pair=0.015, adv=6.747, sprd=0.023]
Ep 034/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:03,  2.08it/s, loss=0.612, pair=0.015, adv=6.747, sprd=0.023]
Ep 034/80 [S2:+mat]:  71%|██▏| 321/453 [02:40<01:03,  2.08it/s, loss=0.651, pair=0.098, adv=3.519, sprd=0.022]
Ep 034/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<00:59,  2.20it/s, loss=0.651, pair=0.098, adv=3.519, sprd=0.022]
Ep 034/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<00:59,  2.20it/s, loss=0.616, pair=0.006, adv=3.758, sprd=0.021]
Ep 034/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:04,  2.01it/s, loss=0.616, pair=0.006, adv=3.758, sprd=0.021]
Ep 034/80 [S2:+mat]:  71%|██▏| 323/453 [02:41<01:04,  2.01it/s, loss=0.594, pair=0.006, adv=4.433, sprd=0.017]
Ep 034/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:01,  2.11it/s, loss=0.594, pair=0.006, adv=4.433, sprd=0.017]
Ep 034/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<01:01,  2.11it/s, loss=0.735, pair=0.334, adv=4.734, sprd=0.024]
Ep 034/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:06,  1.92it/s, loss=0.735, pair=0.334, adv=4.734, sprd=0.024]
Ep 034/80 [S2:+mat]:  72%|██▏| 325/453 [02:42<01:06,  1.92it/s, loss=0.647, pair=0.002, adv=5.467, sprd=0.029]
Ep 034/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:03,  2.01it/s, loss=0.647, pair=0.002, adv=5.467, sprd=0.029]
Ep 034/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<01:03,  2.01it/s, loss=0.588, pair=0.003, adv=3.955, sprd=0.023]
Ep 034/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:09,  1.81it/s, loss=0.588, pair=0.003, adv=3.955, sprd=0.023]
Ep 034/80 [S2:+mat]:  72%|██▏| 327/453 [02:43<01:09,  1.81it/s, loss=0.609, pair=0.002, adv=3.826, sprd=0.021]
Ep 034/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<01:04,  1.94it/s, loss=0.609, pair=0.002, adv=3.826, sprd=0.021]
Ep 034/80 [S2:+mat]:  72%|██▏| 328/453 [02:44<01:04,  1.94it/s, loss=0.556, pair=0.010, adv=3.189, sprd=0.021]
Ep 034/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:08,  1.81it/s, loss=0.556, pair=0.010, adv=3.189, sprd=0.021]
Ep 034/80 [S2:+mat]:  73%|██▏| 329/453 [02:44<01:08,  1.81it/s, loss=0.573, pair=0.004, adv=5.771, sprd=0.015]
Ep 034/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<01:03,  1.95it/s, loss=0.573, pair=0.004, adv=5.771, sprd=0.015]
Ep 034/80 [S2:+mat]:  73%|██▏| 330/453 [02:45<01:03,  1.95it/s, loss=0.586, pair=0.005, adv=4.504, sprd=0.016]
Ep 034/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:06,  1.85it/s, loss=0.586, pair=0.005, adv=4.504, sprd=0.016]
Ep 034/80 [S2:+mat]:  73%|██▏| 331/453 [02:45<01:06,  1.85it/s, loss=0.598, pair=0.008, adv=3.247, sprd=0.026]
Ep 034/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<01:02,  1.94it/s, loss=0.598, pair=0.008, adv=3.247, sprd=0.026]
Ep 034/80 [S2:+mat]:  73%|██▏| 332/453 [02:46<01:02,  1.94it/s, loss=0.574, pair=0.007, adv=2.973, sprd=0.023]
Ep 034/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:09,  1.72it/s, loss=0.574, pair=0.007, adv=2.973, sprd=0.023]
Ep 034/80 [S2:+mat]:  74%|██▏| 333/453 [02:46<01:09,  1.72it/s, loss=0.582, pair=0.006, adv=4.960, sprd=0.017]
Ep 034/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<01:03,  1.86it/s, loss=0.582, pair=0.006, adv=4.960, sprd=0.017]
Ep 034/80 [S2:+mat]:  74%|██▏| 334/453 [02:47<01:03,  1.86it/s, loss=0.609, pair=0.001, adv=6.710, sprd=0.022]
Ep 034/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<01:06,  1.76it/s, loss=0.609, pair=0.001, adv=6.710, sprd=0.022]
Ep 034/80 [S2:+mat]:  74%|██▏| 335/453 [02:47<01:06,  1.76it/s, loss=0.613, pair=0.005, adv=4.944, sprd=0.023]
Ep 034/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<01:01,  1.89it/s, loss=0.613, pair=0.005, adv=4.944, sprd=0.023]
Ep 034/80 [S2:+mat]:  74%|██▏| 336/453 [02:48<01:01,  1.89it/s, loss=0.592, pair=0.005, adv=7.584, sprd=0.017]
Ep 034/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<01:04,  1.80it/s, loss=0.592, pair=0.005, adv=7.584, sprd=0.017]
Ep 034/80 [S2:+mat]:  74%|██▏| 337/453 [02:48<01:04,  1.80it/s, loss=0.606, pair=0.003, adv=7.694, sprd=0.023]
Ep 034/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<01:00,  1.90it/s, loss=0.606, pair=0.003, adv=7.694, sprd=0.023]
Ep 034/80 [S2:+mat]:  75%|██▏| 338/453 [02:49<01:00,  1.90it/s, loss=0.593, pair=0.001, adv=6.736, sprd=0.022]
Ep 034/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<01:05,  1.75it/s, loss=0.593, pair=0.001, adv=6.736, sprd=0.022]
Ep 034/80 [S2:+mat]:  75%|██▏| 339/453 [02:49<01:05,  1.75it/s, loss=0.528, pair=0.004, adv=4.822, sprd=0.011]
Ep 034/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<01:00,  1.88it/s, loss=0.528, pair=0.004, adv=4.822, sprd=0.011]
Ep 034/80 [S2:+mat]:  75%|██▎| 340/453 [02:50<01:00,  1.88it/s, loss=0.616, pair=0.010, adv=4.302, sprd=0.024]
Ep 034/80 [S2:+mat]:  75%|██▎| 341/453 [02:50<01:02,  1.78it/s, loss=0.616, pair=0.010, adv=4.302, sprd=0.024]
Ep 034/80 [S2:+mat]:  75%|██▎| 341/453 [02:51<01:02,  1.78it/s, loss=0.594, pair=0.003, adv=5.481, sprd=0.021]
Ep 034/80 [S2:+mat]:  75%|██▎| 342/453 [02:51<00:58,  1.89it/s, loss=0.594, pair=0.003, adv=5.481, sprd=0.021]
Ep 034/80 [S2:+mat]:  75%|██▎| 342/453 [02:51<00:58,  1.89it/s, loss=0.634, pair=0.008, adv=3.667, sprd=0.027]
Ep 034/80 [S2:+mat]:  76%|██▎| 343/453 [02:51<01:01,  1.78it/s, loss=0.634, pair=0.008, adv=3.667, sprd=0.027]
Ep 034/80 [S2:+mat]:  76%|██▎| 343/453 [02:52<01:01,  1.78it/s, loss=0.540, pair=0.002, adv=4.584, sprd=0.013]
Ep 034/80 [S2:+mat]:  76%|██▎| 344/453 [02:52<00:57,  1.90it/s, loss=0.540, pair=0.002, adv=4.584, sprd=0.013]
Ep 034/80 [S2:+mat]:  76%|██▎| 344/453 [02:52<00:57,  1.90it/s, loss=0.605, pair=0.010, adv=6.068, sprd=0.027]
Ep 034/80 [S2:+mat]:  76%|██▎| 345/453 [02:52<01:01,  1.76it/s, loss=0.605, pair=0.010, adv=6.068, sprd=0.027]
Ep 034/80 [S2:+mat]:  76%|██▎| 345/453 [02:53<01:01,  1.76it/s, loss=0.589, pair=0.002, adv=4.066, sprd=0.017]
Ep 034/80 [S2:+mat]:  76%|██▎| 346/453 [02:53<00:56,  1.90it/s, loss=0.589, pair=0.002, adv=4.066, sprd=0.017]
Ep 034/80 [S2:+mat]:  76%|██▎| 346/453 [02:53<00:56,  1.90it/s, loss=0.545, pair=0.010, adv=7.046, sprd=0.014]
Ep 034/80 [S2:+mat]:  77%|██▎| 347/453 [02:53<00:58,  1.80it/s, loss=0.545, pair=0.010, adv=7.046, sprd=0.014]
Ep 034/80 [S2:+mat]:  77%|██▎| 347/453 [02:54<00:58,  1.80it/s, loss=0.576, pair=0.013, adv=6.599, sprd=0.014]
Ep 034/80 [S2:+mat]:  77%|██▎| 348/453 [02:54<00:54,  1.93it/s, loss=0.576, pair=0.013, adv=6.599, sprd=0.014]
Ep 034/80 [S2:+mat]:  77%|██▎| 348/453 [02:54<00:54,  1.93it/s, loss=0.598, pair=0.001, adv=6.989, sprd=0.022]
Ep 034/80 [S2:+mat]:  77%|██▎| 349/453 [02:54<00:57,  1.81it/s, loss=0.598, pair=0.001, adv=6.989, sprd=0.022]
Ep 034/80 [S2:+mat]:  77%|██▎| 349/453 [02:55<00:57,  1.81it/s, loss=0.634, pair=0.001, adv=5.011, sprd=0.028]
Ep 034/80 [S2:+mat]:  77%|██▎| 350/453 [02:55<00:53,  1.91it/s, loss=0.634, pair=0.001, adv=5.011, sprd=0.028]
Ep 034/80 [S2:+mat]:  77%|██▎| 350/453 [02:55<00:53,  1.91it/s, loss=0.648, pair=0.000, adv=7.063, sprd=0.032]
Ep 034/80 [S2:+mat]:  77%|██▎| 351/453 [02:55<00:57,  1.79it/s, loss=0.648, pair=0.000, adv=7.063, sprd=0.032]
Ep 034/80 [S2:+mat]:  77%|██▎| 351/453 [02:56<00:57,  1.79it/s, loss=0.575, pair=0.002, adv=3.091, sprd=0.022]
Ep 034/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:52,  1.93it/s, loss=0.575, pair=0.002, adv=3.091, sprd=0.022]
Ep 034/80 [S2:+mat]:  78%|██▎| 352/453 [02:56<00:52,  1.93it/s, loss=0.620, pair=0.004, adv=5.386, sprd=0.022]
Ep 034/80 [S2:+mat]:  78%|██▎| 353/453 [02:56<00:52,  1.92it/s, loss=0.620, pair=0.004, adv=5.386, sprd=0.022]
Ep 034/80 [S2:+mat]:  78%|██▎| 353/453 [02:57<00:52,  1.92it/s, loss=0.564, pair=0.004, adv=5.674, sprd=0.014]
Ep 034/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:47,  2.07it/s, loss=0.564, pair=0.004, adv=5.674, sprd=0.014]
Ep 034/80 [S2:+mat]:  78%|██▎| 354/453 [02:57<00:47,  2.07it/s, loss=0.619, pair=0.000, adv=6.787, sprd=0.024]
Ep 034/80 [S2:+mat]:  78%|██▎| 355/453 [02:57<00:48,  2.01it/s, loss=0.619, pair=0.000, adv=6.787, sprd=0.024]
Ep 034/80 [S2:+mat]:  78%|██▎| 355/453 [02:58<00:48,  2.01it/s, loss=0.606, pair=0.001, adv=5.911, sprd=0.020]
Ep 034/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:45,  2.12it/s, loss=0.606, pair=0.001, adv=5.911, sprd=0.020]
Ep 034/80 [S2:+mat]:  79%|██▎| 356/453 [02:58<00:45,  2.12it/s, loss=0.617, pair=0.008, adv=4.453, sprd=0.027]
Ep 034/80 [S2:+mat]:  79%|██▎| 357/453 [02:58<00:47,  2.03it/s, loss=0.617, pair=0.008, adv=4.453, sprd=0.027]
Ep 034/80 [S2:+mat]:  79%|██▎| 357/453 [02:59<00:47,  2.03it/s, loss=0.609, pair=0.004, adv=5.851, sprd=0.023]
Ep 034/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:44,  2.13it/s, loss=0.609, pair=0.004, adv=5.851, sprd=0.023]
Ep 034/80 [S2:+mat]:  79%|██▎| 358/453 [02:59<00:44,  2.13it/s, loss=0.577, pair=0.004, adv=6.472, sprd=0.019]
Ep 034/80 [S2:+mat]:  79%|██▍| 359/453 [02:59<00:46,  2.03it/s, loss=0.577, pair=0.004, adv=6.472, sprd=0.019]
Ep 034/80 [S2:+mat]:  79%|██▍| 359/453 [03:00<00:46,  2.03it/s, loss=0.572, pair=0.006, adv=5.022, sprd=0.016]
Ep 034/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:43,  2.14it/s, loss=0.572, pair=0.006, adv=5.022, sprd=0.016]
Ep 034/80 [S2:+mat]:  79%|██▍| 360/453 [03:00<00:43,  2.14it/s, loss=0.610, pair=0.002, adv=3.626, sprd=0.018]
Ep 034/80 [S2:+mat]:  80%|██▍| 361/453 [03:00<00:46,  1.99it/s, loss=0.610, pair=0.002, adv=3.626, sprd=0.018]
Ep 034/80 [S2:+mat]:  80%|██▍| 361/453 [03:01<00:46,  1.99it/s, loss=0.593, pair=0.001, adv=5.237, sprd=0.018]
Ep 034/80 [S2:+mat]:  80%|██▍| 362/453 [03:01<00:43,  2.11it/s, loss=0.593, pair=0.001, adv=5.237, sprd=0.018]
Ep 034/80 [S2:+mat]:  80%|██▍| 362/453 [03:01<00:43,  2.11it/s, loss=0.639, pair=0.002, adv=3.545, sprd=0.031]
Ep 034/80 [S2:+mat]:  80%|██▍| 363/453 [03:01<00:44,  2.02it/s, loss=0.639, pair=0.002, adv=3.545, sprd=0.031]
Ep 034/80 [S2:+mat]:  80%|██▍| 363/453 [03:02<00:44,  2.02it/s, loss=0.625, pair=0.000, adv=4.787, sprd=0.026]
Ep 034/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:42,  2.10it/s, loss=0.625, pair=0.000, adv=4.787, sprd=0.026]
Ep 034/80 [S2:+mat]:  80%|██▍| 364/453 [03:02<00:42,  2.10it/s, loss=0.587, pair=0.000, adv=6.883, sprd=0.015]
Ep 034/80 [S2:+mat]:  81%|██▍| 365/453 [03:02<00:42,  2.05it/s, loss=0.587, pair=0.000, adv=6.883, sprd=0.015]
Ep 034/80 [S2:+mat]:  81%|██▍| 365/453 [03:03<00:42,  2.05it/s, loss=0.595, pair=0.000, adv=4.823, sprd=0.020]
Ep 034/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:40,  2.15it/s, loss=0.595, pair=0.000, adv=4.823, sprd=0.020]
Ep 034/80 [S2:+mat]:  81%|██▍| 366/453 [03:03<00:40,  2.15it/s, loss=0.599, pair=0.000, adv=7.542, sprd=0.021]
Ep 034/80 [S2:+mat]:  81%|██▍| 367/453 [03:03<00:42,  2.03it/s, loss=0.599, pair=0.000, adv=7.542, sprd=0.021]
Ep 034/80 [S2:+mat]:  81%|██▍| 367/453 [03:04<00:42,  2.03it/s, loss=0.623, pair=0.002, adv=4.633, sprd=0.027]
Ep 034/80 [S2:+mat]:  81%|██▍| 368/453 [03:04<00:40,  2.11it/s, loss=0.623, pair=0.002, adv=4.633, sprd=0.027]
Ep 034/80 [S2:+mat]:  81%|██▍| 368/453 [03:04<00:40,  2.11it/s, loss=0.619, pair=0.001, adv=5.559, sprd=0.024]
Ep 034/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:41,  2.04it/s, loss=0.619, pair=0.001, adv=5.559, sprd=0.024]
Ep 034/80 [S2:+mat]:  81%|██▍| 369/453 [03:04<00:41,  2.04it/s, loss=0.584, pair=0.009, adv=5.860, sprd=0.017]
Ep 034/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:38,  2.16it/s, loss=0.584, pair=0.009, adv=5.860, sprd=0.017]
Ep 034/80 [S2:+mat]:  82%|██▍| 370/453 [03:05<00:38,  2.16it/s, loss=0.602, pair=0.000, adv=4.967, sprd=0.018]
Ep 034/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:39,  2.09it/s, loss=0.602, pair=0.000, adv=4.967, sprd=0.018]
Ep 034/80 [S2:+mat]:  82%|██▍| 371/453 [03:05<00:39,  2.09it/s, loss=1.176, pair=2.172, adv=2.839, sprd=0.017]
Ep 034/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:36,  2.22it/s, loss=1.176, pair=2.172, adv=2.839, sprd=0.017]
Ep 034/80 [S2:+mat]:  82%|██▍| 372/453 [03:06<00:36,  2.22it/s, loss=0.603, pair=0.000, adv=4.510, sprd=0.023]
Ep 034/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:38,  2.08it/s, loss=0.603, pair=0.000, adv=4.510, sprd=0.023]
Ep 034/80 [S2:+mat]:  82%|██▍| 373/453 [03:06<00:38,  2.08it/s, loss=0.625, pair=0.000, adv=4.911, sprd=0.025]
Ep 034/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:36,  2.17it/s, loss=0.625, pair=0.000, adv=4.911, sprd=0.025]
Ep 034/80 [S2:+mat]:  83%|██▍| 374/453 [03:07<00:36,  2.17it/s, loss=0.606, pair=0.005, adv=6.098, sprd=0.024]
Ep 034/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:38,  2.05it/s, loss=0.606, pair=0.005, adv=6.098, sprd=0.024]
Ep 034/80 [S2:+mat]:  83%|██▍| 375/453 [03:07<00:38,  2.05it/s, loss=0.604, pair=0.002, adv=4.094, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:35,  2.17it/s, loss=0.604, pair=0.002, adv=4.094, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▍| 376/453 [03:08<00:35,  2.17it/s, loss=0.580, pair=0.000, adv=6.185, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:36,  2.06it/s, loss=0.580, pair=0.000, adv=6.185, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▍| 377/453 [03:08<00:36,  2.06it/s, loss=0.688, pair=0.379, adv=5.432, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:34,  2.15it/s, loss=0.688, pair=0.379, adv=5.432, sprd=0.019]
Ep 034/80 [S2:+mat]:  83%|██▌| 378/453 [03:09<00:34,  2.15it/s, loss=0.606, pair=0.000, adv=5.436, sprd=0.025]
Ep 034/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:36,  2.04it/s, loss=0.606, pair=0.000, adv=5.436, sprd=0.025]
Ep 034/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:36,  2.04it/s, loss=0.600, pair=0.000, adv=3.746, sprd=0.019]
Ep 034/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:33,  2.16it/s, loss=0.600, pair=0.000, adv=3.746, sprd=0.019]
Ep 034/80 [S2:+mat]:  84%|██▌| 380/453 [03:10<00:33,  2.16it/s, loss=1.188, pair=1.870, adv=4.659, sprd=0.029]
Ep 034/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:35,  2.03it/s, loss=1.188, pair=1.870, adv=4.659, sprd=0.029]
Ep 034/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:35,  2.03it/s, loss=0.551, pair=0.000, adv=5.501, sprd=0.013]
Ep 034/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:33,  2.14it/s, loss=0.551, pair=0.000, adv=5.501, sprd=0.013]
Ep 034/80 [S2:+mat]:  84%|██▌| 382/453 [03:11<00:33,  2.14it/s, loss=0.589, pair=0.005, adv=7.194, sprd=0.015]
Ep 034/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:33,  2.06it/s, loss=0.589, pair=0.005, adv=7.194, sprd=0.015]
Ep 034/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:33,  2.06it/s, loss=0.578, pair=0.008, adv=6.792, sprd=0.019]
Ep 034/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:32,  2.14it/s, loss=0.578, pair=0.008, adv=6.792, sprd=0.019]
Ep 034/80 [S2:+mat]:  85%|██▌| 384/453 [03:12<00:32,  2.14it/s, loss=0.574, pair=0.004, adv=5.046, sprd=0.015]
Ep 034/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:32,  2.07it/s, loss=0.574, pair=0.004, adv=5.046, sprd=0.015]
Ep 034/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:32,  2.07it/s, loss=0.572, pair=0.003, adv=7.572, sprd=0.017]
Ep 034/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:31,  2.15it/s, loss=0.572, pair=0.003, adv=7.572, sprd=0.017]
Ep 034/80 [S2:+mat]:  85%|██▌| 386/453 [03:13<00:31,  2.15it/s, loss=0.634, pair=0.001, adv=5.423, sprd=0.028]
Ep 034/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:32,  2.04it/s, loss=0.634, pair=0.001, adv=5.423, sprd=0.028]
Ep 034/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:32,  2.04it/s, loss=0.630, pair=0.001, adv=5.140, sprd=0.030]
Ep 034/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:30,  2.10it/s, loss=0.630, pair=0.001, adv=5.140, sprd=0.030]
Ep 034/80 [S2:+mat]:  86%|██▌| 388/453 [03:14<00:30,  2.10it/s, loss=0.609, pair=0.000, adv=4.073, sprd=0.020]
Ep 034/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:31,  2.05it/s, loss=0.609, pair=0.000, adv=4.073, sprd=0.020]
Ep 034/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:31,  2.05it/s, loss=0.599, pair=0.001, adv=5.002, sprd=0.020]
Ep 034/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:29,  2.14it/s, loss=0.599, pair=0.001, adv=5.002, sprd=0.020]
Ep 034/80 [S2:+mat]:  86%|██▌| 390/453 [03:15<00:29,  2.14it/s, loss=0.566, pair=0.001, adv=6.763, sprd=0.014]
Ep 034/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:32,  1.93it/s, loss=0.566, pair=0.001, adv=6.763, sprd=0.014]
Ep 034/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:32,  1.93it/s, loss=0.604, pair=0.002, adv=3.432, sprd=0.018]
Ep 034/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:29,  2.09it/s, loss=0.604, pair=0.002, adv=3.432, sprd=0.018]
Ep 034/80 [S2:+mat]:  87%|██▌| 392/453 [03:16<00:29,  2.09it/s, loss=0.575, pair=0.000, adv=6.047, sprd=0.018]
Ep 034/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:29,  2.04it/s, loss=0.575, pair=0.000, adv=6.047, sprd=0.018]
Ep 034/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:29,  2.04it/s, loss=0.563, pair=0.000, adv=6.080, sprd=0.015]
Ep 034/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.15it/s, loss=0.563, pair=0.000, adv=6.080, sprd=0.015]
Ep 034/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:27,  2.15it/s, loss=0.562, pair=0.002, adv=3.723, sprd=0.015]
Ep 034/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:27,  2.08it/s, loss=0.562, pair=0.002, adv=3.723, sprd=0.015]
Ep 034/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:27,  2.08it/s, loss=0.583, pair=0.005, adv=3.245, sprd=0.021]
Ep 034/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.18it/s, loss=0.583, pair=0.005, adv=3.245, sprd=0.021]
Ep 034/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:26,  2.18it/s, loss=0.623, pair=0.000, adv=5.208, sprd=0.024]
Ep 034/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.07it/s, loss=0.623, pair=0.000, adv=5.208, sprd=0.024]
Ep 034/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:27,  2.07it/s, loss=0.629, pair=0.004, adv=4.323, sprd=0.025]
Ep 034/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:25,  2.15it/s, loss=0.629, pair=0.004, adv=4.323, sprd=0.025]
Ep 034/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:25,  2.15it/s, loss=0.579, pair=0.003, adv=5.086, sprd=0.017]
Ep 034/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.06it/s, loss=0.579, pair=0.003, adv=5.086, sprd=0.017]
Ep 034/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:26,  2.06it/s, loss=0.553, pair=0.005, adv=6.501, sprd=0.012]
Ep 034/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:24,  2.20it/s, loss=0.553, pair=0.005, adv=6.501, sprd=0.012]
Ep 034/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:24,  2.20it/s, loss=0.630, pair=0.000, adv=6.480, sprd=0.031]
Ep 034/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:25,  2.05it/s, loss=0.630, pair=0.000, adv=6.480, sprd=0.031]
Ep 034/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:25,  2.05it/s, loss=0.556, pair=0.000, adv=6.938, sprd=0.015]
Ep 034/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.14it/s, loss=0.556, pair=0.000, adv=6.938, sprd=0.015]
Ep 034/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:23,  2.14it/s, loss=0.578, pair=0.001, adv=4.388, sprd=0.020]
Ep 034/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:24,  2.02it/s, loss=0.578, pair=0.001, adv=4.388, sprd=0.020]
Ep 034/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:24,  2.02it/s, loss=0.551, pair=0.005, adv=5.023, sprd=0.013]
Ep 034/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.15it/s, loss=0.551, pair=0.005, adv=5.023, sprd=0.013]
Ep 034/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:22,  2.15it/s, loss=1.409, pair=2.414, adv=6.136, sprd=0.023]
Ep 034/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:23,  2.06it/s, loss=1.409, pair=2.414, adv=6.136, sprd=0.023]
Ep 034/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:23,  2.06it/s, loss=0.600, pair=0.000, adv=4.957, sprd=0.021]
Ep 034/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.17it/s, loss=0.600, pair=0.000, adv=4.957, sprd=0.021]
Ep 034/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:21,  2.17it/s, loss=1.266, pair=2.291, adv=4.565, sprd=0.019]
Ep 034/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.05it/s, loss=1.266, pair=2.291, adv=4.565, sprd=0.019]
Ep 034/80 [S2:+mat]:  90%|██▋| 407/453 [03:23<00:22,  2.05it/s, loss=0.639, pair=0.001, adv=5.121, sprd=0.028]
Ep 034/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:21,  2.14it/s, loss=0.639, pair=0.001, adv=5.121, sprd=0.028]
Ep 034/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:21,  2.14it/s, loss=0.577, pair=0.000, adv=4.813, sprd=0.016]
Ep 034/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.05it/s, loss=0.577, pair=0.000, adv=4.813, sprd=0.016]
Ep 034/80 [S2:+mat]:  90%|██▋| 409/453 [03:24<00:21,  2.05it/s, loss=0.619, pair=0.000, adv=4.886, sprd=0.028]
Ep 034/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:20,  2.12it/s, loss=0.619, pair=0.000, adv=4.886, sprd=0.028]
Ep 034/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:20,  2.12it/s, loss=0.628, pair=0.001, adv=4.283, sprd=0.027]
Ep 034/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:20,  2.02it/s, loss=0.628, pair=0.001, adv=4.283, sprd=0.027]
Ep 034/80 [S2:+mat]:  91%|██▋| 411/453 [03:25<00:20,  2.02it/s, loss=0.557, pair=0.004, adv=5.803, sprd=0.013]
Ep 034/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:19,  2.16it/s, loss=0.557, pair=0.004, adv=5.803, sprd=0.013]
Ep 034/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:19,  2.16it/s, loss=0.644, pair=0.001, adv=5.723, sprd=0.033]
Ep 034/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:20,  2.00it/s, loss=0.644, pair=0.001, adv=5.723, sprd=0.033]
Ep 034/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:20,  2.00it/s, loss=0.590, pair=0.013, adv=5.525, sprd=0.016]
Ep 034/80 [S2:+mat]:  91%|██▋| 414/453 [03:25<00:18,  2.13it/s, loss=0.590, pair=0.013, adv=5.525, sprd=0.016]
Ep 034/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.13it/s, loss=0.625, pair=0.007, adv=3.303, sprd=0.030]
Ep 034/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:19,  1.93it/s, loss=0.625, pair=0.007, adv=3.303, sprd=0.030]
Ep 034/80 [S2:+mat]:  92%|██▋| 415/453 [03:27<00:19,  1.93it/s, loss=0.856, pair=0.810, adv=4.357, sprd=0.026]
Ep 034/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:18,  2.03it/s, loss=0.856, pair=0.810, adv=4.357, sprd=0.026]
Ep 034/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:18,  2.03it/s, loss=0.590, pair=0.007, adv=5.163, sprd=0.019]
Ep 034/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:18,  1.99it/s, loss=0.590, pair=0.007, adv=5.163, sprd=0.019]
Ep 034/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:18,  1.99it/s, loss=1.252, pair=2.289, adv=5.404, sprd=0.016]
Ep 034/80 [S2:+mat]:  92%|██▊| 418/453 [03:27<00:16,  2.11it/s, loss=1.252, pair=2.289, adv=5.404, sprd=0.016]
Ep 034/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.11it/s, loss=0.629, pair=0.001, adv=6.944, sprd=0.027]
Ep 034/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.01it/s, loss=0.629, pair=0.001, adv=6.944, sprd=0.027]
Ep 034/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:16,  2.01it/s, loss=0.584, pair=0.002, adv=8.343, sprd=0.020]
Ep 034/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.10it/s, loss=0.584, pair=0.002, adv=8.343, sprd=0.020]
Ep 034/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:15,  2.10it/s, loss=0.573, pair=0.005, adv=6.900, sprd=0.018]
Ep 034/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.03it/s, loss=0.573, pair=0.005, adv=6.900, sprd=0.018]
Ep 034/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.03it/s, loss=0.603, pair=0.005, adv=4.226, sprd=0.023]
Ep 034/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.08it/s, loss=0.603, pair=0.005, adv=4.226, sprd=0.023]
Ep 034/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.08it/s, loss=0.628, pair=0.009, adv=5.748, sprd=0.026]
Ep 034/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:15,  1.92it/s, loss=0.628, pair=0.009, adv=5.748, sprd=0.026]
Ep 034/80 [S2:+mat]:  93%|██▊| 423/453 [03:31<00:15,  1.92it/s, loss=0.582, pair=0.003, adv=4.743, sprd=0.018]
Ep 034/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:14,  2.02it/s, loss=0.582, pair=0.003, adv=4.743, sprd=0.018]
Ep 034/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:14,  2.02it/s, loss=0.565, pair=0.004, adv=4.926, sprd=0.015]
Ep 034/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.90it/s, loss=0.565, pair=0.004, adv=4.926, sprd=0.015]
Ep 034/80 [S2:+mat]:  94%|██▊| 425/453 [03:32<00:14,  1.90it/s, loss=0.569, pair=0.002, adv=3.351, sprd=0.018]
Ep 034/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:13,  2.00it/s, loss=0.569, pair=0.002, adv=3.351, sprd=0.018]
Ep 034/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:13,  2.00it/s, loss=0.646, pair=0.004, adv=5.494, sprd=0.031]
Ep 034/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:14,  1.86it/s, loss=0.646, pair=0.004, adv=5.494, sprd=0.031]
Ep 034/80 [S2:+mat]:  94%|██▊| 427/453 [03:33<00:14,  1.86it/s, loss=0.600, pair=0.001, adv=3.581, sprd=0.023]
Ep 034/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:12,  1.96it/s, loss=0.600, pair=0.001, adv=3.581, sprd=0.023]
Ep 034/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:12,  1.96it/s, loss=0.583, pair=0.006, adv=7.112, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:12,  1.86it/s, loss=0.583, pair=0.006, adv=7.112, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 429/453 [03:34<00:12,  1.86it/s, loss=0.601, pair=0.000, adv=5.639, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:11,  1.97it/s, loss=0.601, pair=0.000, adv=5.639, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:11,  1.97it/s, loss=0.581, pair=0.001, adv=5.711, sprd=0.021]
Ep 034/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:12,  1.83it/s, loss=0.581, pair=0.001, adv=5.711, sprd=0.021]
Ep 034/80 [S2:+mat]:  95%|██▊| 431/453 [03:35<00:12,  1.83it/s, loss=0.605, pair=0.006, adv=4.422, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:10,  1.96it/s, loss=0.605, pair=0.006, adv=4.422, sprd=0.019]
Ep 034/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:10,  1.96it/s, loss=0.589, pair=0.000, adv=6.958, sprd=0.014]
Ep 034/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:10,  1.89it/s, loss=0.589, pair=0.000, adv=6.958, sprd=0.014]
Ep 034/80 [S2:+mat]:  96%|██▊| 433/453 [03:36<00:10,  1.89it/s, loss=0.608, pair=0.000, adv=3.943, sprd=0.020]
Ep 034/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  2.00it/s, loss=0.608, pair=0.000, adv=3.943, sprd=0.020]
Ep 034/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:09,  2.00it/s, loss=0.566, pair=0.003, adv=4.005, sprd=0.016]
Ep 034/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:09,  1.89it/s, loss=0.566, pair=0.003, adv=4.005, sprd=0.016]
Ep 034/80 [S2:+mat]:  96%|██▉| 435/453 [03:37<00:09,  1.89it/s, loss=0.596, pair=0.010, adv=6.066, sprd=0.021]
Ep 034/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  1.98it/s, loss=0.596, pair=0.010, adv=6.066, sprd=0.021]
Ep 034/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:08,  1.98it/s, loss=0.589, pair=0.004, adv=5.701, sprd=0.020]
Ep 034/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:08,  1.88it/s, loss=0.589, pair=0.004, adv=5.701, sprd=0.020]
Ep 034/80 [S2:+mat]:  96%|██▉| 437/453 [03:38<00:08,  1.88it/s, loss=0.545, pair=0.010, adv=6.217, sprd=0.014]
Ep 034/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:07,  1.96it/s, loss=0.545, pair=0.010, adv=6.217, sprd=0.014]
Ep 034/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:07,  1.96it/s, loss=0.604, pair=0.000, adv=5.572, sprd=0.020]
Ep 034/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:07,  1.82it/s, loss=0.604, pair=0.000, adv=5.572, sprd=0.020]
Ep 034/80 [S2:+mat]:  97%|██▉| 439/453 [03:39<00:07,  1.82it/s, loss=0.587, pair=0.006, adv=4.006, sprd=0.021]
Ep 034/80 [S2:+mat]:  97%|██▉| 440/453 [03:39<00:06,  1.92it/s, loss=0.587, pair=0.006, adv=4.006, sprd=0.021]
Ep 034/80 [S2:+mat]:  97%|██▉| 440/453 [03:40<00:06,  1.92it/s, loss=0.583, pair=0.003, adv=4.949, sprd=0.020]
Ep 034/80 [S2:+mat]:  97%|██▉| 441/453 [03:40<00:06,  1.80it/s, loss=0.583, pair=0.003, adv=4.949, sprd=0.020]
Ep 034/80 [S2:+mat]:  97%|██▉| 441/453 [03:40<00:06,  1.80it/s, loss=0.617, pair=0.006, adv=6.963, sprd=0.022]
Ep 034/80 [S2:+mat]:  98%|██▉| 442/453 [03:40<00:05,  1.91it/s, loss=0.617, pair=0.006, adv=6.963, sprd=0.022]
Ep 034/80 [S2:+mat]:  98%|██▉| 442/453 [03:41<00:05,  1.91it/s, loss=0.600, pair=0.007, adv=6.354, sprd=0.022]
Ep 034/80 [S2:+mat]:  98%|██▉| 443/453 [03:41<00:05,  1.70it/s, loss=0.600, pair=0.007, adv=6.354, sprd=0.022]
Ep 034/80 [S2:+mat]:  98%|██▉| 443/453 [03:41<00:05,  1.70it/s, loss=0.599, pair=0.007, adv=9.126, sprd=0.023]
Ep 034/80 [S2:+mat]:  98%|██▉| 444/453 [03:41<00:04,  1.82it/s, loss=0.599, pair=0.007, adv=9.126, sprd=0.023]
Ep 034/80 [S2:+mat]:  98%|██▉| 444/453 [03:42<00:04,  1.82it/s, loss=0.631, pair=0.007, adv=4.309, sprd=0.027]
Ep 034/80 [S2:+mat]:  98%|██▉| 445/453 [03:42<00:04,  1.75it/s, loss=0.631, pair=0.007, adv=4.309, sprd=0.027]
Ep 034/80 [S2:+mat]:  98%|██▉| 445/453 [03:42<00:04,  1.75it/s, loss=0.587, pair=0.012, adv=5.876, sprd=0.021]
Ep 034/80 [S2:+mat]:  98%|██▉| 446/453 [03:42<00:03,  1.86it/s, loss=0.587, pair=0.012, adv=5.876, sprd=0.021]
Ep 034/80 [S2:+mat]:  98%|██▉| 446/453 [03:43<00:03,  1.86it/s, loss=0.643, pair=0.005, adv=7.566, sprd=0.029]
Ep 034/80 [S2:+mat]:  99%|██▉| 447/453 [03:43<00:03,  1.77it/s, loss=0.643, pair=0.005, adv=7.566, sprd=0.029]
Ep 034/80 [S2:+mat]:  99%|██▉| 447/453 [03:43<00:03,  1.77it/s, loss=0.616, pair=0.001, adv=5.376, sprd=0.023]
Ep 034/80 [S2:+mat]:  99%|██▉| 448/453 [03:43<00:02,  1.91it/s, loss=0.616, pair=0.001, adv=5.376, sprd=0.023]
Ep 034/80 [S2:+mat]:  99%|██▉| 448/453 [03:44<00:02,  1.91it/s, loss=0.631, pair=0.008, adv=3.882, sprd=0.030]
Ep 034/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:02,  1.80it/s, loss=0.631, pair=0.008, adv=3.882, sprd=0.030]
Ep 034/80 [S2:+mat]:  99%|██▉| 449/453 [03:44<00:02,  1.80it/s, loss=0.607, pair=0.004, adv=4.477, sprd=0.019]
Ep 034/80 [S2:+mat]:  99%|██▉| 450/453 [03:44<00:01,  1.94it/s, loss=0.607, pair=0.004, adv=4.477, sprd=0.019]
Ep 034/80 [S2:+mat]:  99%|██▉| 450/453 [03:45<00:01,  1.94it/s, loss=0.600, pair=0.005, adv=6.571, sprd=0.022]
Ep 034/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:01,  1.79it/s, loss=0.600, pair=0.005, adv=6.571, sprd=0.022]
Ep 034/80 [S2:+mat]: 100%|██▉| 451/453 [03:45<00:01,  1.79it/s, loss=0.552, pair=0.001, adv=3.242, sprd=0.017]
Ep 034/80 [S2:+mat]: 100%|██▉| 452/453 [03:45<00:00,  1.94it/s, loss=0.552, pair=0.001, adv=3.242, sprd=0.017]
Ep 034/80 [S2:+mat]: 100%|██▉| 452/453 [03:46<00:00,  1.94it/s, loss=0.575, pair=0.002, adv=6.255, sprd=0.017]
Ep 034/80 [S2:+mat]: 100%|███| 453/453 [03:46<00:00,  1.92it/s, loss=0.575, pair=0.002, adv=6.255, sprd=0.017]
                                                                                                              
Epoch 034/80 [S2:+mat]  loss=0.6323  mat=0.2629  sens=1.1530  pair=0.1191  adv=5.2371(rand=3.47)  deg=0.0038  orth=0.0016  spread=0.0212  q_mean=52.6  q_std=18.8  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=6.54e-05  226s

Ep 035/80 [S2:+mat]:   0%|                                                            | 0/453 [00:00<?, ?it/s]
Ep 035/80 [S2:+mat]:   0%|             | 0/453 [00:01<?, ?it/s, loss=0.667, pair=0.001, adv=7.450, sprd=0.022]
Ep 035/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:01,  1.07s/it, loss=0.667, pair=0.001, adv=7.450, sprd=0.022]
Ep 035/80 [S2:+mat]:   0%|     | 1/453 [00:01<08:01,  1.07s/it, loss=0.619, pair=0.002, adv=6.351, sprd=0.026]
Ep 035/80 [S2:+mat]:   0%|     | 2/453 [00:01<05:13,  1.44it/s, loss=0.619, pair=0.002, adv=6.351, sprd=0.026]
Ep 035/80 [S2:+mat]:   0%|     | 2/453 [00:02<05:13,  1.44it/s, loss=0.601, pair=0.005, adv=4.722, sprd=0.022]
Ep 035/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:46,  1.57it/s, loss=0.601, pair=0.005, adv=4.722, sprd=0.022]
Ep 035/80 [S2:+mat]:   1%|     | 3/453 [00:02<04:46,  1.57it/s, loss=0.596, pair=0.006, adv=7.422, sprd=0.018]
Ep 035/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:04,  1.84it/s, loss=0.596, pair=0.006, adv=7.422, sprd=0.018]
Ep 035/80 [S2:+mat]:   1%|     | 4/453 [00:02<04:04,  1.84it/s, loss=0.571, pair=0.001, adv=6.569, sprd=0.015]
Ep 035/80 [S2:+mat]:   1%|     | 5/453 [00:02<04:00,  1.86it/s, loss=0.571, pair=0.001, adv=6.569, sprd=0.015]
Ep 035/80 [S2:+mat]:   1%|     | 5/453 [00:03<04:00,  1.86it/s, loss=0.641, pair=0.002, adv=4.255, sprd=0.029]
Ep 035/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:42,  2.01it/s, loss=0.641, pair=0.002, adv=4.255, sprd=0.029]
Ep 035/80 [S2:+mat]:   1%|     | 6/453 [00:03<03:42,  2.01it/s, loss=0.579, pair=0.007, adv=5.550, sprd=0.016]
Ep 035/80 [S2:+mat]:   2%|     | 7/453 [00:03<03:40,  2.02it/s, loss=0.579, pair=0.007, adv=5.550, sprd=0.016]
Ep 035/80 [S2:+mat]:   2%|     | 7/453 [00:04<03:40,  2.02it/s, loss=0.567, pair=0.008, adv=5.372, sprd=0.016]
Ep 035/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:28,  2.14it/s, loss=0.567, pair=0.008, adv=5.372, sprd=0.016]
Ep 035/80 [S2:+mat]:   2%|     | 8/453 [00:04<03:28,  2.14it/s, loss=0.643, pair=0.004, adv=5.033, sprd=0.019]
Ep 035/80 [S2:+mat]:   2%|     | 9/453 [00:04<03:38,  2.03it/s, loss=0.643, pair=0.004, adv=5.033, sprd=0.019]
Ep 035/80 [S2:+mat]:   2%|     | 9/453 [00:05<03:38,  2.03it/s, loss=1.136, pair=1.775, adv=4.678, sprd=0.026]
Ep 035/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:30,  2.10it/s, loss=1.136, pair=1.775, adv=4.678, sprd=0.026]
Ep 035/80 [S2:+mat]:   2%|    | 10/453 [00:05<03:30,  2.10it/s, loss=0.551, pair=0.002, adv=4.720, sprd=0.011]
Ep 035/80 [S2:+mat]:   2%|    | 11/453 [00:05<03:37,  2.03it/s, loss=0.551, pair=0.002, adv=4.720, sprd=0.011]
Ep 035/80 [S2:+mat]:   2%|    | 11/453 [00:06<03:37,  2.03it/s, loss=0.610, pair=0.007, adv=5.453, sprd=0.025]
Ep 035/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:28,  2.12it/s, loss=0.610, pair=0.007, adv=5.453, sprd=0.025]
Ep 035/80 [S2:+mat]:   3%|    | 12/453 [00:06<03:28,  2.12it/s, loss=0.644, pair=0.006, adv=4.726, sprd=0.033]
Ep 035/80 [S2:+mat]:   3%|    | 13/453 [00:06<03:38,  2.01it/s, loss=0.644, pair=0.006, adv=4.726, sprd=0.033]
Ep 035/80 [S2:+mat]:   3%|    | 13/453 [00:07<03:38,  2.01it/s, loss=0.622, pair=0.023, adv=5.253, sprd=0.021]
Ep 035/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:22,  2.16it/s, loss=0.622, pair=0.023, adv=5.253, sprd=0.021]
Ep 035/80 [S2:+mat]:   3%|    | 14/453 [00:07<03:22,  2.16it/s, loss=0.612, pair=0.000, adv=6.828, sprd=0.024]
Ep 035/80 [S2:+mat]:   3%|▏   | 15/453 [00:07<03:33,  2.06it/s, loss=0.612, pair=0.000, adv=6.828, sprd=0.024]
Ep 035/80 [S2:+mat]:   3%|▏   | 15/453 [00:08<03:33,  2.06it/s, loss=0.558, pair=0.000, adv=4.645, sprd=0.016]
Ep 035/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:23,  2.15it/s, loss=0.558, pair=0.000, adv=4.645, sprd=0.016]
Ep 035/80 [S2:+mat]:   4%|▏   | 16/453 [00:08<03:23,  2.15it/s, loss=0.592, pair=0.001, adv=6.087, sprd=0.018]
Ep 035/80 [S2:+mat]:   4%|▏   | 17/453 [00:08<03:40,  1.98it/s, loss=0.592, pair=0.001, adv=6.087, sprd=0.018]
Ep 035/80 [S2:+mat]:   4%|▏   | 17/453 [00:09<03:40,  1.98it/s, loss=0.606, pair=0.004, adv=3.340, sprd=0.022]
Ep 035/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:25,  2.12it/s, loss=0.606, pair=0.004, adv=3.340, sprd=0.022]
Ep 035/80 [S2:+mat]:   4%|▏   | 18/453 [00:09<03:25,  2.12it/s, loss=0.611, pair=0.004, adv=3.488, sprd=0.022]
Ep 035/80 [S2:+mat]:   4%|▏   | 19/453 [00:09<03:31,  2.05it/s, loss=0.611, pair=0.004, adv=3.488, sprd=0.022]
Ep 035/80 [S2:+mat]:   4%|▏   | 19/453 [00:10<03:31,  2.05it/s, loss=0.560, pair=0.006, adv=6.227, sprd=0.014]
Ep 035/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:20,  2.16it/s, loss=0.560, pair=0.006, adv=6.227, sprd=0.014]
Ep 035/80 [S2:+mat]:   4%|▏   | 20/453 [00:10<03:20,  2.16it/s, loss=0.595, pair=0.005, adv=4.331, sprd=0.016]
Ep 035/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:24,  2.11it/s, loss=0.595, pair=0.005, adv=4.331, sprd=0.016]
Ep 035/80 [S2:+mat]:   5%|▏   | 21/453 [00:10<03:24,  2.11it/s, loss=0.610, pair=0.006, adv=5.592, sprd=0.018]
Ep 035/80 [S2:+mat]:   5%|▏   | 22/453 [00:10<03:11,  2.25it/s, loss=0.610, pair=0.006, adv=5.592, sprd=0.018]
Ep 035/80 [S2:+mat]:   5%|▏   | 22/453 [00:11<03:11,  2.25it/s, loss=0.584, pair=0.013, adv=5.905, sprd=0.020]
Ep 035/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:23,  2.12it/s, loss=0.584, pair=0.013, adv=5.905, sprd=0.020]
Ep 035/80 [S2:+mat]:   5%|▏   | 23/453 [00:11<03:23,  2.12it/s, loss=0.543, pair=0.008, adv=5.653, sprd=0.013]
Ep 035/80 [S2:+mat]:   5%|▏   | 24/453 [00:11<03:14,  2.21it/s, loss=0.543, pair=0.008, adv=5.653, sprd=0.013]
Ep 035/80 [S2:+mat]:   5%|▏   | 24/453 [00:12<03:14,  2.21it/s, loss=1.237, pair=2.125, adv=4.550, sprd=0.024]
Ep 035/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:25,  2.08it/s, loss=1.237, pair=2.125, adv=4.550, sprd=0.024]
Ep 035/80 [S2:+mat]:   6%|▏   | 25/453 [00:12<03:25,  2.08it/s, loss=0.575, pair=0.003, adv=7.410, sprd=0.021]
Ep 035/80 [S2:+mat]:   6%|▏   | 26/453 [00:12<03:19,  2.14it/s, loss=0.575, pair=0.003, adv=7.410, sprd=0.021]
Ep 035/80 [S2:+mat]:   6%|▏   | 26/453 [00:13<03:19,  2.14it/s, loss=0.592, pair=0.000, adv=6.832, sprd=0.021]
Ep 035/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:30,  2.02it/s, loss=0.592, pair=0.000, adv=6.832, sprd=0.021]
Ep 035/80 [S2:+mat]:   6%|▏   | 27/453 [00:13<03:30,  2.02it/s, loss=0.587, pair=0.003, adv=5.270, sprd=0.017]
Ep 035/80 [S2:+mat]:   6%|▏   | 28/453 [00:13<03:17,  2.15it/s, loss=0.587, pair=0.003, adv=5.270, sprd=0.017]
Ep 035/80 [S2:+mat]:   6%|▏   | 28/453 [00:14<03:17,  2.15it/s, loss=0.578, pair=0.003, adv=3.407, sprd=0.018]
Ep 035/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:25,  2.06it/s, loss=0.578, pair=0.003, adv=3.407, sprd=0.018]
Ep 035/80 [S2:+mat]:   6%|▎   | 29/453 [00:14<03:25,  2.06it/s, loss=0.579, pair=0.001, adv=6.819, sprd=0.018]
Ep 035/80 [S2:+mat]:   7%|▎   | 30/453 [00:14<03:16,  2.15it/s, loss=0.579, pair=0.001, adv=6.819, sprd=0.018]
Ep 035/80 [S2:+mat]:   7%|▎   | 30/453 [00:15<03:16,  2.15it/s, loss=0.591, pair=0.001, adv=5.211, sprd=0.018]
Ep 035/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:26,  2.05it/s, loss=0.591, pair=0.001, adv=5.211, sprd=0.018]
Ep 035/80 [S2:+mat]:   7%|▎   | 31/453 [00:15<03:26,  2.05it/s, loss=0.556, pair=0.000, adv=5.041, sprd=0.012]
Ep 035/80 [S2:+mat]:   7%|▎   | 32/453 [00:15<03:11,  2.20it/s, loss=0.556, pair=0.000, adv=5.041, sprd=0.012]
Ep 035/80 [S2:+mat]:   7%|▎   | 32/453 [00:16<03:11,  2.20it/s, loss=0.574, pair=0.006, adv=5.084, sprd=0.017]
Ep 035/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:20,  2.10it/s, loss=0.574, pair=0.006, adv=5.084, sprd=0.017]
Ep 035/80 [S2:+mat]:   7%|▎   | 33/453 [00:16<03:20,  2.10it/s, loss=0.606, pair=0.005, adv=3.861, sprd=0.016]
Ep 035/80 [S2:+mat]:   8%|▎   | 34/453 [00:16<03:04,  2.27it/s, loss=0.606, pair=0.005, adv=3.861, sprd=0.016]
Ep 035/80 [S2:+mat]:   8%|▎   | 34/453 [00:17<03:04,  2.27it/s, loss=0.607, pair=0.003, adv=4.890, sprd=0.020]
Ep 035/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:18,  2.11it/s, loss=0.607, pair=0.003, adv=4.890, sprd=0.020]
Ep 035/80 [S2:+mat]:   8%|▎   | 35/453 [00:17<03:18,  2.11it/s, loss=0.621, pair=0.002, adv=7.064, sprd=0.026]
Ep 035/80 [S2:+mat]:   8%|▎   | 36/453 [00:17<03:12,  2.16it/s, loss=0.621, pair=0.002, adv=7.064, sprd=0.026]
Ep 035/80 [S2:+mat]:   8%|▎   | 36/453 [00:18<03:12,  2.16it/s, loss=0.606, pair=0.007, adv=4.405, sprd=0.021]
Ep 035/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:20,  2.07it/s, loss=0.606, pair=0.007, adv=4.405, sprd=0.021]
Ep 035/80 [S2:+mat]:   8%|▎   | 37/453 [00:18<03:20,  2.07it/s, loss=0.574, pair=0.000, adv=4.205, sprd=0.019]
Ep 035/80 [S2:+mat]:   8%|▎   | 38/453 [00:18<03:11,  2.17it/s, loss=0.574, pair=0.000, adv=4.205, sprd=0.019]
Ep 035/80 [S2:+mat]:   8%|▎   | 38/453 [00:19<03:11,  2.17it/s, loss=0.620, pair=0.000, adv=5.288, sprd=0.025]
Ep 035/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:20,  2.06it/s, loss=0.620, pair=0.000, adv=5.288, sprd=0.025]
Ep 035/80 [S2:+mat]:   9%|▎   | 39/453 [00:19<03:20,  2.06it/s, loss=0.618, pair=0.000, adv=5.047, sprd=0.023]
Ep 035/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:10,  2.17it/s, loss=0.618, pair=0.000, adv=5.047, sprd=0.023]
Ep 035/80 [S2:+mat]:   9%|▎   | 40/453 [00:19<03:10,  2.17it/s, loss=0.582, pair=0.000, adv=6.350, sprd=0.018]
Ep 035/80 [S2:+mat]:   9%|▎   | 41/453 [00:19<03:18,  2.07it/s, loss=0.582, pair=0.000, adv=6.350, sprd=0.018]
Ep 035/80 [S2:+mat]:   9%|▎   | 41/453 [00:20<03:18,  2.07it/s, loss=0.607, pair=0.000, adv=4.050, sprd=0.022]
Ep 035/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:08,  2.18it/s, loss=0.607, pair=0.000, adv=4.050, sprd=0.022]
Ep 035/80 [S2:+mat]:   9%|▎   | 42/453 [00:20<03:08,  2.18it/s, loss=0.604, pair=0.000, adv=6.076, sprd=0.022]
Ep 035/80 [S2:+mat]:   9%|▍   | 43/453 [00:20<03:18,  2.07it/s, loss=0.604, pair=0.000, adv=6.076, sprd=0.022]
Ep 035/80 [S2:+mat]:   9%|▍   | 43/453 [00:21<03:18,  2.07it/s, loss=0.604, pair=0.001, adv=5.612, sprd=0.021]
Ep 035/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:07,  2.18it/s, loss=0.604, pair=0.001, adv=5.612, sprd=0.021]
Ep 035/80 [S2:+mat]:  10%|▍   | 44/453 [00:21<03:07,  2.18it/s, loss=0.605, pair=0.000, adv=5.872, sprd=0.023]
Ep 035/80 [S2:+mat]:  10%|▍   | 45/453 [00:21<03:28,  1.95it/s, loss=0.605, pair=0.000, adv=5.872, sprd=0.023]
Ep 035/80 [S2:+mat]:  10%|▍   | 45/453 [00:22<03:28,  1.95it/s, loss=0.544, pair=0.001, adv=5.551, sprd=0.014]
Ep 035/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:16,  2.07it/s, loss=0.544, pair=0.001, adv=5.551, sprd=0.014]
Ep 035/80 [S2:+mat]:  10%|▍   | 46/453 [00:22<03:16,  2.07it/s, loss=0.647, pair=0.004, adv=5.612, sprd=0.016]
Ep 035/80 [S2:+mat]:  10%|▍   | 47/453 [00:22<03:18,  2.04it/s, loss=0.647, pair=0.004, adv=5.612, sprd=0.016]
Ep 035/80 [S2:+mat]:  10%|▍   | 47/453 [00:23<03:18,  2.04it/s, loss=0.633, pair=0.000, adv=5.275, sprd=0.024]
Ep 035/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:08,  2.15it/s, loss=0.633, pair=0.000, adv=5.275, sprd=0.024]
Ep 035/80 [S2:+mat]:  11%|▍   | 48/453 [00:23<03:08,  2.15it/s, loss=0.605, pair=0.001, adv=6.606, sprd=0.022]
Ep 035/80 [S2:+mat]:  11%|▍   | 49/453 [00:23<03:17,  2.04it/s, loss=0.605, pair=0.001, adv=6.606, sprd=0.022]
Ep 035/80 [S2:+mat]:  11%|▍   | 49/453 [00:24<03:17,  2.04it/s, loss=0.586, pair=0.030, adv=3.888, sprd=0.019]
Ep 035/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:08,  2.14it/s, loss=0.586, pair=0.030, adv=3.888, sprd=0.019]
Ep 035/80 [S2:+mat]:  11%|▍   | 50/453 [00:24<03:08,  2.14it/s, loss=0.565, pair=0.000, adv=5.285, sprd=0.016]
Ep 035/80 [S2:+mat]:  11%|▍   | 51/453 [00:24<03:14,  2.06it/s, loss=0.565, pair=0.000, adv=5.285, sprd=0.016]
Ep 035/80 [S2:+mat]:  11%|▍   | 51/453 [00:25<03:14,  2.06it/s, loss=0.585, pair=0.004, adv=6.092, sprd=0.018]
Ep 035/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:04,  2.17it/s, loss=0.585, pair=0.004, adv=6.092, sprd=0.018]
Ep 035/80 [S2:+mat]:  11%|▍   | 52/453 [00:25<03:04,  2.17it/s, loss=0.621, pair=0.000, adv=4.940, sprd=0.026]
Ep 035/80 [S2:+mat]:  12%|▍   | 53/453 [00:25<03:13,  2.07it/s, loss=0.621, pair=0.000, adv=4.940, sprd=0.026]
Ep 035/80 [S2:+mat]:  12%|▍   | 53/453 [00:26<03:13,  2.07it/s, loss=0.590, pair=0.000, adv=4.034, sprd=0.021]
Ep 035/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:04,  2.16it/s, loss=0.590, pair=0.000, adv=4.034, sprd=0.021]
Ep 035/80 [S2:+mat]:  12%|▍   | 54/453 [00:26<03:04,  2.16it/s, loss=0.589, pair=0.003, adv=3.114, sprd=0.022]
Ep 035/80 [S2:+mat]:  12%|▍   | 55/453 [00:26<03:09,  2.10it/s, loss=0.589, pair=0.003, adv=3.114, sprd=0.022]
Ep 035/80 [S2:+mat]:  12%|▍   | 55/453 [00:27<03:09,  2.10it/s, loss=0.584, pair=0.000, adv=7.317, sprd=0.021]
Ep 035/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:03,  2.16it/s, loss=0.584, pair=0.000, adv=7.317, sprd=0.021]
Ep 035/80 [S2:+mat]:  12%|▍   | 56/453 [00:27<03:03,  2.16it/s, loss=0.589, pair=0.000, adv=5.176, sprd=0.019]
Ep 035/80 [S2:+mat]:  13%|▌   | 57/453 [00:27<03:10,  2.08it/s, loss=0.589, pair=0.000, adv=5.176, sprd=0.019]
Ep 035/80 [S2:+mat]:  13%|▌   | 57/453 [00:28<03:10,  2.08it/s, loss=0.630, pair=0.000, adv=5.924, sprd=0.027]
Ep 035/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:03,  2.15it/s, loss=0.630, pair=0.000, adv=5.924, sprd=0.027]
Ep 035/80 [S2:+mat]:  13%|▌   | 58/453 [00:28<03:03,  2.15it/s, loss=0.606, pair=0.000, adv=4.939, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 59/453 [00:28<03:08,  2.09it/s, loss=0.606, pair=0.000, adv=4.939, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 59/453 [00:28<03:08,  2.09it/s, loss=0.604, pair=0.001, adv=6.234, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 60/453 [00:28<02:59,  2.19it/s, loss=0.604, pair=0.001, adv=6.234, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 60/453 [00:29<02:59,  2.19it/s, loss=0.596, pair=0.004, adv=5.161, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 61/453 [00:29<03:07,  2.09it/s, loss=0.596, pair=0.004, adv=5.161, sprd=0.021]
Ep 035/80 [S2:+mat]:  13%|▌   | 61/453 [00:29<03:07,  2.09it/s, loss=0.585, pair=0.003, adv=3.542, sprd=0.021]
Ep 035/80 [S2:+mat]:  14%|▌   | 62/453 [00:29<03:01,  2.16it/s, loss=0.585, pair=0.003, adv=3.542, sprd=0.021]
Ep 035/80 [S2:+mat]:  14%|▌   | 62/453 [00:30<03:01,  2.16it/s, loss=0.556, pair=0.002, adv=3.999, sprd=0.011]
Ep 035/80 [S2:+mat]:  14%|▌   | 63/453 [00:30<03:05,  2.10it/s, loss=0.556, pair=0.002, adv=3.999, sprd=0.011]
Ep 035/80 [S2:+mat]:  14%|▌   | 63/453 [00:30<03:05,  2.10it/s, loss=0.563, pair=0.004, adv=5.157, sprd=0.014]
Ep 035/80 [S2:+mat]:  14%|▌   | 64/453 [00:30<02:55,  2.22it/s, loss=0.563, pair=0.004, adv=5.157, sprd=0.014]
Ep 035/80 [S2:+mat]:  14%|▌   | 64/453 [00:31<02:55,  2.22it/s, loss=0.567, pair=0.001, adv=3.228, sprd=0.019]
Ep 035/80 [S2:+mat]:  14%|▌   | 65/453 [00:31<03:01,  2.13it/s, loss=0.567, pair=0.001, adv=3.228, sprd=0.019]
Ep 035/80 [S2:+mat]:  14%|▌   | 65/453 [00:31<03:01,  2.13it/s, loss=0.580, pair=0.000, adv=5.628, sprd=0.017]
Ep 035/80 [S2:+mat]:  15%|▌   | 66/453 [00:31<02:53,  2.24it/s, loss=0.580, pair=0.000, adv=5.628, sprd=0.017]
Ep 035/80 [S2:+mat]:  15%|▌   | 66/453 [00:32<02:53,  2.24it/s, loss=0.598, pair=0.005, adv=3.380, sprd=0.025]
Ep 035/80 [S2:+mat]:  15%|▌   | 67/453 [00:32<03:10,  2.03it/s, loss=0.598, pair=0.005, adv=3.380, sprd=0.025]
Ep 035/80 [S2:+mat]:  15%|▌   | 67/453 [00:32<03:10,  2.03it/s, loss=0.588, pair=0.000, adv=5.036, sprd=0.021]
Ep 035/80 [S2:+mat]:  15%|▌   | 68/453 [00:32<03:05,  2.07it/s, loss=0.588, pair=0.000, adv=5.036, sprd=0.021]
Ep 035/80 [S2:+mat]:  15%|▌   | 68/453 [00:33<03:05,  2.07it/s, loss=0.578, pair=0.001, adv=5.713, sprd=0.016]
Ep 035/80 [S2:+mat]:  15%|▌   | 69/453 [00:33<03:20,  1.91it/s, loss=0.578, pair=0.001, adv=5.713, sprd=0.016]
Ep 035/80 [S2:+mat]:  15%|▌   | 69/453 [00:33<03:20,  1.91it/s, loss=0.622, pair=0.000, adv=5.504, sprd=0.029]
Ep 035/80 [S2:+mat]:  15%|▌   | 70/453 [00:33<03:14,  1.97it/s, loss=0.622, pair=0.000, adv=5.504, sprd=0.029]
Ep 035/80 [S2:+mat]:  15%|▌   | 70/453 [00:34<03:14,  1.97it/s, loss=0.687, pair=0.005, adv=4.939, sprd=0.022]
Ep 035/80 [S2:+mat]:  16%|▋   | 71/453 [00:34<03:24,  1.87it/s, loss=0.687, pair=0.005, adv=4.939, sprd=0.022]
Ep 035/80 [S2:+mat]:  16%|▋   | 71/453 [00:34<03:24,  1.87it/s, loss=0.575, pair=0.000, adv=6.185, sprd=0.016]
Ep 035/80 [S2:+mat]:  16%|▋   | 72/453 [00:34<03:11,  1.99it/s, loss=0.575, pair=0.000, adv=6.185, sprd=0.016]
Ep 035/80 [S2:+mat]:  16%|▋   | 72/453 [00:35<03:11,  1.99it/s, loss=0.574, pair=0.006, adv=6.587, sprd=0.015]
Ep 035/80 [S2:+mat]:  16%|▋   | 73/453 [00:35<03:23,  1.87it/s, loss=0.574, pair=0.006, adv=6.587, sprd=0.015]
Ep 035/80 [S2:+mat]:  16%|▋   | 73/453 [00:36<03:23,  1.87it/s, loss=0.609, pair=0.000, adv=4.345, sprd=0.022]
Ep 035/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<03:26,  1.83it/s, loss=0.609, pair=0.000, adv=4.345, sprd=0.022]
Ep 035/80 [S2:+mat]:  16%|▋   | 74/453 [00:36<03:26,  1.83it/s, loss=0.586, pair=0.000, adv=4.699, sprd=0.021]
Ep 035/80 [S2:+mat]:  17%|▋   | 75/453 [00:36<03:35,  1.76it/s, loss=0.586, pair=0.000, adv=4.699, sprd=0.021]
Ep 035/80 [S2:+mat]:  17%|▋   | 75/453 [00:37<03:35,  1.76it/s, loss=0.586, pair=0.000, adv=5.908, sprd=0.017]
Ep 035/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<03:19,  1.89it/s, loss=0.586, pair=0.000, adv=5.908, sprd=0.017]
Ep 035/80 [S2:+mat]:  17%|▋   | 76/453 [00:37<03:19,  1.89it/s, loss=0.591, pair=0.000, adv=6.550, sprd=0.020]
Ep 035/80 [S2:+mat]:  17%|▋   | 77/453 [00:37<03:30,  1.79it/s, loss=0.591, pair=0.000, adv=6.550, sprd=0.020]
Ep 035/80 [S2:+mat]:  17%|▋   | 77/453 [00:38<03:30,  1.79it/s, loss=0.593, pair=0.001, adv=6.499, sprd=0.021]
Ep 035/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<03:19,  1.88it/s, loss=0.593, pair=0.001, adv=6.499, sprd=0.021]
Ep 035/80 [S2:+mat]:  17%|▋   | 78/453 [00:38<03:19,  1.88it/s, loss=0.590, pair=0.000, adv=4.459, sprd=0.016]
Ep 035/80 [S2:+mat]:  17%|▋   | 79/453 [00:38<03:31,  1.77it/s, loss=0.590, pair=0.000, adv=4.459, sprd=0.016]
Ep 035/80 [S2:+mat]:  17%|▋   | 79/453 [00:39<03:31,  1.77it/s, loss=0.797, pair=0.688, adv=5.301, sprd=0.023]
Ep 035/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:18,  1.88it/s, loss=0.797, pair=0.688, adv=5.301, sprd=0.023]
Ep 035/80 [S2:+mat]:  18%|▋   | 80/453 [00:39<03:18,  1.88it/s, loss=0.587, pair=0.009, adv=4.816, sprd=0.017]
Ep 035/80 [S2:+mat]:  18%|▋   | 81/453 [00:39<03:29,  1.78it/s, loss=0.587, pair=0.009, adv=4.816, sprd=0.017]
Ep 035/80 [S2:+mat]:  18%|▋   | 81/453 [00:40<03:29,  1.78it/s, loss=0.582, pair=0.007, adv=6.889, sprd=0.018]
Ep 035/80 [S2:+mat]:  18%|▋   | 82/453 [00:40<03:14,  1.90it/s, loss=0.582, pair=0.007, adv=6.889, sprd=0.018]
Ep 035/80 [S2:+mat]:  18%|▋   | 82/453 [00:41<03:14,  1.90it/s, loss=0.645, pair=0.006, adv=6.454, sprd=0.014]
Ep 035/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:23,  1.82it/s, loss=0.645, pair=0.006, adv=6.454, sprd=0.014]
Ep 035/80 [S2:+mat]:  18%|▋   | 83/453 [00:41<03:23,  1.82it/s, loss=0.586, pair=0.004, adv=6.922, sprd=0.017]
Ep 035/80 [S2:+mat]:  19%|▋   | 84/453 [00:41<03:08,  1.95it/s, loss=0.586, pair=0.004, adv=6.922, sprd=0.017]
Ep 035/80 [S2:+mat]:  19%|▋   | 84/453 [00:42<03:08,  1.95it/s, loss=1.197, pair=1.755, adv=5.264, sprd=0.020]
Ep 035/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:19,  1.84it/s, loss=1.197, pair=1.755, adv=5.264, sprd=0.020]
Ep 035/80 [S2:+mat]:  19%|▊   | 85/453 [00:42<03:19,  1.84it/s, loss=0.521, pair=0.003, adv=2.739, sprd=0.019]
Ep 035/80 [S2:+mat]:  19%|▊   | 86/453 [00:42<03:07,  1.96it/s, loss=0.521, pair=0.003, adv=2.739, sprd=0.019]
Ep 035/80 [S2:+mat]:  19%|▊   | 86/453 [00:43<03:07,  1.96it/s, loss=0.564, pair=0.008, adv=6.758, sprd=0.017]
Ep 035/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:19,  1.83it/s, loss=0.564, pair=0.008, adv=6.758, sprd=0.017]
Ep 035/80 [S2:+mat]:  19%|▊   | 87/453 [00:43<03:19,  1.83it/s, loss=0.580, pair=0.005, adv=3.405, sprd=0.018]
Ep 035/80 [S2:+mat]:  19%|▊   | 88/453 [00:43<03:06,  1.96it/s, loss=0.580, pair=0.005, adv=3.405, sprd=0.018]
Ep 035/80 [S2:+mat]:  19%|▊   | 88/453 [00:44<03:06,  1.96it/s, loss=0.566, pair=0.005, adv=6.764, sprd=0.017]
Ep 035/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:20,  1.82it/s, loss=0.566, pair=0.005, adv=6.764, sprd=0.017]
Ep 035/80 [S2:+mat]:  20%|▊   | 89/453 [00:44<03:20,  1.82it/s, loss=0.616, pair=0.005, adv=6.085, sprd=0.023]
Ep 035/80 [S2:+mat]:  20%|▊   | 90/453 [00:44<03:07,  1.94it/s, loss=0.616, pair=0.005, adv=6.085, sprd=0.023]
Ep 035/80 [S2:+mat]:  20%|▊   | 90/453 [00:45<03:07,  1.94it/s, loss=0.572, pair=0.004, adv=3.706, sprd=0.018]
Ep 035/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:17,  1.83it/s, loss=0.572, pair=0.004, adv=3.706, sprd=0.018]
Ep 035/80 [S2:+mat]:  20%|▊   | 91/453 [00:45<03:17,  1.83it/s, loss=0.573, pair=0.001, adv=7.460, sprd=0.016]
Ep 035/80 [S2:+mat]:  20%|▊   | 92/453 [00:45<03:06,  1.94it/s, loss=0.573, pair=0.001, adv=7.460, sprd=0.016]
Ep 035/80 [S2:+mat]:  20%|▊   | 92/453 [00:46<03:06,  1.94it/s, loss=0.577, pair=0.000, adv=5.755, sprd=0.019]
Ep 035/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:17,  1.82it/s, loss=0.577, pair=0.000, adv=5.755, sprd=0.019]
Ep 035/80 [S2:+mat]:  21%|▊   | 93/453 [00:46<03:17,  1.82it/s, loss=0.611, pair=0.002, adv=3.209, sprd=0.026]
Ep 035/80 [S2:+mat]:  21%|▊   | 94/453 [00:46<03:04,  1.94it/s, loss=0.611, pair=0.002, adv=3.209, sprd=0.026]
Ep 035/80 [S2:+mat]:  21%|▊   | 94/453 [00:47<03:04,  1.94it/s, loss=0.685, pair=0.014, adv=5.245, sprd=0.027]
Ep 035/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:14,  1.84it/s, loss=0.685, pair=0.014, adv=5.245, sprd=0.027]
Ep 035/80 [S2:+mat]:  21%|▊   | 95/453 [00:47<03:14,  1.84it/s, loss=0.606, pair=0.000, adv=4.694, sprd=0.025]
Ep 035/80 [S2:+mat]:  21%|▊   | 96/453 [00:47<03:04,  1.93it/s, loss=0.606, pair=0.000, adv=4.694, sprd=0.025]
Ep 035/80 [S2:+mat]:  21%|▊   | 96/453 [00:48<03:04,  1.93it/s, loss=0.600, pair=0.004, adv=5.246, sprd=0.024]
Ep 035/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:19,  1.78it/s, loss=0.600, pair=0.004, adv=5.246, sprd=0.024]
Ep 035/80 [S2:+mat]:  21%|▊   | 97/453 [00:48<03:19,  1.78it/s, loss=0.586, pair=0.002, adv=3.965, sprd=0.021]
Ep 035/80 [S2:+mat]:  22%|▊   | 98/453 [00:48<03:04,  1.93it/s, loss=0.586, pair=0.002, adv=3.965, sprd=0.021]
Ep 035/80 [S2:+mat]:  22%|▊   | 98/453 [00:49<03:04,  1.93it/s, loss=0.635, pair=0.002, adv=4.482, sprd=0.030]
Ep 035/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:06,  1.90it/s, loss=0.635, pair=0.002, adv=4.482, sprd=0.030]
Ep 035/80 [S2:+mat]:  22%|▊   | 99/453 [00:49<03:06,  1.90it/s, loss=0.571, pair=0.002, adv=3.744, sprd=0.016]
Ep 035/80 [S2:+mat]:  22%|▋  | 100/453 [00:49<02:51,  2.05it/s, loss=0.571, pair=0.002, adv=3.744, sprd=0.016]
Ep 035/80 [S2:+mat]:  22%|▋  | 100/453 [00:50<02:51,  2.05it/s, loss=0.674, pair=0.003, adv=6.709, sprd=0.025]
Ep 035/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:58,  1.98it/s, loss=0.674, pair=0.003, adv=6.709, sprd=0.025]
Ep 035/80 [S2:+mat]:  22%|▋  | 101/453 [00:50<02:58,  1.98it/s, loss=0.617, pair=0.002, adv=5.109, sprd=0.028]
Ep 035/80 [S2:+mat]:  23%|▋  | 102/453 [00:50<02:50,  2.06it/s, loss=0.617, pair=0.002, adv=5.109, sprd=0.028]
Ep 035/80 [S2:+mat]:  23%|▋  | 102/453 [00:51<02:50,  2.06it/s, loss=0.576, pair=0.005, adv=7.159, sprd=0.017]
Ep 035/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:53,  2.02it/s, loss=0.576, pair=0.005, adv=7.159, sprd=0.017]
Ep 035/80 [S2:+mat]:  23%|▋  | 103/453 [00:51<02:53,  2.02it/s, loss=0.606, pair=0.005, adv=5.819, sprd=0.016]
Ep 035/80 [S2:+mat]:  23%|▋  | 104/453 [00:51<02:41,  2.16it/s, loss=0.606, pair=0.005, adv=5.819, sprd=0.016]
Ep 035/80 [S2:+mat]:  23%|▋  | 104/453 [00:52<02:41,  2.16it/s, loss=0.632, pair=0.001, adv=3.576, sprd=0.024]
Ep 035/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:47,  2.08it/s, loss=0.632, pair=0.001, adv=3.576, sprd=0.024]
Ep 035/80 [S2:+mat]:  23%|▋  | 105/453 [00:52<02:47,  2.08it/s, loss=0.604, pair=0.001, adv=4.854, sprd=0.020]
Ep 035/80 [S2:+mat]:  23%|▋  | 106/453 [00:52<02:39,  2.18it/s, loss=0.604, pair=0.001, adv=4.854, sprd=0.020]
Ep 035/80 [S2:+mat]:  23%|▋  | 106/453 [00:53<02:39,  2.18it/s, loss=0.575, pair=0.002, adv=4.632, sprd=0.020]
Ep 035/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:47,  2.07it/s, loss=0.575, pair=0.002, adv=4.632, sprd=0.020]
Ep 035/80 [S2:+mat]:  24%|▋  | 107/453 [00:53<02:47,  2.07it/s, loss=0.630, pair=0.001, adv=5.375, sprd=0.025]
Ep 035/80 [S2:+mat]:  24%|▋  | 108/453 [00:53<02:39,  2.17it/s, loss=0.630, pair=0.001, adv=5.375, sprd=0.025]
Ep 035/80 [S2:+mat]:  24%|▋  | 108/453 [00:54<02:39,  2.17it/s, loss=0.644, pair=0.000, adv=4.638, sprd=0.032]
Ep 035/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:46,  2.06it/s, loss=0.644, pair=0.000, adv=4.638, sprd=0.032]
Ep 035/80 [S2:+mat]:  24%|▋  | 109/453 [00:54<02:46,  2.06it/s, loss=0.585, pair=0.003, adv=5.016, sprd=0.018]
Ep 035/80 [S2:+mat]:  24%|▋  | 110/453 [00:54<02:38,  2.16it/s, loss=0.585, pair=0.003, adv=5.016, sprd=0.018]
Ep 035/80 [S2:+mat]:  24%|▋  | 110/453 [00:55<02:38,  2.16it/s, loss=0.584, pair=0.002, adv=6.585, sprd=0.019]
Ep 035/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:46,  2.05it/s, loss=0.584, pair=0.002, adv=6.585, sprd=0.019]
Ep 035/80 [S2:+mat]:  25%|▋  | 111/453 [00:55<02:46,  2.05it/s, loss=0.581, pair=0.003, adv=6.712, sprd=0.021]
Ep 035/80 [S2:+mat]:  25%|▋  | 112/453 [00:55<02:40,  2.13it/s, loss=0.581, pair=0.003, adv=6.712, sprd=0.021]
Ep 035/80 [S2:+mat]:  25%|▋  | 112/453 [00:56<02:40,  2.13it/s, loss=0.615, pair=0.001, adv=5.597, sprd=0.022]
Ep 035/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:44,  2.06it/s, loss=0.615, pair=0.001, adv=5.597, sprd=0.022]
Ep 035/80 [S2:+mat]:  25%|▋  | 113/453 [00:56<02:44,  2.06it/s, loss=0.644, pair=0.003, adv=4.289, sprd=0.029]
Ep 035/80 [S2:+mat]:  25%|▊  | 114/453 [00:56<02:37,  2.15it/s, loss=0.644, pair=0.003, adv=4.289, sprd=0.029]
Ep 035/80 [S2:+mat]:  25%|▊  | 114/453 [00:57<02:37,  2.15it/s, loss=0.627, pair=0.004, adv=5.965, sprd=0.027]
Ep 035/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.627, pair=0.004, adv=5.965, sprd=0.027]
Ep 035/80 [S2:+mat]:  25%|▊  | 115/453 [00:57<02:45,  2.04it/s, loss=0.572, pair=0.003, adv=5.390, sprd=0.017]
Ep 035/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.14it/s, loss=0.572, pair=0.003, adv=5.390, sprd=0.017]
Ep 035/80 [S2:+mat]:  26%|▊  | 116/453 [00:57<02:37,  2.14it/s, loss=0.596, pair=0.001, adv=4.684, sprd=0.020]
Ep 035/80 [S2:+mat]:  26%|▊  | 117/453 [00:57<02:44,  2.04it/s, loss=0.596, pair=0.001, adv=4.684, sprd=0.020]
Ep 035/80 [S2:+mat]:  26%|▊  | 117/453 [00:58<02:44,  2.04it/s, loss=0.600, pair=0.003, adv=4.816, sprd=0.018]
Ep 035/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:34,  2.17it/s, loss=0.600, pair=0.003, adv=4.816, sprd=0.018]
Ep 035/80 [S2:+mat]:  26%|▊  | 118/453 [00:58<02:34,  2.17it/s, loss=0.555, pair=0.005, adv=3.140, sprd=0.018]
Ep 035/80 [S2:+mat]:  26%|▊  | 119/453 [00:58<02:41,  2.07it/s, loss=0.555, pair=0.005, adv=3.140, sprd=0.018]
Ep 035/80 [S2:+mat]:  26%|▊  | 119/453 [00:59<02:41,  2.07it/s, loss=0.633, pair=0.002, adv=7.727, sprd=0.030]
Ep 035/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:35,  2.14it/s, loss=0.633, pair=0.002, adv=7.727, sprd=0.030]
Ep 035/80 [S2:+mat]:  26%|▊  | 120/453 [00:59<02:35,  2.14it/s, loss=0.603, pair=0.002, adv=6.831, sprd=0.023]
Ep 035/80 [S2:+mat]:  27%|▊  | 121/453 [00:59<02:42,  2.04it/s, loss=0.603, pair=0.002, adv=6.831, sprd=0.023]
Ep 035/80 [S2:+mat]:  27%|▊  | 121/453 [01:00<02:42,  2.04it/s, loss=0.590, pair=0.002, adv=4.520, sprd=0.018]
Ep 035/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:32,  2.18it/s, loss=0.590, pair=0.002, adv=4.520, sprd=0.018]
Ep 035/80 [S2:+mat]:  27%|▊  | 122/453 [01:00<02:32,  2.18it/s, loss=0.614, pair=0.000, adv=4.055, sprd=0.026]
Ep 035/80 [S2:+mat]:  27%|▊  | 123/453 [01:00<02:39,  2.07it/s, loss=0.614, pair=0.000, adv=4.055, sprd=0.026]
Ep 035/80 [S2:+mat]:  27%|▊  | 123/453 [01:01<02:39,  2.07it/s, loss=0.587, pair=0.000, adv=6.596, sprd=0.017]
Ep 035/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:30,  2.18it/s, loss=0.587, pair=0.000, adv=6.596, sprd=0.017]
Ep 035/80 [S2:+mat]:  27%|▊  | 124/453 [01:01<02:30,  2.18it/s, loss=0.607, pair=0.001, adv=8.227, sprd=0.018]
Ep 035/80 [S2:+mat]:  28%|▊  | 125/453 [01:01<02:45,  1.98it/s, loss=0.607, pair=0.001, adv=8.227, sprd=0.018]
Ep 035/80 [S2:+mat]:  28%|▊  | 125/453 [01:02<02:45,  1.98it/s, loss=0.684, pair=0.002, adv=4.092, sprd=0.037]
Ep 035/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:39,  2.05it/s, loss=0.684, pair=0.002, adv=4.092, sprd=0.037]
Ep 035/80 [S2:+mat]:  28%|▊  | 126/453 [01:02<02:39,  2.05it/s, loss=0.601, pair=0.012, adv=4.353, sprd=0.019]
Ep 035/80 [S2:+mat]:  28%|▊  | 127/453 [01:02<02:40,  2.03it/s, loss=0.601, pair=0.012, adv=4.353, sprd=0.019]
Ep 035/80 [S2:+mat]:  28%|▊  | 127/453 [01:03<02:40,  2.03it/s, loss=0.551, pair=0.011, adv=4.409, sprd=0.013]
Ep 035/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:30,  2.15it/s, loss=0.551, pair=0.011, adv=4.409, sprd=0.013]
Ep 035/80 [S2:+mat]:  28%|▊  | 128/453 [01:03<02:30,  2.15it/s, loss=0.578, pair=0.004, adv=6.591, sprd=0.015]
Ep 035/80 [S2:+mat]:  28%|▊  | 129/453 [01:03<02:37,  2.05it/s, loss=0.578, pair=0.004, adv=6.591, sprd=0.015]
Ep 035/80 [S2:+mat]:  28%|▊  | 129/453 [01:04<02:37,  2.05it/s, loss=0.579, pair=0.000, adv=5.599, sprd=0.020]
Ep 035/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:31,  2.13it/s, loss=0.579, pair=0.000, adv=5.599, sprd=0.020]
Ep 035/80 [S2:+mat]:  29%|▊  | 130/453 [01:04<02:31,  2.13it/s, loss=0.591, pair=0.001, adv=5.749, sprd=0.018]
Ep 035/80 [S2:+mat]:  29%|▊  | 131/453 [01:04<02:36,  2.06it/s, loss=0.591, pair=0.001, adv=5.749, sprd=0.018]
Ep 035/80 [S2:+mat]:  29%|▊  | 131/453 [01:05<02:36,  2.06it/s, loss=1.042, pair=1.549, adv=5.742, sprd=0.019]
Ep 035/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:29,  2.14it/s, loss=1.042, pair=1.549, adv=5.742, sprd=0.019]
Ep 035/80 [S2:+mat]:  29%|▊  | 132/453 [01:05<02:29,  2.14it/s, loss=0.601, pair=0.002, adv=3.806, sprd=0.025]
Ep 035/80 [S2:+mat]:  29%|▉  | 133/453 [01:05<02:36,  2.04it/s, loss=0.601, pair=0.002, adv=3.806, sprd=0.025]
Ep 035/80 [S2:+mat]:  29%|▉  | 133/453 [01:06<02:36,  2.04it/s, loss=0.633, pair=0.003, adv=8.244, sprd=0.025]
Ep 035/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:28,  2.15it/s, loss=0.633, pair=0.003, adv=8.244, sprd=0.025]
Ep 035/80 [S2:+mat]:  30%|▉  | 134/453 [01:06<02:28,  2.15it/s, loss=0.606, pair=0.000, adv=5.556, sprd=0.026]
Ep 035/80 [S2:+mat]:  30%|▉  | 135/453 [01:06<02:36,  2.03it/s, loss=0.606, pair=0.000, adv=5.556, sprd=0.026]
Ep 035/80 [S2:+mat]:  30%|▉  | 135/453 [01:07<02:36,  2.03it/s, loss=0.594, pair=0.011, adv=5.396, sprd=0.021]
Ep 035/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:29,  2.11it/s, loss=0.594, pair=0.011, adv=5.396, sprd=0.021]
Ep 035/80 [S2:+mat]:  30%|▉  | 136/453 [01:07<02:29,  2.11it/s, loss=0.621, pair=0.001, adv=5.434, sprd=0.024]
Ep 035/80 [S2:+mat]:  30%|▉  | 137/453 [01:07<02:36,  2.02it/s, loss=0.621, pair=0.001, adv=5.434, sprd=0.024]
Ep 035/80 [S2:+mat]:  30%|▉  | 137/453 [01:07<02:36,  2.02it/s, loss=0.598, pair=0.003, adv=6.289, sprd=0.023]
Ep 035/80 [S2:+mat]:  30%|▉  | 138/453 [01:07<02:29,  2.11it/s, loss=0.598, pair=0.003, adv=6.289, sprd=0.023]
Ep 035/80 [S2:+mat]:  30%|▉  | 138/453 [01:08<02:29,  2.11it/s, loss=0.585, pair=0.003, adv=7.180, sprd=0.016]
Ep 035/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:34,  2.03it/s, loss=0.585, pair=0.003, adv=7.180, sprd=0.016]
Ep 035/80 [S2:+mat]:  31%|▉  | 139/453 [01:08<02:34,  2.03it/s, loss=0.559, pair=0.000, adv=4.713, sprd=0.013]
Ep 035/80 [S2:+mat]:  31%|▉  | 140/453 [01:08<02:25,  2.16it/s, loss=0.559, pair=0.000, adv=4.713, sprd=0.013]
Ep 035/80 [S2:+mat]:  31%|▉  | 140/453 [01:09<02:25,  2.16it/s, loss=0.611, pair=0.006, adv=6.829, sprd=0.025]
Ep 035/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:33,  2.04it/s, loss=0.611, pair=0.006, adv=6.829, sprd=0.025]
Ep 035/80 [S2:+mat]:  31%|▉  | 141/453 [01:09<02:33,  2.04it/s, loss=0.653, pair=0.005, adv=4.061, sprd=0.033]
Ep 035/80 [S2:+mat]:  31%|▉  | 142/453 [01:09<02:26,  2.12it/s, loss=0.653, pair=0.005, adv=4.061, sprd=0.033]
Ep 035/80 [S2:+mat]:  31%|▉  | 142/453 [01:10<02:26,  2.12it/s, loss=0.648, pair=0.004, adv=6.622, sprd=0.029]
Ep 035/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:32,  2.03it/s, loss=0.648, pair=0.004, adv=6.622, sprd=0.029]
Ep 035/80 [S2:+mat]:  32%|▉  | 143/453 [01:10<02:32,  2.03it/s, loss=0.620, pair=0.007, adv=5.156, sprd=0.022]
Ep 035/80 [S2:+mat]:  32%|▉  | 144/453 [01:10<02:24,  2.15it/s, loss=0.620, pair=0.007, adv=5.156, sprd=0.022]
Ep 035/80 [S2:+mat]:  32%|▉  | 144/453 [01:11<02:24,  2.15it/s, loss=0.624, pair=0.012, adv=4.270, sprd=0.014]
Ep 035/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:27,  2.08it/s, loss=0.624, pair=0.012, adv=4.270, sprd=0.014]
Ep 035/80 [S2:+mat]:  32%|▉  | 145/453 [01:11<02:27,  2.08it/s, loss=0.575, pair=0.008, adv=5.389, sprd=0.015]
Ep 035/80 [S2:+mat]:  32%|▉  | 146/453 [01:11<02:17,  2.23it/s, loss=0.575, pair=0.008, adv=5.389, sprd=0.015]
Ep 035/80 [S2:+mat]:  32%|▉  | 146/453 [01:12<02:17,  2.23it/s, loss=0.580, pair=0.006, adv=5.382, sprd=0.017]
Ep 035/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:24,  2.11it/s, loss=0.580, pair=0.006, adv=5.382, sprd=0.017]
Ep 035/80 [S2:+mat]:  32%|▉  | 147/453 [01:12<02:24,  2.11it/s, loss=0.614, pair=0.009, adv=6.180, sprd=0.024]
Ep 035/80 [S2:+mat]:  33%|▉  | 148/453 [01:12<02:19,  2.18it/s, loss=0.614, pair=0.009, adv=6.180, sprd=0.024]
Ep 035/80 [S2:+mat]:  33%|▉  | 148/453 [01:13<02:19,  2.18it/s, loss=0.642, pair=0.003, adv=6.117, sprd=0.030]
Ep 035/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:30,  2.02it/s, loss=0.642, pair=0.003, adv=6.117, sprd=0.030]
Ep 035/80 [S2:+mat]:  33%|▉  | 149/453 [01:13<02:30,  2.02it/s, loss=0.595, pair=0.010, adv=6.850, sprd=0.019]
Ep 035/80 [S2:+mat]:  33%|▉  | 150/453 [01:13<02:22,  2.13it/s, loss=0.595, pair=0.010, adv=6.850, sprd=0.019]
Ep 035/80 [S2:+mat]:  33%|▉  | 150/453 [01:14<02:22,  2.13it/s, loss=0.593, pair=0.003, adv=4.452, sprd=0.022]
Ep 035/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:29,  2.03it/s, loss=0.593, pair=0.003, adv=4.452, sprd=0.022]
Ep 035/80 [S2:+mat]:  33%|█  | 151/453 [01:14<02:29,  2.03it/s, loss=1.167, pair=2.059, adv=4.837, sprd=0.013]
Ep 035/80 [S2:+mat]:  34%|█  | 152/453 [01:14<02:19,  2.16it/s, loss=1.167, pair=2.059, adv=4.837, sprd=0.013]
Ep 035/80 [S2:+mat]:  34%|█  | 152/453 [01:15<02:19,  2.16it/s, loss=0.609, pair=0.002, adv=7.622, sprd=0.023]
Ep 035/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:34,  1.94it/s, loss=0.609, pair=0.002, adv=7.622, sprd=0.023]
Ep 035/80 [S2:+mat]:  34%|█  | 153/453 [01:15<02:34,  1.94it/s, loss=0.593, pair=0.001, adv=4.752, sprd=0.021]
Ep 035/80 [S2:+mat]:  34%|█  | 154/453 [01:15<02:25,  2.06it/s, loss=0.593, pair=0.001, adv=4.752, sprd=0.021]
Ep 035/80 [S2:+mat]:  34%|█  | 154/453 [01:16<02:25,  2.06it/s, loss=0.604, pair=0.002, adv=5.193, sprd=0.020]
Ep 035/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:28,  2.01it/s, loss=0.604, pair=0.002, adv=5.193, sprd=0.020]
Ep 035/80 [S2:+mat]:  34%|█  | 155/453 [01:16<02:28,  2.01it/s, loss=0.896, pair=0.956, adv=5.619, sprd=0.022]
Ep 035/80 [S2:+mat]:  34%|█  | 156/453 [01:16<02:19,  2.13it/s, loss=0.896, pair=0.956, adv=5.619, sprd=0.022]
Ep 035/80 [S2:+mat]:  34%|█  | 156/453 [01:17<02:19,  2.13it/s, loss=0.603, pair=0.145, adv=6.373, sprd=0.017]
Ep 035/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:27,  2.01it/s, loss=0.603, pair=0.145, adv=6.373, sprd=0.017]
Ep 035/80 [S2:+mat]:  35%|█  | 157/453 [01:17<02:27,  2.01it/s, loss=0.603, pair=0.005, adv=4.982, sprd=0.022]
Ep 035/80 [S2:+mat]:  35%|█  | 158/453 [01:17<02:19,  2.11it/s, loss=0.603, pair=0.005, adv=4.982, sprd=0.022]
Ep 035/80 [S2:+mat]:  35%|█  | 158/453 [01:18<02:19,  2.11it/s, loss=0.605, pair=0.012, adv=4.098, sprd=0.022]
Ep 035/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:24,  2.04it/s, loss=0.605, pair=0.012, adv=4.098, sprd=0.022]
Ep 035/80 [S2:+mat]:  35%|█  | 159/453 [01:18<02:24,  2.04it/s, loss=0.559, pair=0.011, adv=7.082, sprd=0.016]
Ep 035/80 [S2:+mat]:  35%|█  | 160/453 [01:18<02:17,  2.13it/s, loss=0.559, pair=0.011, adv=7.082, sprd=0.016]
Ep 035/80 [S2:+mat]:  35%|█  | 160/453 [01:19<02:17,  2.13it/s, loss=0.614, pair=0.002, adv=6.273, sprd=0.022]
Ep 035/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:23,  2.04it/s, loss=0.614, pair=0.002, adv=6.273, sprd=0.022]
Ep 035/80 [S2:+mat]:  36%|█  | 161/453 [01:19<02:23,  2.04it/s, loss=0.600, pair=0.023, adv=6.470, sprd=0.025]
Ep 035/80 [S2:+mat]:  36%|█  | 162/453 [01:19<02:18,  2.10it/s, loss=0.600, pair=0.023, adv=6.470, sprd=0.025]
Ep 035/80 [S2:+mat]:  36%|█  | 162/453 [01:20<02:18,  2.10it/s, loss=0.613, pair=0.003, adv=4.467, sprd=0.026]
Ep 035/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:24,  2.01it/s, loss=0.613, pair=0.003, adv=4.467, sprd=0.026]
Ep 035/80 [S2:+mat]:  36%|█  | 163/453 [01:20<02:24,  2.01it/s, loss=0.601, pair=0.027, adv=7.067, sprd=0.016]
Ep 035/80 [S2:+mat]:  36%|█  | 164/453 [01:20<02:14,  2.15it/s, loss=0.601, pair=0.027, adv=7.067, sprd=0.016]
Ep 035/80 [S2:+mat]:  36%|█  | 164/453 [01:20<02:14,  2.15it/s, loss=0.634, pair=0.009, adv=5.067, sprd=0.028]
Ep 035/80 [S2:+mat]:  36%|█  | 165/453 [01:20<02:20,  2.04it/s, loss=0.634, pair=0.009, adv=5.067, sprd=0.028]
Ep 035/80 [S2:+mat]:  36%|█  | 165/453 [01:21<02:20,  2.04it/s, loss=0.616, pair=0.006, adv=5.281, sprd=0.025]
Ep 035/80 [S2:+mat]:  37%|█  | 166/453 [01:21<02:16,  2.11it/s, loss=0.616, pair=0.006, adv=5.281, sprd=0.025]
Ep 035/80 [S2:+mat]:  37%|█  | 166/453 [01:22<02:16,  2.11it/s, loss=0.607, pair=0.001, adv=6.513, sprd=0.025]
Ep 035/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:29,  1.91it/s, loss=0.607, pair=0.001, adv=6.513, sprd=0.025]
Ep 035/80 [S2:+mat]:  37%|█  | 167/453 [01:22<02:29,  1.91it/s, loss=0.578, pair=0.000, adv=6.646, sprd=0.019]
Ep 035/80 [S2:+mat]:  37%|█  | 168/453 [01:22<02:24,  1.97it/s, loss=0.578, pair=0.000, adv=6.646, sprd=0.019]
Ep 035/80 [S2:+mat]:  37%|█  | 168/453 [01:23<02:24,  1.97it/s, loss=0.571, pair=0.000, adv=4.831, sprd=0.017]
Ep 035/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:34,  1.84it/s, loss=0.571, pair=0.000, adv=4.831, sprd=0.017]
Ep 035/80 [S2:+mat]:  37%|█  | 169/453 [01:23<02:34,  1.84it/s, loss=0.589, pair=0.000, adv=7.159, sprd=0.023]
Ep 035/80 [S2:+mat]:  38%|█▏ | 170/453 [01:23<02:28,  1.91it/s, loss=0.589, pair=0.000, adv=7.159, sprd=0.023]
Ep 035/80 [S2:+mat]:  38%|█▏ | 170/453 [01:24<02:28,  1.91it/s, loss=0.580, pair=0.000, adv=3.211, sprd=0.021]
Ep 035/80 [S2:+mat]:  38%|█▏ | 171/453 [01:24<02:34,  1.82it/s, loss=0.580, pair=0.000, adv=3.211, sprd=0.021]
Ep 035/80 [S2:+mat]:  38%|█▏ | 171/453 [01:24<02:34,  1.82it/s, loss=0.609, pair=0.001, adv=6.172, sprd=0.020]
Ep 035/80 [S2:+mat]:  38%|█▏ | 172/453 [01:24<02:24,  1.94it/s, loss=0.609, pair=0.001, adv=6.172, sprd=0.020]
Ep 035/80 [S2:+mat]:  38%|█▏ | 172/453 [01:25<02:24,  1.94it/s, loss=0.625, pair=0.002, adv=5.756, sprd=0.028]
Ep 035/80 [S2:+mat]:  38%|█▏ | 173/453 [01:25<02:34,  1.81it/s, loss=0.625, pair=0.002, adv=5.756, sprd=0.028]
Ep 035/80 [S2:+mat]:  38%|█▏ | 173/453 [01:25<02:34,  1.81it/s, loss=0.625, pair=0.000, adv=5.677, sprd=0.024]
Ep 035/80 [S2:+mat]:  38%|█▏ | 174/453 [01:25<02:24,  1.93it/s, loss=0.625, pair=0.000, adv=5.677, sprd=0.024]
Ep 035/80 [S2:+mat]:  38%|█▏ | 174/453 [01:26<02:24,  1.93it/s, loss=0.625, pair=0.003, adv=4.659, sprd=0.029]
Ep 035/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:33,  1.81it/s, loss=0.625, pair=0.003, adv=4.659, sprd=0.029]
Ep 035/80 [S2:+mat]:  39%|█▏ | 175/453 [01:26<02:33,  1.81it/s, loss=0.628, pair=0.010, adv=3.406, sprd=0.030]
Ep 035/80 [S2:+mat]:  39%|█▏ | 176/453 [01:26<02:24,  1.91it/s, loss=0.628, pair=0.010, adv=3.406, sprd=0.030]
Ep 035/80 [S2:+mat]:  39%|█▏ | 176/453 [01:27<02:24,  1.91it/s, loss=0.609, pair=0.000, adv=5.237, sprd=0.025]
Ep 035/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:34,  1.79it/s, loss=0.609, pair=0.000, adv=5.237, sprd=0.025]
Ep 035/80 [S2:+mat]:  39%|█▏ | 177/453 [01:27<02:34,  1.79it/s, loss=0.583, pair=0.002, adv=5.837, sprd=0.019]
Ep 035/80 [S2:+mat]:  39%|█▏ | 178/453 [01:27<02:23,  1.91it/s, loss=0.583, pair=0.002, adv=5.837, sprd=0.019]
Ep 035/80 [S2:+mat]:  39%|█▏ | 178/453 [01:28<02:23,  1.91it/s, loss=0.603, pair=0.004, adv=5.736, sprd=0.024]
Ep 035/80 [S2:+mat]:  40%|█▏ | 179/453 [01:28<02:32,  1.80it/s, loss=0.603, pair=0.004, adv=5.736, sprd=0.024]
Ep 035/80 [S2:+mat]:  40%|█▏ | 179/453 [01:29<02:32,  1.80it/s, loss=0.634, pair=0.003, adv=6.218, sprd=0.025]
Ep 035/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:22,  1.91it/s, loss=0.634, pair=0.003, adv=6.218, sprd=0.025]
Ep 035/80 [S2:+mat]:  40%|█▏ | 180/453 [01:29<02:22,  1.91it/s, loss=0.645, pair=0.007, adv=6.265, sprd=0.028]
Ep 035/80 [S2:+mat]:  40%|█▏ | 181/453 [01:29<02:41,  1.69it/s, loss=0.645, pair=0.007, adv=6.265, sprd=0.028]
Ep 035/80 [S2:+mat]:  40%|█▏ | 181/453 [01:30<02:41,  1.69it/s, loss=0.576, pair=0.003, adv=6.018, sprd=0.016]
Ep 035/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:27,  1.84it/s, loss=0.576, pair=0.003, adv=6.018, sprd=0.016]
Ep 035/80 [S2:+mat]:  40%|█▏ | 182/453 [01:30<02:27,  1.84it/s, loss=0.587, pair=0.003, adv=6.714, sprd=0.019]
Ep 035/80 [S2:+mat]:  40%|█▏ | 183/453 [01:30<02:31,  1.79it/s, loss=0.587, pair=0.003, adv=6.714, sprd=0.019]
Ep 035/80 [S2:+mat]:  40%|█▏ | 183/453 [01:31<02:31,  1.79it/s, loss=0.628, pair=0.002, adv=3.197, sprd=0.032]
Ep 035/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:21,  1.90it/s, loss=0.628, pair=0.002, adv=3.197, sprd=0.032]
Ep 035/80 [S2:+mat]:  41%|█▏ | 184/453 [01:31<02:21,  1.90it/s, loss=0.598, pair=0.000, adv=6.729, sprd=0.016]
Ep 035/80 [S2:+mat]:  41%|█▏ | 185/453 [01:31<02:29,  1.79it/s, loss=0.598, pair=0.000, adv=6.729, sprd=0.016]
Ep 035/80 [S2:+mat]:  41%|█▏ | 185/453 [01:32<02:29,  1.79it/s, loss=0.661, pair=0.001, adv=5.355, sprd=0.033]
Ep 035/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:22,  1.87it/s, loss=0.661, pair=0.001, adv=5.355, sprd=0.033]
Ep 035/80 [S2:+mat]:  41%|█▏ | 186/453 [01:32<02:22,  1.87it/s, loss=0.604, pair=0.002, adv=4.482, sprd=0.024]
Ep 035/80 [S2:+mat]:  41%|█▏ | 187/453 [01:32<02:30,  1.77it/s, loss=0.604, pair=0.002, adv=4.482, sprd=0.024]
Ep 035/80 [S2:+mat]:  41%|█▏ | 187/453 [01:33<02:30,  1.77it/s, loss=0.583, pair=0.000, adv=4.657, sprd=0.019]
Ep 035/80 [S2:+mat]:  42%|█▏ | 188/453 [01:33<02:20,  1.88it/s, loss=0.583, pair=0.000, adv=4.657, sprd=0.019]
Ep 035/80 [S2:+mat]:  42%|█▏ | 188/453 [01:34<02:20,  1.88it/s, loss=0.569, pair=0.000, adv=4.597, sprd=0.014]
Ep 035/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:26,  1.81it/s, loss=0.569, pair=0.000, adv=4.597, sprd=0.014]
Ep 035/80 [S2:+mat]:  42%|█▎ | 189/453 [01:34<02:26,  1.81it/s, loss=0.627, pair=0.000, adv=6.595, sprd=0.025]
Ep 035/80 [S2:+mat]:  42%|█▎ | 190/453 [01:34<02:17,  1.92it/s, loss=0.627, pair=0.000, adv=6.595, sprd=0.025]
Ep 035/80 [S2:+mat]:  42%|█▎ | 190/453 [01:35<02:17,  1.92it/s, loss=0.583, pair=0.000, adv=6.531, sprd=0.018]
Ep 035/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:23,  1.82it/s, loss=0.583, pair=0.000, adv=6.531, sprd=0.018]
Ep 035/80 [S2:+mat]:  42%|█▎ | 191/453 [01:35<02:23,  1.82it/s, loss=0.596, pair=0.000, adv=4.645, sprd=0.018]
Ep 035/80 [S2:+mat]:  42%|█▎ | 192/453 [01:35<02:13,  1.95it/s, loss=0.596, pair=0.000, adv=4.645, sprd=0.018]
Ep 035/80 [S2:+mat]:  42%|█▎ | 192/453 [01:36<02:13,  1.95it/s, loss=0.657, pair=0.000, adv=5.933, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:22,  1.82it/s, loss=0.657, pair=0.000, adv=5.933, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 193/453 [01:36<02:22,  1.82it/s, loss=0.578, pair=0.000, adv=4.417, sprd=0.019]
Ep 035/80 [S2:+mat]:  43%|█▎ | 194/453 [01:36<02:13,  1.94it/s, loss=0.578, pair=0.000, adv=4.417, sprd=0.019]
Ep 035/80 [S2:+mat]:  43%|█▎ | 194/453 [01:37<02:13,  1.94it/s, loss=0.585, pair=0.000, adv=6.644, sprd=0.019]
Ep 035/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:20,  1.83it/s, loss=0.585, pair=0.000, adv=6.644, sprd=0.019]
Ep 035/80 [S2:+mat]:  43%|█▎ | 195/453 [01:37<02:20,  1.83it/s, loss=0.581, pair=0.002, adv=3.238, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 196/453 [01:37<02:10,  1.97it/s, loss=0.581, pair=0.002, adv=3.238, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 196/453 [01:38<02:10,  1.97it/s, loss=0.663, pair=0.002, adv=7.067, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:12,  1.94it/s, loss=0.663, pair=0.002, adv=7.067, sprd=0.020]
Ep 035/80 [S2:+mat]:  43%|█▎ | 197/453 [01:38<02:12,  1.94it/s, loss=0.631, pair=0.007, adv=5.883, sprd=0.032]
Ep 035/80 [S2:+mat]:  44%|█▎ | 198/453 [01:38<02:06,  2.02it/s, loss=0.631, pair=0.007, adv=5.883, sprd=0.032]
Ep 035/80 [S2:+mat]:  44%|█▎ | 198/453 [01:39<02:06,  2.02it/s, loss=0.603, pair=0.005, adv=6.169, sprd=0.024]
Ep 035/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:10,  1.95it/s, loss=0.603, pair=0.005, adv=6.169, sprd=0.024]
Ep 035/80 [S2:+mat]:  44%|█▎ | 199/453 [01:39<02:10,  1.95it/s, loss=0.591, pair=0.007, adv=4.775, sprd=0.019]
Ep 035/80 [S2:+mat]:  44%|█▎ | 200/453 [01:39<02:02,  2.07it/s, loss=0.591, pair=0.007, adv=4.775, sprd=0.019]
Ep 035/80 [S2:+mat]:  44%|█▎ | 200/453 [01:40<02:02,  2.07it/s, loss=0.604, pair=0.007, adv=6.240, sprd=0.021]
Ep 035/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:04,  2.02it/s, loss=0.604, pair=0.007, adv=6.240, sprd=0.021]
Ep 035/80 [S2:+mat]:  44%|█▎ | 201/453 [01:40<02:04,  2.02it/s, loss=0.635, pair=0.004, adv=6.063, sprd=0.030]
Ep 035/80 [S2:+mat]:  45%|█▎ | 202/453 [01:40<01:59,  2.10it/s, loss=0.635, pair=0.004, adv=6.063, sprd=0.030]
Ep 035/80 [S2:+mat]:  45%|█▎ | 202/453 [01:41<01:59,  2.10it/s, loss=0.639, pair=0.004, adv=6.714, sprd=0.029]
Ep 035/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:05,  1.99it/s, loss=0.639, pair=0.004, adv=6.714, sprd=0.029]
Ep 035/80 [S2:+mat]:  45%|█▎ | 203/453 [01:41<02:05,  1.99it/s, loss=0.583, pair=0.001, adv=3.643, sprd=0.018]
Ep 035/80 [S2:+mat]:  45%|█▎ | 204/453 [01:41<01:57,  2.12it/s, loss=0.583, pair=0.001, adv=3.643, sprd=0.018]
Ep 035/80 [S2:+mat]:  45%|█▎ | 204/453 [01:42<01:57,  2.12it/s, loss=0.572, pair=0.000, adv=6.020, sprd=0.015]
Ep 035/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:06,  1.96it/s, loss=0.572, pair=0.000, adv=6.020, sprd=0.015]
Ep 035/80 [S2:+mat]:  45%|█▎ | 205/453 [01:42<02:06,  1.96it/s, loss=0.613, pair=0.002, adv=4.765, sprd=0.022]
Ep 035/80 [S2:+mat]:  45%|█▎ | 206/453 [01:42<01:58,  2.09it/s, loss=0.613, pair=0.002, adv=4.765, sprd=0.022]
Ep 035/80 [S2:+mat]:  45%|█▎ | 206/453 [01:43<01:58,  2.09it/s, loss=0.645, pair=0.008, adv=6.255, sprd=0.028]
Ep 035/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:02,  2.01it/s, loss=0.645, pair=0.008, adv=6.255, sprd=0.028]
Ep 035/80 [S2:+mat]:  46%|█▎ | 207/453 [01:43<02:02,  2.01it/s, loss=0.497, pair=0.002, adv=2.435, sprd=0.020]
Ep 035/80 [S2:+mat]:  46%|█▍ | 208/453 [01:43<01:56,  2.11it/s, loss=0.497, pair=0.002, adv=2.435, sprd=0.020]
Ep 035/80 [S2:+mat]:  46%|█▍ | 208/453 [01:44<01:56,  2.11it/s, loss=0.572, pair=0.006, adv=6.035, sprd=0.016]
Ep 035/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:59,  2.04it/s, loss=0.572, pair=0.006, adv=6.035, sprd=0.016]
Ep 035/80 [S2:+mat]:  46%|█▍ | 209/453 [01:44<01:59,  2.04it/s, loss=0.626, pair=0.001, adv=6.681, sprd=0.024]
Ep 035/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:52,  2.15it/s, loss=0.626, pair=0.001, adv=6.681, sprd=0.024]
Ep 035/80 [S2:+mat]:  46%|█▍ | 210/453 [01:44<01:52,  2.15it/s, loss=0.595, pair=0.001, adv=4.397, sprd=0.024]
Ep 035/80 [S2:+mat]:  47%|█▍ | 211/453 [01:44<01:58,  2.04it/s, loss=0.595, pair=0.001, adv=4.397, sprd=0.024]
Ep 035/80 [S2:+mat]:  47%|█▍ | 211/453 [01:45<01:58,  2.04it/s, loss=0.617, pair=0.001, adv=6.868, sprd=0.025]
Ep 035/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:52,  2.14it/s, loss=0.617, pair=0.001, adv=6.868, sprd=0.025]
Ep 035/80 [S2:+mat]:  47%|█▍ | 212/453 [01:45<01:52,  2.14it/s, loss=0.603, pair=0.000, adv=6.812, sprd=0.022]
Ep 035/80 [S2:+mat]:  47%|█▍ | 213/453 [01:45<01:56,  2.06it/s, loss=0.603, pair=0.000, adv=6.812, sprd=0.022]
Ep 035/80 [S2:+mat]:  47%|█▍ | 213/453 [01:46<01:56,  2.06it/s, loss=0.574, pair=0.003, adv=5.348, sprd=0.018]
Ep 035/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:51,  2.14it/s, loss=0.574, pair=0.003, adv=5.348, sprd=0.018]
Ep 035/80 [S2:+mat]:  47%|█▍ | 214/453 [01:46<01:51,  2.14it/s, loss=0.555, pair=0.008, adv=3.069, sprd=0.020]
Ep 035/80 [S2:+mat]:  47%|█▍ | 215/453 [01:46<01:55,  2.06it/s, loss=0.555, pair=0.008, adv=3.069, sprd=0.020]
Ep 035/80 [S2:+mat]:  47%|█▍ | 215/453 [01:47<01:55,  2.06it/s, loss=0.610, pair=0.002, adv=5.136, sprd=0.026]
Ep 035/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:52,  2.11it/s, loss=0.610, pair=0.002, adv=5.136, sprd=0.026]
Ep 035/80 [S2:+mat]:  48%|█▍ | 216/453 [01:47<01:52,  2.11it/s, loss=0.612, pair=0.002, adv=3.948, sprd=0.022]
Ep 035/80 [S2:+mat]:  48%|█▍ | 217/453 [01:47<01:54,  2.06it/s, loss=0.612, pair=0.002, adv=3.948, sprd=0.022]
Ep 035/80 [S2:+mat]:  48%|█▍ | 217/453 [01:48<01:54,  2.06it/s, loss=0.648, pair=0.005, adv=5.363, sprd=0.031]
Ep 035/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:50,  2.14it/s, loss=0.648, pair=0.005, adv=5.363, sprd=0.031]
Ep 035/80 [S2:+mat]:  48%|█▍ | 218/453 [01:48<01:50,  2.14it/s, loss=0.601, pair=0.005, adv=4.942, sprd=0.020]
Ep 035/80 [S2:+mat]:  48%|█▍ | 219/453 [01:48<01:53,  2.06it/s, loss=0.601, pair=0.005, adv=4.942, sprd=0.020]
Ep 035/80 [S2:+mat]:  48%|█▍ | 219/453 [01:49<01:53,  2.06it/s, loss=0.624, pair=0.006, adv=5.030, sprd=0.025]
Ep 035/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:48,  2.15it/s, loss=0.624, pair=0.006, adv=5.030, sprd=0.025]
Ep 035/80 [S2:+mat]:  49%|█▍ | 220/453 [01:49<01:48,  2.15it/s, loss=0.596, pair=0.002, adv=6.281, sprd=0.023]
Ep 035/80 [S2:+mat]:  49%|█▍ | 221/453 [01:49<01:55,  2.02it/s, loss=0.596, pair=0.002, adv=6.281, sprd=0.023]
Ep 035/80 [S2:+mat]:  49%|█▍ | 221/453 [01:50<01:55,  2.02it/s, loss=0.586, pair=0.001, adv=5.955, sprd=0.019]
Ep 035/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:48,  2.12it/s, loss=0.586, pair=0.001, adv=5.955, sprd=0.019]
Ep 035/80 [S2:+mat]:  49%|█▍ | 222/453 [01:50<01:48,  2.12it/s, loss=0.555, pair=0.001, adv=2.733, sprd=0.028]
Ep 035/80 [S2:+mat]:  49%|█▍ | 223/453 [01:50<01:53,  2.03it/s, loss=0.555, pair=0.001, adv=2.733, sprd=0.028]
Ep 035/80 [S2:+mat]:  49%|█▍ | 223/453 [01:51<01:53,  2.03it/s, loss=0.583, pair=0.001, adv=6.527, sprd=0.023]
Ep 035/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:49,  2.10it/s, loss=0.583, pair=0.001, adv=6.527, sprd=0.023]
Ep 035/80 [S2:+mat]:  49%|█▍ | 224/453 [01:51<01:49,  2.10it/s, loss=0.614, pair=0.001, adv=6.057, sprd=0.025]
Ep 035/80 [S2:+mat]:  50%|█▍ | 225/453 [01:51<01:52,  2.02it/s, loss=0.614, pair=0.001, adv=6.057, sprd=0.025]
Ep 035/80 [S2:+mat]:  50%|█▍ | 225/453 [01:52<01:52,  2.02it/s, loss=0.602, pair=0.000, adv=4.838, sprd=0.021]
Ep 035/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:45,  2.14it/s, loss=0.602, pair=0.000, adv=4.838, sprd=0.021]
Ep 035/80 [S2:+mat]:  50%|█▍ | 226/453 [01:52<01:45,  2.14it/s, loss=0.610, pair=0.003, adv=5.968, sprd=0.024]
Ep 035/80 [S2:+mat]:  50%|█▌ | 227/453 [01:52<01:51,  2.03it/s, loss=0.610, pair=0.003, adv=5.968, sprd=0.024]
Ep 035/80 [S2:+mat]:  50%|█▌ | 227/453 [01:53<01:51,  2.03it/s, loss=0.597, pair=0.003, adv=6.273, sprd=0.021]
Ep 035/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:45,  2.13it/s, loss=0.597, pair=0.003, adv=6.273, sprd=0.021]
Ep 035/80 [S2:+mat]:  50%|█▌ | 228/453 [01:53<01:45,  2.13it/s, loss=0.604, pair=0.000, adv=6.452, sprd=0.024]
Ep 035/80 [S2:+mat]:  51%|█▌ | 229/453 [01:53<01:50,  2.04it/s, loss=0.604, pair=0.000, adv=6.452, sprd=0.024]
Ep 035/80 [S2:+mat]:  51%|█▌ | 229/453 [01:54<01:50,  2.04it/s, loss=0.601, pair=0.000, adv=5.488, sprd=0.023]
Ep 035/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:45,  2.11it/s, loss=0.601, pair=0.000, adv=5.488, sprd=0.023]
Ep 035/80 [S2:+mat]:  51%|█▌ | 230/453 [01:54<01:45,  2.11it/s, loss=0.586, pair=0.000, adv=4.002, sprd=0.014]
Ep 035/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:48,  2.05it/s, loss=0.586, pair=0.000, adv=4.002, sprd=0.014]
Ep 035/80 [S2:+mat]:  51%|█▌ | 231/453 [01:54<01:48,  2.05it/s, loss=0.591, pair=0.000, adv=7.679, sprd=0.016]
Ep 035/80 [S2:+mat]:  51%|█▌ | 232/453 [01:54<01:41,  2.18it/s, loss=0.591, pair=0.000, adv=7.679, sprd=0.016]
Ep 035/80 [S2:+mat]:  51%|█▌ | 232/453 [01:55<01:41,  2.18it/s, loss=0.596, pair=0.000, adv=6.938, sprd=0.021]
Ep 035/80 [S2:+mat]:  51%|█▌ | 233/453 [01:55<01:54,  1.92it/s, loss=0.596, pair=0.000, adv=6.938, sprd=0.021]
Ep 035/80 [S2:+mat]:  51%|█▌ | 233/453 [01:56<01:54,  1.92it/s, loss=0.590, pair=0.010, adv=3.153, sprd=0.022]
Ep 035/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:45,  2.07it/s, loss=0.590, pair=0.010, adv=3.153, sprd=0.022]
Ep 035/80 [S2:+mat]:  52%|█▌ | 234/453 [01:56<01:45,  2.07it/s, loss=0.597, pair=0.001, adv=7.804, sprd=0.020]
Ep 035/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:48,  2.02it/s, loss=0.597, pair=0.001, adv=7.804, sprd=0.020]
Ep 035/80 [S2:+mat]:  52%|█▌ | 235/453 [01:56<01:48,  2.02it/s, loss=0.599, pair=0.000, adv=5.881, sprd=0.020]
Ep 035/80 [S2:+mat]:  52%|█▌ | 236/453 [01:56<01:41,  2.13it/s, loss=0.599, pair=0.000, adv=5.881, sprd=0.020]
Ep 035/80 [S2:+mat]:  52%|█▌ | 236/453 [01:57<01:41,  2.13it/s, loss=0.626, pair=0.000, adv=6.400, sprd=0.024]
Ep 035/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:46,  2.04it/s, loss=0.626, pair=0.000, adv=6.400, sprd=0.024]
Ep 035/80 [S2:+mat]:  52%|█▌ | 237/453 [01:57<01:46,  2.04it/s, loss=0.617, pair=0.002, adv=7.245, sprd=0.026]
Ep 035/80 [S2:+mat]:  53%|█▌ | 238/453 [01:57<01:41,  2.12it/s, loss=0.617, pair=0.002, adv=7.245, sprd=0.026]
Ep 035/80 [S2:+mat]:  53%|█▌ | 238/453 [01:58<01:41,  2.12it/s, loss=0.643, pair=0.002, adv=8.334, sprd=0.018]
Ep 035/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:45,  2.04it/s, loss=0.643, pair=0.002, adv=8.334, sprd=0.018]
Ep 035/80 [S2:+mat]:  53%|█▌ | 239/453 [01:58<01:45,  2.04it/s, loss=0.615, pair=0.001, adv=4.716, sprd=0.022]
Ep 035/80 [S2:+mat]:  53%|█▌ | 240/453 [01:58<01:39,  2.13it/s, loss=0.615, pair=0.001, adv=4.716, sprd=0.022]
Ep 035/80 [S2:+mat]:  53%|█▌ | 240/453 [01:59<01:39,  2.13it/s, loss=0.551, pair=0.000, adv=6.716, sprd=0.013]
Ep 035/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:43,  2.04it/s, loss=0.551, pair=0.000, adv=6.716, sprd=0.013]
Ep 035/80 [S2:+mat]:  53%|█▌ | 241/453 [01:59<01:43,  2.04it/s, loss=0.600, pair=0.005, adv=5.318, sprd=0.022]
Ep 035/80 [S2:+mat]:  53%|█▌ | 242/453 [01:59<01:38,  2.15it/s, loss=0.600, pair=0.005, adv=5.318, sprd=0.022]
Ep 035/80 [S2:+mat]:  53%|█▌ | 242/453 [02:00<01:38,  2.15it/s, loss=0.590, pair=0.008, adv=5.312, sprd=0.025]
Ep 035/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:44,  2.01it/s, loss=0.590, pair=0.008, adv=5.312, sprd=0.025]
Ep 035/80 [S2:+mat]:  54%|█▌ | 243/453 [02:00<01:44,  2.01it/s, loss=0.496, pair=0.005, adv=2.500, sprd=0.018]
Ep 035/80 [S2:+mat]:  54%|█▌ | 244/453 [02:00<01:37,  2.14it/s, loss=0.496, pair=0.005, adv=2.500, sprd=0.018]
Ep 035/80 [S2:+mat]:  54%|█▌ | 244/453 [02:01<01:37,  2.14it/s, loss=0.619, pair=0.001, adv=6.198, sprd=0.020]
Ep 035/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:41,  2.05it/s, loss=0.619, pair=0.001, adv=6.198, sprd=0.020]
Ep 035/80 [S2:+mat]:  54%|█▌ | 245/453 [02:01<01:41,  2.05it/s, loss=0.627, pair=0.000, adv=6.408, sprd=0.027]
Ep 035/80 [S2:+mat]:  54%|█▋ | 246/453 [02:01<01:37,  2.13it/s, loss=0.627, pair=0.000, adv=6.408, sprd=0.027]
Ep 035/80 [S2:+mat]:  54%|█▋ | 246/453 [02:02<01:37,  2.13it/s, loss=0.612, pair=0.002, adv=6.193, sprd=0.024]
Ep 035/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:41,  2.03it/s, loss=0.612, pair=0.002, adv=6.193, sprd=0.024]
Ep 035/80 [S2:+mat]:  55%|█▋ | 247/453 [02:02<01:41,  2.03it/s, loss=0.627, pair=0.001, adv=6.899, sprd=0.028]
Ep 035/80 [S2:+mat]:  55%|█▋ | 248/453 [02:02<01:37,  2.11it/s, loss=0.627, pair=0.001, adv=6.899, sprd=0.028]
Ep 035/80 [S2:+mat]:  55%|█▋ | 248/453 [02:03<01:37,  2.11it/s, loss=0.567, pair=0.002, adv=5.952, sprd=0.014]
Ep 035/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:38,  2.08it/s, loss=0.567, pair=0.002, adv=5.952, sprd=0.014]
Ep 035/80 [S2:+mat]:  55%|█▋ | 249/453 [02:03<01:38,  2.08it/s, loss=0.612, pair=0.001, adv=5.507, sprd=0.028]
Ep 035/80 [S2:+mat]:  55%|█▋ | 250/453 [02:03<01:35,  2.14it/s, loss=0.612, pair=0.001, adv=5.507, sprd=0.028]
Ep 035/80 [S2:+mat]:  55%|█▋ | 250/453 [02:04<01:35,  2.14it/s, loss=0.600, pair=0.008, adv=6.228, sprd=0.023]
Ep 035/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:40,  2.00it/s, loss=0.600, pair=0.008, adv=6.228, sprd=0.023]
Ep 035/80 [S2:+mat]:  55%|█▋ | 251/453 [02:04<01:40,  2.00it/s, loss=0.637, pair=0.001, adv=5.475, sprd=0.027]
Ep 035/80 [S2:+mat]:  56%|█▋ | 252/453 [02:04<01:35,  2.10it/s, loss=0.637, pair=0.001, adv=5.475, sprd=0.027]
Ep 035/80 [S2:+mat]:  56%|█▋ | 252/453 [02:05<01:35,  2.10it/s, loss=0.578, pair=0.001, adv=7.411, sprd=0.015]
Ep 035/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:37,  2.04it/s, loss=0.578, pair=0.001, adv=7.411, sprd=0.015]
Ep 035/80 [S2:+mat]:  56%|█▋ | 253/453 [02:05<01:37,  2.04it/s, loss=0.571, pair=0.002, adv=4.794, sprd=0.017]
Ep 035/80 [S2:+mat]:  56%|█▋ | 254/453 [02:05<01:31,  2.17it/s, loss=0.571, pair=0.002, adv=4.794, sprd=0.017]
Ep 035/80 [S2:+mat]:  56%|█▋ | 254/453 [02:06<01:31,  2.17it/s, loss=0.603, pair=0.002, adv=4.058, sprd=0.025]
Ep 035/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:35,  2.07it/s, loss=0.603, pair=0.002, adv=4.058, sprd=0.025]
Ep 035/80 [S2:+mat]:  56%|█▋ | 255/453 [02:06<01:35,  2.07it/s, loss=0.578, pair=0.000, adv=7.439, sprd=0.019]
Ep 035/80 [S2:+mat]:  57%|█▋ | 256/453 [02:06<01:31,  2.14it/s, loss=0.578, pair=0.000, adv=7.439, sprd=0.019]
Ep 035/80 [S2:+mat]:  57%|█▋ | 256/453 [02:07<01:31,  2.14it/s, loss=0.573, pair=0.002, adv=4.527, sprd=0.018]
Ep 035/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:37,  2.02it/s, loss=0.573, pair=0.002, adv=4.527, sprd=0.018]
Ep 035/80 [S2:+mat]:  57%|█▋ | 257/453 [02:07<01:37,  2.02it/s, loss=0.627, pair=0.006, adv=6.288, sprd=0.025]
Ep 035/80 [S2:+mat]:  57%|█▋ | 258/453 [02:07<01:32,  2.12it/s, loss=0.627, pair=0.006, adv=6.288, sprd=0.025]
Ep 035/80 [S2:+mat]:  57%|█▋ | 258/453 [02:08<01:32,  2.12it/s, loss=0.565, pair=0.006, adv=5.691, sprd=0.015]
Ep 035/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:35,  2.04it/s, loss=0.565, pair=0.006, adv=5.691, sprd=0.015]
Ep 035/80 [S2:+mat]:  57%|█▋ | 259/453 [02:08<01:35,  2.04it/s, loss=0.568, pair=0.001, adv=7.207, sprd=0.017]
Ep 035/80 [S2:+mat]:  57%|█▋ | 260/453 [02:08<01:30,  2.13it/s, loss=0.568, pair=0.001, adv=7.207, sprd=0.017]
Ep 035/80 [S2:+mat]:  57%|█▋ | 260/453 [02:09<01:30,  2.13it/s, loss=0.596, pair=0.001, adv=4.714, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:38,  1.95it/s, loss=0.596, pair=0.001, adv=4.714, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▋ | 261/453 [02:09<01:38,  1.95it/s, loss=0.563, pair=0.003, adv=6.735, sprd=0.016]
Ep 035/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:31,  2.09it/s, loss=0.563, pair=0.003, adv=6.735, sprd=0.016]
Ep 035/80 [S2:+mat]:  58%|█▋ | 262/453 [02:09<01:31,  2.09it/s, loss=0.599, pair=0.004, adv=5.964, sprd=0.018]
Ep 035/80 [S2:+mat]:  58%|█▋ | 263/453 [02:09<01:33,  2.03it/s, loss=0.599, pair=0.004, adv=5.964, sprd=0.018]
Ep 035/80 [S2:+mat]:  58%|█▋ | 263/453 [02:10<01:33,  2.03it/s, loss=0.583, pair=0.003, adv=7.817, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▋ | 264/453 [02:10<01:29,  2.11it/s, loss=0.583, pair=0.003, adv=7.817, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▋ | 264/453 [02:11<01:29,  2.11it/s, loss=0.582, pair=0.001, adv=4.011, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:37,  1.93it/s, loss=0.582, pair=0.001, adv=4.011, sprd=0.020]
Ep 035/80 [S2:+mat]:  58%|█▊ | 265/453 [02:11<01:37,  1.93it/s, loss=0.559, pair=0.000, adv=4.467, sprd=0.016]
Ep 035/80 [S2:+mat]:  59%|█▊ | 266/453 [02:11<01:34,  1.99it/s, loss=0.559, pair=0.000, adv=4.467, sprd=0.016]
Ep 035/80 [S2:+mat]:  59%|█▊ | 266/453 [02:12<01:34,  1.99it/s, loss=0.583, pair=0.003, adv=6.253, sprd=0.020]
Ep 035/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:42,  1.82it/s, loss=0.583, pair=0.003, adv=6.253, sprd=0.020]
Ep 035/80 [S2:+mat]:  59%|█▊ | 267/453 [02:12<01:42,  1.82it/s, loss=0.616, pair=0.004, adv=5.024, sprd=0.023]
Ep 035/80 [S2:+mat]:  59%|█▊ | 268/453 [02:12<01:36,  1.93it/s, loss=0.616, pair=0.004, adv=5.024, sprd=0.023]
Ep 035/80 [S2:+mat]:  59%|█▊ | 268/453 [02:13<01:36,  1.93it/s, loss=0.577, pair=0.002, adv=6.499, sprd=0.019]
Ep 035/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:41,  1.81it/s, loss=0.577, pair=0.002, adv=6.499, sprd=0.019]
Ep 035/80 [S2:+mat]:  59%|█▊ | 269/453 [02:13<01:41,  1.81it/s, loss=0.565, pair=0.000, adv=3.169, sprd=0.017]
Ep 035/80 [S2:+mat]:  60%|█▊ | 270/453 [02:13<01:33,  1.96it/s, loss=0.565, pair=0.000, adv=3.169, sprd=0.017]
Ep 035/80 [S2:+mat]:  60%|█▊ | 270/453 [02:14<01:33,  1.96it/s, loss=0.576, pair=0.000, adv=5.080, sprd=0.018]
Ep 035/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:41,  1.79it/s, loss=0.576, pair=0.000, adv=5.080, sprd=0.018]
Ep 035/80 [S2:+mat]:  60%|█▊ | 271/453 [02:14<01:41,  1.79it/s, loss=0.589, pair=0.003, adv=3.602, sprd=0.017]
Ep 035/80 [S2:+mat]:  60%|█▊ | 272/453 [02:14<01:33,  1.94it/s, loss=0.589, pair=0.003, adv=3.602, sprd=0.017]
Ep 035/80 [S2:+mat]:  60%|█▊ | 272/453 [02:15<01:33,  1.94it/s, loss=0.595, pair=0.001, adv=4.095, sprd=0.021]
Ep 035/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:39,  1.81it/s, loss=0.595, pair=0.001, adv=4.095, sprd=0.021]
Ep 035/80 [S2:+mat]:  60%|█▊ | 273/453 [02:15<01:39,  1.81it/s, loss=0.583, pair=0.003, adv=8.103, sprd=0.020]
Ep 035/80 [S2:+mat]:  60%|█▊ | 274/453 [02:15<01:34,  1.90it/s, loss=0.583, pair=0.003, adv=8.103, sprd=0.020]
Ep 035/80 [S2:+mat]:  60%|█▊ | 274/453 [02:16<01:34,  1.90it/s, loss=0.610, pair=0.001, adv=7.150, sprd=0.024]
Ep 035/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:39,  1.79it/s, loss=0.610, pair=0.001, adv=7.150, sprd=0.024]
Ep 035/80 [S2:+mat]:  61%|█▊ | 275/453 [02:16<01:39,  1.79it/s, loss=0.606, pair=0.003, adv=6.813, sprd=0.020]
Ep 035/80 [S2:+mat]:  61%|█▊ | 276/453 [02:16<01:32,  1.91it/s, loss=0.606, pair=0.003, adv=6.813, sprd=0.020]
Ep 035/80 [S2:+mat]:  61%|█▊ | 276/453 [02:17<01:32,  1.91it/s, loss=0.624, pair=0.000, adv=5.839, sprd=0.021]
Ep 035/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:35,  1.84it/s, loss=0.624, pair=0.000, adv=5.839, sprd=0.021]
Ep 035/80 [S2:+mat]:  61%|█▊ | 277/453 [02:17<01:35,  1.84it/s, loss=0.565, pair=0.000, adv=7.535, sprd=0.016]
Ep 035/80 [S2:+mat]:  61%|█▊ | 278/453 [02:17<01:29,  1.96it/s, loss=0.565, pair=0.000, adv=7.535, sprd=0.016]
Ep 035/80 [S2:+mat]:  61%|█▊ | 278/453 [02:18<01:29,  1.96it/s, loss=0.655, pair=0.000, adv=6.622, sprd=0.023]
Ep 035/80 [S2:+mat]:  62%|█▊ | 279/453 [02:18<01:34,  1.83it/s, loss=0.655, pair=0.000, adv=6.622, sprd=0.023]
Ep 035/80 [S2:+mat]:  62%|█▊ | 279/453 [02:19<01:34,  1.83it/s, loss=0.575, pair=0.001, adv=7.422, sprd=0.015]
Ep 035/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:27,  1.97it/s, loss=0.575, pair=0.001, adv=7.422, sprd=0.015]
Ep 035/80 [S2:+mat]:  62%|█▊ | 280/453 [02:19<01:27,  1.97it/s, loss=0.634, pair=0.002, adv=6.801, sprd=0.027]
Ep 035/80 [S2:+mat]:  62%|█▊ | 281/453 [02:19<01:33,  1.84it/s, loss=0.634, pair=0.002, adv=6.801, sprd=0.027]
Ep 035/80 [S2:+mat]:  62%|█▊ | 281/453 [02:20<01:33,  1.84it/s, loss=0.599, pair=0.001, adv=5.504, sprd=0.024]
Ep 035/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:29,  1.92it/s, loss=0.599, pair=0.001, adv=5.504, sprd=0.024]
Ep 035/80 [S2:+mat]:  62%|█▊ | 282/453 [02:20<01:29,  1.92it/s, loss=0.587, pair=0.001, adv=6.195, sprd=0.017]
Ep 035/80 [S2:+mat]:  62%|█▊ | 283/453 [02:20<01:32,  1.83it/s, loss=0.587, pair=0.001, adv=6.195, sprd=0.017]
Ep 035/80 [S2:+mat]:  62%|█▊ | 283/453 [02:21<01:32,  1.83it/s, loss=0.626, pair=0.005, adv=5.198, sprd=0.026]
Ep 035/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:27,  1.94it/s, loss=0.626, pair=0.005, adv=5.198, sprd=0.026]
Ep 035/80 [S2:+mat]:  63%|█▉ | 284/453 [02:21<01:27,  1.94it/s, loss=0.534, pair=0.003, adv=2.546, sprd=0.026]
Ep 035/80 [S2:+mat]:  63%|█▉ | 285/453 [02:21<01:32,  1.82it/s, loss=0.534, pair=0.003, adv=2.546, sprd=0.026]
Ep 035/80 [S2:+mat]:  63%|█▉ | 285/453 [02:22<01:32,  1.82it/s, loss=0.582, pair=0.005, adv=5.986, sprd=0.019]
Ep 035/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:26,  1.93it/s, loss=0.582, pair=0.005, adv=5.986, sprd=0.019]
Ep 035/80 [S2:+mat]:  63%|█▉ | 286/453 [02:22<01:26,  1.93it/s, loss=0.569, pair=0.002, adv=6.846, sprd=0.021]
Ep 035/80 [S2:+mat]:  63%|█▉ | 287/453 [02:22<01:32,  1.79it/s, loss=0.569, pair=0.002, adv=6.846, sprd=0.021]
Ep 035/80 [S2:+mat]:  63%|█▉ | 287/453 [02:23<01:32,  1.79it/s, loss=0.587, pair=0.003, adv=4.820, sprd=0.020]
Ep 035/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:26,  1.92it/s, loss=0.587, pair=0.003, adv=4.820, sprd=0.020]
Ep 035/80 [S2:+mat]:  64%|█▉ | 288/453 [02:23<01:26,  1.92it/s, loss=0.554, pair=0.001, adv=6.073, sprd=0.015]
Ep 035/80 [S2:+mat]:  64%|█▉ | 289/453 [02:23<01:31,  1.80it/s, loss=0.554, pair=0.001, adv=6.073, sprd=0.015]
Ep 035/80 [S2:+mat]:  64%|█▉ | 289/453 [02:24<01:31,  1.80it/s, loss=0.570, pair=0.001, adv=7.936, sprd=0.017]
Ep 035/80 [S2:+mat]:  64%|█▉ | 290/453 [02:24<01:24,  1.92it/s, loss=0.570, pair=0.001, adv=7.936, sprd=0.017]
Ep 035/80 [S2:+mat]:  64%|█▉ | 290/453 [02:25<01:24,  1.92it/s, loss=0.598, pair=0.000, adv=5.586, sprd=0.020]
Ep 035/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:35,  1.69it/s, loss=0.598, pair=0.000, adv=5.586, sprd=0.020]
Ep 035/80 [S2:+mat]:  64%|█▉ | 291/453 [02:25<01:35,  1.69it/s, loss=0.565, pair=0.000, adv=7.431, sprd=0.018]
Ep 035/80 [S2:+mat]:  64%|█▉ | 292/453 [02:25<01:28,  1.83it/s, loss=0.565, pair=0.000, adv=7.431, sprd=0.018]
Ep 035/80 [S2:+mat]:  64%|█▉ | 292/453 [02:26<01:28,  1.83it/s, loss=0.589, pair=0.000, adv=6.113, sprd=0.019]
Ep 035/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:30,  1.77it/s, loss=0.589, pair=0.000, adv=6.113, sprd=0.019]
Ep 035/80 [S2:+mat]:  65%|█▉ | 293/453 [02:26<01:30,  1.77it/s, loss=0.626, pair=0.002, adv=3.779, sprd=0.022]
Ep 035/80 [S2:+mat]:  65%|█▉ | 294/453 [02:26<01:23,  1.91it/s, loss=0.626, pair=0.002, adv=3.779, sprd=0.022]
Ep 035/80 [S2:+mat]:  65%|█▉ | 294/453 [02:27<01:23,  1.91it/s, loss=0.560, pair=0.002, adv=5.883, sprd=0.016]
Ep 035/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:21,  1.94it/s, loss=0.560, pair=0.002, adv=5.883, sprd=0.016]
Ep 035/80 [S2:+mat]:  65%|█▉ | 295/453 [02:27<01:21,  1.94it/s, loss=0.621, pair=0.006, adv=4.727, sprd=0.028]
Ep 035/80 [S2:+mat]:  65%|█▉ | 296/453 [02:27<01:17,  2.03it/s, loss=0.621, pair=0.006, adv=4.727, sprd=0.028]
Ep 035/80 [S2:+mat]:  65%|█▉ | 296/453 [02:28<01:17,  2.03it/s, loss=0.676, pair=0.002, adv=7.731, sprd=0.023]
Ep 035/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:18,  1.98it/s, loss=0.676, pair=0.002, adv=7.731, sprd=0.023]
Ep 035/80 [S2:+mat]:  66%|█▉ | 297/453 [02:28<01:18,  1.98it/s, loss=0.615, pair=0.005, adv=4.542, sprd=0.025]
Ep 035/80 [S2:+mat]:  66%|█▉ | 298/453 [02:28<01:14,  2.07it/s, loss=0.615, pair=0.005, adv=4.542, sprd=0.025]
Ep 035/80 [S2:+mat]:  66%|█▉ | 298/453 [02:29<01:14,  2.07it/s, loss=0.647, pair=0.003, adv=6.795, sprd=0.031]
Ep 035/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:17,  1.99it/s, loss=0.647, pair=0.003, adv=6.795, sprd=0.031]
Ep 035/80 [S2:+mat]:  66%|█▉ | 299/453 [02:29<01:17,  1.99it/s, loss=0.565, pair=0.005, adv=4.725, sprd=0.018]
Ep 035/80 [S2:+mat]:  66%|█▉ | 300/453 [02:29<01:12,  2.10it/s, loss=0.565, pair=0.005, adv=4.725, sprd=0.018]
Ep 035/80 [S2:+mat]:  66%|█▉ | 300/453 [02:30<01:12,  2.10it/s, loss=0.581, pair=0.003, adv=4.015, sprd=0.020]
Ep 035/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:15,  2.02it/s, loss=0.581, pair=0.003, adv=4.015, sprd=0.020]
Ep 035/80 [S2:+mat]:  66%|█▉ | 301/453 [02:30<01:15,  2.02it/s, loss=0.587, pair=0.002, adv=6.423, sprd=0.017]
Ep 035/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.16it/s, loss=0.587, pair=0.002, adv=6.423, sprd=0.017]
Ep 035/80 [S2:+mat]:  67%|██ | 302/453 [02:30<01:10,  2.16it/s, loss=0.600, pair=0.001, adv=8.541, sprd=0.019]
Ep 035/80 [S2:+mat]:  67%|██ | 303/453 [02:30<01:12,  2.08it/s, loss=0.600, pair=0.001, adv=8.541, sprd=0.019]
Ep 035/80 [S2:+mat]:  67%|██ | 303/453 [02:31<01:12,  2.08it/s, loss=0.587, pair=0.002, adv=6.252, sprd=0.021]
Ep 035/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:09,  2.16it/s, loss=0.587, pair=0.002, adv=6.252, sprd=0.021]
Ep 035/80 [S2:+mat]:  67%|██ | 304/453 [02:31<01:09,  2.16it/s, loss=0.624, pair=0.000, adv=6.285, sprd=0.028]
Ep 035/80 [S2:+mat]:  67%|██ | 305/453 [02:31<01:12,  2.04it/s, loss=0.624, pair=0.000, adv=6.285, sprd=0.028]
Ep 035/80 [S2:+mat]:  67%|██ | 305/453 [02:32<01:12,  2.04it/s, loss=0.647, pair=0.000, adv=5.981, sprd=0.031]
Ep 035/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=0.647, pair=0.000, adv=5.981, sprd=0.031]
Ep 035/80 [S2:+mat]:  68%|██ | 306/453 [02:32<01:09,  2.12it/s, loss=0.606, pair=0.001, adv=5.008, sprd=0.026]
Ep 035/80 [S2:+mat]:  68%|██ | 307/453 [02:32<01:12,  2.02it/s, loss=0.606, pair=0.001, adv=5.008, sprd=0.026]
Ep 035/80 [S2:+mat]:  68%|██ | 307/453 [02:33<01:12,  2.02it/s, loss=0.613, pair=0.001, adv=4.233, sprd=0.025]
Ep 035/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:08,  2.12it/s, loss=0.613, pair=0.001, adv=4.233, sprd=0.025]
Ep 035/80 [S2:+mat]:  68%|██ | 308/453 [02:33<01:08,  2.12it/s, loss=0.609, pair=0.000, adv=4.845, sprd=0.021]
Ep 035/80 [S2:+mat]:  68%|██ | 309/453 [02:33<01:09,  2.08it/s, loss=0.609, pair=0.000, adv=4.845, sprd=0.021]
Ep 035/80 [S2:+mat]:  68%|██ | 309/453 [02:34<01:09,  2.08it/s, loss=0.580, pair=0.005, adv=4.290, sprd=0.018]
Ep 035/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.580, pair=0.005, adv=4.290, sprd=0.018]
Ep 035/80 [S2:+mat]:  68%|██ | 310/453 [02:34<01:05,  2.18it/s, loss=0.593, pair=0.099, adv=6.296, sprd=0.012]
Ep 035/80 [S2:+mat]:  69%|██ | 311/453 [02:34<01:07,  2.11it/s, loss=0.593, pair=0.099, adv=6.296, sprd=0.012]
Ep 035/80 [S2:+mat]:  69%|██ | 311/453 [02:35<01:07,  2.11it/s, loss=0.600, pair=0.010, adv=5.102, sprd=0.021]
Ep 035/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.18it/s, loss=0.600, pair=0.010, adv=5.102, sprd=0.021]
Ep 035/80 [S2:+mat]:  69%|██ | 312/453 [02:35<01:04,  2.18it/s, loss=0.613, pair=0.007, adv=4.296, sprd=0.025]
Ep 035/80 [S2:+mat]:  69%|██ | 313/453 [02:35<01:07,  2.07it/s, loss=0.613, pair=0.007, adv=4.296, sprd=0.025]
Ep 035/80 [S2:+mat]:  69%|██ | 313/453 [02:36<01:07,  2.07it/s, loss=0.579, pair=0.003, adv=4.851, sprd=0.020]
Ep 035/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=0.579, pair=0.003, adv=4.851, sprd=0.020]
Ep 035/80 [S2:+mat]:  69%|██ | 314/453 [02:36<01:04,  2.15it/s, loss=0.609, pair=0.000, adv=3.945, sprd=0.024]
Ep 035/80 [S2:+mat]:  70%|██ | 315/453 [02:36<01:10,  1.95it/s, loss=0.609, pair=0.000, adv=3.945, sprd=0.024]
Ep 035/80 [S2:+mat]:  70%|██ | 315/453 [02:37<01:10,  1.95it/s, loss=0.562, pair=0.000, adv=4.499, sprd=0.017]
Ep 035/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:06,  2.07it/s, loss=0.562, pair=0.000, adv=4.499, sprd=0.017]
Ep 035/80 [S2:+mat]:  70%|██ | 316/453 [02:37<01:06,  2.07it/s, loss=0.623, pair=0.001, adv=6.569, sprd=0.025]
Ep 035/80 [S2:+mat]:  70%|██ | 317/453 [02:37<01:07,  2.01it/s, loss=0.623, pair=0.001, adv=6.569, sprd=0.025]
Ep 035/80 [S2:+mat]:  70%|██ | 317/453 [02:38<01:07,  2.01it/s, loss=0.555, pair=0.000, adv=6.192, sprd=0.016]
Ep 035/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.12it/s, loss=0.555, pair=0.000, adv=6.192, sprd=0.016]
Ep 035/80 [S2:+mat]:  70%|██ | 318/453 [02:38<01:03,  2.12it/s, loss=0.571, pair=0.000, adv=6.075, sprd=0.017]
Ep 035/80 [S2:+mat]:  70%|██ | 319/453 [02:38<01:05,  2.05it/s, loss=0.571, pair=0.000, adv=6.075, sprd=0.017]
Ep 035/80 [S2:+mat]:  70%|██ | 319/453 [02:39<01:05,  2.05it/s, loss=0.602, pair=0.002, adv=5.229, sprd=0.020]
Ep 035/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.15it/s, loss=0.602, pair=0.002, adv=5.229, sprd=0.020]
Ep 035/80 [S2:+mat]:  71%|██ | 320/453 [02:39<01:01,  2.15it/s, loss=0.599, pair=0.003, adv=4.718, sprd=0.019]
Ep 035/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:02,  2.10it/s, loss=0.599, pair=0.003, adv=4.718, sprd=0.019]
Ep 035/80 [S2:+mat]:  71%|██▏| 321/453 [02:39<01:02,  2.10it/s, loss=0.593, pair=0.000, adv=5.870, sprd=0.022]
Ep 035/80 [S2:+mat]:  71%|██▏| 322/453 [02:39<01:00,  2.17it/s, loss=0.593, pair=0.000, adv=5.870, sprd=0.022]
Ep 035/80 [S2:+mat]:  71%|██▏| 322/453 [02:40<01:00,  2.17it/s, loss=0.570, pair=0.001, adv=6.055, sprd=0.016]
Ep 035/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:02,  2.09it/s, loss=0.570, pair=0.001, adv=6.055, sprd=0.016]
Ep 035/80 [S2:+mat]:  71%|██▏| 323/453 [02:40<01:02,  2.09it/s, loss=0.611, pair=0.007, adv=4.893, sprd=0.025]
Ep 035/80 [S2:+mat]:  72%|██▏| 324/453 [02:40<00:59,  2.16it/s, loss=0.611, pair=0.007, adv=4.893, sprd=0.025]
Ep 035/80 [S2:+mat]:  72%|██▏| 324/453 [02:41<00:59,  2.16it/s, loss=0.598, pair=0.008, adv=5.454, sprd=0.022]
Ep 035/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.04it/s, loss=0.598, pair=0.008, adv=5.454, sprd=0.022]
Ep 035/80 [S2:+mat]:  72%|██▏| 325/453 [02:41<01:02,  2.04it/s, loss=0.757, pair=0.442, adv=5.396, sprd=0.025]
Ep 035/80 [S2:+mat]:  72%|██▏| 326/453 [02:41<00:59,  2.14it/s, loss=0.757, pair=0.442, adv=5.396, sprd=0.025]
Ep 035/80 [S2:+mat]:  72%|██▏| 326/453 [02:42<00:59,  2.14it/s, loss=0.652, pair=0.033, adv=4.093, sprd=0.028]
Ep 035/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.07it/s, loss=0.652, pair=0.033, adv=4.093, sprd=0.028]
Ep 035/80 [S2:+mat]:  72%|██▏| 327/453 [02:42<01:00,  2.07it/s, loss=0.578, pair=0.002, adv=6.334, sprd=0.016]
Ep 035/80 [S2:+mat]:  72%|██▏| 328/453 [02:42<00:57,  2.19it/s, loss=0.578, pair=0.002, adv=6.334, sprd=0.016]
Ep 035/80 [S2:+mat]:  72%|██▏| 328/453 [02:43<00:57,  2.19it/s, loss=0.628, pair=0.001, adv=6.213, sprd=0.025]
Ep 035/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.07it/s, loss=0.628, pair=0.001, adv=6.213, sprd=0.025]
Ep 035/80 [S2:+mat]:  73%|██▏| 329/453 [02:43<00:59,  2.07it/s, loss=0.584, pair=0.000, adv=4.854, sprd=0.018]
Ep 035/80 [S2:+mat]:  73%|██▏| 330/453 [02:43<00:56,  2.17it/s, loss=0.584, pair=0.000, adv=4.854, sprd=0.018]
Ep 035/80 [S2:+mat]:  73%|██▏| 330/453 [02:44<00:56,  2.17it/s, loss=0.565, pair=0.000, adv=4.853, sprd=0.019]
Ep 035/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.07it/s, loss=0.565, pair=0.000, adv=4.853, sprd=0.019]
Ep 035/80 [S2:+mat]:  73%|██▏| 331/453 [02:44<00:58,  2.07it/s, loss=0.540, pair=0.000, adv=6.497, sprd=0.013]
Ep 035/80 [S2:+mat]:  73%|██▏| 332/453 [02:44<00:55,  2.17it/s, loss=0.540, pair=0.000, adv=6.497, sprd=0.013]
Ep 035/80 [S2:+mat]:  73%|██▏| 332/453 [02:45<00:55,  2.17it/s, loss=0.628, pair=0.000, adv=4.529, sprd=0.032]
Ep 035/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:59,  2.01it/s, loss=0.628, pair=0.000, adv=4.529, sprd=0.032]
Ep 035/80 [S2:+mat]:  74%|██▏| 333/453 [02:45<00:59,  2.01it/s, loss=0.640, pair=0.001, adv=5.995, sprd=0.028]
Ep 035/80 [S2:+mat]:  74%|██▏| 334/453 [02:45<00:56,  2.11it/s, loss=0.640, pair=0.001, adv=5.995, sprd=0.028]
Ep 035/80 [S2:+mat]:  74%|██▏| 334/453 [02:46<00:56,  2.11it/s, loss=0.620, pair=0.001, adv=4.804, sprd=0.025]
Ep 035/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.04it/s, loss=0.620, pair=0.001, adv=4.804, sprd=0.025]
Ep 035/80 [S2:+mat]:  74%|██▏| 335/453 [02:46<00:57,  2.04it/s, loss=0.607, pair=0.002, adv=4.535, sprd=0.021]
Ep 035/80 [S2:+mat]:  74%|██▏| 336/453 [02:46<00:54,  2.14it/s, loss=0.607, pair=0.002, adv=4.535, sprd=0.021]
Ep 035/80 [S2:+mat]:  74%|██▏| 336/453 [02:47<00:54,  2.14it/s, loss=0.570, pair=0.000, adv=6.215, sprd=0.017]
Ep 035/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:56,  2.05it/s, loss=0.570, pair=0.000, adv=6.215, sprd=0.017]
Ep 035/80 [S2:+mat]:  74%|██▏| 337/453 [02:47<00:56,  2.05it/s, loss=0.574, pair=0.001, adv=5.155, sprd=0.020]
Ep 035/80 [S2:+mat]:  75%|██▏| 338/453 [02:47<00:53,  2.14it/s, loss=0.574, pair=0.001, adv=5.155, sprd=0.020]
Ep 035/80 [S2:+mat]:  75%|██▏| 338/453 [02:48<00:53,  2.14it/s, loss=0.614, pair=0.000, adv=4.198, sprd=0.026]
Ep 035/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:56,  2.02it/s, loss=0.614, pair=0.000, adv=4.198, sprd=0.026]
Ep 035/80 [S2:+mat]:  75%|██▏| 339/453 [02:48<00:56,  2.02it/s, loss=0.652, pair=0.000, adv=4.857, sprd=0.033]
Ep 035/80 [S2:+mat]:  75%|██▎| 340/453 [02:48<00:54,  2.09it/s, loss=0.652, pair=0.000, adv=4.857, sprd=0.033]
Ep 035/80 [S2:+mat]:  75%|██▎| 340/453 [02:49<00:54,  2.09it/s, loss=0.574, pair=0.001, adv=5.436, sprd=0.017]
Ep 035/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:54,  2.04it/s, loss=0.574, pair=0.001, adv=5.436, sprd=0.017]
Ep 035/80 [S2:+mat]:  75%|██▎| 341/453 [02:49<00:54,  2.04it/s, loss=0.624, pair=0.002, adv=5.178, sprd=0.027]
Ep 035/80 [S2:+mat]:  75%|██▎| 342/453 [02:49<00:52,  2.12it/s, loss=0.624, pair=0.002, adv=5.178, sprd=0.027]
Ep 035/80 [S2:+mat]:  75%|██▎| 342/453 [02:50<00:52,  2.12it/s, loss=0.603, pair=0.002, adv=6.548, sprd=0.022]
Ep 035/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:57,  1.91it/s, loss=0.603, pair=0.002, adv=6.548, sprd=0.022]
Ep 035/80 [S2:+mat]:  76%|██▎| 343/453 [02:50<00:57,  1.91it/s, loss=0.622, pair=0.002, adv=4.318, sprd=0.027]
Ep 035/80 [S2:+mat]:  76%|██▎| 344/453 [02:50<00:53,  2.02it/s, loss=0.622, pair=0.002, adv=4.318, sprd=0.027]
Ep 035/80 [S2:+mat]:  76%|██▎| 344/453 [02:51<00:53,  2.02it/s, loss=0.592, pair=0.000, adv=4.462, sprd=0.021]
Ep 035/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:55,  1.94it/s, loss=0.592, pair=0.000, adv=4.462, sprd=0.021]
Ep 035/80 [S2:+mat]:  76%|██▎| 345/453 [02:51<00:55,  1.94it/s, loss=0.618, pair=0.007, adv=5.533, sprd=0.025]
Ep 035/80 [S2:+mat]:  76%|██▎| 346/453 [02:51<00:51,  2.06it/s, loss=0.618, pair=0.007, adv=5.533, sprd=0.025]
Ep 035/80 [S2:+mat]:  76%|██▎| 346/453 [02:52<00:51,  2.06it/s, loss=0.604, pair=0.002, adv=7.384, sprd=0.019]
Ep 035/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:52,  2.01it/s, loss=0.604, pair=0.002, adv=7.384, sprd=0.019]
Ep 035/80 [S2:+mat]:  77%|██▎| 347/453 [02:52<00:52,  2.01it/s, loss=0.546, pair=0.004, adv=5.296, sprd=0.013]
Ep 035/80 [S2:+mat]:  77%|██▎| 348/453 [02:52<00:49,  2.12it/s, loss=0.546, pair=0.004, adv=5.296, sprd=0.013]
Ep 035/80 [S2:+mat]:  77%|██▎| 348/453 [02:53<00:49,  2.12it/s, loss=0.616, pair=0.006, adv=6.584, sprd=0.027]
Ep 035/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:51,  2.02it/s, loss=0.616, pair=0.006, adv=6.584, sprd=0.027]
Ep 035/80 [S2:+mat]:  77%|██▎| 349/453 [02:53<00:51,  2.02it/s, loss=0.613, pair=0.003, adv=6.847, sprd=0.026]
Ep 035/80 [S2:+mat]:  77%|██▎| 350/453 [02:53<00:49,  2.09it/s, loss=0.613, pair=0.003, adv=6.847, sprd=0.026]
Ep 035/80 [S2:+mat]:  77%|██▎| 350/453 [02:54<00:49,  2.09it/s, loss=0.556, pair=0.001, adv=5.176, sprd=0.015]
Ep 035/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:50,  2.03it/s, loss=0.556, pair=0.001, adv=5.176, sprd=0.015]
Ep 035/80 [S2:+mat]:  77%|██▎| 351/453 [02:54<00:50,  2.03it/s, loss=0.588, pair=0.000, adv=2.882, sprd=0.030]
Ep 035/80 [S2:+mat]:  78%|██▎| 352/453 [02:54<00:47,  2.12it/s, loss=0.588, pair=0.000, adv=2.882, sprd=0.030]
Ep 035/80 [S2:+mat]:  78%|██▎| 352/453 [02:55<00:47,  2.12it/s, loss=0.588, pair=0.003, adv=6.259, sprd=0.022]
Ep 035/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:50,  1.98it/s, loss=0.588, pair=0.003, adv=6.259, sprd=0.022]
Ep 035/80 [S2:+mat]:  78%|██▎| 353/453 [02:55<00:50,  1.98it/s, loss=0.638, pair=0.000, adv=4.130, sprd=0.028]
Ep 035/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:47,  2.08it/s, loss=0.638, pair=0.000, adv=4.130, sprd=0.028]
Ep 035/80 [S2:+mat]:  78%|██▎| 354/453 [02:55<00:47,  2.08it/s, loss=0.586, pair=0.000, adv=6.374, sprd=0.018]
Ep 035/80 [S2:+mat]:  78%|██▎| 355/453 [02:55<00:48,  2.01it/s, loss=0.586, pair=0.000, adv=6.374, sprd=0.018]
Ep 035/80 [S2:+mat]:  78%|██▎| 355/453 [02:56<00:48,  2.01it/s, loss=0.598, pair=0.000, adv=5.439, sprd=0.022]
Ep 035/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:45,  2.11it/s, loss=0.598, pair=0.000, adv=5.439, sprd=0.022]
Ep 035/80 [S2:+mat]:  79%|██▎| 356/453 [02:56<00:45,  2.11it/s, loss=0.628, pair=0.001, adv=6.063, sprd=0.027]
Ep 035/80 [S2:+mat]:  79%|██▎| 357/453 [02:56<00:47,  2.01it/s, loss=0.628, pair=0.001, adv=6.063, sprd=0.027]
Ep 035/80 [S2:+mat]:  79%|██▎| 357/453 [02:57<00:47,  2.01it/s, loss=0.574, pair=0.005, adv=5.962, sprd=0.015]
Ep 035/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.15it/s, loss=0.574, pair=0.005, adv=5.962, sprd=0.015]
Ep 035/80 [S2:+mat]:  79%|██▎| 358/453 [02:57<00:44,  2.15it/s, loss=0.626, pair=0.003, adv=5.823, sprd=0.024]
Ep 035/80 [S2:+mat]:  79%|██▍| 359/453 [02:57<00:45,  2.06it/s, loss=0.626, pair=0.003, adv=5.823, sprd=0.024]
Ep 035/80 [S2:+mat]:  79%|██▍| 359/453 [02:58<00:45,  2.06it/s, loss=0.586, pair=0.001, adv=6.192, sprd=0.022]
Ep 035/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.14it/s, loss=0.586, pair=0.001, adv=6.192, sprd=0.022]
Ep 035/80 [S2:+mat]:  79%|██▍| 360/453 [02:58<00:43,  2.14it/s, loss=0.588, pair=0.002, adv=5.690, sprd=0.020]
Ep 035/80 [S2:+mat]:  80%|██▍| 361/453 [02:58<00:44,  2.05it/s, loss=0.588, pair=0.002, adv=5.690, sprd=0.020]
Ep 035/80 [S2:+mat]:  80%|██▍| 361/453 [02:59<00:44,  2.05it/s, loss=0.616, pair=0.002, adv=3.973, sprd=0.025]
Ep 035/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:42,  2.14it/s, loss=0.616, pair=0.002, adv=3.973, sprd=0.025]
Ep 035/80 [S2:+mat]:  80%|██▍| 362/453 [02:59<00:42,  2.14it/s, loss=0.587, pair=0.000, adv=6.432, sprd=0.019]
Ep 035/80 [S2:+mat]:  80%|██▍| 363/453 [02:59<00:45,  1.97it/s, loss=0.587, pair=0.000, adv=6.432, sprd=0.019]
Ep 035/80 [S2:+mat]:  80%|██▍| 363/453 [03:00<00:45,  1.97it/s, loss=0.548, pair=0.002, adv=5.433, sprd=0.012]
Ep 035/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:43,  2.07it/s, loss=0.548, pair=0.002, adv=5.433, sprd=0.012]
Ep 035/80 [S2:+mat]:  80%|██▍| 364/453 [03:00<00:43,  2.07it/s, loss=0.574, pair=0.000, adv=6.470, sprd=0.019]
Ep 035/80 [S2:+mat]:  81%|██▍| 365/453 [03:00<00:46,  1.88it/s, loss=0.574, pair=0.000, adv=6.470, sprd=0.019]
Ep 035/80 [S2:+mat]:  81%|██▍| 365/453 [03:01<00:46,  1.88it/s, loss=0.570, pair=0.002, adv=8.121, sprd=0.016]
Ep 035/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:44,  1.97it/s, loss=0.570, pair=0.002, adv=8.121, sprd=0.016]
Ep 035/80 [S2:+mat]:  81%|██▍| 366/453 [03:01<00:44,  1.97it/s, loss=0.590, pair=0.000, adv=4.664, sprd=0.017]
Ep 035/80 [S2:+mat]:  81%|██▍| 367/453 [03:01<00:46,  1.86it/s, loss=0.590, pair=0.000, adv=4.664, sprd=0.017]
Ep 035/80 [S2:+mat]:  81%|██▍| 367/453 [03:02<00:46,  1.86it/s, loss=0.594, pair=0.000, adv=8.063, sprd=0.020]
Ep 035/80 [S2:+mat]:  81%|██▍| 368/453 [03:02<00:43,  1.94it/s, loss=0.594, pair=0.000, adv=8.063, sprd=0.020]
Ep 035/80 [S2:+mat]:  81%|██▍| 368/453 [03:03<00:43,  1.94it/s, loss=0.603, pair=0.001, adv=6.787, sprd=0.020]
Ep 035/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:46,  1.81it/s, loss=0.603, pair=0.001, adv=6.787, sprd=0.020]
Ep 035/80 [S2:+mat]:  81%|██▍| 369/453 [03:03<00:46,  1.81it/s, loss=0.571, pair=0.001, adv=5.308, sprd=0.018]
Ep 035/80 [S2:+mat]:  82%|██▍| 370/453 [03:03<00:43,  1.93it/s, loss=0.571, pair=0.001, adv=5.308, sprd=0.018]
Ep 035/80 [S2:+mat]:  82%|██▍| 370/453 [03:04<00:43,  1.93it/s, loss=0.547, pair=0.003, adv=4.815, sprd=0.014]
Ep 035/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:47,  1.71it/s, loss=0.547, pair=0.003, adv=4.815, sprd=0.014]
Ep 035/80 [S2:+mat]:  82%|██▍| 371/453 [03:04<00:47,  1.71it/s, loss=0.597, pair=0.002, adv=5.039, sprd=0.022]
Ep 035/80 [S2:+mat]:  82%|██▍| 372/453 [03:04<00:44,  1.84it/s, loss=0.597, pair=0.002, adv=5.039, sprd=0.022]
Ep 035/80 [S2:+mat]:  82%|██▍| 372/453 [03:05<00:44,  1.84it/s, loss=0.618, pair=0.000, adv=4.591, sprd=0.024]
Ep 035/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:45,  1.75it/s, loss=0.618, pair=0.000, adv=4.591, sprd=0.024]
Ep 035/80 [S2:+mat]:  82%|██▍| 373/453 [03:05<00:45,  1.75it/s, loss=0.635, pair=0.000, adv=3.850, sprd=0.035]
Ep 035/80 [S2:+mat]:  83%|██▍| 374/453 [03:05<00:43,  1.83it/s, loss=0.635, pair=0.000, adv=3.850, sprd=0.035]
Ep 035/80 [S2:+mat]:  83%|██▍| 374/453 [03:06<00:43,  1.83it/s, loss=0.587, pair=0.000, adv=5.216, sprd=0.020]
Ep 035/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:44,  1.76it/s, loss=0.587, pair=0.000, adv=5.216, sprd=0.020]
Ep 035/80 [S2:+mat]:  83%|██▍| 375/453 [03:06<00:44,  1.76it/s, loss=0.552, pair=0.000, adv=6.616, sprd=0.014]
Ep 035/80 [S2:+mat]:  83%|██▍| 376/453 [03:06<00:41,  1.88it/s, loss=0.552, pair=0.000, adv=6.616, sprd=0.014]
Ep 035/80 [S2:+mat]:  83%|██▍| 376/453 [03:07<00:41,  1.88it/s, loss=0.594, pair=0.000, adv=5.606, sprd=0.019]
Ep 035/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:42,  1.80it/s, loss=0.594, pair=0.000, adv=5.606, sprd=0.019]
Ep 035/80 [S2:+mat]:  83%|██▍| 377/453 [03:07<00:42,  1.80it/s, loss=0.584, pair=0.000, adv=6.162, sprd=0.019]
Ep 035/80 [S2:+mat]:  83%|██▌| 378/453 [03:07<00:39,  1.91it/s, loss=0.584, pair=0.000, adv=6.162, sprd=0.019]
Ep 035/80 [S2:+mat]:  83%|██▌| 378/453 [03:08<00:39,  1.91it/s, loss=0.624, pair=0.001, adv=4.839, sprd=0.024]
Ep 035/80 [S2:+mat]:  84%|██▌| 379/453 [03:08<00:40,  1.82it/s, loss=0.624, pair=0.001, adv=4.839, sprd=0.024]
Ep 035/80 [S2:+mat]:  84%|██▌| 379/453 [03:09<00:40,  1.82it/s, loss=0.590, pair=0.001, adv=4.943, sprd=0.019]
Ep 035/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:37,  1.94it/s, loss=0.590, pair=0.001, adv=4.943, sprd=0.019]
Ep 035/80 [S2:+mat]:  84%|██▌| 380/453 [03:09<00:37,  1.94it/s, loss=0.616, pair=0.004, adv=5.444, sprd=0.026]
Ep 035/80 [S2:+mat]:  84%|██▌| 381/453 [03:09<00:39,  1.80it/s, loss=0.616, pair=0.004, adv=5.444, sprd=0.026]
Ep 035/80 [S2:+mat]:  84%|██▌| 381/453 [03:10<00:39,  1.80it/s, loss=0.620, pair=0.004, adv=6.317, sprd=0.025]
Ep 035/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:37,  1.92it/s, loss=0.620, pair=0.004, adv=6.317, sprd=0.025]
Ep 035/80 [S2:+mat]:  84%|██▌| 382/453 [03:10<00:37,  1.92it/s, loss=0.604, pair=0.006, adv=5.602, sprd=0.021]
Ep 035/80 [S2:+mat]:  85%|██▌| 383/453 [03:10<00:39,  1.79it/s, loss=0.604, pair=0.006, adv=5.602, sprd=0.021]
Ep 035/80 [S2:+mat]:  85%|██▌| 383/453 [03:11<00:39,  1.79it/s, loss=0.591, pair=0.002, adv=6.681, sprd=0.020]
Ep 035/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:36,  1.90it/s, loss=0.591, pair=0.002, adv=6.681, sprd=0.020]
Ep 035/80 [S2:+mat]:  85%|██▌| 384/453 [03:11<00:36,  1.90it/s, loss=0.659, pair=0.001, adv=4.955, sprd=0.018]
Ep 035/80 [S2:+mat]:  85%|██▌| 385/453 [03:11<00:37,  1.81it/s, loss=0.659, pair=0.001, adv=4.955, sprd=0.018]
Ep 035/80 [S2:+mat]:  85%|██▌| 385/453 [03:12<00:37,  1.81it/s, loss=0.652, pair=0.009, adv=3.978, sprd=0.033]
Ep 035/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:35,  1.89it/s, loss=0.652, pair=0.009, adv=3.978, sprd=0.033]
Ep 035/80 [S2:+mat]:  85%|██▌| 386/453 [03:12<00:35,  1.89it/s, loss=0.627, pair=0.001, adv=5.324, sprd=0.023]
Ep 035/80 [S2:+mat]:  85%|██▌| 387/453 [03:12<00:36,  1.79it/s, loss=0.627, pair=0.001, adv=5.324, sprd=0.023]
Ep 035/80 [S2:+mat]:  85%|██▌| 387/453 [03:13<00:36,  1.79it/s, loss=0.597, pair=0.002, adv=3.673, sprd=0.021]
Ep 035/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:34,  1.91it/s, loss=0.597, pair=0.002, adv=3.673, sprd=0.021]
Ep 035/80 [S2:+mat]:  86%|██▌| 388/453 [03:13<00:34,  1.91it/s, loss=0.605, pair=0.002, adv=6.002, sprd=0.021]
Ep 035/80 [S2:+mat]:  86%|██▌| 389/453 [03:13<00:35,  1.82it/s, loss=0.605, pair=0.002, adv=6.002, sprd=0.021]
Ep 035/80 [S2:+mat]:  86%|██▌| 389/453 [03:14<00:35,  1.82it/s, loss=0.615, pair=0.006, adv=4.250, sprd=0.022]
Ep 035/80 [S2:+mat]:  86%|██▌| 390/453 [03:14<00:32,  1.95it/s, loss=0.615, pair=0.006, adv=4.250, sprd=0.022]
Ep 035/80 [S2:+mat]:  86%|██▌| 390/453 [03:15<00:32,  1.95it/s, loss=0.628, pair=0.005, adv=5.466, sprd=0.024]
Ep 035/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:33,  1.84it/s, loss=0.628, pair=0.005, adv=5.466, sprd=0.024]
Ep 035/80 [S2:+mat]:  86%|██▌| 391/453 [03:15<00:33,  1.84it/s, loss=0.621, pair=0.002, adv=3.705, sprd=0.026]
Ep 035/80 [S2:+mat]:  87%|██▌| 392/453 [03:15<00:31,  1.94it/s, loss=0.621, pair=0.002, adv=3.705, sprd=0.026]
Ep 035/80 [S2:+mat]:  87%|██▌| 392/453 [03:16<00:31,  1.94it/s, loss=0.637, pair=0.006, adv=3.581, sprd=0.027]
Ep 035/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:31,  1.89it/s, loss=0.637, pair=0.006, adv=3.581, sprd=0.027]
Ep 035/80 [S2:+mat]:  87%|██▌| 393/453 [03:16<00:31,  1.89it/s, loss=0.603, pair=0.002, adv=4.349, sprd=0.023]
Ep 035/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:29,  2.02it/s, loss=0.603, pair=0.002, adv=4.349, sprd=0.023]
Ep 035/80 [S2:+mat]:  87%|██▌| 394/453 [03:16<00:29,  2.02it/s, loss=0.647, pair=0.003, adv=4.605, sprd=0.030]
Ep 035/80 [S2:+mat]:  87%|██▌| 395/453 [03:16<00:29,  1.96it/s, loss=0.647, pair=0.003, adv=4.605, sprd=0.030]
Ep 035/80 [S2:+mat]:  87%|██▌| 395/453 [03:17<00:29,  1.96it/s, loss=0.569, pair=0.008, adv=4.758, sprd=0.016]
Ep 035/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.10it/s, loss=0.569, pair=0.008, adv=4.758, sprd=0.016]
Ep 035/80 [S2:+mat]:  87%|██▌| 396/453 [03:17<00:27,  2.10it/s, loss=0.566, pair=0.000, adv=6.118, sprd=0.015]
Ep 035/80 [S2:+mat]:  88%|██▋| 397/453 [03:17<00:27,  2.03it/s, loss=0.566, pair=0.000, adv=6.118, sprd=0.015]
Ep 035/80 [S2:+mat]:  88%|██▋| 397/453 [03:18<00:27,  2.03it/s, loss=0.598, pair=0.002, adv=5.572, sprd=0.019]
Ep 035/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:25,  2.14it/s, loss=0.598, pair=0.002, adv=5.572, sprd=0.019]
Ep 035/80 [S2:+mat]:  88%|██▋| 398/453 [03:18<00:25,  2.14it/s, loss=0.586, pair=0.004, adv=5.953, sprd=0.020]
Ep 035/80 [S2:+mat]:  88%|██▋| 399/453 [03:18<00:26,  2.04it/s, loss=0.586, pair=0.004, adv=5.953, sprd=0.020]
Ep 035/80 [S2:+mat]:  88%|██▋| 399/453 [03:19<00:26,  2.04it/s, loss=0.623, pair=0.005, adv=6.963, sprd=0.031]
Ep 035/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.10it/s, loss=0.623, pair=0.005, adv=6.963, sprd=0.031]
Ep 035/80 [S2:+mat]:  88%|██▋| 400/453 [03:19<00:25,  2.10it/s, loss=0.610, pair=0.002, adv=4.559, sprd=0.021]
Ep 035/80 [S2:+mat]:  89%|██▋| 401/453 [03:19<00:26,  1.93it/s, loss=0.610, pair=0.002, adv=4.559, sprd=0.021]
Ep 035/80 [S2:+mat]:  89%|██▋| 401/453 [03:20<00:26,  1.93it/s, loss=0.608, pair=0.005, adv=3.487, sprd=0.023]
Ep 035/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:24,  2.06it/s, loss=0.608, pair=0.005, adv=3.487, sprd=0.023]
Ep 035/80 [S2:+mat]:  89%|██▋| 402/453 [03:20<00:24,  2.06it/s, loss=0.615, pair=0.004, adv=5.098, sprd=0.023]
Ep 035/80 [S2:+mat]:  89%|██▋| 403/453 [03:20<00:25,  1.99it/s, loss=0.615, pair=0.004, adv=5.098, sprd=0.023]
Ep 035/80 [S2:+mat]:  89%|██▋| 403/453 [03:21<00:25,  1.99it/s, loss=1.238, pair=2.318, adv=2.550, sprd=0.026]
Ep 035/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:23,  2.11it/s, loss=1.238, pair=2.318, adv=2.550, sprd=0.026]
Ep 035/80 [S2:+mat]:  89%|██▋| 404/453 [03:21<00:23,  2.11it/s, loss=0.585, pair=0.004, adv=3.405, sprd=0.021]
Ep 035/80 [S2:+mat]:  89%|██▋| 405/453 [03:21<00:23,  2.02it/s, loss=0.585, pair=0.004, adv=3.405, sprd=0.021]
Ep 035/80 [S2:+mat]:  89%|██▋| 405/453 [03:22<00:23,  2.02it/s, loss=0.586, pair=0.000, adv=3.356, sprd=0.024]
Ep 035/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:22,  2.10it/s, loss=0.586, pair=0.000, adv=3.356, sprd=0.024]
Ep 035/80 [S2:+mat]:  90%|██▋| 406/453 [03:22<00:22,  2.10it/s, loss=0.571, pair=0.003, adv=5.386, sprd=0.016]
Ep 035/80 [S2:+mat]:  90%|██▋| 407/453 [03:22<00:22,  2.06it/s, loss=0.571, pair=0.003, adv=5.386, sprd=0.016]
Ep 035/80 [S2:+mat]:  90%|██▋| 407/453 [03:23<00:22,  2.06it/s, loss=0.565, pair=0.001, adv=3.684, sprd=0.015]
Ep 035/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.16it/s, loss=0.565, pair=0.001, adv=3.684, sprd=0.015]
Ep 035/80 [S2:+mat]:  90%|██▋| 408/453 [03:23<00:20,  2.16it/s, loss=0.672, pair=0.001, adv=6.033, sprd=0.037]
Ep 035/80 [S2:+mat]:  90%|██▋| 409/453 [03:23<00:21,  2.03it/s, loss=0.672, pair=0.001, adv=6.033, sprd=0.037]
Ep 035/80 [S2:+mat]:  90%|██▋| 409/453 [03:24<00:21,  2.03it/s, loss=0.552, pair=0.001, adv=3.248, sprd=0.018]
Ep 035/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:20,  2.14it/s, loss=0.552, pair=0.001, adv=3.248, sprd=0.018]
Ep 035/80 [S2:+mat]:  91%|██▋| 410/453 [03:24<00:20,  2.14it/s, loss=0.606, pair=0.013, adv=4.805, sprd=0.020]
Ep 035/80 [S2:+mat]:  91%|██▋| 411/453 [03:24<00:19,  2.10it/s, loss=0.606, pair=0.013, adv=4.805, sprd=0.020]
Ep 035/80 [S2:+mat]:  91%|██▋| 411/453 [03:25<00:19,  2.10it/s, loss=0.616, pair=0.000, adv=6.607, sprd=0.022]
Ep 035/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.18it/s, loss=0.616, pair=0.000, adv=6.607, sprd=0.022]
Ep 035/80 [S2:+mat]:  91%|██▋| 412/453 [03:25<00:18,  2.18it/s, loss=0.590, pair=0.001, adv=6.135, sprd=0.020]
Ep 035/80 [S2:+mat]:  91%|██▋| 413/453 [03:25<00:19,  2.07it/s, loss=0.590, pair=0.001, adv=6.135, sprd=0.020]
Ep 035/80 [S2:+mat]:  91%|██▋| 413/453 [03:26<00:19,  2.07it/s, loss=0.598, pair=0.000, adv=6.117, sprd=0.025]
Ep 035/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.13it/s, loss=0.598, pair=0.000, adv=6.117, sprd=0.025]
Ep 035/80 [S2:+mat]:  91%|██▋| 414/453 [03:26<00:18,  2.13it/s, loss=0.611, pair=0.001, adv=5.796, sprd=0.023]
Ep 035/80 [S2:+mat]:  92%|██▋| 415/453 [03:26<00:18,  2.02it/s, loss=0.611, pair=0.001, adv=5.796, sprd=0.023]
Ep 035/80 [S2:+mat]:  92%|██▋| 415/453 [03:27<00:18,  2.02it/s, loss=0.657, pair=0.000, adv=8.203, sprd=0.034]
Ep 035/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:17,  2.09it/s, loss=0.657, pair=0.000, adv=8.203, sprd=0.034]
Ep 035/80 [S2:+mat]:  92%|██▊| 416/453 [03:27<00:17,  2.09it/s, loss=0.626, pair=0.000, adv=4.485, sprd=0.030]
Ep 035/80 [S2:+mat]:  92%|██▊| 417/453 [03:27<00:18,  2.00it/s, loss=0.626, pair=0.000, adv=4.485, sprd=0.030]
Ep 035/80 [S2:+mat]:  92%|██▊| 417/453 [03:28<00:18,  2.00it/s, loss=0.602, pair=0.001, adv=5.649, sprd=0.024]
Ep 035/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.09it/s, loss=0.602, pair=0.001, adv=5.649, sprd=0.024]
Ep 035/80 [S2:+mat]:  92%|██▊| 418/453 [03:28<00:16,  2.09it/s, loss=0.624, pair=0.005, adv=6.881, sprd=0.024]
Ep 035/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:17,  1.97it/s, loss=0.624, pair=0.005, adv=6.881, sprd=0.024]
Ep 035/80 [S2:+mat]:  92%|██▊| 419/453 [03:28<00:17,  1.97it/s, loss=0.589, pair=0.001, adv=3.537, sprd=0.019]
Ep 035/80 [S2:+mat]:  93%|██▊| 420/453 [03:28<00:15,  2.11it/s, loss=0.589, pair=0.001, adv=3.537, sprd=0.019]
Ep 035/80 [S2:+mat]:  93%|██▊| 420/453 [03:29<00:15,  2.11it/s, loss=0.631, pair=0.002, adv=5.566, sprd=0.029]
Ep 035/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.03it/s, loss=0.631, pair=0.002, adv=5.566, sprd=0.029]
Ep 035/80 [S2:+mat]:  93%|██▊| 421/453 [03:29<00:15,  2.03it/s, loss=0.575, pair=0.007, adv=5.504, sprd=0.018]
Ep 035/80 [S2:+mat]:  93%|██▊| 422/453 [03:29<00:14,  2.14it/s, loss=0.575, pair=0.007, adv=5.504, sprd=0.018]
Ep 035/80 [S2:+mat]:  93%|██▊| 422/453 [03:30<00:14,  2.14it/s, loss=0.577, pair=0.000, adv=2.860, sprd=0.023]
Ep 035/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.09it/s, loss=0.577, pair=0.000, adv=2.860, sprd=0.023]
Ep 035/80 [S2:+mat]:  93%|██▊| 423/453 [03:30<00:14,  2.09it/s, loss=0.626, pair=0.000, adv=5.432, sprd=0.027]
Ep 035/80 [S2:+mat]:  94%|██▊| 424/453 [03:30<00:13,  2.16it/s, loss=0.626, pair=0.000, adv=5.432, sprd=0.027]
Ep 035/80 [S2:+mat]:  94%|██▊| 424/453 [03:31<00:13,  2.16it/s, loss=0.581, pair=0.000, adv=5.021, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.98it/s, loss=0.581, pair=0.000, adv=5.021, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 425/453 [03:31<00:14,  1.98it/s, loss=0.574, pair=0.000, adv=4.747, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 426/453 [03:31<00:12,  2.12it/s, loss=0.574, pair=0.000, adv=4.747, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 426/453 [03:32<00:12,  2.12it/s, loss=0.587, pair=0.000, adv=6.087, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.05it/s, loss=0.587, pair=0.000, adv=6.087, sprd=0.017]
Ep 035/80 [S2:+mat]:  94%|██▊| 427/453 [03:32<00:12,  2.05it/s, loss=0.592, pair=0.000, adv=6.402, sprd=0.021]
Ep 035/80 [S2:+mat]:  94%|██▊| 428/453 [03:32<00:11,  2.14it/s, loss=0.592, pair=0.000, adv=6.402, sprd=0.021]
Ep 035/80 [S2:+mat]:  94%|██▊| 428/453 [03:33<00:11,  2.14it/s, loss=0.608, pair=0.000, adv=6.489, sprd=0.023]
Ep 035/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.05it/s, loss=0.608, pair=0.000, adv=6.489, sprd=0.023]
Ep 035/80 [S2:+mat]:  95%|██▊| 429/453 [03:33<00:11,  2.05it/s, loss=0.599, pair=0.010, adv=4.517, sprd=0.021]
Ep 035/80 [S2:+mat]:  95%|██▊| 430/453 [03:33<00:10,  2.17it/s, loss=0.599, pair=0.010, adv=4.517, sprd=0.021]
Ep 035/80 [S2:+mat]:  95%|██▊| 430/453 [03:34<00:10,  2.17it/s, loss=0.607, pair=0.000, adv=6.304, sprd=0.022]
Ep 035/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.05it/s, loss=0.607, pair=0.000, adv=6.304, sprd=0.022]
Ep 035/80 [S2:+mat]:  95%|██▊| 431/453 [03:34<00:10,  2.05it/s, loss=0.610, pair=0.000, adv=6.648, sprd=0.019]
Ep 035/80 [S2:+mat]:  95%|██▊| 432/453 [03:34<00:09,  2.18it/s, loss=0.610, pair=0.000, adv=6.648, sprd=0.019]
Ep 035/80 [S2:+mat]:  95%|██▊| 432/453 [03:35<00:09,  2.18it/s, loss=0.611, pair=0.001, adv=4.730, sprd=0.023]
Ep 035/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.10it/s, loss=0.611, pair=0.001, adv=4.730, sprd=0.023]
Ep 035/80 [S2:+mat]:  96%|██▊| 433/453 [03:35<00:09,  2.10it/s, loss=0.620, pair=0.000, adv=4.009, sprd=0.024]
Ep 035/80 [S2:+mat]:  96%|██▊| 434/453 [03:35<00:08,  2.20it/s, loss=0.620, pair=0.000, adv=4.009, sprd=0.024]
Ep 035/80 [S2:+mat]:  96%|██▊| 434/453 [03:36<00:08,  2.20it/s, loss=0.678, pair=0.004, adv=4.453, sprd=0.023]
Ep 035/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.11it/s, loss=0.678, pair=0.004, adv=4.453, sprd=0.023]
Ep 035/80 [S2:+mat]:  96%|██▉| 435/453 [03:36<00:08,  2.11it/s, loss=0.591, pair=0.003, adv=4.826, sprd=0.018]
Ep 035/80 [S2:+mat]:  96%|██▉| 436/453 [03:36<00:07,  2.21it/s, loss=0.591, pair=0.003, adv=4.826, sprd=0.018]
Ep 035/80 [S2:+mat]:  96%|██▉| 436/453 [03:37<00:07,  2.21it/s, loss=0.625, pair=0.002, adv=6.033, sprd=0.026]
Ep 035/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.08it/s, loss=0.625, pair=0.002, adv=6.033, sprd=0.026]
Ep 035/80 [S2:+mat]:  96%|██▉| 437/453 [03:37<00:07,  2.08it/s, loss=0.568, pair=0.000, adv=5.502, sprd=0.017]
Ep 035/80 [S2:+mat]:  97%|██▉| 438/453 [03:37<00:06,  2.17it/s, loss=0.568, pair=0.000, adv=5.502, sprd=0.017]
Ep 035/80 [S2:+mat]:  97%|██▉| 438/453 [03:38<00:06,  2.17it/s, loss=0.617, pair=0.010, adv=5.106, sprd=0.022]
Ep 035/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.09it/s, loss=0.617, pair=0.010, adv=5.106, sprd=0.022]
Ep 035/80 [S2:+mat]:  97%|██▉| 439/453 [03:38<00:06,  2.09it/s, loss=0.607, pair=0.000, adv=6.195, sprd=0.021]
Ep 035/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.17it/s, loss=0.607, pair=0.000, adv=6.195, sprd=0.021]
Ep 035/80 [S2:+mat]:  97%|██▉| 440/453 [03:38<00:05,  2.17it/s, loss=0.648, pair=0.001, adv=7.086, sprd=0.027]
Ep 035/80 [S2:+mat]:  97%|██▉| 441/453 [03:38<00:05,  2.05it/s, loss=0.648, pair=0.001, adv=7.086, sprd=0.027]
Ep 035/80 [S2:+mat]:  97%|██▉| 441/453 [03:39<00:05,  2.05it/s, loss=0.626, pair=0.000, adv=4.748, sprd=0.025]
Ep 035/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.14it/s, loss=0.626, pair=0.000, adv=4.748, sprd=0.025]
Ep 035/80 [S2:+mat]:  98%|██▉| 442/453 [03:39<00:05,  2.14it/s, loss=0.551, pair=0.000, adv=6.956, sprd=0.013]
Ep 035/80 [S2:+mat]:  98%|██▉| 443/453 [03:39<00:04,  2.08it/s, loss=0.551, pair=0.000, adv=6.956, sprd=0.013]
Ep 035/80 [S2:+mat]:  98%|██▉| 443/453 [03:40<00:04,  2.08it/s, loss=0.574, pair=0.000, adv=5.022, sprd=0.017]
Ep 035/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.17it/s, loss=0.574, pair=0.000, adv=5.022, sprd=0.017]
Ep 035/80 [S2:+mat]:  98%|██▉| 444/453 [03:40<00:04,  2.17it/s, loss=1.191, pair=1.958, adv=6.261, sprd=0.024]
Ep 035/80 [S2:+mat]:  98%|██▉| 445/453 [03:40<00:03,  2.05it/s, loss=1.191, pair=1.958, adv=6.261, sprd=0.024]
Ep 035/80 [S2:+mat]:  98%|██▉| 445/453 [03:41<00:03,  2.05it/s, loss=0.619, pair=0.003, adv=5.798, sprd=0.024]
Ep 035/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.14it/s, loss=0.619, pair=0.003, adv=5.798, sprd=0.024]
Ep 035/80 [S2:+mat]:  98%|██▉| 446/453 [03:41<00:03,  2.14it/s, loss=0.588, pair=0.002, adv=5.599, sprd=0.021]
Ep 035/80 [S2:+mat]:  99%|██▉| 447/453 [03:41<00:02,  2.04it/s, loss=0.588, pair=0.002, adv=5.599, sprd=0.021]
Ep 035/80 [S2:+mat]:  99%|██▉| 447/453 [03:42<00:02,  2.04it/s, loss=0.559, pair=0.001, adv=4.247, sprd=0.016]
Ep 035/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.14it/s, loss=0.559, pair=0.001, adv=4.247, sprd=0.016]
Ep 035/80 [S2:+mat]:  99%|██▉| 448/453 [03:42<00:02,  2.14it/s, loss=0.565, pair=0.000, adv=7.592, sprd=0.016]
Ep 035/80 [S2:+mat]:  99%|██▉| 449/453 [03:42<00:01,  2.08it/s, loss=0.565, pair=0.000, adv=7.592, sprd=0.016]
Ep 035/80 [S2:+mat]:  99%|██▉| 449/453 [03:43<00:01,  2.08it/s, loss=0.586, pair=0.001, adv=4.526, sprd=0.020]
Ep 035/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.18it/s, loss=0.586, pair=0.001, adv=4.526, sprd=0.020]
Ep 035/80 [S2:+mat]:  99%|██▉| 450/453 [03:43<00:01,  2.18it/s, loss=0.577, pair=0.008, adv=7.893, sprd=0.017]
Ep 035/80 [S2:+mat]: 100%|██▉| 451/453 [03:43<00:00,  2.07it/s, loss=0.577, pair=0.008, adv=7.893, sprd=0.017]
Ep 035/80 [S2:+mat]: 100%|██▉| 451/453 [03:44<00:00,  2.07it/s, loss=0.610, pair=0.002, adv=3.864, sprd=0.018]
Ep 035/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.21it/s, loss=0.610, pair=0.002, adv=3.864, sprd=0.018]
Ep 035/80 [S2:+mat]: 100%|██▉| 452/453 [03:44<00:00,  2.21it/s, loss=0.585, pair=0.002, adv=7.901, sprd=0.020]
Ep 035/80 [S2:+mat]: 100%|███| 453/453 [03:44<00:00,  1.94it/s, loss=0.585, pair=0.002, adv=7.901, sprd=0.020]
                                                                                                              
Epoch 035/80 [S2:+mat]  loss=0.6095  mat=0.2617  sens=1.0707  pair=0.0377  adv=5.4746(rand=3.47)  deg=0.0042  orth=0.0015  spread=0.0213  q_mean=52.6  q_std=18.8  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=6.36e-05  225s

Ep 036/80 [S2→S3:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 036/80 [S2→S3:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.588, pair=0.000, adv=4.552, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   0%|  | 1/453 [00:00<06:51,  1.10it/s, loss=0.588, pair=0.000, adv=4.552, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<06:51,  1.10it/s, loss=0.589, pair=0.002, adv=3.682, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:27,  1.68it/s, loss=0.589, pair=0.002, adv=3.682, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:27,  1.68it/s, loss=0.580, pair=0.003, adv=4.367, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   1%|  | 3/453 [00:01<04:18,  1.74it/s, loss=0.580, pair=0.003, adv=4.367, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<04:18,  1.74it/s, loss=0.573, pair=0.005, adv=4.297, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<03:46,  1.98it/s, loss=0.573, pair=0.005, adv=4.297, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<03:46,  1.98it/s, loss=0.609, pair=0.001, adv=5.655, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   1%|  | 5/453 [00:02<03:44,  1.99it/s, loss=0.609, pair=0.001, adv=5.655, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<03:44,  1.99it/s, loss=0.578, pair=0.000, adv=3.881, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:32,  2.11it/s, loss=0.578, pair=0.000, adv=3.881, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:32,  2.11it/s, loss=0.603, pair=0.000, adv=5.578, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   2%|  | 7/453 [00:03<03:41,  2.01it/s, loss=0.603, pair=0.000, adv=5.578, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<03:41,  2.01it/s, loss=0.566, pair=0.008, adv=7.732, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:29,  2.12it/s, loss=0.566, pair=0.008, adv=7.732, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:29,  2.12it/s, loss=0.625, pair=0.000, adv=3.466, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   2%|  | 9/453 [00:04<03:46,  1.96it/s, loss=0.625, pair=0.000, adv=3.466, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<03:46,  1.96it/s, loss=0.609, pair=0.000, adv=6.743, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:36,  2.04it/s, loss=0.609, pair=0.000, adv=6.743, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:36,  2.04it/s, loss=0.612, pair=0.000, adv=5.160, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   2%| | 11/453 [00:05<03:52,  1.90it/s, loss=0.612, pair=0.000, adv=5.160, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<03:52,  1.90it/s, loss=0.588, pair=0.000, adv=6.896, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:42,  1.98it/s, loss=0.588, pair=0.000, adv=6.896, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:42,  1.98it/s, loss=0.579, pair=0.001, adv=5.416, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:   3%| | 13/453 [00:06<03:57,  1.85it/s, loss=0.579, pair=0.001, adv=5.416, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<03:57,  1.85it/s, loss=0.620, pair=0.001, adv=4.659, sprd=0.026]
Ep 036/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:45,  1.95it/s, loss=0.620, pair=0.001, adv=4.659, sprd=0.026]
Ep 036/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:45,  1.95it/s, loss=0.567, pair=0.001, adv=4.192, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:58,  1.83it/s, loss=0.567, pair=0.001, adv=4.192, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   3%| | 15/453 [00:08<03:58,  1.83it/s, loss=0.572, pair=0.003, adv=6.320, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:   4%| | 16/453 [00:08<03:40,  1.98it/s, loss=0.572, pair=0.003, adv=6.320, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:   4%| | 16/453 [00:08<03:40,  1.98it/s, loss=0.655, pair=0.001, adv=4.086, sprd=0.034]
Ep 036/80 [S2→S3:ramp]:   4%| | 17/453 [00:08<03:57,  1.84it/s, loss=0.655, pair=0.001, adv=4.086, sprd=0.034]
Ep 036/80 [S2→S3:ramp]:   4%| | 17/453 [00:09<03:57,  1.84it/s, loss=0.609, pair=0.000, adv=4.858, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   4%| | 18/453 [00:09<03:44,  1.93it/s, loss=0.609, pair=0.000, adv=4.858, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   4%| | 18/453 [00:10<03:44,  1.93it/s, loss=1.299, pair=2.350, adv=6.544, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   4%| | 19/453 [00:10<04:01,  1.80it/s, loss=1.299, pair=2.350, adv=6.544, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:   4%| | 19/453 [00:10<04:01,  1.80it/s, loss=0.550, pair=0.006, adv=8.024, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:   4%| | 20/453 [00:10<03:43,  1.94it/s, loss=0.550, pair=0.006, adv=8.024, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:   4%| | 20/453 [00:11<03:43,  1.94it/s, loss=0.618, pair=0.000, adv=4.406, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   5%| | 21/453 [00:11<03:55,  1.83it/s, loss=0.618, pair=0.000, adv=4.406, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   5%| | 21/453 [00:11<03:55,  1.83it/s, loss=0.606, pair=0.000, adv=4.109, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   5%| | 22/453 [00:11<03:40,  1.95it/s, loss=0.606, pair=0.000, adv=4.109, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   5%| | 22/453 [00:12<03:40,  1.95it/s, loss=0.580, pair=0.000, adv=7.112, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   5%| | 23/453 [00:12<03:59,  1.80it/s, loss=0.580, pair=0.000, adv=7.112, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   5%| | 23/453 [00:12<03:59,  1.80it/s, loss=0.568, pair=0.003, adv=3.743, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   5%| | 24/453 [00:12<03:42,  1.93it/s, loss=0.568, pair=0.003, adv=3.743, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   5%| | 24/453 [00:13<03:42,  1.93it/s, loss=0.588, pair=0.001, adv=5.586, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   6%| | 25/453 [00:13<03:57,  1.80it/s, loss=0.588, pair=0.001, adv=5.586, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:   6%| | 25/453 [00:13<03:57,  1.80it/s, loss=0.593, pair=0.001, adv=6.233, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:   6%| | 26/453 [00:13<03:44,  1.90it/s, loss=0.593, pair=0.001, adv=6.233, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:   6%| | 26/453 [00:14<03:44,  1.90it/s, loss=0.632, pair=0.001, adv=3.591, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   6%| | 27/453 [00:14<03:56,  1.80it/s, loss=0.632, pair=0.001, adv=3.591, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   6%| | 27/453 [00:14<03:56,  1.80it/s, loss=0.549, pair=0.003, adv=5.232, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   6%| | 28/453 [00:14<03:58,  1.78it/s, loss=0.549, pair=0.003, adv=5.232, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   6%| | 28/453 [00:15<03:58,  1.78it/s, loss=0.623, pair=0.002, adv=3.919, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:   6%| | 29/453 [00:15<04:09,  1.70it/s, loss=0.623, pair=0.002, adv=3.919, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:   6%| | 29/453 [00:16<04:09,  1.70it/s, loss=0.642, pair=0.001, adv=6.986, sprd=0.033]
Ep 036/80 [S2→S3:ramp]:   7%| | 30/453 [00:16<03:55,  1.80it/s, loss=0.642, pair=0.001, adv=6.986, sprd=0.033]
Ep 036/80 [S2→S3:ramp]:   7%| | 30/453 [00:16<03:55,  1.80it/s, loss=0.592, pair=0.001, adv=4.887, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:   7%| | 31/453 [00:16<03:59,  1.76it/s, loss=0.592, pair=0.001, adv=4.887, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:   7%| | 31/453 [00:17<03:59,  1.76it/s, loss=0.610, pair=0.001, adv=7.216, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   7%| | 32/453 [00:17<03:43,  1.88it/s, loss=0.610, pair=0.001, adv=7.216, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:   7%| | 32/453 [00:17<03:43,  1.88it/s, loss=0.600, pair=0.000, adv=6.074, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   7%| | 33/453 [00:17<03:55,  1.78it/s, loss=0.600, pair=0.000, adv=6.074, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   7%| | 33/453 [00:18<03:55,  1.78it/s, loss=0.562, pair=0.001, adv=5.865, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 34/453 [00:18<03:39,  1.91it/s, loss=0.562, pair=0.001, adv=5.865, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 34/453 [00:18<03:39,  1.91it/s, loss=0.632, pair=0.001, adv=4.829, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:   8%| | 35/453 [00:18<03:50,  1.81it/s, loss=0.632, pair=0.001, adv=4.829, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:   8%| | 35/453 [00:19<03:50,  1.81it/s, loss=0.610, pair=0.001, adv=3.399, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   8%| | 36/453 [00:19<03:37,  1.92it/s, loss=0.610, pair=0.001, adv=3.399, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   8%| | 36/453 [00:19<03:37,  1.92it/s, loss=0.570, pair=0.004, adv=6.106, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 37/453 [00:19<03:46,  1.84it/s, loss=0.570, pair=0.004, adv=6.106, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 37/453 [00:20<03:46,  1.84it/s, loss=0.567, pair=0.001, adv=6.897, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 38/453 [00:20<03:27,  2.00it/s, loss=0.567, pair=0.001, adv=6.897, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:   8%| | 38/453 [00:20<03:27,  2.00it/s, loss=0.612, pair=0.005, adv=6.075, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:   9%| | 39/453 [00:20<03:29,  1.98it/s, loss=0.612, pair=0.005, adv=6.075, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:   9%| | 39/453 [00:21<03:29,  1.98it/s, loss=0.598, pair=0.004, adv=4.222, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   9%| | 40/453 [00:21<03:14,  2.12it/s, loss=0.598, pair=0.004, adv=4.222, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:   9%| | 40/453 [00:21<03:14,  2.12it/s, loss=0.620, pair=0.003, adv=3.415, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   9%| | 41/453 [00:21<03:21,  2.04it/s, loss=0.620, pair=0.003, adv=3.415, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:   9%| | 41/453 [00:22<03:21,  2.04it/s, loss=0.576, pair=0.008, adv=4.226, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   9%| | 42/453 [00:22<03:10,  2.16it/s, loss=0.576, pair=0.008, adv=4.226, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:   9%| | 42/453 [00:22<03:10,  2.16it/s, loss=0.639, pair=0.001, adv=7.128, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   9%| | 43/453 [00:22<03:17,  2.08it/s, loss=0.639, pair=0.001, adv=7.128, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:   9%| | 43/453 [00:22<03:17,  2.08it/s, loss=0.593, pair=0.001, adv=6.811, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:  10%| | 44/453 [00:22<03:08,  2.18it/s, loss=0.593, pair=0.001, adv=6.811, sprd=0.019]
Ep 036/80 [S2→S3:ramp]:  10%| | 44/453 [00:23<03:08,  2.18it/s, loss=0.602, pair=0.000, adv=5.925, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  10%| | 45/453 [00:23<03:14,  2.10it/s, loss=0.602, pair=0.000, adv=5.925, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  10%| | 45/453 [00:23<03:14,  2.10it/s, loss=0.636, pair=0.006, adv=6.734, sprd=0.033]
Ep 036/80 [S2→S3:ramp]:  10%| | 46/453 [00:23<03:09,  2.15it/s, loss=0.636, pair=0.006, adv=6.734, sprd=0.033]
Ep 036/80 [S2→S3:ramp]:  10%| | 46/453 [00:24<03:09,  2.15it/s, loss=0.608, pair=0.011, adv=5.600, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  10%| | 47/453 [00:24<03:15,  2.08it/s, loss=0.608, pair=0.011, adv=5.600, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  10%| | 47/453 [00:24<03:15,  2.08it/s, loss=0.570, pair=0.005, adv=2.841, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  11%| | 48/453 [00:24<03:04,  2.20it/s, loss=0.570, pair=0.005, adv=2.841, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  11%| | 48/453 [00:25<03:04,  2.20it/s, loss=0.624, pair=0.004, adv=3.773, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  11%| | 49/453 [00:25<03:14,  2.08it/s, loss=0.624, pair=0.004, adv=3.773, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  11%| | 49/453 [00:25<03:14,  2.08it/s, loss=0.582, pair=0.004, adv=5.028, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  11%| | 50/453 [00:25<03:04,  2.18it/s, loss=0.582, pair=0.004, adv=5.028, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  11%| | 50/453 [00:26<03:04,  2.18it/s, loss=1.239, pair=1.972, adv=5.973, sprd=0.031]
Ep 036/80 [S2→S3:ramp]:  11%| | 51/453 [00:26<03:14,  2.06it/s, loss=1.239, pair=1.972, adv=5.973, sprd=0.031]
Ep 036/80 [S2→S3:ramp]:  11%| | 51/453 [00:26<03:14,  2.06it/s, loss=0.586, pair=0.001, adv=6.887, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  11%| | 52/453 [00:26<03:07,  2.14it/s, loss=0.586, pair=0.001, adv=6.887, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  11%| | 52/453 [00:27<03:07,  2.14it/s, loss=0.607, pair=0.001, adv=6.799, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  12%| | 53/453 [00:27<03:15,  2.05it/s, loss=0.607, pair=0.001, adv=6.799, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  12%| | 53/453 [00:27<03:15,  2.05it/s, loss=0.577, pair=0.001, adv=3.809, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:  12%| | 54/453 [00:27<03:00,  2.21it/s, loss=0.577, pair=0.001, adv=3.809, sprd=0.015]
Ep 036/80 [S2→S3:ramp]:  12%| | 54/453 [00:28<03:00,  2.21it/s, loss=0.579, pair=0.000, adv=3.385, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  12%| | 55/453 [00:28<03:20,  1.98it/s, loss=0.579, pair=0.000, adv=3.385, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  12%| | 55/453 [00:28<03:20,  1.98it/s, loss=0.590, pair=0.000, adv=3.439, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  12%| | 56/453 [00:28<03:07,  2.11it/s, loss=0.590, pair=0.000, adv=3.439, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  12%| | 56/453 [00:29<03:07,  2.11it/s, loss=0.593, pair=0.002, adv=4.449, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:29<03:16,  2.02it/s, loss=0.593, pair=0.002, adv=4.449, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:29<03:16,  2.02it/s, loss=0.581, pair=0.000, adv=4.339, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:29<03:05,  2.13it/s, loss=0.581, pair=0.000, adv=4.339, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:30<03:05,  2.13it/s, loss=0.624, pair=0.002, adv=3.648, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:30<03:15,  2.01it/s, loss=0.624, pair=0.002, adv=3.648, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:30<03:15,  2.01it/s, loss=0.614, pair=0.000, adv=3.920, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:30<03:04,  2.13it/s, loss=0.614, pair=0.000, adv=3.920, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:31<03:04,  2.13it/s, loss=0.633, pair=0.001, adv=4.488, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:31<03:08,  2.08it/s, loss=0.633, pair=0.001, adv=4.488, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:31<03:08,  2.08it/s, loss=0.619, pair=0.000, adv=5.361, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:31<02:59,  2.18it/s, loss=0.619, pair=0.000, adv=5.361, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:32<02:59,  2.18it/s, loss=0.605, pair=0.003, adv=4.411, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:32<03:07,  2.08it/s, loss=0.605, pair=0.003, adv=4.411, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:32<03:07,  2.08it/s, loss=0.601, pair=0.001, adv=6.882, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:32<02:56,  2.21it/s, loss=0.601, pair=0.001, adv=6.882, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:33<02:56,  2.21it/s, loss=0.628, pair=0.001, adv=3.742, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:33<03:05,  2.09it/s, loss=0.628, pair=0.001, adv=3.742, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:33<03:05,  2.09it/s, loss=0.657, pair=0.001, adv=4.632, sprd=0.034]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:33<03:00,  2.15it/s, loss=0.657, pair=0.001, adv=4.632, sprd=0.034]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:33<03:00,  2.15it/s, loss=0.586, pair=0.004, adv=5.386, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:33<03:08,  2.05it/s, loss=0.586, pair=0.004, adv=5.386, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:34<03:08,  2.05it/s, loss=0.635, pair=0.006, adv=6.181, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:34<02:59,  2.14it/s, loss=0.635, pair=0.006, adv=6.181, sprd=0.027]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:34<02:59,  2.14it/s, loss=0.588, pair=0.005, adv=5.297, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:34<03:05,  2.07it/s, loss=0.588, pair=0.005, adv=5.297, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:35<03:05,  2.07it/s, loss=0.641, pair=0.000, adv=5.580, sprd=0.029]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<02:58,  2.15it/s, loss=0.641, pair=0.000, adv=5.580, sprd=0.029]
Ep 036/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<02:58,  2.15it/s, loss=0.596, pair=0.000, adv=5.976, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:35<03:05,  2.06it/s, loss=0.596, pair=0.000, adv=5.976, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:36<03:05,  2.06it/s, loss=0.548, pair=0.001, adv=6.723, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<02:55,  2.17it/s, loss=0.548, pair=0.001, adv=6.723, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<02:55,  2.17it/s, loss=0.583, pair=0.000, adv=8.107, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:36<03:09,  2.01it/s, loss=0.583, pair=0.000, adv=8.107, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:37<03:09,  2.01it/s, loss=0.620, pair=0.004, adv=5.288, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<02:58,  2.13it/s, loss=0.620, pair=0.004, adv=5.288, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<02:58,  2.13it/s, loss=0.591, pair=0.004, adv=6.116, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:37<03:10,  1.98it/s, loss=0.591, pair=0.004, adv=6.116, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:38<03:10,  1.98it/s, loss=0.594, pair=0.002, adv=6.134, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<02:59,  2.10it/s, loss=0.594, pair=0.002, adv=6.134, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<02:59,  2.10it/s, loss=0.557, pair=0.005, adv=7.433, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:38<03:04,  2.03it/s, loss=0.557, pair=0.005, adv=7.433, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:39<03:04,  2.03it/s, loss=0.570, pair=0.000, adv=4.874, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<02:53,  2.16it/s, loss=0.570, pair=0.000, adv=4.874, sprd=0.016]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<02:53,  2.16it/s, loss=0.621, pair=0.000, adv=3.657, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:39<03:00,  2.08it/s, loss=0.621, pair=0.000, adv=3.657, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:40<03:00,  2.08it/s, loss=0.612, pair=0.003, adv=4.874, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:53,  2.15it/s, loss=0.612, pair=0.003, adv=4.874, sprd=0.024]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:53,  2.15it/s, loss=0.575, pair=0.000, adv=5.226, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:40<02:59,  2.07it/s, loss=0.575, pair=0.000, adv=5.226, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:41<02:59,  2.07it/s, loss=0.589, pair=0.000, adv=7.266, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:51,  2.16it/s, loss=0.589, pair=0.000, adv=7.266, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:51,  2.16it/s, loss=0.684, pair=0.002, adv=6.585, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:41<03:02,  2.03it/s, loss=0.684, pair=0.002, adv=6.585, sprd=0.028]
Ep 036/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:42<03:02,  2.03it/s, loss=0.613, pair=0.001, adv=7.007, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<03:02,  2.02it/s, loss=0.613, pair=0.001, adv=7.007, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<03:02,  2.02it/s, loss=0.561, pair=0.012, adv=5.567, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:04,  1.99it/s, loss=0.561, pair=0.012, adv=5.567, sprd=0.014]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:43<03:04,  1.99it/s, loss=0.577, pair=0.003, adv=6.075, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:52,  2.13it/s, loss=0.577, pair=0.003, adv=6.075, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:52,  2.13it/s, loss=0.621, pair=0.000, adv=4.764, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<02:57,  2.06it/s, loss=0.621, pair=0.000, adv=4.764, sprd=0.025]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<02:57,  2.06it/s, loss=0.577, pair=0.000, adv=5.303, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:43<02:49,  2.16it/s, loss=0.577, pair=0.000, adv=5.303, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:49,  2.16it/s, loss=0.554, pair=0.000, adv=5.563, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<02:56,  2.06it/s, loss=0.554, pair=0.000, adv=5.563, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<02:56,  2.06it/s, loss=0.539, pair=0.000, adv=6.081, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:44<02:46,  2.18it/s, loss=0.539, pair=0.000, adv=6.081, sprd=0.012]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:46,  2.18it/s, loss=0.581, pair=0.000, adv=4.473, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<02:56,  2.06it/s, loss=0.581, pair=0.000, adv=4.473, sprd=0.021]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<02:56,  2.06it/s, loss=0.599, pair=0.000, adv=6.591, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:45<02:48,  2.15it/s, loss=0.599, pair=0.000, adv=6.591, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<02:48,  2.15it/s, loss=0.601, pair=0.073, adv=6.063, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<02:56,  2.04it/s, loss=0.601, pair=0.073, adv=6.063, sprd=0.020]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<02:56,  2.04it/s, loss=0.590, pair=0.008, adv=4.877, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:46<02:44,  2.18it/s, loss=0.590, pair=0.008, adv=4.877, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:47<02:44,  2.18it/s, loss=0.587, pair=0.004, adv=5.356, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:59,  2.00it/s, loss=0.587, pair=0.004, adv=5.356, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:59,  2.00it/s, loss=0.589, pair=0.002, adv=5.742, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:47<02:47,  2.13it/s, loss=0.589, pair=0.002, adv=5.742, sprd=0.017]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:48<02:47,  2.13it/s, loss=0.539, pair=0.003, adv=4.685, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:53,  2.05it/s, loss=0.539, pair=0.003, adv=4.685, sprd=0.013]
Ep 036/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:53,  2.05it/s, loss=0.608, pair=0.000, adv=7.889, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:48<02:45,  2.15it/s, loss=0.608, pair=0.000, adv=7.889, sprd=0.022]
Ep 036/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:49<02:45,  2.15it/s, loss=0.597, pair=0.000, adv=3.070, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:51,  2.07it/s, loss=0.597, pair=0.000, adv=3.070, sprd=0.023]
Ep 036/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:51,  2.07it/s, loss=0.604, pair=0.008, adv=5.837, sprd=0.018]
Ep 036/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:49<02:41,  2.18it/s, loss=0.604, pair=0.008, adv=5.837, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<02:41,  2.18it/s, loss=0.611, pair=0.008, adv=4.915, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:48,  2.09it/s, loss=0.611, pair=0.008, adv=4.915, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:48,  2.09it/s, loss=0.605, pair=0.002, adv=6.133, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:50<02:43,  2.15it/s, loss=0.605, pair=0.002, adv=6.133, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<02:43,  2.15it/s, loss=0.617, pair=0.000, adv=6.729, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:56,  1.98it/s, loss=0.617, pair=0.000, adv=6.729, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:56,  1.98it/s, loss=0.582, pair=0.001, adv=4.769, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:51<02:44,  2.12it/s, loss=0.582, pair=0.001, adv=4.769, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<02:44,  2.12it/s, loss=0.548, pair=0.001, adv=4.199, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:51,  2.03it/s, loss=0.548, pair=0.001, adv=4.199, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:51,  2.03it/s, loss=0.574, pair=0.001, adv=4.832, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:52<02:40,  2.16it/s, loss=0.574, pair=0.001, adv=4.832, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:53<02:40,  2.16it/s, loss=0.646, pair=0.001, adv=6.707, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<03:08,  1.84it/s, loss=0.646, pair=0.001, adv=6.707, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<03:08,  1.84it/s, loss=0.571, pair=0.000, adv=4.805, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:53<02:57,  1.94it/s, loss=0.571, pair=0.000, adv=4.805, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:54<02:57,  1.94it/s, loss=0.569, pair=0.003, adv=5.116, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<03:07,  1.84it/s, loss=0.569, pair=0.003, adv=5.116, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<03:07,  1.84it/s, loss=0.551, pair=0.000, adv=3.909, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:54<02:56,  1.95it/s, loss=0.551, pair=0.000, adv=3.909, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:55<02:56,  1.95it/s, loss=0.529, pair=0.002, adv=3.009, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<03:04,  1.85it/s, loss=0.529, pair=0.002, adv=3.009, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<03:04,  1.85it/s, loss=0.566, pair=0.002, adv=5.147, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:55<02:56,  1.93it/s, loss=0.566, pair=0.002, adv=5.147, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:56<02:56,  1.93it/s, loss=0.580, pair=0.003, adv=5.102, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<03:08,  1.81it/s, loss=0.580, pair=0.003, adv=5.102, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<03:08,  1.81it/s, loss=0.592, pair=0.007, adv=6.982, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:56<02:57,  1.91it/s, loss=0.592, pair=0.007, adv=6.982, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:57<02:57,  1.91it/s, loss=0.592, pair=0.000, adv=5.104, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<03:08,  1.79it/s, loss=0.592, pair=0.000, adv=5.104, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:58<03:08,  1.79it/s, loss=0.629, pair=0.000, adv=4.502, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:59,  1.88it/s, loss=0.629, pair=0.000, adv=4.502, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:59,  1.88it/s, loss=0.598, pair=0.005, adv=4.994, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<03:07,  1.79it/s, loss=0.598, pair=0.005, adv=4.994, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:59<03:07,  1.79it/s, loss=0.643, pair=0.007, adv=3.421, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:59<02:54,  1.92it/s, loss=0.643, pair=0.007, adv=3.421, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:59<02:54,  1.92it/s, loss=0.575, pair=0.001, adv=4.824, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<03:07,  1.79it/s, loss=0.575, pair=0.001, adv=4.824, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  26%|▎| 119/453 [01:00<03:07,  1.79it/s, loss=0.564, pair=0.000, adv=4.664, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  26%|▎| 120/453 [01:00<02:52,  1.93it/s, loss=0.564, pair=0.000, adv=4.664, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  26%|▎| 120/453 [01:00<02:52,  1.93it/s, loss=0.608, pair=0.000, adv=5.215, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:00<03:07,  1.77it/s, loss=0.608, pair=0.000, adv=5.215, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:01<03:07,  1.77it/s, loss=0.610, pair=0.000, adv=4.855, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:01<02:54,  1.90it/s, loss=0.610, pair=0.000, adv=4.855, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:01<02:54,  1.90it/s, loss=0.602, pair=0.001, adv=8.272, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:01<03:02,  1.81it/s, loss=0.602, pair=0.001, adv=8.272, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:02<03:02,  1.81it/s, loss=0.586, pair=0.010, adv=5.724, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:02<02:49,  1.94it/s, loss=0.586, pair=0.010, adv=5.724, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:02<02:49,  1.94it/s, loss=0.679, pair=0.001, adv=6.678, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:02<03:01,  1.80it/s, loss=0.679, pair=0.001, adv=6.678, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:03<03:01,  1.80it/s, loss=0.612, pair=0.000, adv=4.199, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:03<02:49,  1.93it/s, loss=0.612, pair=0.000, adv=4.199, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:03<02:49,  1.93it/s, loss=0.598, pair=0.017, adv=4.869, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:03<02:53,  1.88it/s, loss=0.598, pair=0.017, adv=4.869, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:04<02:53,  1.88it/s, loss=0.669, pair=0.183, adv=6.157, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:04<02:43,  1.98it/s, loss=0.669, pair=0.183, adv=6.157, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:05<02:43,  1.98it/s, loss=0.644, pair=0.009, adv=4.397, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:05<02:57,  1.83it/s, loss=0.644, pair=0.009, adv=4.397, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:05<02:57,  1.83it/s, loss=0.571, pair=0.004, adv=5.816, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:05<02:47,  1.93it/s, loss=0.571, pair=0.004, adv=5.816, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:06<02:47,  1.93it/s, loss=0.613, pair=0.005, adv=3.552, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:06<02:59,  1.79it/s, loss=0.613, pair=0.005, adv=3.552, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:06<02:59,  1.79it/s, loss=0.576, pair=0.002, adv=7.200, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:06<02:47,  1.91it/s, loss=0.576, pair=0.002, adv=7.200, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:07<02:47,  1.91it/s, loss=0.628, pair=0.004, adv=3.964, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:07<02:59,  1.79it/s, loss=0.628, pair=0.004, adv=3.964, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:07<02:59,  1.79it/s, loss=0.584, pair=0.009, adv=3.951, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:07<02:47,  1.90it/s, loss=0.584, pair=0.009, adv=3.951, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:08<02:47,  1.90it/s, loss=0.643, pair=0.001, adv=4.499, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:08<03:07,  1.69it/s, loss=0.643, pair=0.001, adv=4.499, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:08<03:07,  1.69it/s, loss=0.557, pair=0.009, adv=4.884, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:08<02:51,  1.85it/s, loss=0.557, pair=0.009, adv=4.884, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:09<02:51,  1.85it/s, loss=0.583, pair=0.007, adv=3.655, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:09<02:52,  1.83it/s, loss=0.583, pair=0.007, adv=3.655, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:09<02:52,  1.83it/s, loss=0.616, pair=0.003, adv=5.442, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:09<02:41,  1.96it/s, loss=0.616, pair=0.003, adv=5.442, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:10<02:41,  1.96it/s, loss=0.607, pair=0.007, adv=5.465, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:10<02:45,  1.90it/s, loss=0.607, pair=0.007, adv=5.465, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:10<02:45,  1.90it/s, loss=0.568, pair=0.003, adv=6.475, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:10<02:33,  2.04it/s, loss=0.568, pair=0.003, adv=6.475, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:11<02:33,  2.04it/s, loss=0.604, pair=0.002, adv=3.527, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:11<02:35,  2.00it/s, loss=0.604, pair=0.002, adv=3.527, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:11<02:35,  2.00it/s, loss=0.633, pair=0.003, adv=5.039, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:11<02:28,  2.09it/s, loss=0.633, pair=0.003, adv=5.039, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:12<02:28,  2.09it/s, loss=0.600, pair=0.004, adv=3.272, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:12<02:34,  2.00it/s, loss=0.600, pair=0.004, adv=3.272, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:12<02:34,  2.00it/s, loss=0.553, pair=0.000, adv=4.460, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:12<02:27,  2.09it/s, loss=0.553, pair=0.000, adv=4.460, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:13<02:27,  2.09it/s, loss=0.622, pair=0.000, adv=4.044, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:13<02:34,  1.99it/s, loss=0.622, pair=0.000, adv=4.044, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:13<02:34,  1.99it/s, loss=0.604, pair=0.000, adv=4.443, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:13<02:27,  2.08it/s, loss=0.604, pair=0.000, adv=4.443, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:14<02:27,  2.08it/s, loss=0.581, pair=0.000, adv=5.522, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:14<02:36,  1.96it/s, loss=0.581, pair=0.000, adv=5.522, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:14<02:36,  1.96it/s, loss=0.571, pair=0.008, adv=3.109, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:14<02:25,  2.10it/s, loss=0.571, pair=0.008, adv=3.109, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:15<02:25,  2.10it/s, loss=0.613, pair=0.003, adv=5.283, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:15<02:28,  2.04it/s, loss=0.613, pair=0.003, adv=5.283, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:15<02:28,  2.04it/s, loss=0.635, pair=0.001, adv=3.783, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:15<02:21,  2.14it/s, loss=0.635, pair=0.001, adv=3.783, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:16<02:21,  2.14it/s, loss=0.576, pair=0.000, adv=4.783, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:16<02:25,  2.08it/s, loss=0.576, pair=0.000, adv=4.783, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:16<02:25,  2.08it/s, loss=0.587, pair=0.001, adv=6.497, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:16<02:16,  2.20it/s, loss=0.587, pair=0.001, adv=6.497, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:17<02:16,  2.20it/s, loss=0.581, pair=0.004, adv=5.773, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:17<02:24,  2.08it/s, loss=0.581, pair=0.004, adv=5.773, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:17<02:24,  2.08it/s, loss=0.609, pair=0.001, adv=4.425, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:17<02:18,  2.17it/s, loss=0.609, pair=0.001, adv=4.425, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:18<02:18,  2.17it/s, loss=0.630, pair=0.010, adv=4.713, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:18<02:21,  2.10it/s, loss=0.630, pair=0.010, adv=4.713, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:18<02:21,  2.10it/s, loss=0.619, pair=0.003, adv=6.240, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:18<02:16,  2.17it/s, loss=0.619, pair=0.003, adv=6.240, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:19<02:16,  2.17it/s, loss=0.600, pair=0.001, adv=4.160, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:19<02:23,  2.06it/s, loss=0.600, pair=0.001, adv=4.160, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:19<02:23,  2.06it/s, loss=0.591, pair=0.006, adv=3.228, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:19<02:17,  2.14it/s, loss=0.591, pair=0.006, adv=3.228, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:19<02:17,  2.14it/s, loss=0.590, pair=0.001, adv=6.392, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:19<02:24,  2.03it/s, loss=0.590, pair=0.001, adv=6.392, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:20<02:24,  2.03it/s, loss=0.598, pair=0.000, adv=5.740, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:20<02:16,  2.14it/s, loss=0.598, pair=0.000, adv=5.740, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:20<02:16,  2.14it/s, loss=0.648, pair=0.001, adv=4.375, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:20<02:20,  2.08it/s, loss=0.648, pair=0.001, adv=4.375, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:21<02:20,  2.08it/s, loss=0.591, pair=0.000, adv=3.877, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:12,  2.19it/s, loss=0.591, pair=0.000, adv=3.877, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:12,  2.19it/s, loss=0.586, pair=0.000, adv=6.718, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:29,  1.94it/s, loss=0.586, pair=0.000, adv=6.718, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:22<02:29,  1.94it/s, loss=0.582, pair=0.000, adv=4.995, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:22<02:20,  2.06it/s, loss=0.582, pair=0.000, adv=4.995, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:22<02:20,  2.06it/s, loss=0.613, pair=0.000, adv=4.211, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:22<02:26,  1.97it/s, loss=0.613, pair=0.000, adv=4.211, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:23<02:26,  1.97it/s, loss=0.600, pair=0.001, adv=5.560, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:23<02:16,  2.10it/s, loss=0.600, pair=0.001, adv=5.560, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:23<02:16,  2.10it/s, loss=0.666, pair=0.000, adv=6.442, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:23<02:20,  2.03it/s, loss=0.666, pair=0.000, adv=6.442, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:24<02:20,  2.03it/s, loss=0.569, pair=0.001, adv=4.046, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:24<02:11,  2.17it/s, loss=0.569, pair=0.001, adv=4.046, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:24<02:11,  2.17it/s, loss=0.588, pair=0.001, adv=5.423, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:24<02:18,  2.06it/s, loss=0.588, pair=0.001, adv=5.423, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:25<02:18,  2.06it/s, loss=0.601, pair=0.000, adv=4.753, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.14it/s, loss=0.601, pair=0.000, adv=4.753, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:25<02:12,  2.14it/s, loss=0.586, pair=0.000, adv=6.642, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:25<02:17,  2.05it/s, loss=0.586, pair=0.000, adv=6.642, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:26<02:17,  2.05it/s, loss=0.628, pair=0.000, adv=4.168, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:26<02:10,  2.15it/s, loss=0.628, pair=0.000, adv=4.168, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:26<02:10,  2.15it/s, loss=0.580, pair=0.001, adv=4.944, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:26<02:14,  2.08it/s, loss=0.580, pair=0.001, adv=4.944, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:27<02:14,  2.08it/s, loss=0.613, pair=0.007, adv=3.561, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:27<02:06,  2.20it/s, loss=0.613, pair=0.007, adv=3.561, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:27<02:06,  2.20it/s, loss=0.577, pair=0.000, adv=5.167, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:27<02:14,  2.07it/s, loss=0.577, pair=0.000, adv=5.167, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:28<02:14,  2.07it/s, loss=0.588, pair=0.000, adv=5.635, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:28<02:08,  2.16it/s, loss=0.588, pair=0.000, adv=5.635, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:28<02:08,  2.16it/s, loss=0.575, pair=0.000, adv=4.663, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:28<02:15,  2.04it/s, loss=0.575, pair=0.000, adv=4.663, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:29<02:15,  2.04it/s, loss=0.626, pair=0.004, adv=5.477, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.12it/s, loss=0.626, pair=0.004, adv=5.477, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:29<02:09,  2.12it/s, loss=0.695, pair=0.000, adv=3.777, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:15,  2.03it/s, loss=0.695, pair=0.000, adv=3.777, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:15,  2.03it/s, loss=0.566, pair=0.002, adv=4.447, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:29<02:06,  2.16it/s, loss=0.566, pair=0.002, adv=4.447, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:30<02:06,  2.16it/s, loss=0.564, pair=0.002, adv=4.862, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:11,  2.07it/s, loss=0.564, pair=0.002, adv=4.862, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:11,  2.07it/s, loss=0.607, pair=0.002, adv=4.049, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:30<02:03,  2.20it/s, loss=0.607, pair=0.002, adv=4.049, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:31<02:03,  2.20it/s, loss=0.625, pair=0.000, adv=3.822, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:10,  2.08it/s, loss=0.625, pair=0.000, adv=3.822, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:10,  2.08it/s, loss=0.613, pair=0.000, adv=4.897, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<02:05,  2.15it/s, loss=0.613, pair=0.000, adv=4.897, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:32<02:05,  2.15it/s, loss=0.608, pair=0.000, adv=5.936, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.608, pair=0.000, adv=5.936, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.594, pair=0.000, adv=4.106, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:01,  2.20it/s, loss=0.594, pair=0.000, adv=4.106, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:33<02:01,  2.20it/s, loss=0.635, pair=0.001, adv=5.648, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:33<02:06,  2.10it/s, loss=0.635, pair=0.001, adv=5.648, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:33<02:06,  2.10it/s, loss=0.597, pair=0.000, adv=4.703, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:00,  2.20it/s, loss=0.597, pair=0.000, adv=4.703, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:34<02:00,  2.20it/s, loss=0.568, pair=0.000, adv=4.595, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:34<02:07,  2.08it/s, loss=0.568, pair=0.000, adv=4.595, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:34<02:07,  2.08it/s, loss=0.595, pair=0.001, adv=6.845, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:00,  2.19it/s, loss=0.595, pair=0.001, adv=6.845, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:35<02:00,  2.19it/s, loss=0.637, pair=0.001, adv=6.806, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:13,  1.97it/s, loss=0.637, pair=0.001, adv=6.806, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:13,  1.97it/s, loss=0.604, pair=0.001, adv=4.716, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:06,  2.07it/s, loss=0.604, pair=0.001, adv=4.716, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:36<02:06,  2.07it/s, loss=0.599, pair=0.000, adv=5.257, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:10,  1.99it/s, loss=0.599, pair=0.000, adv=5.257, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:10,  1.99it/s, loss=1.953, pair=0.007, adv=6.295, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:05,  2.06it/s, loss=1.953, pair=0.007, adv=6.295, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:37<02:05,  2.06it/s, loss=0.621, pair=0.003, adv=5.969, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:08,  2.00it/s, loss=0.621, pair=0.003, adv=5.969, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:08,  2.00it/s, loss=0.644, pair=0.000, adv=6.408, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<02:02,  2.10it/s, loss=0.644, pair=0.000, adv=6.408, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:38<02:02,  2.10it/s, loss=0.603, pair=0.001, adv=5.250, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:05,  2.04it/s, loss=0.603, pair=0.001, adv=5.250, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:05,  2.04it/s, loss=0.584, pair=0.003, adv=6.410, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<01:58,  2.16it/s, loss=0.584, pair=0.003, adv=6.410, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:39<01:58,  2.16it/s, loss=0.607, pair=0.004, adv=4.465, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:05,  2.02it/s, loss=0.607, pair=0.004, adv=4.465, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:05,  2.02it/s, loss=0.587, pair=0.001, adv=6.657, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<01:59,  2.11it/s, loss=0.587, pair=0.001, adv=6.657, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:40<01:59,  2.11it/s, loss=0.586, pair=0.003, adv=6.646, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:05,  2.01it/s, loss=0.586, pair=0.003, adv=6.646, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:05,  2.01it/s, loss=0.625, pair=0.000, adv=5.225, sprd=0.033
Ep 036/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<02:01,  2.07it/s, loss=0.625, pair=0.000, adv=5.225, sprd=0.033
Ep 036/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:41<02:01,  2.07it/s, loss=0.573, pair=0.001, adv=5.391, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.03it/s, loss=0.573, pair=0.001, adv=5.391, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:02,  2.03it/s, loss=0.609, pair=0.000, adv=3.641, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<01:55,  2.16it/s, loss=0.609, pair=0.000, adv=3.641, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:42<01:55,  2.16it/s, loss=0.572, pair=0.000, adv=5.495, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:00,  2.05it/s, loss=0.572, pair=0.000, adv=5.495, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:00,  2.05it/s, loss=0.647, pair=0.000, adv=6.013, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<01:57,  2.10it/s, loss=0.647, pair=0.000, adv=6.013, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:43<01:57,  2.10it/s, loss=0.574, pair=0.000, adv=3.985, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:08,  1.92it/s, loss=0.574, pair=0.000, adv=3.985, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:08,  1.92it/s, loss=0.631, pair=0.000, adv=4.514, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<02:03,  1.98it/s, loss=0.631, pair=0.000, adv=4.514, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:44<02:03,  1.98it/s, loss=0.565, pair=0.002, adv=4.835, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:11,  1.86it/s, loss=0.565, pair=0.002, adv=4.835, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:11,  1.86it/s, loss=0.553, pair=0.000, adv=4.319, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<02:02,  1.98it/s, loss=0.553, pair=0.000, adv=4.319, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:45<02:02,  1.98it/s, loss=0.624, pair=0.000, adv=4.782, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<02:13,  1.81it/s, loss=0.624, pair=0.000, adv=4.782, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<02:13,  1.81it/s, loss=0.614, pair=0.000, adv=5.541, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<02:05,  1.92it/s, loss=0.614, pair=0.000, adv=5.541, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:46<02:05,  1.92it/s, loss=0.574, pair=0.000, adv=2.935, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<02:12,  1.81it/s, loss=0.574, pair=0.000, adv=2.935, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<02:12,  1.81it/s, loss=0.579, pair=0.000, adv=5.647, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<02:03,  1.93it/s, loss=0.579, pair=0.000, adv=5.647, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:47<02:03,  1.93it/s, loss=0.594, pair=0.000, adv=5.441, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:47<02:21,  1.68it/s, loss=0.594, pair=0.000, adv=5.441, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:48<02:21,  1.68it/s, loss=0.592, pair=0.007, adv=6.335, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:48<02:10,  1.82it/s, loss=0.592, pair=0.007, adv=6.335, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:48<02:10,  1.82it/s, loss=0.630, pair=0.000, adv=3.666, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:48<02:15,  1.74it/s, loss=0.630, pair=0.000, adv=3.666, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:49<02:15,  1.74it/s, loss=0.640, pair=0.000, adv=5.114, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:49<02:07,  1.85it/s, loss=0.640, pair=0.000, adv=5.114, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:49<02:07,  1.85it/s, loss=0.615, pair=0.000, adv=8.639, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:49<02:13,  1.75it/s, loss=0.615, pair=0.000, adv=8.639, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:50<02:13,  1.75it/s, loss=0.564, pair=0.000, adv=5.086, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:50<02:02,  1.90it/s, loss=0.564, pair=0.000, adv=5.086, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:50<02:02,  1.90it/s, loss=0.619, pair=0.000, adv=4.835, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:50<02:08,  1.80it/s, loss=0.619, pair=0.000, adv=4.835, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:51<02:08,  1.80it/s, loss=0.635, pair=0.004, adv=5.312, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:51<02:02,  1.89it/s, loss=0.635, pair=0.004, adv=5.312, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:51<02:02,  1.89it/s, loss=0.618, pair=0.005, adv=7.109, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:51<02:10,  1.76it/s, loss=0.618, pair=0.005, adv=7.109, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:52<02:10,  1.76it/s, loss=0.624, pair=0.005, adv=5.093, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:52<02:01,  1.89it/s, loss=0.624, pair=0.005, adv=5.093, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:52<02:01,  1.89it/s, loss=0.624, pair=0.001, adv=4.872, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:52<02:06,  1.80it/s, loss=0.624, pair=0.001, adv=4.872, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:53<02:06,  1.80it/s, loss=0.608, pair=0.001, adv=5.098, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:53<02:00,  1.88it/s, loss=0.608, pair=0.001, adv=5.098, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:54<02:00,  1.88it/s, loss=0.577, pair=0.000, adv=5.557, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:54<02:06,  1.78it/s, loss=0.577, pair=0.000, adv=5.557, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:54<02:06,  1.78it/s, loss=0.586, pair=0.002, adv=5.331, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:54<01:56,  1.93it/s, loss=0.586, pair=0.002, adv=5.331, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:55<01:56,  1.93it/s, loss=0.596, pair=0.000, adv=8.531, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:55<02:01,  1.85it/s, loss=0.596, pair=0.000, adv=8.531, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:55<02:01,  1.85it/s, loss=0.622, pair=0.000, adv=4.730, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:55<01:52,  1.98it/s, loss=0.622, pair=0.000, adv=4.730, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:56<01:52,  1.98it/s, loss=0.555, pair=0.000, adv=3.221, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:56<01:58,  1.87it/s, loss=0.555, pair=0.000, adv=3.221, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:56<01:58,  1.87it/s, loss=0.603, pair=0.001, adv=6.510, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:56<01:53,  1.96it/s, loss=0.603, pair=0.001, adv=6.510, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:57<01:53,  1.96it/s, loss=0.598, pair=0.003, adv=4.501, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:57<02:00,  1.83it/s, loss=0.598, pair=0.003, adv=4.501, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:57<02:00,  1.83it/s, loss=0.596, pair=0.004, adv=6.118, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:57<01:53,  1.93it/s, loss=0.596, pair=0.004, adv=6.118, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:58<01:53,  1.93it/s, loss=0.593, pair=0.000, adv=4.982, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:58<02:00,  1.82it/s, loss=0.593, pair=0.000, adv=4.982, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:58<02:00,  1.82it/s, loss=0.610, pair=0.002, adv=4.966, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:58<01:52,  1.93it/s, loss=0.610, pair=0.002, adv=4.966, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:59<01:52,  1.93it/s, loss=0.650, pair=0.004, adv=4.224, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:59<01:52,  1.92it/s, loss=0.650, pair=0.004, adv=4.224, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:59<01:52,  1.92it/s, loss=0.546, pair=0.001, adv=2.579, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:59<01:45,  2.05it/s, loss=0.546, pair=0.001, adv=2.579, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  53%|▌| 238/453 [02:00<01:45,  2.05it/s, loss=0.639, pair=0.001, adv=3.460, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  53%|▌| 239/453 [02:00<01:45,  2.03it/s, loss=0.639, pair=0.001, adv=3.460, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  53%|▌| 239/453 [02:00<01:45,  2.03it/s, loss=0.610, pair=0.001, adv=4.388, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  53%|▌| 240/453 [02:00<01:38,  2.16it/s, loss=0.610, pair=0.001, adv=4.388, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  53%|▌| 240/453 [02:01<01:38,  2.16it/s, loss=0.646, pair=0.001, adv=4.518, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  53%|▌| 241/453 [02:01<01:43,  2.05it/s, loss=0.646, pair=0.001, adv=4.518, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  53%|▌| 241/453 [02:01<01:43,  2.05it/s, loss=0.549, pair=0.000, adv=5.281, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:01<01:37,  2.16it/s, loss=0.549, pair=0.000, adv=5.281, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:02<01:37,  2.16it/s, loss=0.630, pair=0.000, adv=6.217, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:02<01:50,  1.90it/s, loss=0.630, pair=0.000, adv=6.217, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:02<01:50,  1.90it/s, loss=0.607, pair=0.002, adv=5.511, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:02<01:43,  2.01it/s, loss=0.607, pair=0.002, adv=5.511, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:03<01:43,  2.01it/s, loss=0.623, pair=0.001, adv=5.958, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:03<01:44,  1.98it/s, loss=0.623, pair=0.001, adv=5.958, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:03<01:44,  1.98it/s, loss=0.586, pair=0.001, adv=7.436, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:03<01:39,  2.08it/s, loss=0.586, pair=0.001, adv=7.436, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:04<01:39,  2.08it/s, loss=0.673, pair=0.001, adv=4.649, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:04<01:41,  2.03it/s, loss=0.673, pair=0.001, adv=4.649, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:04<01:41,  2.03it/s, loss=0.595, pair=0.000, adv=7.186, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:04<01:37,  2.11it/s, loss=0.595, pair=0.000, adv=7.186, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:05<01:37,  2.11it/s, loss=0.669, pair=0.000, adv=5.863, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:05<01:40,  2.03it/s, loss=0.669, pair=0.000, adv=5.863, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:05<01:40,  2.03it/s, loss=0.594, pair=0.000, adv=3.387, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:05<01:34,  2.15it/s, loss=0.594, pair=0.000, adv=3.387, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:05<01:34,  2.15it/s, loss=0.638, pair=0.000, adv=5.385, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:05<01:39,  2.04it/s, loss=0.638, pair=0.000, adv=5.385, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:06<01:39,  2.04it/s, loss=0.583, pair=0.000, adv=9.047, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:06<01:32,  2.18it/s, loss=0.583, pair=0.000, adv=9.047, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:06<01:32,  2.18it/s, loss=0.607, pair=0.000, adv=5.784, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:06<01:36,  2.07it/s, loss=0.607, pair=0.000, adv=5.784, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:07<01:36,  2.07it/s, loss=0.593, pair=0.000, adv=4.445, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:07<01:31,  2.17it/s, loss=0.593, pair=0.000, adv=4.445, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:07<01:31,  2.17it/s, loss=0.612, pair=0.000, adv=7.363, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:07<01:34,  2.09it/s, loss=0.612, pair=0.000, adv=7.363, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:08<01:34,  2.09it/s, loss=0.594, pair=0.003, adv=3.650, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:08<01:28,  2.23it/s, loss=0.594, pair=0.003, adv=3.650, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:08<01:28,  2.23it/s, loss=0.559, pair=0.000, adv=7.961, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:08<01:32,  2.12it/s, loss=0.559, pair=0.000, adv=7.961, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:09<01:32,  2.12it/s, loss=0.604, pair=0.000, adv=4.170, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:09<01:28,  2.21it/s, loss=0.604, pair=0.000, adv=4.170, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:09<01:28,  2.21it/s, loss=0.617, pair=0.001, adv=3.408, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:09<01:34,  2.05it/s, loss=0.617, pair=0.001, adv=3.408, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:10<01:34,  2.05it/s, loss=0.625, pair=0.003, adv=4.228, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:10<01:29,  2.15it/s, loss=0.625, pair=0.003, adv=4.228, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:10<01:29,  2.15it/s, loss=0.586, pair=0.000, adv=5.573, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:10<01:33,  2.06it/s, loss=0.586, pair=0.000, adv=5.573, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:11<01:33,  2.06it/s, loss=0.610, pair=0.001, adv=4.494, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:11<01:30,  2.12it/s, loss=0.610, pair=0.001, adv=4.494, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:11<01:30,  2.12it/s, loss=0.565, pair=0.001, adv=5.600, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:11<01:32,  2.05it/s, loss=0.565, pair=0.001, adv=5.600, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:12<01:32,  2.05it/s, loss=0.592, pair=0.004, adv=4.963, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:12<01:27,  2.16it/s, loss=0.592, pair=0.004, adv=4.963, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:12<01:27,  2.16it/s, loss=0.589, pair=0.001, adv=4.803, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:12<01:31,  2.05it/s, loss=0.589, pair=0.001, adv=4.803, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:12<01:31,  2.05it/s, loss=0.621, pair=0.004, adv=7.162, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:26,  2.15it/s, loss=0.621, pair=0.004, adv=7.162, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:13<01:26,  2.15it/s, loss=0.598, pair=0.002, adv=3.865, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:13<01:29,  2.09it/s, loss=0.598, pair=0.002, adv=3.865, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:13<01:29,  2.09it/s, loss=0.580, pair=0.003, adv=7.476, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:13<01:25,  2.15it/s, loss=0.580, pair=0.003, adv=7.476, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:14<01:25,  2.15it/s, loss=0.573, pair=0.005, adv=7.763, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:14<01:29,  2.05it/s, loss=0.573, pair=0.005, adv=7.763, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:14<01:29,  2.05it/s, loss=0.600, pair=0.006, adv=3.855, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:14<01:26,  2.13it/s, loss=0.600, pair=0.006, adv=3.855, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:15<01:26,  2.13it/s, loss=0.595, pair=0.000, adv=7.558, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:15<01:34,  1.92it/s, loss=0.595, pair=0.000, adv=7.558, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:15<01:34,  1.92it/s, loss=0.599, pair=0.000, adv=8.703, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:15<01:28,  2.05it/s, loss=0.599, pair=0.000, adv=8.703, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:16<01:28,  2.05it/s, loss=0.647, pair=0.000, adv=6.938, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:16<01:30,  2.00it/s, loss=0.647, pair=0.000, adv=6.938, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:16<01:30,  2.00it/s, loss=0.598, pair=0.003, adv=7.631, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:16<01:25,  2.10it/s, loss=0.598, pair=0.003, adv=7.631, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:17<01:25,  2.10it/s, loss=0.621, pair=0.008, adv=5.604, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:17<01:30,  1.98it/s, loss=0.621, pair=0.008, adv=5.604, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:17<01:30,  1.98it/s, loss=0.561, pair=0.013, adv=7.283, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:17<01:23,  2.11it/s, loss=0.561, pair=0.013, adv=7.283, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:18<01:23,  2.11it/s, loss=0.698, pair=0.014, adv=6.346, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:18<01:27,  2.02it/s, loss=0.698, pair=0.014, adv=6.346, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:18<01:27,  2.02it/s, loss=0.615, pair=0.008, adv=3.714, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:18<01:22,  2.12it/s, loss=0.615, pair=0.008, adv=3.714, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:19<01:22,  2.12it/s, loss=0.580, pair=0.000, adv=7.843, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:19<01:25,  2.03it/s, loss=0.580, pair=0.000, adv=7.843, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:19<01:25,  2.03it/s, loss=0.637, pair=0.007, adv=5.867, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:19<01:21,  2.12it/s, loss=0.637, pair=0.007, adv=5.867, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:20<01:21,  2.12it/s, loss=0.580, pair=0.002, adv=7.517, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:20<01:23,  2.05it/s, loss=0.580, pair=0.002, adv=7.517, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:20<01:23,  2.05it/s, loss=0.627, pair=0.000, adv=5.754, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:20<01:21,  2.11it/s, loss=0.627, pair=0.000, adv=5.754, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:21<01:21,  2.11it/s, loss=0.627, pair=0.005, adv=6.990, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:21<01:23,  2.03it/s, loss=0.627, pair=0.005, adv=6.990, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:21<01:23,  2.03it/s, loss=0.604, pair=0.000, adv=6.841, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:21<01:20,  2.10it/s, loss=0.604, pair=0.000, adv=6.841, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:22<01:20,  2.10it/s, loss=0.562, pair=0.000, adv=7.191, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:22<01:23,  2.01it/s, loss=0.562, pair=0.000, adv=7.191, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:22<01:23,  2.01it/s, loss=0.569, pair=0.000, adv=4.291, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:22<01:18,  2.13it/s, loss=0.569, pair=0.000, adv=4.291, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:23<01:18,  2.13it/s, loss=0.606, pair=0.001, adv=6.804, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.05it/s, loss=0.606, pair=0.001, adv=6.804, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.05it/s, loss=0.555, pair=0.000, adv=5.433, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:23<01:16,  2.17it/s, loss=0.555, pair=0.000, adv=5.433, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:24<01:16,  2.17it/s, loss=0.552, pair=0.000, adv=3.936, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:24<01:20,  2.05it/s, loss=0.552, pair=0.000, adv=3.936, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:24<01:20,  2.05it/s, loss=0.609, pair=0.000, adv=8.139, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:24<01:17,  2.12it/s, loss=0.609, pair=0.000, adv=8.139, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:25<01:17,  2.12it/s, loss=0.592, pair=0.000, adv=7.316, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:25<01:21,  1.99it/s, loss=0.592, pair=0.000, adv=7.316, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:25<01:21,  1.99it/s, loss=0.576, pair=0.000, adv=5.001, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:25<01:15,  2.12it/s, loss=0.576, pair=0.000, adv=5.001, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:26<01:15,  2.12it/s, loss=0.601, pair=0.001, adv=4.825, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:26<01:18,  2.05it/s, loss=0.601, pair=0.001, adv=4.825, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:26<01:18,  2.05it/s, loss=0.592, pair=0.001, adv=5.663, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:26<01:14,  2.14it/s, loss=0.592, pair=0.001, adv=5.663, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:27<01:14,  2.14it/s, loss=0.585, pair=0.000, adv=6.855, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:27<01:17,  2.03it/s, loss=0.585, pair=0.000, adv=6.855, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:27<01:17,  2.03it/s, loss=0.623, pair=0.000, adv=7.891, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:27<01:14,  2.11it/s, loss=0.623, pair=0.000, adv=7.891, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:28<01:14,  2.11it/s, loss=0.631, pair=0.000, adv=6.354, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:28<01:16,  2.03it/s, loss=0.631, pair=0.000, adv=6.354, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:28<01:16,  2.03it/s, loss=0.587, pair=0.000, adv=6.261, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:28<01:12,  2.13it/s, loss=0.587, pair=0.000, adv=6.261, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:29<01:12,  2.13it/s, loss=0.607, pair=0.000, adv=4.004, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:29<01:15,  2.03it/s, loss=0.607, pair=0.000, adv=4.004, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:29<01:15,  2.03it/s, loss=0.563, pair=0.012, adv=6.997, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:29<01:10,  2.16it/s, loss=0.563, pair=0.012, adv=6.997, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:30<01:10,  2.16it/s, loss=0.644, pair=0.003, adv=5.107, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:30<01:18,  1.93it/s, loss=0.644, pair=0.003, adv=5.107, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:30<01:18,  1.93it/s, loss=0.649, pair=0.005, adv=6.045, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:30<01:14,  2.04it/s, loss=0.649, pair=0.005, adv=6.045, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:31<01:14,  2.04it/s, loss=0.671, pair=0.000, adv=4.876, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:31<01:15,  2.00it/s, loss=0.671, pair=0.000, adv=4.876, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:31<01:15,  2.00it/s, loss=0.565, pair=0.000, adv=4.676, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:31<01:11,  2.09it/s, loss=0.565, pair=0.000, adv=4.676, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:32<01:11,  2.09it/s, loss=0.619, pair=0.003, adv=5.350, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:32<01:19,  1.87it/s, loss=0.619, pair=0.003, adv=5.350, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:32<01:19,  1.87it/s, loss=0.578, pair=0.002, adv=7.245, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:32<01:15,  1.94it/s, loss=0.578, pair=0.002, adv=7.245, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:33<01:15,  1.94it/s, loss=0.631, pair=0.008, adv=6.655, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:33<01:20,  1.82it/s, loss=0.631, pair=0.008, adv=6.655, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:33<01:20,  1.82it/s, loss=0.617, pair=0.001, adv=5.434, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:33<01:14,  1.94it/s, loss=0.617, pair=0.001, adv=5.434, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:34<01:14,  1.94it/s, loss=0.569, pair=0.000, adv=7.893, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:34<01:18,  1.83it/s, loss=0.569, pair=0.000, adv=7.893, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:34<01:18,  1.83it/s, loss=0.587, pair=0.000, adv=8.827, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:34<01:12,  1.96it/s, loss=0.587, pair=0.000, adv=8.827, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:35<01:12,  1.96it/s, loss=0.591, pair=0.000, adv=6.135, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:35<01:18,  1.82it/s, loss=0.591, pair=0.000, adv=6.135, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:35<01:18,  1.82it/s, loss=0.559, pair=0.001, adv=8.422, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:35<01:12,  1.95it/s, loss=0.559, pair=0.001, adv=8.422, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:36<01:12,  1.95it/s, loss=0.573, pair=0.000, adv=7.493, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:36<01:17,  1.82it/s, loss=0.573, pair=0.000, adv=7.493, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:36<01:17,  1.82it/s, loss=0.579, pair=0.000, adv=3.776, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:36<01:12,  1.92it/s, loss=0.579, pair=0.000, adv=3.776, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:37<01:12,  1.92it/s, loss=0.610, pair=0.000, adv=5.991, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:37<01:20,  1.72it/s, loss=0.610, pair=0.000, adv=5.991, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:38<01:20,  1.72it/s, loss=0.628, pair=0.001, adv=5.166, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:38<01:14,  1.84it/s, loss=0.628, pair=0.001, adv=5.166, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:38<01:14,  1.84it/s, loss=0.619, pair=0.002, adv=6.516, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:38<01:18,  1.74it/s, loss=0.619, pair=0.002, adv=6.516, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:39<01:18,  1.74it/s, loss=0.644, pair=0.001, adv=4.182, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:39<01:12,  1.86it/s, loss=0.644, pair=0.001, adv=4.182, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:39<01:12,  1.86it/s, loss=0.608, pair=0.005, adv=5.846, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:39<01:16,  1.75it/s, loss=0.608, pair=0.005, adv=5.846, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:40<01:16,  1.75it/s, loss=0.581, pair=0.001, adv=5.195, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:40<01:11,  1.85it/s, loss=0.581, pair=0.001, adv=5.195, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:40<01:11,  1.85it/s, loss=0.602, pair=0.002, adv=4.759, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:40<01:15,  1.76it/s, loss=0.602, pair=0.002, adv=4.759, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:41<01:15,  1.76it/s, loss=0.605, pair=0.007, adv=2.909, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:41<01:10,  1.86it/s, loss=0.605, pair=0.007, adv=2.909, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:41<01:10,  1.86it/s, loss=0.594, pair=0.004, adv=5.657, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:41<01:13,  1.76it/s, loss=0.594, pair=0.004, adv=5.657, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:42<01:13,  1.76it/s, loss=0.549, pair=0.001, adv=11.133, sprd=0.01
Ep 036/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:42<01:07,  1.90it/s, loss=0.549, pair=0.001, adv=11.133, sprd=0.01
Ep 036/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:43<01:07,  1.90it/s, loss=0.599, pair=0.002, adv=7.202, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:43<01:10,  1.81it/s, loss=0.599, pair=0.002, adv=7.202, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:43<01:10,  1.81it/s, loss=0.581, pair=0.000, adv=3.209, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:43<01:04,  1.96it/s, loss=0.581, pair=0.000, adv=3.209, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:44<01:04,  1.96it/s, loss=0.596, pair=0.000, adv=3.702, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:44<01:13,  1.72it/s, loss=0.596, pair=0.000, adv=3.702, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:44<01:13,  1.72it/s, loss=0.605, pair=0.002, adv=6.049, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:44<01:07,  1.86it/s, loss=0.605, pair=0.002, adv=6.049, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:45<01:07,  1.86it/s, loss=0.633, pair=0.000, adv=4.977, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:45<01:08,  1.81it/s, loss=0.633, pair=0.000, adv=4.977, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:45<01:08,  1.81it/s, loss=0.593, pair=0.000, adv=4.875, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:45<01:04,  1.91it/s, loss=0.593, pair=0.000, adv=4.875, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:46<01:04,  1.91it/s, loss=0.563, pair=0.004, adv=4.875, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:46<01:06,  1.84it/s, loss=0.563, pair=0.004, adv=4.875, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:46<01:06,  1.84it/s, loss=0.602, pair=0.000, adv=7.169, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:46<01:02,  1.93it/s, loss=0.602, pair=0.000, adv=7.169, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:47<01:02,  1.93it/s, loss=0.587, pair=0.000, adv=3.835, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:47<01:05,  1.83it/s, loss=0.587, pair=0.000, adv=3.835, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:47<01:05,  1.83it/s, loss=0.590, pair=0.000, adv=3.440, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:47<01:00,  1.98it/s, loss=0.590, pair=0.000, adv=3.440, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:48<01:00,  1.98it/s, loss=0.612, pair=0.005, adv=3.164, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:48<01:00,  1.96it/s, loss=0.612, pair=0.005, adv=3.164, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:48<01:00,  1.96it/s, loss=0.568, pair=0.003, adv=3.259, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:48<00:55,  2.10it/s, loss=0.568, pair=0.003, adv=3.259, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:49<00:55,  2.10it/s, loss=0.564, pair=0.003, adv=5.877, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:49<00:56,  2.05it/s, loss=0.564, pair=0.003, adv=5.877, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:49<00:56,  2.05it/s, loss=0.604, pair=0.000, adv=4.425, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:49<00:53,  2.15it/s, loss=0.604, pair=0.000, adv=4.425, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:50<00:53,  2.15it/s, loss=0.599, pair=0.002, adv=5.525, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:50<00:55,  2.04it/s, loss=0.599, pair=0.002, adv=5.525, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:50<00:55,  2.04it/s, loss=0.606, pair=0.001, adv=5.658, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:50<00:52,  2.15it/s, loss=0.606, pair=0.001, adv=5.658, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:51<00:52,  2.15it/s, loss=0.560, pair=0.001, adv=3.903, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:51<00:54,  2.05it/s, loss=0.560, pair=0.001, adv=3.903, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:51<00:54,  2.05it/s, loss=0.539, pair=0.000, adv=2.876, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:51<00:51,  2.16it/s, loss=0.539, pair=0.000, adv=2.876, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:51<00:51,  2.16it/s, loss=0.590, pair=0.000, adv=5.842, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:51<00:51,  2.12it/s, loss=0.590, pair=0.000, adv=5.842, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:52<00:51,  2.12it/s, loss=0.577, pair=0.000, adv=7.472, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:52<00:49,  2.21it/s, loss=0.577, pair=0.000, adv=7.472, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:52<00:49,  2.21it/s, loss=0.616, pair=0.000, adv=5.478, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:52<00:51,  2.08it/s, loss=0.616, pair=0.000, adv=5.478, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:53<00:51,  2.08it/s, loss=0.624, pair=0.000, adv=7.062, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:53<00:49,  2.18it/s, loss=0.624, pair=0.000, adv=7.062, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:53<00:49,  2.18it/s, loss=0.585, pair=0.000, adv=7.331, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:53<00:50,  2.10it/s, loss=0.585, pair=0.000, adv=7.331, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:54<00:50,  2.10it/s, loss=0.573, pair=0.000, adv=3.725, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:54<00:47,  2.19it/s, loss=0.573, pair=0.000, adv=3.725, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:54<00:47,  2.19it/s, loss=0.578, pair=0.005, adv=5.210, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:54<00:49,  2.10it/s, loss=0.578, pair=0.005, adv=5.210, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:55<00:49,  2.10it/s, loss=0.601, pair=0.000, adv=5.406, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:55<00:47,  2.16it/s, loss=0.601, pair=0.000, adv=5.406, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:55<00:47,  2.16it/s, loss=0.603, pair=0.000, adv=6.736, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:55<00:49,  2.07it/s, loss=0.603, pair=0.000, adv=6.736, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:56<00:49,  2.07it/s, loss=0.617, pair=0.000, adv=6.400, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:56<00:47,  2.15it/s, loss=0.617, pair=0.000, adv=6.400, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:56<00:47,  2.15it/s, loss=0.592, pair=0.000, adv=5.539, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:56<00:48,  2.05it/s, loss=0.592, pair=0.000, adv=5.539, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:57<00:48,  2.05it/s, loss=0.607, pair=0.000, adv=3.691, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:57<00:44,  2.21it/s, loss=0.607, pair=0.000, adv=3.691, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:57<00:44,  2.21it/s, loss=0.635, pair=0.004, adv=3.335, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:57<00:49,  2.00it/s, loss=0.635, pair=0.004, adv=3.335, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:58<00:49,  2.00it/s, loss=0.609, pair=0.005, adv=7.292, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:58<00:46,  2.10it/s, loss=0.609, pair=0.005, adv=7.292, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:58<00:46,  2.10it/s, loss=0.578, pair=0.002, adv=3.073, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:58<00:47,  2.04it/s, loss=0.578, pair=0.002, adv=3.073, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:59<00:47,  2.04it/s, loss=0.643, pair=0.005, adv=6.091, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.14it/s, loss=0.643, pair=0.005, adv=6.091, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:59<00:44,  2.14it/s, loss=0.612, pair=0.007, adv=5.949, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:59<00:46,  2.04it/s, loss=0.612, pair=0.007, adv=5.949, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  79%|▊| 359/453 [03:00<00:46,  2.04it/s, loss=0.570, pair=0.002, adv=3.604, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  79%|▊| 360/453 [03:00<00:43,  2.12it/s, loss=0.570, pair=0.002, adv=3.604, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  79%|▊| 360/453 [03:00<00:43,  2.12it/s, loss=0.566, pair=0.002, adv=3.131, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  80%|▊| 361/453 [03:00<00:44,  2.06it/s, loss=0.566, pair=0.002, adv=3.131, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  80%|▊| 361/453 [03:00<00:44,  2.06it/s, loss=0.624, pair=0.001, adv=6.288, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  80%|▊| 362/453 [03:00<00:42,  2.15it/s, loss=0.624, pair=0.001, adv=6.288, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  80%|▊| 362/453 [03:01<00:42,  2.15it/s, loss=0.619, pair=0.011, adv=4.018, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:01<00:42,  2.11it/s, loss=0.619, pair=0.011, adv=4.018, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:01<00:42,  2.11it/s, loss=0.631, pair=0.000, adv=7.735, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:01<00:40,  2.17it/s, loss=0.631, pair=0.000, adv=7.735, sprd=0.030
Ep 036/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:02<00:40,  2.17it/s, loss=0.589, pair=0.000, adv=6.582, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:02<00:42,  2.06it/s, loss=0.589, pair=0.000, adv=6.582, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:02<00:42,  2.06it/s, loss=0.604, pair=0.000, adv=5.999, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:02<00:40,  2.17it/s, loss=0.604, pair=0.000, adv=5.999, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:03<00:40,  2.17it/s, loss=0.571, pair=0.000, adv=4.267, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:03<00:41,  2.09it/s, loss=0.571, pair=0.000, adv=4.267, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:03<00:41,  2.09it/s, loss=0.614, pair=0.000, adv=5.080, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.16it/s, loss=0.614, pair=0.000, adv=5.080, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:04<00:39,  2.16it/s, loss=0.538, pair=0.003, adv=6.873, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:04<00:40,  2.07it/s, loss=0.538, pair=0.003, adv=6.873, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:04<00:40,  2.07it/s, loss=0.594, pair=0.000, adv=3.575, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:04<00:38,  2.18it/s, loss=0.594, pair=0.000, adv=3.575, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:05<00:38,  2.18it/s, loss=0.600, pair=0.000, adv=4.616, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:05<00:38,  2.12it/s, loss=0.600, pair=0.000, adv=4.616, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:05<00:38,  2.12it/s, loss=0.590, pair=0.000, adv=5.556, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:05<00:37,  2.19it/s, loss=0.590, pair=0.000, adv=5.556, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:06<00:37,  2.19it/s, loss=0.576, pair=0.000, adv=7.118, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:06<00:38,  2.08it/s, loss=0.576, pair=0.000, adv=7.118, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:06<00:38,  2.08it/s, loss=0.625, pair=0.000, adv=4.767, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:06<00:37,  2.12it/s, loss=0.625, pair=0.000, adv=4.767, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:07<00:37,  2.12it/s, loss=0.578, pair=0.000, adv=5.173, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:07<00:38,  2.04it/s, loss=0.578, pair=0.000, adv=5.173, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:07<00:38,  2.04it/s, loss=0.552, pair=0.004, adv=5.917, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:07<00:35,  2.16it/s, loss=0.552, pair=0.004, adv=5.917, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:08<00:35,  2.16it/s, loss=0.623, pair=0.001, adv=4.024, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:08<00:36,  2.06it/s, loss=0.623, pair=0.001, adv=4.024, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:08<00:36,  2.06it/s, loss=0.587, pair=0.005, adv=8.087, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:08<00:34,  2.14it/s, loss=0.587, pair=0.005, adv=8.087, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:09<00:34,  2.14it/s, loss=0.592, pair=0.002, adv=7.769, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:09<00:36,  2.04it/s, loss=0.592, pair=0.002, adv=7.769, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:09<00:36,  2.04it/s, loss=0.583, pair=0.000, adv=8.528, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:09<00:33,  2.20it/s, loss=0.583, pair=0.000, adv=8.528, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:09<00:33,  2.20it/s, loss=0.575, pair=0.002, adv=5.326, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:09<00:34,  2.11it/s, loss=0.575, pair=0.002, adv=5.326, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:10<00:34,  2.11it/s, loss=0.597, pair=0.001, adv=4.702, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:10<00:31,  2.22it/s, loss=0.597, pair=0.001, adv=4.702, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:10<00:31,  2.22it/s, loss=0.592, pair=0.001, adv=3.442, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:10<00:33,  2.08it/s, loss=0.592, pair=0.001, adv=3.442, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:11<00:33,  2.08it/s, loss=0.653, pair=0.014, adv=7.754, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:11<00:33,  2.03it/s, loss=0.653, pair=0.014, adv=7.754, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:11<00:33,  2.03it/s, loss=0.644, pair=0.005, adv=6.457, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:11<00:34,  1.97it/s, loss=0.644, pair=0.005, adv=6.457, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:12<00:34,  1.97it/s, loss=0.603, pair=0.004, adv=4.826, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.10it/s, loss=0.603, pair=0.004, adv=4.826, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:12<00:31,  2.10it/s, loss=0.652, pair=0.004, adv=4.830, sprd=0.034
Ep 036/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:12<00:32,  2.01it/s, loss=0.652, pair=0.004, adv=4.830, sprd=0.034
Ep 036/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:13<00:32,  2.01it/s, loss=0.635, pair=0.001, adv=6.505, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.10it/s, loss=0.635, pair=0.001, adv=6.505, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:13<00:30,  2.10it/s, loss=0.560, pair=0.000, adv=7.838, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:13<00:31,  2.05it/s, loss=0.560, pair=0.000, adv=7.838, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:14<00:31,  2.05it/s, loss=0.610, pair=0.001, adv=7.736, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.14it/s, loss=0.610, pair=0.001, adv=7.736, sprd=0.024
Ep 036/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.14it/s, loss=0.636, pair=0.000, adv=5.190, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:14<00:30,  2.02it/s, loss=0.636, pair=0.000, adv=5.190, sprd=0.029
Ep 036/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:15<00:30,  2.02it/s, loss=0.626, pair=0.012, adv=6.149, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.11it/s, loss=0.626, pair=0.012, adv=6.149, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.11it/s, loss=0.664, pair=0.002, adv=5.263, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.04it/s, loss=0.664, pair=0.002, adv=5.263, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:16<00:29,  2.04it/s, loss=0.623, pair=0.004, adv=4.820, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.16it/s, loss=0.623, pair=0.004, adv=4.820, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.16it/s, loss=0.588, pair=0.004, adv=3.485, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:16<00:28,  2.06it/s, loss=0.588, pair=0.004, adv=3.485, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:17<00:28,  2.06it/s, loss=0.609, pair=0.005, adv=6.315, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.13it/s, loss=0.609, pair=0.005, adv=6.315, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.13it/s, loss=0.616, pair=0.005, adv=3.895, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.06it/s, loss=0.616, pair=0.005, adv=3.895, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:18<00:27,  2.06it/s, loss=0.623, pair=0.007, adv=4.958, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.15it/s, loss=0.623, pair=0.007, adv=4.958, sprd=0.027
Ep 036/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.15it/s, loss=0.629, pair=0.004, adv=5.557, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.04it/s, loss=0.629, pair=0.004, adv=5.557, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:19<00:26,  2.04it/s, loss=0.591, pair=0.000, adv=8.025, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.12it/s, loss=0.591, pair=0.000, adv=8.025, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.12it/s, loss=0.553, pair=0.000, adv=4.381, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.04it/s, loss=0.553, pair=0.000, adv=4.381, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:20<00:25,  2.04it/s, loss=0.586, pair=0.000, adv=8.387, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.15it/s, loss=0.586, pair=0.000, adv=8.387, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:20<00:23,  2.15it/s, loss=0.587, pair=0.000, adv=7.733, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:25,  1.96it/s, loss=0.587, pair=0.000, adv=7.733, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:21<00:25,  1.96it/s, loss=0.633, pair=0.000, adv=9.396, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:21<00:24,  2.03it/s, loss=0.633, pair=0.000, adv=9.396, sprd=0.028
Ep 036/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:21<00:24,  2.03it/s, loss=0.638, pair=0.000, adv=5.978, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:25,  1.87it/s, loss=0.638, pair=0.000, adv=5.978, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:22<00:25,  1.87it/s, loss=0.606, pair=0.001, adv=4.824, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:22<00:24,  1.95it/s, loss=0.606, pair=0.001, adv=4.824, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:22<00:24,  1.95it/s, loss=0.613, pair=0.001, adv=6.405, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:27,  1.69it/s, loss=0.613, pair=0.001, adv=6.405, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:23<00:27,  1.69it/s, loss=0.577, pair=0.009, adv=8.055, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:23<00:24,  1.81it/s, loss=0.577, pair=0.009, adv=8.055, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:24<00:24,  1.81it/s, loss=0.654, pair=0.003, adv=4.925, sprd=0.033
Ep 036/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:24<00:25,  1.73it/s, loss=0.654, pair=0.003, adv=4.925, sprd=0.033
Ep 036/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:24<00:25,  1.73it/s, loss=0.626, pair=0.001, adv=5.680, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:24<00:23,  1.82it/s, loss=0.626, pair=0.001, adv=5.680, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:25<00:23,  1.82it/s, loss=0.623, pair=0.002, adv=5.049, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:25<00:24,  1.73it/s, loss=0.623, pair=0.002, adv=5.049, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:25<00:24,  1.73it/s, loss=0.571, pair=0.000, adv=4.962, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:25<00:22,  1.86it/s, loss=0.571, pair=0.000, adv=4.962, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:26<00:22,  1.86it/s, loss=0.601, pair=0.000, adv=6.809, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:26<00:22,  1.76it/s, loss=0.601, pair=0.000, adv=6.809, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:26<00:22,  1.76it/s, loss=0.579, pair=0.004, adv=4.409, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:26<00:20,  1.91it/s, loss=0.579, pair=0.004, adv=4.409, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:27<00:20,  1.91it/s, loss=0.643, pair=0.005, adv=7.358, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:27<00:21,  1.76it/s, loss=0.643, pair=0.005, adv=7.358, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:27<00:21,  1.76it/s, loss=0.627, pair=0.001, adv=8.636, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:27<00:19,  1.87it/s, loss=0.627, pair=0.001, adv=8.636, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:28<00:19,  1.87it/s, loss=0.592, pair=0.002, adv=6.381, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.74it/s, loss=0.592, pair=0.002, adv=6.381, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:28<00:20,  1.74it/s, loss=0.594, pair=0.000, adv=6.381, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:28<00:18,  1.86it/s, loss=0.594, pair=0.000, adv=6.381, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:29<00:18,  1.86it/s, loss=0.606, pair=0.000, adv=5.691, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:29<00:18,  1.79it/s, loss=0.606, pair=0.000, adv=5.691, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:29<00:18,  1.79it/s, loss=0.636, pair=0.000, adv=3.992, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:29<00:17,  1.88it/s, loss=0.636, pair=0.000, adv=3.992, sprd=0.032
Ep 036/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:30<00:17,  1.88it/s, loss=0.627, pair=0.001, adv=5.898, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:30<00:17,  1.82it/s, loss=0.627, pair=0.001, adv=5.898, sprd=0.015
Ep 036/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:31<00:17,  1.82it/s, loss=0.659, pair=0.005, adv=6.039, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:31<00:16,  1.90it/s, loss=0.659, pair=0.005, adv=6.039, sprd=0.031
Ep 036/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:31<00:16,  1.90it/s, loss=0.688, pair=0.000, adv=9.697, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:31<00:16,  1.80it/s, loss=0.688, pair=0.000, adv=9.697, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:32<00:16,  1.80it/s, loss=0.568, pair=0.000, adv=7.944, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:32<00:15,  1.93it/s, loss=0.568, pair=0.000, adv=7.944, sprd=0.016
Ep 036/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:32<00:15,  1.93it/s, loss=0.598, pair=0.000, adv=5.401, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:32<00:15,  1.80it/s, loss=0.598, pair=0.000, adv=5.401, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:33<00:15,  1.80it/s, loss=0.596, pair=0.000, adv=4.883, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:33<00:14,  1.90it/s, loss=0.596, pair=0.000, adv=4.883, sprd=0.021
Ep 036/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:33<00:14,  1.90it/s, loss=0.626, pair=0.001, adv=7.682, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:33<00:14,  1.82it/s, loss=0.626, pair=0.001, adv=7.682, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:34<00:14,  1.82it/s, loss=0.599, pair=0.002, adv=5.997, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:34<00:12,  1.96it/s, loss=0.599, pair=0.002, adv=5.997, sprd=0.018
Ep 036/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:34<00:12,  1.96it/s, loss=0.598, pair=0.000, adv=5.573, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:34<00:12,  1.85it/s, loss=0.598, pair=0.000, adv=5.573, sprd=0.022
Ep 036/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:35<00:12,  1.85it/s, loss=0.555, pair=0.000, adv=5.067, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:35<00:11,  1.98it/s, loss=0.555, pair=0.000, adv=5.067, sprd=0.013
Ep 036/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:35<00:11,  1.98it/s, loss=0.612, pair=0.001, adv=3.895, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:35<00:11,  1.83it/s, loss=0.612, pair=0.001, adv=3.895, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:36<00:11,  1.83it/s, loss=0.590, pair=0.000, adv=6.807, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:36<00:10,  1.95it/s, loss=0.590, pair=0.000, adv=6.807, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:36<00:10,  1.95it/s, loss=0.609, pair=0.003, adv=6.263, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:36<00:10,  1.91it/s, loss=0.609, pair=0.003, adv=6.263, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:37<00:10,  1.91it/s, loss=0.566, pair=0.001, adv=7.478, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:37<00:09,  2.06it/s, loss=0.566, pair=0.001, adv=7.478, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:37<00:09,  2.06it/s, loss=0.595, pair=0.002, adv=3.711, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:37<00:09,  1.90it/s, loss=0.595, pair=0.002, adv=3.711, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:38<00:09,  1.90it/s, loss=0.617, pair=0.000, adv=4.570, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:38<00:08,  2.04it/s, loss=0.617, pair=0.000, adv=4.570, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:38<00:08,  2.04it/s, loss=0.637, pair=0.000, adv=3.811, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:38<00:08,  2.00it/s, loss=0.637, pair=0.000, adv=3.811, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:39<00:08,  2.00it/s, loss=0.558, pair=0.000, adv=6.833, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:39<00:06,  2.15it/s, loss=0.558, pair=0.000, adv=6.833, sprd=0.014
Ep 036/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:39<00:06,  2.15it/s, loss=0.581, pair=0.000, adv=6.179, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.581, pair=0.000, adv=6.179, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:40<00:06,  2.05it/s, loss=0.592, pair=0.000, adv=7.243, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:40<00:05,  2.17it/s, loss=0.592, pair=0.000, adv=7.243, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:40<00:05,  2.17it/s, loss=0.609, pair=0.000, adv=4.124, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:40<00:05,  2.10it/s, loss=0.609, pair=0.000, adv=4.124, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:41<00:05,  2.10it/s, loss=0.585, pair=0.001, adv=3.938, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:41<00:05,  2.19it/s, loss=0.585, pair=0.001, adv=3.938, sprd=0.019
Ep 036/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:41<00:05,  2.19it/s, loss=0.624, pair=0.002, adv=4.644, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:41<00:04,  2.10it/s, loss=0.624, pair=0.002, adv=4.644, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:42<00:04,  2.10it/s, loss=0.608, pair=0.001, adv=9.144, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:42<00:04,  2.17it/s, loss=0.608, pair=0.001, adv=9.144, sprd=0.025
Ep 036/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:42<00:04,  2.17it/s, loss=0.566, pair=0.001, adv=8.275, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:42<00:03,  2.07it/s, loss=0.566, pair=0.001, adv=8.275, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:42<00:03,  2.07it/s, loss=0.590, pair=0.002, adv=3.797, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:42<00:03,  2.15it/s, loss=0.590, pair=0.002, adv=3.797, sprd=0.023
Ep 036/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:43<00:03,  2.15it/s, loss=0.588, pair=0.000, adv=5.089, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:43<00:02,  2.05it/s, loss=0.588, pair=0.000, adv=5.089, sprd=0.020
Ep 036/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:43<00:02,  2.05it/s, loss=0.675, pair=0.000, adv=5.455, sprd=0.039
Ep 036/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:43<00:02,  2.11it/s, loss=0.675, pair=0.000, adv=5.455, sprd=0.039
Ep 036/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:44<00:02,  2.11it/s, loss=0.634, pair=0.002, adv=5.923, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:44<00:01,  2.04it/s, loss=0.634, pair=0.002, adv=5.923, sprd=0.026
Ep 036/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:44<00:01,  2.04it/s, loss=0.577, pair=0.006, adv=7.428, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:44<00:01,  2.14it/s, loss=0.577, pair=0.006, adv=7.428, sprd=0.017
Ep 036/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:45<00:01,  2.14it/s, loss=0.675, pair=0.002, adv=5.909, sprd=0.025
Ep 036/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:45<00:00,  2.05it/s, loss=0.675, pair=0.002, adv=5.909, sprd=0.025
Ep 036/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:45<00:00,  2.05it/s, loss=0.617, pair=0.001, adv=4.771, sprd=0.030
Ep 036/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:45<00:00,  2.10it/s, loss=0.617, pair=0.001, adv=4.771, sprd=0.030
Ep 036/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:46<00:00,  2.10it/s, loss=0.706, pair=0.012, adv=6.416, sprd=0.029
Ep 036/80 [S2→S3:ramp]: 100%|█| 453/453 [03:46<00:00,  2.01it/s, loss=0.706, pair=0.012, adv=6.416, sprd=0.029
                                                                                                              
Epoch 036/80 [S2→S3:ramp]  loss=0.6070  mat=0.2614  sens=1.0470  pair=0.0120  adv=5.4819(rand=3.47)  deg=0.0055  orth=0.0044  spread=0.0216  q_mean=52.7  q_std=18.8  α=0.30 β=0.30 γ=0.60 λ_grl=0.600  lr=6.18e-05  226s

Ep 037/80 [S2→S3:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 037/80 [S2→S3:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.615, pair=0.001, adv=7.638, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   0%|  | 1/453 [00:00<07:09,  1.05it/s, loss=0.615, pair=0.001, adv=7.638, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<07:09,  1.05it/s, loss=0.626, pair=0.000, adv=6.518, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:48,  1.56it/s, loss=0.626, pair=0.000, adv=6.518, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:48,  1.56it/s, loss=0.637, pair=0.005, adv=4.926, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   1%|  | 3/453 [00:01<04:20,  1.73it/s, loss=0.637, pair=0.005, adv=4.926, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<04:20,  1.73it/s, loss=0.633, pair=0.007, adv=6.475, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<03:54,  1.92it/s, loss=0.633, pair=0.007, adv=6.475, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<03:54,  1.92it/s, loss=0.656, pair=0.000, adv=6.191, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   1%|  | 5/453 [00:02<03:56,  1.90it/s, loss=0.656, pair=0.000, adv=6.191, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<03:56,  1.90it/s, loss=0.593, pair=0.000, adv=4.757, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:37,  2.06it/s, loss=0.593, pair=0.000, adv=4.757, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:37,  2.06it/s, loss=0.607, pair=0.000, adv=7.596, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   2%|  | 7/453 [00:03<03:37,  2.05it/s, loss=0.607, pair=0.000, adv=7.596, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<03:37,  2.05it/s, loss=0.604, pair=0.000, adv=6.937, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:26,  2.15it/s, loss=0.604, pair=0.000, adv=6.937, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:26,  2.15it/s, loss=0.602, pair=0.000, adv=4.973, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   2%|  | 9/453 [00:04<03:41,  2.01it/s, loss=0.602, pair=0.000, adv=4.973, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<03:41,  2.01it/s, loss=0.633, pair=0.000, adv=7.198, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:28,  2.12it/s, loss=0.633, pair=0.000, adv=7.198, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:28,  2.12it/s, loss=0.578, pair=0.001, adv=7.891, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   2%| | 11/453 [00:05<03:36,  2.04it/s, loss=0.578, pair=0.001, adv=7.891, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<03:36,  2.04it/s, loss=0.585, pair=0.000, adv=3.891, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:24,  2.15it/s, loss=0.585, pair=0.000, adv=3.891, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:24,  2.15it/s, loss=0.607, pair=0.002, adv=6.680, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   3%| | 13/453 [00:06<03:31,  2.08it/s, loss=0.607, pair=0.002, adv=6.680, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<03:31,  2.08it/s, loss=0.615, pair=0.005, adv=5.501, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:22,  2.17it/s, loss=0.615, pair=0.005, adv=5.501, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:22,  2.17it/s, loss=0.617, pair=0.002, adv=4.707, sprd=0.025]
Ep 037/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:34,  2.04it/s, loss=0.617, pair=0.002, adv=4.707, sprd=0.025]
Ep 037/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:34,  2.04it/s, loss=0.561, pair=0.000, adv=3.540, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:   4%| | 16/453 [00:07<03:22,  2.16it/s, loss=0.561, pair=0.000, adv=3.540, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:   4%| | 16/453 [00:08<03:22,  2.16it/s, loss=0.619, pair=0.002, adv=3.444, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   4%| | 17/453 [00:08<03:30,  2.07it/s, loss=0.619, pair=0.002, adv=3.444, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   4%| | 17/453 [00:08<03:30,  2.07it/s, loss=1.897, pair=0.002, adv=5.125, sprd=0.033]
Ep 037/80 [S2→S3:ramp]:   4%| | 18/453 [00:08<03:23,  2.14it/s, loss=1.897, pair=0.002, adv=5.125, sprd=0.033]
Ep 037/80 [S2→S3:ramp]:   4%| | 18/453 [00:09<03:23,  2.14it/s, loss=0.622, pair=0.002, adv=3.421, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   4%| | 19/453 [00:09<03:31,  2.05it/s, loss=0.622, pair=0.002, adv=3.421, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   4%| | 19/453 [00:09<03:31,  2.05it/s, loss=0.581, pair=0.007, adv=7.038, sprd=0.014]
Ep 037/80 [S2→S3:ramp]:   4%| | 20/453 [00:09<03:19,  2.17it/s, loss=0.581, pair=0.007, adv=7.038, sprd=0.014]
Ep 037/80 [S2→S3:ramp]:   4%| | 20/453 [00:10<03:19,  2.17it/s, loss=0.629, pair=0.002, adv=3.982, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   5%| | 21/453 [00:10<03:27,  2.09it/s, loss=0.629, pair=0.002, adv=3.982, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   5%| | 21/453 [00:10<03:27,  2.09it/s, loss=0.646, pair=0.004, adv=6.211, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:   5%| | 22/453 [00:10<03:19,  2.16it/s, loss=0.646, pair=0.004, adv=6.211, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:   5%| | 22/453 [00:11<03:19,  2.16it/s, loss=0.573, pair=0.002, adv=5.414, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:   5%| | 23/453 [00:11<03:27,  2.08it/s, loss=0.573, pair=0.002, adv=5.414, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:   5%| | 23/453 [00:11<03:27,  2.08it/s, loss=0.564, pair=0.005, adv=4.802, sprd=0.012]
Ep 037/80 [S2→S3:ramp]:   5%| | 24/453 [00:11<03:13,  2.22it/s, loss=0.564, pair=0.005, adv=4.802, sprd=0.012]
Ep 037/80 [S2→S3:ramp]:   5%| | 24/453 [00:12<03:13,  2.22it/s, loss=0.591, pair=0.001, adv=8.477, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   6%| | 25/453 [00:12<03:24,  2.10it/s, loss=0.591, pair=0.001, adv=8.477, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   6%| | 25/453 [00:12<03:24,  2.10it/s, loss=0.573, pair=0.002, adv=2.971, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   6%| | 26/453 [00:12<03:14,  2.19it/s, loss=0.573, pair=0.002, adv=2.971, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:   6%| | 26/453 [00:13<03:14,  2.19it/s, loss=0.552, pair=0.000, adv=6.438, sprd=0.014]
Ep 037/80 [S2→S3:ramp]:   6%| | 27/453 [00:13<03:24,  2.09it/s, loss=0.552, pair=0.000, adv=6.438, sprd=0.014]
Ep 037/80 [S2→S3:ramp]:   6%| | 27/453 [00:13<03:24,  2.09it/s, loss=0.570, pair=0.005, adv=3.008, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   6%| | 28/453 [00:13<03:10,  2.23it/s, loss=0.570, pair=0.005, adv=3.008, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   6%| | 28/453 [00:14<03:10,  2.23it/s, loss=0.614, pair=0.001, adv=5.897, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   6%| | 29/453 [00:14<03:21,  2.11it/s, loss=0.614, pair=0.001, adv=5.897, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   6%| | 29/453 [00:14<03:21,  2.11it/s, loss=0.605, pair=0.009, adv=5.363, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   7%| | 30/453 [00:14<03:13,  2.19it/s, loss=0.605, pair=0.009, adv=5.363, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:   7%| | 30/453 [00:15<03:13,  2.19it/s, loss=0.616, pair=0.002, adv=4.702, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:22,  2.08it/s, loss=0.616, pair=0.002, adv=4.702, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:22,  2.08it/s, loss=0.599, pair=0.001, adv=4.250, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   7%| | 32/453 [00:15<03:12,  2.19it/s, loss=0.599, pair=0.001, adv=4.250, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   7%| | 32/453 [00:16<03:12,  2.19it/s, loss=0.646, pair=0.004, adv=4.632, sprd=0.029]
Ep 037/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:23,  2.06it/s, loss=0.646, pair=0.004, adv=4.632, sprd=0.029]
Ep 037/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:23,  2.06it/s, loss=0.595, pair=0.000, adv=4.826, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   8%| | 34/453 [00:16<03:14,  2.16it/s, loss=0.595, pair=0.000, adv=4.826, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   8%| | 34/453 [00:16<03:14,  2.16it/s, loss=0.579, pair=0.002, adv=5.132, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   8%| | 35/453 [00:16<03:21,  2.07it/s, loss=0.579, pair=0.002, adv=5.132, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:   8%| | 35/453 [00:17<03:21,  2.07it/s, loss=0.600, pair=0.001, adv=5.048, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   8%| | 36/453 [00:17<03:11,  2.18it/s, loss=0.600, pair=0.001, adv=5.048, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:   8%| | 36/453 [00:17<03:11,  2.18it/s, loss=0.599, pair=0.005, adv=5.233, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   8%| | 37/453 [00:17<03:30,  1.98it/s, loss=0.599, pair=0.005, adv=5.233, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   8%| | 37/453 [00:18<03:30,  1.98it/s, loss=0.597, pair=0.008, adv=8.307, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   8%| | 38/453 [00:18<03:16,  2.11it/s, loss=0.597, pair=0.008, adv=8.307, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   8%| | 38/453 [00:18<03:16,  2.11it/s, loss=0.599, pair=0.000, adv=5.347, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   9%| | 39/453 [00:18<03:23,  2.04it/s, loss=0.599, pair=0.000, adv=5.347, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   9%| | 39/453 [00:19<03:23,  2.04it/s, loss=0.612, pair=0.000, adv=6.330, sprd=0.025]
Ep 037/80 [S2→S3:ramp]:   9%| | 40/453 [00:19<03:15,  2.11it/s, loss=0.612, pair=0.000, adv=6.330, sprd=0.025]
Ep 037/80 [S2→S3:ramp]:   9%| | 40/453 [00:19<03:15,  2.11it/s, loss=0.644, pair=0.001, adv=5.562, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   9%| | 41/453 [00:19<03:23,  2.03it/s, loss=0.644, pair=0.001, adv=5.562, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:   9%| | 41/453 [00:20<03:23,  2.03it/s, loss=0.605, pair=0.000, adv=5.154, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   9%| | 42/453 [00:20<03:10,  2.16it/s, loss=0.605, pair=0.000, adv=5.154, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:   9%| | 42/453 [00:20<03:10,  2.16it/s, loss=0.588, pair=0.001, adv=7.230, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   9%| | 43/453 [00:20<03:18,  2.07it/s, loss=0.588, pair=0.001, adv=7.230, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:   9%| | 43/453 [00:21<03:18,  2.07it/s, loss=0.633, pair=0.001, adv=6.044, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  10%| | 44/453 [00:21<03:10,  2.15it/s, loss=0.633, pair=0.001, adv=6.044, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  10%| | 44/453 [00:21<03:10,  2.15it/s, loss=1.342, pair=2.465, adv=4.153, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  10%| | 45/453 [00:21<03:15,  2.09it/s, loss=1.342, pair=2.465, adv=4.153, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  10%| | 45/453 [00:22<03:15,  2.09it/s, loss=0.639, pair=0.001, adv=6.675, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  10%| | 46/453 [00:22<03:06,  2.19it/s, loss=0.639, pair=0.001, adv=6.675, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  10%| | 46/453 [00:22<03:06,  2.19it/s, loss=0.580, pair=0.002, adv=5.224, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  10%| | 47/453 [00:22<03:16,  2.06it/s, loss=0.580, pair=0.002, adv=5.224, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  10%| | 47/453 [00:23<03:16,  2.06it/s, loss=0.598, pair=0.003, adv=7.423, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  11%| | 48/453 [00:23<03:08,  2.15it/s, loss=0.598, pair=0.003, adv=7.423, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  11%| | 48/453 [00:23<03:08,  2.15it/s, loss=0.591, pair=0.000, adv=6.009, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  11%| | 49/453 [00:23<03:28,  1.94it/s, loss=0.591, pair=0.000, adv=6.009, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  11%| | 49/453 [00:24<03:28,  1.94it/s, loss=0.643, pair=0.010, adv=4.340, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  11%| | 50/453 [00:24<03:16,  2.05it/s, loss=0.643, pair=0.010, adv=4.340, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  11%| | 50/453 [00:24<03:16,  2.05it/s, loss=0.574, pair=0.003, adv=5.042, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:  11%| | 51/453 [00:24<03:34,  1.87it/s, loss=0.574, pair=0.003, adv=5.042, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:  11%| | 51/453 [00:25<03:34,  1.87it/s, loss=0.639, pair=0.005, adv=5.686, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  11%| | 52/453 [00:25<03:22,  1.98it/s, loss=0.639, pair=0.005, adv=5.686, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  11%| | 52/453 [00:25<03:22,  1.98it/s, loss=0.653, pair=0.001, adv=8.013, sprd=0.032]
Ep 037/80 [S2→S3:ramp]:  12%| | 53/453 [00:25<03:40,  1.82it/s, loss=0.653, pair=0.001, adv=8.013, sprd=0.032]
Ep 037/80 [S2→S3:ramp]:  12%| | 53/453 [00:26<03:40,  1.82it/s, loss=0.631, pair=0.001, adv=4.090, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  12%| | 54/453 [00:26<03:27,  1.93it/s, loss=0.631, pair=0.001, adv=4.090, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  12%| | 54/453 [00:26<03:27,  1.93it/s, loss=0.636, pair=0.004, adv=6.622, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  12%| | 55/453 [00:26<03:39,  1.82it/s, loss=0.636, pair=0.004, adv=6.622, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  12%| | 55/453 [00:27<03:39,  1.82it/s, loss=0.623, pair=0.022, adv=4.953, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  12%| | 56/453 [00:27<03:24,  1.94it/s, loss=0.623, pair=0.022, adv=4.953, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  12%| | 56/453 [00:28<03:24,  1.94it/s, loss=0.612, pair=0.018, adv=8.715, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:28<03:36,  1.83it/s, loss=0.612, pair=0.018, adv=8.715, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:28<03:36,  1.83it/s, loss=0.602, pair=0.004, adv=8.105, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:28<03:24,  1.93it/s, loss=0.602, pair=0.004, adv=8.105, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:29<03:24,  1.93it/s, loss=0.624, pair=0.004, adv=4.709, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:29<03:37,  1.81it/s, loss=0.624, pair=0.004, adv=4.709, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:29<03:37,  1.81it/s, loss=0.625, pair=0.000, adv=6.300, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:29<03:26,  1.91it/s, loss=0.625, pair=0.000, adv=6.300, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:30<03:26,  1.91it/s, loss=0.575, pair=0.000, adv=4.542, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:30<03:53,  1.68it/s, loss=0.575, pair=0.000, adv=4.542, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:30<03:53,  1.68it/s, loss=0.662, pair=0.000, adv=5.762, sprd=0.037]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:30<03:40,  1.77it/s, loss=0.662, pair=0.000, adv=5.762, sprd=0.037]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:31<03:40,  1.77it/s, loss=0.603, pair=0.008, adv=8.182, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:31<03:44,  1.74it/s, loss=0.603, pair=0.008, adv=8.182, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:31<03:44,  1.74it/s, loss=0.574, pair=0.034, adv=9.828, sprd=0.013]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:31<03:26,  1.88it/s, loss=0.574, pair=0.034, adv=9.828, sprd=0.013]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:32<03:26,  1.88it/s, loss=0.607, pair=0.009, adv=6.481, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:32<03:36,  1.79it/s, loss=0.607, pair=0.009, adv=6.481, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:32<03:36,  1.79it/s, loss=0.635, pair=0.001, adv=5.201, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:32<03:23,  1.91it/s, loss=0.635, pair=0.001, adv=5.201, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:33<03:23,  1.91it/s, loss=0.584, pair=0.001, adv=6.143, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:33<03:32,  1.81it/s, loss=0.584, pair=0.001, adv=6.143, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:33<03:32,  1.81it/s, loss=0.636, pair=0.001, adv=4.165, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:33<03:17,  1.95it/s, loss=0.636, pair=0.001, adv=4.165, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:34<03:17,  1.95it/s, loss=0.650, pair=0.001, adv=7.467, sprd=0.031]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:34<03:33,  1.80it/s, loss=0.650, pair=0.001, adv=7.467, sprd=0.031]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:35<03:33,  1.80it/s, loss=1.198, pair=1.996, adv=4.585, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<03:18,  1.93it/s, loss=1.198, pair=1.996, adv=4.585, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<03:18,  1.93it/s, loss=0.584, pair=0.002, adv=5.956, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:35<03:30,  1.81it/s, loss=0.584, pair=0.002, adv=5.956, sprd=0.018]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:36<03:30,  1.81it/s, loss=0.630, pair=0.001, adv=5.739, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<03:16,  1.94it/s, loss=0.630, pair=0.001, adv=5.739, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<03:16,  1.94it/s, loss=0.621, pair=0.000, adv=7.967, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:36<03:29,  1.81it/s, loss=0.621, pair=0.000, adv=7.967, sprd=0.026]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:37<03:29,  1.81it/s, loss=0.573, pair=0.004, adv=7.624, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<03:17,  1.92it/s, loss=0.573, pair=0.004, adv=7.624, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<03:17,  1.92it/s, loss=0.570, pair=0.000, adv=4.977, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:37<03:27,  1.82it/s, loss=0.570, pair=0.000, adv=4.977, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:38<03:27,  1.82it/s, loss=0.602, pair=0.004, adv=4.067, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<03:13,  1.95it/s, loss=0.602, pair=0.004, adv=4.067, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<03:13,  1.95it/s, loss=0.615, pair=0.000, adv=7.004, sprd=0.022]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:38<03:25,  1.83it/s, loss=0.615, pair=0.000, adv=7.004, sprd=0.022]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:39<03:25,  1.83it/s, loss=0.629, pair=0.002, adv=3.875, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<03:08,  1.99it/s, loss=0.629, pair=0.002, adv=3.875, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<03:08,  1.99it/s, loss=0.591, pair=0.000, adv=7.805, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:39<03:09,  1.97it/s, loss=0.591, pair=0.000, adv=7.805, sprd=0.017]
Ep 037/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:40<03:09,  1.97it/s, loss=0.591, pair=0.004, adv=4.386, sprd=0.016]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:54,  2.13it/s, loss=0.591, pair=0.004, adv=4.386, sprd=0.016]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:54,  2.13it/s, loss=0.674, pair=0.006, adv=6.397, sprd=0.036]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:40<03:03,  2.02it/s, loss=0.674, pair=0.006, adv=6.397, sprd=0.036]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:41<03:03,  2.02it/s, loss=0.649, pair=0.010, adv=5.679, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:54,  2.13it/s, loss=0.649, pair=0.010, adv=5.679, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:54,  2.13it/s, loss=0.623, pair=0.006, adv=6.851, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:41<03:02,  2.03it/s, loss=0.623, pair=0.006, adv=6.851, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:42<03:02,  2.03it/s, loss=0.586, pair=0.006, adv=5.590, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<02:54,  2.11it/s, loss=0.586, pair=0.006, adv=5.590, sprd=0.020]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<02:54,  2.11it/s, loss=0.627, pair=0.003, adv=8.895, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:04,  1.99it/s, loss=0.627, pair=0.003, adv=8.895, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:43<03:04,  1.99it/s, loss=0.606, pair=0.004, adv=4.724, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:54,  2.11it/s, loss=0.606, pair=0.004, adv=4.724, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:54,  2.11it/s, loss=0.670, pair=0.006, adv=5.312, sprd=0.022]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<03:00,  2.03it/s, loss=0.670, pair=0.006, adv=5.312, sprd=0.022]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:44<03:00,  2.03it/s, loss=0.613, pair=0.004, adv=5.747, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:51,  2.13it/s, loss=0.613, pair=0.004, adv=5.747, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:51,  2.13it/s, loss=0.608, pair=0.011, adv=7.071, sprd=0.012]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<03:08,  1.94it/s, loss=0.608, pair=0.011, adv=7.071, sprd=0.012]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:45<03:08,  1.94it/s, loss=0.611, pair=0.011, adv=5.990, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:57,  2.05it/s, loss=0.611, pair=0.011, adv=5.990, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:57,  2.05it/s, loss=0.623, pair=0.007, adv=5.333, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<03:04,  1.96it/s, loss=0.623, pair=0.007, adv=5.333, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:46<03:04,  1.96it/s, loss=0.626, pair=0.005, adv=8.627, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<02:53,  2.08it/s, loss=0.626, pair=0.005, adv=8.627, sprd=0.023]
Ep 037/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<02:53,  2.08it/s, loss=0.633, pair=0.007, adv=8.419, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<03:02,  1.97it/s, loss=0.633, pair=0.007, adv=8.419, sprd=0.027]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:47<03:02,  1.97it/s, loss=0.610, pair=0.000, adv=10.938, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:47<02:52,  2.08it/s, loss=0.610, pair=0.000, adv=10.938, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:47<02:52,  2.08it/s, loss=0.647, pair=0.001, adv=4.191, sprd=0.030]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:59,  2.00it/s, loss=0.647, pair=0.001, adv=4.191, sprd=0.030]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:59,  2.00it/s, loss=0.578, pair=0.003, adv=8.810, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:47<02:48,  2.11it/s, loss=0.578, pair=0.003, adv=8.810, sprd=0.015]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:48<02:48,  2.11it/s, loss=0.580, pair=0.015, adv=7.872, sprd=0.016]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:57,  2.00it/s, loss=0.580, pair=0.015, adv=7.872, sprd=0.016]
Ep 037/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:57,  2.00it/s, loss=0.600, pair=0.007, adv=4.447, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:48<02:45,  2.14it/s, loss=0.600, pair=0.007, adv=4.447, sprd=0.019]
Ep 037/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:49<02:45,  2.14it/s, loss=0.619, pair=0.000, adv=8.497, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:53,  2.04it/s, loss=0.619, pair=0.000, adv=8.497, sprd=0.024]
Ep 037/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:53,  2.04it/s, loss=0.614, pair=0.007, adv=4.402, sprd=0.021]
Ep 037/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:49<02:43,  2.15it/s, loss=0.614, pair=0.007, adv=4.402, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<02:43,  2.15it/s, loss=0.620, pair=0.002, adv=5.422, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:51,  2.05it/s, loss=0.620, pair=0.002, adv=5.422, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:51,  2.05it/s, loss=0.617, pair=0.001, adv=4.918, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:50<02:41,  2.18it/s, loss=0.617, pair=0.001, adv=4.918, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<02:41,  2.18it/s, loss=0.598, pair=0.000, adv=6.573, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:47,  2.09it/s, loss=0.598, pair=0.000, adv=6.573, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:47,  2.09it/s, loss=0.584, pair=0.000, adv=4.688, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:51<02:38,  2.21it/s, loss=0.584, pair=0.000, adv=4.688, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<02:38,  2.21it/s, loss=0.597, pair=0.000, adv=4.815, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:45,  2.10it/s, loss=0.597, pair=0.000, adv=4.815, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:45,  2.10it/s, loss=0.577, pair=0.000, adv=7.580, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:52<02:37,  2.20it/s, loss=0.577, pair=0.000, adv=7.580, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:53<02:37,  2.20it/s, loss=0.594, pair=0.000, adv=5.891, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<02:47,  2.07it/s, loss=0.594, pair=0.000, adv=5.891, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<02:47,  2.07it/s, loss=0.643, pair=0.001, adv=5.404, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:53<02:39,  2.16it/s, loss=0.643, pair=0.001, adv=5.404, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:54<02:39,  2.16it/s, loss=0.592, pair=0.000, adv=6.229, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:47,  2.05it/s, loss=0.592, pair=0.000, adv=6.229, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:47,  2.05it/s, loss=0.582, pair=0.004, adv=5.603, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:54<02:38,  2.16it/s, loss=0.582, pair=0.004, adv=5.603, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:55<02:38,  2.16it/s, loss=0.631, pair=0.005, adv=4.867, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:45,  2.07it/s, loss=0.631, pair=0.005, adv=4.867, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:45,  2.07it/s, loss=0.604, pair=0.001, adv=6.845, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:55<02:39,  2.14it/s, loss=0.604, pair=0.001, adv=6.845, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:56<02:39,  2.14it/s, loss=0.605, pair=0.000, adv=5.856, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.05it/s, loss=0.605, pair=0.000, adv=5.856, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.05it/s, loss=0.624, pair=0.000, adv=3.529, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:56<02:38,  2.14it/s, loss=0.624, pair=0.000, adv=3.529, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:57<02:38,  2.14it/s, loss=0.601, pair=0.004, adv=4.373, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:42,  2.09it/s, loss=0.601, pair=0.004, adv=4.373, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:42,  2.09it/s, loss=0.667, pair=0.001, adv=5.666, sprd=0.034
Ep 037/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:57<02:36,  2.15it/s, loss=0.667, pair=0.001, adv=5.666, sprd=0.034
Ep 037/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:36,  2.15it/s, loss=0.650, pair=0.002, adv=10.515, sprd=0.03
Ep 037/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:53,  1.94it/s, loss=0.650, pair=0.002, adv=10.515, sprd=0.03
Ep 037/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:53,  1.94it/s, loss=0.637, pair=0.000, adv=5.444, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:58<02:42,  2.06it/s, loss=0.637, pair=0.000, adv=5.444, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:59<02:42,  2.06it/s, loss=0.694, pair=0.029, adv=4.701, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<02:48,  1.99it/s, loss=0.694, pair=0.029, adv=4.701, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<02:48,  1.99it/s, loss=0.569, pair=0.000, adv=8.105, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:38,  2.10it/s, loss=0.569, pair=0.000, adv=8.105, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:38,  2.10it/s, loss=0.619, pair=0.002, adv=4.003, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  27%|▎| 121/453 [00:59<02:41,  2.06it/s, loss=0.619, pair=0.002, adv=4.003, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:00<02:41,  2.06it/s, loss=0.614, pair=0.002, adv=6.292, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:32,  2.17it/s, loss=0.614, pair=0.002, adv=6.292, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:32,  2.17it/s, loss=0.639, pair=0.008, adv=7.241, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:00<02:40,  2.06it/s, loss=0.639, pair=0.008, adv=7.241, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:01<02:40,  2.06it/s, loss=0.610, pair=0.000, adv=5.906, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:33,  2.14it/s, loss=0.610, pair=0.000, adv=5.906, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:33,  2.14it/s, loss=0.619, pair=0.001, adv=8.563, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:01<02:43,  2.01it/s, loss=0.619, pair=0.001, adv=8.563, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:02<02:43,  2.01it/s, loss=0.576, pair=0.006, adv=5.078, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:34,  2.12it/s, loss=0.576, pair=0.006, adv=5.078, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:34,  2.12it/s, loss=0.607, pair=0.006, adv=5.545, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:02<02:41,  2.02it/s, loss=0.607, pair=0.006, adv=5.545, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:03<02:41,  2.02it/s, loss=0.594, pair=0.005, adv=11.023, sprd=0.02
Ep 037/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:32,  2.13it/s, loss=0.594, pair=0.005, adv=11.023, sprd=0.02
Ep 037/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:32,  2.13it/s, loss=0.621, pair=0.001, adv=7.334, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:03<02:39,  2.03it/s, loss=0.621, pair=0.001, adv=7.334, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:04<02:39,  2.03it/s, loss=0.647, pair=0.015, adv=6.332, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:29,  2.17it/s, loss=0.647, pair=0.015, adv=6.332, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:29,  2.17it/s, loss=0.599, pair=0.001, adv=5.997, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:04<02:35,  2.07it/s, loss=0.599, pair=0.001, adv=5.997, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:05<02:35,  2.07it/s, loss=0.570, pair=0.001, adv=3.938, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:27,  2.18it/s, loss=0.570, pair=0.001, adv=3.938, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:27,  2.18it/s, loss=0.610, pair=0.003, adv=7.887, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:05<02:36,  2.05it/s, loss=0.610, pair=0.003, adv=7.887, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:06<02:36,  2.05it/s, loss=0.591, pair=0.002, adv=10.876, sprd=0.01
Ep 037/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:27,  2.17it/s, loss=0.591, pair=0.002, adv=10.876, sprd=0.01
Ep 037/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:27,  2.17it/s, loss=0.622, pair=0.001, adv=4.926, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:06<02:34,  2.05it/s, loss=0.622, pair=0.001, adv=4.926, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:07<02:34,  2.05it/s, loss=0.648, pair=0.006, adv=4.398, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:24,  2.20it/s, loss=0.648, pair=0.006, adv=4.398, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:24,  2.20it/s, loss=0.630, pair=0.000, adv=5.477, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:07<02:30,  2.10it/s, loss=0.630, pair=0.000, adv=5.477, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:07<02:30,  2.10it/s, loss=0.628, pair=0.001, adv=10.123, sprd=0.02
Ep 037/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:07<02:24,  2.19it/s, loss=0.628, pair=0.001, adv=10.123, sprd=0.02
Ep 037/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:08<02:24,  2.19it/s, loss=0.597, pair=0.000, adv=3.205, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:08<02:28,  2.11it/s, loss=0.597, pair=0.000, adv=3.205, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:08<02:28,  2.11it/s, loss=0.638, pair=0.000, adv=7.412, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:08<02:24,  2.16it/s, loss=0.638, pair=0.000, adv=7.412, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:09<02:24,  2.16it/s, loss=0.634, pair=0.000, adv=6.870, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:09<02:35,  2.00it/s, loss=0.634, pair=0.000, adv=6.870, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:09<02:35,  2.00it/s, loss=0.599, pair=0.005, adv=6.806, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:09<02:27,  2.11it/s, loss=0.599, pair=0.005, adv=6.806, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:10<02:27,  2.11it/s, loss=0.611, pair=0.001, adv=6.320, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:10<02:33,  2.02it/s, loss=0.611, pair=0.001, adv=6.320, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:10<02:33,  2.02it/s, loss=0.648, pair=0.004, adv=6.598, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:10<02:26,  2.10it/s, loss=0.648, pair=0.004, adv=6.598, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:11<02:26,  2.10it/s, loss=0.578, pair=0.000, adv=6.222, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:11<02:28,  2.07it/s, loss=0.578, pair=0.000, adv=6.222, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:11<02:28,  2.07it/s, loss=0.642, pair=0.000, adv=5.696, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:11<02:23,  2.14it/s, loss=0.642, pair=0.000, adv=5.696, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:12<02:23,  2.14it/s, loss=0.626, pair=0.001, adv=6.519, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:12<02:49,  1.81it/s, loss=0.626, pair=0.001, adv=6.519, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:13<02:49,  1.81it/s, loss=0.636, pair=0.005, adv=5.061, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:13<02:39,  1.91it/s, loss=0.636, pair=0.005, adv=5.061, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:13<02:39,  1.91it/s, loss=0.593, pair=0.000, adv=5.592, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:13<02:49,  1.80it/s, loss=0.593, pair=0.000, adv=5.592, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:14<02:49,  1.80it/s, loss=0.598, pair=0.000, adv=5.241, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:14<02:40,  1.88it/s, loss=0.598, pair=0.000, adv=5.241, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:14<02:40,  1.88it/s, loss=0.543, pair=0.000, adv=2.612, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:14<02:50,  1.77it/s, loss=0.543, pair=0.000, adv=2.612, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:15<02:50,  1.77it/s, loss=0.588, pair=0.009, adv=3.585, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:15<02:36,  1.92it/s, loss=0.588, pair=0.009, adv=3.585, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:15<02:36,  1.92it/s, loss=0.580, pair=0.000, adv=11.738, sprd=0.01
Ep 037/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:15<02:44,  1.83it/s, loss=0.580, pair=0.000, adv=11.738, sprd=0.01
Ep 037/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:16<02:44,  1.83it/s, loss=0.542, pair=0.004, adv=3.882, sprd=0.011
Ep 037/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:16<02:33,  1.95it/s, loss=0.542, pair=0.004, adv=3.882, sprd=0.011
Ep 037/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:16<02:33,  1.95it/s, loss=0.579, pair=0.000, adv=4.555, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:16<02:43,  1.83it/s, loss=0.579, pair=0.000, adv=4.555, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:17<02:43,  1.83it/s, loss=0.584, pair=0.011, adv=4.015, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:17<02:30,  1.97it/s, loss=0.584, pair=0.011, adv=4.015, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:17<02:30,  1.97it/s, loss=0.565, pair=0.000, adv=6.491, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:17<02:40,  1.85it/s, loss=0.565, pair=0.000, adv=6.491, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:18<02:40,  1.85it/s, loss=0.585, pair=0.000, adv=7.084, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:18<02:29,  1.98it/s, loss=0.585, pair=0.000, adv=7.084, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:18<02:29,  1.98it/s, loss=0.615, pair=0.002, adv=4.010, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:18<02:37,  1.87it/s, loss=0.615, pair=0.002, adv=4.010, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:19<02:37,  1.87it/s, loss=0.615, pair=0.000, adv=7.161, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:19<02:31,  1.93it/s, loss=0.615, pair=0.000, adv=7.161, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:19<02:31,  1.93it/s, loss=0.632, pair=0.002, adv=4.812, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:19<02:37,  1.85it/s, loss=0.632, pair=0.002, adv=4.812, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:20<02:37,  1.85it/s, loss=0.605, pair=0.000, adv=3.170, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:20<02:30,  1.93it/s, loss=0.605, pair=0.000, adv=3.170, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:30,  1.93it/s, loss=0.618, pair=0.000, adv=5.886, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:39,  1.82it/s, loss=0.618, pair=0.000, adv=5.886, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:39,  1.82it/s, loss=0.602, pair=0.003, adv=5.097, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:21<02:30,  1.91it/s, loss=0.602, pair=0.003, adv=5.097, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:22<02:30,  1.91it/s, loss=0.599, pair=0.004, adv=4.547, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:22<02:39,  1.80it/s, loss=0.599, pair=0.004, adv=4.547, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:22<02:39,  1.80it/s, loss=0.625, pair=0.001, adv=4.774, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:22<02:31,  1.89it/s, loss=0.625, pair=0.001, adv=4.774, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:23<02:31,  1.89it/s, loss=0.608, pair=0.000, adv=7.061, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:23<02:43,  1.75it/s, loss=0.608, pair=0.000, adv=7.061, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:23<02:43,  1.75it/s, loss=0.608, pair=0.000, adv=6.431, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:23<02:32,  1.87it/s, loss=0.608, pair=0.000, adv=6.431, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:24<02:32,  1.87it/s, loss=0.649, pair=0.004, adv=6.869, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:24<02:40,  1.77it/s, loss=0.649, pair=0.004, adv=6.869, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:24<02:40,  1.77it/s, loss=0.627, pair=0.003, adv=5.857, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:24<02:30,  1.87it/s, loss=0.627, pair=0.003, adv=5.857, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:25<02:30,  1.87it/s, loss=0.654, pair=0.005, adv=3.551, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:25<02:51,  1.65it/s, loss=0.654, pair=0.005, adv=3.551, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:26<02:51,  1.65it/s, loss=0.618, pair=0.007, adv=3.821, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:26<02:37,  1.79it/s, loss=0.618, pair=0.007, adv=3.821, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:26<02:37,  1.79it/s, loss=0.609, pair=0.005, adv=4.196, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:26<02:41,  1.73it/s, loss=0.609, pair=0.005, adv=4.196, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:27<02:41,  1.73it/s, loss=0.816, pair=0.759, adv=6.645, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:27<02:30,  1.85it/s, loss=0.816, pair=0.759, adv=6.645, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:27<02:30,  1.85it/s, loss=0.614, pair=0.005, adv=5.151, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:27<02:37,  1.77it/s, loss=0.614, pair=0.005, adv=5.151, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:28<02:37,  1.77it/s, loss=0.625, pair=0.019, adv=5.686, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:28<02:23,  1.93it/s, loss=0.625, pair=0.019, adv=5.686, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:28<02:23,  1.93it/s, loss=0.699, pair=0.018, adv=4.570, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:28<02:24,  1.90it/s, loss=0.699, pair=0.018, adv=4.570, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:29<02:24,  1.90it/s, loss=0.636, pair=0.008, adv=6.077, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:29<02:15,  2.03it/s, loss=0.636, pair=0.008, adv=6.077, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:29<02:15,  2.03it/s, loss=0.585, pair=0.007, adv=5.952, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:18,  1.98it/s, loss=0.585, pair=0.007, adv=5.952, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:30<02:18,  1.98it/s, loss=0.619, pair=0.003, adv=8.371, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:30<02:11,  2.08it/s, loss=0.619, pair=0.003, adv=8.371, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:30<02:11,  2.08it/s, loss=0.622, pair=0.005, adv=4.269, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:14,  2.02it/s, loss=0.622, pair=0.005, adv=4.269, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:31<02:14,  2.02it/s, loss=0.576, pair=0.002, adv=6.048, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:31<02:06,  2.15it/s, loss=0.576, pair=0.002, adv=6.048, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:31<02:06,  2.15it/s, loss=0.648, pair=0.007, adv=4.365, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:10,  2.06it/s, loss=0.648, pair=0.007, adv=4.365, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:10,  2.06it/s, loss=0.576, pair=0.006, adv=3.678, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<02:04,  2.17it/s, loss=0.576, pair=0.006, adv=3.678, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:32<02:04,  2.17it/s, loss=0.594, pair=0.013, adv=5.609, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.594, pair=0.013, adv=5.609, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.551, pair=0.001, adv=2.853, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:04,  2.15it/s, loss=0.551, pair=0.001, adv=2.853, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:33<02:04,  2.15it/s, loss=0.625, pair=0.005, adv=6.206, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:33<02:10,  2.04it/s, loss=0.625, pair=0.005, adv=6.206, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:33<02:10,  2.04it/s, loss=0.576, pair=0.001, adv=5.113, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:01,  2.19it/s, loss=0.576, pair=0.001, adv=5.113, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:34<02:01,  2.19it/s, loss=0.607, pair=0.001, adv=5.639, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:34<02:06,  2.08it/s, loss=0.607, pair=0.001, adv=5.639, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:34<02:06,  2.08it/s, loss=0.592, pair=0.003, adv=4.484, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:01,  2.16it/s, loss=0.592, pair=0.003, adv=4.484, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:35<02:01,  2.16it/s, loss=0.607, pair=0.001, adv=4.764, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:07,  2.06it/s, loss=0.607, pair=0.001, adv=4.764, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:07,  2.06it/s, loss=0.617, pair=0.005, adv=6.764, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:02,  2.13it/s, loss=0.617, pair=0.005, adv=6.764, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:36<02:02,  2.13it/s, loss=0.642, pair=0.000, adv=7.427, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:09,  2.01it/s, loss=0.642, pair=0.000, adv=7.427, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:09,  2.01it/s, loss=0.579, pair=0.000, adv=5.365, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:02,  2.11it/s, loss=0.579, pair=0.000, adv=5.365, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:37<02:02,  2.11it/s, loss=0.577, pair=0.002, adv=5.038, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:06,  2.03it/s, loss=0.577, pair=0.002, adv=5.038, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:06,  2.03it/s, loss=0.585, pair=0.000, adv=4.369, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<02:01,  2.12it/s, loss=0.585, pair=0.000, adv=4.369, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:38<02:01,  2.12it/s, loss=0.618, pair=0.000, adv=6.176, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:04,  2.05it/s, loss=0.618, pair=0.000, adv=6.176, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:04,  2.05it/s, loss=1.228, pair=2.199, adv=4.935, sprd=0.011
Ep 037/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<01:57,  2.18it/s, loss=1.228, pair=2.199, adv=4.935, sprd=0.011
Ep 037/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:39<01:57,  2.18it/s, loss=0.598, pair=0.003, adv=4.351, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:07,  2.00it/s, loss=0.598, pair=0.003, adv=4.351, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:07,  2.00it/s, loss=0.590, pair=0.013, adv=3.781, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<02:00,  2.10it/s, loss=0.590, pair=0.013, adv=3.781, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:40<02:00,  2.10it/s, loss=0.611, pair=0.000, adv=5.071, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:03,  2.03it/s, loss=0.611, pair=0.000, adv=5.071, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:03,  2.03it/s, loss=0.589, pair=0.000, adv=5.215, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<01:57,  2.13it/s, loss=0.589, pair=0.000, adv=5.215, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:41<01:57,  2.13it/s, loss=0.664, pair=0.001, adv=4.967, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.664, pair=0.001, adv=4.967, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:01,  2.06it/s, loss=0.613, pair=0.001, adv=7.601, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<01:56,  2.14it/s, loss=0.613, pair=0.001, adv=7.601, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:42<01:56,  2.14it/s, loss=0.624, pair=0.000, adv=4.825, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.04it/s, loss=0.624, pair=0.000, adv=4.825, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:01,  2.04it/s, loss=0.585, pair=0.001, adv=7.729, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<01:55,  2.14it/s, loss=0.585, pair=0.001, adv=7.729, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:43<01:55,  2.14it/s, loss=0.625, pair=0.000, adv=3.821, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:01,  2.02it/s, loss=0.625, pair=0.000, adv=3.821, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:01,  2.02it/s, loss=0.576, pair=0.000, adv=5.121, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<01:55,  2.13it/s, loss=0.576, pair=0.000, adv=5.121, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:44<01:55,  2.13it/s, loss=0.640, pair=0.001, adv=3.381, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:00,  2.03it/s, loss=0.640, pair=0.001, adv=3.381, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:00,  2.03it/s, loss=0.610, pair=0.000, adv=4.951, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<01:55,  2.10it/s, loss=0.610, pair=0.000, adv=4.951, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<01:55,  2.10it/s, loss=0.584, pair=0.000, adv=6.359, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:44<01:58,  2.04it/s, loss=0.584, pair=0.000, adv=6.359, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<01:58,  2.04it/s, loss=0.490, pair=0.000, adv=2.470, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<01:51,  2.16it/s, loss=0.490, pair=0.000, adv=2.470, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<01:51,  2.16it/s, loss=0.613, pair=0.005, adv=7.615, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:45<01:55,  2.07it/s, loss=0.613, pair=0.005, adv=7.615, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<01:55,  2.07it/s, loss=0.598, pair=0.004, adv=7.634, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<01:50,  2.16it/s, loss=0.598, pair=0.004, adv=7.634, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<01:50,  2.16it/s, loss=0.600, pair=0.005, adv=4.811, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:46<01:57,  2.03it/s, loss=0.600, pair=0.005, adv=4.811, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:47<01:57,  2.03it/s, loss=0.592, pair=0.002, adv=6.675, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<01:51,  2.13it/s, loss=0.592, pair=0.002, adv=6.675, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<01:51,  2.13it/s, loss=0.579, pair=0.001, adv=5.446, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:47<01:56,  2.02it/s, loss=0.579, pair=0.001, adv=5.446, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:48<01:56,  2.02it/s, loss=0.608, pair=0.000, adv=3.638, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:48<01:52,  2.10it/s, loss=0.608, pair=0.000, adv=3.638, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:48<01:52,  2.10it/s, loss=0.599, pair=0.005, adv=4.558, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:48<01:54,  2.05it/s, loss=0.599, pair=0.005, adv=4.558, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:49<01:54,  2.05it/s, loss=0.578, pair=0.001, adv=5.505, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:49<01:48,  2.15it/s, loss=0.578, pair=0.001, adv=5.505, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:49<01:48,  2.15it/s, loss=0.574, pair=0.001, adv=3.984, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:49<01:52,  2.06it/s, loss=0.574, pair=0.001, adv=3.984, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:50<01:52,  2.06it/s, loss=0.638, pair=0.000, adv=6.649, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:50<01:49,  2.12it/s, loss=0.638, pair=0.000, adv=6.649, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:50<01:49,  2.12it/s, loss=0.593, pair=0.001, adv=4.274, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:50<01:51,  2.05it/s, loss=0.593, pair=0.001, adv=4.274, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:51<01:51,  2.05it/s, loss=0.608, pair=0.010, adv=6.345, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:51<01:48,  2.10it/s, loss=0.608, pair=0.010, adv=6.345, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:51<01:48,  2.10it/s, loss=0.580, pair=0.002, adv=5.326, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:51<01:51,  2.05it/s, loss=0.580, pair=0.002, adv=5.326, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:52<01:51,  2.05it/s, loss=0.601, pair=0.000, adv=4.283, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:52<01:44,  2.16it/s, loss=0.601, pair=0.000, adv=4.283, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:52<01:44,  2.16it/s, loss=0.613, pair=0.001, adv=6.750, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:52<01:55,  1.95it/s, loss=0.613, pair=0.001, adv=6.750, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:53<01:55,  1.95it/s, loss=0.600, pair=0.002, adv=3.273, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:53<01:47,  2.09it/s, loss=0.600, pair=0.002, adv=3.273, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:53<01:47,  2.09it/s, loss=0.636, pair=0.000, adv=6.231, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:53<01:50,  2.03it/s, loss=0.636, pair=0.000, adv=6.231, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:54<01:50,  2.03it/s, loss=0.592, pair=0.000, adv=7.454, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:54<01:44,  2.14it/s, loss=0.592, pair=0.000, adv=7.454, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:54<01:44,  2.14it/s, loss=0.639, pair=0.001, adv=5.596, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:54<01:47,  2.07it/s, loss=0.639, pair=0.001, adv=5.596, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:55<01:47,  2.07it/s, loss=0.602, pair=0.000, adv=5.496, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:55<01:43,  2.14it/s, loss=0.602, pair=0.000, adv=5.496, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:55<01:43,  2.14it/s, loss=0.629, pair=0.006, adv=3.593, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:55<01:46,  2.07it/s, loss=0.629, pair=0.006, adv=3.593, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:55<01:46,  2.07it/s, loss=0.608, pair=0.000, adv=4.478, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:55<01:40,  2.18it/s, loss=0.608, pair=0.000, adv=4.478, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:56<01:40,  2.18it/s, loss=0.605, pair=0.000, adv=4.098, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:56<01:43,  2.10it/s, loss=0.605, pair=0.000, adv=4.098, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:56<01:43,  2.10it/s, loss=0.585, pair=0.000, adv=5.774, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:56<01:39,  2.19it/s, loss=0.585, pair=0.000, adv=5.774, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:57<01:39,  2.19it/s, loss=0.597, pair=0.000, adv=6.752, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:57<01:42,  2.10it/s, loss=0.597, pair=0.000, adv=6.752, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:57<01:42,  2.10it/s, loss=0.615, pair=0.014, adv=5.964, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:57<01:39,  2.17it/s, loss=0.615, pair=0.014, adv=5.964, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:58<01:39,  2.17it/s, loss=0.575, pair=0.010, adv=4.159, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:41,  2.10it/s, loss=0.575, pair=0.010, adv=4.159, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:41,  2.10it/s, loss=0.597, pair=0.001, adv=4.141, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:58<01:38,  2.16it/s, loss=0.597, pair=0.001, adv=4.141, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:59<01:38,  2.16it/s, loss=0.606, pair=0.001, adv=3.383, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:40,  2.11it/s, loss=0.606, pair=0.001, adv=3.383, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:40,  2.11it/s, loss=0.567, pair=0.000, adv=8.470, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  53%|▌| 242/453 [01:59<01:35,  2.21it/s, loss=0.567, pair=0.000, adv=8.470, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:00<01:35,  2.21it/s, loss=0.576, pair=0.000, adv=6.172, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:38,  2.13it/s, loss=0.576, pair=0.000, adv=6.172, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:38,  2.13it/s, loss=0.587, pair=0.000, adv=6.829, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:00<01:34,  2.22it/s, loss=0.587, pair=0.000, adv=6.829, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:01<01:34,  2.22it/s, loss=0.691, pair=0.000, adv=3.569, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:38,  2.10it/s, loss=0.691, pair=0.000, adv=3.569, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:38,  2.10it/s, loss=0.600, pair=0.001, adv=4.222, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:01<01:33,  2.22it/s, loss=0.600, pair=0.001, adv=4.222, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:02<01:33,  2.22it/s, loss=0.626, pair=0.002, adv=4.557, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:02<01:44,  1.98it/s, loss=0.626, pair=0.002, adv=4.557, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:02<01:44,  1.98it/s, loss=0.580, pair=0.002, adv=2.993, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:02<01:40,  2.05it/s, loss=0.580, pair=0.002, adv=2.993, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:03<01:40,  2.05it/s, loss=0.609, pair=0.000, adv=7.884, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:03<01:46,  1.92it/s, loss=0.609, pair=0.000, adv=7.884, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:03<01:46,  1.92it/s, loss=0.615, pair=0.004, adv=3.244, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:03<01:40,  2.02it/s, loss=0.615, pair=0.004, adv=3.244, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:04<01:40,  2.02it/s, loss=0.610, pair=0.005, adv=5.554, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:04<01:44,  1.93it/s, loss=0.610, pair=0.005, adv=5.554, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:04<01:44,  1.93it/s, loss=0.582, pair=0.000, adv=6.656, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:04<01:38,  2.05it/s, loss=0.582, pair=0.000, adv=6.656, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:05<01:38,  2.05it/s, loss=0.632, pair=0.000, adv=5.057, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:05<01:43,  1.93it/s, loss=0.632, pair=0.000, adv=5.057, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:05<01:43,  1.93it/s, loss=0.587, pair=0.000, adv=4.267, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:05<01:39,  2.00it/s, loss=0.587, pair=0.000, adv=4.267, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:06<01:39,  2.00it/s, loss=0.636, pair=0.000, adv=7.903, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:06<01:46,  1.87it/s, loss=0.636, pair=0.000, adv=7.903, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:06<01:46,  1.87it/s, loss=0.593, pair=0.000, adv=3.668, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:06<01:41,  1.95it/s, loss=0.593, pair=0.000, adv=3.668, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:07<01:41,  1.95it/s, loss=0.605, pair=0.000, adv=7.545, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:59,  1.64it/s, loss=0.605, pair=0.000, adv=7.545, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:59,  1.64it/s, loss=0.649, pair=0.000, adv=4.544, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:07<01:49,  1.79it/s, loss=0.649, pair=0.000, adv=4.544, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:08<01:49,  1.79it/s, loss=0.598, pair=0.000, adv=6.180, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:08<01:51,  1.74it/s, loss=0.598, pair=0.000, adv=6.180, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:09<01:51,  1.74it/s, loss=0.629, pair=0.024, adv=4.166, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:09<01:43,  1.86it/s, loss=0.629, pair=0.024, adv=4.166, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:09<01:43,  1.86it/s, loss=0.637, pair=0.000, adv=5.398, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:09<01:49,  1.75it/s, loss=0.637, pair=0.000, adv=5.398, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:10<01:49,  1.75it/s, loss=0.602, pair=0.002, adv=4.404, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:10<01:42,  1.87it/s, loss=0.602, pair=0.002, adv=4.404, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:10<01:42,  1.87it/s, loss=0.611, pair=0.009, adv=5.727, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:10<01:47,  1.77it/s, loss=0.611, pair=0.009, adv=5.727, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:11<01:47,  1.77it/s, loss=0.639, pair=0.001, adv=5.127, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:11<01:41,  1.87it/s, loss=0.639, pair=0.001, adv=5.127, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:11<01:41,  1.87it/s, loss=0.645, pair=0.002, adv=5.082, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:11<01:47,  1.75it/s, loss=0.645, pair=0.002, adv=5.082, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:12<01:47,  1.75it/s, loss=0.604, pair=0.000, adv=6.320, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:40,  1.86it/s, loss=0.604, pair=0.000, adv=6.320, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:40,  1.86it/s, loss=0.698, pair=0.450, adv=3.441, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:13<01:44,  1.78it/s, loss=0.698, pair=0.450, adv=3.441, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:13<01:44,  1.78it/s, loss=0.607, pair=0.000, adv=6.515, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:13<01:37,  1.89it/s, loss=0.607, pair=0.000, adv=6.515, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:14<01:37,  1.89it/s, loss=0.614, pair=0.000, adv=3.661, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:14<01:42,  1.80it/s, loss=0.614, pair=0.000, adv=3.661, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:14<01:42,  1.80it/s, loss=0.588, pair=0.000, adv=4.474, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:14<01:35,  1.91it/s, loss=0.588, pair=0.000, adv=4.474, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:15<01:35,  1.91it/s, loss=0.568, pair=0.000, adv=7.071, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:15<01:40,  1.80it/s, loss=0.568, pair=0.000, adv=7.071, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:15<01:40,  1.80it/s, loss=0.647, pair=0.000, adv=6.021, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:15<01:35,  1.90it/s, loss=0.647, pair=0.000, adv=6.021, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:16<01:35,  1.90it/s, loss=0.605, pair=0.002, adv=5.435, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:16<01:40,  1.79it/s, loss=0.605, pair=0.002, adv=5.435, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:16<01:40,  1.79it/s, loss=0.601, pair=0.004, adv=5.071, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:16<01:33,  1.92it/s, loss=0.601, pair=0.004, adv=5.071, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:17<01:33,  1.92it/s, loss=0.562, pair=0.001, adv=3.434, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:17<01:37,  1.82it/s, loss=0.562, pair=0.001, adv=3.434, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:17<01:37,  1.82it/s, loss=0.590, pair=0.001, adv=4.486, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:17<01:31,  1.93it/s, loss=0.590, pair=0.001, adv=4.486, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:18<01:31,  1.93it/s, loss=0.551, pair=0.003, adv=4.493, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:18<01:32,  1.91it/s, loss=0.551, pair=0.003, adv=4.493, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:18<01:32,  1.91it/s, loss=0.618, pair=0.005, adv=4.764, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:18<01:26,  2.03it/s, loss=0.618, pair=0.005, adv=4.764, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:19<01:26,  2.03it/s, loss=0.567, pair=0.002, adv=3.690, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:19<01:28,  1.97it/s, loss=0.567, pair=0.002, adv=3.690, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:19<01:28,  1.97it/s, loss=0.586, pair=0.004, adv=3.380, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:19<01:22,  2.10it/s, loss=0.586, pair=0.004, adv=3.380, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:20<01:22,  2.10it/s, loss=0.566, pair=0.000, adv=4.302, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:20<01:30,  1.90it/s, loss=0.566, pair=0.000, adv=4.302, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:20<01:30,  1.90it/s, loss=0.588, pair=0.000, adv=7.411, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:20<01:21,  2.09it/s, loss=0.588, pair=0.000, adv=7.411, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:21<01:21,  2.09it/s, loss=0.583, pair=0.000, adv=7.713, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.01it/s, loss=0.583, pair=0.000, adv=7.713, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:21<01:24,  2.01it/s, loss=0.612, pair=0.000, adv=7.205, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:21<01:19,  2.13it/s, loss=0.612, pair=0.000, adv=7.205, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:22<01:19,  2.13it/s, loss=0.610, pair=0.000, adv=3.813, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:22<01:21,  2.05it/s, loss=0.610, pair=0.000, adv=3.813, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:22<01:21,  2.05it/s, loss=0.616, pair=0.004, adv=4.036, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:22<01:17,  2.16it/s, loss=0.616, pair=0.004, adv=4.036, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:23<01:17,  2.16it/s, loss=0.612, pair=0.001, adv=6.262, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.07it/s, loss=0.612, pair=0.001, adv=6.262, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:23<01:20,  2.07it/s, loss=0.628, pair=0.000, adv=4.595, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:23<01:17,  2.14it/s, loss=0.628, pair=0.000, adv=4.595, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:23<01:17,  2.14it/s, loss=0.631, pair=0.001, adv=5.259, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:23<01:18,  2.08it/s, loss=0.631, pair=0.001, adv=5.259, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:24<01:18,  2.08it/s, loss=0.598, pair=0.000, adv=4.299, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:24<01:16,  2.14it/s, loss=0.598, pair=0.000, adv=4.299, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:24<01:16,  2.14it/s, loss=0.604, pair=0.000, adv=5.122, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:24<01:18,  2.06it/s, loss=0.604, pair=0.000, adv=5.122, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:25<01:18,  2.06it/s, loss=0.608, pair=0.001, adv=6.849, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:25<01:13,  2.19it/s, loss=0.608, pair=0.001, adv=6.849, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:25<01:13,  2.19it/s, loss=0.598, pair=0.000, adv=5.427, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:25<01:17,  2.06it/s, loss=0.598, pair=0.000, adv=5.427, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:26<01:17,  2.06it/s, loss=0.586, pair=0.000, adv=5.556, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:26<01:13,  2.17it/s, loss=0.586, pair=0.000, adv=5.556, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:26<01:13,  2.17it/s, loss=0.673, pair=0.000, adv=4.502, sprd=0.036
Ep 037/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:16,  2.06it/s, loss=0.673, pair=0.000, adv=4.502, sprd=0.036
Ep 037/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:27<01:16,  2.06it/s, loss=0.518, pair=0.000, adv=2.371, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:27<01:11,  2.20it/s, loss=0.518, pair=0.000, adv=2.371, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:27<01:11,  2.20it/s, loss=0.630, pair=0.000, adv=5.817, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:27<01:13,  2.11it/s, loss=0.630, pair=0.000, adv=5.817, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:28<01:13,  2.11it/s, loss=0.615, pair=0.000, adv=7.160, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:28<01:10,  2.19it/s, loss=0.615, pair=0.000, adv=7.160, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:28<01:10,  2.19it/s, loss=0.627, pair=0.000, adv=5.817, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:28<01:13,  2.08it/s, loss=0.627, pair=0.000, adv=5.817, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:29<01:13,  2.08it/s, loss=0.600, pair=0.000, adv=6.682, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:29<01:09,  2.21it/s, loss=0.600, pair=0.000, adv=6.682, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:29<01:09,  2.21it/s, loss=0.597, pair=0.007, adv=3.281, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:29<01:11,  2.12it/s, loss=0.597, pair=0.007, adv=3.281, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:30<01:11,  2.12it/s, loss=0.631, pair=0.005, adv=5.029, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:30<01:08,  2.19it/s, loss=0.631, pair=0.005, adv=5.029, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:30<01:08,  2.19it/s, loss=0.553, pair=0.002, adv=4.493, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:11,  2.09it/s, loss=0.553, pair=0.002, adv=4.493, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:11,  2.09it/s, loss=0.614, pair=0.002, adv=3.623, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:30<01:07,  2.20it/s, loss=0.614, pair=0.002, adv=3.623, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:31<01:07,  2.20it/s, loss=0.605, pair=0.000, adv=5.974, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:11,  2.08it/s, loss=0.605, pair=0.000, adv=5.974, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:11,  2.08it/s, loss=0.653, pair=0.014, adv=5.666, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:31<01:08,  2.14it/s, loss=0.653, pair=0.014, adv=5.666, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:32<01:08,  2.14it/s, loss=0.631, pair=0.000, adv=4.344, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:10,  2.06it/s, loss=0.631, pair=0.000, adv=4.344, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:10,  2.06it/s, loss=0.538, pair=0.000, adv=2.740, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:32<01:06,  2.19it/s, loss=0.538, pair=0.000, adv=2.740, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:33<01:06,  2.19it/s, loss=0.574, pair=0.001, adv=6.138, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:12,  1.98it/s, loss=0.574, pair=0.001, adv=6.138, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:12,  1.98it/s, loss=0.600, pair=0.001, adv=3.439, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:33<01:08,  2.10it/s, loss=0.600, pair=0.001, adv=3.439, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:34<01:08,  2.10it/s, loss=0.563, pair=0.002, adv=6.036, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:34<01:08,  2.08it/s, loss=0.563, pair=0.002, adv=6.036, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:34<01:08,  2.08it/s, loss=0.608, pair=0.001, adv=4.134, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:34<01:03,  2.24it/s, loss=0.608, pair=0.001, adv=4.134, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:35<01:03,  2.24it/s, loss=0.653, pair=0.000, adv=5.762, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:06,  2.10it/s, loss=0.653, pair=0.000, adv=5.762, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:06,  2.10it/s, loss=0.624, pair=0.000, adv=3.327, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:35<01:03,  2.18it/s, loss=0.624, pair=0.000, adv=3.327, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:36<01:03,  2.18it/s, loss=0.594, pair=0.000, adv=4.823, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:36<01:06,  2.08it/s, loss=0.594, pair=0.000, adv=4.823, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:36<01:06,  2.08it/s, loss=0.630, pair=0.000, adv=4.024, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:36<01:02,  2.18it/s, loss=0.630, pair=0.000, adv=4.024, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:37<01:02,  2.18it/s, loss=0.593, pair=0.000, adv=6.034, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:37<01:06,  2.05it/s, loss=0.593, pair=0.000, adv=6.034, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:37<01:06,  2.05it/s, loss=0.655, pair=0.000, adv=4.285, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:37<01:02,  2.14it/s, loss=0.655, pair=0.000, adv=4.285, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:38<01:02,  2.14it/s, loss=0.589, pair=0.001, adv=5.796, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:38<01:05,  2.05it/s, loss=0.589, pair=0.001, adv=5.796, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:38<01:05,  2.05it/s, loss=0.605, pair=0.002, adv=4.928, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:38<01:01,  2.16it/s, loss=0.605, pair=0.002, adv=4.928, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:39<01:01,  2.16it/s, loss=0.614, pair=0.001, adv=6.170, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:39<01:03,  2.07it/s, loss=0.614, pair=0.001, adv=6.170, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:39<01:03,  2.07it/s, loss=0.626, pair=0.001, adv=4.547, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:39<01:00,  2.17it/s, loss=0.626, pair=0.001, adv=4.547, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:40<01:00,  2.17it/s, loss=0.600, pair=0.001, adv=3.831, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:40<01:03,  2.05it/s, loss=0.600, pair=0.001, adv=3.831, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:40<01:03,  2.05it/s, loss=0.631, pair=0.004, adv=4.202, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:40<00:59,  2.16it/s, loss=0.631, pair=0.004, adv=4.202, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:40<00:59,  2.16it/s, loss=1.052, pair=1.475, adv=5.583, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:40<01:01,  2.07it/s, loss=1.052, pair=1.475, adv=5.583, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:41<01:01,  2.07it/s, loss=0.553, pair=0.004, adv=5.079, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:41<00:58,  2.19it/s, loss=0.553, pair=0.004, adv=5.079, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:41<00:58,  2.19it/s, loss=0.629, pair=0.001, adv=4.881, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:41<01:00,  2.10it/s, loss=0.629, pair=0.001, adv=4.881, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:42<01:00,  2.10it/s, loss=0.619, pair=0.002, adv=4.440, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:42<00:58,  2.14it/s, loss=0.619, pair=0.002, adv=4.440, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:42<00:58,  2.14it/s, loss=0.595, pair=0.001, adv=4.883, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:42<01:00,  2.06it/s, loss=0.595, pair=0.001, adv=4.883, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:43<01:00,  2.06it/s, loss=0.577, pair=0.003, adv=3.632, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:43<00:57,  2.16it/s, loss=0.577, pair=0.003, adv=3.632, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:43<00:57,  2.16it/s, loss=0.613, pair=0.011, adv=3.511, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:43<00:58,  2.08it/s, loss=0.613, pair=0.011, adv=3.511, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:44<00:58,  2.08it/s, loss=0.607, pair=0.006, adv=4.517, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:44<00:54,  2.20it/s, loss=0.607, pair=0.006, adv=4.517, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:44<00:54,  2.20it/s, loss=0.613, pair=0.000, adv=4.869, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:44<00:57,  2.10it/s, loss=0.613, pair=0.000, adv=4.869, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:45<00:57,  2.10it/s, loss=0.561, pair=0.000, adv=5.225, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:45<00:54,  2.20it/s, loss=0.561, pair=0.000, adv=5.225, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:45<00:54,  2.20it/s, loss=0.620, pair=0.009, adv=3.086, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:45<00:56,  2.09it/s, loss=0.620, pair=0.009, adv=3.086, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:46<00:56,  2.09it/s, loss=0.624, pair=0.003, adv=5.197, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:46<00:53,  2.19it/s, loss=0.624, pair=0.003, adv=5.197, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:46<00:53,  2.19it/s, loss=0.579, pair=0.000, adv=6.075, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:46<00:59,  1.94it/s, loss=0.579, pair=0.000, adv=6.075, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:47<00:59,  1.94it/s, loss=0.613, pair=0.002, adv=5.942, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:47<00:56,  2.05it/s, loss=0.613, pair=0.002, adv=5.942, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:47<00:56,  2.05it/s, loss=0.617, pair=0.001, adv=4.145, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:47<00:57,  2.00it/s, loss=0.617, pair=0.001, adv=4.145, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:48<00:57,  2.00it/s, loss=0.574, pair=0.000, adv=4.897, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:48<00:53,  2.12it/s, loss=0.574, pair=0.000, adv=4.897, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:48<00:53,  2.12it/s, loss=0.556, pair=0.002, adv=4.607, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:48<00:54,  2.04it/s, loss=0.556, pair=0.002, adv=4.607, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:49<00:54,  2.04it/s, loss=0.610, pair=0.000, adv=5.200, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:51,  2.15it/s, loss=0.610, pair=0.000, adv=5.200, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:51,  2.15it/s, loss=0.578, pair=0.004, adv=4.754, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:49<00:53,  2.07it/s, loss=0.578, pair=0.004, adv=4.754, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:49<00:53,  2.07it/s, loss=0.585, pair=0.000, adv=4.372, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:49<00:50,  2.15it/s, loss=0.585, pair=0.000, adv=4.372, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:50<00:50,  2.15it/s, loss=0.600, pair=0.005, adv=4.945, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:50<00:55,  1.95it/s, loss=0.600, pair=0.005, adv=4.945, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:51<00:55,  1.95it/s, loss=0.627, pair=0.000, adv=6.880, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:53,  2.00it/s, loss=0.627, pair=0.000, adv=6.880, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:53,  2.00it/s, loss=0.644, pair=0.003, adv=6.737, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:51<00:57,  1.83it/s, loss=0.644, pair=0.003, adv=6.737, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:52<00:57,  1.83it/s, loss=0.597, pair=0.000, adv=3.233, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:53,  1.95it/s, loss=0.597, pair=0.000, adv=3.233, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:53,  1.95it/s, loss=0.634, pair=0.002, adv=4.675, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:52<00:57,  1.82it/s, loss=0.634, pair=0.002, adv=4.675, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:53<00:57,  1.82it/s, loss=0.576, pair=0.001, adv=4.661, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:53,  1.92it/s, loss=0.576, pair=0.001, adv=4.661, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:53,  1.92it/s, loss=0.590, pair=0.005, adv=4.561, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:53<00:55,  1.83it/s, loss=0.590, pair=0.005, adv=4.561, sprd=0.014
Ep 037/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:54<00:55,  1.83it/s, loss=0.633, pair=0.001, adv=4.031, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:54<00:52,  1.91it/s, loss=0.633, pair=0.001, adv=4.031, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:54<00:52,  1.91it/s, loss=0.635, pair=0.002, adv=4.710, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:54<00:56,  1.75it/s, loss=0.635, pair=0.002, adv=4.710, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:55<00:56,  1.75it/s, loss=0.567, pair=0.002, adv=3.324, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:55<00:52,  1.87it/s, loss=0.567, pair=0.002, adv=3.324, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:56<00:52,  1.87it/s, loss=0.646, pair=0.001, adv=4.965, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:55,  1.77it/s, loss=0.646, pair=0.001, adv=4.965, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:55,  1.77it/s, loss=0.605, pair=0.003, adv=3.987, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:56<00:51,  1.87it/s, loss=0.605, pair=0.003, adv=3.987, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:57<00:51,  1.87it/s, loss=0.647, pair=0.000, adv=5.276, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:57<00:55,  1.74it/s, loss=0.647, pair=0.000, adv=5.276, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:57<00:55,  1.74it/s, loss=0.612, pair=0.000, adv=6.979, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:57<00:51,  1.86it/s, loss=0.612, pair=0.000, adv=6.979, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:58<00:51,  1.86it/s, loss=0.622, pair=0.000, adv=4.049, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:58<00:53,  1.77it/s, loss=0.622, pair=0.000, adv=4.049, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:58<00:53,  1.77it/s, loss=0.531, pair=0.008, adv=2.605, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:58<00:47,  1.94it/s, loss=0.531, pair=0.008, adv=2.605, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:59<00:47,  1.94it/s, loss=0.605, pair=0.000, adv=5.272, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:59<00:49,  1.85it/s, loss=0.605, pair=0.000, adv=5.272, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:59<00:49,  1.85it/s, loss=0.573, pair=0.001, adv=6.865, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:59<00:46,  1.95it/s, loss=0.573, pair=0.001, adv=6.865, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  80%|▊| 362/453 [03:00<00:46,  1.95it/s, loss=0.620, pair=0.001, adv=5.354, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:00<00:49,  1.82it/s, loss=0.620, pair=0.001, adv=5.354, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:00<00:49,  1.82it/s, loss=0.631, pair=0.003, adv=4.070, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:00<00:46,  1.93it/s, loss=0.631, pair=0.003, adv=4.070, sprd=0.025
Ep 037/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:01<00:46,  1.93it/s, loss=0.602, pair=0.003, adv=3.821, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:01<00:47,  1.83it/s, loss=0.602, pair=0.003, adv=3.821, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:01<00:47,  1.83it/s, loss=0.567, pair=0.004, adv=4.703, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:01<00:44,  1.95it/s, loss=0.567, pair=0.004, adv=4.703, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:02<00:44,  1.95it/s, loss=0.603, pair=0.003, adv=4.804, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:02<00:50,  1.71it/s, loss=0.603, pair=0.003, adv=4.804, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:03<00:50,  1.71it/s, loss=0.603, pair=0.000, adv=6.395, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:03<00:46,  1.85it/s, loss=0.603, pair=0.000, adv=6.395, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:03<00:46,  1.85it/s, loss=0.617, pair=0.003, adv=3.414, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:03<00:48,  1.74it/s, loss=0.617, pair=0.003, adv=3.414, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:04<00:48,  1.74it/s, loss=0.637, pair=0.000, adv=5.026, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:04<00:44,  1.85it/s, loss=0.637, pair=0.000, adv=5.026, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:04<00:44,  1.85it/s, loss=0.572, pair=0.000, adv=6.285, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:04<00:46,  1.76it/s, loss=0.572, pair=0.000, adv=6.285, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:05<00:46,  1.76it/s, loss=1.148, pair=1.609, adv=5.376, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:05<00:43,  1.87it/s, loss=1.148, pair=1.609, adv=5.376, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:05<00:43,  1.87it/s, loss=0.607, pair=0.001, adv=6.792, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:05<00:44,  1.78it/s, loss=0.607, pair=0.001, adv=6.792, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:06<00:44,  1.78it/s, loss=0.628, pair=0.003, adv=7.871, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:06<00:41,  1.90it/s, loss=0.628, pair=0.003, adv=7.871, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:06<00:41,  1.90it/s, loss=0.616, pair=0.000, adv=4.494, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:06<00:41,  1.88it/s, loss=0.616, pair=0.000, adv=4.494, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:07<00:41,  1.88it/s, loss=0.620, pair=0.000, adv=3.662, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:07<00:37,  2.06it/s, loss=0.620, pair=0.000, adv=3.662, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:07<00:37,  2.06it/s, loss=0.630, pair=0.005, adv=5.318, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:07<00:38,  1.97it/s, loss=0.630, pair=0.005, adv=5.318, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:08<00:38,  1.97it/s, loss=0.636, pair=0.002, adv=3.271, sprd=0.033
Ep 037/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:08<00:36,  2.05it/s, loss=0.636, pair=0.002, adv=3.271, sprd=0.033
Ep 037/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:08<00:36,  2.05it/s, loss=0.601, pair=0.000, adv=5.574, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:08<00:37,  2.00it/s, loss=0.601, pair=0.000, adv=5.574, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:09<00:37,  2.00it/s, loss=0.573, pair=0.004, adv=5.420, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:09<00:34,  2.12it/s, loss=0.573, pair=0.004, adv=5.420, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:09<00:34,  2.12it/s, loss=0.607, pair=0.002, adv=6.624, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:09<00:35,  2.04it/s, loss=0.607, pair=0.002, adv=6.624, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:10<00:35,  2.04it/s, loss=0.588, pair=0.007, adv=3.998, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:10<00:32,  2.18it/s, loss=0.588, pair=0.007, adv=3.998, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:10<00:32,  2.18it/s, loss=0.592, pair=0.001, adv=6.602, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:10<00:34,  2.05it/s, loss=0.592, pair=0.001, adv=6.602, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:11<00:34,  2.05it/s, loss=1.125, pair=1.870, adv=5.083, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.15it/s, loss=1.125, pair=1.870, adv=5.083, sprd=0.013
Ep 037/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:11<00:32,  2.15it/s, loss=0.621, pair=0.006, adv=5.175, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:11<00:32,  2.06it/s, loss=0.621, pair=0.006, adv=5.175, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:12<00:32,  2.06it/s, loss=0.609, pair=0.005, adv=5.641, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:12<00:30,  2.17it/s, loss=0.609, pair=0.005, adv=5.641, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:12<00:30,  2.17it/s, loss=0.604, pair=0.003, adv=5.315, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:12<00:31,  2.09it/s, loss=0.604, pair=0.003, adv=5.315, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:12<00:31,  2.09it/s, loss=0.587, pair=0.005, adv=4.493, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:12<00:29,  2.22it/s, loss=0.587, pair=0.005, adv=4.493, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:13<00:29,  2.22it/s, loss=0.665, pair=0.003, adv=5.530, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:13<00:30,  2.10it/s, loss=0.665, pair=0.003, adv=5.530, sprd=0.031
Ep 037/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:13<00:30,  2.10it/s, loss=0.593, pair=0.000, adv=2.970, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:13<00:29,  2.17it/s, loss=0.593, pair=0.000, adv=2.970, sprd=0.028
Ep 037/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:14<00:29,  2.17it/s, loss=0.579, pair=0.003, adv=3.754, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:14<00:31,  2.00it/s, loss=0.579, pair=0.003, adv=3.754, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:14<00:31,  2.00it/s, loss=0.611, pair=0.003, adv=4.896, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:14<00:28,  2.13it/s, loss=0.611, pair=0.003, adv=4.896, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:15<00:28,  2.13it/s, loss=0.582, pair=0.000, adv=5.509, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.05it/s, loss=0.582, pair=0.000, adv=5.509, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.05it/s, loss=0.588, pair=0.001, adv=6.039, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:27,  2.16it/s, loss=0.588, pair=0.001, adv=6.039, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:16<00:27,  2.16it/s, loss=0.679, pair=0.000, adv=5.647, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:16<00:28,  2.06it/s, loss=0.679, pair=0.000, adv=5.647, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:16<00:28,  2.06it/s, loss=0.549, pair=0.016, adv=3.192, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:16<00:26,  2.18it/s, loss=0.549, pair=0.016, adv=3.192, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:17<00:26,  2.18it/s, loss=0.630, pair=0.006, adv=5.585, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.05it/s, loss=0.630, pair=0.006, adv=5.585, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:17<00:27,  2.05it/s, loss=0.578, pair=0.003, adv=6.586, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:17<00:25,  2.18it/s, loss=0.578, pair=0.003, adv=6.586, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:18<00:25,  2.18it/s, loss=0.605, pair=0.001, adv=5.764, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.07it/s, loss=0.605, pair=0.001, adv=5.764, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:18<00:26,  2.07it/s, loss=0.624, pair=0.000, adv=3.260, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:18<00:24,  2.15it/s, loss=0.624, pair=0.000, adv=3.260, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:19<00:24,  2.15it/s, loss=0.660, pair=0.000, adv=5.690, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.03it/s, loss=0.660, pair=0.000, adv=5.690, sprd=0.032
Ep 037/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:19<00:25,  2.03it/s, loss=0.655, pair=0.000, adv=6.676, sprd=0.033
Ep 037/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:19<00:24,  2.10it/s, loss=0.655, pair=0.000, adv=6.676, sprd=0.033
Ep 037/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:20<00:24,  2.10it/s, loss=0.628, pair=0.015, adv=5.922, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:24,  2.06it/s, loss=0.628, pair=0.015, adv=5.922, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:24,  2.06it/s, loss=0.577, pair=0.017, adv=3.058, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:20<00:22,  2.18it/s, loss=0.577, pair=0.017, adv=3.058, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:21<00:22,  2.18it/s, loss=0.615, pair=0.004, adv=4.942, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:23,  2.07it/s, loss=0.615, pair=0.004, adv=4.942, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:23,  2.07it/s, loss=0.652, pair=0.009, adv=4.759, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:21<00:21,  2.16it/s, loss=0.652, pair=0.009, adv=4.759, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:22<00:21,  2.16it/s, loss=0.626, pair=0.000, adv=5.904, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.06it/s, loss=0.626, pair=0.000, adv=5.904, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:22,  2.06it/s, loss=0.600, pair=0.001, adv=7.307, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:20,  2.21it/s, loss=0.600, pair=0.001, adv=7.307, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:20,  2.21it/s, loss=0.603, pair=0.004, adv=5.907, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:22<00:20,  2.11it/s, loss=0.603, pair=0.004, adv=5.907, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:23<00:20,  2.11it/s, loss=0.603, pair=0.008, adv=5.916, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:23<00:19,  2.17it/s, loss=0.603, pair=0.008, adv=5.916, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:23<00:19,  2.17it/s, loss=0.548, pair=0.021, adv=3.140, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:23<00:20,  2.09it/s, loss=0.548, pair=0.021, adv=3.140, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:24<00:20,  2.09it/s, loss=0.612, pair=0.002, adv=6.601, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:24<00:18,  2.18it/s, loss=0.612, pair=0.002, adv=6.601, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:24<00:18,  2.18it/s, loss=0.599, pair=0.003, adv=5.375, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:24<00:19,  2.06it/s, loss=0.599, pair=0.003, adv=5.375, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:25<00:19,  2.06it/s, loss=0.598, pair=0.000, adv=3.115, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:25<00:18,  2.17it/s, loss=0.598, pair=0.000, adv=3.115, sprd=0.026
Ep 037/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:25<00:18,  2.17it/s, loss=0.616, pair=0.000, adv=6.506, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:25<00:18,  2.07it/s, loss=0.616, pair=0.000, adv=6.506, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:26<00:18,  2.07it/s, loss=0.578, pair=0.007, adv=5.342, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.17it/s, loss=0.578, pair=0.007, adv=5.342, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.17it/s, loss=0.585, pair=0.011, adv=2.583, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:26<00:17,  2.08it/s, loss=0.585, pair=0.011, adv=2.583, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:27<00:17,  2.08it/s, loss=0.587, pair=0.007, adv=6.378, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:27<00:16,  2.18it/s, loss=0.587, pair=0.007, adv=6.378, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:27<00:16,  2.18it/s, loss=0.664, pair=0.016, adv=6.306, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:27<00:17,  1.99it/s, loss=0.664, pair=0.016, adv=6.306, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:28<00:17,  1.99it/s, loss=0.557, pair=0.008, adv=7.709, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:28<00:15,  2.12it/s, loss=0.557, pair=0.008, adv=7.709, sprd=0.012
Ep 037/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:28<00:15,  2.12it/s, loss=0.604, pair=0.006, adv=4.842, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:28<00:15,  2.06it/s, loss=0.604, pair=0.006, adv=4.842, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.06it/s, loss=0.552, pair=0.000, adv=5.148, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.15it/s, loss=0.552, pair=0.000, adv=5.148, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.15it/s, loss=0.600, pair=0.015, adv=5.734, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:29<00:14,  2.06it/s, loss=0.600, pair=0.015, adv=5.734, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:29<00:14,  2.06it/s, loss=0.580, pair=0.009, adv=6.050, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:29<00:13,  2.18it/s, loss=0.580, pair=0.009, adv=6.050, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.18it/s, loss=0.601, pair=0.005, adv=4.851, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:30<00:13,  2.08it/s, loss=0.601, pair=0.005, adv=4.851, sprd=0.021
Ep 037/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:30<00:13,  2.08it/s, loss=0.588, pair=0.026, adv=7.103, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:30<00:12,  2.22it/s, loss=0.588, pair=0.026, adv=7.103, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.22it/s, loss=0.606, pair=0.004, adv=4.674, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:31<00:12,  2.11it/s, loss=0.606, pair=0.004, adv=4.674, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:31<00:12,  2.11it/s, loss=0.592, pair=0.016, adv=4.141, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:31<00:11,  2.20it/s, loss=0.592, pair=0.016, adv=4.141, sprd=0.019
Ep 037/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.20it/s, loss=0.561, pair=0.003, adv=3.270, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.08it/s, loss=0.561, pair=0.003, adv=3.270, sprd=0.017
Ep 037/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.08it/s, loss=0.636, pair=0.002, adv=8.066, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:32<00:10,  2.19it/s, loss=0.636, pair=0.002, adv=8.066, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.19it/s, loss=0.603, pair=0.000, adv=4.409, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.08it/s, loss=0.603, pair=0.000, adv=4.409, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.08it/s, loss=0.660, pair=0.000, adv=5.694, sprd=0.035
Ep 037/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:33<00:09,  2.15it/s, loss=0.660, pair=0.000, adv=5.694, sprd=0.035
Ep 037/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:34<00:09,  2.15it/s, loss=0.615, pair=0.010, adv=4.440, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:34<00:09,  2.07it/s, loss=0.615, pair=0.010, adv=4.440, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:34<00:09,  2.07it/s, loss=0.601, pair=0.000, adv=6.363, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:34<00:08,  2.14it/s, loss=0.601, pair=0.000, adv=6.363, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:35<00:08,  2.14it/s, loss=0.611, pair=0.001, adv=7.559, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:35<00:08,  2.03it/s, loss=0.611, pair=0.001, adv=7.559, sprd=0.023
Ep 037/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:35<00:08,  2.03it/s, loss=0.628, pair=0.001, adv=5.292, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:35<00:08,  2.11it/s, loss=0.628, pair=0.001, adv=5.292, sprd=0.029
Ep 037/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:36<00:08,  2.11it/s, loss=0.595, pair=0.000, adv=4.263, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:36<00:07,  2.04it/s, loss=0.595, pair=0.000, adv=4.263, sprd=0.018
Ep 037/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:36<00:07,  2.04it/s, loss=0.572, pair=0.000, adv=6.365, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:36<00:06,  2.17it/s, loss=0.572, pair=0.000, adv=6.365, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.17it/s, loss=0.621, pair=0.001, adv=7.672, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:37<00:06,  2.06it/s, loss=0.621, pair=0.001, adv=7.672, sprd=0.024
Ep 037/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:37<00:06,  2.06it/s, loss=1.055, pair=1.497, adv=4.095, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:37<00:05,  2.18it/s, loss=1.055, pair=1.497, adv=4.095, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:38<00:05,  2.18it/s, loss=0.606, pair=0.004, adv=5.375, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:38<00:05,  2.08it/s, loss=0.606, pair=0.004, adv=5.375, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:38<00:05,  2.08it/s, loss=0.595, pair=0.005, adv=3.732, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:38<00:05,  2.16it/s, loss=0.595, pair=0.005, adv=3.732, sprd=0.020
Ep 037/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.16it/s, loss=0.646, pair=0.018, adv=4.963, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:04,  2.06it/s, loss=0.646, pair=0.018, adv=4.963, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:04,  2.06it/s, loss=0.614, pair=0.008, adv=4.514, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:39<00:04,  2.17it/s, loss=0.614, pair=0.008, adv=4.514, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.17it/s, loss=0.580, pair=0.005, adv=5.794, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:04,  2.00it/s, loss=0.580, pair=0.005, adv=5.794, sprd=0.016
Ep 037/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:04,  2.00it/s, loss=0.583, pair=0.000, adv=2.976, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:40<00:03,  2.03it/s, loss=0.583, pair=0.000, adv=2.976, sprd=0.030
Ep 037/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.03it/s, loss=0.595, pair=0.000, adv=7.169, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:03,  1.79it/s, loss=0.595, pair=0.000, adv=7.169, sprd=0.015
Ep 037/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:03,  1.79it/s, loss=0.622, pair=0.004, adv=4.722, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:41<00:02,  1.91it/s, loss=0.622, pair=0.004, adv=4.722, sprd=0.022
Ep 037/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:42<00:02,  1.91it/s, loss=0.628, pair=0.006, adv=4.742, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:02,  1.81it/s, loss=0.628, pair=0.006, adv=4.742, sprd=0.027
Ep 037/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:02,  1.81it/s, loss=0.676, pair=0.000, adv=3.684, sprd=0.036
Ep 037/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:42<00:01,  1.91it/s, loss=0.676, pair=0.000, adv=3.684, sprd=0.036
Ep 037/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:43<00:01,  1.91it/s, loss=0.622, pair=0.004, adv=5.032, sprd=0.023
Ep 037/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.83it/s, loss=0.622, pair=0.004, adv=5.032, sprd=0.023
Ep 037/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.83it/s, loss=0.588, pair=0.004, adv=4.372, sprd=0.021
Ep 037/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:43<00:00,  1.94it/s, loss=0.588, pair=0.004, adv=4.372, sprd=0.021
Ep 037/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:44<00:00,  1.94it/s, loss=0.614, pair=0.008, adv=6.255, sprd=0.021
Ep 037/80 [S2→S3:ramp]: 100%|█| 453/453 [03:44<00:00,  1.83it/s, loss=0.614, pair=0.008, adv=6.255, sprd=0.021
                                                                                                              
Epoch 037/80 [S2→S3:ramp]  loss=0.6193  mat=0.2639  sens=1.0658  pair=0.0346  adv=5.4503(rand=3.47)  deg=0.0029  orth=0.0044  spread=0.0214  q_mean=52.3  q_std=18.8  α=0.29 β=0.31 γ=0.58 λ_grl=0.600  lr=5.99e-05  224s

Ep 038/80 [S2→S3:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 038/80 [S2→S3:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.600, pair=0.004, adv=3.564, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<09:42,  1.29s/it, loss=0.600, pair=0.004, adv=3.564, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<09:42,  1.29s/it, loss=0.599, pair=0.004, adv=6.961, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<05:55,  1.27it/s, loss=0.599, pair=0.004, adv=6.961, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   0%|  | 2/453 [00:02<05:55,  1.27it/s, loss=0.616, pair=0.021, adv=2.986, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<05:18,  1.41it/s, loss=0.616, pair=0.021, adv=2.986, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<05:18,  1.41it/s, loss=0.672, pair=0.001, adv=5.104, sprd=0.033]
Ep 038/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<04:33,  1.64it/s, loss=0.672, pair=0.001, adv=5.104, sprd=0.033]
Ep 038/80 [S2→S3:ramp]:   1%|  | 4/453 [00:03<04:33,  1.64it/s, loss=0.595, pair=0.005, adv=3.444, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<04:29,  1.66it/s, loss=0.595, pair=0.005, adv=3.444, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<04:29,  1.66it/s, loss=0.621, pair=0.001, adv=4.743, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<04:04,  1.82it/s, loss=0.621, pair=0.001, adv=4.743, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:   1%|  | 6/453 [00:04<04:04,  1.82it/s, loss=0.613, pair=0.003, adv=4.783, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<04:12,  1.77it/s, loss=0.613, pair=0.003, adv=4.783, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<04:12,  1.77it/s, loss=0.657, pair=0.000, adv=5.320, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:55,  1.89it/s, loss=0.657, pair=0.000, adv=5.320, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:   2%|  | 8/453 [00:05<03:55,  1.89it/s, loss=0.589, pair=0.001, adv=6.636, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<04:06,  1.80it/s, loss=0.589, pair=0.001, adv=6.636, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<04:06,  1.80it/s, loss=0.631, pair=0.006, adv=5.066, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:50,  1.92it/s, loss=0.631, pair=0.006, adv=5.066, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   2%| | 10/453 [00:06<03:50,  1.92it/s, loss=0.627, pair=0.001, adv=4.517, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<04:04,  1.81it/s, loss=0.627, pair=0.001, adv=4.517, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:   2%| | 11/453 [00:07<04:04,  1.81it/s, loss=0.613, pair=0.001, adv=5.124, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   3%| | 12/453 [00:07<03:53,  1.89it/s, loss=0.613, pair=0.001, adv=5.124, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   3%| | 12/453 [00:07<03:53,  1.89it/s, loss=0.623, pair=0.005, adv=7.079, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<04:04,  1.80it/s, loss=0.623, pair=0.005, adv=7.079, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   3%| | 13/453 [00:08<04:04,  1.80it/s, loss=0.620, pair=0.003, adv=5.302, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   3%| | 14/453 [00:08<03:48,  1.92it/s, loss=0.620, pair=0.003, adv=5.302, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   3%| | 14/453 [00:08<03:48,  1.92it/s, loss=0.597, pair=0.000, adv=5.603, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   3%| | 15/453 [00:08<04:01,  1.82it/s, loss=0.597, pair=0.000, adv=5.603, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   3%| | 15/453 [00:09<04:01,  1.82it/s, loss=0.604, pair=0.000, adv=6.844, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   4%| | 16/453 [00:09<03:43,  1.95it/s, loss=0.604, pair=0.000, adv=6.844, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   4%| | 16/453 [00:09<03:43,  1.95it/s, loss=0.631, pair=0.001, adv=6.713, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   4%| | 17/453 [00:09<04:07,  1.76it/s, loss=0.631, pair=0.001, adv=6.713, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:   4%| | 17/453 [00:10<04:07,  1.76it/s, loss=0.621, pair=0.000, adv=5.843, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   4%| | 18/453 [00:10<03:51,  1.88it/s, loss=0.621, pair=0.000, adv=5.843, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   4%| | 18/453 [00:10<03:51,  1.88it/s, loss=0.494, pair=0.010, adv=2.370, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   4%| | 19/453 [00:10<03:49,  1.89it/s, loss=0.494, pair=0.010, adv=2.370, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   4%| | 19/453 [00:11<03:49,  1.89it/s, loss=0.582, pair=0.005, adv=3.279, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   4%| | 20/453 [00:11<03:32,  2.04it/s, loss=0.582, pair=0.005, adv=3.279, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   4%| | 20/453 [00:11<03:32,  2.04it/s, loss=0.592, pair=0.001, adv=5.355, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   5%| | 21/453 [00:11<03:53,  1.85it/s, loss=0.592, pair=0.001, adv=5.355, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   5%| | 21/453 [00:12<03:53,  1.85it/s, loss=0.615, pair=0.001, adv=5.426, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   5%| | 22/453 [00:12<03:31,  2.04it/s, loss=0.615, pair=0.001, adv=5.426, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   5%| | 22/453 [00:12<03:31,  2.04it/s, loss=0.617, pair=0.004, adv=4.394, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   5%| | 23/453 [00:12<03:33,  2.02it/s, loss=0.617, pair=0.004, adv=4.394, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   5%| | 23/453 [00:13<03:33,  2.02it/s, loss=0.609, pair=0.000, adv=3.889, sprd=0.022]
Ep 038/80 [S2→S3:ramp]:   5%| | 24/453 [00:13<03:22,  2.11it/s, loss=0.609, pair=0.000, adv=3.889, sprd=0.022]
Ep 038/80 [S2→S3:ramp]:   5%| | 24/453 [00:13<03:22,  2.11it/s, loss=0.587, pair=0.000, adv=5.210, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:   6%| | 25/453 [00:13<03:30,  2.03it/s, loss=0.587, pair=0.000, adv=5.210, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:   6%| | 25/453 [00:14<03:30,  2.03it/s, loss=0.639, pair=0.002, adv=5.715, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:   6%| | 26/453 [00:14<03:22,  2.11it/s, loss=0.639, pair=0.002, adv=5.715, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:   6%| | 26/453 [00:14<03:22,  2.11it/s, loss=0.597, pair=0.003, adv=4.015, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   6%| | 27/453 [00:14<03:26,  2.06it/s, loss=0.597, pair=0.003, adv=4.015, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:   6%| | 27/453 [00:15<03:26,  2.06it/s, loss=0.583, pair=0.004, adv=7.984, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:   6%| | 28/453 [00:15<03:14,  2.19it/s, loss=0.583, pair=0.004, adv=7.984, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:   6%| | 28/453 [00:15<03:14,  2.19it/s, loss=0.557, pair=0.001, adv=2.859, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   6%| | 29/453 [00:15<03:24,  2.07it/s, loss=0.557, pair=0.001, adv=2.859, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   6%| | 29/453 [00:15<03:24,  2.07it/s, loss=0.579, pair=0.000, adv=6.731, sprd=0.014]
Ep 038/80 [S2→S3:ramp]:   7%| | 30/453 [00:15<03:12,  2.19it/s, loss=0.579, pair=0.000, adv=6.731, sprd=0.014]
Ep 038/80 [S2→S3:ramp]:   7%| | 30/453 [00:16<03:12,  2.19it/s, loss=0.609, pair=0.016, adv=7.778, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   7%| | 31/453 [00:16<03:20,  2.11it/s, loss=0.609, pair=0.016, adv=7.778, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   7%| | 31/453 [00:16<03:20,  2.11it/s, loss=0.610, pair=0.002, adv=4.215, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   7%| | 32/453 [00:16<03:10,  2.22it/s, loss=0.610, pair=0.002, adv=4.215, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   7%| | 32/453 [00:17<03:10,  2.22it/s, loss=0.601, pair=0.005, adv=4.660, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   7%| | 33/453 [00:17<03:21,  2.08it/s, loss=0.601, pair=0.005, adv=4.660, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:   7%| | 33/453 [00:17<03:21,  2.08it/s, loss=0.636, pair=0.007, adv=4.679, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:   8%| | 34/453 [00:17<03:14,  2.15it/s, loss=0.636, pair=0.007, adv=4.679, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:   8%| | 34/453 [00:18<03:14,  2.15it/s, loss=0.625, pair=0.002, adv=5.557, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:   8%| | 35/453 [00:18<03:23,  2.06it/s, loss=0.625, pair=0.002, adv=5.557, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:   8%| | 35/453 [00:18<03:23,  2.06it/s, loss=0.559, pair=0.002, adv=6.090, sprd=0.012]
Ep 038/80 [S2→S3:ramp]:   8%| | 36/453 [00:18<03:10,  2.19it/s, loss=0.559, pair=0.002, adv=6.090, sprd=0.012]
Ep 038/80 [S2→S3:ramp]:   8%| | 36/453 [00:19<03:10,  2.19it/s, loss=0.624, pair=0.003, adv=4.869, sprd=0.022]
Ep 038/80 [S2→S3:ramp]:   8%| | 37/453 [00:19<03:20,  2.07it/s, loss=0.624, pair=0.003, adv=4.869, sprd=0.022]
Ep 038/80 [S2→S3:ramp]:   8%| | 37/453 [00:19<03:20,  2.07it/s, loss=0.632, pair=0.009, adv=6.145, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   8%| | 38/453 [00:19<03:13,  2.15it/s, loss=0.632, pair=0.009, adv=6.145, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   8%| | 38/453 [00:20<03:13,  2.15it/s, loss=1.224, pair=1.856, adv=6.534, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   9%| | 39/453 [00:20<03:21,  2.05it/s, loss=1.224, pair=1.856, adv=6.534, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:   9%| | 39/453 [00:20<03:21,  2.05it/s, loss=0.582, pair=0.002, adv=7.342, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:   9%| | 40/453 [00:20<03:10,  2.17it/s, loss=0.582, pair=0.002, adv=7.342, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:   9%| | 40/453 [00:21<03:10,  2.17it/s, loss=0.646, pair=0.002, adv=7.198, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:   9%| | 41/453 [00:21<03:19,  2.07it/s, loss=0.646, pair=0.002, adv=7.198, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:   9%| | 41/453 [00:21<03:19,  2.07it/s, loss=0.622, pair=0.002, adv=5.182, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   9%| | 42/453 [00:21<03:07,  2.19it/s, loss=0.622, pair=0.002, adv=5.182, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:   9%| | 42/453 [00:22<03:07,  2.19it/s, loss=0.577, pair=0.006, adv=6.555, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   9%| | 43/453 [00:22<03:17,  2.08it/s, loss=0.577, pair=0.006, adv=6.555, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:   9%| | 43/453 [00:22<03:17,  2.08it/s, loss=0.591, pair=0.002, adv=7.464, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  10%| | 44/453 [00:22<03:19,  2.05it/s, loss=0.591, pair=0.002, adv=7.464, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  10%| | 44/453 [00:23<03:19,  2.05it/s, loss=0.643, pair=0.000, adv=5.163, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  10%| | 45/453 [00:23<03:22,  2.02it/s, loss=0.643, pair=0.000, adv=5.163, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  10%| | 45/453 [00:23<03:22,  2.02it/s, loss=0.645, pair=0.003, adv=6.483, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:  10%| | 46/453 [00:23<03:13,  2.10it/s, loss=0.645, pair=0.003, adv=6.483, sprd=0.028]
Ep 038/80 [S2→S3:ramp]:  10%| | 46/453 [00:24<03:13,  2.10it/s, loss=0.623, pair=0.008, adv=4.717, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  10%| | 47/453 [00:24<03:18,  2.05it/s, loss=0.623, pair=0.008, adv=4.717, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  10%| | 47/453 [00:24<03:18,  2.05it/s, loss=0.646, pair=0.004, adv=6.028, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:  11%| | 48/453 [00:24<03:09,  2.13it/s, loss=0.646, pair=0.004, adv=6.028, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:  11%| | 48/453 [00:25<03:09,  2.13it/s, loss=0.704, pair=0.002, adv=6.178, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  11%| | 49/453 [00:25<03:18,  2.04it/s, loss=0.704, pair=0.002, adv=6.178, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  11%| | 49/453 [00:25<03:18,  2.04it/s, loss=0.592, pair=0.019, adv=3.955, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  11%| | 50/453 [00:25<03:05,  2.18it/s, loss=0.592, pair=0.019, adv=3.955, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  11%| | 50/453 [00:26<03:05,  2.18it/s, loss=0.604, pair=0.007, adv=7.294, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  11%| | 51/453 [00:26<03:12,  2.09it/s, loss=0.604, pair=0.007, adv=7.294, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  11%| | 51/453 [00:26<03:12,  2.09it/s, loss=0.645, pair=0.000, adv=6.533, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  11%| | 52/453 [00:26<03:02,  2.19it/s, loss=0.645, pair=0.000, adv=6.533, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  11%| | 52/453 [00:26<03:02,  2.19it/s, loss=0.601, pair=0.000, adv=6.605, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  12%| | 53/453 [00:26<03:11,  2.09it/s, loss=0.601, pair=0.000, adv=6.605, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  12%| | 53/453 [00:27<03:11,  2.09it/s, loss=0.618, pair=0.002, adv=6.579, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  12%| | 54/453 [00:27<03:03,  2.17it/s, loss=0.618, pair=0.002, adv=6.579, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  12%| | 54/453 [00:27<03:03,  2.17it/s, loss=0.599, pair=0.008, adv=5.965, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  12%| | 55/453 [00:27<03:11,  2.08it/s, loss=0.599, pair=0.008, adv=5.965, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  12%| | 55/453 [00:28<03:11,  2.08it/s, loss=0.653, pair=0.026, adv=4.943, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  12%| | 56/453 [00:28<03:02,  2.17it/s, loss=0.653, pair=0.026, adv=4.943, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  12%| | 56/453 [00:28<03:02,  2.17it/s, loss=0.587, pair=0.019, adv=3.080, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:28<03:04,  2.14it/s, loss=0.587, pair=0.019, adv=3.080, sprd=0.019]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:29<03:04,  2.14it/s, loss=0.609, pair=0.000, adv=5.668, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:29<02:56,  2.24it/s, loss=0.609, pair=0.000, adv=5.668, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:29<02:56,  2.24it/s, loss=0.627, pair=0.000, adv=5.667, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:29<03:09,  2.08it/s, loss=0.627, pair=0.000, adv=5.667, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:30<03:09,  2.08it/s, loss=0.582, pair=0.002, adv=7.977, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:30<03:00,  2.18it/s, loss=0.582, pair=0.002, adv=7.977, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:30<03:00,  2.18it/s, loss=0.612, pair=0.006, adv=6.147, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:30<03:08,  2.08it/s, loss=0.612, pair=0.006, adv=6.147, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:31<03:08,  2.08it/s, loss=0.598, pair=0.002, adv=9.659, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:31<02:59,  2.18it/s, loss=0.598, pair=0.002, adv=9.659, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:31<02:59,  2.18it/s, loss=0.561, pair=0.003, adv=4.132, sprd=0.014]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:31<03:05,  2.10it/s, loss=0.561, pair=0.003, adv=4.132, sprd=0.014]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:31<03:05,  2.10it/s, loss=0.589, pair=0.003, adv=4.432, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:31<02:55,  2.22it/s, loss=0.589, pair=0.003, adv=4.432, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:32<02:55,  2.22it/s, loss=0.650, pair=0.013, adv=5.345, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:32<03:03,  2.12it/s, loss=0.650, pair=0.013, adv=5.345, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:32<03:03,  2.12it/s, loss=0.626, pair=0.005, adv=3.419, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:32<02:53,  2.22it/s, loss=0.626, pair=0.005, adv=3.419, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:33<02:53,  2.22it/s, loss=0.599, pair=0.028, adv=6.007, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:33<03:03,  2.10it/s, loss=0.599, pair=0.028, adv=6.007, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:33<03:03,  2.10it/s, loss=0.599, pair=0.005, adv=5.429, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:33<02:57,  2.17it/s, loss=0.599, pair=0.005, adv=5.429, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:34<02:57,  2.17it/s, loss=0.623, pair=0.000, adv=10.159, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:34<03:05,  2.07it/s, loss=0.623, pair=0.000, adv=10.159, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:34<03:05,  2.07it/s, loss=0.632, pair=0.000, adv=11.570, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:34<02:57,  2.16it/s, loss=0.632, pair=0.000, adv=11.570, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<02:57,  2.16it/s, loss=0.626, pair=0.002, adv=6.352, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:35<03:05,  2.06it/s, loss=0.626, pair=0.002, adv=6.352, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:35<03:05,  2.06it/s, loss=0.640, pair=0.002, adv=5.328, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:35<02:59,  2.12it/s, loss=0.640, pair=0.002, adv=5.328, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<02:59,  2.12it/s, loss=0.638, pair=0.002, adv=4.804, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:36<03:16,  1.93it/s, loss=0.638, pair=0.002, adv=4.804, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:36<03:16,  1.93it/s, loss=0.625, pair=0.004, adv=5.837, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:36<03:05,  2.04it/s, loss=0.625, pair=0.004, adv=5.837, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<03:05,  2.04it/s, loss=0.595, pair=0.007, adv=6.523, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:37<03:12,  1.97it/s, loss=0.595, pair=0.007, adv=6.523, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:37<03:12,  1.97it/s, loss=0.634, pair=0.000, adv=4.489, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:37<02:58,  2.11it/s, loss=0.634, pair=0.000, adv=4.489, sprd=0.021]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<02:58,  2.11it/s, loss=0.712, pair=0.004, adv=6.931, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:38<03:06,  2.01it/s, loss=0.712, pair=0.004, adv=6.931, sprd=0.029]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:38<03:06,  2.01it/s, loss=0.656, pair=0.003, adv=4.094, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:38<02:56,  2.12it/s, loss=0.656, pair=0.003, adv=4.094, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<02:56,  2.12it/s, loss=0.667, pair=0.008, adv=6.596, sprd=0.033]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:39<03:08,  1.99it/s, loss=0.667, pair=0.008, adv=6.596, sprd=0.033]
Ep 038/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:39<03:08,  1.99it/s, loss=0.622, pair=0.000, adv=7.531, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:39<02:59,  2.08it/s, loss=0.622, pair=0.000, adv=7.531, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:59,  2.08it/s, loss=0.580, pair=0.000, adv=7.335, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:40<03:02,  2.03it/s, loss=0.580, pair=0.000, adv=7.335, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:40<03:02,  2.03it/s, loss=0.601, pair=0.000, adv=6.280, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:40<02:53,  2.14it/s, loss=0.601, pair=0.000, adv=6.280, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:53,  2.14it/s, loss=0.618, pair=0.001, adv=4.972, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:41<02:58,  2.07it/s, loss=0.618, pair=0.001, adv=4.972, sprd=0.018]
Ep 038/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:41<02:58,  2.07it/s, loss=0.628, pair=0.005, adv=5.849, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:41<02:51,  2.15it/s, loss=0.628, pair=0.005, adv=5.849, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<02:51,  2.15it/s, loss=0.662, pair=0.001, adv=4.706, sprd=0.031]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:02,  2.02it/s, loss=0.662, pair=0.001, adv=4.706, sprd=0.031]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:02,  2.02it/s, loss=0.607, pair=0.002, adv=6.846, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:42<02:50,  2.15it/s, loss=0.607, pair=0.002, adv=6.846, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:50,  2.15it/s, loss=0.608, pair=0.001, adv=6.162, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<02:57,  2.06it/s, loss=0.608, pair=0.001, adv=6.162, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<02:57,  2.06it/s, loss=0.600, pair=0.004, adv=4.647, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:43<02:48,  2.16it/s, loss=0.600, pair=0.004, adv=4.647, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:48,  2.16it/s, loss=0.631, pair=0.003, adv=4.884, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<03:00,  2.01it/s, loss=0.631, pair=0.003, adv=4.884, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<03:00,  2.01it/s, loss=0.604, pair=0.007, adv=5.729, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:44<02:55,  2.07it/s, loss=0.604, pair=0.007, adv=5.729, sprd=0.020]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:55,  2.07it/s, loss=0.603, pair=0.004, adv=5.107, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<03:14,  1.86it/s, loss=0.603, pair=0.004, adv=5.107, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<03:14,  1.86it/s, loss=0.643, pair=0.006, adv=4.835, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:45<03:07,  1.92it/s, loss=0.643, pair=0.006, adv=4.835, sprd=0.027]
Ep 038/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<03:07,  1.92it/s, loss=0.593, pair=0.013, adv=6.629, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<03:23,  1.77it/s, loss=0.593, pair=0.013, adv=6.629, sprd=0.017]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<03:23,  1.77it/s, loss=0.580, pair=0.003, adv=7.135, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:46<03:10,  1.88it/s, loss=0.580, pair=0.003, adv=7.135, sprd=0.016]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:47<03:10,  1.88it/s, loss=0.652, pair=0.001, adv=4.253, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<03:17,  1.81it/s, loss=0.652, pair=0.001, adv=4.253, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<03:17,  1.81it/s, loss=0.634, pair=0.009, adv=6.012, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:47<03:05,  1.92it/s, loss=0.634, pair=0.009, adv=6.012, sprd=0.025]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:48<03:05,  1.92it/s, loss=0.636, pair=0.003, adv=6.194, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<03:17,  1.80it/s, loss=0.636, pair=0.003, adv=6.194, sprd=0.024]
Ep 038/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<03:17,  1.80it/s, loss=0.588, pair=0.002, adv=3.977, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:48<03:02,  1.95it/s, loss=0.588, pair=0.002, adv=3.977, sprd=0.015]
Ep 038/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:49<03:02,  1.95it/s, loss=0.644, pair=0.005, adv=5.235, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<03:14,  1.82it/s, loss=0.644, pair=0.005, adv=5.235, sprd=0.026]
Ep 038/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:50<03:14,  1.82it/s, loss=0.602, pair=0.000, adv=5.198, sprd=0.023]
Ep 038/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<03:05,  1.90it/s, loss=0.602, pair=0.000, adv=5.198, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<03:05,  1.90it/s, loss=0.579, pair=0.000, adv=7.046, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<03:26,  1.70it/s, loss=0.579, pair=0.000, adv=7.046, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:51<03:26,  1.70it/s, loss=0.643, pair=0.001, adv=5.600, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<03:11,  1.83it/s, loss=0.643, pair=0.001, adv=5.600, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<03:11,  1.83it/s, loss=0.661, pair=0.002, adv=4.482, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<03:18,  1.76it/s, loss=0.661, pair=0.002, adv=4.482, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:52<03:18,  1.76it/s, loss=0.605, pair=0.005, adv=4.645, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<03:06,  1.87it/s, loss=0.605, pair=0.005, adv=4.645, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<03:06,  1.87it/s, loss=0.565, pair=0.002, adv=5.858, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<03:14,  1.79it/s, loss=0.565, pair=0.002, adv=5.858, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:53<03:14,  1.79it/s, loss=0.595, pair=0.004, adv=5.393, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:53<03:03,  1.89it/s, loss=0.595, pair=0.004, adv=5.393, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:54<03:03,  1.89it/s, loss=0.614, pair=0.002, adv=5.090, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:54<03:14,  1.78it/s, loss=0.614, pair=0.002, adv=5.090, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:54<03:14,  1.78it/s, loss=0.636, pair=0.000, adv=5.721, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:54<03:03,  1.88it/s, loss=0.636, pair=0.000, adv=5.721, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:55<03:03,  1.88it/s, loss=0.674, pair=0.000, adv=4.590, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:55<03:14,  1.77it/s, loss=0.674, pair=0.000, adv=4.590, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:55<03:14,  1.77it/s, loss=0.604, pair=0.000, adv=4.814, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:55<02:58,  1.92it/s, loss=0.604, pair=0.000, adv=4.814, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:56<02:58,  1.92it/s, loss=0.666, pair=0.001, adv=7.039, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:56<03:07,  1.83it/s, loss=0.666, pair=0.001, adv=7.039, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:56<03:07,  1.83it/s, loss=0.611, pair=0.001, adv=5.184, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:56<02:55,  1.95it/s, loss=0.611, pair=0.001, adv=5.184, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:57<02:55,  1.95it/s, loss=0.582, pair=0.000, adv=6.992, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:57<03:01,  1.87it/s, loss=0.582, pair=0.000, adv=6.992, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:57<03:01,  1.87it/s, loss=0.609, pair=0.000, adv=6.375, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:57<02:50,  1.99it/s, loss=0.609, pair=0.000, adv=6.375, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:58<02:50,  1.99it/s, loss=0.585, pair=0.000, adv=5.121, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:58<02:58,  1.90it/s, loss=0.585, pair=0.000, adv=5.121, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:58<02:58,  1.90it/s, loss=0.598, pair=0.000, adv=6.958, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:47,  2.01it/s, loss=0.598, pair=0.000, adv=6.958, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:59<02:47,  2.01it/s, loss=0.620, pair=0.000, adv=4.591, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:59<02:59,  1.87it/s, loss=0.620, pair=0.000, adv=4.591, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:59<02:59,  1.87it/s, loss=0.677, pair=0.000, adv=5.333, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:59<02:51,  1.95it/s, loss=0.677, pair=0.000, adv=5.333, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  26%|▎| 118/453 [01:00<02:51,  1.95it/s, loss=0.675, pair=0.001, adv=4.836, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  26%|▎| 119/453 [01:00<02:56,  1.89it/s, loss=0.675, pair=0.001, adv=4.836, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  26%|▎| 119/453 [01:00<02:56,  1.89it/s, loss=0.612, pair=0.001, adv=6.999, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  26%|▎| 120/453 [01:00<02:44,  2.02it/s, loss=0.612, pair=0.001, adv=6.999, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  26%|▎| 120/453 [01:01<02:44,  2.02it/s, loss=0.641, pair=0.000, adv=3.441, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:01<02:48,  1.97it/s, loss=0.641, pair=0.000, adv=3.441, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:01<02:48,  1.97it/s, loss=0.598, pair=0.000, adv=6.298, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:01<02:41,  2.06it/s, loss=0.598, pair=0.000, adv=6.298, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:02<02:41,  2.06it/s, loss=0.602, pair=0.001, adv=5.705, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:02<02:47,  1.97it/s, loss=0.602, pair=0.001, adv=5.705, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:02<02:47,  1.97it/s, loss=0.644, pair=0.004, adv=3.523, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:02<02:35,  2.12it/s, loss=0.644, pair=0.004, adv=3.523, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:03<02:35,  2.12it/s, loss=0.590, pair=0.000, adv=7.885, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:03<02:41,  2.04it/s, loss=0.590, pair=0.000, adv=7.885, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:03<02:41,  2.04it/s, loss=0.583, pair=0.000, adv=5.564, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:03<02:32,  2.14it/s, loss=0.583, pair=0.000, adv=5.564, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:04<02:32,  2.14it/s, loss=0.598, pair=0.000, adv=5.706, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:04<02:36,  2.09it/s, loss=0.598, pair=0.000, adv=5.706, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:04<02:36,  2.09it/s, loss=0.596, pair=0.001, adv=8.786, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:04<02:30,  2.16it/s, loss=0.596, pair=0.001, adv=8.786, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:04<02:30,  2.16it/s, loss=0.599, pair=0.000, adv=5.370, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:04<02:35,  2.08it/s, loss=0.599, pair=0.000, adv=5.370, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:05<02:35,  2.08it/s, loss=0.648, pair=0.001, adv=4.809, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:05<02:39,  2.03it/s, loss=0.648, pair=0.001, adv=4.809, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:06<02:39,  2.03it/s, loss=0.581, pair=0.000, adv=5.600, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:06<02:39,  2.02it/s, loss=0.581, pair=0.000, adv=5.600, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:06<02:39,  2.02it/s, loss=0.608, pair=0.001, adv=6.864, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:06<02:29,  2.14it/s, loss=0.608, pair=0.001, adv=6.864, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:06<02:29,  2.14it/s, loss=0.546, pair=0.000, adv=6.364, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:06<02:36,  2.04it/s, loss=0.546, pair=0.000, adv=6.364, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:07<02:36,  2.04it/s, loss=0.629, pair=0.006, adv=7.306, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:07<02:27,  2.16it/s, loss=0.629, pair=0.006, adv=7.306, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:07<02:27,  2.16it/s, loss=1.295, pair=2.121, adv=4.835, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:07<02:33,  2.07it/s, loss=1.295, pair=2.121, adv=4.835, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:08<02:33,  2.07it/s, loss=0.655, pair=0.002, adv=4.643, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:08<02:27,  2.15it/s, loss=0.655, pair=0.002, adv=4.643, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:08<02:27,  2.15it/s, loss=0.604, pair=0.002, adv=7.583, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:08<02:29,  2.12it/s, loss=0.604, pair=0.002, adv=7.583, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:09<02:29,  2.12it/s, loss=0.602, pair=0.000, adv=10.947, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:09<02:23,  2.20it/s, loss=0.602, pair=0.000, adv=10.947, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:09<02:23,  2.20it/s, loss=0.602, pair=0.000, adv=8.898, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:09<02:31,  2.07it/s, loss=0.602, pair=0.000, adv=8.898, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:10<02:31,  2.07it/s, loss=0.607, pair=0.000, adv=5.150, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.19it/s, loss=0.607, pair=0.000, adv=5.150, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:10<02:23,  2.19it/s, loss=0.594, pair=0.000, adv=5.729, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:10<02:30,  2.08it/s, loss=0.594, pair=0.000, adv=5.729, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:11<02:30,  2.08it/s, loss=0.567, pair=0.000, adv=7.416, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:11<02:22,  2.19it/s, loss=0.567, pair=0.000, adv=7.416, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:11<02:22,  2.19it/s, loss=0.603, pair=0.000, adv=6.882, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:11<02:26,  2.12it/s, loss=0.603, pair=0.000, adv=6.882, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:12<02:26,  2.12it/s, loss=0.635, pair=0.000, adv=4.141, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:12<02:20,  2.21it/s, loss=0.635, pair=0.000, adv=4.141, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:12<02:20,  2.21it/s, loss=0.559, pair=0.002, adv=8.155, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:12<02:28,  2.07it/s, loss=0.559, pair=0.002, adv=8.155, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:12<02:28,  2.07it/s, loss=0.650, pair=0.000, adv=3.871, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:12<02:21,  2.16it/s, loss=0.650, pair=0.000, adv=3.871, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:13<02:21,  2.16it/s, loss=0.637, pair=0.002, adv=8.221, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:13<02:27,  2.07it/s, loss=0.637, pair=0.002, adv=8.221, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:13<02:27,  2.07it/s, loss=0.603, pair=0.004, adv=9.099, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:13<02:19,  2.19it/s, loss=0.603, pair=0.004, adv=9.099, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:14<02:19,  2.19it/s, loss=0.606, pair=0.001, adv=6.361, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:14<02:27,  2.07it/s, loss=0.606, pair=0.001, adv=6.361, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:14<02:27,  2.07it/s, loss=0.624, pair=0.000, adv=6.634, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:14<02:18,  2.19it/s, loss=0.624, pair=0.000, adv=6.634, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:15<02:18,  2.19it/s, loss=0.594, pair=0.000, adv=8.062, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:15<02:23,  2.11it/s, loss=0.594, pair=0.000, adv=8.062, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:15<02:23,  2.11it/s, loss=0.619, pair=0.003, adv=8.734, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:15<02:18,  2.17it/s, loss=0.619, pair=0.003, adv=8.734, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:16<02:18,  2.17it/s, loss=0.599, pair=0.000, adv=6.314, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:16<02:34,  1.95it/s, loss=0.599, pair=0.000, adv=6.314, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:16<02:34,  1.95it/s, loss=0.601, pair=0.004, adv=5.498, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:16<02:24,  2.07it/s, loss=0.601, pair=0.004, adv=5.498, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:17<02:24,  2.07it/s, loss=0.608, pair=0.001, adv=3.288, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:17<02:29,  2.00it/s, loss=0.608, pair=0.001, adv=3.288, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:17<02:29,  2.00it/s, loss=0.596, pair=0.002, adv=3.777, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:17<02:18,  2.15it/s, loss=0.596, pair=0.002, adv=3.777, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:18<02:18,  2.15it/s, loss=0.663, pair=0.003, adv=6.640, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:18<02:25,  2.04it/s, loss=0.663, pair=0.003, adv=6.640, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:18<02:25,  2.04it/s, loss=0.609, pair=0.002, adv=5.237, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:18<02:16,  2.16it/s, loss=0.609, pair=0.002, adv=5.237, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:19<02:16,  2.16it/s, loss=0.638, pair=0.005, adv=4.840, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:19<02:18,  2.13it/s, loss=0.638, pair=0.005, adv=4.840, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:19<02:18,  2.13it/s, loss=0.639, pair=0.003, adv=4.770, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:19<02:12,  2.22it/s, loss=0.639, pair=0.003, adv=4.770, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:20<02:12,  2.22it/s, loss=0.633, pair=0.002, adv=4.884, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:20<02:18,  2.11it/s, loss=0.633, pair=0.002, adv=4.884, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:20<02:18,  2.11it/s, loss=0.612, pair=0.000, adv=7.214, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:20<02:12,  2.20it/s, loss=0.612, pair=0.000, adv=7.214, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:12,  2.20it/s, loss=0.587, pair=0.000, adv=4.832, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:18,  2.09it/s, loss=0.587, pair=0.000, adv=4.832, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:18,  2.09it/s, loss=0.582, pair=0.001, adv=5.577, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:21<02:09,  2.23it/s, loss=0.582, pair=0.001, adv=5.577, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:21<02:09,  2.23it/s, loss=0.614, pair=0.001, adv=8.068, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:21<02:14,  2.14it/s, loss=0.614, pair=0.001, adv=8.068, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:22<02:14,  2.14it/s, loss=0.561, pair=0.000, adv=5.028, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:22<02:09,  2.22it/s, loss=0.561, pair=0.000, adv=5.028, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:22<02:09,  2.22it/s, loss=0.626, pair=0.002, adv=3.857, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:22<02:16,  2.09it/s, loss=0.626, pair=0.002, adv=3.857, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:23<02:16,  2.09it/s, loss=0.647, pair=0.002, adv=4.179, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:23<02:11,  2.17it/s, loss=0.647, pair=0.002, adv=4.179, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:23<02:11,  2.17it/s, loss=0.607, pair=0.010, adv=6.253, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:23<02:17,  2.07it/s, loss=0.607, pair=0.010, adv=6.253, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:24<02:17,  2.07it/s, loss=0.603, pair=0.002, adv=7.435, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:24<02:10,  2.16it/s, loss=0.603, pair=0.002, adv=7.435, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:24<02:10,  2.16it/s, loss=0.678, pair=0.001, adv=8.921, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:24<02:17,  2.05it/s, loss=0.678, pair=0.001, adv=8.921, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:25<02:17,  2.05it/s, loss=0.628, pair=0.010, adv=4.695, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:25<02:10,  2.16it/s, loss=0.628, pair=0.010, adv=4.695, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:25<02:10,  2.16it/s, loss=0.637, pair=0.003, adv=4.673, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:25<02:16,  2.04it/s, loss=0.637, pair=0.003, adv=4.673, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:26<02:16,  2.04it/s, loss=0.614, pair=0.003, adv=6.698, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:26<02:10,  2.14it/s, loss=0.614, pair=0.003, adv=6.698, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:26<02:10,  2.14it/s, loss=0.644, pair=0.003, adv=5.215, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:26<02:15,  2.05it/s, loss=0.644, pair=0.003, adv=5.215, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:27<02:15,  2.05it/s, loss=0.608, pair=0.002, adv=7.766, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:27<02:08,  2.15it/s, loss=0.608, pair=0.002, adv=7.766, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:27<02:08,  2.15it/s, loss=0.612, pair=0.003, adv=5.401, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:27<02:13,  2.07it/s, loss=0.612, pair=0.003, adv=5.401, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:28<02:13,  2.07it/s, loss=0.642, pair=0.001, adv=10.466, sprd=0.03
Ep 038/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:28<02:10,  2.11it/s, loss=0.642, pair=0.001, adv=10.466, sprd=0.03
Ep 038/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:28<02:10,  2.11it/s, loss=0.596, pair=0.003, adv=5.441, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:28<02:15,  2.02it/s, loss=0.596, pair=0.003, adv=5.441, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:15,  2.02it/s, loss=0.627, pair=0.002, adv=5.147, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:29<02:09,  2.10it/s, loss=0.627, pair=0.002, adv=5.147, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:29<02:09,  2.10it/s, loss=0.624, pair=0.000, adv=6.441, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:29<02:24,  1.88it/s, loss=0.624, pair=0.000, adv=6.441, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:24,  1.88it/s, loss=0.582, pair=0.001, adv=5.311, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:30<02:11,  2.06it/s, loss=0.582, pair=0.001, adv=5.311, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:30<02:11,  2.06it/s, loss=0.595, pair=0.000, adv=7.164, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:30<02:11,  2.05it/s, loss=0.595, pair=0.000, adv=7.164, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:11,  2.05it/s, loss=0.613, pair=0.001, adv=5.276, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<02:06,  2.13it/s, loss=0.613, pair=0.001, adv=5.276, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<02:06,  2.13it/s, loss=0.582, pair=0.001, adv=7.115, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:31<02:10,  2.05it/s, loss=0.582, pair=0.001, adv=7.115, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:10,  2.05it/s, loss=0.585, pair=0.003, adv=6.229, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:03,  2.16it/s, loss=0.585, pair=0.003, adv=6.229, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:03,  2.16it/s, loss=0.644, pair=0.000, adv=3.622, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:32<02:11,  2.03it/s, loss=0.644, pair=0.000, adv=3.622, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:32<02:11,  2.03it/s, loss=0.601, pair=0.002, adv=5.645, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:32<02:04,  2.13it/s, loss=0.601, pair=0.002, adv=5.645, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:04,  2.13it/s, loss=0.622, pair=0.000, adv=7.217, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:33<02:13,  1.97it/s, loss=0.622, pair=0.000, adv=7.217, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:33<02:13,  1.97it/s, loss=0.614, pair=0.017, adv=4.703, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:33<02:06,  2.07it/s, loss=0.614, pair=0.017, adv=4.703, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:06,  2.07it/s, loss=0.598, pair=0.002, adv=3.805, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:34<02:17,  1.91it/s, loss=0.598, pair=0.002, adv=3.805, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:17,  1.91it/s, loss=0.598, pair=0.006, adv=5.645, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:10,  2.01it/s, loss=0.598, pair=0.006, adv=5.645, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:10,  2.01it/s, loss=0.596, pair=0.002, adv=3.867, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:35<02:14,  1.93it/s, loss=0.596, pair=0.002, adv=3.867, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:14,  1.93it/s, loss=0.603, pair=0.002, adv=2.940, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:10,  1.99it/s, loss=0.603, pair=0.002, adv=2.940, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:10,  1.99it/s, loss=0.583, pair=0.006, adv=2.713, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:36<02:21,  1.82it/s, loss=0.583, pair=0.006, adv=2.713, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:21,  1.82it/s, loss=0.629, pair=0.006, adv=5.544, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<02:13,  1.92it/s, loss=0.629, pair=0.006, adv=5.544, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<02:13,  1.92it/s, loss=0.547, pair=0.000, adv=2.793, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:37<02:20,  1.83it/s, loss=0.547, pair=0.000, adv=2.793, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:20,  1.83it/s, loss=0.562, pair=0.000, adv=6.546, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<02:11,  1.94it/s, loss=0.562, pair=0.000, adv=6.546, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<02:11,  1.94it/s, loss=0.606, pair=0.002, adv=7.880, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:38<02:19,  1.82it/s, loss=0.606, pair=0.002, adv=7.880, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:19,  1.82it/s, loss=0.598, pair=0.003, adv=6.404, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<02:11,  1.93it/s, loss=0.598, pair=0.003, adv=6.404, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<02:11,  1.93it/s, loss=0.664, pair=0.010, adv=3.528, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:39<02:19,  1.81it/s, loss=0.664, pair=0.010, adv=3.528, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:19,  1.81it/s, loss=0.619, pair=0.000, adv=3.276, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<02:11,  1.91it/s, loss=0.619, pair=0.000, adv=3.276, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:41<02:11,  1.91it/s, loss=0.595, pair=0.004, adv=5.188, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:18,  1.81it/s, loss=0.595, pair=0.004, adv=5.188, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:18,  1.81it/s, loss=0.614, pair=0.012, adv=8.026, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<02:10,  1.91it/s, loss=0.614, pair=0.012, adv=8.026, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:42<02:10,  1.91it/s, loss=0.634, pair=0.005, adv=5.614, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:16,  1.82it/s, loss=0.634, pair=0.005, adv=5.614, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:16,  1.82it/s, loss=0.626, pair=0.001, adv=3.497, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<02:07,  1.94it/s, loss=0.626, pair=0.001, adv=3.497, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:43<02:07,  1.94it/s, loss=0.626, pair=0.008, adv=6.139, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:15,  1.82it/s, loss=0.626, pair=0.008, adv=6.139, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:15,  1.82it/s, loss=0.588, pair=0.001, adv=6.520, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<02:06,  1.94it/s, loss=0.588, pair=0.001, adv=6.520, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:44<02:06,  1.94it/s, loss=0.571, pair=0.000, adv=4.220, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:22,  1.71it/s, loss=0.571, pair=0.000, adv=4.220, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:22,  1.71it/s, loss=0.657, pair=0.000, adv=5.723, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<02:12,  1.83it/s, loss=0.657, pair=0.000, adv=5.723, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:45<02:12,  1.83it/s, loss=0.614, pair=0.004, adv=7.402, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<02:17,  1.76it/s, loss=0.614, pair=0.004, adv=7.402, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<02:17,  1.76it/s, loss=0.655, pair=0.013, adv=5.688, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<02:07,  1.89it/s, loss=0.655, pair=0.013, adv=5.688, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:46<02:07,  1.89it/s, loss=0.615, pair=0.003, adv=5.489, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<02:14,  1.78it/s, loss=0.615, pair=0.003, adv=5.489, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<02:14,  1.78it/s, loss=0.569, pair=0.003, adv=4.126, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<02:05,  1.91it/s, loss=0.569, pair=0.003, adv=4.126, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:47<02:05,  1.91it/s, loss=0.661, pair=0.002, adv=5.320, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:47<02:11,  1.81it/s, loss=0.661, pair=0.002, adv=5.320, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:47<02:11,  1.81it/s, loss=0.617, pair=0.000, adv=6.539, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<02:01,  1.95it/s, loss=0.617, pair=0.000, adv=6.539, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:48<02:01,  1.95it/s, loss=0.621, pair=0.011, adv=5.086, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:48<02:08,  1.84it/s, loss=0.621, pair=0.011, adv=5.086, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:49<02:08,  1.84it/s, loss=0.652, pair=0.005, adv=5.343, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:49<02:01,  1.93it/s, loss=0.652, pair=0.005, adv=5.343, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:49<02:01,  1.93it/s, loss=0.619, pair=0.018, adv=5.949, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:49<02:02,  1.90it/s, loss=0.619, pair=0.018, adv=5.949, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:50<02:02,  1.90it/s, loss=0.613, pair=0.021, adv=5.622, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:50<01:54,  2.04it/s, loss=0.613, pair=0.021, adv=5.622, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:50<01:54,  2.04it/s, loss=0.607, pair=0.014, adv=5.666, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:50<01:54,  2.03it/s, loss=0.607, pair=0.014, adv=5.666, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:50<01:54,  2.03it/s, loss=0.605, pair=0.009, adv=9.422, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:50<01:47,  2.16it/s, loss=0.605, pair=0.009, adv=9.422, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:51<01:47,  2.16it/s, loss=0.736, pair=0.010, adv=3.544, sprd=0.035
Ep 038/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.736, pair=0.010, adv=3.544, sprd=0.035
Ep 038/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:51<01:52,  2.05it/s, loss=0.619, pair=0.000, adv=7.787, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:51<01:44,  2.19it/s, loss=0.619, pair=0.000, adv=7.787, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:52<01:44,  2.19it/s, loss=0.621, pair=0.001, adv=6.663, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:52<01:50,  2.06it/s, loss=0.621, pair=0.001, adv=6.663, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:52<01:50,  2.06it/s, loss=0.624, pair=0.004, adv=4.220, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:52<01:44,  2.18it/s, loss=0.624, pair=0.004, adv=4.220, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:53<01:44,  2.18it/s, loss=0.595, pair=0.013, adv=4.972, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:53<01:48,  2.09it/s, loss=0.595, pair=0.013, adv=4.972, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:53<01:48,  2.09it/s, loss=0.639, pair=0.000, adv=8.075, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:53<01:43,  2.17it/s, loss=0.639, pair=0.000, adv=8.075, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:54<01:43,  2.17it/s, loss=0.607, pair=0.018, adv=4.114, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:54<01:48,  2.07it/s, loss=0.607, pair=0.018, adv=4.114, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:54<01:48,  2.07it/s, loss=0.615, pair=0.002, adv=6.935, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:54<01:41,  2.19it/s, loss=0.615, pair=0.002, adv=6.935, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:55<01:41,  2.19it/s, loss=0.652, pair=0.002, adv=3.308, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:55<01:46,  2.07it/s, loss=0.652, pair=0.002, adv=3.308, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:55<01:46,  2.07it/s, loss=0.619, pair=0.002, adv=7.068, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:55<01:42,  2.15it/s, loss=0.619, pair=0.002, adv=7.068, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:56<01:42,  2.15it/s, loss=0.593, pair=0.002, adv=5.800, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:56<01:47,  2.05it/s, loss=0.593, pair=0.002, adv=5.800, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:56<01:47,  2.05it/s, loss=0.593, pair=0.000, adv=3.616, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:56<01:40,  2.19it/s, loss=0.593, pair=0.000, adv=3.616, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:57<01:40,  2.19it/s, loss=0.590, pair=0.002, adv=4.572, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:57<01:44,  2.08it/s, loss=0.590, pair=0.002, adv=4.572, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:57<01:44,  2.08it/s, loss=0.584, pair=0.001, adv=9.116, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:57<01:37,  2.22it/s, loss=0.584, pair=0.001, adv=9.116, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:58<01:37,  2.22it/s, loss=0.625, pair=0.003, adv=5.910, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:58<01:48,  2.00it/s, loss=0.625, pair=0.003, adv=5.910, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:58<01:48,  2.00it/s, loss=0.594, pair=0.000, adv=5.840, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:58<01:39,  2.16it/s, loss=0.594, pair=0.000, adv=5.840, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:59<01:39,  2.16it/s, loss=0.602, pair=0.002, adv=6.355, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:59<01:46,  2.02it/s, loss=0.602, pair=0.002, adv=6.355, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:59<01:46,  2.02it/s, loss=0.580, pair=0.001, adv=7.228, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:59<01:39,  2.14it/s, loss=0.580, pair=0.001, adv=7.228, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:59<01:39,  2.14it/s, loss=0.589, pair=0.001, adv=8.767, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:44,  2.03it/s, loss=0.589, pair=0.001, adv=8.767, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  53%|▌| 241/453 [02:00<01:44,  2.03it/s, loss=0.621, pair=0.000, adv=7.460, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.15it/s, loss=0.621, pair=0.000, adv=7.460, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:00<01:38,  2.15it/s, loss=0.629, pair=0.000, adv=5.487, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:41,  2.07it/s, loss=0.629, pair=0.000, adv=5.487, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:01<01:41,  2.07it/s, loss=0.592, pair=0.000, adv=5.698, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:01<01:37,  2.15it/s, loss=0.592, pair=0.000, adv=5.698, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:01<01:37,  2.15it/s, loss=0.625, pair=0.000, adv=6.417, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:40,  2.07it/s, loss=0.625, pair=0.000, adv=6.417, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:02<01:40,  2.07it/s, loss=0.618, pair=0.000, adv=4.715, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:02<01:35,  2.17it/s, loss=0.618, pair=0.000, adv=4.715, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:02<01:35,  2.17it/s, loss=0.624, pair=0.000, adv=7.262, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:02<01:40,  2.06it/s, loss=0.624, pair=0.000, adv=7.262, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:03<01:40,  2.06it/s, loss=0.552, pair=0.006, adv=5.735, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:03<01:35,  2.15it/s, loss=0.552, pair=0.006, adv=5.735, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:03<01:35,  2.15it/s, loss=0.575, pair=0.000, adv=5.830, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:03<01:39,  2.06it/s, loss=0.575, pair=0.000, adv=5.830, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:04<01:39,  2.06it/s, loss=0.651, pair=0.000, adv=6.693, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:04<01:34,  2.14it/s, loss=0.651, pair=0.000, adv=6.693, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:04<01:34,  2.14it/s, loss=0.621, pair=0.000, adv=7.653, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:04<01:39,  2.03it/s, loss=0.621, pair=0.000, adv=7.653, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:05<01:39,  2.03it/s, loss=0.632, pair=0.001, adv=6.054, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:05<01:34,  2.12it/s, loss=0.632, pair=0.001, adv=6.054, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:05<01:34,  2.12it/s, loss=0.605, pair=0.003, adv=3.748, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:05<01:36,  2.08it/s, loss=0.605, pair=0.003, adv=3.748, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:06<01:36,  2.08it/s, loss=0.676, pair=0.002, adv=4.901, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:06<01:32,  2.16it/s, loss=0.676, pair=0.002, adv=4.901, sprd=0.033
Ep 038/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:06<01:32,  2.16it/s, loss=0.528, pair=0.002, adv=2.863, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:06<01:34,  2.09it/s, loss=0.528, pair=0.002, adv=2.863, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:07<01:34,  2.09it/s, loss=0.617, pair=0.003, adv=4.905, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:07<01:30,  2.17it/s, loss=0.617, pair=0.003, adv=4.905, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:07<01:30,  2.17it/s, loss=0.600, pair=0.000, adv=5.400, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:35,  2.06it/s, loss=0.600, pair=0.000, adv=5.400, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:35,  2.06it/s, loss=0.584, pair=0.008, adv=3.717, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:07<01:28,  2.21it/s, loss=0.584, pair=0.008, adv=3.717, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:08<01:28,  2.21it/s, loss=0.624, pair=0.000, adv=6.860, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:08<01:31,  2.11it/s, loss=0.624, pair=0.000, adv=6.860, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:08<01:31,  2.11it/s, loss=0.637, pair=0.003, adv=8.263, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:08<01:27,  2.20it/s, loss=0.637, pair=0.003, adv=8.263, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:09<01:27,  2.20it/s, loss=0.642, pair=0.000, adv=6.383, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:09<01:35,  2.01it/s, loss=0.642, pair=0.000, adv=6.383, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:09<01:35,  2.01it/s, loss=0.661, pair=0.000, adv=4.298, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:09<01:30,  2.11it/s, loss=0.661, pair=0.000, adv=4.298, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:10<01:30,  2.11it/s, loss=0.603, pair=0.000, adv=3.393, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:10<01:32,  2.05it/s, loss=0.603, pair=0.000, adv=3.393, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:10<01:32,  2.05it/s, loss=0.575, pair=0.002, adv=6.756, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:10<01:27,  2.16it/s, loss=0.575, pair=0.002, adv=6.756, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:11<01:27,  2.16it/s, loss=0.670, pair=0.001, adv=6.071, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:11<01:30,  2.07it/s, loss=0.670, pair=0.001, adv=6.071, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:11<01:30,  2.07it/s, loss=0.622, pair=0.000, adv=4.321, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:11<01:25,  2.19it/s, loss=0.622, pair=0.000, adv=4.321, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:25,  2.19it/s, loss=0.603, pair=0.001, adv=8.313, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:12<01:31,  2.02it/s, loss=0.603, pair=0.001, adv=8.313, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:12<01:31,  2.02it/s, loss=0.648, pair=0.015, adv=6.032, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:12<01:26,  2.13it/s, loss=0.648, pair=0.015, adv=6.032, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:13<01:26,  2.13it/s, loss=0.552, pair=0.001, adv=2.880, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:13<01:27,  2.11it/s, loss=0.552, pair=0.001, adv=2.880, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:13<01:27,  2.11it/s, loss=0.603, pair=0.000, adv=5.230, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:13<01:23,  2.18it/s, loss=0.603, pair=0.000, adv=5.230, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:14<01:23,  2.18it/s, loss=0.589, pair=0.001, adv=7.264, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:14<01:26,  2.11it/s, loss=0.589, pair=0.001, adv=7.264, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:14<01:26,  2.11it/s, loss=0.623, pair=0.000, adv=8.282, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:14<01:22,  2.20it/s, loss=0.623, pair=0.000, adv=8.282, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:15<01:22,  2.20it/s, loss=0.559, pair=0.002, adv=5.804, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:15<01:25,  2.10it/s, loss=0.559, pair=0.002, adv=5.804, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:15<01:25,  2.10it/s, loss=0.582, pair=0.006, adv=5.083, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:15<01:19,  2.25it/s, loss=0.582, pair=0.006, adv=5.083, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:15<01:19,  2.25it/s, loss=0.589, pair=0.000, adv=4.103, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:15<01:23,  2.13it/s, loss=0.589, pair=0.000, adv=4.103, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:16<01:23,  2.13it/s, loss=0.598, pair=0.001, adv=8.104, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:16<01:19,  2.22it/s, loss=0.598, pair=0.001, adv=8.104, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:16<01:19,  2.22it/s, loss=0.589, pair=0.000, adv=5.487, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:16<01:23,  2.11it/s, loss=0.589, pair=0.000, adv=5.487, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:17<01:23,  2.11it/s, loss=0.587, pair=0.002, adv=2.954, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:17<01:19,  2.19it/s, loss=0.587, pair=0.002, adv=2.954, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:17<01:19,  2.19it/s, loss=0.570, pair=0.002, adv=3.072, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:17<01:23,  2.08it/s, loss=0.570, pair=0.002, adv=3.072, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:18<01:23,  2.08it/s, loss=0.658, pair=0.000, adv=7.777, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:18<01:20,  2.16it/s, loss=0.658, pair=0.000, adv=7.777, sprd=0.030
Ep 038/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:18<01:20,  2.16it/s, loss=0.587, pair=0.002, adv=5.340, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:18<01:22,  2.08it/s, loss=0.587, pair=0.002, adv=5.340, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:19<01:22,  2.08it/s, loss=0.573, pair=0.000, adv=10.117, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:19<01:18,  2.18it/s, loss=0.573, pair=0.000, adv=10.117, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:19<01:18,  2.18it/s, loss=0.595, pair=0.000, adv=5.575, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:19<01:20,  2.10it/s, loss=0.595, pair=0.000, adv=5.575, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:20<01:20,  2.10it/s, loss=0.617, pair=0.000, adv=7.593, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:20<01:17,  2.17it/s, loss=0.617, pair=0.000, adv=7.593, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:20<01:17,  2.17it/s, loss=0.606, pair=0.001, adv=7.658, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:20<01:21,  2.07it/s, loss=0.606, pair=0.001, adv=7.658, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:21<01:21,  2.07it/s, loss=0.578, pair=0.001, adv=3.843, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:21<01:16,  2.17it/s, loss=0.578, pair=0.001, adv=3.843, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:21<01:16,  2.17it/s, loss=0.576, pair=0.001, adv=8.438, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:21<01:20,  2.06it/s, loss=0.576, pair=0.001, adv=8.438, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:22<01:20,  2.06it/s, loss=0.563, pair=0.004, adv=7.946, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:22<01:15,  2.18it/s, loss=0.563, pair=0.004, adv=7.946, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:22<01:15,  2.18it/s, loss=0.571, pair=0.001, adv=6.238, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:22<01:27,  1.87it/s, loss=0.571, pair=0.001, adv=6.238, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:23<01:27,  1.87it/s, loss=0.609, pair=0.015, adv=6.855, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:23<01:22,  1.97it/s, loss=0.609, pair=0.015, adv=6.855, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:23<01:22,  1.97it/s, loss=0.603, pair=0.001, adv=5.474, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:23<01:29,  1.81it/s, loss=0.603, pair=0.001, adv=5.474, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:24<01:29,  1.81it/s, loss=0.603, pair=0.000, adv=11.193, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:24<01:24,  1.91it/s, loss=0.603, pair=0.000, adv=11.193, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:24<01:24,  1.91it/s, loss=0.614, pair=0.004, adv=6.308, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:24<01:28,  1.80it/s, loss=0.614, pair=0.004, adv=6.308, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:25<01:28,  1.80it/s, loss=0.650, pair=0.006, adv=8.228, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:25<01:23,  1.91it/s, loss=0.650, pair=0.006, adv=8.228, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:26<01:23,  1.91it/s, loss=0.696, pair=0.006, adv=7.601, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:28,  1.78it/s, loss=0.696, pair=0.006, adv=7.601, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:28,  1.78it/s, loss=0.605, pair=0.010, adv=7.715, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:26<01:22,  1.91it/s, loss=0.605, pair=0.010, adv=7.715, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:27<01:22,  1.91it/s, loss=0.582, pair=0.020, adv=6.188, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:27<01:26,  1.81it/s, loss=0.582, pair=0.020, adv=6.188, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:27<01:26,  1.81it/s, loss=0.626, pair=0.002, adv=6.160, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:27<01:20,  1.92it/s, loss=0.626, pair=0.002, adv=6.160, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:28<01:20,  1.92it/s, loss=0.615, pair=0.007, adv=9.233, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:28<01:24,  1.81it/s, loss=0.615, pair=0.007, adv=9.233, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:28<01:24,  1.81it/s, loss=0.629, pair=0.005, adv=7.429, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:28<01:19,  1.93it/s, loss=0.629, pair=0.005, adv=7.429, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:29<01:19,  1.93it/s, loss=0.591, pair=0.010, adv=5.489, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:29<01:23,  1.83it/s, loss=0.591, pair=0.010, adv=5.489, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:29<01:23,  1.83it/s, loss=0.629, pair=0.002, adv=5.868, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:29<01:17,  1.96it/s, loss=0.629, pair=0.002, adv=5.868, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:30<01:17,  1.96it/s, loss=0.563, pair=0.004, adv=9.979, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:21,  1.85it/s, loss=0.563, pair=0.004, adv=9.979, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:21,  1.85it/s, loss=0.603, pair=0.000, adv=4.482, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:30<01:15,  1.97it/s, loss=0.603, pair=0.000, adv=4.482, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:31<01:15,  1.97it/s, loss=0.677, pair=0.002, adv=4.969, sprd=0.036
Ep 038/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:22,  1.80it/s, loss=0.677, pair=0.002, adv=4.969, sprd=0.036
Ep 038/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:22,  1.80it/s, loss=0.638, pair=0.000, adv=3.436, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:31<01:17,  1.91it/s, loss=0.638, pair=0.000, adv=3.436, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:32<01:17,  1.91it/s, loss=0.579, pair=0.000, adv=7.073, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:21,  1.79it/s, loss=0.579, pair=0.000, adv=7.073, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:21,  1.79it/s, loss=0.629, pair=0.003, adv=5.520, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:32<01:16,  1.89it/s, loss=0.629, pair=0.003, adv=5.520, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:33<01:16,  1.89it/s, loss=0.624, pair=0.012, adv=5.642, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:21,  1.76it/s, loss=0.624, pair=0.012, adv=5.642, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:34<01:21,  1.76it/s, loss=0.608, pair=0.001, adv=7.056, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:34<01:16,  1.86it/s, loss=0.608, pair=0.001, adv=7.056, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:34<01:16,  1.86it/s, loss=0.630, pair=0.001, adv=5.994, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:34<01:20,  1.76it/s, loss=0.630, pair=0.001, adv=5.994, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:35<01:20,  1.76it/s, loss=0.651, pair=0.010, adv=5.192, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:35<01:14,  1.89it/s, loss=0.651, pair=0.010, adv=5.192, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:35<01:14,  1.89it/s, loss=0.562, pair=0.013, adv=8.203, sprd=0.011
Ep 038/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:20,  1.74it/s, loss=0.562, pair=0.013, adv=8.203, sprd=0.011
Ep 038/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:36<01:20,  1.74it/s, loss=0.569, pair=0.000, adv=6.059, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:36<01:13,  1.89it/s, loss=0.569, pair=0.000, adv=6.059, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:36<01:13,  1.89it/s, loss=0.697, pair=0.000, adv=7.811, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:36<01:16,  1.80it/s, loss=0.697, pair=0.000, adv=7.811, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:37<01:16,  1.80it/s, loss=0.621, pair=0.000, adv=3.976, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:37<01:12,  1.89it/s, loss=0.621, pair=0.000, adv=3.976, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:38<01:12,  1.89it/s, loss=0.610, pair=0.002, adv=3.649, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:38<01:21,  1.67it/s, loss=0.610, pair=0.002, adv=3.649, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:38<01:21,  1.67it/s, loss=0.623, pair=0.000, adv=3.721, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:38<01:14,  1.81it/s, loss=0.623, pair=0.000, adv=3.721, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:39<01:14,  1.81it/s, loss=0.608, pair=0.005, adv=6.841, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:39<01:13,  1.82it/s, loss=0.608, pair=0.005, adv=6.841, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:39<01:13,  1.82it/s, loss=0.608, pair=0.005, adv=5.794, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:39<01:07,  1.97it/s, loss=0.608, pair=0.005, adv=5.794, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:39<01:07,  1.97it/s, loss=0.606, pair=0.001, adv=4.556, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:39<01:07,  1.95it/s, loss=0.606, pair=0.001, adv=4.556, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:40<01:07,  1.95it/s, loss=0.589, pair=0.000, adv=7.395, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:40<01:01,  2.11it/s, loss=0.589, pair=0.000, adv=7.395, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:40<01:01,  2.11it/s, loss=0.604, pair=0.000, adv=3.237, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:40<01:04,  2.03it/s, loss=0.604, pair=0.000, adv=3.237, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:41<01:04,  2.03it/s, loss=0.574, pair=0.005, adv=6.428, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:41<01:00,  2.14it/s, loss=0.574, pair=0.005, adv=6.428, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:41<01:00,  2.14it/s, loss=0.632, pair=0.012, adv=5.167, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:41<01:03,  2.02it/s, loss=0.632, pair=0.012, adv=5.167, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:42<01:03,  2.02it/s, loss=0.589, pair=0.008, adv=9.521, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.14it/s, loss=0.589, pair=0.008, adv=9.521, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:42<00:59,  2.14it/s, loss=0.675, pair=0.009, adv=9.352, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:42<01:00,  2.08it/s, loss=0.675, pair=0.009, adv=9.352, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:43<01:00,  2.08it/s, loss=0.581, pair=0.001, adv=4.855, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:43<00:56,  2.21it/s, loss=0.581, pair=0.001, adv=4.855, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:43<00:56,  2.21it/s, loss=0.555, pair=0.001, adv=2.741, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:43<00:58,  2.12it/s, loss=0.555, pair=0.001, adv=2.741, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:44<00:58,  2.12it/s, loss=0.629, pair=0.002, adv=4.542, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:44<00:55,  2.20it/s, loss=0.629, pair=0.002, adv=4.542, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:44<00:55,  2.20it/s, loss=0.601, pair=0.014, adv=4.222, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:44<00:58,  2.10it/s, loss=0.601, pair=0.014, adv=4.222, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:45<00:58,  2.10it/s, loss=0.666, pair=0.015, adv=5.732, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:45<00:55,  2.18it/s, loss=0.666, pair=0.015, adv=5.732, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:45<00:55,  2.18it/s, loss=0.589, pair=0.007, adv=6.978, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:45<00:57,  2.09it/s, loss=0.589, pair=0.007, adv=6.978, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:45<00:57,  2.09it/s, loss=0.633, pair=0.000, adv=6.975, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:45<00:54,  2.18it/s, loss=0.633, pair=0.000, adv=6.975, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:46<00:54,  2.18it/s, loss=0.568, pair=0.001, adv=6.605, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:46<00:55,  2.13it/s, loss=0.568, pair=0.001, adv=6.605, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:46<00:55,  2.13it/s, loss=0.618, pair=0.002, adv=5.734, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:46<00:53,  2.18it/s, loss=0.618, pair=0.002, adv=5.734, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:47<00:53,  2.18it/s, loss=0.610, pair=0.001, adv=4.342, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:47<00:56,  2.06it/s, loss=0.610, pair=0.001, adv=4.342, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:47<00:56,  2.06it/s, loss=0.589, pair=0.000, adv=5.258, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:47<00:53,  2.16it/s, loss=0.589, pair=0.000, adv=5.258, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:48<00:53,  2.16it/s, loss=0.599, pair=0.004, adv=6.909, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:48<00:55,  2.07it/s, loss=0.599, pair=0.004, adv=6.909, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:48<00:55,  2.07it/s, loss=0.618, pair=0.003, adv=5.342, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:48<00:52,  2.17it/s, loss=0.618, pair=0.003, adv=5.342, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:49<00:52,  2.17it/s, loss=0.632, pair=0.005, adv=5.081, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:49<00:53,  2.09it/s, loss=0.632, pair=0.005, adv=5.081, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:49<00:53,  2.09it/s, loss=0.576, pair=0.001, adv=7.693, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:50,  2.19it/s, loss=0.576, pair=0.001, adv=7.693, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:50<00:50,  2.19it/s, loss=0.618, pair=0.000, adv=10.205, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:50<00:53,  2.07it/s, loss=0.618, pair=0.000, adv=10.205, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:50<00:53,  2.07it/s, loss=0.637, pair=0.000, adv=4.129, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:50<00:50,  2.17it/s, loss=0.637, pair=0.000, adv=4.129, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:51<00:50,  2.17it/s, loss=0.629, pair=0.000, adv=7.138, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:51<00:51,  2.09it/s, loss=0.629, pair=0.000, adv=7.138, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:51<00:51,  2.09it/s, loss=0.593, pair=0.000, adv=4.521, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:49,  2.18it/s, loss=0.593, pair=0.000, adv=4.521, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:52<00:49,  2.18it/s, loss=0.589, pair=0.001, adv=10.373, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:52<00:53,  1.98it/s, loss=0.589, pair=0.001, adv=10.373, sprd=0.01
Ep 038/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:52<00:53,  1.98it/s, loss=0.635, pair=0.000, adv=5.648, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:49,  2.12it/s, loss=0.635, pair=0.000, adv=5.648, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:53<00:49,  2.12it/s, loss=0.585, pair=0.000, adv=8.535, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:53<00:51,  2.03it/s, loss=0.585, pair=0.000, adv=8.535, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:53<00:51,  2.03it/s, loss=0.640, pair=0.000, adv=5.725, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:48,  2.12it/s, loss=0.640, pair=0.000, adv=5.725, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:54<00:48,  2.12it/s, loss=0.564, pair=0.000, adv=2.799, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:54<00:50,  2.03it/s, loss=0.564, pair=0.000, adv=2.799, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:54<00:50,  2.03it/s, loss=0.635, pair=0.000, adv=4.236, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:54<00:47,  2.15it/s, loss=0.635, pair=0.000, adv=4.236, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:55<00:47,  2.15it/s, loss=0.637, pair=0.000, adv=7.081, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:55<00:49,  2.01it/s, loss=0.637, pair=0.000, adv=7.081, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:55<00:49,  2.01it/s, loss=0.652, pair=0.000, adv=3.773, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:55<00:46,  2.14it/s, loss=0.652, pair=0.000, adv=3.773, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:56<00:46,  2.14it/s, loss=0.662, pair=0.001, adv=5.557, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:48,  2.02it/s, loss=0.662, pair=0.001, adv=5.557, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:48,  2.02it/s, loss=0.655, pair=0.004, adv=7.215, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:56<00:45,  2.11it/s, loss=0.655, pair=0.004, adv=7.215, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:56<00:45,  2.11it/s, loss=0.588, pair=0.001, adv=5.374, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:56<00:46,  2.05it/s, loss=0.588, pair=0.001, adv=5.374, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:57<00:46,  2.05it/s, loss=0.585, pair=0.000, adv=8.716, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:57<00:43,  2.18it/s, loss=0.585, pair=0.000, adv=8.716, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:57<00:43,  2.18it/s, loss=0.627, pair=0.001, adv=6.874, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:57<00:45,  2.07it/s, loss=0.627, pair=0.001, adv=6.874, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:58<00:45,  2.07it/s, loss=0.589, pair=0.001, adv=6.535, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:58<00:43,  2.15it/s, loss=0.589, pair=0.001, adv=6.535, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:58<00:43,  2.15it/s, loss=0.602, pair=0.001, adv=7.657, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:58<00:44,  2.06it/s, loss=0.602, pair=0.001, adv=7.657, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:59<00:44,  2.06it/s, loss=0.619, pair=0.004, adv=4.676, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:59<00:42,  2.12it/s, loss=0.619, pair=0.004, adv=4.676, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:59<00:42,  2.12it/s, loss=0.584, pair=0.000, adv=5.237, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  80%|▊| 363/453 [02:59<00:43,  2.06it/s, loss=0.584, pair=0.000, adv=5.237, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:00<00:43,  2.06it/s, loss=0.654, pair=0.000, adv=5.352, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:00<00:41,  2.14it/s, loss=0.654, pair=0.000, adv=5.352, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:00<00:41,  2.14it/s, loss=0.664, pair=0.000, adv=5.140, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:00<00:42,  2.05it/s, loss=0.664, pair=0.000, adv=5.140, sprd=0.029
Ep 038/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:01<00:42,  2.05it/s, loss=0.608, pair=0.001, adv=7.470, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:01<00:40,  2.16it/s, loss=0.608, pair=0.001, adv=7.470, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:01<00:40,  2.16it/s, loss=0.591, pair=0.000, adv=3.657, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:01<00:41,  2.06it/s, loss=0.591, pair=0.000, adv=3.657, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:02<00:41,  2.06it/s, loss=0.631, pair=0.000, adv=5.910, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:02<00:39,  2.13it/s, loss=0.631, pair=0.000, adv=5.910, sprd=0.027
Ep 038/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:02<00:39,  2.13it/s, loss=0.629, pair=0.001, adv=9.429, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:02<00:41,  2.04it/s, loss=0.629, pair=0.001, adv=9.429, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:03<00:41,  2.04it/s, loss=0.624, pair=0.002, adv=8.279, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:03<00:38,  2.14it/s, loss=0.624, pair=0.002, adv=8.279, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:03<00:38,  2.14it/s, loss=0.623, pair=0.006, adv=10.184, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:03<00:42,  1.94it/s, loss=0.623, pair=0.006, adv=10.184, sprd=0.02
Ep 038/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:04<00:42,  1.94it/s, loss=0.630, pair=0.002, adv=3.957, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:04<00:39,  2.06it/s, loss=0.630, pair=0.002, adv=3.957, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:04<00:39,  2.06it/s, loss=0.611, pair=0.000, adv=5.582, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:04<00:39,  2.02it/s, loss=0.611, pair=0.000, adv=5.582, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:05<00:39,  2.02it/s, loss=0.643, pair=0.000, adv=6.176, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:05<00:37,  2.10it/s, loss=0.643, pair=0.000, adv=6.176, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:05<00:37,  2.10it/s, loss=0.573, pair=0.001, adv=6.390, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:05<00:38,  2.03it/s, loss=0.573, pair=0.001, adv=6.390, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:06<00:38,  2.03it/s, loss=0.620, pair=0.000, adv=6.010, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:06<00:36,  2.11it/s, loss=0.620, pair=0.000, adv=6.010, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:06<00:36,  2.11it/s, loss=0.607, pair=0.000, adv=5.559, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:06<00:37,  2.04it/s, loss=0.607, pair=0.000, adv=5.559, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:07<00:37,  2.04it/s, loss=0.628, pair=0.000, adv=6.735, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:07<00:34,  2.15it/s, loss=0.628, pair=0.000, adv=6.735, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:07<00:34,  2.15it/s, loss=0.627, pair=0.003, adv=7.177, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:07<00:35,  2.07it/s, loss=0.627, pair=0.003, adv=7.177, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:07<00:35,  2.07it/s, loss=0.580, pair=0.000, adv=6.756, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:07<00:33,  2.17it/s, loss=0.580, pair=0.000, adv=6.756, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:08<00:33,  2.17it/s, loss=0.616, pair=0.000, adv=3.559, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:08<00:34,  2.10it/s, loss=0.616, pair=0.000, adv=3.559, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:08<00:34,  2.10it/s, loss=0.606, pair=0.001, adv=5.356, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:08<00:32,  2.19it/s, loss=0.606, pair=0.001, adv=5.356, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:09<00:32,  2.19it/s, loss=0.597, pair=0.000, adv=7.709, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:09<00:33,  2.08it/s, loss=0.597, pair=0.000, adv=7.709, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:09<00:33,  2.08it/s, loss=0.634, pair=0.000, adv=4.764, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:09<00:31,  2.17it/s, loss=0.634, pair=0.000, adv=4.764, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:10<00:31,  2.17it/s, loss=0.598, pair=0.000, adv=9.989, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:10<00:32,  2.09it/s, loss=0.598, pair=0.000, adv=9.989, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:10<00:32,  2.09it/s, loss=0.609, pair=0.000, adv=7.141, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:10<00:31,  2.15it/s, loss=0.609, pair=0.000, adv=7.141, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:11<00:31,  2.15it/s, loss=0.629, pair=0.000, adv=4.984, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:11<00:31,  2.07it/s, loss=0.629, pair=0.000, adv=4.984, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:11<00:31,  2.07it/s, loss=0.584, pair=0.000, adv=6.024, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:11<00:30,  2.14it/s, loss=0.584, pair=0.000, adv=6.024, sprd=0.017
Ep 038/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:12<00:30,  2.14it/s, loss=0.503, pair=0.011, adv=2.381, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:12<00:32,  1.94it/s, loss=0.503, pair=0.011, adv=2.381, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:12<00:32,  1.94it/s, loss=0.622, pair=0.001, adv=5.036, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:12<00:31,  2.00it/s, loss=0.622, pair=0.001, adv=5.036, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:13<00:31,  2.00it/s, loss=0.613, pair=0.001, adv=7.504, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:13<00:34,  1.81it/s, loss=0.613, pair=0.001, adv=7.504, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:13<00:34,  1.81it/s, loss=0.625, pair=0.001, adv=8.845, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:13<00:31,  1.92it/s, loss=0.625, pair=0.001, adv=8.845, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:14<00:31,  1.92it/s, loss=0.633, pair=0.000, adv=6.926, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:14<00:33,  1.82it/s, loss=0.633, pair=0.000, adv=6.926, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:15<00:33,  1.82it/s, loss=0.640, pair=0.000, adv=4.689, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:30,  1.92it/s, loss=0.640, pair=0.000, adv=4.689, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:30,  1.92it/s, loss=0.586, pair=0.000, adv=7.067, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:15<00:31,  1.84it/s, loss=0.586, pair=0.000, adv=7.067, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:16<00:31,  1.84it/s, loss=0.634, pair=0.000, adv=8.229, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:16<00:29,  1.97it/s, loss=0.634, pair=0.000, adv=8.229, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:16<00:29,  1.97it/s, loss=0.617, pair=0.000, adv=5.911, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:16<00:29,  1.88it/s, loss=0.617, pair=0.000, adv=5.911, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:17<00:29,  1.88it/s, loss=0.631, pair=0.000, adv=4.200, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:17<00:28,  1.96it/s, loss=0.631, pair=0.000, adv=4.200, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:17<00:28,  1.96it/s, loss=0.615, pair=0.001, adv=5.148, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:17<00:31,  1.72it/s, loss=0.615, pair=0.001, adv=5.148, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:18<00:31,  1.72it/s, loss=0.659, pair=0.000, adv=8.845, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:18<00:29,  1.83it/s, loss=0.659, pair=0.000, adv=8.845, sprd=0.031
Ep 038/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:18<00:29,  1.83it/s, loss=0.557, pair=0.000, adv=9.816, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:18<00:29,  1.75it/s, loss=0.557, pair=0.000, adv=9.816, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:19<00:29,  1.75it/s, loss=0.636, pair=0.003, adv=6.916, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:19<00:27,  1.87it/s, loss=0.636, pair=0.003, adv=6.916, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:20<00:27,  1.87it/s, loss=0.610, pair=0.000, adv=6.116, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:27,  1.79it/s, loss=0.610, pair=0.000, adv=6.116, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:27,  1.79it/s, loss=0.577, pair=0.003, adv=7.747, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:20<00:25,  1.93it/s, loss=0.577, pair=0.003, adv=7.747, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:21<00:25,  1.93it/s, loss=0.641, pair=0.000, adv=5.069, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:26,  1.81it/s, loss=0.641, pair=0.000, adv=5.069, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:26,  1.81it/s, loss=0.589, pair=0.000, adv=5.853, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:21<00:24,  1.93it/s, loss=0.589, pair=0.000, adv=5.853, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:22<00:24,  1.93it/s, loss=0.610, pair=0.003, adv=6.287, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:25,  1.83it/s, loss=0.610, pair=0.003, adv=6.287, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:25,  1.83it/s, loss=0.606, pair=0.000, adv=7.991, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:23,  1.95it/s, loss=0.606, pair=0.000, adv=7.991, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:23<00:23,  1.95it/s, loss=0.582, pair=0.000, adv=7.546, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:23<00:24,  1.83it/s, loss=0.582, pair=0.000, adv=7.546, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:23<00:24,  1.83it/s, loss=0.626, pair=0.000, adv=7.632, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:23<00:22,  1.93it/s, loss=0.626, pair=0.000, adv=7.632, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:24<00:22,  1.93it/s, loss=0.616, pair=0.000, adv=5.748, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:24<00:23,  1.79it/s, loss=0.616, pair=0.000, adv=5.748, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:24<00:23,  1.79it/s, loss=0.614, pair=0.000, adv=4.045, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:24<00:21,  1.93it/s, loss=0.614, pair=0.000, adv=4.045, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:25<00:21,  1.93it/s, loss=0.626, pair=0.003, adv=4.371, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:25<00:21,  1.85it/s, loss=0.626, pair=0.003, adv=4.371, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:25<00:21,  1.85it/s, loss=0.608, pair=0.000, adv=6.011, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:25<00:20,  1.95it/s, loss=0.608, pair=0.000, adv=6.011, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:26<00:20,  1.95it/s, loss=0.614, pair=0.000, adv=6.085, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:26<00:20,  1.83it/s, loss=0.614, pair=0.000, adv=6.085, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:26<00:20,  1.83it/s, loss=0.630, pair=0.000, adv=6.393, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:26<00:18,  1.95it/s, loss=0.630, pair=0.000, adv=6.393, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:27<00:18,  1.95it/s, loss=0.608, pair=0.000, adv=4.973, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:27<00:19,  1.83it/s, loss=0.608, pair=0.000, adv=4.973, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:27<00:19,  1.83it/s, loss=0.604, pair=0.000, adv=5.047, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:27<00:17,  1.96it/s, loss=0.604, pair=0.000, adv=5.047, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:28<00:17,  1.96it/s, loss=0.615, pair=0.000, adv=7.060, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:28<00:17,  1.92it/s, loss=0.615, pair=0.000, adv=7.060, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:28<00:17,  1.92it/s, loss=0.635, pair=0.000, adv=3.588, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:28<00:16,  2.04it/s, loss=0.635, pair=0.000, adv=3.588, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:29<00:16,  2.04it/s, loss=0.656, pair=0.000, adv=7.107, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.01it/s, loss=0.656, pair=0.000, adv=7.107, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:29<00:15,  2.01it/s, loss=0.606, pair=0.000, adv=7.092, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.11it/s, loss=0.606, pair=0.000, adv=7.092, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:30<00:14,  2.11it/s, loss=0.644, pair=0.000, adv=6.887, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.02it/s, loss=0.644, pair=0.000, adv=6.887, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:30<00:14,  2.02it/s, loss=0.635, pair=0.000, adv=5.587, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:30<00:13,  2.13it/s, loss=0.635, pair=0.000, adv=5.587, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:31<00:13,  2.13it/s, loss=0.636, pair=0.001, adv=7.939, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.06it/s, loss=0.636, pair=0.001, adv=7.939, sprd=0.023
Ep 038/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:31<00:13,  2.06it/s, loss=0.576, pair=0.003, adv=7.471, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.22it/s, loss=0.576, pair=0.003, adv=7.471, sprd=0.012
Ep 038/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:32<00:12,  2.22it/s, loss=0.669, pair=0.000, adv=5.886, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:32<00:13,  1.98it/s, loss=0.669, pair=0.000, adv=5.886, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:32<00:13,  1.98it/s, loss=0.653, pair=0.000, adv=5.298, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:32<00:12,  2.07it/s, loss=0.653, pair=0.000, adv=5.298, sprd=0.032
Ep 038/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:33<00:12,  2.07it/s, loss=0.630, pair=0.001, adv=7.718, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:33<00:12,  1.99it/s, loss=0.630, pair=0.001, adv=7.718, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:33<00:12,  1.99it/s, loss=0.617, pair=0.004, adv=7.962, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.11it/s, loss=0.617, pair=0.004, adv=7.962, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:34<00:10,  2.11it/s, loss=0.612, pair=0.001, adv=6.805, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.05it/s, loss=0.612, pair=0.001, adv=6.805, sprd=0.022
Ep 038/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:34<00:10,  2.05it/s, loss=0.579, pair=0.001, adv=8.534, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:34<00:09,  2.18it/s, loss=0.579, pair=0.001, adv=8.534, sprd=0.013
Ep 038/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:35<00:09,  2.18it/s, loss=0.593, pair=0.000, adv=7.773, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.07it/s, loss=0.593, pair=0.000, adv=7.773, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:35<00:09,  2.07it/s, loss=0.642, pair=0.008, adv=6.090, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:35<00:08,  2.15it/s, loss=0.642, pair=0.008, adv=6.090, sprd=0.028
Ep 038/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:36<00:08,  2.15it/s, loss=0.600, pair=0.005, adv=7.728, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.600, pair=0.005, adv=7.728, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.631, pair=0.004, adv=7.941, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.631, pair=0.004, adv=7.941, sprd=0.024
Ep 038/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.574, pair=0.003, adv=5.850, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:36<00:07,  2.07it/s, loss=0.574, pair=0.003, adv=5.850, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:37<00:07,  2.07it/s, loss=0.626, pair=0.002, adv=7.425, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.14it/s, loss=0.626, pair=0.002, adv=7.425, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:37<00:06,  2.14it/s, loss=0.598, pair=0.005, adv=7.936, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:37<00:06,  2.08it/s, loss=0.598, pair=0.005, adv=7.936, sprd=0.015
Ep 038/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.616, pair=0.003, adv=4.846, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:38<00:05,  2.19it/s, loss=0.616, pair=0.003, adv=4.846, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:38<00:05,  2.19it/s, loss=0.620, pair=0.000, adv=5.122, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:38<00:05,  2.09it/s, loss=0.620, pair=0.000, adv=5.122, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:39<00:05,  2.09it/s, loss=0.600, pair=0.009, adv=7.596, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.20it/s, loss=0.600, pair=0.009, adv=7.596, sprd=0.018
Ep 038/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:39<00:05,  2.20it/s, loss=0.568, pair=0.009, adv=5.709, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:04,  2.13it/s, loss=0.568, pair=0.009, adv=5.709, sprd=0.014
Ep 038/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:40<00:04,  2.13it/s, loss=0.612, pair=0.003, adv=6.927, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.22it/s, loss=0.612, pair=0.003, adv=6.927, sprd=0.019
Ep 038/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:40<00:04,  2.22it/s, loss=0.625, pair=0.005, adv=5.177, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:03,  2.10it/s, loss=0.625, pair=0.005, adv=5.177, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:41<00:03,  2.10it/s, loss=0.591, pair=0.002, adv=6.949, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.17it/s, loss=0.591, pair=0.002, adv=6.949, sprd=0.020
Ep 038/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:41<00:03,  2.17it/s, loss=0.601, pair=0.000, adv=5.592, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:02,  2.11it/s, loss=0.601, pair=0.000, adv=5.592, sprd=0.016
Ep 038/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:42<00:02,  2.11it/s, loss=0.608, pair=0.001, adv=4.788, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.20it/s, loss=0.608, pair=0.001, adv=4.788, sprd=0.021
Ep 038/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:42<00:02,  2.20it/s, loss=0.645, pair=0.003, adv=4.023, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:01,  2.10it/s, loss=0.645, pair=0.003, adv=4.023, sprd=0.026
Ep 038/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:01,  2.10it/s, loss=0.639, pair=0.000, adv=9.189, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:42<00:01,  2.19it/s, loss=0.639, pair=0.000, adv=9.189, sprd=0.025
Ep 038/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:43<00:01,  2.19it/s, loss=0.606, pair=0.000, adv=6.065, sprd=0.021
Ep 038/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:00,  2.09it/s, loss=0.606, pair=0.000, adv=6.065, sprd=0.021
Ep 038/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:00,  2.09it/s, loss=0.658, pair=0.001, adv=3.660, sprd=0.030
Ep 038/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:43<00:00,  2.17it/s, loss=0.658, pair=0.001, adv=3.660, sprd=0.030
Ep 038/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:44<00:00,  2.17it/s, loss=0.618, pair=0.001, adv=4.515, sprd=0.024
Ep 038/80 [S2→S3:ramp]: 100%|█| 453/453 [03:44<00:00,  2.08it/s, loss=0.618, pair=0.001, adv=4.515, sprd=0.024
                                                                                                              
Epoch 038/80 [S2→S3:ramp]  loss=0.6160  mat=0.2633  sens=1.0444  pair=0.0115  adv=5.9859(rand=3.47)  deg=0.0034  orth=0.0016  spread=0.0211  q_mean=52.4  q_std=19.1  α=0.28 β=0.32 γ=0.56 λ_grl=0.600  lr=5.81e-05  224s

Ep 039/80 [S2→S3:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 039/80 [S2→S3:ramp]:   0%|          | 0/453 [00:00<?, ?it/s, loss=0.656, pair=0.001, adv=5.965, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:   0%|  | 1/453 [00:00<06:33,  1.15it/s, loss=0.656, pair=0.001, adv=5.965, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<06:33,  1.15it/s, loss=0.657, pair=0.001, adv=5.924, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:28,  1.68it/s, loss=0.657, pair=0.001, adv=5.924, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<04:28,  1.68it/s, loss=0.576, pair=0.005, adv=6.948, sprd=0.014]
Ep 039/80 [S2→S3:ramp]:   1%|  | 3/453 [00:01<04:41,  1.60it/s, loss=0.576, pair=0.005, adv=6.948, sprd=0.014]
Ep 039/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<04:41,  1.60it/s, loss=0.620, pair=0.001, adv=5.705, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<04:02,  1.86it/s, loss=0.620, pair=0.001, adv=5.705, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<04:02,  1.86it/s, loss=0.613, pair=0.000, adv=4.443, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:   1%|  | 5/453 [00:02<03:57,  1.88it/s, loss=0.613, pair=0.000, adv=4.443, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<03:57,  1.88it/s, loss=0.620, pair=0.002, adv=8.828, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:42,  2.00it/s, loss=0.620, pair=0.002, adv=8.828, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<03:42,  2.00it/s, loss=0.615, pair=0.007, adv=3.960, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   2%|  | 7/453 [00:03<03:50,  1.93it/s, loss=0.615, pair=0.007, adv=3.960, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<03:50,  1.93it/s, loss=0.629, pair=0.003, adv=5.188, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:37,  2.05it/s, loss=0.629, pair=0.003, adv=5.188, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:37,  2.05it/s, loss=0.577, pair=0.004, adv=6.181, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   2%|  | 9/453 [00:04<03:41,  2.01it/s, loss=0.577, pair=0.004, adv=6.181, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<03:41,  2.01it/s, loss=0.565, pair=0.003, adv=5.653, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:28,  2.12it/s, loss=0.565, pair=0.003, adv=5.653, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:28,  2.12it/s, loss=0.631, pair=0.011, adv=6.388, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   2%| | 11/453 [00:05<03:29,  2.11it/s, loss=0.631, pair=0.011, adv=6.388, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<03:29,  2.11it/s, loss=0.643, pair=0.007, adv=4.356, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:22,  2.18it/s, loss=0.643, pair=0.007, adv=4.356, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:22,  2.18it/s, loss=0.636, pair=0.007, adv=4.075, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   3%| | 13/453 [00:06<03:32,  2.07it/s, loss=0.636, pair=0.007, adv=4.075, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<03:32,  2.07it/s, loss=0.613, pair=0.010, adv=4.512, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:19,  2.20it/s, loss=0.613, pair=0.010, adv=4.512, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:19,  2.20it/s, loss=0.667, pair=0.011, adv=5.425, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:30,  2.08it/s, loss=0.667, pair=0.011, adv=5.425, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:30,  2.08it/s, loss=0.630, pair=0.011, adv=7.777, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   4%| | 16/453 [00:07<03:20,  2.18it/s, loss=0.630, pair=0.011, adv=7.777, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   4%| | 16/453 [00:08<03:20,  2.18it/s, loss=0.618, pair=0.008, adv=5.965, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   4%| | 17/453 [00:08<03:27,  2.10it/s, loss=0.618, pair=0.008, adv=5.965, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   4%| | 17/453 [00:08<03:27,  2.10it/s, loss=0.641, pair=0.001, adv=5.125, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   4%| | 18/453 [00:08<03:20,  2.17it/s, loss=0.641, pair=0.001, adv=5.125, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   4%| | 18/453 [00:09<03:20,  2.17it/s, loss=0.628, pair=0.003, adv=5.759, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   4%| | 19/453 [00:09<03:33,  2.04it/s, loss=0.628, pair=0.003, adv=5.759, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   4%| | 19/453 [00:09<03:33,  2.04it/s, loss=0.648, pair=0.001, adv=5.013, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:   4%| | 20/453 [00:09<03:20,  2.16it/s, loss=0.648, pair=0.001, adv=5.013, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:   4%| | 20/453 [00:10<03:20,  2.16it/s, loss=0.624, pair=0.002, adv=7.126, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   5%| | 21/453 [00:10<03:29,  2.07it/s, loss=0.624, pair=0.002, adv=7.126, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   5%| | 21/453 [00:10<03:29,  2.07it/s, loss=0.672, pair=0.000, adv=7.570, sprd=0.031]
Ep 039/80 [S2→S3:ramp]:   5%| | 22/453 [00:10<03:21,  2.14it/s, loss=0.672, pair=0.000, adv=7.570, sprd=0.031]
Ep 039/80 [S2→S3:ramp]:   5%| | 22/453 [00:11<03:21,  2.14it/s, loss=0.668, pair=0.000, adv=9.829, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   5%| | 23/453 [00:11<03:32,  2.02it/s, loss=0.668, pair=0.000, adv=9.829, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   5%| | 23/453 [00:11<03:32,  2.02it/s, loss=0.658, pair=0.004, adv=6.620, sprd=0.028]
Ep 039/80 [S2→S3:ramp]:   5%| | 24/453 [00:11<03:22,  2.11it/s, loss=0.658, pair=0.004, adv=6.620, sprd=0.028]
Ep 039/80 [S2→S3:ramp]:   5%| | 24/453 [00:12<03:22,  2.11it/s, loss=0.666, pair=0.007, adv=4.834, sprd=0.029]
Ep 039/80 [S2→S3:ramp]:   6%| | 25/453 [00:12<03:28,  2.06it/s, loss=0.666, pair=0.007, adv=4.834, sprd=0.029]
Ep 039/80 [S2→S3:ramp]:   6%| | 25/453 [00:12<03:28,  2.06it/s, loss=0.602, pair=0.001, adv=3.756, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   6%| | 26/453 [00:12<03:17,  2.16it/s, loss=0.602, pair=0.001, adv=3.756, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   6%| | 26/453 [00:13<03:17,  2.16it/s, loss=0.597, pair=0.002, adv=7.710, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:   6%| | 27/453 [00:13<03:33,  1.99it/s, loss=0.597, pair=0.002, adv=7.710, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:   6%| | 27/453 [00:13<03:33,  1.99it/s, loss=0.603, pair=0.004, adv=9.604, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   6%| | 28/453 [00:13<03:19,  2.13it/s, loss=0.603, pair=0.004, adv=9.604, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   6%| | 28/453 [00:14<03:19,  2.13it/s, loss=0.601, pair=0.000, adv=8.136, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:   6%| | 29/453 [00:14<03:25,  2.06it/s, loss=0.601, pair=0.000, adv=8.136, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:   6%| | 29/453 [00:14<03:25,  2.06it/s, loss=0.587, pair=0.001, adv=6.733, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   7%| | 30/453 [00:14<03:15,  2.16it/s, loss=0.587, pair=0.001, adv=6.733, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   7%| | 30/453 [00:15<03:15,  2.16it/s, loss=0.590, pair=0.002, adv=3.369, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:22,  2.08it/s, loss=0.590, pair=0.002, adv=3.369, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:22,  2.08it/s, loss=0.611, pair=0.002, adv=8.433, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   7%| | 32/453 [00:15<03:13,  2.17it/s, loss=0.611, pair=0.002, adv=8.433, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   7%| | 32/453 [00:16<03:13,  2.17it/s, loss=0.659, pair=0.005, adv=3.716, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:29,  2.01it/s, loss=0.659, pair=0.005, adv=3.716, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:29,  2.01it/s, loss=0.606, pair=0.004, adv=5.934, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   8%| | 34/453 [00:16<03:20,  2.09it/s, loss=0.606, pair=0.004, adv=5.934, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:   8%| | 34/453 [00:17<03:20,  2.09it/s, loss=0.639, pair=0.003, adv=4.658, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   8%| | 35/453 [00:17<03:39,  1.90it/s, loss=0.639, pair=0.003, adv=4.658, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   8%| | 35/453 [00:17<03:39,  1.90it/s, loss=0.609, pair=0.002, adv=9.234, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:   8%| | 36/453 [00:17<03:30,  1.98it/s, loss=0.609, pair=0.002, adv=9.234, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:   8%| | 36/453 [00:18<03:30,  1.98it/s, loss=0.592, pair=0.005, adv=8.621, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:   8%| | 37/453 [00:18<03:49,  1.81it/s, loss=0.592, pair=0.005, adv=8.621, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:   8%| | 37/453 [00:18<03:49,  1.81it/s, loss=0.619, pair=0.008, adv=5.911, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   8%| | 38/453 [00:18<03:35,  1.93it/s, loss=0.619, pair=0.008, adv=5.911, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:   8%| | 38/453 [00:19<03:35,  1.93it/s, loss=0.631, pair=0.002, adv=5.522, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:   9%| | 39/453 [00:19<03:48,  1.81it/s, loss=0.631, pair=0.002, adv=5.522, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:   9%| | 39/453 [00:19<03:48,  1.81it/s, loss=0.606, pair=0.003, adv=6.422, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   9%| | 40/453 [00:19<03:35,  1.91it/s, loss=0.606, pair=0.003, adv=6.422, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:   9%| | 40/453 [00:20<03:35,  1.91it/s, loss=0.630, pair=0.000, adv=4.195, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   9%| | 41/453 [00:20<03:46,  1.82it/s, loss=0.630, pair=0.000, adv=4.195, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:   9%| | 41/453 [00:20<03:46,  1.82it/s, loss=0.594, pair=0.005, adv=5.574, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   9%| | 42/453 [00:20<03:31,  1.94it/s, loss=0.594, pair=0.005, adv=5.574, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:   9%| | 42/453 [00:21<03:31,  1.94it/s, loss=0.616, pair=0.003, adv=4.518, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   9%| | 43/453 [00:21<03:45,  1.82it/s, loss=0.616, pair=0.003, adv=4.518, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:   9%| | 43/453 [00:22<03:45,  1.82it/s, loss=0.629, pair=0.002, adv=5.858, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  10%| | 44/453 [00:22<03:30,  1.94it/s, loss=0.629, pair=0.002, adv=5.858, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  10%| | 44/453 [00:22<03:30,  1.94it/s, loss=0.601, pair=0.001, adv=5.339, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  10%| | 45/453 [00:22<03:45,  1.81it/s, loss=0.601, pair=0.001, adv=5.339, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  10%| | 45/453 [00:23<03:45,  1.81it/s, loss=0.603, pair=0.002, adv=3.025, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  10%| | 46/453 [00:23<03:30,  1.93it/s, loss=0.603, pair=0.002, adv=3.025, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  10%| | 46/453 [00:23<03:30,  1.93it/s, loss=0.699, pair=0.000, adv=6.113, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  10%| | 47/453 [00:23<03:43,  1.81it/s, loss=0.699, pair=0.000, adv=6.113, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  10%| | 47/453 [00:24<03:43,  1.81it/s, loss=0.574, pair=0.000, adv=4.907, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  11%| | 48/453 [00:24<03:31,  1.91it/s, loss=0.574, pair=0.000, adv=4.907, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  11%| | 48/453 [00:24<03:31,  1.91it/s, loss=0.641, pair=0.002, adv=6.518, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  11%| | 49/453 [00:24<03:47,  1.78it/s, loss=0.641, pair=0.002, adv=6.518, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  11%| | 49/453 [00:25<03:47,  1.78it/s, loss=0.606, pair=0.009, adv=11.016, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  11%| | 50/453 [00:25<03:30,  1.92it/s, loss=0.606, pair=0.009, adv=11.016, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  11%| | 50/453 [00:25<03:30,  1.92it/s, loss=0.646, pair=0.006, adv=4.765, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  11%| | 51/453 [00:25<03:41,  1.82it/s, loss=0.646, pair=0.006, adv=4.765, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  11%| | 51/453 [00:26<03:41,  1.82it/s, loss=0.601, pair=0.003, adv=4.198, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  11%| | 52/453 [00:26<03:27,  1.93it/s, loss=0.601, pair=0.003, adv=4.198, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  11%| | 52/453 [00:26<03:27,  1.93it/s, loss=0.642, pair=0.001, adv=5.882, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  12%| | 53/453 [00:26<03:38,  1.83it/s, loss=0.642, pair=0.001, adv=5.882, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  12%| | 53/453 [00:27<03:38,  1.83it/s, loss=0.580, pair=0.000, adv=3.502, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  12%| | 54/453 [00:27<03:24,  1.95it/s, loss=0.580, pair=0.000, adv=3.502, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  12%| | 54/453 [00:28<03:24,  1.95it/s, loss=0.569, pair=0.004, adv=10.739, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  12%| | 55/453 [00:28<03:52,  1.72it/s, loss=0.569, pair=0.004, adv=10.739, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  12%| | 55/453 [00:28<03:52,  1.72it/s, loss=0.662, pair=0.000, adv=7.827, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  12%| | 56/453 [00:28<03:36,  1.84it/s, loss=0.662, pair=0.000, adv=7.827, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  12%| | 56/453 [00:29<03:36,  1.84it/s, loss=0.642, pair=0.006, adv=4.062, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.79it/s, loss=0.642, pair=0.006, adv=4.062, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:29<03:41,  1.79it/s, loss=0.663, pair=0.014, adv=7.083, sprd=0.029]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:29<03:29,  1.89it/s, loss=0.663, pair=0.014, adv=7.083, sprd=0.029]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:30<03:29,  1.89it/s, loss=0.631, pair=0.007, adv=7.324, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:30<03:40,  1.78it/s, loss=0.631, pair=0.007, adv=7.324, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:30<03:40,  1.78it/s, loss=0.592, pair=0.001, adv=5.166, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:30<03:27,  1.90it/s, loss=0.592, pair=0.001, adv=5.166, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:31<03:27,  1.90it/s, loss=0.626, pair=0.001, adv=6.259, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:31<03:37,  1.80it/s, loss=0.626, pair=0.001, adv=6.259, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:31<03:37,  1.80it/s, loss=0.643, pair=0.002, adv=5.781, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:31<03:22,  1.93it/s, loss=0.643, pair=0.002, adv=5.781, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:32<03:22,  1.93it/s, loss=0.610, pair=0.019, adv=4.131, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:32<03:24,  1.90it/s, loss=0.610, pair=0.019, adv=4.131, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:32<03:24,  1.90it/s, loss=0.632, pair=0.019, adv=5.333, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:32<03:08,  2.06it/s, loss=0.632, pair=0.019, adv=5.333, sprd=0.017]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:33<03:08,  2.06it/s, loss=0.652, pair=0.000, adv=6.008, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:33<03:12,  2.01it/s, loss=0.652, pair=0.000, adv=6.008, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:33<03:12,  2.01it/s, loss=0.614, pair=0.001, adv=6.200, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:33<03:02,  2.12it/s, loss=0.614, pair=0.001, adv=6.200, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:34<03:02,  2.12it/s, loss=0.607, pair=0.000, adv=3.196, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:34<03:10,  2.02it/s, loss=0.607, pair=0.000, adv=3.196, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:34<03:10,  2.02it/s, loss=0.653, pair=0.000, adv=3.793, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:34<03:02,  2.11it/s, loss=0.653, pair=0.000, adv=3.793, sprd=0.026]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:35<03:02,  2.11it/s, loss=0.643, pair=0.001, adv=5.319, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:35<03:09,  2.02it/s, loss=0.643, pair=0.001, adv=5.319, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:35<03:09,  2.02it/s, loss=0.621, pair=0.001, adv=4.780, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:35<03:00,  2.12it/s, loss=0.621, pair=0.001, adv=4.780, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:36<03:00,  2.12it/s, loss=0.651, pair=0.007, adv=6.990, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.04it/s, loss=0.651, pair=0.007, adv=6.990, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:36<03:07,  2.04it/s, loss=0.656, pair=0.006, adv=5.638, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:36<02:56,  2.16it/s, loss=0.656, pair=0.006, adv=5.638, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:37<02:56,  2.16it/s, loss=0.656, pair=0.003, adv=5.025, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:37<03:01,  2.10it/s, loss=0.656, pair=0.003, adv=5.025, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:37<03:01,  2.10it/s, loss=0.611, pair=0.003, adv=6.160, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:37<02:55,  2.16it/s, loss=0.611, pair=0.003, adv=6.160, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:38<02:55,  2.16it/s, loss=0.599, pair=0.000, adv=8.129, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:38<03:06,  2.02it/s, loss=0.599, pair=0.000, adv=8.129, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:38<03:06,  2.02it/s, loss=0.641, pair=0.003, adv=6.748, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<02:56,  2.14it/s, loss=0.641, pair=0.003, adv=6.748, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:38<02:56,  2.14it/s, loss=0.599, pair=0.000, adv=3.690, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:38<03:02,  2.07it/s, loss=0.599, pair=0.000, adv=3.690, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:39<03:02,  2.07it/s, loss=0.612, pair=0.000, adv=8.598, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<02:55,  2.14it/s, loss=0.612, pair=0.000, adv=8.598, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:39<02:55,  2.14it/s, loss=0.638, pair=0.003, adv=6.389, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:39<03:01,  2.06it/s, loss=0.638, pair=0.003, adv=6.389, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:40<03:01,  2.06it/s, loss=0.630, pair=0.002, adv=5.420, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:52,  2.16it/s, loss=0.630, pair=0.002, adv=5.420, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:40<02:52,  2.16it/s, loss=0.639, pair=0.000, adv=4.896, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:40<03:00,  2.06it/s, loss=0.639, pair=0.000, adv=4.896, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:41<03:00,  2.06it/s, loss=0.636, pair=0.005, adv=5.931, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:52,  2.14it/s, loss=0.636, pair=0.005, adv=5.931, sprd=0.023]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:41<02:52,  2.14it/s, loss=0.622, pair=0.009, adv=5.477, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:41<03:08,  1.96it/s, loss=0.622, pair=0.009, adv=5.477, sprd=0.019]
Ep 039/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:42<03:08,  1.96it/s, loss=0.630, pair=0.000, adv=6.226, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<02:56,  2.10it/s, loss=0.630, pair=0.000, adv=6.226, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:42<02:56,  2.10it/s, loss=0.610, pair=0.000, adv=6.300, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:04,  2.00it/s, loss=0.610, pair=0.000, adv=6.300, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:43<03:04,  2.00it/s, loss=0.598, pair=0.005, adv=4.651, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:55,  2.09it/s, loss=0.598, pair=0.005, adv=4.651, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:43<02:55,  2.09it/s, loss=0.619, pair=0.000, adv=4.246, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<03:00,  2.02it/s, loss=0.619, pair=0.000, adv=4.246, sprd=0.021]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:44<03:00,  2.02it/s, loss=0.574, pair=0.001, adv=4.425, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.14it/s, loss=0.574, pair=0.001, adv=4.425, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:44<02:50,  2.14it/s, loss=0.605, pair=0.007, adv=7.516, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<02:53,  2.09it/s, loss=0.605, pair=0.007, adv=7.516, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:45<02:53,  2.09it/s, loss=0.614, pair=0.000, adv=6.609, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.16it/s, loss=0.614, pair=0.000, adv=6.609, sprd=0.022]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:45<02:47,  2.16it/s, loss=0.587, pair=0.000, adv=8.985, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<02:55,  2.07it/s, loss=0.587, pair=0.000, adv=8.985, sprd=0.015]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:46<02:55,  2.07it/s, loss=0.603, pair=0.006, adv=5.662, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<02:46,  2.16it/s, loss=0.603, pair=0.006, adv=5.662, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:46<02:46,  2.16it/s, loss=0.592, pair=0.014, adv=4.271, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<02:52,  2.09it/s, loss=0.592, pair=0.014, adv=4.271, sprd=0.013]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<02:52,  2.09it/s, loss=0.591, pair=0.001, adv=7.936, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:46<02:44,  2.18it/s, loss=0.591, pair=0.001, adv=7.936, sprd=0.016]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:47<02:44,  2.18it/s, loss=0.628, pair=0.001, adv=3.584, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:48,  2.12it/s, loss=0.628, pair=0.001, adv=3.584, sprd=0.020]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<02:48,  2.12it/s, loss=0.623, pair=0.001, adv=3.227, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:47<02:43,  2.19it/s, loss=0.623, pair=0.001, adv=3.227, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:48<02:43,  2.19it/s, loss=0.653, pair=0.008, adv=3.681, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:48,  2.11it/s, loss=0.653, pair=0.008, adv=3.681, sprd=0.024]
Ep 039/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<02:48,  2.11it/s, loss=0.591, pair=0.008, adv=7.703, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:48<02:42,  2.18it/s, loss=0.591, pair=0.008, adv=7.703, sprd=0.018]
Ep 039/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:49<02:42,  2.18it/s, loss=0.631, pair=0.002, adv=8.016, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:52,  2.05it/s, loss=0.631, pair=0.002, adv=8.016, sprd=0.025]
Ep 039/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<02:52,  2.05it/s, loss=0.642, pair=0.004, adv=5.278, sprd=0.027]
Ep 039/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:49<02:45,  2.13it/s, loss=0.642, pair=0.004, adv=5.278, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<02:45,  2.13it/s, loss=0.612, pair=0.003, adv=6.909, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:52,  2.04it/s, loss=0.612, pair=0.003, adv=6.909, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<02:52,  2.04it/s, loss=0.653, pair=0.004, adv=4.648, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:50<02:45,  2.12it/s, loss=0.653, pair=0.004, adv=4.648, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<02:45,  2.12it/s, loss=0.600, pair=0.002, adv=5.334, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:48,  2.07it/s, loss=0.600, pair=0.002, adv=5.334, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<02:48,  2.07it/s, loss=0.603, pair=0.003, adv=7.063, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:51<02:42,  2.15it/s, loss=0.603, pair=0.003, adv=7.063, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<02:42,  2.15it/s, loss=0.645, pair=0.008, adv=5.381, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:47,  2.08it/s, loss=0.645, pair=0.008, adv=5.381, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<02:47,  2.08it/s, loss=0.610, pair=0.006, adv=3.957, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:52<02:39,  2.17it/s, loss=0.610, pair=0.006, adv=3.957, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:53<02:39,  2.17it/s, loss=0.604, pair=0.005, adv=9.210, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<02:47,  2.06it/s, loss=0.604, pair=0.005, adv=9.210, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<02:47,  2.06it/s, loss=0.605, pair=0.002, adv=7.881, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:53<02:39,  2.17it/s, loss=0.605, pair=0.002, adv=7.881, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:54<02:39,  2.17it/s, loss=0.616, pair=0.004, adv=6.258, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:50,  2.02it/s, loss=0.616, pair=0.004, adv=6.258, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:50,  2.02it/s, loss=0.612, pair=0.001, adv=6.317, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:54<02:41,  2.13it/s, loss=0.612, pair=0.001, adv=6.317, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:55<02:41,  2.13it/s, loss=0.632, pair=0.005, adv=7.763, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:49,  2.02it/s, loss=0.632, pair=0.005, adv=7.763, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:49,  2.02it/s, loss=0.604, pair=0.011, adv=4.387, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:55<02:37,  2.17it/s, loss=0.604, pair=0.011, adv=4.387, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:56<02:37,  2.17it/s, loss=0.638, pair=0.005, adv=6.347, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:50,  1.99it/s, loss=0.638, pair=0.005, adv=6.347, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:50,  1.99it/s, loss=0.635, pair=0.002, adv=5.465, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:56<02:41,  2.10it/s, loss=0.635, pair=0.002, adv=5.465, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:57<02:41,  2.10it/s, loss=0.801, pair=0.588, adv=8.569, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.801, pair=0.588, adv=8.569, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:47,  2.02it/s, loss=0.776, pair=0.586, adv=6.400, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:57<02:37,  2.14it/s, loss=0.776, pair=0.586, adv=6.400, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:37,  2.14it/s, loss=0.603, pair=0.001, adv=8.396, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:45,  2.04it/s, loss=0.603, pair=0.001, adv=8.396, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:45,  2.04it/s, loss=0.656, pair=0.004, adv=7.843, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:58<02:38,  2.11it/s, loss=0.656, pair=0.004, adv=7.843, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:58<02:38,  2.11it/s, loss=0.606, pair=0.003, adv=5.772, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:58<02:41,  2.07it/s, loss=0.606, pair=0.003, adv=5.772, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<02:41,  2.07it/s, loss=0.605, pair=0.004, adv=5.028, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:34,  2.16it/s, loss=0.605, pair=0.004, adv=5.028, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:34,  2.16it/s, loss=0.674, pair=0.006, adv=6.818, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  27%|▎| 121/453 [00:59<02:44,  2.02it/s, loss=0.674, pair=0.006, adv=6.818, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:00<02:44,  2.02it/s, loss=0.570, pair=0.002, adv=3.722, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:33,  2.16it/s, loss=0.570, pair=0.002, adv=3.722, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:33,  2.16it/s, loss=0.620, pair=0.002, adv=4.274, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:00<02:38,  2.09it/s, loss=0.620, pair=0.002, adv=4.274, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:01<02:38,  2.09it/s, loss=0.659, pair=0.002, adv=6.109, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:31,  2.18it/s, loss=0.659, pair=0.002, adv=6.109, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:31,  2.18it/s, loss=0.675, pair=0.004, adv=5.908, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:01<02:41,  2.03it/s, loss=0.675, pair=0.004, adv=5.908, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:02<02:41,  2.03it/s, loss=0.600, pair=0.003, adv=6.623, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:32,  2.14it/s, loss=0.600, pair=0.003, adv=6.623, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:32,  2.14it/s, loss=0.639, pair=0.000, adv=7.834, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:02<02:39,  2.04it/s, loss=0.639, pair=0.000, adv=7.834, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:03<02:39,  2.04it/s, loss=0.603, pair=0.006, adv=4.823, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:27,  2.20it/s, loss=0.603, pair=0.006, adv=4.823, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:27,  2.20it/s, loss=0.626, pair=0.009, adv=5.046, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:03<02:35,  2.09it/s, loss=0.626, pair=0.009, adv=5.046, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:04<02:35,  2.09it/s, loss=0.675, pair=0.003, adv=6.074, sprd=0.033
Ep 039/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:30,  2.15it/s, loss=0.675, pair=0.003, adv=6.074, sprd=0.033
Ep 039/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:30,  2.15it/s, loss=0.649, pair=0.001, adv=5.180, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:04<02:34,  2.09it/s, loss=0.649, pair=0.001, adv=5.180, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:05<02:34,  2.09it/s, loss=0.601, pair=0.004, adv=4.678, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:26,  2.19it/s, loss=0.601, pair=0.004, adv=4.678, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:26,  2.19it/s, loss=0.662, pair=0.001, adv=5.311, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:05<02:39,  2.00it/s, loss=0.662, pair=0.001, adv=5.311, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:06<02:39,  2.00it/s, loss=0.602, pair=0.005, adv=2.878, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:32,  2.09it/s, loss=0.602, pair=0.005, adv=2.878, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:32,  2.09it/s, loss=0.621, pair=0.001, adv=3.986, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:06<02:45,  1.92it/s, loss=0.621, pair=0.001, adv=3.986, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:07<02:45,  1.92it/s, loss=0.629, pair=0.000, adv=3.753, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:35,  2.03it/s, loss=0.629, pair=0.000, adv=3.753, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:35,  2.03it/s, loss=0.656, pair=0.002, adv=4.345, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:07<03:05,  1.70it/s, loss=0.656, pair=0.002, adv=4.345, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:08<03:05,  1.70it/s, loss=0.576, pair=0.004, adv=7.398, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:08<02:50,  1.85it/s, loss=0.576, pair=0.004, adv=7.398, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:09<02:50,  1.85it/s, loss=0.595, pair=0.001, adv=5.558, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:09<03:00,  1.74it/s, loss=0.595, pair=0.001, adv=5.558, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:09<03:00,  1.74it/s, loss=0.607, pair=0.000, adv=4.755, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:09<02:46,  1.88it/s, loss=0.607, pair=0.000, adv=4.755, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:10<02:46,  1.88it/s, loss=0.630, pair=0.001, adv=4.102, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:10<02:54,  1.79it/s, loss=0.630, pair=0.001, adv=4.102, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:10<02:54,  1.79it/s, loss=0.576, pair=0.000, adv=7.824, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:10<02:42,  1.91it/s, loss=0.576, pair=0.000, adv=7.824, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:11<02:42,  1.91it/s, loss=0.664, pair=0.000, adv=3.965, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:11<02:49,  1.83it/s, loss=0.664, pair=0.000, adv=3.965, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:11<02:49,  1.83it/s, loss=0.605, pair=0.000, adv=6.197, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:11<02:40,  1.93it/s, loss=0.605, pair=0.000, adv=6.197, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:12<02:40,  1.93it/s, loss=0.622, pair=0.000, adv=5.861, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:12<02:47,  1.83it/s, loss=0.622, pair=0.000, adv=5.861, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:12<02:47,  1.83it/s, loss=0.593, pair=0.000, adv=6.347, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:12<02:35,  1.97it/s, loss=0.593, pair=0.000, adv=6.347, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:13<02:35,  1.97it/s, loss=0.591, pair=0.000, adv=7.126, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:13<02:45,  1.85it/s, loss=0.591, pair=0.000, adv=7.126, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:13<02:45,  1.85it/s, loss=0.645, pair=0.000, adv=6.192, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:13<02:38,  1.93it/s, loss=0.645, pair=0.000, adv=6.192, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:14<02:38,  1.93it/s, loss=0.603, pair=0.003, adv=7.361, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:14<02:47,  1.82it/s, loss=0.603, pair=0.003, adv=7.361, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:14<02:47,  1.82it/s, loss=0.592, pair=0.002, adv=7.164, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:14<02:36,  1.94it/s, loss=0.592, pair=0.002, adv=7.164, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:15<02:36,  1.94it/s, loss=0.570, pair=0.001, adv=4.885, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:15<02:43,  1.85it/s, loss=0.570, pair=0.001, adv=4.885, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:15<02:43,  1.85it/s, loss=0.633, pair=0.000, adv=5.866, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:15<02:35,  1.93it/s, loss=0.633, pair=0.000, adv=5.866, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:16<02:35,  1.93it/s, loss=0.650, pair=0.002, adv=4.627, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:16<02:44,  1.82it/s, loss=0.650, pair=0.002, adv=4.627, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:16<02:44,  1.82it/s, loss=0.658, pair=0.001, adv=7.926, sprd=0.032
Ep 039/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:16<02:37,  1.90it/s, loss=0.658, pair=0.001, adv=7.926, sprd=0.032
Ep 039/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:17<02:37,  1.90it/s, loss=0.617, pair=0.000, adv=4.544, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:17<02:43,  1.82it/s, loss=0.617, pair=0.000, adv=4.544, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:17<02:43,  1.82it/s, loss=0.623, pair=0.000, adv=5.785, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:17<02:32,  1.94it/s, loss=0.623, pair=0.000, adv=5.785, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:18<02:32,  1.94it/s, loss=0.563, pair=0.000, adv=4.406, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:18<02:45,  1.78it/s, loss=0.563, pair=0.000, adv=4.406, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:19<02:45,  1.78it/s, loss=0.623, pair=0.000, adv=6.543, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:19<02:33,  1.92it/s, loss=0.623, pair=0.000, adv=6.543, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:19<02:33,  1.92it/s, loss=0.601, pair=0.000, adv=3.612, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:19<02:41,  1.82it/s, loss=0.601, pair=0.000, adv=3.612, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:20<02:41,  1.82it/s, loss=0.672, pair=0.001, adv=4.526, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:20<02:31,  1.93it/s, loss=0.672, pair=0.001, adv=4.526, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:20<02:31,  1.93it/s, loss=0.623, pair=0.000, adv=6.120, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:20<02:40,  1.82it/s, loss=0.623, pair=0.000, adv=6.120, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:21<02:40,  1.82it/s, loss=0.614, pair=0.015, adv=5.464, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:28,  1.95it/s, loss=0.614, pair=0.015, adv=5.464, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:21<02:28,  1.95it/s, loss=0.637, pair=0.003, adv=6.781, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:21<02:33,  1.89it/s, loss=0.637, pair=0.003, adv=6.781, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:22<02:33,  1.89it/s, loss=0.638, pair=0.007, adv=5.280, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:22<02:22,  2.02it/s, loss=0.638, pair=0.007, adv=5.280, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:22<02:22,  2.02it/s, loss=0.619, pair=0.001, adv=3.452, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:22<02:34,  1.86it/s, loss=0.619, pair=0.001, adv=3.452, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:23<02:34,  1.86it/s, loss=0.648, pair=0.001, adv=4.559, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:23<02:22,  2.02it/s, loss=0.648, pair=0.001, adv=4.559, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:23<02:22,  2.02it/s, loss=0.612, pair=0.000, adv=6.887, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:23<02:22,  2.01it/s, loss=0.612, pair=0.000, adv=6.887, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:24<02:22,  2.01it/s, loss=0.611, pair=0.002, adv=7.649, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:24<02:15,  2.10it/s, loss=0.611, pair=0.002, adv=7.649, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:24<02:15,  2.10it/s, loss=0.676, pair=0.000, adv=5.402, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:24<02:21,  2.01it/s, loss=0.676, pair=0.000, adv=5.402, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:25<02:21,  2.01it/s, loss=0.631, pair=0.000, adv=4.810, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:25<02:13,  2.12it/s, loss=0.631, pair=0.000, adv=4.810, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:25<02:13,  2.12it/s, loss=0.624, pair=0.007, adv=4.959, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:25<02:18,  2.04it/s, loss=0.624, pair=0.007, adv=4.959, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:25<02:18,  2.04it/s, loss=0.624, pair=0.007, adv=7.134, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:25<02:09,  2.17it/s, loss=0.624, pair=0.007, adv=7.134, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:26<02:09,  2.17it/s, loss=0.649, pair=0.004, adv=6.191, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:26<02:11,  2.12it/s, loss=0.649, pair=0.004, adv=6.191, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:26<02:11,  2.12it/s, loss=0.639, pair=0.004, adv=3.397, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:26<02:07,  2.19it/s, loss=0.639, pair=0.004, adv=3.397, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:27<02:07,  2.19it/s, loss=0.622, pair=0.000, adv=4.680, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:27<02:12,  2.10it/s, loss=0.622, pair=0.000, adv=4.680, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:27<02:12,  2.10it/s, loss=0.634, pair=0.001, adv=3.607, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:27<02:04,  2.22it/s, loss=0.634, pair=0.001, adv=3.607, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:28<02:04,  2.22it/s, loss=0.650, pair=0.001, adv=4.150, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:28<02:10,  2.11it/s, loss=0.650, pair=0.001, adv=4.150, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:28<02:10,  2.11it/s, loss=0.615, pair=0.000, adv=8.486, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:28<02:06,  2.17it/s, loss=0.615, pair=0.000, adv=8.486, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:29<02:06,  2.17it/s, loss=0.631, pair=0.010, adv=7.663, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:10,  2.10it/s, loss=0.631, pair=0.010, adv=7.663, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:29<02:10,  2.10it/s, loss=0.630, pair=0.000, adv=5.350, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:29<02:04,  2.19it/s, loss=0.630, pair=0.000, adv=5.350, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:30<02:04,  2.19it/s, loss=0.650, pair=0.001, adv=3.448, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:08,  2.12it/s, loss=0.650, pair=0.001, adv=3.448, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:30<02:08,  2.12it/s, loss=0.599, pair=0.024, adv=6.055, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:30<01:59,  2.26it/s, loss=0.599, pair=0.024, adv=6.055, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:31<01:59,  2.26it/s, loss=0.617, pair=0.001, adv=4.396, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:05,  2.16it/s, loss=0.617, pair=0.001, adv=4.396, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:31<02:05,  2.16it/s, loss=0.614, pair=0.002, adv=7.502, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<01:59,  2.25it/s, loss=0.614, pair=0.002, adv=7.502, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:32<01:59,  2.25it/s, loss=0.649, pair=0.000, adv=4.961, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:05,  2.13it/s, loss=0.649, pair=0.000, adv=4.961, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:32<02:05,  2.13it/s, loss=0.633, pair=0.009, adv=6.993, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:01,  2.20it/s, loss=0.633, pair=0.009, adv=6.993, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:01,  2.20it/s, loss=0.608, pair=0.000, adv=5.221, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:32<02:05,  2.12it/s, loss=0.608, pair=0.000, adv=5.221, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:33<02:05,  2.12it/s, loss=0.618, pair=0.003, adv=7.353, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:01,  2.17it/s, loss=0.618, pair=0.003, adv=7.353, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:01,  2.17it/s, loss=0.651, pair=0.002, adv=4.103, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:33<02:06,  2.08it/s, loss=0.651, pair=0.002, adv=4.103, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:34<02:06,  2.08it/s, loss=0.659, pair=0.004, adv=3.341, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:00,  2.18it/s, loss=0.659, pair=0.004, adv=3.341, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:00,  2.18it/s, loss=0.636, pair=0.004, adv=5.944, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:34<02:05,  2.08it/s, loss=0.636, pair=0.004, adv=5.944, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:35<02:05,  2.08it/s, loss=0.647, pair=0.000, adv=8.490, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:00,  2.17it/s, loss=0.647, pair=0.000, adv=8.490, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:00,  2.17it/s, loss=0.583, pair=0.000, adv=4.672, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:35<02:13,  1.94it/s, loss=0.583, pair=0.000, adv=4.672, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:36<02:13,  1.94it/s, loss=0.595, pair=0.001, adv=5.806, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:04,  2.08it/s, loss=0.595, pair=0.001, adv=5.806, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:04,  2.08it/s, loss=0.610, pair=0.000, adv=5.864, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:36<02:04,  2.07it/s, loss=0.610, pair=0.000, adv=5.864, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:37<02:04,  2.07it/s, loss=0.605, pair=0.000, adv=6.157, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<01:59,  2.15it/s, loss=0.605, pair=0.000, adv=6.157, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<01:59,  2.15it/s, loss=0.600, pair=0.016, adv=4.393, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:37<02:02,  2.09it/s, loss=0.600, pair=0.016, adv=4.393, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:02,  2.09it/s, loss=0.634, pair=0.005, adv=8.492, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<01:58,  2.16it/s, loss=0.634, pair=0.005, adv=8.492, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<01:58,  2.16it/s, loss=0.642, pair=0.001, adv=3.841, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:38<02:05,  2.02it/s, loss=0.642, pair=0.001, adv=3.841, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:05,  2.02it/s, loss=0.656, pair=0.004, adv=6.042, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<01:59,  2.12it/s, loss=0.656, pair=0.004, adv=6.042, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<01:59,  2.12it/s, loss=0.631, pair=0.002, adv=5.262, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:39<02:01,  2.07it/s, loss=0.631, pair=0.002, adv=5.262, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:01,  2.07it/s, loss=0.649, pair=0.002, adv=3.157, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<01:55,  2.16it/s, loss=0.649, pair=0.002, adv=3.157, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<01:55,  2.16it/s, loss=0.563, pair=0.008, adv=2.785, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:40<01:58,  2.12it/s, loss=0.563, pair=0.008, adv=2.785, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:40<01:58,  2.12it/s, loss=0.586, pair=0.013, adv=7.827, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:40<01:52,  2.22it/s, loss=0.586, pair=0.013, adv=7.827, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<01:52,  2.22it/s, loss=0.523, pair=0.002, adv=2.846, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:41<01:53,  2.18it/s, loss=0.523, pair=0.002, adv=2.846, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:41<01:53,  2.18it/s, loss=0.613, pair=0.002, adv=4.508, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:41<01:48,  2.28it/s, loss=0.613, pair=0.002, adv=4.508, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<01:48,  2.28it/s, loss=0.627, pair=0.004, adv=5.422, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:42<01:54,  2.15it/s, loss=0.627, pair=0.004, adv=5.422, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:42<01:54,  2.15it/s, loss=0.624, pair=0.005, adv=4.933, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:42<01:50,  2.22it/s, loss=0.624, pair=0.005, adv=4.933, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<01:50,  2.22it/s, loss=0.628, pair=0.007, adv=4.213, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:43<01:55,  2.12it/s, loss=0.628, pair=0.007, adv=4.213, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:43<01:55,  2.12it/s, loss=0.620, pair=0.005, adv=7.114, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:43<01:51,  2.18it/s, loss=0.620, pair=0.005, adv=7.114, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<01:51,  2.18it/s, loss=0.611, pair=0.001, adv=7.850, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:44<01:59,  2.03it/s, loss=0.611, pair=0.001, adv=7.850, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:44<01:59,  2.03it/s, loss=0.606, pair=0.001, adv=3.855, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:44<01:52,  2.15it/s, loss=0.606, pair=0.001, adv=3.855, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.15it/s, loss=0.606, pair=0.001, adv=7.332, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:45<01:56,  2.07it/s, loss=0.606, pair=0.001, adv=7.332, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:45<01:56,  2.07it/s, loss=0.665, pair=0.001, adv=5.063, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:45<01:51,  2.14it/s, loss=0.665, pair=0.001, adv=5.063, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<01:51,  2.14it/s, loss=0.597, pair=0.003, adv=7.453, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:46<01:56,  2.04it/s, loss=0.597, pair=0.003, adv=7.453, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:46<01:56,  2.04it/s, loss=0.670, pair=0.006, adv=3.372, sprd=0.034
Ep 039/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:46<01:52,  2.11it/s, loss=0.670, pair=0.006, adv=3.372, sprd=0.034
Ep 039/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<01:52,  2.11it/s, loss=0.531, pair=0.004, adv=2.534, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:47<01:53,  2.08it/s, loss=0.531, pair=0.004, adv=2.534, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:47<01:53,  2.08it/s, loss=0.598, pair=0.002, adv=7.177, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:47<01:45,  2.23it/s, loss=0.598, pair=0.002, adv=7.177, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:48<01:45,  2.23it/s, loss=0.625, pair=0.005, adv=3.821, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:48<01:49,  2.14it/s, loss=0.625, pair=0.005, adv=3.821, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:48<01:49,  2.14it/s, loss=0.613, pair=0.000, adv=4.026, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:48<01:45,  2.22it/s, loss=0.613, pair=0.000, adv=4.026, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:48<01:45,  2.22it/s, loss=0.642, pair=0.002, adv=4.595, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:48<01:50,  2.09it/s, loss=0.642, pair=0.002, adv=4.595, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:49<01:50,  2.09it/s, loss=0.589, pair=0.001, adv=7.080, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:49<01:46,  2.17it/s, loss=0.589, pair=0.001, adv=7.080, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:50<01:46,  2.17it/s, loss=0.612, pair=0.001, adv=7.230, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:50<01:58,  1.95it/s, loss=0.612, pair=0.001, adv=7.230, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:50<01:58,  1.95it/s, loss=0.589, pair=0.000, adv=4.252, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:50<01:50,  2.07it/s, loss=0.589, pair=0.000, adv=4.252, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:50<01:50,  2.07it/s, loss=0.618, pair=0.002, adv=6.182, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:50<01:53,  2.01it/s, loss=0.618, pair=0.002, adv=6.182, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:51<01:53,  2.01it/s, loss=0.640, pair=0.000, adv=6.941, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:51<01:47,  2.11it/s, loss=0.640, pair=0.000, adv=6.941, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:51<01:47,  2.11it/s, loss=0.595, pair=0.001, adv=7.676, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:51<01:50,  2.05it/s, loss=0.595, pair=0.001, adv=7.676, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:52<01:50,  2.05it/s, loss=0.678, pair=0.001, adv=5.422, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:52<01:45,  2.13it/s, loss=0.678, pair=0.001, adv=5.422, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:52<01:45,  2.13it/s, loss=0.620, pair=0.000, adv=3.259, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:52<01:49,  2.04it/s, loss=0.620, pair=0.000, adv=3.259, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:53<01:49,  2.04it/s, loss=0.584, pair=0.024, adv=5.802, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:53<01:45,  2.12it/s, loss=0.584, pair=0.024, adv=5.802, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:53<01:45,  2.12it/s, loss=0.655, pair=0.005, adv=3.995, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:53<01:46,  2.08it/s, loss=0.655, pair=0.005, adv=3.995, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:54<01:46,  2.08it/s, loss=0.603, pair=0.007, adv=5.574, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:54<01:41,  2.17it/s, loss=0.603, pair=0.007, adv=5.574, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:54<01:41,  2.17it/s, loss=0.663, pair=0.003, adv=6.768, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:54<01:53,  1.93it/s, loss=0.663, pair=0.003, adv=6.768, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:55<01:53,  1.93it/s, loss=0.598, pair=0.001, adv=7.352, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:55<01:49,  2.01it/s, loss=0.598, pair=0.001, adv=7.352, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:55<01:49,  2.01it/s, loss=0.654, pair=0.001, adv=4.442, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:55<01:56,  1.86it/s, loss=0.654, pair=0.001, adv=4.442, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:56<01:56,  1.86it/s, loss=0.624, pair=0.001, adv=7.316, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:56<01:50,  1.96it/s, loss=0.624, pair=0.001, adv=7.316, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:56<01:50,  1.96it/s, loss=0.602, pair=0.001, adv=6.755, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:56<01:56,  1.85it/s, loss=0.602, pair=0.001, adv=6.755, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:57<01:56,  1.85it/s, loss=0.648, pair=0.006, adv=4.221, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:57<01:49,  1.95it/s, loss=0.648, pair=0.006, adv=4.221, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:58<01:49,  1.95it/s, loss=0.670, pair=0.000, adv=7.865, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:56,  1.84it/s, loss=0.670, pair=0.000, adv=7.865, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:56,  1.84it/s, loss=0.628, pair=0.000, adv=4.403, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:58<01:49,  1.94it/s, loss=0.628, pair=0.000, adv=4.403, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:59<01:49,  1.94it/s, loss=0.612, pair=0.001, adv=8.133, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:58,  1.79it/s, loss=0.612, pair=0.001, adv=8.133, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:58,  1.79it/s, loss=0.620, pair=0.000, adv=4.662, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  53%|▌| 242/453 [01:59<01:51,  1.89it/s, loss=0.620, pair=0.000, adv=4.662, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  53%|▌| 242/453 [02:00<01:51,  1.89it/s, loss=1.100, pair=1.426, adv=6.414, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:57,  1.79it/s, loss=1.100, pair=1.426, adv=6.414, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:57,  1.79it/s, loss=0.659, pair=0.000, adv=6.749, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:00<01:50,  1.90it/s, loss=0.659, pair=0.000, adv=6.749, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:01<01:50,  1.90it/s, loss=0.603, pair=0.001, adv=5.569, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:54,  1.81it/s, loss=0.603, pair=0.001, adv=5.569, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:54,  1.81it/s, loss=0.895, pair=0.881, adv=8.555, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:01<01:48,  1.90it/s, loss=0.895, pair=0.881, adv=8.555, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:02<01:48,  1.90it/s, loss=1.057, pair=1.230, adv=5.426, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:02<02:02,  1.68it/s, loss=1.057, pair=1.230, adv=5.426, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:03<02:02,  1.68it/s, loss=0.630, pair=0.002, adv=7.142, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:03<01:53,  1.80it/s, loss=0.630, pair=0.002, adv=7.142, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:03<01:53,  1.80it/s, loss=0.630, pair=0.004, adv=3.808, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:03<01:57,  1.73it/s, loss=0.630, pair=0.004, adv=3.808, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:04<01:57,  1.73it/s, loss=0.626, pair=0.003, adv=8.522, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:04<01:47,  1.88it/s, loss=0.626, pair=0.003, adv=8.522, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:04<01:47,  1.88it/s, loss=0.629, pair=0.001, adv=6.647, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:04<01:53,  1.78it/s, loss=0.629, pair=0.001, adv=6.647, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:05<01:53,  1.78it/s, loss=0.590, pair=0.005, adv=6.007, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:05<01:46,  1.88it/s, loss=0.590, pair=0.005, adv=6.007, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:05<01:46,  1.88it/s, loss=0.682, pair=0.003, adv=5.936, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:05<01:51,  1.79it/s, loss=0.682, pair=0.003, adv=5.936, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:06<01:51,  1.79it/s, loss=0.655, pair=0.002, adv=6.175, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:06<01:44,  1.91it/s, loss=0.655, pair=0.002, adv=6.175, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:06<01:44,  1.91it/s, loss=0.688, pair=0.000, adv=8.099, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:06<01:47,  1.84it/s, loss=0.688, pair=0.000, adv=8.099, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:07<01:47,  1.84it/s, loss=0.626, pair=0.000, adv=4.872, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:07<01:40,  1.96it/s, loss=0.626, pair=0.000, adv=4.872, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:07<01:40,  1.96it/s, loss=0.622, pair=0.000, adv=5.851, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:46,  1.84it/s, loss=0.622, pair=0.000, adv=5.851, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:08<01:46,  1.84it/s, loss=0.607, pair=0.003, adv=5.373, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:08<01:39,  1.95it/s, loss=0.607, pair=0.003, adv=5.373, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:08<01:39,  1.95it/s, loss=0.606, pair=0.006, adv=6.698, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:08<01:45,  1.85it/s, loss=0.606, pair=0.006, adv=6.698, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:09<01:45,  1.85it/s, loss=0.633, pair=0.001, adv=6.084, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:09<01:39,  1.95it/s, loss=0.633, pair=0.001, adv=6.084, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:09<01:39,  1.95it/s, loss=0.599, pair=0.006, adv=4.875, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:09<01:44,  1.84it/s, loss=0.599, pair=0.006, adv=4.875, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:10<01:44,  1.84it/s, loss=0.616, pair=0.004, adv=6.522, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:10<01:38,  1.93it/s, loss=0.616, pair=0.004, adv=6.522, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:10<01:38,  1.93it/s, loss=0.606, pair=0.009, adv=4.141, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:10<01:38,  1.93it/s, loss=0.606, pair=0.009, adv=4.141, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:11<01:38,  1.93it/s, loss=0.592, pair=0.000, adv=4.655, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:11<01:31,  2.06it/s, loss=0.592, pair=0.000, adv=4.655, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:11<01:31,  2.06it/s, loss=0.583, pair=0.004, adv=6.159, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:11<01:32,  2.04it/s, loss=0.583, pair=0.004, adv=6.159, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:12<01:32,  2.04it/s, loss=0.606, pair=0.006, adv=4.633, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:26,  2.17it/s, loss=0.606, pair=0.006, adv=4.633, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:12<01:26,  2.17it/s, loss=0.658, pair=0.006, adv=6.954, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:12<01:29,  2.07it/s, loss=0.658, pair=0.006, adv=6.954, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:13<01:29,  2.07it/s, loss=0.614, pair=0.001, adv=4.507, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:13<01:25,  2.16it/s, loss=0.614, pair=0.001, adv=4.507, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:13<01:25,  2.16it/s, loss=0.631, pair=0.005, adv=4.225, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:13<01:29,  2.06it/s, loss=0.631, pair=0.005, adv=4.225, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:14<01:29,  2.06it/s, loss=0.631, pair=0.001, adv=4.777, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:14<01:24,  2.16it/s, loss=0.631, pair=0.001, adv=4.777, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:14<01:24,  2.16it/s, loss=0.591, pair=0.010, adv=5.674, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:14<01:26,  2.10it/s, loss=0.591, pair=0.010, adv=5.674, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:15<01:26,  2.10it/s, loss=0.624, pair=0.004, adv=5.480, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:15<01:21,  2.22it/s, loss=0.624, pair=0.004, adv=5.480, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:15<01:21,  2.22it/s, loss=0.621, pair=0.002, adv=6.283, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:15<01:26,  2.09it/s, loss=0.621, pair=0.002, adv=6.283, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:15<01:26,  2.09it/s, loss=0.639, pair=0.002, adv=5.233, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:15<01:21,  2.21it/s, loss=0.639, pair=0.002, adv=5.233, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:16<01:21,  2.21it/s, loss=0.614, pair=0.001, adv=4.798, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:16<01:29,  1.98it/s, loss=0.614, pair=0.001, adv=4.798, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:17<01:29,  1.98it/s, loss=0.598, pair=0.001, adv=6.451, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:17<01:25,  2.07it/s, loss=0.598, pair=0.001, adv=6.451, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:17<01:25,  2.07it/s, loss=0.557, pair=0.001, adv=3.138, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:17<01:26,  2.03it/s, loss=0.557, pair=0.001, adv=3.138, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:17<01:26,  2.03it/s, loss=0.654, pair=0.003, adv=5.189, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:17<01:21,  2.14it/s, loss=0.654, pair=0.003, adv=5.189, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:18<01:21,  2.14it/s, loss=0.640, pair=0.004, adv=5.029, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:18<01:24,  2.07it/s, loss=0.640, pair=0.004, adv=5.029, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:18<01:24,  2.07it/s, loss=0.623, pair=0.003, adv=4.790, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:18<01:18,  2.19it/s, loss=0.623, pair=0.003, adv=4.790, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:19<01:18,  2.19it/s, loss=0.598, pair=0.002, adv=7.431, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:19<01:23,  2.06it/s, loss=0.598, pair=0.002, adv=7.431, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:19<01:23,  2.06it/s, loss=0.615, pair=0.004, adv=5.082, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:19<01:18,  2.18it/s, loss=0.615, pair=0.004, adv=5.082, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:20<01:18,  2.18it/s, loss=0.574, pair=0.003, adv=5.748, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:20<01:21,  2.09it/s, loss=0.574, pair=0.003, adv=5.748, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:20<01:21,  2.09it/s, loss=0.654, pair=0.000, adv=7.042, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:20<01:17,  2.17it/s, loss=0.654, pair=0.000, adv=7.042, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:21<01:17,  2.17it/s, loss=0.613, pair=0.000, adv=5.872, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:21<01:20,  2.09it/s, loss=0.613, pair=0.000, adv=5.872, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:21<01:20,  2.09it/s, loss=0.626, pair=0.000, adv=4.644, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:21<01:16,  2.18it/s, loss=0.626, pair=0.000, adv=4.644, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:22<01:16,  2.18it/s, loss=0.598, pair=0.006, adv=7.286, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:22<01:20,  2.07it/s, loss=0.598, pair=0.006, adv=7.286, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:22<01:20,  2.07it/s, loss=0.599, pair=0.003, adv=5.580, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:22<01:16,  2.16it/s, loss=0.599, pair=0.003, adv=5.580, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:23<01:16,  2.16it/s, loss=0.635, pair=0.002, adv=4.541, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:23<01:19,  2.06it/s, loss=0.635, pair=0.002, adv=4.541, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:23<01:19,  2.06it/s, loss=0.655, pair=0.000, adv=5.839, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:23<01:16,  2.13it/s, loss=0.655, pair=0.000, adv=5.839, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:24<01:16,  2.13it/s, loss=0.605, pair=0.003, adv=6.479, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:24<01:18,  2.07it/s, loss=0.605, pair=0.003, adv=6.479, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:24<01:18,  2.07it/s, loss=0.600, pair=0.002, adv=6.626, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:24<01:14,  2.16it/s, loss=0.600, pair=0.002, adv=6.626, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:25<01:14,  2.16it/s, loss=0.635, pair=0.003, adv=7.508, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:25<01:17,  2.05it/s, loss=0.635, pair=0.003, adv=7.508, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:25<01:17,  2.05it/s, loss=0.620, pair=0.000, adv=5.271, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:25<01:12,  2.19it/s, loss=0.620, pair=0.000, adv=5.271, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:26<01:12,  2.19it/s, loss=0.640, pair=0.001, adv=5.528, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:16,  2.07it/s, loss=0.640, pair=0.001, adv=5.528, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:16,  2.07it/s, loss=0.608, pair=0.002, adv=7.195, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:26<01:12,  2.17it/s, loss=0.608, pair=0.002, adv=7.195, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:26<01:12,  2.17it/s, loss=0.598, pair=0.001, adv=2.872, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:26<01:14,  2.10it/s, loss=0.598, pair=0.001, adv=2.872, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:27<01:14,  2.10it/s, loss=0.610, pair=0.001, adv=3.623, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:27<01:10,  2.21it/s, loss=0.610, pair=0.001, adv=3.623, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:27<01:10,  2.21it/s, loss=0.618, pair=0.000, adv=3.329, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:27<01:13,  2.10it/s, loss=0.618, pair=0.000, adv=3.329, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:28<01:13,  2.10it/s, loss=0.624, pair=0.000, adv=5.146, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:28<01:09,  2.20it/s, loss=0.624, pair=0.000, adv=5.146, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:28<01:09,  2.20it/s, loss=0.632, pair=0.000, adv=9.271, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:28<01:13,  2.08it/s, loss=0.632, pair=0.000, adv=9.271, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:29<01:13,  2.08it/s, loss=0.631, pair=0.000, adv=5.306, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:29<01:09,  2.16it/s, loss=0.631, pair=0.000, adv=5.306, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:29<01:09,  2.16it/s, loss=0.684, pair=0.000, adv=5.993, sprd=0.034
Ep 039/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:29<01:17,  1.93it/s, loss=0.684, pair=0.000, adv=5.993, sprd=0.034
Ep 039/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:17,  1.93it/s, loss=0.608, pair=0.000, adv=8.738, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:30<01:12,  2.06it/s, loss=0.608, pair=0.000, adv=8.738, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:30<01:12,  2.06it/s, loss=0.641, pair=0.001, adv=5.630, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:30<01:14,  1.99it/s, loss=0.641, pair=0.001, adv=5.630, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:14,  1.99it/s, loss=0.669, pair=0.007, adv=5.113, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:31<01:10,  2.10it/s, loss=0.669, pair=0.007, adv=5.113, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:31<01:10,  2.10it/s, loss=0.593, pair=0.002, adv=4.189, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:31<01:12,  2.02it/s, loss=0.593, pair=0.002, adv=4.189, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:12,  2.02it/s, loss=0.593, pair=0.004, adv=5.737, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:32<01:08,  2.12it/s, loss=0.593, pair=0.004, adv=5.737, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:32<01:08,  2.12it/s, loss=0.604, pair=0.002, adv=7.862, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:32<01:10,  2.03it/s, loss=0.604, pair=0.002, adv=7.862, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:10,  2.03it/s, loss=0.623, pair=0.002, adv=4.166, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:33<01:07,  2.11it/s, loss=0.623, pair=0.002, adv=4.166, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:33<01:07,  2.11it/s, loss=0.615, pair=0.001, adv=8.313, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:33<01:10,  2.01it/s, loss=0.615, pair=0.001, adv=8.313, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:34<01:10,  2.01it/s, loss=0.583, pair=0.000, adv=9.147, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:34<01:06,  2.14it/s, loss=0.583, pair=0.000, adv=9.147, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:34<01:06,  2.14it/s, loss=0.615, pair=0.001, adv=6.669, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:34<01:07,  2.07it/s, loss=0.615, pair=0.001, adv=6.669, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:07,  2.07it/s, loss=0.626, pair=0.000, adv=9.329, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:35<01:04,  2.16it/s, loss=0.626, pair=0.000, adv=9.329, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:35<01:04,  2.16it/s, loss=0.607, pair=0.001, adv=5.654, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:35<01:06,  2.07it/s, loss=0.607, pair=0.001, adv=5.654, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:36<01:06,  2.07it/s, loss=0.621, pair=0.000, adv=7.793, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:36<01:03,  2.15it/s, loss=0.621, pair=0.000, adv=7.793, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:36<01:03,  2.15it/s, loss=0.650, pair=0.001, adv=4.510, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:36<01:05,  2.06it/s, loss=0.650, pair=0.001, adv=4.510, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:36<01:05,  2.06it/s, loss=0.599, pair=0.000, adv=5.697, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:36<01:02,  2.16it/s, loss=0.599, pair=0.000, adv=5.697, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:37<01:02,  2.16it/s, loss=0.653, pair=0.000, adv=3.926, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:37<01:05,  2.05it/s, loss=0.653, pair=0.000, adv=3.926, sprd=0.029
Ep 039/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:37<01:05,  2.05it/s, loss=0.615, pair=0.000, adv=7.322, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:37<01:01,  2.16it/s, loss=0.615, pair=0.000, adv=7.322, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:38<01:01,  2.16it/s, loss=0.607, pair=0.000, adv=6.001, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:38<01:03,  2.07it/s, loss=0.607, pair=0.000, adv=6.001, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:38<01:03,  2.07it/s, loss=0.573, pair=0.000, adv=6.699, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:38<01:00,  2.18it/s, loss=0.573, pair=0.000, adv=6.699, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:39<01:00,  2.18it/s, loss=0.579, pair=0.000, adv=7.392, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:39<01:02,  2.09it/s, loss=0.579, pair=0.000, adv=7.392, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:39<01:02,  2.09it/s, loss=0.625, pair=0.000, adv=8.255, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:39<01:00,  2.13it/s, loss=0.625, pair=0.000, adv=8.255, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:40<01:00,  2.13it/s, loss=0.581, pair=0.000, adv=7.083, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:40<01:03,  2.03it/s, loss=0.581, pair=0.000, adv=7.083, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:40<01:03,  2.03it/s, loss=0.618, pair=0.005, adv=5.784, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:40<00:58,  2.18it/s, loss=0.618, pair=0.005, adv=5.784, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:41<00:58,  2.18it/s, loss=0.612, pair=0.000, adv=4.584, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:41<00:59,  2.13it/s, loss=0.612, pair=0.000, adv=4.584, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:41<00:59,  2.13it/s, loss=0.615, pair=0.001, adv=8.645, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:41<00:56,  2.22it/s, loss=0.615, pair=0.001, adv=8.645, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:42<00:56,  2.22it/s, loss=0.624, pair=0.003, adv=3.885, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:42<00:58,  2.11it/s, loss=0.624, pair=0.003, adv=3.885, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:42<00:58,  2.11it/s, loss=0.608, pair=0.002, adv=7.404, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:42<00:55,  2.21it/s, loss=0.608, pair=0.002, adv=7.404, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:43<00:55,  2.21it/s, loss=0.621, pair=0.001, adv=7.194, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:43<00:58,  2.07it/s, loss=0.621, pair=0.001, adv=7.194, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:43<00:58,  2.07it/s, loss=0.652, pair=0.000, adv=7.690, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:43<00:56,  2.14it/s, loss=0.652, pair=0.000, adv=7.690, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:44<00:56,  2.14it/s, loss=0.637, pair=0.000, adv=7.112, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:44<01:06,  1.79it/s, loss=0.637, pair=0.000, adv=7.112, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:44<01:06,  1.79it/s, loss=0.645, pair=0.000, adv=3.787, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:44<01:02,  1.92it/s, loss=0.645, pair=0.000, adv=3.787, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:45<01:02,  1.92it/s, loss=0.656, pair=0.000, adv=6.205, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:45<01:04,  1.82it/s, loss=0.656, pair=0.000, adv=6.205, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:45<01:04,  1.82it/s, loss=0.659, pair=0.000, adv=5.900, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:45<01:00,  1.94it/s, loss=0.659, pair=0.000, adv=5.900, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:46<01:00,  1.94it/s, loss=0.611, pair=0.000, adv=8.899, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:46<01:03,  1.83it/s, loss=0.611, pair=0.000, adv=8.899, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:46<01:03,  1.83it/s, loss=0.583, pair=0.001, adv=4.392, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:46<00:59,  1.93it/s, loss=0.583, pair=0.001, adv=4.392, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:47<00:59,  1.93it/s, loss=0.616, pair=0.001, adv=6.559, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:47<01:02,  1.82it/s, loss=0.616, pair=0.001, adv=6.559, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:47<01:02,  1.82it/s, loss=0.636, pair=0.000, adv=6.043, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:47<00:58,  1.94it/s, loss=0.636, pair=0.000, adv=6.043, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:48<00:58,  1.94it/s, loss=0.611, pair=0.006, adv=8.197, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:48<01:02,  1.78it/s, loss=0.611, pair=0.006, adv=8.197, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:49<01:02,  1.78it/s, loss=0.650, pair=0.005, adv=6.607, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:59,  1.86it/s, loss=0.650, pair=0.005, adv=6.607, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:59,  1.86it/s, loss=0.672, pair=0.005, adv=6.208, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:49<01:01,  1.79it/s, loss=0.672, pair=0.005, adv=6.208, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:50<01:01,  1.79it/s, loss=0.615, pair=0.000, adv=9.425, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:50<00:56,  1.93it/s, loss=0.615, pair=0.000, adv=9.425, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:50<00:56,  1.93it/s, loss=0.579, pair=0.000, adv=5.791, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:50<00:58,  1.84it/s, loss=0.579, pair=0.000, adv=5.791, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:51<00:58,  1.84it/s, loss=0.603, pair=0.002, adv=6.072, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:53,  1.98it/s, loss=0.603, pair=0.002, adv=6.072, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:53,  1.98it/s, loss=0.615, pair=0.000, adv=5.376, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:51<00:56,  1.88it/s, loss=0.615, pair=0.000, adv=5.376, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:52<00:56,  1.88it/s, loss=0.620, pair=0.000, adv=6.499, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:52,  2.00it/s, loss=0.620, pair=0.000, adv=6.499, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:52,  2.00it/s, loss=0.632, pair=0.007, adv=7.141, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:52<00:57,  1.82it/s, loss=0.632, pair=0.007, adv=7.141, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:53<00:57,  1.82it/s, loss=0.580, pair=0.002, adv=9.037, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:53,  1.92it/s, loss=0.580, pair=0.002, adv=9.037, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:53,  1.92it/s, loss=0.632, pair=0.009, adv=5.132, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:53<00:57,  1.79it/s, loss=0.632, pair=0.009, adv=5.132, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:54<00:57,  1.79it/s, loss=0.586, pair=0.005, adv=7.362, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:54<00:52,  1.93it/s, loss=0.586, pair=0.005, adv=7.362, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:55<00:52,  1.93it/s, loss=0.638, pair=0.005, adv=4.631, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:55<00:55,  1.80it/s, loss=0.638, pair=0.005, adv=4.631, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:55<00:55,  1.80it/s, loss=0.603, pair=0.006, adv=4.532, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:55<00:51,  1.92it/s, loss=0.603, pair=0.006, adv=4.532, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:56<00:51,  1.92it/s, loss=0.663, pair=0.002, adv=6.573, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:54,  1.79it/s, loss=0.663, pair=0.002, adv=6.573, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:56<00:54,  1.79it/s, loss=0.620, pair=0.003, adv=5.346, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:56<00:50,  1.90it/s, loss=0.620, pair=0.003, adv=5.346, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:57<00:50,  1.90it/s, loss=0.618, pair=0.003, adv=6.605, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:57<00:56,  1.70it/s, loss=0.618, pair=0.003, adv=6.605, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:57<00:56,  1.70it/s, loss=0.519, pair=0.003, adv=2.455, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:57<00:51,  1.85it/s, loss=0.519, pair=0.003, adv=2.455, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:58<00:51,  1.85it/s, loss=0.657, pair=0.002, adv=3.913, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:58<00:52,  1.79it/s, loss=0.657, pair=0.002, adv=3.913, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:58<00:52,  1.79it/s, loss=0.563, pair=0.001, adv=5.692, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:58<00:48,  1.90it/s, loss=0.563, pair=0.001, adv=5.692, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:59<00:48,  1.90it/s, loss=0.677, pair=0.003, adv=5.141, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.677, pair=0.003, adv=5.141, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:59<00:51,  1.80it/s, loss=0.576, pair=0.007, adv=6.260, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:59<00:46,  1.94it/s, loss=0.576, pair=0.007, adv=6.260, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  80%|▊| 362/453 [03:00<00:46,  1.94it/s, loss=0.693, pair=0.000, adv=6.496, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:00<00:47,  1.91it/s, loss=0.693, pair=0.000, adv=6.496, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  80%|▊| 363/453 [03:00<00:47,  1.91it/s, loss=0.639, pair=0.000, adv=9.566, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:00<00:43,  2.03it/s, loss=0.639, pair=0.000, adv=9.566, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  80%|▊| 364/453 [03:01<00:43,  2.03it/s, loss=0.654, pair=0.000, adv=6.674, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:01<00:45,  1.95it/s, loss=0.654, pair=0.000, adv=6.674, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:01<00:45,  1.95it/s, loss=0.642, pair=0.001, adv=5.094, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:01<00:42,  2.06it/s, loss=0.642, pair=0.001, adv=5.094, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:02<00:42,  2.06it/s, loss=0.614, pair=0.003, adv=7.522, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:02<00:42,  2.01it/s, loss=0.614, pair=0.003, adv=7.522, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:02<00:42,  2.01it/s, loss=0.638, pair=0.001, adv=7.689, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:02<00:39,  2.13it/s, loss=0.638, pair=0.001, adv=7.689, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:03<00:39,  2.13it/s, loss=0.639, pair=0.000, adv=5.107, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:03<00:40,  2.09it/s, loss=0.639, pair=0.000, adv=5.107, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:03<00:40,  2.09it/s, loss=0.601, pair=0.000, adv=8.181, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:03<00:37,  2.20it/s, loss=0.601, pair=0.000, adv=8.181, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:04<00:37,  2.20it/s, loss=0.627, pair=0.002, adv=3.922, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:04<00:39,  2.10it/s, loss=0.627, pair=0.002, adv=3.922, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:04<00:39,  2.10it/s, loss=0.577, pair=0.001, adv=8.079, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:04<00:37,  2.15it/s, loss=0.577, pair=0.001, adv=8.079, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:05<00:37,  2.15it/s, loss=0.649, pair=0.002, adv=7.228, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:05<00:39,  2.04it/s, loss=0.649, pair=0.002, adv=7.228, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:05<00:39,  2.04it/s, loss=0.639, pair=0.001, adv=4.023, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:05<00:36,  2.16it/s, loss=0.639, pair=0.001, adv=4.023, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:06<00:36,  2.16it/s, loss=0.624, pair=0.008, adv=8.794, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:06<00:37,  2.07it/s, loss=0.624, pair=0.008, adv=8.794, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:06<00:37,  2.07it/s, loss=0.600, pair=0.002, adv=6.696, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:06<00:35,  2.20it/s, loss=0.600, pair=0.002, adv=6.696, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:06<00:35,  2.20it/s, loss=0.577, pair=0.002, adv=7.715, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:06<00:36,  2.11it/s, loss=0.577, pair=0.002, adv=7.715, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:07<00:36,  2.11it/s, loss=0.624, pair=0.003, adv=5.661, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:07<00:34,  2.18it/s, loss=0.624, pair=0.003, adv=5.661, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:07<00:34,  2.18it/s, loss=0.592, pair=0.002, adv=6.954, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:07<00:35,  2.08it/s, loss=0.592, pair=0.002, adv=6.954, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:08<00:35,  2.08it/s, loss=0.624, pair=0.001, adv=3.275, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:08<00:33,  2.19it/s, loss=0.624, pair=0.001, adv=3.275, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:08<00:33,  2.19it/s, loss=0.635, pair=0.002, adv=9.315, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:08<00:34,  2.09it/s, loss=0.635, pair=0.002, adv=9.315, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:09<00:34,  2.09it/s, loss=0.639, pair=0.003, adv=8.245, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:09<00:32,  2.16it/s, loss=0.639, pair=0.003, adv=8.245, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:09<00:32,  2.16it/s, loss=0.669, pair=0.006, adv=7.414, sprd=0.032
Ep 039/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:09<00:34,  2.04it/s, loss=0.669, pair=0.006, adv=7.414, sprd=0.032
Ep 039/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:10<00:34,  2.04it/s, loss=0.651, pair=0.002, adv=6.121, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:10<00:32,  2.12it/s, loss=0.651, pair=0.002, adv=6.121, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:10<00:32,  2.12it/s, loss=0.628, pair=0.003, adv=6.326, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:10<00:35,  1.92it/s, loss=0.628, pair=0.003, adv=6.326, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:11<00:35,  1.92it/s, loss=0.635, pair=0.003, adv=5.243, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:11<00:32,  2.04it/s, loss=0.635, pair=0.003, adv=5.243, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:11<00:32,  2.04it/s, loss=0.620, pair=0.004, adv=7.087, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:11<00:32,  2.00it/s, loss=0.620, pair=0.004, adv=7.087, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:12<00:32,  2.00it/s, loss=0.571, pair=0.001, adv=5.088, sprd=0.011
Ep 039/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:12<00:30,  2.15it/s, loss=0.571, pair=0.001, adv=5.088, sprd=0.011
Ep 039/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:12<00:30,  2.15it/s, loss=0.607, pair=0.000, adv=5.211, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:12<00:31,  2.05it/s, loss=0.607, pair=0.000, adv=5.211, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:13<00:31,  2.05it/s, loss=0.605, pair=0.001, adv=5.610, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:13<00:28,  2.18it/s, loss=0.605, pair=0.001, adv=5.610, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:13<00:28,  2.18it/s, loss=0.643, pair=0.000, adv=7.653, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:13<00:29,  2.09it/s, loss=0.643, pair=0.000, adv=7.653, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:14<00:29,  2.09it/s, loss=0.636, pair=0.000, adv=4.629, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:14<00:27,  2.18it/s, loss=0.636, pair=0.000, adv=4.629, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:14<00:27,  2.18it/s, loss=0.616, pair=0.000, adv=4.669, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:14<00:29,  2.06it/s, loss=0.616, pair=0.000, adv=4.669, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:15<00:29,  2.06it/s, loss=0.596, pair=0.000, adv=8.766, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:27,  2.13it/s, loss=0.596, pair=0.000, adv=8.766, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:27,  2.13it/s, loss=0.636, pair=0.001, adv=5.786, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:15<00:28,  2.04it/s, loss=0.636, pair=0.001, adv=5.786, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:15<00:28,  2.04it/s, loss=0.644, pair=0.000, adv=5.492, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:15<00:26,  2.13it/s, loss=0.644, pair=0.000, adv=5.492, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:16<00:26,  2.13it/s, loss=0.614, pair=0.000, adv=5.428, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:16<00:27,  2.03it/s, loss=0.614, pair=0.000, adv=5.428, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:16<00:27,  2.03it/s, loss=0.612, pair=0.000, adv=7.536, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:16<00:25,  2.13it/s, loss=0.612, pair=0.000, adv=7.536, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:17<00:25,  2.13it/s, loss=0.593, pair=0.000, adv=4.445, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:17<00:25,  2.09it/s, loss=0.593, pair=0.000, adv=4.445, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:17<00:25,  2.09it/s, loss=0.613, pair=0.000, adv=9.734, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:17<00:23,  2.23it/s, loss=0.613, pair=0.000, adv=9.734, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:18<00:23,  2.23it/s, loss=0.635, pair=0.002, adv=5.204, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:18<00:24,  2.12it/s, loss=0.635, pair=0.002, adv=5.204, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:18<00:24,  2.12it/s, loss=0.587, pair=0.002, adv=5.170, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:18<00:22,  2.22it/s, loss=0.587, pair=0.002, adv=5.170, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:19<00:22,  2.22it/s, loss=0.580, pair=0.004, adv=4.015, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:19<00:23,  2.16it/s, loss=0.580, pair=0.004, adv=4.015, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:19<00:23,  2.16it/s, loss=0.562, pair=0.002, adv=4.794, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:19<00:21,  2.24it/s, loss=0.562, pair=0.002, adv=4.794, sprd=0.013
Ep 039/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:20<00:21,  2.24it/s, loss=0.612, pair=0.002, adv=5.561, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:20<00:22,  2.14it/s, loss=0.612, pair=0.002, adv=5.561, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:20<00:22,  2.14it/s, loss=0.581, pair=0.007, adv=6.755, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:20<00:20,  2.27it/s, loss=0.581, pair=0.007, adv=6.755, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:21<00:20,  2.27it/s, loss=1.027, pair=1.247, adv=4.581, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:21<00:21,  2.17it/s, loss=1.027, pair=1.247, adv=4.581, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:21<00:21,  2.17it/s, loss=0.587, pair=0.000, adv=4.462, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:21<00:19,  2.26it/s, loss=0.587, pair=0.000, adv=4.462, sprd=0.016
Ep 039/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:19,  2.26it/s, loss=0.680, pair=0.003, adv=3.940, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:22<00:20,  2.11it/s, loss=0.680, pair=0.003, adv=3.940, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:22<00:20,  2.11it/s, loss=0.628, pair=0.000, adv=6.986, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:22<00:19,  2.16it/s, loss=0.628, pair=0.000, adv=6.986, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:22<00:19,  2.16it/s, loss=0.577, pair=0.009, adv=9.572, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:22<00:20,  2.06it/s, loss=0.577, pair=0.009, adv=9.572, sprd=0.012
Ep 039/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:23<00:20,  2.06it/s, loss=0.648, pair=0.003, adv=7.457, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:23<00:18,  2.17it/s, loss=0.648, pair=0.003, adv=7.457, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:24<00:18,  2.17it/s, loss=0.602, pair=0.001, adv=6.006, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:24<00:20,  1.94it/s, loss=0.602, pair=0.001, adv=6.006, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:24<00:20,  1.94it/s, loss=0.866, pair=0.701, adv=5.866, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:24<00:18,  2.08it/s, loss=0.866, pair=0.701, adv=5.866, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:24<00:18,  2.08it/s, loss=0.643, pair=0.001, adv=5.962, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:24<00:19,  2.00it/s, loss=0.643, pair=0.001, adv=5.962, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:25<00:19,  2.00it/s, loss=0.637, pair=0.001, adv=4.543, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:25<00:17,  2.16it/s, loss=0.637, pair=0.001, adv=4.543, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:25<00:17,  2.16it/s, loss=0.625, pair=0.001, adv=3.726, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:25<00:17,  2.06it/s, loss=0.625, pair=0.001, adv=3.726, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:26<00:17,  2.06it/s, loss=0.640, pair=0.001, adv=4.658, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:26<00:16,  2.18it/s, loss=0.640, pair=0.001, adv=4.658, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:26<00:16,  2.18it/s, loss=0.586, pair=0.002, adv=2.905, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:26<00:16,  2.07it/s, loss=0.586, pair=0.002, adv=2.905, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:27<00:16,  2.07it/s, loss=0.627, pair=0.000, adv=5.893, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:27<00:15,  2.14it/s, loss=0.627, pair=0.000, adv=5.893, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:27<00:15,  2.14it/s, loss=0.632, pair=0.002, adv=5.617, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:27<00:15,  2.07it/s, loss=0.632, pair=0.002, adv=5.617, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:28<00:15,  2.07it/s, loss=0.637, pair=0.001, adv=5.849, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:28<00:14,  2.15it/s, loss=0.637, pair=0.001, adv=5.849, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:28<00:14,  2.15it/s, loss=0.613, pair=0.000, adv=4.206, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:28<00:14,  2.09it/s, loss=0.613, pair=0.000, adv=4.206, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:29<00:14,  2.09it/s, loss=0.577, pair=0.000, adv=3.882, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:29<00:13,  2.19it/s, loss=0.577, pair=0.000, adv=3.882, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:29<00:13,  2.19it/s, loss=0.609, pair=0.000, adv=5.345, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:29<00:13,  2.13it/s, loss=0.609, pair=0.000, adv=5.345, sprd=0.017
Ep 039/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:29<00:13,  2.13it/s, loss=0.597, pair=0.001, adv=4.678, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:29<00:11,  2.27it/s, loss=0.597, pair=0.001, adv=4.678, sprd=0.014
Ep 039/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:30<00:11,  2.27it/s, loss=0.663, pair=0.006, adv=6.221, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:30<00:12,  2.15it/s, loss=0.663, pair=0.006, adv=6.221, sprd=0.026
Ep 039/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:30<00:12,  2.15it/s, loss=0.642, pair=0.001, adv=4.885, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:30<00:11,  2.23it/s, loss=0.642, pair=0.001, adv=4.885, sprd=0.024
Ep 039/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:31<00:11,  2.23it/s, loss=0.576, pair=0.000, adv=3.351, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:31<00:11,  2.10it/s, loss=0.576, pair=0.000, adv=3.351, sprd=0.018
Ep 039/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:31<00:11,  2.10it/s, loss=0.611, pair=0.000, adv=3.201, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:31<00:10,  2.17it/s, loss=0.611, pair=0.000, adv=3.201, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:32<00:10,  2.17it/s, loss=0.613, pair=0.003, adv=8.673, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:32<00:10,  2.06it/s, loss=0.613, pair=0.003, adv=8.673, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:32<00:10,  2.06it/s, loss=0.651, pair=0.000, adv=4.536, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:32<00:09,  2.11it/s, loss=0.651, pair=0.000, adv=4.536, sprd=0.031
Ep 039/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:33<00:09,  2.11it/s, loss=0.585, pair=0.001, adv=7.260, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:33<00:10,  1.96it/s, loss=0.585, pair=0.001, adv=7.260, sprd=0.015
Ep 039/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:33<00:10,  1.96it/s, loss=0.659, pair=0.000, adv=4.879, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:33<00:09,  2.03it/s, loss=0.659, pair=0.000, adv=4.879, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:34<00:09,  2.03it/s, loss=0.649, pair=0.001, adv=3.591, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:34<00:09,  1.87it/s, loss=0.649, pair=0.001, adv=3.591, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:35<00:09,  1.87it/s, loss=0.612, pair=0.007, adv=6.190, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:35<00:08,  1.97it/s, loss=0.612, pair=0.007, adv=6.190, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:35<00:08,  1.97it/s, loss=0.658, pair=0.000, adv=4.852, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:35<00:08,  1.84it/s, loss=0.658, pair=0.000, adv=4.852, sprd=0.030
Ep 039/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:36<00:08,  1.84it/s, loss=0.621, pair=0.006, adv=5.381, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:36<00:07,  1.95it/s, loss=0.621, pair=0.006, adv=5.381, sprd=0.022
Ep 039/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:36<00:07,  1.95it/s, loss=0.594, pair=0.000, adv=5.527, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:36<00:07,  1.80it/s, loss=0.594, pair=0.000, adv=5.527, sprd=0.020
Ep 039/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:37<00:07,  1.80it/s, loss=0.667, pair=0.001, adv=4.136, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:37<00:06,  1.90it/s, loss=0.667, pair=0.001, adv=4.136, sprd=0.027
Ep 039/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:37<00:06,  1.90it/s, loss=0.621, pair=0.000, adv=7.386, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:37<00:06,  1.79it/s, loss=0.621, pair=0.000, adv=7.386, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:38<00:06,  1.79it/s, loss=0.629, pair=0.000, adv=9.207, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:38<00:05,  1.91it/s, loss=0.629, pair=0.000, adv=9.207, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:39<00:05,  1.91it/s, loss=0.642, pair=0.000, adv=6.377, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:05,  1.70it/s, loss=0.642, pair=0.000, adv=6.377, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:05,  1.70it/s, loss=0.905, pair=0.896, adv=8.191, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:39<00:04,  1.85it/s, loss=0.905, pair=0.896, adv=8.191, sprd=0.019
Ep 039/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:40<00:04,  1.85it/s, loss=0.652, pair=0.000, adv=5.159, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:04,  1.76it/s, loss=0.652, pair=0.000, adv=5.159, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:04,  1.76it/s, loss=0.630, pair=0.001, adv=6.838, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:40<00:03,  1.88it/s, loss=0.630, pair=0.001, adv=6.838, sprd=0.023
Ep 039/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:41<00:03,  1.88it/s, loss=0.625, pair=0.000, adv=6.551, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:03,  1.76it/s, loss=0.625, pair=0.000, adv=6.551, sprd=0.025
Ep 039/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:03,  1.76it/s, loss=0.605, pair=0.006, adv=4.948, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:41<00:02,  1.87it/s, loss=0.605, pair=0.006, adv=4.948, sprd=0.021
Ep 039/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:42<00:02,  1.87it/s, loss=0.591, pair=0.006, adv=10.027, sprd=0.01
Ep 039/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:02,  1.78it/s, loss=0.591, pair=0.006, adv=10.027, sprd=0.01
Ep 039/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:02,  1.78it/s, loss=0.658, pair=0.008, adv=4.031, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:42<00:01,  1.90it/s, loss=0.658, pair=0.008, adv=4.031, sprd=0.028
Ep 039/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:43<00:01,  1.90it/s, loss=0.647, pair=0.001, adv=4.656, sprd=0.026
Ep 039/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.76it/s, loss=0.647, pair=0.001, adv=4.656, sprd=0.026
Ep 039/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:43<00:01,  1.76it/s, loss=0.656, pair=0.000, adv=7.638, sprd=0.029
Ep 039/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:43<00:00,  1.87it/s, loss=0.656, pair=0.000, adv=7.638, sprd=0.029
Ep 039/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:44<00:00,  1.87it/s, loss=0.672, pair=0.018, adv=5.548, sprd=0.019
Ep 039/80 [S2→S3:ramp]: 100%|█| 453/453 [03:44<00:00,  1.79it/s, loss=0.672, pair=0.018, adv=5.548, sprd=0.019
                                                                                                              
Epoch 039/80 [S2→S3:ramp]  loss=0.6270  mat=0.2653  sens=1.0538  pair=0.0193  adv=5.8862(rand=3.47)  deg=0.0040  orth=0.0016  spread=0.0211  q_mean=52.3  q_std=19.1  α=0.27 β=0.33 γ=0.54 λ_grl=0.600  lr=5.62e-05  224s

Ep 040/80 [S2→S3:ramp]:   0%|                                                         | 0/453 [00:00<?, ?it/s]
Ep 040/80 [S2→S3:ramp]:   0%|          | 0/453 [00:01<?, ?it/s, loss=0.650, pair=0.005, adv=8.277, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<07:52,  1.04s/it, loss=0.650, pair=0.005, adv=8.277, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:   0%|  | 1/453 [00:01<07:52,  1.04s/it, loss=0.631, pair=0.038, adv=5.660, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   0%|  | 2/453 [00:01<05:03,  1.49it/s, loss=0.631, pair=0.038, adv=5.660, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   0%|  | 2/453 [00:02<05:03,  1.49it/s, loss=0.681, pair=0.002, adv=5.912, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<05:01,  1.49it/s, loss=0.681, pair=0.002, adv=5.912, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:   1%|  | 3/453 [00:02<05:01,  1.49it/s, loss=0.655, pair=0.004, adv=4.971, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:   1%|  | 4/453 [00:02<04:22,  1.71it/s, loss=0.655, pair=0.004, adv=4.971, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:   1%|  | 4/453 [00:03<04:22,  1.71it/s, loss=0.621, pair=0.004, adv=4.143, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<04:29,  1.66it/s, loss=0.621, pair=0.004, adv=4.143, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   1%|  | 5/453 [00:03<04:29,  1.66it/s, loss=0.542, pair=0.000, adv=2.381, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   1%|  | 6/453 [00:03<04:04,  1.83it/s, loss=0.542, pair=0.000, adv=2.381, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   1%|  | 6/453 [00:04<04:04,  1.83it/s, loss=0.630, pair=0.000, adv=5.549, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<04:01,  1.84it/s, loss=0.630, pair=0.000, adv=5.549, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:   2%|  | 7/453 [00:04<04:01,  1.84it/s, loss=0.590, pair=0.001, adv=4.220, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   2%|  | 8/453 [00:04<03:41,  2.01it/s, loss=0.590, pair=0.001, adv=4.220, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   2%|  | 8/453 [00:05<03:41,  2.01it/s, loss=0.614, pair=0.001, adv=5.602, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<03:44,  1.98it/s, loss=0.614, pair=0.001, adv=5.602, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:   2%|  | 9/453 [00:05<03:44,  1.98it/s, loss=0.607, pair=0.001, adv=7.354, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   2%| | 10/453 [00:05<03:29,  2.11it/s, loss=0.607, pair=0.001, adv=7.354, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   2%| | 10/453 [00:06<03:29,  2.11it/s, loss=0.641, pair=0.001, adv=7.611, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<03:43,  1.98it/s, loss=0.641, pair=0.001, adv=7.611, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   2%| | 11/453 [00:06<03:43,  1.98it/s, loss=0.643, pair=0.000, adv=4.670, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 12/453 [00:06<03:30,  2.10it/s, loss=0.643, pair=0.000, adv=4.670, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 12/453 [00:07<03:30,  2.10it/s, loss=0.612, pair=0.001, adv=2.732, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<03:35,  2.04it/s, loss=0.612, pair=0.001, adv=2.732, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 13/453 [00:07<03:35,  2.04it/s, loss=0.657, pair=0.004, adv=4.355, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:28,  2.11it/s, loss=0.657, pair=0.004, adv=4.355, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:   3%| | 14/453 [00:07<03:28,  2.11it/s, loss=0.626, pair=0.000, adv=6.724, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 15/453 [00:07<03:35,  2.03it/s, loss=0.626, pair=0.000, adv=6.724, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   3%| | 15/453 [00:08<03:35,  2.03it/s, loss=0.673, pair=0.002, adv=4.874, sprd=0.032]
Ep 040/80 [S2→S3:ramp]:   4%| | 16/453 [00:08<03:27,  2.11it/s, loss=0.673, pair=0.002, adv=4.874, sprd=0.032]
Ep 040/80 [S2→S3:ramp]:   4%| | 16/453 [00:09<03:27,  2.11it/s, loss=0.660, pair=0.001, adv=6.560, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   4%| | 17/453 [00:09<03:46,  1.92it/s, loss=0.660, pair=0.001, adv=6.560, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   4%| | 17/453 [00:09<03:46,  1.92it/s, loss=0.601, pair=0.000, adv=6.569, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   4%| | 18/453 [00:09<03:29,  2.08it/s, loss=0.601, pair=0.000, adv=6.569, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   4%| | 18/453 [00:09<03:29,  2.08it/s, loss=0.648, pair=0.000, adv=4.450, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   4%| | 19/453 [00:09<03:36,  2.00it/s, loss=0.648, pair=0.000, adv=4.450, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:   4%| | 19/453 [00:10<03:36,  2.00it/s, loss=0.523, pair=0.001, adv=2.443, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:   4%| | 20/453 [00:10<03:26,  2.10it/s, loss=0.523, pair=0.001, adv=2.443, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:   4%| | 20/453 [00:10<03:26,  2.10it/s, loss=0.615, pair=0.005, adv=2.824, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:   5%| | 21/453 [00:10<03:32,  2.03it/s, loss=0.615, pair=0.005, adv=2.824, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:   5%| | 21/453 [00:11<03:32,  2.03it/s, loss=0.605, pair=0.002, adv=6.064, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   5%| | 22/453 [00:11<03:15,  2.21it/s, loss=0.605, pair=0.002, adv=6.064, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   5%| | 22/453 [00:11<03:15,  2.21it/s, loss=0.616, pair=0.006, adv=7.461, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   5%| | 23/453 [00:11<03:23,  2.11it/s, loss=0.616, pair=0.006, adv=7.461, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   5%| | 23/453 [00:12<03:23,  2.11it/s, loss=0.590, pair=0.006, adv=2.943, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:   5%| | 24/453 [00:12<03:13,  2.22it/s, loss=0.590, pair=0.006, adv=2.943, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:   5%| | 24/453 [00:12<03:13,  2.22it/s, loss=0.621, pair=0.005, adv=5.473, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   6%| | 25/453 [00:12<03:20,  2.13it/s, loss=0.621, pair=0.005, adv=5.473, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   6%| | 25/453 [00:13<03:20,  2.13it/s, loss=0.628, pair=0.002, adv=8.370, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:   6%| | 26/453 [00:13<03:13,  2.21it/s, loss=0.628, pair=0.002, adv=8.370, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:   6%| | 26/453 [00:13<03:13,  2.21it/s, loss=0.601, pair=0.003, adv=5.769, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   6%| | 27/453 [00:13<03:22,  2.10it/s, loss=0.601, pair=0.003, adv=5.769, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   6%| | 27/453 [00:14<03:22,  2.10it/s, loss=0.574, pair=0.000, adv=5.561, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   6%| | 28/453 [00:14<03:13,  2.19it/s, loss=0.574, pair=0.000, adv=5.561, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   6%| | 28/453 [00:14<03:13,  2.19it/s, loss=0.606, pair=0.001, adv=5.070, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:   6%| | 29/453 [00:14<03:22,  2.10it/s, loss=0.606, pair=0.001, adv=5.070, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:   6%| | 29/453 [00:15<03:22,  2.10it/s, loss=0.611, pair=0.003, adv=5.720, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   7%| | 30/453 [00:15<03:12,  2.20it/s, loss=0.611, pair=0.003, adv=5.720, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   7%| | 30/453 [00:15<03:12,  2.20it/s, loss=0.546, pair=0.004, adv=2.998, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:20,  2.10it/s, loss=0.546, pair=0.004, adv=2.998, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   7%| | 31/453 [00:15<03:20,  2.10it/s, loss=0.586, pair=0.009, adv=8.112, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   7%| | 32/453 [00:15<03:12,  2.19it/s, loss=0.586, pair=0.009, adv=8.112, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:   7%| | 32/453 [00:16<03:12,  2.19it/s, loss=0.576, pair=0.007, adv=6.898, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:20,  2.09it/s, loss=0.576, pair=0.007, adv=6.898, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:   7%| | 33/453 [00:16<03:20,  2.09it/s, loss=0.627, pair=0.004, adv=3.172, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   8%| | 34/453 [00:16<03:10,  2.20it/s, loss=0.627, pair=0.004, adv=3.172, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   8%| | 34/453 [00:17<03:10,  2.20it/s, loss=0.627, pair=0.004, adv=4.548, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   8%| | 35/453 [00:17<03:18,  2.11it/s, loss=0.627, pair=0.004, adv=4.548, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:   8%| | 35/453 [00:17<03:18,  2.11it/s, loss=0.631, pair=0.004, adv=6.910, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:   8%| | 36/453 [00:17<03:07,  2.22it/s, loss=0.631, pair=0.004, adv=6.910, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:   8%| | 36/453 [00:18<03:07,  2.22it/s, loss=0.714, pair=0.006, adv=7.733, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   8%| | 37/453 [00:18<03:16,  2.12it/s, loss=0.714, pair=0.006, adv=7.733, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:   8%| | 37/453 [00:18<03:16,  2.12it/s, loss=0.630, pair=0.002, adv=10.756, sprd=0.019
Ep 040/80 [S2→S3:ramp]:   8%| | 38/453 [00:18<03:07,  2.22it/s, loss=0.630, pair=0.002, adv=10.756, sprd=0.019
Ep 040/80 [S2→S3:ramp]:   8%| | 38/453 [00:19<03:07,  2.22it/s, loss=0.583, pair=0.003, adv=4.482, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   9%| | 39/453 [00:19<03:11,  2.16it/s, loss=0.583, pair=0.003, adv=4.482, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:   9%| | 39/453 [00:19<03:11,  2.16it/s, loss=0.614, pair=0.001, adv=7.123, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   9%| | 40/453 [00:19<03:13,  2.14it/s, loss=0.614, pair=0.001, adv=7.123, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:   9%| | 40/453 [00:20<03:13,  2.14it/s, loss=0.667, pair=0.000, adv=5.860, sprd=0.030]
Ep 040/80 [S2→S3:ramp]:   9%| | 41/453 [00:20<03:24,  2.01it/s, loss=0.667, pair=0.000, adv=5.860, sprd=0.030]
Ep 040/80 [S2→S3:ramp]:   9%| | 41/453 [00:20<03:24,  2.01it/s, loss=0.627, pair=0.001, adv=6.687, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:   9%| | 42/453 [00:20<03:16,  2.09it/s, loss=0.627, pair=0.001, adv=6.687, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:   9%| | 42/453 [00:21<03:16,  2.09it/s, loss=0.614, pair=0.003, adv=6.538, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   9%| | 43/453 [00:21<03:19,  2.05it/s, loss=0.614, pair=0.003, adv=6.538, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:   9%| | 43/453 [00:21<03:19,  2.05it/s, loss=0.603, pair=0.000, adv=3.654, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  10%| | 44/453 [00:21<03:12,  2.12it/s, loss=0.603, pair=0.000, adv=3.654, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  10%| | 44/453 [00:22<03:12,  2.12it/s, loss=0.695, pair=0.000, adv=9.069, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  10%| | 45/453 [00:22<03:20,  2.03it/s, loss=0.695, pair=0.000, adv=9.069, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  10%| | 45/453 [00:22<03:20,  2.03it/s, loss=0.648, pair=0.003, adv=4.780, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  10%| | 46/453 [00:22<03:08,  2.16it/s, loss=0.648, pair=0.003, adv=4.780, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  10%| | 46/453 [00:23<03:08,  2.16it/s, loss=0.663, pair=0.003, adv=3.381, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:  10%| | 47/453 [00:23<03:14,  2.09it/s, loss=0.663, pair=0.003, adv=3.381, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:  10%| | 47/453 [00:23<03:14,  2.09it/s, loss=0.598, pair=0.009, adv=4.672, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  11%| | 48/453 [00:23<03:02,  2.22it/s, loss=0.598, pair=0.009, adv=4.672, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  11%| | 48/453 [00:23<03:02,  2.22it/s, loss=0.615, pair=0.004, adv=6.905, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  11%| | 49/453 [00:23<03:12,  2.10it/s, loss=0.615, pair=0.004, adv=6.905, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  11%| | 49/453 [00:24<03:12,  2.10it/s, loss=0.649, pair=0.000, adv=4.300, sprd=0.026]
Ep 040/80 [S2→S3:ramp]:  11%| | 50/453 [00:24<03:04,  2.18it/s, loss=0.649, pair=0.000, adv=4.300, sprd=0.026]
Ep 040/80 [S2→S3:ramp]:  11%| | 50/453 [00:24<03:04,  2.18it/s, loss=0.618, pair=0.010, adv=4.370, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  11%| | 51/453 [00:24<03:12,  2.08it/s, loss=0.618, pair=0.010, adv=4.370, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  11%| | 51/453 [00:25<03:12,  2.08it/s, loss=0.627, pair=0.011, adv=3.455, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  11%| | 52/453 [00:25<03:04,  2.17it/s, loss=0.627, pair=0.011, adv=3.455, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  11%| | 52/453 [00:25<03:04,  2.17it/s, loss=0.655, pair=0.008, adv=5.677, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  12%| | 53/453 [00:25<03:14,  2.05it/s, loss=0.655, pair=0.008, adv=5.677, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  12%| | 53/453 [00:26<03:14,  2.05it/s, loss=0.576, pair=0.006, adv=7.480, sprd=0.012]
Ep 040/80 [S2→S3:ramp]:  12%| | 54/453 [00:26<03:05,  2.15it/s, loss=0.576, pair=0.006, adv=7.480, sprd=0.012]
Ep 040/80 [S2→S3:ramp]:  12%| | 54/453 [00:26<03:05,  2.15it/s, loss=0.602, pair=0.004, adv=4.259, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  12%| | 55/453 [00:26<03:09,  2.10it/s, loss=0.602, pair=0.004, adv=4.259, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  12%| | 55/453 [00:27<03:09,  2.10it/s, loss=0.630, pair=0.002, adv=8.373, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  12%| | 56/453 [00:27<03:01,  2.19it/s, loss=0.630, pair=0.002, adv=8.373, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  12%| | 56/453 [00:27<03:01,  2.19it/s, loss=0.672, pair=0.000, adv=7.069, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:27<03:11,  2.07it/s, loss=0.672, pair=0.000, adv=7.069, sprd=0.029]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 57/453 [00:28<03:11,  2.07it/s, loss=0.675, pair=0.003, adv=3.959, sprd=0.030]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:28<03:03,  2.15it/s, loss=0.675, pair=0.003, adv=3.959, sprd=0.030]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 58/453 [00:28<03:03,  2.15it/s, loss=0.627, pair=0.007, adv=4.246, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:28<03:11,  2.06it/s, loss=0.627, pair=0.007, adv=4.246, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 59/453 [00:29<03:11,  2.06it/s, loss=0.586, pair=0.021, adv=9.545, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:29<03:01,  2.17it/s, loss=0.586, pair=0.021, adv=9.545, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 60/453 [00:29<03:01,  2.17it/s, loss=0.620, pair=0.014, adv=6.085, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:29<03:06,  2.10it/s, loss=0.620, pair=0.014, adv=6.085, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  13%|▏| 61/453 [00:30<03:06,  2.10it/s, loss=0.639, pair=0.001, adv=5.032, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:30<02:53,  2.25it/s, loss=0.639, pair=0.001, adv=5.032, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 62/453 [00:30<02:53,  2.25it/s, loss=0.610, pair=0.000, adv=4.145, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:30<02:59,  2.17it/s, loss=0.610, pair=0.000, adv=4.145, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 63/453 [00:30<02:59,  2.17it/s, loss=0.647, pair=0.000, adv=4.512, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:30<02:54,  2.23it/s, loss=0.647, pair=0.000, adv=4.512, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 64/453 [00:31<02:54,  2.23it/s, loss=0.623, pair=0.001, adv=6.156, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:31<03:00,  2.15it/s, loss=0.623, pair=0.001, adv=6.156, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  14%|▏| 65/453 [00:31<03:00,  2.15it/s, loss=0.621, pair=0.003, adv=4.500, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:31<02:53,  2.23it/s, loss=0.621, pair=0.003, adv=4.500, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 66/453 [00:32<02:53,  2.23it/s, loss=0.650, pair=0.001, adv=3.640, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:32<02:59,  2.14it/s, loss=0.650, pair=0.001, adv=3.640, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 67/453 [00:32<02:59,  2.14it/s, loss=0.633, pair=0.000, adv=4.264, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:32<02:52,  2.23it/s, loss=0.633, pair=0.000, adv=4.264, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 68/453 [00:33<02:52,  2.23it/s, loss=0.654, pair=0.000, adv=8.214, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:33<03:11,  2.01it/s, loss=0.654, pair=0.000, adv=8.214, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 69/453 [00:33<03:11,  2.01it/s, loss=0.623, pair=0.000, adv=5.922, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:33<03:01,  2.11it/s, loss=0.623, pair=0.000, adv=5.922, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  15%|▏| 70/453 [00:34<03:01,  2.11it/s, loss=0.600, pair=0.000, adv=5.474, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:34<03:08,  2.03it/s, loss=0.600, pair=0.000, adv=5.474, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 71/453 [00:34<03:08,  2.03it/s, loss=0.626, pair=0.002, adv=6.220, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:34<02:58,  2.13it/s, loss=0.626, pair=0.002, adv=6.220, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 72/453 [00:35<02:58,  2.13it/s, loss=0.661, pair=0.002, adv=4.652, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:35<03:06,  2.04it/s, loss=0.661, pair=0.002, adv=4.652, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 73/453 [00:35<03:06,  2.04it/s, loss=0.646, pair=0.000, adv=6.632, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:35<02:58,  2.12it/s, loss=0.646, pair=0.000, adv=6.632, sprd=0.025]
Ep 040/80 [S2→S3:ramp]:  16%|▏| 74/453 [00:36<02:58,  2.12it/s, loss=0.573, pair=0.000, adv=5.348, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:36<03:07,  2.02it/s, loss=0.573, pair=0.000, adv=5.348, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 75/453 [00:36<03:07,  2.02it/s, loss=0.637, pair=0.002, adv=3.989, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:36<02:58,  2.11it/s, loss=0.637, pair=0.002, adv=3.989, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 76/453 [00:37<02:58,  2.11it/s, loss=0.630, pair=0.001, adv=8.027, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:37<03:10,  1.98it/s, loss=0.630, pair=0.001, adv=8.027, sprd=0.021]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 77/453 [00:37<03:10,  1.98it/s, loss=0.622, pair=0.000, adv=6.967, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:37<03:01,  2.07it/s, loss=0.622, pair=0.000, adv=6.967, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 78/453 [00:38<03:01,  2.07it/s, loss=0.667, pair=0.001, adv=5.525, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:38<03:15,  1.91it/s, loss=0.667, pair=0.001, adv=5.525, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  17%|▏| 79/453 [00:38<03:15,  1.91it/s, loss=0.632, pair=0.003, adv=5.450, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:38<03:05,  2.01it/s, loss=0.632, pair=0.003, adv=5.450, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 80/453 [00:39<03:05,  2.01it/s, loss=0.680, pair=0.001, adv=5.847, sprd=0.036]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:39<03:22,  1.84it/s, loss=0.680, pair=0.001, adv=5.847, sprd=0.036]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 81/453 [00:39<03:22,  1.84it/s, loss=0.631, pair=0.000, adv=4.328, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:39<03:10,  1.95it/s, loss=0.631, pair=0.000, adv=4.328, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 82/453 [00:40<03:10,  1.95it/s, loss=0.620, pair=0.000, adv=6.668, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:40<03:22,  1.83it/s, loss=0.620, pair=0.000, adv=6.668, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  18%|▏| 83/453 [00:40<03:22,  1.83it/s, loss=0.577, pair=0.000, adv=3.091, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:40<03:11,  1.92it/s, loss=0.577, pair=0.000, adv=3.091, sprd=0.020]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 84/453 [00:41<03:11,  1.92it/s, loss=0.656, pair=0.000, adv=5.698, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:41<03:22,  1.82it/s, loss=0.656, pair=0.000, adv=5.698, sprd=0.024]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 85/453 [00:42<03:22,  1.82it/s, loss=0.626, pair=0.000, adv=5.191, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:42<03:11,  1.91it/s, loss=0.626, pair=0.000, adv=5.191, sprd=0.022]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 86/453 [00:42<03:11,  1.91it/s, loss=0.592, pair=0.001, adv=8.077, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:42<03:23,  1.80it/s, loss=0.592, pair=0.001, adv=8.077, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 87/453 [00:43<03:23,  1.80it/s, loss=0.603, pair=0.003, adv=6.716, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:43<03:12,  1.90it/s, loss=0.603, pair=0.003, adv=6.716, sprd=0.017]
Ep 040/80 [S2→S3:ramp]:  19%|▏| 88/453 [00:43<03:12,  1.90it/s, loss=0.672, pair=0.009, adv=4.008, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:43<03:20,  1.82it/s, loss=0.672, pair=0.009, adv=4.008, sprd=0.023]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 89/453 [00:44<03:20,  1.82it/s, loss=0.622, pair=0.004, adv=4.761, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:44<03:07,  1.94it/s, loss=0.622, pair=0.004, adv=4.761, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 90/453 [00:44<03:07,  1.94it/s, loss=0.612, pair=0.001, adv=3.747, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:44<03:13,  1.87it/s, loss=0.612, pair=0.001, adv=3.747, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 91/453 [00:45<03:13,  1.87it/s, loss=0.589, pair=0.001, adv=5.963, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:45<03:01,  1.99it/s, loss=0.589, pair=0.001, adv=5.963, sprd=0.014]
Ep 040/80 [S2→S3:ramp]:  20%|▏| 92/453 [00:45<03:01,  1.99it/s, loss=0.681, pair=0.000, adv=7.061, sprd=0.032]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:45<03:17,  1.83it/s, loss=0.681, pair=0.000, adv=7.061, sprd=0.032]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 93/453 [00:46<03:17,  1.83it/s, loss=0.584, pair=0.000, adv=6.128, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:46<03:02,  1.97it/s, loss=0.584, pair=0.000, adv=6.128, sprd=0.013]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 94/453 [00:46<03:02,  1.97it/s, loss=0.630, pair=0.006, adv=6.777, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:46<03:12,  1.86it/s, loss=0.630, pair=0.006, adv=6.777, sprd=0.018]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 95/453 [00:47<03:12,  1.86it/s, loss=0.612, pair=0.000, adv=8.265, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:47<03:01,  1.96it/s, loss=0.612, pair=0.000, adv=8.265, sprd=0.019]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 96/453 [00:48<03:01,  1.96it/s, loss=0.729, pair=0.005, adv=7.248, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<03:29,  1.70it/s, loss=0.729, pair=0.005, adv=7.248, sprd=0.027]
Ep 040/80 [S2→S3:ramp]:  21%|▏| 97/453 [00:48<03:29,  1.70it/s, loss=0.592, pair=0.000, adv=6.104, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:48<03:14,  1.83it/s, loss=0.592, pair=0.000, adv=6.104, sprd=0.015]
Ep 040/80 [S2→S3:ramp]:  22%|▏| 98/453 [00:49<03:14,  1.83it/s, loss=0.599, pair=0.002, adv=4.312, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<03:25,  1.73it/s, loss=0.599, pair=0.002, adv=4.312, sprd=0.016]
Ep 040/80 [S2→S3:ramp]:  22%|▏| 99/453 [00:49<03:25,  1.73it/s, loss=0.677, pair=0.000, adv=5.692, sprd=0.028]
Ep 040/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:49<03:11,  1.84it/s, loss=0.677, pair=0.000, adv=5.692, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  22%|▏| 100/453 [00:50<03:11,  1.84it/s, loss=0.620, pair=0.000, adv=8.482, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<03:18,  1.77it/s, loss=0.620, pair=0.000, adv=8.482, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  22%|▏| 101/453 [00:50<03:18,  1.77it/s, loss=0.623, pair=0.000, adv=8.774, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:50<03:06,  1.89it/s, loss=0.623, pair=0.000, adv=8.774, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  23%|▏| 102/453 [00:51<03:06,  1.89it/s, loss=0.613, pair=0.000, adv=5.306, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<03:16,  1.78it/s, loss=0.613, pair=0.000, adv=5.306, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  23%|▏| 103/453 [00:51<03:16,  1.78it/s, loss=0.670, pair=0.000, adv=7.197, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:51<03:06,  1.87it/s, loss=0.670, pair=0.000, adv=7.197, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  23%|▏| 104/453 [00:52<03:06,  1.87it/s, loss=0.635, pair=0.000, adv=3.421, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<03:16,  1.77it/s, loss=0.635, pair=0.000, adv=3.421, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  23%|▏| 105/453 [00:52<03:16,  1.77it/s, loss=0.533, pair=0.003, adv=2.720, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:52<03:01,  1.91it/s, loss=0.533, pair=0.003, adv=2.720, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  23%|▏| 106/453 [00:53<03:01,  1.91it/s, loss=0.625, pair=0.003, adv=7.266, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<03:03,  1.89it/s, loss=0.625, pair=0.003, adv=7.266, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  24%|▏| 107/453 [00:53<03:03,  1.89it/s, loss=0.619, pair=0.006, adv=7.029, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:53<02:51,  2.01it/s, loss=0.619, pair=0.006, adv=7.029, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  24%|▏| 108/453 [00:54<02:51,  2.01it/s, loss=0.619, pair=0.000, adv=7.717, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:54,  1.98it/s, loss=0.619, pair=0.000, adv=7.717, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  24%|▏| 109/453 [00:54<02:54,  1.98it/s, loss=0.623, pair=0.000, adv=6.362, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:54<02:42,  2.11it/s, loss=0.623, pair=0.000, adv=6.362, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  24%|▏| 110/453 [00:55<02:42,  2.11it/s, loss=0.626, pair=0.000, adv=5.885, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:47,  2.04it/s, loss=0.626, pair=0.000, adv=5.885, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  25%|▏| 111/453 [00:55<02:47,  2.04it/s, loss=0.624, pair=0.002, adv=5.339, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:55<02:35,  2.19it/s, loss=0.624, pair=0.002, adv=5.339, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  25%|▏| 112/453 [00:56<02:35,  2.19it/s, loss=0.572, pair=0.000, adv=8.459, sprd=0.012
Ep 040/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.06it/s, loss=0.572, pair=0.000, adv=8.459, sprd=0.012
Ep 040/80 [S2→S3:ramp]:  25%|▏| 113/453 [00:56<02:45,  2.06it/s, loss=0.646, pair=0.002, adv=3.614, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:56<02:37,  2.15it/s, loss=0.646, pair=0.002, adv=3.614, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  25%|▎| 114/453 [00:57<02:37,  2.15it/s, loss=0.615, pair=0.000, adv=8.195, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:44,  2.06it/s, loss=0.615, pair=0.000, adv=8.195, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  25%|▎| 115/453 [00:57<02:44,  2.06it/s, loss=0.670, pair=0.000, adv=6.212, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:57<02:37,  2.14it/s, loss=0.670, pair=0.000, adv=6.212, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  26%|▎| 116/453 [00:58<02:37,  2.14it/s, loss=0.614, pair=0.005, adv=6.238, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:42,  2.06it/s, loss=0.614, pair=0.005, adv=6.238, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  26%|▎| 117/453 [00:58<02:42,  2.06it/s, loss=0.684, pair=0.000, adv=5.537, sprd=0.032
Ep 040/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:58<02:36,  2.14it/s, loss=0.684, pair=0.000, adv=5.537, sprd=0.032
Ep 040/80 [S2→S3:ramp]:  26%|▎| 118/453 [00:59<02:36,  2.14it/s, loss=0.603, pair=0.000, adv=5.420, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<02:41,  2.07it/s, loss=0.603, pair=0.000, adv=5.420, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  26%|▎| 119/453 [00:59<02:41,  2.07it/s, loss=0.667, pair=0.001, adv=6.362, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:34,  2.15it/s, loss=0.667, pair=0.001, adv=6.362, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  26%|▎| 120/453 [00:59<02:34,  2.15it/s, loss=0.643, pair=0.004, adv=3.910, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  27%|▎| 121/453 [00:59<02:40,  2.07it/s, loss=0.643, pair=0.004, adv=3.910, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  27%|▎| 121/453 [01:00<02:40,  2.07it/s, loss=0.649, pair=0.005, adv=9.103, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:34,  2.15it/s, loss=0.649, pair=0.005, adv=9.103, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  27%|▎| 122/453 [01:00<02:34,  2.15it/s, loss=0.646, pair=0.004, adv=5.190, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:00<02:41,  2.05it/s, loss=0.646, pair=0.004, adv=5.190, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  27%|▎| 123/453 [01:01<02:41,  2.05it/s, loss=0.680, pair=0.000, adv=4.326, sprd=0.035
Ep 040/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:35,  2.11it/s, loss=0.680, pair=0.000, adv=4.326, sprd=0.035
Ep 040/80 [S2→S3:ramp]:  27%|▎| 124/453 [01:01<02:35,  2.11it/s, loss=0.637, pair=0.000, adv=6.287, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:01<02:43,  2.00it/s, loss=0.637, pair=0.000, adv=6.287, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  28%|▎| 125/453 [01:02<02:43,  2.00it/s, loss=0.630, pair=0.001, adv=5.923, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:42,  2.01it/s, loss=0.630, pair=0.001, adv=5.923, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  28%|▎| 126/453 [01:02<02:42,  2.01it/s, loss=0.618, pair=0.006, adv=6.028, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:02<02:43,  1.99it/s, loss=0.618, pair=0.006, adv=6.028, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  28%|▎| 127/453 [01:03<02:43,  1.99it/s, loss=0.650, pair=0.001, adv=5.583, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:35,  2.10it/s, loss=0.650, pair=0.001, adv=5.583, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  28%|▎| 128/453 [01:03<02:35,  2.10it/s, loss=0.629, pair=0.000, adv=5.943, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:03<02:40,  2.02it/s, loss=0.629, pair=0.000, adv=5.943, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  28%|▎| 129/453 [01:04<02:40,  2.02it/s, loss=0.647, pair=0.000, adv=9.106, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:32,  2.11it/s, loss=0.647, pair=0.000, adv=9.106, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  29%|▎| 130/453 [01:04<02:32,  2.11it/s, loss=0.642, pair=0.005, adv=4.678, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:04<02:39,  2.01it/s, loss=0.642, pair=0.005, adv=4.678, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  29%|▎| 131/453 [01:05<02:39,  2.01it/s, loss=0.616, pair=0.000, adv=6.155, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:30,  2.13it/s, loss=0.616, pair=0.000, adv=6.155, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  29%|▎| 132/453 [01:05<02:30,  2.13it/s, loss=0.641, pair=0.000, adv=4.544, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:05<02:37,  2.04it/s, loss=0.641, pair=0.000, adv=4.544, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  29%|▎| 133/453 [01:06<02:37,  2.04it/s, loss=0.660, pair=0.000, adv=5.027, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:30,  2.11it/s, loss=0.660, pair=0.000, adv=5.027, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  30%|▎| 134/453 [01:06<02:30,  2.11it/s, loss=0.624, pair=0.001, adv=7.586, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:06<02:37,  2.02it/s, loss=0.624, pair=0.001, adv=7.586, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  30%|▎| 135/453 [01:07<02:37,  2.02it/s, loss=0.618, pair=0.000, adv=5.212, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:28,  2.14it/s, loss=0.618, pair=0.000, adv=5.212, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  30%|▎| 136/453 [01:07<02:28,  2.14it/s, loss=0.648, pair=0.005, adv=6.337, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:07<02:34,  2.05it/s, loss=0.648, pair=0.005, adv=6.337, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  30%|▎| 137/453 [01:08<02:34,  2.05it/s, loss=0.625, pair=0.002, adv=5.547, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:08<02:27,  2.13it/s, loss=0.625, pair=0.002, adv=5.547, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  30%|▎| 138/453 [01:08<02:27,  2.13it/s, loss=0.549, pair=0.003, adv=2.423, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:08<02:32,  2.06it/s, loss=0.549, pair=0.003, adv=2.423, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  31%|▎| 139/453 [01:09<02:32,  2.06it/s, loss=0.555, pair=0.002, adv=2.745, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:09<02:25,  2.15it/s, loss=0.555, pair=0.002, adv=2.745, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  31%|▎| 140/453 [01:09<02:25,  2.15it/s, loss=0.675, pair=0.002, adv=7.544, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:09<02:31,  2.05it/s, loss=0.675, pair=0.002, adv=7.544, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  31%|▎| 141/453 [01:10<02:31,  2.05it/s, loss=0.631, pair=0.000, adv=6.329, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:10<02:25,  2.13it/s, loss=0.631, pair=0.000, adv=6.329, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  31%|▎| 142/453 [01:10<02:25,  2.13it/s, loss=0.576, pair=0.001, adv=3.188, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:10<02:28,  2.09it/s, loss=0.576, pair=0.001, adv=3.188, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  32%|▎| 143/453 [01:10<02:28,  2.09it/s, loss=0.597, pair=0.001, adv=6.845, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:10<02:20,  2.19it/s, loss=0.597, pair=0.001, adv=6.845, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  32%|▎| 144/453 [01:11<02:20,  2.19it/s, loss=0.580, pair=0.003, adv=7.306, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:11<02:28,  2.08it/s, loss=0.580, pair=0.003, adv=7.306, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  32%|▎| 145/453 [01:11<02:28,  2.08it/s, loss=0.612, pair=0.002, adv=8.206, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:11<02:22,  2.16it/s, loss=0.612, pair=0.002, adv=8.206, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  32%|▎| 146/453 [01:12<02:22,  2.16it/s, loss=0.619, pair=0.001, adv=7.300, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:12<02:27,  2.08it/s, loss=0.619, pair=0.001, adv=7.300, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  32%|▎| 147/453 [01:12<02:27,  2.08it/s, loss=0.653, pair=0.001, adv=5.494, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:12<02:22,  2.14it/s, loss=0.653, pair=0.001, adv=5.494, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  33%|▎| 148/453 [01:13<02:22,  2.14it/s, loss=0.664, pair=0.000, adv=4.185, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:13<02:38,  1.92it/s, loss=0.664, pair=0.000, adv=4.185, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  33%|▎| 149/453 [01:13<02:38,  1.92it/s, loss=0.576, pair=0.001, adv=2.836, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:13<02:26,  2.07it/s, loss=0.576, pair=0.001, adv=2.836, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  33%|▎| 150/453 [01:14<02:26,  2.07it/s, loss=0.605, pair=0.001, adv=8.420, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:14<02:32,  1.98it/s, loss=0.605, pair=0.001, adv=8.420, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  33%|▎| 151/453 [01:14<02:32,  1.98it/s, loss=0.664, pair=0.006, adv=4.189, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:14<02:24,  2.08it/s, loss=0.664, pair=0.006, adv=4.189, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  34%|▎| 152/453 [01:15<02:24,  2.08it/s, loss=0.565, pair=0.000, adv=3.042, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:15<02:26,  2.04it/s, loss=0.565, pair=0.000, adv=3.042, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  34%|▎| 153/453 [01:15<02:26,  2.04it/s, loss=0.643, pair=0.006, adv=3.682, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:15<02:19,  2.15it/s, loss=0.643, pair=0.006, adv=3.682, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  34%|▎| 154/453 [01:16<02:19,  2.15it/s, loss=0.638, pair=0.002, adv=5.264, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:16<02:29,  1.99it/s, loss=0.638, pair=0.002, adv=5.264, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  34%|▎| 155/453 [01:16<02:29,  1.99it/s, loss=0.658, pair=0.002, adv=6.301, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:16<02:23,  2.07it/s, loss=0.658, pair=0.002, adv=6.301, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  34%|▎| 156/453 [01:17<02:23,  2.07it/s, loss=0.687, pair=0.000, adv=3.518, sprd=0.035
Ep 040/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:17<02:29,  1.97it/s, loss=0.687, pair=0.000, adv=3.518, sprd=0.035
Ep 040/80 [S2→S3:ramp]:  35%|▎| 157/453 [01:17<02:29,  1.97it/s, loss=0.604, pair=0.000, adv=5.420, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:17<02:22,  2.07it/s, loss=0.604, pair=0.000, adv=5.420, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  35%|▎| 158/453 [01:18<02:22,  2.07it/s, loss=0.649, pair=0.000, adv=4.859, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:18<02:26,  2.01it/s, loss=0.649, pair=0.000, adv=4.859, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  35%|▎| 159/453 [01:18<02:26,  2.01it/s, loss=1.135, pair=1.464, adv=6.226, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:18<02:17,  2.13it/s, loss=1.135, pair=1.464, adv=6.226, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  35%|▎| 160/453 [01:19<02:17,  2.13it/s, loss=0.618, pair=0.004, adv=7.719, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:19<02:23,  2.04it/s, loss=0.618, pair=0.004, adv=7.719, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  36%|▎| 161/453 [01:19<02:23,  2.04it/s, loss=0.635, pair=0.003, adv=5.535, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:19<02:16,  2.13it/s, loss=0.635, pair=0.003, adv=5.535, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  36%|▎| 162/453 [01:20<02:16,  2.13it/s, loss=0.637, pair=0.001, adv=5.551, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:20<02:20,  2.06it/s, loss=0.637, pair=0.001, adv=5.551, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  36%|▎| 163/453 [01:20<02:20,  2.06it/s, loss=0.634, pair=0.007, adv=3.862, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:20<02:08,  2.24it/s, loss=0.634, pair=0.007, adv=3.862, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  36%|▎| 164/453 [01:21<02:08,  2.24it/s, loss=0.657, pair=0.010, adv=3.605, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:21<02:15,  2.12it/s, loss=0.657, pair=0.010, adv=3.605, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  36%|▎| 165/453 [01:21<02:15,  2.12it/s, loss=0.657, pair=0.001, adv=3.522, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:21<02:12,  2.16it/s, loss=0.657, pair=0.001, adv=3.522, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  37%|▎| 166/453 [01:22<02:12,  2.16it/s, loss=0.656, pair=0.004, adv=5.711, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:22<02:17,  2.08it/s, loss=0.656, pair=0.004, adv=5.711, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  37%|▎| 167/453 [01:22<02:17,  2.08it/s, loss=0.676, pair=0.003, adv=6.021, sprd=0.032
Ep 040/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:22<02:13,  2.14it/s, loss=0.676, pair=0.003, adv=6.021, sprd=0.032
Ep 040/80 [S2→S3:ramp]:  37%|▎| 168/453 [01:23<02:13,  2.14it/s, loss=0.644, pair=0.002, adv=5.785, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:23<02:17,  2.07it/s, loss=0.644, pair=0.002, adv=5.785, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  37%|▎| 169/453 [01:23<02:17,  2.07it/s, loss=0.595, pair=0.001, adv=8.992, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:23<02:11,  2.16it/s, loss=0.595, pair=0.001, adv=8.992, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  38%|▍| 170/453 [01:24<02:11,  2.16it/s, loss=0.628, pair=0.002, adv=3.092, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:24<02:18,  2.03it/s, loss=0.628, pair=0.002, adv=3.092, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  38%|▍| 171/453 [01:24<02:18,  2.03it/s, loss=0.607, pair=0.002, adv=6.026, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:24<02:10,  2.15it/s, loss=0.607, pair=0.002, adv=6.026, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  38%|▍| 172/453 [01:24<02:10,  2.15it/s, loss=0.641, pair=0.000, adv=8.720, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:24<02:17,  2.04it/s, loss=0.641, pair=0.000, adv=8.720, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  38%|▍| 173/453 [01:25<02:17,  2.04it/s, loss=0.662, pair=0.000, adv=5.222, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:25<02:11,  2.12it/s, loss=0.662, pair=0.000, adv=5.222, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  38%|▍| 174/453 [01:25<02:11,  2.12it/s, loss=0.653, pair=0.000, adv=7.217, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:25<02:15,  2.05it/s, loss=0.653, pair=0.000, adv=7.217, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  39%|▍| 175/453 [01:26<02:15,  2.05it/s, loss=0.607, pair=0.005, adv=5.309, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:26<02:09,  2.14it/s, loss=0.607, pair=0.005, adv=5.309, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  39%|▍| 176/453 [01:27<02:09,  2.14it/s, loss=0.604, pair=0.005, adv=4.714, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:27<02:32,  1.81it/s, loss=0.604, pair=0.005, adv=4.714, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  39%|▍| 177/453 [01:27<02:32,  1.81it/s, loss=0.632, pair=0.001, adv=7.051, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:27<02:23,  1.92it/s, loss=0.632, pair=0.001, adv=7.051, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  39%|▍| 178/453 [01:28<02:23,  1.92it/s, loss=0.652, pair=0.003, adv=5.716, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:28<02:32,  1.79it/s, loss=0.652, pair=0.003, adv=5.716, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  40%|▍| 179/453 [01:28<02:32,  1.79it/s, loss=0.639, pair=0.000, adv=4.420, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:28<02:22,  1.92it/s, loss=0.639, pair=0.000, adv=4.420, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  40%|▍| 180/453 [01:29<02:22,  1.92it/s, loss=0.656, pair=0.006, adv=4.087, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:29<02:28,  1.83it/s, loss=0.656, pair=0.006, adv=4.087, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  40%|▍| 181/453 [01:29<02:28,  1.83it/s, loss=0.590, pair=0.002, adv=4.035, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:29<02:18,  1.95it/s, loss=0.590, pair=0.002, adv=4.035, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  40%|▍| 182/453 [01:30<02:18,  1.95it/s, loss=0.644, pair=0.007, adv=6.522, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:30<02:27,  1.83it/s, loss=0.644, pair=0.007, adv=6.522, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  40%|▍| 183/453 [01:30<02:27,  1.83it/s, loss=0.626, pair=0.004, adv=7.234, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:30<02:16,  1.97it/s, loss=0.626, pair=0.004, adv=7.234, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  41%|▍| 184/453 [01:31<02:16,  1.97it/s, loss=0.620, pair=0.003, adv=4.065, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:31<02:23,  1.86it/s, loss=0.620, pair=0.003, adv=4.065, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  41%|▍| 185/453 [01:31<02:23,  1.86it/s, loss=0.620, pair=0.000, adv=6.180, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:31<02:16,  1.95it/s, loss=0.620, pair=0.000, adv=6.180, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  41%|▍| 186/453 [01:32<02:16,  1.95it/s, loss=0.596, pair=0.001, adv=3.184, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:32<02:22,  1.86it/s, loss=0.596, pair=0.001, adv=3.184, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  41%|▍| 187/453 [01:32<02:22,  1.86it/s, loss=0.610, pair=0.004, adv=6.884, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:32<02:14,  1.98it/s, loss=0.610, pair=0.004, adv=6.884, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  42%|▍| 188/453 [01:33<02:14,  1.98it/s, loss=0.668, pair=0.001, adv=5.090, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:33<02:22,  1.85it/s, loss=0.668, pair=0.001, adv=5.090, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  42%|▍| 189/453 [01:33<02:22,  1.85it/s, loss=0.560, pair=0.005, adv=3.053, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:33<02:13,  1.97it/s, loss=0.560, pair=0.005, adv=3.053, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  42%|▍| 190/453 [01:34<02:13,  1.97it/s, loss=0.643, pair=0.004, adv=3.573, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:34<02:20,  1.87it/s, loss=0.643, pair=0.004, adv=3.573, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  42%|▍| 191/453 [01:34<02:20,  1.87it/s, loss=0.603, pair=0.002, adv=3.955, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:34<02:12,  1.97it/s, loss=0.603, pair=0.002, adv=3.955, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  42%|▍| 192/453 [01:35<02:12,  1.97it/s, loss=0.583, pair=0.003, adv=8.063, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:35<02:17,  1.90it/s, loss=0.583, pair=0.003, adv=8.063, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  43%|▍| 193/453 [01:35<02:17,  1.90it/s, loss=0.593, pair=0.000, adv=3.745, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:35<02:08,  2.01it/s, loss=0.593, pair=0.000, adv=3.745, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  43%|▍| 194/453 [01:36<02:08,  2.01it/s, loss=0.621, pair=0.000, adv=5.961, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:36<02:17,  1.87it/s, loss=0.621, pair=0.000, adv=5.961, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  43%|▍| 195/453 [01:36<02:17,  1.87it/s, loss=0.605, pair=0.001, adv=4.186, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:36<02:09,  1.98it/s, loss=0.605, pair=0.001, adv=4.186, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  43%|▍| 196/453 [01:37<02:09,  1.98it/s, loss=0.636, pair=0.000, adv=5.872, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:37<02:18,  1.85it/s, loss=0.636, pair=0.000, adv=5.872, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  43%|▍| 197/453 [01:38<02:18,  1.85it/s, loss=0.656, pair=0.000, adv=6.997, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<02:11,  1.94it/s, loss=0.656, pair=0.000, adv=6.997, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  44%|▍| 198/453 [01:38<02:11,  1.94it/s, loss=0.592, pair=0.002, adv=5.619, sprd=0.011
Ep 040/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:38<02:16,  1.86it/s, loss=0.592, pair=0.002, adv=5.619, sprd=0.011
Ep 040/80 [S2→S3:ramp]:  44%|▍| 199/453 [01:39<02:16,  1.86it/s, loss=0.616, pair=0.001, adv=7.942, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<02:09,  1.95it/s, loss=0.616, pair=0.001, adv=7.942, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  44%|▍| 200/453 [01:39<02:09,  1.95it/s, loss=0.614, pair=0.000, adv=5.535, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:39<02:18,  1.82it/s, loss=0.614, pair=0.000, adv=5.535, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  44%|▍| 201/453 [01:40<02:18,  1.82it/s, loss=0.585, pair=0.005, adv=5.891, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<02:08,  1.95it/s, loss=0.585, pair=0.005, adv=5.891, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  45%|▍| 202/453 [01:40<02:08,  1.95it/s, loss=0.660, pair=0.004, adv=6.646, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:40<02:17,  1.81it/s, loss=0.660, pair=0.004, adv=6.646, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  45%|▍| 203/453 [01:41<02:17,  1.81it/s, loss=0.617, pair=0.003, adv=5.010, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<02:11,  1.90it/s, loss=0.617, pair=0.003, adv=5.010, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  45%|▍| 204/453 [01:41<02:11,  1.90it/s, loss=0.585, pair=0.000, adv=3.710, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:41<02:26,  1.70it/s, loss=0.585, pair=0.000, adv=3.710, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  45%|▍| 205/453 [01:42<02:26,  1.70it/s, loss=0.607, pair=0.000, adv=5.827, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<02:13,  1.84it/s, loss=0.607, pair=0.000, adv=5.827, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  45%|▍| 206/453 [01:42<02:13,  1.84it/s, loss=0.661, pair=0.004, adv=4.718, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:42<02:13,  1.85it/s, loss=0.661, pair=0.004, adv=4.718, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  46%|▍| 207/453 [01:43<02:13,  1.85it/s, loss=0.615, pair=0.000, adv=5.392, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<02:02,  2.00it/s, loss=0.615, pair=0.000, adv=5.392, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  46%|▍| 208/453 [01:43<02:02,  2.00it/s, loss=0.661, pair=0.001, adv=4.423, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:43<02:02,  2.00it/s, loss=0.661, pair=0.001, adv=4.423, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  46%|▍| 209/453 [01:44<02:02,  2.00it/s, loss=0.630, pair=0.008, adv=5.109, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<01:53,  2.13it/s, loss=0.630, pair=0.008, adv=5.109, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  46%|▍| 210/453 [01:44<01:53,  2.13it/s, loss=0.595, pair=0.001, adv=5.220, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:44<01:57,  2.05it/s, loss=0.595, pair=0.001, adv=5.220, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  47%|▍| 211/453 [01:45<01:57,  2.05it/s, loss=0.614, pair=0.001, adv=3.955, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.15it/s, loss=0.614, pair=0.001, adv=3.955, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  47%|▍| 212/453 [01:45<01:52,  2.15it/s, loss=0.586, pair=0.000, adv=5.564, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:45<01:54,  2.10it/s, loss=0.586, pair=0.000, adv=5.564, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  47%|▍| 213/453 [01:46<01:54,  2.10it/s, loss=0.599, pair=0.000, adv=6.396, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<01:48,  2.21it/s, loss=0.599, pair=0.000, adv=6.396, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  47%|▍| 214/453 [01:46<01:48,  2.21it/s, loss=0.645, pair=0.000, adv=5.062, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:46<01:52,  2.12it/s, loss=0.645, pair=0.000, adv=5.062, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  47%|▍| 215/453 [01:47<01:52,  2.12it/s, loss=0.650, pair=0.001, adv=4.214, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<01:47,  2.21it/s, loss=0.650, pair=0.001, adv=4.214, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 216/453 [01:47<01:47,  2.21it/s, loss=0.642, pair=0.000, adv=5.889, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:47<01:52,  2.10it/s, loss=0.642, pair=0.000, adv=5.889, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 217/453 [01:47<01:52,  2.10it/s, loss=0.596, pair=0.004, adv=6.051, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:47<01:45,  2.22it/s, loss=0.596, pair=0.004, adv=6.051, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  48%|▍| 218/453 [01:48<01:45,  2.22it/s, loss=0.659, pair=0.000, adv=4.532, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:48<01:51,  2.09it/s, loss=0.659, pair=0.000, adv=4.532, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  48%|▍| 219/453 [01:48<01:51,  2.09it/s, loss=0.643, pair=0.000, adv=4.642, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:48<01:46,  2.20it/s, loss=0.643, pair=0.000, adv=4.642, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  49%|▍| 220/453 [01:49<01:46,  2.20it/s, loss=0.681, pair=0.001, adv=5.969, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:49<01:53,  2.05it/s, loss=0.681, pair=0.001, adv=5.969, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  49%|▍| 221/453 [01:49<01:53,  2.05it/s, loss=0.631, pair=0.002, adv=4.466, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:49<01:47,  2.14it/s, loss=0.631, pair=0.002, adv=4.466, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  49%|▍| 222/453 [01:50<01:47,  2.14it/s, loss=0.581, pair=0.002, adv=6.076, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:50<01:47,  2.14it/s, loss=0.581, pair=0.002, adv=6.076, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  49%|▍| 223/453 [01:50<01:47,  2.14it/s, loss=0.645, pair=0.000, adv=5.496, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:50<01:43,  2.21it/s, loss=0.645, pair=0.000, adv=5.496, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  49%|▍| 224/453 [01:51<01:43,  2.21it/s, loss=0.596, pair=0.000, adv=6.169, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:51<01:49,  2.09it/s, loss=0.596, pair=0.000, adv=6.169, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  50%|▍| 225/453 [01:51<01:49,  2.09it/s, loss=0.650, pair=0.000, adv=3.844, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:51<01:45,  2.16it/s, loss=0.650, pair=0.000, adv=3.844, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  50%|▍| 226/453 [01:52<01:45,  2.16it/s, loss=0.679, pair=0.000, adv=7.345, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:52<01:51,  2.03it/s, loss=0.679, pair=0.000, adv=7.345, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  50%|▌| 227/453 [01:52<01:51,  2.03it/s, loss=0.626, pair=0.000, adv=4.885, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:52<01:46,  2.12it/s, loss=0.626, pair=0.000, adv=4.885, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  50%|▌| 228/453 [01:53<01:46,  2.12it/s, loss=0.640, pair=0.004, adv=3.787, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:53<01:50,  2.02it/s, loss=0.640, pair=0.004, adv=3.787, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  51%|▌| 229/453 [01:53<01:50,  2.02it/s, loss=0.638, pair=0.000, adv=6.823, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:53<01:44,  2.13it/s, loss=0.638, pair=0.000, adv=6.823, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  51%|▌| 230/453 [01:54<01:44,  2.13it/s, loss=0.730, pair=0.000, adv=3.590, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:54<01:47,  2.06it/s, loss=0.730, pair=0.000, adv=3.590, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  51%|▌| 231/453 [01:54<01:47,  2.06it/s, loss=0.606, pair=0.000, adv=3.709, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:54<01:43,  2.14it/s, loss=0.606, pair=0.000, adv=3.709, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  51%|▌| 232/453 [01:55<01:43,  2.14it/s, loss=0.658, pair=0.000, adv=6.623, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:55<01:52,  1.95it/s, loss=0.658, pair=0.000, adv=6.623, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  51%|▌| 233/453 [01:55<01:52,  1.95it/s, loss=0.677, pair=0.001, adv=4.239, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:55<01:45,  2.07it/s, loss=0.677, pair=0.001, adv=4.239, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  52%|▌| 234/453 [01:56<01:45,  2.07it/s, loss=0.622, pair=0.001, adv=6.722, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:56<01:49,  1.99it/s, loss=0.622, pair=0.001, adv=6.722, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  52%|▌| 235/453 [01:56<01:49,  1.99it/s, loss=0.592, pair=0.001, adv=5.551, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:56<01:42,  2.11it/s, loss=0.592, pair=0.001, adv=5.551, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  52%|▌| 236/453 [01:57<01:42,  2.11it/s, loss=0.515, pair=0.004, adv=2.555, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:57<01:45,  2.04it/s, loss=0.515, pair=0.004, adv=2.555, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  52%|▌| 237/453 [01:57<01:45,  2.04it/s, loss=0.631, pair=0.002, adv=5.062, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:57<01:41,  2.13it/s, loss=0.631, pair=0.002, adv=5.062, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  53%|▌| 238/453 [01:58<01:41,  2.13it/s, loss=0.674, pair=0.002, adv=4.873, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:44,  2.04it/s, loss=0.674, pair=0.002, adv=4.873, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  53%|▌| 239/453 [01:58<01:44,  2.04it/s, loss=0.606, pair=0.000, adv=3.322, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:58<01:37,  2.17it/s, loss=0.606, pair=0.000, adv=3.322, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  53%|▌| 240/453 [01:59<01:37,  2.17it/s, loss=0.666, pair=0.000, adv=6.465, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:42,  2.07it/s, loss=0.666, pair=0.000, adv=6.465, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  53%|▌| 241/453 [01:59<01:42,  2.07it/s, loss=0.611, pair=0.001, adv=3.849, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  53%|▌| 242/453 [01:59<01:36,  2.18it/s, loss=0.611, pair=0.001, adv=3.849, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  53%|▌| 242/453 [01:59<01:36,  2.18it/s, loss=0.474, pair=0.000, adv=2.290, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  54%|▌| 243/453 [01:59<01:39,  2.10it/s, loss=0.474, pair=0.000, adv=2.290, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  54%|▌| 243/453 [02:00<01:39,  2.10it/s, loss=0.666, pair=0.000, adv=6.788, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:00<01:35,  2.20it/s, loss=0.666, pair=0.000, adv=6.788, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  54%|▌| 244/453 [02:00<01:35,  2.20it/s, loss=0.640, pair=0.000, adv=4.098, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:00<01:39,  2.09it/s, loss=0.640, pair=0.000, adv=4.098, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  54%|▌| 245/453 [02:01<01:39,  2.09it/s, loss=0.579, pair=0.000, adv=6.301, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:01<01:35,  2.17it/s, loss=0.579, pair=0.000, adv=6.301, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  54%|▌| 246/453 [02:01<01:35,  2.17it/s, loss=0.568, pair=0.000, adv=2.896, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:01<01:38,  2.09it/s, loss=0.568, pair=0.000, adv=2.896, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  55%|▌| 247/453 [02:02<01:38,  2.09it/s, loss=0.655, pair=0.001, adv=6.974, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:02<01:34,  2.17it/s, loss=0.655, pair=0.001, adv=6.974, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  55%|▌| 248/453 [02:02<01:34,  2.17it/s, loss=0.643, pair=0.000, adv=4.695, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:02<01:38,  2.08it/s, loss=0.643, pair=0.000, adv=4.695, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  55%|▌| 249/453 [02:03<01:38,  2.08it/s, loss=0.595, pair=0.001, adv=4.549, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:03<01:33,  2.17it/s, loss=0.595, pair=0.001, adv=4.549, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  55%|▌| 250/453 [02:03<01:33,  2.17it/s, loss=0.624, pair=0.000, adv=5.298, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:03<01:37,  2.07it/s, loss=0.624, pair=0.000, adv=5.298, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  55%|▌| 251/453 [02:04<01:37,  2.07it/s, loss=0.638, pair=0.000, adv=8.376, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:04<01:33,  2.15it/s, loss=0.638, pair=0.000, adv=8.376, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  56%|▌| 252/453 [02:04<01:33,  2.15it/s, loss=0.620, pair=0.000, adv=3.318, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:04<01:36,  2.08it/s, loss=0.620, pair=0.000, adv=3.318, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  56%|▌| 253/453 [02:05<01:36,  2.08it/s, loss=0.572, pair=0.000, adv=2.894, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:05<01:31,  2.17it/s, loss=0.572, pair=0.000, adv=2.894, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  56%|▌| 254/453 [02:05<01:31,  2.17it/s, loss=0.624, pair=0.000, adv=6.444, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:05<01:32,  2.13it/s, loss=0.624, pair=0.000, adv=6.444, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  56%|▌| 255/453 [02:05<01:32,  2.13it/s, loss=0.595, pair=0.000, adv=7.080, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:05<01:29,  2.20it/s, loss=0.595, pair=0.000, adv=7.080, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  57%|▌| 256/453 [02:06<01:29,  2.20it/s, loss=0.612, pair=0.000, adv=4.842, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:06<01:37,  2.01it/s, loss=0.612, pair=0.000, adv=4.842, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  57%|▌| 257/453 [02:07<01:37,  2.01it/s, loss=0.671, pair=0.000, adv=5.137, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:07<01:33,  2.09it/s, loss=0.671, pair=0.000, adv=5.137, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  57%|▌| 258/453 [02:07<01:33,  2.09it/s, loss=0.673, pair=0.001, adv=4.528, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:07<01:36,  2.00it/s, loss=0.673, pair=0.001, adv=4.528, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  57%|▌| 259/453 [02:07<01:36,  2.00it/s, loss=0.654, pair=0.000, adv=7.685, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:07<01:32,  2.09it/s, loss=0.654, pair=0.000, adv=7.685, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  57%|▌| 260/453 [02:08<01:32,  2.09it/s, loss=0.539, pair=0.003, adv=2.585, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:08<01:33,  2.05it/s, loss=0.539, pair=0.003, adv=2.585, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  58%|▌| 261/453 [02:08<01:33,  2.05it/s, loss=0.633, pair=0.002, adv=8.826, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:08<01:27,  2.18it/s, loss=0.633, pair=0.002, adv=8.826, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  58%|▌| 262/453 [02:09<01:27,  2.18it/s, loss=0.605, pair=0.002, adv=5.236, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:09<01:30,  2.10it/s, loss=0.605, pair=0.002, adv=5.236, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  58%|▌| 263/453 [02:09<01:30,  2.10it/s, loss=0.646, pair=0.001, adv=3.941, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:09<01:26,  2.19it/s, loss=0.646, pair=0.001, adv=3.941, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  58%|▌| 264/453 [02:10<01:26,  2.19it/s, loss=0.624, pair=0.000, adv=3.884, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:10<01:29,  2.10it/s, loss=0.624, pair=0.000, adv=3.884, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  58%|▌| 265/453 [02:10<01:29,  2.10it/s, loss=0.603, pair=0.002, adv=3.455, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:10<01:23,  2.24it/s, loss=0.603, pair=0.002, adv=3.455, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  59%|▌| 266/453 [02:11<01:23,  2.24it/s, loss=0.653, pair=0.000, adv=5.202, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:11<01:28,  2.11it/s, loss=0.653, pair=0.000, adv=5.202, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  59%|▌| 267/453 [02:11<01:28,  2.11it/s, loss=0.632, pair=0.000, adv=5.751, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:11<01:24,  2.19it/s, loss=0.632, pair=0.000, adv=5.751, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  59%|▌| 268/453 [02:12<01:24,  2.19it/s, loss=0.614, pair=0.000, adv=5.866, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:12<01:27,  2.11it/s, loss=0.614, pair=0.000, adv=5.866, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  59%|▌| 269/453 [02:12<01:27,  2.11it/s, loss=0.626, pair=0.012, adv=4.200, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:12<01:22,  2.22it/s, loss=0.626, pair=0.012, adv=4.200, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  60%|▌| 270/453 [02:13<01:22,  2.22it/s, loss=0.599, pair=0.001, adv=2.989, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:13<01:25,  2.12it/s, loss=0.599, pair=0.001, adv=2.989, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  60%|▌| 271/453 [02:13<01:25,  2.12it/s, loss=0.658, pair=0.005, adv=4.318, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:13<01:21,  2.23it/s, loss=0.658, pair=0.005, adv=4.318, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  60%|▌| 272/453 [02:14<01:21,  2.23it/s, loss=0.631, pair=0.002, adv=5.526, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:14<01:25,  2.09it/s, loss=0.631, pair=0.002, adv=5.526, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  60%|▌| 273/453 [02:14<01:25,  2.09it/s, loss=0.641, pair=0.000, adv=5.699, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:14<01:22,  2.17it/s, loss=0.641, pair=0.000, adv=5.699, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  60%|▌| 274/453 [02:14<01:22,  2.17it/s, loss=0.635, pair=0.001, adv=5.373, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:14<01:25,  2.09it/s, loss=0.635, pair=0.001, adv=5.373, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  61%|▌| 275/453 [02:15<01:25,  2.09it/s, loss=0.589, pair=0.000, adv=5.801, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:15<01:22,  2.15it/s, loss=0.589, pair=0.000, adv=5.801, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  61%|▌| 276/453 [02:16<01:22,  2.15it/s, loss=0.600, pair=0.003, adv=6.339, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:16<01:29,  1.96it/s, loss=0.600, pair=0.003, adv=6.339, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  61%|▌| 277/453 [02:16<01:29,  1.96it/s, loss=0.650, pair=0.000, adv=6.327, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:16<01:25,  2.05it/s, loss=0.650, pair=0.000, adv=6.327, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  61%|▌| 278/453 [02:17<01:25,  2.05it/s, loss=0.597, pair=0.007, adv=6.179, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:17<01:31,  1.91it/s, loss=0.597, pair=0.007, adv=6.179, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  62%|▌| 279/453 [02:17<01:31,  1.91it/s, loss=0.620, pair=0.000, adv=5.030, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:17<01:27,  1.99it/s, loss=0.620, pair=0.000, adv=5.030, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  62%|▌| 280/453 [02:18<01:27,  1.99it/s, loss=0.619, pair=0.000, adv=4.253, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:18<01:30,  1.90it/s, loss=0.619, pair=0.000, adv=4.253, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  62%|▌| 281/453 [02:18<01:30,  1.90it/s, loss=0.584, pair=0.000, adv=4.788, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:18<01:25,  1.99it/s, loss=0.584, pair=0.000, adv=4.788, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  62%|▌| 282/453 [02:19<01:25,  1.99it/s, loss=0.637, pair=0.000, adv=4.312, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:19<01:31,  1.87it/s, loss=0.637, pair=0.000, adv=4.312, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  62%|▌| 283/453 [02:19<01:31,  1.87it/s, loss=0.625, pair=0.000, adv=6.804, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:19<01:25,  1.97it/s, loss=0.625, pair=0.000, adv=6.804, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  63%|▋| 284/453 [02:20<01:25,  1.97it/s, loss=0.633, pair=0.001, adv=3.156, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:20<01:38,  1.71it/s, loss=0.633, pair=0.001, adv=3.156, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  63%|▋| 285/453 [02:20<01:38,  1.71it/s, loss=0.642, pair=0.001, adv=3.732, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:20<01:30,  1.84it/s, loss=0.642, pair=0.001, adv=3.732, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  63%|▋| 286/453 [02:21<01:30,  1.84it/s, loss=0.571, pair=0.000, adv=4.787, sprd=0.012
Ep 040/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:21<01:32,  1.80it/s, loss=0.571, pair=0.000, adv=4.787, sprd=0.012
Ep 040/80 [S2→S3:ramp]:  63%|▋| 287/453 [02:21<01:32,  1.80it/s, loss=0.643, pair=0.006, adv=5.248, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:21<01:27,  1.88it/s, loss=0.643, pair=0.006, adv=5.248, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  64%|▋| 288/453 [02:22<01:27,  1.88it/s, loss=0.627, pair=0.014, adv=5.123, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:22<01:30,  1.81it/s, loss=0.627, pair=0.014, adv=5.123, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  64%|▋| 289/453 [02:22<01:30,  1.81it/s, loss=0.705, pair=0.237, adv=6.300, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:22<01:25,  1.92it/s, loss=0.705, pair=0.237, adv=6.300, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  64%|▋| 290/453 [02:23<01:25,  1.92it/s, loss=0.600, pair=0.001, adv=7.110, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:23<01:31,  1.78it/s, loss=0.600, pair=0.001, adv=7.110, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  64%|▋| 291/453 [02:24<01:31,  1.78it/s, loss=0.608, pair=0.001, adv=5.771, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:24<01:25,  1.89it/s, loss=0.608, pair=0.001, adv=5.771, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  64%|▋| 292/453 [02:24<01:25,  1.89it/s, loss=0.671, pair=0.008, adv=3.789, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:24<01:29,  1.78it/s, loss=0.671, pair=0.008, adv=3.789, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  65%|▋| 293/453 [02:25<01:29,  1.78it/s, loss=0.615, pair=0.003, adv=5.087, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:25<01:23,  1.91it/s, loss=0.615, pair=0.003, adv=5.087, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  65%|▋| 294/453 [02:25<01:23,  1.91it/s, loss=0.654, pair=0.000, adv=4.593, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:25<01:27,  1.80it/s, loss=0.654, pair=0.000, adv=4.593, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  65%|▋| 295/453 [02:26<01:27,  1.80it/s, loss=0.612, pair=0.000, adv=5.080, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:26<01:21,  1.94it/s, loss=0.612, pair=0.000, adv=5.080, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  65%|▋| 296/453 [02:26<01:21,  1.94it/s, loss=0.615, pair=0.001, adv=5.758, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:26<01:27,  1.79it/s, loss=0.615, pair=0.001, adv=5.758, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  66%|▋| 297/453 [02:27<01:27,  1.79it/s, loss=0.674, pair=0.000, adv=5.661, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:27<01:21,  1.91it/s, loss=0.674, pair=0.000, adv=5.661, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  66%|▋| 298/453 [02:27<01:21,  1.91it/s, loss=0.651, pair=0.000, adv=5.204, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:27<01:25,  1.79it/s, loss=0.651, pair=0.000, adv=5.204, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  66%|▋| 299/453 [02:28<01:25,  1.79it/s, loss=0.626, pair=0.003, adv=4.126, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:28<01:18,  1.96it/s, loss=0.626, pair=0.003, adv=4.126, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  66%|▋| 300/453 [02:28<01:18,  1.96it/s, loss=0.641, pair=0.000, adv=4.153, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:28<01:23,  1.83it/s, loss=0.641, pair=0.000, adv=4.153, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  66%|▋| 301/453 [02:29<01:23,  1.83it/s, loss=0.614, pair=0.005, adv=4.084, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:29<01:17,  1.94it/s, loss=0.614, pair=0.005, adv=4.084, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  67%|▋| 302/453 [02:29<01:17,  1.94it/s, loss=0.593, pair=0.006, adv=5.371, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:29<01:21,  1.85it/s, loss=0.593, pair=0.006, adv=5.371, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  67%|▋| 303/453 [02:30<01:21,  1.85it/s, loss=0.634, pair=0.005, adv=3.846, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:30<01:16,  1.95it/s, loss=0.634, pair=0.005, adv=3.846, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  67%|▋| 304/453 [02:31<01:16,  1.95it/s, loss=0.613, pair=0.008, adv=6.948, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:22,  1.79it/s, loss=0.613, pair=0.008, adv=6.948, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  67%|▋| 305/453 [02:31<01:22,  1.79it/s, loss=0.661, pair=0.003, adv=5.698, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:31<01:16,  1.92it/s, loss=0.661, pair=0.003, adv=5.698, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  68%|▋| 306/453 [02:32<01:16,  1.92it/s, loss=0.618, pair=0.000, adv=5.960, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:16,  1.91it/s, loss=0.618, pair=0.000, adv=5.960, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  68%|▋| 307/453 [02:32<01:16,  1.91it/s, loss=0.677, pair=0.002, adv=5.363, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:32<01:11,  2.04it/s, loss=0.677, pair=0.002, adv=5.363, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  68%|▋| 308/453 [02:33<01:11,  2.04it/s, loss=0.651, pair=0.001, adv=7.101, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:12,  1.97it/s, loss=0.651, pair=0.001, adv=7.101, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  68%|▋| 309/453 [02:33<01:12,  1.97it/s, loss=0.618, pair=0.000, adv=4.577, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:33<01:08,  2.08it/s, loss=0.618, pair=0.000, adv=4.577, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  68%|▋| 310/453 [02:33<01:08,  2.08it/s, loss=0.636, pair=0.001, adv=3.548, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:33<01:10,  2.02it/s, loss=0.636, pair=0.001, adv=3.548, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  69%|▋| 311/453 [02:34<01:10,  2.02it/s, loss=0.633, pair=0.001, adv=4.719, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:34<01:05,  2.14it/s, loss=0.633, pair=0.001, adv=4.719, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  69%|▋| 312/453 [02:35<01:05,  2.14it/s, loss=0.667, pair=0.001, adv=4.842, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:12,  1.94it/s, loss=0.667, pair=0.001, adv=4.842, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  69%|▋| 313/453 [02:35<01:12,  1.94it/s, loss=0.610, pair=0.005, adv=3.259, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:35<01:07,  2.05it/s, loss=0.610, pair=0.005, adv=3.259, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  69%|▋| 314/453 [02:35<01:07,  2.05it/s, loss=0.647, pair=0.013, adv=5.797, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:35<01:08,  2.00it/s, loss=0.647, pair=0.013, adv=5.797, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  70%|▋| 315/453 [02:36<01:08,  2.00it/s, loss=0.620, pair=0.010, adv=6.737, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:36<01:04,  2.13it/s, loss=0.620, pair=0.010, adv=6.737, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  70%|▋| 316/453 [02:36<01:04,  2.13it/s, loss=0.641, pair=0.004, adv=5.480, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:36<01:06,  2.05it/s, loss=0.641, pair=0.004, adv=5.480, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  70%|▋| 317/453 [02:37<01:06,  2.05it/s, loss=0.661, pair=0.001, adv=5.722, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:37<01:03,  2.12it/s, loss=0.661, pair=0.001, adv=5.722, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  70%|▋| 318/453 [02:37<01:03,  2.12it/s, loss=0.620, pair=0.000, adv=6.005, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:37<01:05,  2.05it/s, loss=0.620, pair=0.000, adv=6.005, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  70%|▋| 319/453 [02:38<01:05,  2.05it/s, loss=0.630, pair=0.000, adv=6.144, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:38<01:02,  2.14it/s, loss=0.630, pair=0.000, adv=6.144, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  71%|▋| 320/453 [02:38<01:02,  2.14it/s, loss=0.615, pair=0.006, adv=5.164, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:38<01:03,  2.07it/s, loss=0.615, pair=0.006, adv=5.164, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  71%|▋| 321/453 [02:39<01:03,  2.07it/s, loss=0.608, pair=0.009, adv=5.352, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:39<01:01,  2.14it/s, loss=0.608, pair=0.009, adv=5.352, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  71%|▋| 322/453 [02:39<01:01,  2.14it/s, loss=0.629, pair=0.002, adv=4.074, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:39<01:02,  2.08it/s, loss=0.629, pair=0.002, adv=4.074, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  71%|▋| 323/453 [02:40<01:02,  2.08it/s, loss=0.592, pair=0.001, adv=4.471, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:40<00:59,  2.16it/s, loss=0.592, pair=0.001, adv=4.471, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  72%|▋| 324/453 [02:40<00:59,  2.16it/s, loss=0.636, pair=0.000, adv=5.126, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:40<01:02,  2.04it/s, loss=0.636, pair=0.000, adv=5.126, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  72%|▋| 325/453 [02:41<01:02,  2.04it/s, loss=0.637, pair=0.008, adv=4.004, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:41<00:59,  2.13it/s, loss=0.637, pair=0.008, adv=4.004, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  72%|▋| 326/453 [02:41<00:59,  2.13it/s, loss=0.623, pair=0.006, adv=4.100, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:41<01:00,  2.08it/s, loss=0.623, pair=0.006, adv=4.100, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  72%|▋| 327/453 [02:42<01:00,  2.08it/s, loss=0.655, pair=0.003, adv=3.985, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:42<00:57,  2.16it/s, loss=0.655, pair=0.003, adv=3.985, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  72%|▋| 328/453 [02:42<00:57,  2.16it/s, loss=0.643, pair=0.006, adv=4.881, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:42<01:00,  2.03it/s, loss=0.643, pair=0.006, adv=4.881, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  73%|▋| 329/453 [02:42<01:00,  2.03it/s, loss=0.636, pair=0.013, adv=5.253, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:42<00:55,  2.20it/s, loss=0.636, pair=0.013, adv=5.253, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  73%|▋| 330/453 [02:43<00:55,  2.20it/s, loss=0.584, pair=0.001, adv=6.317, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:43<00:59,  2.05it/s, loss=0.584, pair=0.001, adv=6.317, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  73%|▋| 331/453 [02:43<00:59,  2.05it/s, loss=0.604, pair=0.000, adv=5.910, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:43<00:56,  2.14it/s, loss=0.604, pair=0.000, adv=5.910, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  73%|▋| 332/453 [02:44<00:56,  2.14it/s, loss=0.634, pair=0.005, adv=4.952, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:44<00:57,  2.09it/s, loss=0.634, pair=0.005, adv=4.952, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  74%|▋| 333/453 [02:44<00:57,  2.09it/s, loss=0.609, pair=0.000, adv=5.724, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:44<00:54,  2.16it/s, loss=0.609, pair=0.000, adv=5.724, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  74%|▋| 334/453 [02:45<00:54,  2.16it/s, loss=0.625, pair=0.014, adv=6.286, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:45<00:56,  2.10it/s, loss=0.625, pair=0.014, adv=6.286, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  74%|▋| 335/453 [02:45<00:56,  2.10it/s, loss=0.563, pair=0.005, adv=2.491, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:45<00:53,  2.19it/s, loss=0.563, pair=0.005, adv=2.491, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  74%|▋| 336/453 [02:46<00:53,  2.19it/s, loss=0.601, pair=0.000, adv=6.527, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:46<00:54,  2.11it/s, loss=0.601, pair=0.000, adv=6.527, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  74%|▋| 337/453 [02:46<00:54,  2.11it/s, loss=0.608, pair=0.002, adv=4.538, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:46<00:51,  2.22it/s, loss=0.608, pair=0.002, adv=4.538, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  75%|▋| 338/453 [02:47<00:51,  2.22it/s, loss=0.618, pair=0.000, adv=4.828, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:47<00:54,  2.10it/s, loss=0.618, pair=0.000, adv=4.828, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  75%|▋| 339/453 [02:47<00:54,  2.10it/s, loss=0.642, pair=0.000, adv=4.493, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:47<00:51,  2.21it/s, loss=0.642, pair=0.000, adv=4.493, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  75%|▊| 340/453 [02:48<00:51,  2.21it/s, loss=0.583, pair=0.004, adv=4.464, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:48<00:53,  2.11it/s, loss=0.583, pair=0.004, adv=4.464, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  75%|▊| 341/453 [02:48<00:53,  2.11it/s, loss=0.581, pair=0.001, adv=2.869, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:48<00:50,  2.19it/s, loss=0.581, pair=0.001, adv=2.869, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  75%|▊| 342/453 [02:49<00:50,  2.19it/s, loss=0.662, pair=0.002, adv=6.431, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:49<00:56,  1.95it/s, loss=0.662, pair=0.002, adv=6.431, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  76%|▊| 343/453 [02:49<00:56,  1.95it/s, loss=0.609, pair=0.001, adv=6.735, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:49<00:52,  2.07it/s, loss=0.609, pair=0.001, adv=6.735, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  76%|▊| 344/453 [02:50<00:52,  2.07it/s, loss=0.674, pair=0.011, adv=3.533, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:50<00:53,  2.00it/s, loss=0.674, pair=0.011, adv=3.533, sprd=0.029
Ep 040/80 [S2→S3:ramp]:  76%|▊| 345/453 [02:50<00:53,  2.00it/s, loss=0.534, pair=0.004, adv=2.446, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:50<00:50,  2.11it/s, loss=0.534, pair=0.004, adv=2.446, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  76%|▊| 346/453 [02:51<00:50,  2.11it/s, loss=0.642, pair=0.004, adv=6.284, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:51<00:52,  2.01it/s, loss=0.642, pair=0.004, adv=6.284, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  77%|▊| 347/453 [02:51<00:52,  2.01it/s, loss=0.639, pair=0.001, adv=5.827, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:51<00:49,  2.10it/s, loss=0.639, pair=0.001, adv=5.827, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  77%|▊| 348/453 [02:52<00:49,  2.10it/s, loss=0.714, pair=0.001, adv=5.302, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:52<00:51,  2.02it/s, loss=0.714, pair=0.001, adv=5.302, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  77%|▊| 349/453 [02:52<00:51,  2.02it/s, loss=0.647, pair=0.003, adv=3.439, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:52<00:48,  2.13it/s, loss=0.647, pair=0.003, adv=3.439, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  77%|▊| 350/453 [02:53<00:48,  2.13it/s, loss=0.632, pair=0.000, adv=4.853, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:53<00:49,  2.05it/s, loss=0.632, pair=0.000, adv=4.853, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  77%|▊| 351/453 [02:53<00:49,  2.05it/s, loss=0.617, pair=0.003, adv=3.880, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:53<00:46,  2.15it/s, loss=0.617, pair=0.003, adv=3.880, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  78%|▊| 352/453 [02:54<00:46,  2.15it/s, loss=0.601, pair=0.000, adv=5.394, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:54<00:48,  2.07it/s, loss=0.601, pair=0.000, adv=5.394, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  78%|▊| 353/453 [02:54<00:48,  2.07it/s, loss=0.606, pair=0.000, adv=6.677, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:54<00:46,  2.15it/s, loss=0.606, pair=0.000, adv=6.677, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  78%|▊| 354/453 [02:54<00:46,  2.15it/s, loss=0.619, pair=0.000, adv=4.172, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:54<00:47,  2.05it/s, loss=0.619, pair=0.000, adv=4.172, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  78%|▊| 355/453 [02:55<00:47,  2.05it/s, loss=0.624, pair=0.000, adv=5.081, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:55<00:45,  2.14it/s, loss=0.624, pair=0.000, adv=5.081, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 356/453 [02:55<00:45,  2.14it/s, loss=0.679, pair=0.000, adv=5.275, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:55<00:46,  2.05it/s, loss=0.679, pair=0.000, adv=5.275, sprd=0.031
Ep 040/80 [S2→S3:ramp]:  79%|▊| 357/453 [02:56<00:46,  2.05it/s, loss=0.615, pair=0.000, adv=5.109, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:56<00:44,  2.12it/s, loss=0.615, pair=0.000, adv=5.109, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 358/453 [02:56<00:44,  2.12it/s, loss=0.642, pair=0.000, adv=4.062, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:56<00:45,  2.06it/s, loss=0.642, pair=0.000, adv=4.062, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  79%|▊| 359/453 [02:57<00:45,  2.06it/s, loss=0.707, pair=0.004, adv=3.618, sprd=0.036
Ep 040/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:57<00:43,  2.15it/s, loss=0.707, pair=0.004, adv=3.618, sprd=0.036
Ep 040/80 [S2→S3:ramp]:  79%|▊| 360/453 [02:57<00:43,  2.15it/s, loss=0.590, pair=0.001, adv=3.314, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:57<00:44,  2.09it/s, loss=0.590, pair=0.001, adv=3.314, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  80%|▊| 361/453 [02:58<00:44,  2.09it/s, loss=0.668, pair=0.006, adv=5.374, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:58<00:42,  2.16it/s, loss=0.668, pair=0.006, adv=5.374, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  80%|▊| 362/453 [02:58<00:42,  2.16it/s, loss=0.673, pair=0.008, adv=4.054, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  80%|▊| 363/453 [02:58<00:43,  2.06it/s, loss=0.673, pair=0.008, adv=4.054, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  80%|▊| 363/453 [02:59<00:43,  2.06it/s, loss=0.658, pair=0.004, adv=5.746, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  80%|▊| 364/453 [02:59<00:41,  2.14it/s, loss=0.658, pair=0.004, adv=5.746, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  80%|▊| 364/453 [02:59<00:41,  2.14it/s, loss=0.602, pair=0.005, adv=3.222, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  81%|▊| 365/453 [02:59<00:42,  2.09it/s, loss=0.602, pair=0.005, adv=3.222, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  81%|▊| 365/453 [03:00<00:42,  2.09it/s, loss=0.629, pair=0.001, adv=4.314, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:00<00:40,  2.17it/s, loss=0.629, pair=0.001, adv=4.314, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  81%|▊| 366/453 [03:00<00:40,  2.17it/s, loss=0.654, pair=0.000, adv=4.819, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:00<00:43,  1.97it/s, loss=0.654, pair=0.000, adv=4.819, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  81%|▊| 367/453 [03:01<00:43,  1.97it/s, loss=0.628, pair=0.000, adv=4.018, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:01<00:40,  2.09it/s, loss=0.628, pair=0.000, adv=4.018, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  81%|▊| 368/453 [03:01<00:40,  2.09it/s, loss=0.670, pair=0.000, adv=4.404, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:01<00:41,  2.04it/s, loss=0.670, pair=0.000, adv=4.404, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  81%|▊| 369/453 [03:02<00:41,  2.04it/s, loss=0.640, pair=0.012, adv=4.991, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:02<00:38,  2.17it/s, loss=0.640, pair=0.012, adv=4.991, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  82%|▊| 370/453 [03:02<00:38,  2.17it/s, loss=0.618, pair=0.001, adv=3.866, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:02<00:39,  2.06it/s, loss=0.618, pair=0.001, adv=3.866, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  82%|▊| 371/453 [03:02<00:39,  2.06it/s, loss=0.654, pair=0.000, adv=4.033, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:02<00:37,  2.16it/s, loss=0.654, pair=0.000, adv=4.033, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  82%|▊| 372/453 [03:03<00:37,  2.16it/s, loss=0.557, pair=0.000, adv=2.951, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:03<00:37,  2.13it/s, loss=0.557, pair=0.000, adv=2.951, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  82%|▊| 373/453 [03:03<00:37,  2.13it/s, loss=0.634, pair=0.003, adv=5.679, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:03<00:35,  2.20it/s, loss=0.634, pair=0.003, adv=5.679, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  83%|▊| 374/453 [03:04<00:35,  2.20it/s, loss=0.612, pair=0.005, adv=4.368, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:04<00:37,  2.10it/s, loss=0.612, pair=0.005, adv=4.368, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  83%|▊| 375/453 [03:04<00:37,  2.10it/s, loss=0.604, pair=0.004, adv=4.483, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:04<00:34,  2.20it/s, loss=0.604, pair=0.004, adv=4.483, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  83%|▊| 376/453 [03:05<00:34,  2.20it/s, loss=0.677, pair=0.004, adv=6.356, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:05<00:39,  1.95it/s, loss=0.677, pair=0.004, adv=6.356, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  83%|▊| 377/453 [03:05<00:39,  1.95it/s, loss=0.623, pair=0.004, adv=4.454, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:05<00:37,  2.01it/s, loss=0.623, pair=0.004, adv=4.454, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  83%|▊| 378/453 [03:06<00:37,  2.01it/s, loss=0.610, pair=0.003, adv=4.740, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:06<00:40,  1.84it/s, loss=0.610, pair=0.003, adv=4.740, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  84%|▊| 379/453 [03:07<00:40,  1.84it/s, loss=0.555, pair=0.001, adv=2.621, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:07<00:37,  1.95it/s, loss=0.555, pair=0.001, adv=2.621, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  84%|▊| 380/453 [03:07<00:37,  1.95it/s, loss=0.695, pair=0.002, adv=5.258, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:07<00:39,  1.83it/s, loss=0.695, pair=0.002, adv=5.258, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  84%|▊| 381/453 [03:08<00:39,  1.83it/s, loss=0.615, pair=0.008, adv=3.623, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:08<00:35,  1.99it/s, loss=0.615, pair=0.008, adv=3.623, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  84%|▊| 382/453 [03:08<00:35,  1.99it/s, loss=0.619, pair=0.001, adv=4.491, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:08<00:37,  1.84it/s, loss=0.619, pair=0.001, adv=4.491, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  85%|▊| 383/453 [03:09<00:37,  1.84it/s, loss=0.612, pair=0.002, adv=5.032, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:09<00:35,  1.93it/s, loss=0.612, pair=0.002, adv=5.032, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  85%|▊| 384/453 [03:09<00:35,  1.93it/s, loss=0.645, pair=0.001, adv=6.159, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:09<00:37,  1.81it/s, loss=0.645, pair=0.001, adv=6.159, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  85%|▊| 385/453 [03:10<00:37,  1.81it/s, loss=0.649, pair=0.000, adv=4.585, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:10<00:34,  1.94it/s, loss=0.649, pair=0.000, adv=4.585, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  85%|▊| 386/453 [03:10<00:34,  1.94it/s, loss=0.561, pair=0.000, adv=2.923, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:10<00:36,  1.79it/s, loss=0.561, pair=0.000, adv=2.923, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  85%|▊| 387/453 [03:11<00:36,  1.79it/s, loss=0.654, pair=0.000, adv=3.753, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:11<00:34,  1.91it/s, loss=0.654, pair=0.000, adv=3.753, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  86%|▊| 388/453 [03:11<00:34,  1.91it/s, loss=0.693, pair=0.000, adv=4.216, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:11<00:35,  1.82it/s, loss=0.693, pair=0.000, adv=4.216, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  86%|▊| 389/453 [03:12<00:35,  1.82it/s, loss=0.616, pair=0.000, adv=5.062, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:12<00:32,  1.93it/s, loss=0.616, pair=0.000, adv=5.062, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  86%|▊| 390/453 [03:13<00:32,  1.93it/s, loss=0.641, pair=0.006, adv=4.551, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:13<00:34,  1.82it/s, loss=0.641, pair=0.006, adv=4.551, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  86%|▊| 391/453 [03:13<00:34,  1.82it/s, loss=0.581, pair=0.000, adv=7.810, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:13<00:32,  1.91it/s, loss=0.581, pair=0.000, adv=7.810, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  87%|▊| 392/453 [03:14<00:32,  1.91it/s, loss=0.572, pair=0.001, adv=5.720, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:14<00:33,  1.77it/s, loss=0.572, pair=0.001, adv=5.720, sprd=0.013
Ep 040/80 [S2→S3:ramp]:  87%|▊| 393/453 [03:14<00:33,  1.77it/s, loss=0.623, pair=0.000, adv=7.134, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:14<00:31,  1.88it/s, loss=0.623, pair=0.000, adv=7.134, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  87%|▊| 394/453 [03:15<00:31,  1.88it/s, loss=0.692, pair=0.000, adv=5.308, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:15<00:35,  1.66it/s, loss=0.692, pair=0.000, adv=5.308, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  87%|▊| 395/453 [03:15<00:35,  1.66it/s, loss=0.611, pair=0.003, adv=5.401, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:15<00:31,  1.82it/s, loss=0.611, pair=0.003, adv=5.401, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  87%|▊| 396/453 [03:16<00:31,  1.82it/s, loss=0.655, pair=0.001, adv=4.757, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:16<00:32,  1.74it/s, loss=0.655, pair=0.001, adv=4.757, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  88%|▉| 397/453 [03:16<00:32,  1.74it/s, loss=0.620, pair=0.000, adv=4.916, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:16<00:29,  1.88it/s, loss=0.620, pair=0.000, adv=4.916, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  88%|▉| 398/453 [03:17<00:29,  1.88it/s, loss=0.601, pair=0.001, adv=5.463, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:17<00:29,  1.80it/s, loss=0.601, pair=0.001, adv=5.463, sprd=0.016
Ep 040/80 [S2→S3:ramp]:  88%|▉| 399/453 [03:17<00:29,  1.80it/s, loss=0.649, pair=0.007, adv=5.564, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:17<00:27,  1.90it/s, loss=0.649, pair=0.007, adv=5.564, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  88%|▉| 400/453 [03:18<00:27,  1.90it/s, loss=0.650, pair=0.005, adv=3.583, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:18<00:29,  1.78it/s, loss=0.650, pair=0.005, adv=3.583, sprd=0.026
Ep 040/80 [S2→S3:ramp]:  89%|▉| 401/453 [03:18<00:29,  1.78it/s, loss=0.642, pair=0.002, adv=4.268, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:18<00:26,  1.90it/s, loss=0.642, pair=0.002, adv=4.268, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  89%|▉| 402/453 [03:19<00:26,  1.90it/s, loss=0.644, pair=0.006, adv=6.763, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:19<00:27,  1.80it/s, loss=0.644, pair=0.006, adv=6.763, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  89%|▉| 403/453 [03:20<00:27,  1.80it/s, loss=0.614, pair=0.004, adv=4.232, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:20<00:25,  1.91it/s, loss=0.614, pair=0.004, adv=4.232, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  89%|▉| 404/453 [03:20<00:25,  1.91it/s, loss=0.633, pair=0.004, adv=7.670, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:20<00:26,  1.82it/s, loss=0.633, pair=0.004, adv=7.670, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  89%|▉| 405/453 [03:21<00:26,  1.82it/s, loss=0.644, pair=0.001, adv=5.355, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:21<00:24,  1.96it/s, loss=0.644, pair=0.001, adv=5.355, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  90%|▉| 406/453 [03:21<00:24,  1.96it/s, loss=0.629, pair=0.004, adv=3.320, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:21<00:23,  1.94it/s, loss=0.629, pair=0.004, adv=3.320, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  90%|▉| 407/453 [03:22<00:23,  1.94it/s, loss=0.542, pair=0.007, adv=2.718, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:21,  2.05it/s, loss=0.542, pair=0.007, adv=2.718, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  90%|▉| 408/453 [03:22<00:21,  2.05it/s, loss=0.599, pair=0.000, adv=4.418, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:22<00:21,  2.01it/s, loss=0.599, pair=0.000, adv=4.418, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  90%|▉| 409/453 [03:22<00:21,  2.01it/s, loss=0.650, pair=0.001, adv=3.579, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:22<00:20,  2.13it/s, loss=0.650, pair=0.001, adv=3.579, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  91%|▉| 410/453 [03:23<00:20,  2.13it/s, loss=0.659, pair=0.000, adv=3.734, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:23<00:20,  2.07it/s, loss=0.659, pair=0.000, adv=3.734, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 411/453 [03:23<00:20,  2.07it/s, loss=0.631, pair=0.000, adv=6.690, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:23<00:18,  2.19it/s, loss=0.631, pair=0.000, adv=6.690, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 412/453 [03:24<00:18,  2.19it/s, loss=0.608, pair=0.001, adv=5.559, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:24<00:19,  2.10it/s, loss=0.608, pair=0.001, adv=5.559, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  91%|▉| 413/453 [03:24<00:19,  2.10it/s, loss=0.624, pair=0.000, adv=4.943, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:24<00:17,  2.21it/s, loss=0.624, pair=0.000, adv=4.943, sprd=0.018
Ep 040/80 [S2→S3:ramp]:  91%|▉| 414/453 [03:25<00:17,  2.21it/s, loss=0.675, pair=0.001, adv=5.101, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:25<00:17,  2.12it/s, loss=0.675, pair=0.001, adv=5.101, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  92%|▉| 415/453 [03:25<00:17,  2.12it/s, loss=0.667, pair=0.002, adv=7.853, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:25<00:17,  2.17it/s, loss=0.667, pair=0.002, adv=7.853, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  92%|▉| 416/453 [03:26<00:17,  2.17it/s, loss=0.627, pair=0.000, adv=5.304, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:26<00:17,  2.06it/s, loss=0.627, pair=0.000, adv=5.304, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  92%|▉| 417/453 [03:26<00:17,  2.06it/s, loss=0.616, pair=0.000, adv=5.023, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:26<00:16,  2.13it/s, loss=0.616, pair=0.000, adv=5.023, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  92%|▉| 418/453 [03:27<00:16,  2.13it/s, loss=0.612, pair=0.000, adv=3.779, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:27<00:16,  2.04it/s, loss=0.612, pair=0.000, adv=3.779, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  92%|▉| 419/453 [03:27<00:16,  2.04it/s, loss=0.621, pair=0.000, adv=3.575, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:27<00:15,  2.13it/s, loss=0.621, pair=0.000, adv=3.575, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  93%|▉| 420/453 [03:28<00:15,  2.13it/s, loss=0.673, pair=0.000, adv=4.584, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:28<00:15,  2.04it/s, loss=0.673, pair=0.000, adv=4.584, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  93%|▉| 421/453 [03:28<00:15,  2.04it/s, loss=0.633, pair=0.009, adv=5.543, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:28<00:14,  2.14it/s, loss=0.633, pair=0.009, adv=5.543, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  93%|▉| 422/453 [03:29<00:14,  2.14it/s, loss=0.610, pair=0.000, adv=7.495, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:29<00:15,  1.92it/s, loss=0.610, pair=0.000, adv=7.495, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  93%|▉| 423/453 [03:29<00:15,  1.92it/s, loss=0.627, pair=0.006, adv=4.915, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:29<00:14,  2.05it/s, loss=0.627, pair=0.006, adv=4.915, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  94%|▉| 424/453 [03:30<00:14,  2.05it/s, loss=0.648, pair=0.000, adv=5.718, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:30<00:14,  1.97it/s, loss=0.648, pair=0.000, adv=5.718, sprd=0.027
Ep 040/80 [S2→S3:ramp]:  94%|▉| 425/453 [03:30<00:14,  1.97it/s, loss=0.630, pair=0.000, adv=5.628, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:30<00:12,  2.08it/s, loss=0.630, pair=0.000, adv=5.628, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  94%|▉| 426/453 [03:31<00:12,  2.08it/s, loss=0.642, pair=0.000, adv=3.916, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:31<00:12,  2.04it/s, loss=0.642, pair=0.000, adv=3.916, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  94%|▉| 427/453 [03:31<00:12,  2.04it/s, loss=0.657, pair=0.000, adv=4.261, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:31<00:11,  2.15it/s, loss=0.657, pair=0.000, adv=4.261, sprd=0.024
Ep 040/80 [S2→S3:ramp]:  94%|▉| 428/453 [03:32<00:11,  2.15it/s, loss=0.645, pair=0.000, adv=6.671, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.01it/s, loss=0.645, pair=0.000, adv=6.671, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  95%|▉| 429/453 [03:32<00:11,  2.01it/s, loss=0.619, pair=0.001, adv=7.942, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:32<00:10,  2.10it/s, loss=0.619, pair=0.001, adv=7.942, sprd=0.021
Ep 040/80 [S2→S3:ramp]:  95%|▉| 430/453 [03:33<00:10,  2.10it/s, loss=0.612, pair=0.002, adv=3.105, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.04it/s, loss=0.612, pair=0.002, adv=3.105, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  95%|▉| 431/453 [03:33<00:10,  2.04it/s, loss=0.630, pair=0.008, adv=5.692, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:33<00:09,  2.12it/s, loss=0.630, pair=0.008, adv=5.692, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  95%|▉| 432/453 [03:34<00:09,  2.12it/s, loss=0.599, pair=0.002, adv=3.448, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:34<00:09,  2.06it/s, loss=0.599, pair=0.002, adv=3.448, sprd=0.017
Ep 040/80 [S2→S3:ramp]:  96%|▉| 433/453 [03:34<00:09,  2.06it/s, loss=0.595, pair=0.005, adv=7.283, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:34<00:08,  2.18it/s, loss=0.595, pair=0.005, adv=7.283, sprd=0.014
Ep 040/80 [S2→S3:ramp]:  96%|▉| 434/453 [03:34<00:08,  2.18it/s, loss=0.618, pair=0.006, adv=5.227, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:34<00:08,  2.11it/s, loss=0.618, pair=0.006, adv=5.227, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  96%|▉| 435/453 [03:35<00:08,  2.11it/s, loss=0.631, pair=0.006, adv=4.530, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:35<00:07,  2.19it/s, loss=0.631, pair=0.006, adv=4.530, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  96%|▉| 436/453 [03:35<00:07,  2.19it/s, loss=0.648, pair=0.002, adv=5.879, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:35<00:07,  2.06it/s, loss=0.648, pair=0.002, adv=5.879, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  96%|▉| 437/453 [03:36<00:07,  2.06it/s, loss=0.612, pair=0.003, adv=2.682, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:36<00:06,  2.16it/s, loss=0.612, pair=0.003, adv=2.682, sprd=0.030
Ep 040/80 [S2→S3:ramp]:  97%|▉| 438/453 [03:36<00:06,  2.16it/s, loss=0.625, pair=0.009, adv=4.571, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:36<00:06,  2.09it/s, loss=0.625, pair=0.009, adv=4.571, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  97%|▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.622, pair=0.001, adv=3.696, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:37<00:05,  2.21it/s, loss=0.622, pair=0.001, adv=3.696, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  97%|▉| 440/453 [03:37<00:05,  2.21it/s, loss=0.652, pair=0.000, adv=4.030, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:37<00:05,  2.08it/s, loss=0.652, pair=0.000, adv=4.030, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  97%|▉| 441/453 [03:38<00:05,  2.08it/s, loss=0.617, pair=0.000, adv=8.286, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:38<00:05,  2.17it/s, loss=0.617, pair=0.000, adv=8.286, sprd=0.019
Ep 040/80 [S2→S3:ramp]:  98%|▉| 442/453 [03:38<00:05,  2.17it/s, loss=0.648, pair=0.000, adv=4.957, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:38<00:04,  2.04it/s, loss=0.648, pair=0.000, adv=4.957, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  98%|▉| 443/453 [03:39<00:04,  2.04it/s, loss=0.647, pair=0.000, adv=4.416, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:39<00:04,  2.15it/s, loss=0.647, pair=0.000, adv=4.416, sprd=0.022
Ep 040/80 [S2→S3:ramp]:  98%|▉| 444/453 [03:39<00:04,  2.15it/s, loss=0.612, pair=0.001, adv=3.741, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:39<00:03,  2.08it/s, loss=0.612, pair=0.001, adv=3.741, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  98%|▉| 445/453 [03:40<00:03,  2.08it/s, loss=0.630, pair=0.002, adv=4.772, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:40<00:03,  2.15it/s, loss=0.630, pair=0.002, adv=4.772, sprd=0.023
Ep 040/80 [S2→S3:ramp]:  98%|▉| 446/453 [03:40<00:03,  2.15it/s, loss=0.647, pair=0.000, adv=3.905, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:40<00:02,  2.03it/s, loss=0.647, pair=0.000, adv=3.905, sprd=0.025
Ep 040/80 [S2→S3:ramp]:  99%|▉| 447/453 [03:41<00:02,  2.03it/s, loss=0.655, pair=0.000, adv=4.499, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:41<00:02,  2.12it/s, loss=0.655, pair=0.000, adv=4.499, sprd=0.028
Ep 040/80 [S2→S3:ramp]:  99%|▉| 448/453 [03:41<00:02,  2.12it/s, loss=0.591, pair=0.000, adv=8.136, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:41<00:01,  2.06it/s, loss=0.591, pair=0.000, adv=8.136, sprd=0.015
Ep 040/80 [S2→S3:ramp]:  99%|▉| 449/453 [03:42<00:01,  2.06it/s, loss=0.627, pair=0.001, adv=7.390, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:42<00:01,  2.17it/s, loss=0.627, pair=0.001, adv=7.390, sprd=0.020
Ep 040/80 [S2→S3:ramp]:  99%|▉| 450/453 [03:42<00:01,  2.17it/s, loss=0.646, pair=0.006, adv=5.758, sprd=0.029
Ep 040/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:42<00:00,  2.05it/s, loss=0.646, pair=0.006, adv=5.758, sprd=0.029
Ep 040/80 [S2→S3:ramp]: 100%|▉| 451/453 [03:42<00:00,  2.05it/s, loss=0.615, pair=0.000, adv=4.518, sprd=0.017
Ep 040/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:42<00:00,  2.19it/s, loss=0.615, pair=0.000, adv=4.518, sprd=0.017
Ep 040/80 [S2→S3:ramp]: 100%|▉| 452/453 [03:43<00:00,  2.19it/s, loss=0.631, pair=0.000, adv=5.800, sprd=0.021
Ep 040/80 [S2→S3:ramp]: 100%|█| 453/453 [03:43<00:00,  1.96it/s, loss=0.631, pair=0.000, adv=5.800, sprd=0.021
                                                                                                              
Epoch 040/80 [S2→S3:ramp]  loss=0.6280  mat=0.2673  sens=1.0308  pair=0.0060  adv=5.3047(rand=3.47)  deg=0.0059  orth=0.0016  spread=0.0211  q_mean=52.1  q_std=19.1  α=0.26 β=0.34 γ=0.52 λ_grl=0.600  lr=5.44e-05  224s

Ep 041/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 041/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.635, pair=0.000, adv=5.786, sprd=0.024]
Ep 041/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:38,  1.28s/it, loss=0.635, pair=0.000, adv=5.786, sprd=0.024]
Ep 041/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:38,  1.28s/it, loss=0.553, pair=0.000, adv=2.999, sprd=0.017]
Ep 041/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:43,  1.31it/s, loss=0.553, pair=0.000, adv=2.999, sprd=0.017]
Ep 041/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:43,  1.31it/s, loss=0.638, pair=0.000, adv=7.098, sprd=0.021]
Ep 041/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.638, pair=0.000, adv=7.098, sprd=0.021]
Ep 041/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.637, pair=0.000, adv=6.067, sprd=0.024]
Ep 041/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:14,  1.76it/s, loss=0.637, pair=0.000, adv=6.067, sprd=0.024]
Ep 041/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:14,  1.76it/s, loss=0.656, pair=0.004, adv=5.485, sprd=0.025]
Ep 041/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=0.656, pair=0.004, adv=5.485, sprd=0.025]
Ep 041/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=0.632, pair=0.000, adv=3.401, sprd=0.022]
Ep 041/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:47,  1.96it/s, loss=0.632, pair=0.000, adv=3.401, sprd=0.022]
Ep 041/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:47,  1.96it/s, loss=0.715, pair=0.000, adv=4.815, sprd=0.027]
Ep 041/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:49,  1.94it/s, loss=0.715, pair=0.000, adv=4.815, sprd=0.027]
Ep 041/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:49,  1.94it/s, loss=0.627, pair=0.001, adv=4.954, sprd=0.022]
Ep 041/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:37,  2.05it/s, loss=0.627, pair=0.001, adv=4.954, sprd=0.022]
Ep 041/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:37,  2.05it/s, loss=0.661, pair=0.001, adv=3.982, sprd=0.024]
Ep 041/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.98it/s, loss=0.661, pair=0.001, adv=3.982, sprd=0.024]
Ep 041/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.98it/s, loss=0.634, pair=0.002, adv=4.539, sprd=0.021]
Ep 041/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:33,  2.08it/s, loss=0.634, pair=0.002, adv=4.539, sprd=0.021]
Ep 041/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:33,  2.08it/s, loss=0.618, pair=0.000, adv=8.878, sprd=0.021]
Ep 041/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:40,  2.00it/s, loss=0.618, pair=0.000, adv=8.878, sprd=0.021]
Ep 041/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:40,  2.00it/s, loss=0.591, pair=0.001, adv=4.507, sprd=0.014]
Ep 041/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.12it/s, loss=0.591, pair=0.001, adv=4.507, sprd=0.014]
Ep 041/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:27,  2.12it/s, loss=0.645, pair=0.000, adv=5.551, sprd=0.022]
Ep 041/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:35,  2.04it/s, loss=0.645, pair=0.000, adv=5.551, sprd=0.022]
Ep 041/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:35,  2.04it/s, loss=0.628, pair=0.000, adv=8.396, sprd=0.020]
Ep 041/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.14it/s, loss=0.628, pair=0.000, adv=8.396, sprd=0.020]
Ep 041/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:25,  2.14it/s, loss=0.621, pair=0.000, adv=6.657, sprd=0.022]
Ep 041/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:40,  1.99it/s, loss=0.621, pair=0.000, adv=6.657, sprd=0.022]
Ep 041/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:40,  1.99it/s, loss=0.602, pair=0.000, adv=8.124, sprd=0.017]
Ep 041/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:29,  2.09it/s, loss=0.602, pair=0.000, adv=8.124, sprd=0.017]
Ep 041/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:29,  2.09it/s, loss=0.696, pair=0.001, adv=6.181, sprd=0.021]
Ep 041/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:34,  2.04it/s, loss=0.696, pair=0.001, adv=6.181, sprd=0.021]
Ep 041/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:34,  2.04it/s, loss=0.624, pair=0.001, adv=6.238, sprd=0.017]
Ep 041/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.624, pair=0.001, adv=6.238, sprd=0.017]
Ep 041/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.702, pair=0.000, adv=6.772, sprd=0.024]
Ep 041/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.702, pair=0.000, adv=6.772, sprd=0.024]
Ep 041/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:29,  2.07it/s, loss=0.587, pair=0.005, adv=3.589, sprd=0.015]
Ep 041/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.19it/s, loss=0.587, pair=0.005, adv=3.589, sprd=0.015]
Ep 041/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.19it/s, loss=0.667, pair=0.000, adv=8.880, sprd=0.026]
Ep 041/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:43,  1.93it/s, loss=0.667, pair=0.000, adv=8.880, sprd=0.026]
Ep 041/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:43,  1.93it/s, loss=0.605, pair=0.000, adv=6.801, sprd=0.016]
Ep 041/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:33,  2.02it/s, loss=0.605, pair=0.000, adv=6.801, sprd=0.016]
Ep 041/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:33,  2.02it/s, loss=0.676, pair=0.000, adv=9.337, sprd=0.025]
Ep 041/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:50,  1.87it/s, loss=0.676, pair=0.000, adv=9.337, sprd=0.025]
Ep 041/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:50,  1.87it/s, loss=0.735, pair=0.258, adv=3.125, sprd=0.030]
Ep 041/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:38,  1.96it/s, loss=0.735, pair=0.258, adv=3.125, sprd=0.030]
Ep 041/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:38,  1.96it/s, loss=0.642, pair=0.013, adv=5.046, sprd=0.020]
Ep 041/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:54,  1.83it/s, loss=0.642, pair=0.013, adv=5.046, sprd=0.020]
Ep 041/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:54,  1.83it/s, loss=0.565, pair=0.003, adv=2.686, sprd=0.023]
Ep 041/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:39,  1.95it/s, loss=0.565, pair=0.003, adv=2.686, sprd=0.023]
Ep 041/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:39,  1.95it/s, loss=0.692, pair=0.004, adv=3.450, sprd=0.018]
Ep 041/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:50,  1.85it/s, loss=0.692, pair=0.004, adv=3.450, sprd=0.018]
Ep 041/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:50,  1.85it/s, loss=0.643, pair=0.002, adv=5.459, sprd=0.025]
Ep 041/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:39,  1.94it/s, loss=0.643, pair=0.002, adv=5.459, sprd=0.025]
Ep 041/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:39,  1.94it/s, loss=0.643, pair=0.011, adv=7.093, sprd=0.019]
Ep 041/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<04:07,  1.71it/s, loss=0.643, pair=0.011, adv=7.093, sprd=0.019]
Ep 041/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<04:07,  1.71it/s, loss=0.659, pair=0.009, adv=4.443, sprd=0.022]
Ep 041/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:48,  1.85it/s, loss=0.659, pair=0.009, adv=4.443, sprd=0.022]
Ep 041/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:48,  1.85it/s, loss=0.683, pair=0.002, adv=5.674, sprd=0.034]
Ep 041/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<04:01,  1.75it/s, loss=0.683, pair=0.002, adv=5.674, sprd=0.034]
Ep 041/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<04:01,  1.75it/s, loss=0.602, pair=0.002, adv=5.925, sprd=0.014]
Ep 041/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:41,  1.90it/s, loss=0.602, pair=0.002, adv=5.925, sprd=0.014]
Ep 041/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:41,  1.90it/s, loss=0.675, pair=0.002, adv=4.517, sprd=0.019]
Ep 041/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:50,  1.82it/s, loss=0.675, pair=0.002, adv=4.517, sprd=0.019]
Ep 041/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:50,  1.82it/s, loss=0.557, pair=0.006, adv=2.924, sprd=0.017]
Ep 041/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:32,  1.97it/s, loss=0.557, pair=0.006, adv=2.924, sprd=0.017]
Ep 041/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:32,  1.97it/s, loss=0.595, pair=0.013, adv=4.797, sprd=0.013]
Ep 041/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:45,  1.86it/s, loss=0.595, pair=0.013, adv=4.797, sprd=0.013]
Ep 041/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:45,  1.86it/s, loss=0.605, pair=0.006, adv=7.152, sprd=0.015]
Ep 041/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:31,  1.97it/s, loss=0.605, pair=0.006, adv=7.152, sprd=0.015]
Ep 041/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:31,  1.97it/s, loss=0.668, pair=0.005, adv=3.897, sprd=0.028]
Ep 041/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:46,  1.84it/s, loss=0.668, pair=0.005, adv=3.897, sprd=0.028]
Ep 041/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:46,  1.84it/s, loss=0.622, pair=0.003, adv=5.550, sprd=0.019]
Ep 041/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:32,  1.96it/s, loss=0.622, pair=0.003, adv=5.550, sprd=0.019]
Ep 041/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:32,  1.96it/s, loss=0.616, pair=0.002, adv=5.968, sprd=0.017]
Ep 041/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:41,  1.87it/s, loss=0.616, pair=0.002, adv=5.968, sprd=0.017]
Ep 041/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:41,  1.87it/s, loss=0.627, pair=0.008, adv=6.869, sprd=0.018]
Ep 041/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:28,  1.98it/s, loss=0.627, pair=0.008, adv=6.869, sprd=0.018]
Ep 041/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:28,  1.98it/s, loss=0.661, pair=0.004, adv=3.869, sprd=0.027]
Ep 041/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:43,  1.84it/s, loss=0.661, pair=0.004, adv=3.869, sprd=0.027]
Ep 041/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:43,  1.84it/s, loss=0.634, pair=0.004, adv=7.089, sprd=0.021]
Ep 041/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:31,  1.94it/s, loss=0.634, pair=0.004, adv=7.089, sprd=0.021]
Ep 041/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:31,  1.94it/s, loss=0.617, pair=0.003, adv=7.732, sprd=0.017]
Ep 041/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:44,  1.82it/s, loss=0.617, pair=0.003, adv=7.732, sprd=0.017]
Ep 041/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:44,  1.82it/s, loss=0.634, pair=0.010, adv=7.686, sprd=0.020]
Ep 041/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:31,  1.93it/s, loss=0.634, pair=0.010, adv=7.686, sprd=0.020]
Ep 041/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:31,  1.93it/s, loss=0.618, pair=0.008, adv=4.871, sprd=0.018]
Ep 041/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:44,  1.81it/s, loss=0.618, pair=0.008, adv=4.871, sprd=0.018]
Ep 041/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:44,  1.81it/s, loss=0.604, pair=0.002, adv=5.618, sprd=0.018]
Ep 041/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:29,  1.94it/s, loss=0.604, pair=0.002, adv=5.618, sprd=0.018]
Ep 041/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:29,  1.94it/s, loss=0.624, pair=0.002, adv=3.316, sprd=0.022]
Ep 041/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:41,  1.83it/s, loss=0.624, pair=0.002, adv=3.316, sprd=0.022]
Ep 041/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:41,  1.83it/s, loss=0.666, pair=0.006, adv=7.879, sprd=0.024]
Ep 041/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:26,  1.96it/s, loss=0.666, pair=0.006, adv=7.879, sprd=0.024]
Ep 041/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:26,  1.96it/s, loss=0.675, pair=0.001, adv=6.037, sprd=0.023]
Ep 041/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:37,  1.86it/s, loss=0.675, pair=0.001, adv=6.037, sprd=0.023]
Ep 041/80 [S3:+sens]:  11%|▎  | 49/453 [00:26<03:37,  1.86it/s, loss=0.648, pair=0.001, adv=4.792, sprd=0.021]
Ep 041/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:23,  1.98it/s, loss=0.648, pair=0.001, adv=4.792, sprd=0.021]
Ep 041/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:23,  1.98it/s, loss=0.657, pair=0.000, adv=8.042, sprd=0.022]
Ep 041/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:24,  1.96it/s, loss=0.657, pair=0.000, adv=8.042, sprd=0.022]
Ep 041/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:24,  1.96it/s, loss=0.580, pair=0.003, adv=5.090, sprd=0.015]
Ep 041/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:13,  2.07it/s, loss=0.580, pair=0.003, adv=5.090, sprd=0.015]
Ep 041/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:13,  2.07it/s, loss=0.604, pair=0.001, adv=7.285, sprd=0.015]
Ep 041/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:27,  1.93it/s, loss=0.604, pair=0.001, adv=7.285, sprd=0.015]
Ep 041/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:27,  1.93it/s, loss=0.704, pair=0.000, adv=4.386, sprd=0.038]
Ep 041/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:17,  2.02it/s, loss=0.704, pair=0.000, adv=4.386, sprd=0.038]
Ep 041/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:17,  2.02it/s, loss=0.616, pair=0.000, adv=4.510, sprd=0.017]
Ep 041/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:19,  1.99it/s, loss=0.616, pair=0.000, adv=4.510, sprd=0.017]
Ep 041/80 [S3:+sens]:  12%|▎  | 55/453 [00:29<03:19,  1.99it/s, loss=0.669, pair=0.003, adv=6.904, sprd=0.023]
Ep 041/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:07,  2.11it/s, loss=0.669, pair=0.003, adv=6.904, sprd=0.023]
Ep 041/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:07,  2.11it/s, loss=0.653, pair=0.003, adv=5.089, sprd=0.024]
Ep 041/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:16,  2.01it/s, loss=0.653, pair=0.003, adv=5.089, sprd=0.024]
Ep 041/80 [S3:+sens]:  13%|▍  | 57/453 [00:30<03:16,  2.01it/s, loss=0.625, pair=0.004, adv=5.928, sprd=0.019]
Ep 041/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:04,  2.14it/s, loss=0.625, pair=0.004, adv=5.928, sprd=0.019]
Ep 041/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:04,  2.14it/s, loss=0.697, pair=0.012, adv=5.296, sprd=0.035]
Ep 041/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:15,  2.01it/s, loss=0.697, pair=0.012, adv=5.296, sprd=0.035]
Ep 041/80 [S3:+sens]:  13%|▍  | 59/453 [00:31<03:15,  2.01it/s, loss=0.635, pair=0.000, adv=4.222, sprd=0.020]
Ep 041/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:03,  2.14it/s, loss=0.635, pair=0.000, adv=4.222, sprd=0.020]
Ep 041/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:03,  2.14it/s, loss=0.634, pair=0.005, adv=7.557, sprd=0.019]
Ep 041/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:09,  2.07it/s, loss=0.634, pair=0.005, adv=7.557, sprd=0.019]
Ep 041/80 [S3:+sens]:  13%|▍  | 61/453 [00:32<03:09,  2.07it/s, loss=0.578, pair=0.000, adv=2.924, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.578, pair=0.000, adv=2.924, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.634, pair=0.005, adv=3.946, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:08,  2.07it/s, loss=0.634, pair=0.005, adv=3.946, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:08,  2.07it/s, loss=0.635, pair=0.000, adv=6.166, sprd=0.021]
Ep 041/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:00,  2.16it/s, loss=0.635, pair=0.000, adv=6.166, sprd=0.021]
Ep 041/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:00,  2.16it/s, loss=0.648, pair=0.001, adv=4.673, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:09,  2.05it/s, loss=0.648, pair=0.001, adv=4.673, sprd=0.022]
Ep 041/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:09,  2.05it/s, loss=0.649, pair=0.001, adv=4.904, sprd=0.022]
Ep 041/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<02:59,  2.16it/s, loss=0.649, pair=0.001, adv=4.904, sprd=0.022]
Ep 041/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<02:59,  2.16it/s, loss=0.607, pair=0.000, adv=7.952, sprd=0.016]
Ep 041/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:07,  2.05it/s, loss=0.607, pair=0.000, adv=7.952, sprd=0.016]
Ep 041/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:07,  2.05it/s, loss=0.617, pair=0.001, adv=5.010, sprd=0.019]
Ep 041/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:59,  2.14it/s, loss=0.617, pair=0.001, adv=5.010, sprd=0.019]
Ep 041/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<02:59,  2.14it/s, loss=0.659, pair=0.069, adv=6.143, sprd=0.019]
Ep 041/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:04,  2.08it/s, loss=0.659, pair=0.069, adv=6.143, sprd=0.019]
Ep 041/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:04,  2.08it/s, loss=0.639, pair=0.000, adv=4.077, sprd=0.015]
Ep 041/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:52,  2.22it/s, loss=0.639, pair=0.000, adv=4.077, sprd=0.015]
Ep 041/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<02:52,  2.22it/s, loss=0.692, pair=0.001, adv=5.519, sprd=0.023]
Ep 041/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:02,  2.09it/s, loss=0.692, pair=0.001, adv=5.519, sprd=0.023]
Ep 041/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:02,  2.09it/s, loss=0.594, pair=0.005, adv=6.645, sprd=0.012]
Ep 041/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:52,  2.21it/s, loss=0.594, pair=0.005, adv=6.645, sprd=0.012]
Ep 041/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<02:52,  2.21it/s, loss=0.631, pair=0.000, adv=6.815, sprd=0.018]
Ep 041/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:01,  2.09it/s, loss=0.631, pair=0.000, adv=6.815, sprd=0.018]
Ep 041/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:01,  2.09it/s, loss=0.621, pair=0.000, adv=3.793, sprd=0.019]
Ep 041/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:54,  2.18it/s, loss=0.621, pair=0.000, adv=3.793, sprd=0.019]
Ep 041/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:54,  2.18it/s, loss=0.631, pair=0.000, adv=5.668, sprd=0.021]
Ep 041/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<02:59,  2.10it/s, loss=0.631, pair=0.000, adv=5.668, sprd=0.021]
Ep 041/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<02:59,  2.10it/s, loss=1.239, pair=1.753, adv=5.157, sprd=0.014]
Ep 041/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:48,  2.24it/s, loss=1.239, pair=1.753, adv=5.157, sprd=0.014]
Ep 041/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<02:48,  2.24it/s, loss=0.743, pair=0.001, adv=5.556, sprd=0.030]
Ep 041/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.10it/s, loss=0.743, pair=0.001, adv=5.556, sprd=0.030]
Ep 041/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.10it/s, loss=0.621, pair=0.000, adv=4.556, sprd=0.020]
Ep 041/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:51,  2.19it/s, loss=0.621, pair=0.000, adv=4.556, sprd=0.020]
Ep 041/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<02:51,  2.19it/s, loss=0.632, pair=0.000, adv=4.090, sprd=0.017]
Ep 041/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:55,  2.13it/s, loss=0.632, pair=0.000, adv=4.090, sprd=0.017]
Ep 041/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:55,  2.13it/s, loss=0.590, pair=0.004, adv=6.455, sprd=0.015]
Ep 041/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:56,  2.11it/s, loss=0.590, pair=0.004, adv=6.455, sprd=0.015]
Ep 041/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:56,  2.11it/s, loss=0.633, pair=0.000, adv=5.819, sprd=0.016]
Ep 041/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<02:58,  2.08it/s, loss=0.633, pair=0.000, adv=5.819, sprd=0.016]
Ep 041/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:58,  2.08it/s, loss=0.603, pair=0.000, adv=6.647, sprd=0.017]
Ep 041/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:51,  2.17it/s, loss=0.603, pair=0.000, adv=6.647, sprd=0.017]
Ep 041/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:51,  2.17it/s, loss=0.667, pair=0.000, adv=5.628, sprd=0.027]
Ep 041/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<02:59,  2.06it/s, loss=0.667, pair=0.000, adv=5.628, sprd=0.027]
Ep 041/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:59,  2.06it/s, loss=0.610, pair=0.000, adv=6.645, sprd=0.019]
Ep 041/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:51,  2.15it/s, loss=0.610, pair=0.000, adv=6.645, sprd=0.019]
Ep 041/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:51,  2.15it/s, loss=0.623, pair=0.000, adv=4.339, sprd=0.021]
Ep 041/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:00,  2.04it/s, loss=0.623, pair=0.000, adv=4.339, sprd=0.021]
Ep 041/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:00,  2.04it/s, loss=0.607, pair=0.000, adv=5.502, sprd=0.019]
Ep 041/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:52,  2.13it/s, loss=0.607, pair=0.000, adv=5.502, sprd=0.019]
Ep 041/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:52,  2.13it/s, loss=0.666, pair=0.001, adv=4.303, sprd=0.022]
Ep 041/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:57,  2.06it/s, loss=0.666, pair=0.001, adv=4.303, sprd=0.022]
Ep 041/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:57,  2.06it/s, loss=0.626, pair=0.000, adv=5.265, sprd=0.021]
Ep 041/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:49,  2.15it/s, loss=0.626, pair=0.000, adv=5.265, sprd=0.021]
Ep 041/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:49,  2.15it/s, loss=0.593, pair=0.001, adv=2.797, sprd=0.024]
Ep 041/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:56,  2.06it/s, loss=0.593, pair=0.001, adv=2.797, sprd=0.024]
Ep 041/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:56,  2.06it/s, loss=0.644, pair=0.001, adv=5.607, sprd=0.020]
Ep 041/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:47,  2.17it/s, loss=0.644, pair=0.001, adv=5.607, sprd=0.020]
Ep 041/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:47,  2.17it/s, loss=0.647, pair=0.000, adv=6.846, sprd=0.020]
Ep 041/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:54,  2.08it/s, loss=0.647, pair=0.000, adv=6.846, sprd=0.020]
Ep 041/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:54,  2.08it/s, loss=0.686, pair=0.002, adv=6.489, sprd=0.030]
Ep 041/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:47,  2.16it/s, loss=0.686, pair=0.002, adv=6.489, sprd=0.030]
Ep 041/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:47,  2.16it/s, loss=0.644, pair=0.001, adv=5.303, sprd=0.021]
Ep 041/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:52,  2.08it/s, loss=0.644, pair=0.001, adv=5.303, sprd=0.021]
Ep 041/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:52,  2.08it/s, loss=0.676, pair=0.001, adv=7.868, sprd=0.028]
Ep 041/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:46,  2.16it/s, loss=0.676, pair=0.001, adv=7.868, sprd=0.028]
Ep 041/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:46,  2.16it/s, loss=0.631, pair=0.000, adv=8.409, sprd=0.020]
Ep 041/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:54,  2.05it/s, loss=0.631, pair=0.000, adv=8.409, sprd=0.020]
Ep 041/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:54,  2.05it/s, loss=0.620, pair=0.001, adv=4.616, sprd=0.016]
Ep 041/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:44,  2.16it/s, loss=0.620, pair=0.001, adv=4.616, sprd=0.016]
Ep 041/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:44,  2.16it/s, loss=0.628, pair=0.000, adv=5.406, sprd=0.023]
Ep 041/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:53,  2.05it/s, loss=0.628, pair=0.000, adv=5.406, sprd=0.023]
Ep 041/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:53,  2.05it/s, loss=0.647, pair=0.002, adv=6.580, sprd=0.018]
Ep 041/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:42,  2.18it/s, loss=0.647, pair=0.002, adv=6.580, sprd=0.018]
Ep 041/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:42,  2.18it/s, loss=0.587, pair=0.003, adv=6.807, sprd=0.014]
Ep 041/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:51,  2.06it/s, loss=0.587, pair=0.003, adv=6.807, sprd=0.014]
Ep 041/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:51,  2.06it/s, loss=0.627, pair=0.003, adv=5.147, sprd=0.021]
Ep 041/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:43,  2.16it/s, loss=0.627, pair=0.003, adv=5.147, sprd=0.021]
Ep 041/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:43,  2.16it/s, loss=0.643, pair=0.001, adv=5.728, sprd=0.024]
Ep 041/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:53,  2.03it/s, loss=0.643, pair=0.001, adv=5.728, sprd=0.024]
Ep 041/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:53,  2.03it/s, loss=0.614, pair=0.000, adv=3.731, sprd=0.019]
Ep 041/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:44,  2.14it/s, loss=0.614, pair=0.000, adv=3.731, sprd=0.019]
Ep 041/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:44,  2.14it/s, loss=0.658, pair=0.000, adv=4.553, sprd=0.018]
Ep 041/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:47,  2.09it/s, loss=0.658, pair=0.000, adv=4.553, sprd=0.018]
Ep 041/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:47,  2.09it/s, loss=0.618, pair=0.001, adv=4.629, sprd=0.019]
Ep 041/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:40,  2.17it/s, loss=0.618, pair=0.001, adv=4.629, sprd=0.019]
Ep 041/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:40,  2.17it/s, loss=0.652, pair=0.000, adv=5.344, sprd=0.022]
Ep 041/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:46,  2.09it/s, loss=0.652, pair=0.000, adv=5.344, sprd=0.022]
Ep 041/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:46,  2.09it/s, loss=0.625, pair=0.000, adv=4.641, sprd=0.018]
Ep 041/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:37,  2.20it/s, loss=0.625, pair=0.000, adv=4.641, sprd=0.018]
Ep 041/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:37,  2.20it/s, loss=0.672, pair=0.000, adv=5.697, sprd=0.026]
Ep 041/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:55,  1.97it/s, loss=0.672, pair=0.000, adv=5.697, sprd=0.026]
Ep 041/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:55,  1.97it/s, loss=0.630, pair=0.000, adv=4.012, sprd=0.022]
Ep 041/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:47,  2.06it/s, loss=0.630, pair=0.000, adv=4.012, sprd=0.022]
Ep 041/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:47,  2.06it/s, loss=0.669, pair=0.004, adv=5.159, sprd=0.026]
Ep 041/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:52,  2.00it/s, loss=0.669, pair=0.004, adv=5.159, sprd=0.026]
Ep 041/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:52,  2.00it/s, loss=0.618, pair=0.000, adv=4.004, sprd=0.018]
Ep 041/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:42,  2.11it/s, loss=0.618, pair=0.000, adv=4.004, sprd=0.018]
Ep 041/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:42,  2.11it/s, loss=0.622, pair=0.000, adv=7.208, sprd=0.018]
Ep 041/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.04it/s, loss=0.622, pair=0.000, adv=7.208, sprd=0.018]
Ep 041/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.04it/s, loss=0.656, pair=0.000, adv=8.670, sprd=0.027]
Ep 041/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:41,  2.12it/s, loss=0.656, pair=0.000, adv=8.670, sprd=0.027]
Ep 041/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:41,  2.12it/s, loss=0.629, pair=0.002, adv=4.852, sprd=0.021]
Ep 041/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:49,  2.01it/s, loss=0.629, pair=0.002, adv=4.852, sprd=0.021]
Ep 041/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:49,  2.01it/s, loss=0.626, pair=0.002, adv=6.133, sprd=0.021]
Ep 041/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:41,  2.09it/s, loss=0.626, pair=0.002, adv=6.133, sprd=0.021]
Ep 041/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:41,  2.09it/s, loss=0.654, pair=0.001, adv=6.994, sprd=0.020]
Ep 041/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:44,  2.05it/s, loss=0.654, pair=0.001, adv=6.994, sprd=0.020]
Ep 041/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:44,  2.05it/s, loss=0.605, pair=0.000, adv=6.750, sprd=0.015]
Ep 041/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:36,  2.16it/s, loss=0.605, pair=0.000, adv=6.750, sprd=0.015]
Ep 041/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:36,  2.16it/s, loss=0.643, pair=0.000, adv=3.661, sprd=0.017]
Ep 041/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.643, pair=0.000, adv=3.661, sprd=0.017]
Ep 041/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.674, pair=0.003, adv=4.739, sprd=0.028]
Ep 041/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.16it/s, loss=0.674, pair=0.003, adv=4.739, sprd=0.028]
Ep 041/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.16it/s, loss=0.642, pair=0.006, adv=3.728, sprd=0.023]
Ep 041/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:42,  2.05it/s, loss=0.642, pair=0.006, adv=3.728, sprd=0.023]
Ep 041/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:42,  2.05it/s, loss=0.613, pair=0.001, adv=3.882, sprd=0.017]
Ep 041/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:36,  2.13it/s, loss=0.613, pair=0.001, adv=3.882, sprd=0.017]
Ep 041/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:36,  2.13it/s, loss=0.646, pair=0.000, adv=4.261, sprd=0.023]
Ep 041/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:50,  1.94it/s, loss=0.646, pair=0.000, adv=4.261, sprd=0.023]
Ep 041/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:50,  1.94it/s, loss=0.638, pair=0.000, adv=6.545, sprd=0.021]
Ep 041/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:43,  2.03it/s, loss=0.638, pair=0.000, adv=6.545, sprd=0.021]
Ep 041/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:43,  2.03it/s, loss=0.662, pair=0.000, adv=4.096, sprd=0.025]
Ep 041/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:54,  1.89it/s, loss=0.662, pair=0.000, adv=4.096, sprd=0.025]
Ep 041/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:54,  1.89it/s, loss=0.635, pair=0.000, adv=6.863, sprd=0.022]
Ep 041/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:46,  1.97it/s, loss=0.635, pair=0.000, adv=6.863, sprd=0.022]
Ep 041/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:46,  1.97it/s, loss=0.637, pair=0.001, adv=6.964, sprd=0.022]
Ep 041/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:57,  1.85it/s, loss=0.637, pair=0.001, adv=6.964, sprd=0.022]
Ep 041/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:57,  1.85it/s, loss=0.658, pair=0.000, adv=3.868, sprd=0.024]
Ep 041/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:47,  1.95it/s, loss=0.658, pair=0.000, adv=3.868, sprd=0.024]
Ep 041/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:47,  1.95it/s, loss=0.670, pair=0.000, adv=6.284, sprd=0.021]
Ep 041/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:53,  1.88it/s, loss=0.670, pair=0.000, adv=6.284, sprd=0.021]
Ep 041/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:53,  1.88it/s, loss=0.656, pair=0.000, adv=7.026, sprd=0.024]
Ep 041/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:44,  1.98it/s, loss=0.656, pair=0.000, adv=7.026, sprd=0.024]
Ep 041/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:44,  1.98it/s, loss=0.649, pair=0.001, adv=3.662, sprd=0.021]
Ep 041/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:54,  1.86it/s, loss=0.649, pair=0.001, adv=3.662, sprd=0.021]
Ep 041/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:54,  1.86it/s, loss=0.635, pair=0.000, adv=5.082, sprd=0.022]
Ep 041/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:46,  1.94it/s, loss=0.635, pair=0.000, adv=5.082, sprd=0.022]
Ep 041/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:46,  1.94it/s, loss=0.661, pair=0.001, adv=3.595, sprd=0.025]
Ep 041/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:56,  1.83it/s, loss=0.661, pair=0.001, adv=3.595, sprd=0.025]
Ep 041/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:56,  1.83it/s, loss=0.650, pair=0.001, adv=4.949, sprd=0.021]
Ep 041/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:46,  1.93it/s, loss=0.650, pair=0.001, adv=4.949, sprd=0.021]
Ep 041/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:46,  1.93it/s, loss=0.674, pair=0.001, adv=5.909, sprd=0.033]
Ep 041/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:58,  1.79it/s, loss=0.674, pair=0.001, adv=5.909, sprd=0.033]
Ep 041/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:58,  1.79it/s, loss=0.652, pair=0.005, adv=5.119, sprd=0.022]
Ep 041/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:47,  1.91it/s, loss=0.652, pair=0.005, adv=5.119, sprd=0.022]
Ep 041/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:47,  1.91it/s, loss=0.641, pair=0.003, adv=5.808, sprd=0.016]
Ep 041/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:59,  1.78it/s, loss=0.641, pair=0.003, adv=5.808, sprd=0.016]
Ep 041/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:59,  1.78it/s, loss=0.586, pair=0.001, adv=4.636, sprd=0.013]
Ep 041/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:58,  1.78it/s, loss=0.586, pair=0.001, adv=4.636, sprd=0.013]
Ep 041/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:58,  1.78it/s, loss=0.644, pair=0.000, adv=5.877, sprd=0.018]
Ep 041/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<03:01,  1.74it/s, loss=0.644, pair=0.000, adv=5.877, sprd=0.018]
Ep 041/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<03:01,  1.74it/s, loss=0.629, pair=0.000, adv=5.569, sprd=0.019]
Ep 041/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:47,  1.88it/s, loss=0.629, pair=0.000, adv=5.569, sprd=0.019]
Ep 041/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:47,  1.88it/s, loss=0.653, pair=0.000, adv=5.744, sprd=0.017]
Ep 041/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:54,  1.80it/s, loss=0.653, pair=0.000, adv=5.744, sprd=0.017]
Ep 041/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:54,  1.80it/s, loss=0.613, pair=0.000, adv=8.027, sprd=0.017]
Ep 041/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:43,  1.92it/s, loss=0.613, pair=0.000, adv=8.027, sprd=0.017]
Ep 041/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:43,  1.92it/s, loss=0.624, pair=0.000, adv=6.807, sprd=0.020]
Ep 041/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:52,  1.81it/s, loss=0.624, pair=0.000, adv=6.807, sprd=0.020]
Ep 041/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:52,  1.81it/s, loss=0.625, pair=0.001, adv=3.622, sprd=0.019]
Ep 041/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:41,  1.93it/s, loss=0.625, pair=0.001, adv=3.622, sprd=0.019]
Ep 041/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:41,  1.93it/s, loss=0.620, pair=0.002, adv=6.254, sprd=0.014]
Ep 041/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:45,  1.87it/s, loss=0.620, pair=0.002, adv=6.254, sprd=0.014]
Ep 041/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:45,  1.87it/s, loss=0.618, pair=0.003, adv=6.182, sprd=0.016]
Ep 041/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:34,  1.99it/s, loss=0.618, pair=0.003, adv=6.182, sprd=0.016]
Ep 041/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:34,  1.99it/s, loss=0.662, pair=0.002, adv=5.272, sprd=0.025]
Ep 041/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:44,  1.87it/s, loss=0.662, pair=0.002, adv=5.272, sprd=0.025]
Ep 041/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:44,  1.87it/s, loss=0.688, pair=0.001, adv=6.558, sprd=0.029]
Ep 041/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:36,  1.96it/s, loss=0.688, pair=0.001, adv=6.558, sprd=0.029]
Ep 041/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:36,  1.96it/s, loss=0.631, pair=0.000, adv=7.112, sprd=0.020]
Ep 041/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:46,  1.84it/s, loss=0.631, pair=0.000, adv=7.112, sprd=0.020]
Ep 041/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:46,  1.84it/s, loss=0.695, pair=0.000, adv=4.578, sprd=0.034]
Ep 041/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:38,  1.92it/s, loss=0.695, pair=0.000, adv=4.578, sprd=0.034]
Ep 041/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:38,  1.92it/s, loss=0.641, pair=0.000, adv=6.096, sprd=0.024]
Ep 041/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:47,  1.81it/s, loss=0.641, pair=0.000, adv=6.096, sprd=0.024]
Ep 041/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:47,  1.81it/s, loss=0.631, pair=0.016, adv=3.398, sprd=0.021]
Ep 041/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:34,  1.96it/s, loss=0.631, pair=0.016, adv=3.398, sprd=0.021]
Ep 041/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:34,  1.96it/s, loss=0.682, pair=0.000, adv=5.823, sprd=0.031]
Ep 041/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:37,  1.92it/s, loss=0.682, pair=0.000, adv=5.823, sprd=0.031]
Ep 041/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:37,  1.92it/s, loss=0.611, pair=0.015, adv=5.185, sprd=0.015]
Ep 041/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:25,  2.07it/s, loss=0.611, pair=0.015, adv=5.185, sprd=0.015]
Ep 041/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:25,  2.07it/s, loss=0.683, pair=0.004, adv=5.554, sprd=0.018]
Ep 041/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:26,  2.05it/s, loss=0.683, pair=0.004, adv=5.554, sprd=0.018]
Ep 041/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:26,  2.05it/s, loss=0.635, pair=0.002, adv=4.378, sprd=0.020]
Ep 041/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:18,  2.16it/s, loss=0.635, pair=0.002, adv=4.378, sprd=0.020]
Ep 041/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:18,  2.16it/s, loss=0.655, pair=0.003, adv=3.170, sprd=0.024]
Ep 041/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:24,  2.06it/s, loss=0.655, pair=0.003, adv=3.170, sprd=0.024]
Ep 041/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:24,  2.06it/s, loss=0.616, pair=0.003, adv=5.143, sprd=0.017]
Ep 041/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:17,  2.16it/s, loss=0.616, pair=0.003, adv=5.143, sprd=0.017]
Ep 041/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:17,  2.16it/s, loss=0.642, pair=0.007, adv=7.185, sprd=0.022]
Ep 041/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:23,  2.06it/s, loss=0.642, pair=0.007, adv=7.185, sprd=0.022]
Ep 041/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:23,  2.06it/s, loss=0.636, pair=0.006, adv=4.222, sprd=0.023]
Ep 041/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:17,  2.14it/s, loss=0.636, pair=0.006, adv=4.222, sprd=0.023]
Ep 041/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:17,  2.14it/s, loss=0.674, pair=0.008, adv=5.666, sprd=0.028]
Ep 041/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:33,  1.92it/s, loss=0.674, pair=0.008, adv=5.666, sprd=0.028]
Ep 041/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:33,  1.92it/s, loss=0.606, pair=0.006, adv=4.659, sprd=0.017]
Ep 041/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:22,  2.05it/s, loss=0.606, pair=0.006, adv=4.659, sprd=0.017]
Ep 041/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:22,  2.05it/s, loss=0.612, pair=0.008, adv=2.993, sprd=0.025]
Ep 041/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:25,  2.01it/s, loss=0.612, pair=0.008, adv=2.993, sprd=0.025]
Ep 041/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:25,  2.01it/s, loss=0.620, pair=0.000, adv=4.503, sprd=0.020]
Ep 041/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:18,  2.11it/s, loss=0.620, pair=0.000, adv=4.503, sprd=0.020]
Ep 041/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:18,  2.11it/s, loss=0.660, pair=0.014, adv=3.925, sprd=0.028]
Ep 041/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:25,  1.99it/s, loss=0.660, pair=0.014, adv=3.925, sprd=0.028]
Ep 041/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:25,  1.99it/s, loss=0.594, pair=0.000, adv=7.885, sprd=0.015]
Ep 041/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:17,  2.11it/s, loss=0.594, pair=0.000, adv=7.885, sprd=0.015]
Ep 041/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:17,  2.11it/s, loss=0.661, pair=0.004, adv=3.423, sprd=0.016]
Ep 041/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:17,  2.09it/s, loss=0.661, pair=0.004, adv=3.423, sprd=0.016]
Ep 041/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:17,  2.09it/s, loss=0.626, pair=0.015, adv=4.426, sprd=0.017]
Ep 041/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:10,  2.19it/s, loss=0.626, pair=0.015, adv=4.426, sprd=0.017]
Ep 041/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:10,  2.19it/s, loss=0.614, pair=0.006, adv=2.920, sprd=0.027]
Ep 041/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:15,  2.10it/s, loss=0.614, pair=0.006, adv=2.920, sprd=0.027]
Ep 041/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:15,  2.10it/s, loss=0.663, pair=0.013, adv=6.111, sprd=0.026]
Ep 041/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:10,  2.18it/s, loss=0.663, pair=0.013, adv=6.111, sprd=0.026]
Ep 041/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:10,  2.18it/s, loss=0.633, pair=0.002, adv=4.321, sprd=0.020]
Ep 041/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.07it/s, loss=0.633, pair=0.002, adv=4.321, sprd=0.020]
Ep 041/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:17,  2.07it/s, loss=0.652, pair=0.001, adv=4.458, sprd=0.022]
Ep 041/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:10,  2.16it/s, loss=0.652, pair=0.001, adv=4.458, sprd=0.022]
Ep 041/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:10,  2.16it/s, loss=0.615, pair=0.001, adv=5.473, sprd=0.020]
Ep 041/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:17,  2.05it/s, loss=0.615, pair=0.001, adv=5.473, sprd=0.020]
Ep 041/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:17,  2.05it/s, loss=0.596, pair=0.000, adv=6.015, sprd=0.016]
Ep 041/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:11,  2.13it/s, loss=0.596, pair=0.000, adv=6.015, sprd=0.016]
Ep 041/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:11,  2.13it/s, loss=0.916, pair=0.527, adv=4.200, sprd=0.031]
Ep 041/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:18,  2.03it/s, loss=0.916, pair=0.527, adv=4.200, sprd=0.031]
Ep 041/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:18,  2.03it/s, loss=0.651, pair=0.006, adv=3.579, sprd=0.021]
Ep 041/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:09,  2.15it/s, loss=0.651, pair=0.006, adv=3.579, sprd=0.021]
Ep 041/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:09,  2.15it/s, loss=0.628, pair=0.006, adv=4.921, sprd=0.017]
Ep 041/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:13,  2.08it/s, loss=0.628, pair=0.006, adv=4.921, sprd=0.017]
Ep 041/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:13,  2.08it/s, loss=0.657, pair=0.001, adv=4.593, sprd=0.026]
Ep 041/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:08,  2.16it/s, loss=0.657, pair=0.001, adv=4.593, sprd=0.026]
Ep 041/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:08,  2.16it/s, loss=0.610, pair=0.000, adv=3.909, sprd=0.019]
Ep 041/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:13,  2.07it/s, loss=0.610, pair=0.000, adv=3.909, sprd=0.019]
Ep 041/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:13,  2.07it/s, loss=0.644, pair=0.004, adv=4.521, sprd=0.022]
Ep 041/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:06,  2.17it/s, loss=0.644, pair=0.004, adv=4.521, sprd=0.022]
Ep 041/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:06,  2.17it/s, loss=0.615, pair=0.000, adv=3.745, sprd=0.018]
Ep 041/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:14,  2.04it/s, loss=0.615, pair=0.000, adv=3.745, sprd=0.018]
Ep 041/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:14,  2.04it/s, loss=0.673, pair=0.003, adv=4.629, sprd=0.028]
Ep 041/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:08,  2.12it/s, loss=0.673, pair=0.003, adv=4.629, sprd=0.028]
Ep 041/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:08,  2.12it/s, loss=0.606, pair=0.002, adv=5.845, sprd=0.017]
Ep 041/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:15,  2.01it/s, loss=0.606, pair=0.002, adv=5.845, sprd=0.017]
Ep 041/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:15,  2.01it/s, loss=0.643, pair=0.001, adv=4.140, sprd=0.021]
Ep 041/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.12it/s, loss=0.643, pair=0.001, adv=4.140, sprd=0.021]
Ep 041/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:07,  2.12it/s, loss=0.643, pair=0.010, adv=6.231, sprd=0.021]
Ep 041/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:10,  2.06it/s, loss=0.643, pair=0.010, adv=6.231, sprd=0.021]
Ep 041/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:10,  2.06it/s, loss=0.663, pair=0.001, adv=6.017, sprd=0.021]
Ep 041/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:03,  2.18it/s, loss=0.663, pair=0.001, adv=6.017, sprd=0.021]
Ep 041/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:03,  2.18it/s, loss=0.633, pair=0.001, adv=4.800, sprd=0.022]
Ep 041/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:10,  2.05it/s, loss=0.633, pair=0.001, adv=4.800, sprd=0.022]
Ep 041/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:10,  2.05it/s, loss=0.620, pair=0.000, adv=5.539, sprd=0.018]
Ep 041/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:04,  2.15it/s, loss=0.620, pair=0.000, adv=5.539, sprd=0.018]
Ep 041/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:04,  2.15it/s, loss=0.706, pair=0.001, adv=4.059, sprd=0.026]
Ep 041/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:16,  1.94it/s, loss=0.706, pair=0.001, adv=4.059, sprd=0.026]
Ep 041/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:16,  1.94it/s, loss=0.631, pair=0.003, adv=4.804, sprd=0.018]
Ep 041/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:06,  2.09it/s, loss=0.631, pair=0.003, adv=4.804, sprd=0.018]
Ep 041/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:06,  2.09it/s, loss=0.645, pair=0.003, adv=4.265, sprd=0.023]
Ep 041/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.645, pair=0.003, adv=4.265, sprd=0.023]
Ep 041/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.625, pair=0.004, adv=5.636, sprd=0.017]
Ep 041/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:03,  2.13it/s, loss=0.625, pair=0.004, adv=5.636, sprd=0.017]
Ep 041/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:03,  2.13it/s, loss=0.641, pair=0.005, adv=3.522, sprd=0.020]
Ep 041/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:07,  2.06it/s, loss=0.641, pair=0.005, adv=3.522, sprd=0.020]
Ep 041/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:07,  2.06it/s, loss=0.617, pair=0.000, adv=6.745, sprd=0.018]
Ep 041/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:00,  2.16it/s, loss=0.617, pair=0.000, adv=6.745, sprd=0.018]
Ep 041/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:00,  2.16it/s, loss=0.566, pair=0.000, adv=3.277, sprd=0.014]
Ep 041/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:06,  2.06it/s, loss=0.566, pair=0.000, adv=3.277, sprd=0.014]
Ep 041/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:06,  2.06it/s, loss=0.618, pair=0.001, adv=3.089, sprd=0.026]
Ep 041/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:00,  2.15it/s, loss=0.618, pair=0.001, adv=3.089, sprd=0.026]
Ep 041/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:00,  2.15it/s, loss=0.639, pair=0.002, adv=6.195, sprd=0.023]
Ep 041/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:04,  2.07it/s, loss=0.639, pair=0.002, adv=6.195, sprd=0.023]
Ep 041/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:04,  2.07it/s, loss=0.669, pair=0.014, adv=4.511, sprd=0.026]
Ep 041/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:59,  2.15it/s, loss=0.669, pair=0.014, adv=4.511, sprd=0.026]
Ep 041/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:59,  2.15it/s, loss=0.605, pair=0.005, adv=5.692, sprd=0.015]
Ep 041/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:04,  2.06it/s, loss=0.605, pair=0.005, adv=5.692, sprd=0.015]
Ep 041/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:04,  2.06it/s, loss=0.638, pair=0.004, adv=3.535, sprd=0.022]
Ep 041/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:58,  2.15it/s, loss=0.638, pair=0.004, adv=3.535, sprd=0.022]
Ep 041/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:58,  2.15it/s, loss=0.603, pair=0.001, adv=4.602, sprd=0.017]
Ep 041/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.02it/s, loss=0.603, pair=0.001, adv=4.602, sprd=0.017]
Ep 041/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.02it/s, loss=0.661, pair=0.000, adv=4.499, sprd=0.028]
Ep 041/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<02:00,  2.09it/s, loss=0.661, pair=0.000, adv=4.499, sprd=0.028]
Ep 041/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:00,  2.09it/s, loss=0.606, pair=0.001, adv=3.205, sprd=0.022]
Ep 041/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.02it/s, loss=0.606, pair=0.001, adv=3.205, sprd=0.022]
Ep 041/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.02it/s, loss=0.631, pair=0.001, adv=5.177, sprd=0.023]
Ep 041/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:59,  2.10it/s, loss=0.631, pair=0.001, adv=5.177, sprd=0.023]
Ep 041/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:59,  2.10it/s, loss=0.686, pair=0.010, adv=4.927, sprd=0.020]
Ep 041/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<02:03,  2.03it/s, loss=0.686, pair=0.010, adv=4.927, sprd=0.020]
Ep 041/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:03,  2.03it/s, loss=0.649, pair=0.005, adv=5.178, sprd=0.022]
Ep 041/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:56,  2.13it/s, loss=0.649, pair=0.005, adv=5.178, sprd=0.022]
Ep 041/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:56,  2.13it/s, loss=0.645, pair=0.006, adv=5.379, sprd=0.018]
Ep 041/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<02:02,  2.03it/s, loss=0.645, pair=0.006, adv=5.379, sprd=0.018]
Ep 041/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:02,  2.03it/s, loss=0.614, pair=0.010, adv=6.450, sprd=0.014]
Ep 041/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:54,  2.16it/s, loss=0.614, pair=0.010, adv=6.450, sprd=0.014]
Ep 041/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:54,  2.16it/s, loss=0.598, pair=0.006, adv=4.831, sprd=0.015]
Ep 041/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<01:58,  2.08it/s, loss=0.598, pair=0.006, adv=4.831, sprd=0.015]
Ep 041/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:58,  2.08it/s, loss=0.665, pair=0.000, adv=5.061, sprd=0.026]
Ep 041/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:52,  2.17it/s, loss=0.665, pair=0.000, adv=5.061, sprd=0.026]
Ep 041/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:52,  2.17it/s, loss=0.634, pair=0.001, adv=6.325, sprd=0.020]
Ep 041/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:58,  2.05it/s, loss=0.634, pair=0.001, adv=6.325, sprd=0.020]
Ep 041/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:58,  2.05it/s, loss=0.653, pair=0.003, adv=6.132, sprd=0.025]
Ep 041/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:54,  2.13it/s, loss=0.653, pair=0.003, adv=6.132, sprd=0.025]
Ep 041/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:54,  2.13it/s, loss=0.635, pair=0.004, adv=5.955, sprd=0.022]
Ep 041/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<01:59,  2.03it/s, loss=0.635, pair=0.004, adv=5.955, sprd=0.022]
Ep 041/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:59,  2.03it/s, loss=0.677, pair=0.007, adv=7.724, sprd=0.024]
Ep 041/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:52,  2.14it/s, loss=0.677, pair=0.007, adv=7.724, sprd=0.024]
Ep 041/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:52,  2.14it/s, loss=0.600, pair=0.009, adv=9.511, sprd=0.015]
Ep 041/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:57,  2.05it/s, loss=0.600, pair=0.009, adv=9.511, sprd=0.015]
Ep 041/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:57,  2.05it/s, loss=0.630, pair=0.004, adv=5.614, sprd=0.020]
Ep 041/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:51,  2.14it/s, loss=0.630, pair=0.004, adv=5.614, sprd=0.020]
Ep 041/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:51,  2.14it/s, loss=0.697, pair=0.003, adv=4.194, sprd=0.020]
Ep 041/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<02:02,  1.94it/s, loss=0.697, pair=0.003, adv=4.194, sprd=0.020]
Ep 041/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:02,  1.94it/s, loss=0.655, pair=0.004, adv=5.393, sprd=0.024]
Ep 041/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:55,  2.06it/s, loss=0.655, pair=0.004, adv=5.393, sprd=0.024]
Ep 041/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:55,  2.06it/s, loss=0.614, pair=0.008, adv=5.146, sprd=0.017]
Ep 041/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:58,  1.99it/s, loss=0.614, pair=0.008, adv=5.146, sprd=0.017]
Ep 041/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:58,  1.99it/s, loss=0.624, pair=0.007, adv=7.016, sprd=0.022]
Ep 041/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:53,  2.08it/s, loss=0.624, pair=0.007, adv=7.016, sprd=0.022]
Ep 041/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:53,  2.08it/s, loss=0.598, pair=0.006, adv=3.824, sprd=0.014]
Ep 041/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<02:00,  1.95it/s, loss=0.598, pair=0.006, adv=3.824, sprd=0.014]
Ep 041/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:00,  1.95it/s, loss=0.630, pair=0.002, adv=5.156, sprd=0.020]
Ep 041/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:54,  2.03it/s, loss=0.630, pair=0.002, adv=5.156, sprd=0.020]
Ep 041/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:54,  2.03it/s, loss=0.608, pair=0.000, adv=5.770, sprd=0.019]
Ep 041/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<02:02,  1.90it/s, loss=0.608, pair=0.000, adv=5.770, sprd=0.019]
Ep 041/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<02:02,  1.90it/s, loss=0.625, pair=0.004, adv=8.321, sprd=0.013]
Ep 041/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:53,  2.04it/s, loss=0.625, pair=0.004, adv=8.321, sprd=0.013]
Ep 041/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:53,  2.04it/s, loss=0.617, pair=0.001, adv=4.601, sprd=0.020]
Ep 041/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<02:01,  1.90it/s, loss=0.617, pair=0.001, adv=4.601, sprd=0.020]
Ep 041/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:01,  1.90it/s, loss=0.676, pair=0.000, adv=6.106, sprd=0.030]
Ep 041/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:56,  1.97it/s, loss=0.676, pair=0.000, adv=6.106, sprd=0.030]
Ep 041/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:56,  1.97it/s, loss=0.626, pair=0.001, adv=4.306, sprd=0.020]
Ep 041/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<02:03,  1.85it/s, loss=0.626, pair=0.001, adv=4.306, sprd=0.020]
Ep 041/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<02:03,  1.85it/s, loss=0.613, pair=0.003, adv=6.569, sprd=0.017]
Ep 041/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:55,  1.96it/s, loss=0.613, pair=0.003, adv=6.569, sprd=0.017]
Ep 041/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:55,  1.96it/s, loss=0.626, pair=0.001, adv=3.488, sprd=0.022]
Ep 041/80 [S3:+sens]:  50%|█ | 227/453 [01:52<02:05,  1.81it/s, loss=0.626, pair=0.001, adv=3.488, sprd=0.022]
Ep 041/80 [S3:+sens]:  50%|█ | 227/453 [01:53<02:05,  1.81it/s, loss=0.608, pair=0.001, adv=6.213, sprd=0.016]
Ep 041/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:57,  1.91it/s, loss=0.608, pair=0.001, adv=6.213, sprd=0.016]
Ep 041/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:57,  1.91it/s, loss=0.636, pair=0.000, adv=4.210, sprd=0.020]
Ep 041/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:03,  1.82it/s, loss=0.636, pair=0.000, adv=4.210, sprd=0.020]
Ep 041/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:03,  1.82it/s, loss=0.620, pair=0.000, adv=6.019, sprd=0.019]
Ep 041/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:56,  1.91it/s, loss=0.620, pair=0.000, adv=6.019, sprd=0.019]
Ep 041/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:56,  1.91it/s, loss=0.615, pair=0.006, adv=6.481, sprd=0.016]
Ep 041/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:02,  1.81it/s, loss=0.615, pair=0.006, adv=6.481, sprd=0.016]
Ep 041/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:02,  1.81it/s, loss=0.630, pair=0.002, adv=8.333, sprd=0.024]
Ep 041/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:57,  1.89it/s, loss=0.630, pair=0.002, adv=8.333, sprd=0.024]
Ep 041/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:57,  1.89it/s, loss=0.627, pair=0.000, adv=5.626, sprd=0.024]
Ep 041/80 [S3:+sens]:  51%|█ | 233/453 [01:56<02:04,  1.77it/s, loss=0.627, pair=0.000, adv=5.626, sprd=0.024]
Ep 041/80 [S3:+sens]:  51%|█ | 233/453 [01:56<02:04,  1.77it/s, loss=0.627, pair=0.000, adv=4.288, sprd=0.020]
Ep 041/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:55,  1.89it/s, loss=0.627, pair=0.000, adv=4.288, sprd=0.020]
Ep 041/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:55,  1.89it/s, loss=0.640, pair=0.003, adv=5.850, sprd=0.022]
Ep 041/80 [S3:+sens]:  52%|█ | 235/453 [01:57<02:02,  1.78it/s, loss=0.640, pair=0.003, adv=5.850, sprd=0.022]
Ep 041/80 [S3:+sens]:  52%|█ | 235/453 [01:57<02:02,  1.78it/s, loss=0.642, pair=0.004, adv=5.663, sprd=0.020]
Ep 041/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:54,  1.90it/s, loss=0.642, pair=0.004, adv=5.663, sprd=0.020]
Ep 041/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:54,  1.90it/s, loss=1.118, pair=1.354, adv=5.018, sprd=0.022]
Ep 041/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:59,  1.81it/s, loss=1.118, pair=1.354, adv=5.018, sprd=0.022]
Ep 041/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:59,  1.81it/s, loss=0.641, pair=0.000, adv=5.441, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:50,  1.94it/s, loss=0.641, pair=0.000, adv=5.441, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:50,  1.94it/s, loss=0.632, pair=0.000, adv=5.525, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:59,  1.79it/s, loss=0.632, pair=0.000, adv=5.525, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:59,  1.79it/s, loss=0.627, pair=0.001, adv=5.584, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:51,  1.91it/s, loss=0.627, pair=0.001, adv=5.584, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:51,  1.91it/s, loss=0.629, pair=0.005, adv=6.651, sprd=0.018]
Ep 041/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:56,  1.82it/s, loss=0.629, pair=0.005, adv=6.651, sprd=0.018]
Ep 041/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:56,  1.82it/s, loss=0.627, pair=0.001, adv=5.509, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:49,  1.92it/s, loss=0.627, pair=0.001, adv=5.509, sprd=0.020]
Ep 041/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:49,  1.92it/s, loss=0.706, pair=0.005, adv=7.017, sprd=0.034]
Ep 041/80 [S3:+sens]:  54%|█ | 243/453 [02:01<02:07,  1.64it/s, loss=0.706, pair=0.005, adv=7.017, sprd=0.034]
Ep 041/80 [S3:+sens]:  54%|█ | 243/453 [02:02<02:07,  1.64it/s, loss=0.632, pair=0.001, adv=8.025, sprd=0.019]
Ep 041/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:56,  1.80it/s, loss=0.632, pair=0.001, adv=8.025, sprd=0.019]
Ep 041/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:56,  1.80it/s, loss=0.632, pair=0.001, adv=6.443, sprd=0.019]
Ep 041/80 [S3:+sens]:  54%|█ | 245/453 [02:02<02:03,  1.68it/s, loss=0.632, pair=0.001, adv=6.443, sprd=0.019]
Ep 041/80 [S3:+sens]:  54%|█ | 245/453 [02:03<02:03,  1.68it/s, loss=0.659, pair=0.000, adv=4.761, sprd=0.028]
Ep 041/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:55,  1.80it/s, loss=0.659, pair=0.000, adv=4.761, sprd=0.028]
Ep 041/80 [S3:+sens]:  54%|█ | 246/453 [02:04<01:55,  1.80it/s, loss=0.653, pair=0.000, adv=4.813, sprd=0.022]
Ep 041/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:58,  1.74it/s, loss=0.653, pair=0.000, adv=4.813, sprd=0.022]
Ep 041/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:58,  1.74it/s, loss=0.618, pair=0.000, adv=4.894, sprd=0.018]
Ep 041/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:49,  1.88it/s, loss=0.618, pair=0.000, adv=4.894, sprd=0.018]
Ep 041/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:49,  1.88it/s, loss=0.654, pair=0.000, adv=4.570, sprd=0.019]
Ep 041/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:46,  1.91it/s, loss=0.654, pair=0.000, adv=4.570, sprd=0.019]
Ep 041/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:46,  1.91it/s, loss=0.637, pair=0.001, adv=6.145, sprd=0.019]
Ep 041/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:38,  2.06it/s, loss=0.637, pair=0.001, adv=6.145, sprd=0.019]
Ep 041/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:38,  2.06it/s, loss=0.606, pair=0.000, adv=5.011, sprd=0.016]
Ep 041/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:39,  2.02it/s, loss=0.606, pair=0.000, adv=5.011, sprd=0.016]
Ep 041/80 [S3:+sens]:  55%|█ | 251/453 [02:06<01:39,  2.02it/s, loss=0.620, pair=0.003, adv=3.449, sprd=0.017]
Ep 041/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:33,  2.15it/s, loss=0.620, pair=0.003, adv=3.449, sprd=0.017]
Ep 041/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:33,  2.15it/s, loss=0.626, pair=0.005, adv=5.215, sprd=0.021]
Ep 041/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:37,  2.04it/s, loss=0.626, pair=0.005, adv=5.215, sprd=0.021]
Ep 041/80 [S3:+sens]:  56%|█ | 253/453 [02:07<01:37,  2.04it/s, loss=0.690, pair=0.007, adv=4.712, sprd=0.030]
Ep 041/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:33,  2.13it/s, loss=0.690, pair=0.007, adv=4.712, sprd=0.030]
Ep 041/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:33,  2.13it/s, loss=0.621, pair=0.000, adv=6.362, sprd=0.019]
Ep 041/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:37,  2.04it/s, loss=0.621, pair=0.000, adv=6.362, sprd=0.019]
Ep 041/80 [S3:+sens]:  56%|█▏| 255/453 [02:08<01:37,  2.04it/s, loss=0.668, pair=0.000, adv=5.796, sprd=0.028]
Ep 041/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:33,  2.11it/s, loss=0.668, pair=0.000, adv=5.796, sprd=0.028]
Ep 041/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:33,  2.11it/s, loss=0.618, pair=0.000, adv=7.263, sprd=0.018]
Ep 041/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:37,  2.01it/s, loss=0.618, pair=0.000, adv=7.263, sprd=0.018]
Ep 041/80 [S3:+sens]:  57%|█▏| 257/453 [02:09<01:37,  2.01it/s, loss=0.611, pair=0.000, adv=7.275, sprd=0.020]
Ep 041/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:32,  2.10it/s, loss=0.611, pair=0.000, adv=7.275, sprd=0.020]
Ep 041/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:32,  2.10it/s, loss=0.628, pair=0.000, adv=6.600, sprd=0.020]
Ep 041/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:35,  2.03it/s, loss=0.628, pair=0.000, adv=6.600, sprd=0.020]
Ep 041/80 [S3:+sens]:  57%|█▏| 259/453 [02:10<01:35,  2.03it/s, loss=0.582, pair=0.010, adv=4.269, sprd=0.013]
Ep 041/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:30,  2.14it/s, loss=0.582, pair=0.010, adv=4.269, sprd=0.013]
Ep 041/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:30,  2.14it/s, loss=0.630, pair=0.011, adv=3.339, sprd=0.023]
Ep 041/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:33,  2.06it/s, loss=0.630, pair=0.011, adv=3.339, sprd=0.023]
Ep 041/80 [S3:+sens]:  58%|█▏| 261/453 [02:11<01:33,  2.06it/s, loss=0.646, pair=0.000, adv=6.369, sprd=0.026]
Ep 041/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:30,  2.12it/s, loss=0.646, pair=0.000, adv=6.369, sprd=0.026]
Ep 041/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:30,  2.12it/s, loss=0.644, pair=0.002, adv=3.276, sprd=0.024]
Ep 041/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:32,  2.06it/s, loss=0.644, pair=0.002, adv=3.276, sprd=0.024]
Ep 041/80 [S3:+sens]:  58%|█▏| 263/453 [02:12<01:32,  2.06it/s, loss=0.625, pair=0.000, adv=7.207, sprd=0.022]
Ep 041/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:28,  2.13it/s, loss=0.625, pair=0.000, adv=7.207, sprd=0.022]
Ep 041/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:28,  2.13it/s, loss=0.621, pair=0.000, adv=9.267, sprd=0.019]
Ep 041/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:34,  1.99it/s, loss=0.621, pair=0.000, adv=9.267, sprd=0.019]
Ep 041/80 [S3:+sens]:  58%|█▏| 265/453 [02:13<01:34,  1.99it/s, loss=0.628, pair=0.000, adv=4.589, sprd=0.022]
Ep 041/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:29,  2.08it/s, loss=0.628, pair=0.000, adv=4.589, sprd=0.022]
Ep 041/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:29,  2.08it/s, loss=0.650, pair=0.000, adv=4.484, sprd=0.022]
Ep 041/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:35,  1.94it/s, loss=0.650, pair=0.000, adv=4.484, sprd=0.022]
Ep 041/80 [S3:+sens]:  59%|█▏| 267/453 [02:14<01:35,  1.94it/s, loss=0.676, pair=0.000, adv=5.371, sprd=0.029]
Ep 041/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:30,  2.05it/s, loss=0.676, pair=0.000, adv=5.371, sprd=0.029]
Ep 041/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:30,  2.05it/s, loss=0.650, pair=0.000, adv=4.245, sprd=0.026]
Ep 041/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:32,  1.98it/s, loss=0.650, pair=0.000, adv=4.245, sprd=0.026]
Ep 041/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:32,  1.98it/s, loss=0.611, pair=0.000, adv=3.924, sprd=0.016]
Ep 041/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:26,  2.12it/s, loss=0.611, pair=0.000, adv=3.924, sprd=0.016]
Ep 041/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:26,  2.12it/s, loss=0.558, pair=0.003, adv=2.814, sprd=0.015]
Ep 041/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:27,  2.08it/s, loss=0.558, pair=0.003, adv=2.814, sprd=0.015]
Ep 041/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:27,  2.08it/s, loss=0.674, pair=0.000, adv=6.731, sprd=0.026]
Ep 041/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:23,  2.16it/s, loss=0.674, pair=0.000, adv=6.731, sprd=0.026]
Ep 041/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:23,  2.16it/s, loss=0.660, pair=0.001, adv=7.956, sprd=0.025]
Ep 041/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:28,  2.03it/s, loss=0.660, pair=0.001, adv=7.956, sprd=0.025]
Ep 041/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:28,  2.03it/s, loss=0.644, pair=0.006, adv=5.314, sprd=0.024]
Ep 041/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:24,  2.12it/s, loss=0.644, pair=0.006, adv=5.314, sprd=0.024]
Ep 041/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:24,  2.12it/s, loss=0.638, pair=0.000, adv=6.998, sprd=0.018]
Ep 041/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:26,  2.05it/s, loss=0.638, pair=0.000, adv=6.998, sprd=0.018]
Ep 041/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:26,  2.05it/s, loss=0.618, pair=0.001, adv=6.749, sprd=0.019]
Ep 041/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:22,  2.14it/s, loss=0.618, pair=0.001, adv=6.749, sprd=0.019]
Ep 041/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:22,  2.14it/s, loss=0.613, pair=0.001, adv=7.661, sprd=0.015]
Ep 041/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:26,  2.05it/s, loss=0.613, pair=0.001, adv=7.661, sprd=0.015]
Ep 041/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:26,  2.05it/s, loss=0.670, pair=0.004, adv=3.973, sprd=0.029]
Ep 041/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:22,  2.12it/s, loss=0.670, pair=0.004, adv=3.973, sprd=0.029]
Ep 041/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:22,  2.12it/s, loss=0.724, pair=0.002, adv=5.259, sprd=0.024]
Ep 041/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:24,  2.07it/s, loss=0.724, pair=0.002, adv=5.259, sprd=0.024]
Ep 041/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:24,  2.07it/s, loss=0.638, pair=0.003, adv=4.328, sprd=0.023]
Ep 041/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:20,  2.16it/s, loss=0.638, pair=0.003, adv=4.328, sprd=0.023]
Ep 041/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:20,  2.16it/s, loss=0.632, pair=0.000, adv=3.575, sprd=0.022]
Ep 041/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:24,  2.05it/s, loss=0.632, pair=0.000, adv=3.575, sprd=0.022]
Ep 041/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:24,  2.05it/s, loss=0.643, pair=0.000, adv=3.448, sprd=0.022]
Ep 041/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:19,  2.14it/s, loss=0.643, pair=0.000, adv=3.448, sprd=0.022]
Ep 041/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:19,  2.14it/s, loss=0.634, pair=0.000, adv=7.612, sprd=0.019]
Ep 041/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:22,  2.06it/s, loss=0.634, pair=0.000, adv=7.612, sprd=0.019]
Ep 041/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:22,  2.06it/s, loss=0.619, pair=0.001, adv=5.759, sprd=0.017]
Ep 041/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:17,  2.17it/s, loss=0.619, pair=0.001, adv=5.759, sprd=0.017]
Ep 041/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:17,  2.17it/s, loss=0.555, pair=0.000, adv=2.955, sprd=0.018]
Ep 041/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:20,  2.09it/s, loss=0.555, pair=0.000, adv=2.955, sprd=0.018]
Ep 041/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:20,  2.09it/s, loss=0.613, pair=0.002, adv=8.249, sprd=0.016]
Ep 041/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:16,  2.19it/s, loss=0.613, pair=0.002, adv=8.249, sprd=0.016]
Ep 041/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:16,  2.19it/s, loss=1.371, pair=2.203, adv=5.295, sprd=0.015]
Ep 041/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:18,  2.12it/s, loss=1.371, pair=2.203, adv=5.295, sprd=0.015]
Ep 041/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:18,  2.12it/s, loss=0.641, pair=0.005, adv=6.310, sprd=0.018]
Ep 041/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:14,  2.23it/s, loss=0.641, pair=0.005, adv=6.310, sprd=0.018]
Ep 041/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:14,  2.23it/s, loss=0.713, pair=0.001, adv=4.770, sprd=0.029]
Ep 041/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:18,  2.08it/s, loss=0.713, pair=0.001, adv=4.770, sprd=0.029]
Ep 041/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:18,  2.08it/s, loss=0.635, pair=0.001, adv=6.930, sprd=0.021]
Ep 041/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:15,  2.17it/s, loss=0.635, pair=0.001, adv=6.930, sprd=0.021]
Ep 041/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:15,  2.17it/s, loss=0.534, pair=0.001, adv=2.886, sprd=0.016]
Ep 041/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:19,  2.05it/s, loss=0.534, pair=0.001, adv=2.886, sprd=0.016]
Ep 041/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:19,  2.05it/s, loss=0.604, pair=0.003, adv=9.036, sprd=0.015]
Ep 041/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:14,  2.15it/s, loss=0.604, pair=0.003, adv=9.036, sprd=0.015]
Ep 041/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:14,  2.15it/s, loss=0.640, pair=0.001, adv=5.246, sprd=0.021]
Ep 041/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:17,  2.07it/s, loss=0.640, pair=0.001, adv=5.246, sprd=0.021]
Ep 041/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:17,  2.07it/s, loss=0.670, pair=0.000, adv=4.434, sprd=0.026]
Ep 041/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:13,  2.16it/s, loss=0.670, pair=0.000, adv=4.434, sprd=0.026]
Ep 041/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:13,  2.16it/s, loss=0.600, pair=0.000, adv=4.962, sprd=0.013]
Ep 041/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:20,  1.97it/s, loss=0.600, pair=0.000, adv=4.962, sprd=0.013]
Ep 041/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:20,  1.97it/s, loss=0.623, pair=0.000, adv=6.560, sprd=0.018]
Ep 041/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:15,  2.09it/s, loss=0.623, pair=0.000, adv=6.560, sprd=0.018]
Ep 041/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:15,  2.09it/s, loss=0.689, pair=0.000, adv=6.005, sprd=0.032]
Ep 041/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:17,  2.00it/s, loss=0.689, pair=0.000, adv=6.005, sprd=0.032]
Ep 041/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:17,  2.00it/s, loss=0.657, pair=0.000, adv=3.896, sprd=0.025]
Ep 041/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.11it/s, loss=0.657, pair=0.000, adv=3.896, sprd=0.025]
Ep 041/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.11it/s, loss=0.641, pair=0.000, adv=5.880, sprd=0.011]
Ep 041/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:13,  2.08it/s, loss=0.641, pair=0.000, adv=5.880, sprd=0.011]
Ep 041/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:13,  2.08it/s, loss=0.624, pair=0.000, adv=6.835, sprd=0.017]
Ep 041/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:09,  2.20it/s, loss=0.624, pair=0.000, adv=6.835, sprd=0.017]
Ep 041/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:09,  2.20it/s, loss=0.604, pair=0.003, adv=6.192, sprd=0.016]
Ep 041/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.11it/s, loss=0.604, pair=0.003, adv=6.192, sprd=0.016]
Ep 041/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:12,  2.11it/s, loss=0.594, pair=0.003, adv=4.939, sprd=0.014]
Ep 041/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:08,  2.21it/s, loss=0.594, pair=0.003, adv=4.939, sprd=0.014]
Ep 041/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:08,  2.21it/s, loss=0.629, pair=0.001, adv=8.133, sprd=0.016]
Ep 041/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:10,  2.12it/s, loss=0.629, pair=0.001, adv=8.133, sprd=0.016]
Ep 041/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:10,  2.12it/s, loss=0.653, pair=0.002, adv=8.059, sprd=0.022]
Ep 041/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:07,  2.20it/s, loss=0.653, pair=0.002, adv=8.059, sprd=0.022]
Ep 041/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:07,  2.20it/s, loss=0.643, pair=0.000, adv=4.307, sprd=0.015]
Ep 041/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:09,  2.14it/s, loss=0.643, pair=0.000, adv=4.307, sprd=0.015]
Ep 041/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:09,  2.14it/s, loss=0.658, pair=0.001, adv=6.567, sprd=0.025]
Ep 041/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:07,  2.18it/s, loss=0.658, pair=0.001, adv=6.567, sprd=0.025]
Ep 041/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:07,  2.18it/s, loss=0.652, pair=0.007, adv=5.990, sprd=0.020]
Ep 041/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.07it/s, loss=0.652, pair=0.007, adv=5.990, sprd=0.020]
Ep 041/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.07it/s, loss=0.615, pair=0.004, adv=5.414, sprd=0.015]
Ep 041/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:06,  2.18it/s, loss=0.615, pair=0.004, adv=5.414, sprd=0.015]
Ep 041/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:06,  2.18it/s, loss=0.612, pair=0.003, adv=5.350, sprd=0.018]
Ep 041/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:10,  2.03it/s, loss=0.612, pair=0.003, adv=5.350, sprd=0.018]
Ep 041/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:10,  2.03it/s, loss=0.602, pair=0.000, adv=5.899, sprd=0.013]
Ep 041/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:05,  2.19it/s, loss=0.602, pair=0.000, adv=5.899, sprd=0.013]
Ep 041/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:05,  2.19it/s, loss=0.610, pair=0.000, adv=4.133, sprd=0.017]
Ep 041/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.07it/s, loss=0.610, pair=0.000, adv=4.133, sprd=0.017]
Ep 041/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.07it/s, loss=0.667, pair=0.000, adv=3.591, sprd=0.028]
Ep 041/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:05,  2.15it/s, loss=0.667, pair=0.000, adv=3.591, sprd=0.028]
Ep 041/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:05,  2.15it/s, loss=0.624, pair=0.001, adv=3.917, sprd=0.020]
Ep 041/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:07,  2.06it/s, loss=0.624, pair=0.001, adv=3.917, sprd=0.020]
Ep 041/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:07,  2.06it/s, loss=0.660, pair=0.001, adv=5.129, sprd=0.026]
Ep 041/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:04,  2.15it/s, loss=0.660, pair=0.001, adv=5.129, sprd=0.026]
Ep 041/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:04,  2.15it/s, loss=0.629, pair=0.003, adv=5.734, sprd=0.018]
Ep 041/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:07,  2.05it/s, loss=0.629, pair=0.003, adv=5.734, sprd=0.018]
Ep 041/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:07,  2.05it/s, loss=0.653, pair=0.004, adv=7.509, sprd=0.028]
Ep 041/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:05,  2.11it/s, loss=0.653, pair=0.004, adv=7.509, sprd=0.028]
Ep 041/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:05,  2.11it/s, loss=0.609, pair=0.002, adv=4.026, sprd=0.017]
Ep 041/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.02it/s, loss=0.609, pair=0.002, adv=4.026, sprd=0.017]
Ep 041/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.02it/s, loss=0.641, pair=0.000, adv=4.546, sprd=0.022]
Ep 041/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:04,  2.11it/s, loss=0.641, pair=0.000, adv=4.546, sprd=0.022]
Ep 041/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:04,  2.11it/s, loss=0.656, pair=0.000, adv=3.812, sprd=0.024]
Ep 041/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:10,  1.91it/s, loss=0.656, pair=0.000, adv=3.812, sprd=0.024]
Ep 041/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:10,  1.91it/s, loss=0.623, pair=0.001, adv=4.758, sprd=0.019]
Ep 041/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:06,  2.01it/s, loss=0.623, pair=0.001, adv=4.758, sprd=0.019]
Ep 041/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:06,  2.01it/s, loss=0.652, pair=0.004, adv=5.877, sprd=0.026]
Ep 041/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:10,  1.87it/s, loss=0.652, pair=0.004, adv=5.877, sprd=0.026]
Ep 041/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:10,  1.87it/s, loss=0.627, pair=0.005, adv=5.818, sprd=0.017]
Ep 041/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:05,  1.99it/s, loss=0.627, pair=0.005, adv=5.818, sprd=0.017]
Ep 041/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:05,  1.99it/s, loss=0.626, pair=0.001, adv=5.874, sprd=0.017]
Ep 041/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:13,  1.78it/s, loss=0.626, pair=0.001, adv=5.874, sprd=0.017]
Ep 041/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:13,  1.78it/s, loss=0.653, pair=0.001, adv=7.484, sprd=0.024]
Ep 041/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:08,  1.90it/s, loss=0.653, pair=0.001, adv=7.484, sprd=0.024]
Ep 041/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:08,  1.90it/s, loss=0.653, pair=0.001, adv=5.576, sprd=0.019]
Ep 041/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:10,  1.82it/s, loss=0.653, pair=0.001, adv=5.576, sprd=0.019]
Ep 041/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:10,  1.82it/s, loss=0.476, pair=0.005, adv=2.422, sprd=0.014]
Ep 041/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:05,  1.95it/s, loss=0.476, pair=0.005, adv=2.422, sprd=0.014]
Ep 041/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:05,  1.95it/s, loss=0.640, pair=0.000, adv=5.476, sprd=0.023]
Ep 041/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:10,  1.80it/s, loss=0.640, pair=0.000, adv=5.476, sprd=0.023]
Ep 041/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:10,  1.80it/s, loss=0.625, pair=0.003, adv=6.516, sprd=0.018]
Ep 041/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<01:05,  1.91it/s, loss=0.625, pair=0.003, adv=6.516, sprd=0.018]
Ep 041/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<01:05,  1.91it/s, loss=0.680, pair=0.004, adv=6.341, sprd=0.019]
Ep 041/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:08,  1.82it/s, loss=0.680, pair=0.004, adv=6.341, sprd=0.019]
Ep 041/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:08,  1.82it/s, loss=0.636, pair=0.003, adv=8.267, sprd=0.020]
Ep 041/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<01:03,  1.93it/s, loss=0.636, pair=0.003, adv=8.267, sprd=0.020]
Ep 041/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<01:03,  1.93it/s, loss=0.632, pair=0.003, adv=7.256, sprd=0.019]
Ep 041/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:06,  1.82it/s, loss=0.632, pair=0.003, adv=7.256, sprd=0.019]
Ep 041/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<01:06,  1.82it/s, loss=0.649, pair=0.001, adv=5.204, sprd=0.022]
Ep 041/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<01:01,  1.95it/s, loss=0.649, pair=0.001, adv=5.204, sprd=0.022]
Ep 041/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<01:01,  1.95it/s, loss=0.605, pair=0.008, adv=6.031, sprd=0.016]
Ep 041/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<01:04,  1.85it/s, loss=0.605, pair=0.008, adv=6.031, sprd=0.016]
Ep 041/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:04,  1.85it/s, loss=0.679, pair=0.004, adv=5.500, sprd=0.024]
Ep 041/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<01:00,  1.97it/s, loss=0.679, pair=0.004, adv=5.500, sprd=0.024]
Ep 041/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<01:00,  1.97it/s, loss=0.682, pair=0.003, adv=6.019, sprd=0.019]
Ep 041/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<01:03,  1.87it/s, loss=0.682, pair=0.003, adv=6.019, sprd=0.019]
Ep 041/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<01:03,  1.87it/s, loss=0.660, pair=0.006, adv=5.077, sprd=0.025]
Ep 041/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:59,  1.97it/s, loss=0.660, pair=0.006, adv=5.077, sprd=0.025]
Ep 041/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:59,  1.97it/s, loss=0.626, pair=0.000, adv=5.488, sprd=0.020]
Ep 041/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<01:03,  1.82it/s, loss=0.626, pair=0.000, adv=5.488, sprd=0.020]
Ep 041/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<01:03,  1.82it/s, loss=0.686, pair=0.131, adv=5.774, sprd=0.025]
Ep 041/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<01:00,  1.91it/s, loss=0.686, pair=0.131, adv=5.774, sprd=0.025]
Ep 041/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<01:00,  1.91it/s, loss=0.684, pair=0.000, adv=4.946, sprd=0.021]
Ep 041/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<01:03,  1.81it/s, loss=0.684, pair=0.000, adv=4.946, sprd=0.021]
Ep 041/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<01:03,  1.81it/s, loss=0.606, pair=0.000, adv=6.056, sprd=0.016]
Ep 041/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:59,  1.92it/s, loss=0.606, pair=0.000, adv=6.056, sprd=0.016]
Ep 041/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:59,  1.92it/s, loss=0.606, pair=0.007, adv=4.250, sprd=0.012]
Ep 041/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<01:00,  1.85it/s, loss=0.606, pair=0.007, adv=4.250, sprd=0.012]
Ep 041/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<01:00,  1.85it/s, loss=0.619, pair=0.002, adv=7.027, sprd=0.017]
Ep 041/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:56,  1.96it/s, loss=0.619, pair=0.002, adv=7.027, sprd=0.017]
Ep 041/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:56,  1.96it/s, loss=0.622, pair=0.001, adv=7.012, sprd=0.016]
Ep 041/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:59,  1.86it/s, loss=0.622, pair=0.001, adv=7.012, sprd=0.016]
Ep 041/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:59,  1.86it/s, loss=0.657, pair=0.001, adv=4.019, sprd=0.021]
Ep 041/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:54,  1.98it/s, loss=0.657, pair=0.001, adv=4.019, sprd=0.021]
Ep 041/80 [S3:+sens]:  76%|█▌| 344/453 [02:52<00:54,  1.98it/s, loss=0.683, pair=0.001, adv=4.319, sprd=0.020]
Ep 041/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:58,  1.85it/s, loss=0.683, pair=0.001, adv=4.319, sprd=0.020]
Ep 041/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:58,  1.85it/s, loss=0.623, pair=0.001, adv=5.781, sprd=0.019]
Ep 041/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:54,  1.97it/s, loss=0.623, pair=0.001, adv=5.781, sprd=0.019]
Ep 041/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:54,  1.97it/s, loss=0.661, pair=0.001, adv=4.997, sprd=0.024]
Ep 041/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:58,  1.81it/s, loss=0.661, pair=0.001, adv=4.997, sprd=0.024]
Ep 041/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:58,  1.81it/s, loss=0.681, pair=0.008, adv=4.391, sprd=0.026]
Ep 041/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:53,  1.95it/s, loss=0.681, pair=0.008, adv=4.391, sprd=0.026]
Ep 041/80 [S3:+sens]:  77%|█▌| 348/453 [02:54<00:53,  1.95it/s, loss=0.644, pair=0.000, adv=6.835, sprd=0.024]
Ep 041/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:54,  1.91it/s, loss=0.644, pair=0.000, adv=6.835, sprd=0.024]
Ep 041/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:54,  1.91it/s, loss=0.592, pair=0.001, adv=6.053, sprd=0.017]
Ep 041/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:51,  2.01it/s, loss=0.592, pair=0.001, adv=6.053, sprd=0.017]
Ep 041/80 [S3:+sens]:  77%|█▌| 350/453 [02:55<00:51,  2.01it/s, loss=0.621, pair=0.037, adv=5.258, sprd=0.014]
Ep 041/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:50,  2.02it/s, loss=0.621, pair=0.037, adv=5.258, sprd=0.014]
Ep 041/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:50,  2.02it/s, loss=0.562, pair=0.002, adv=2.523, sprd=0.027]
Ep 041/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:47,  2.11it/s, loss=0.562, pair=0.002, adv=2.523, sprd=0.027]
Ep 041/80 [S3:+sens]:  78%|█▌| 352/453 [02:56<00:47,  2.11it/s, loss=0.633, pair=0.002, adv=5.247, sprd=0.021]
Ep 041/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:52,  1.91it/s, loss=0.633, pair=0.002, adv=5.247, sprd=0.021]
Ep 041/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:52,  1.91it/s, loss=0.624, pair=0.012, adv=7.062, sprd=0.017]
Ep 041/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:48,  2.04it/s, loss=0.624, pair=0.012, adv=7.062, sprd=0.017]
Ep 041/80 [S3:+sens]:  78%|█▌| 354/453 [02:57<00:48,  2.04it/s, loss=0.615, pair=0.004, adv=4.409, sprd=0.018]
Ep 041/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:49,  1.98it/s, loss=0.615, pair=0.004, adv=4.409, sprd=0.018]
Ep 041/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:49,  1.98it/s, loss=0.625, pair=0.001, adv=5.469, sprd=0.021]
Ep 041/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:46,  2.08it/s, loss=0.625, pair=0.001, adv=5.469, sprd=0.021]
Ep 041/80 [S3:+sens]:  79%|█▌| 356/453 [02:58<00:46,  2.08it/s, loss=0.674, pair=0.012, adv=6.481, sprd=0.026]
Ep 041/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:47,  2.01it/s, loss=0.674, pair=0.012, adv=6.481, sprd=0.026]
Ep 041/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:47,  2.01it/s, loss=0.627, pair=0.014, adv=4.986, sprd=0.017]
Ep 041/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:44,  2.15it/s, loss=0.627, pair=0.014, adv=4.986, sprd=0.017]
Ep 041/80 [S3:+sens]:  79%|█▌| 358/453 [02:59<00:44,  2.15it/s, loss=0.626, pair=0.007, adv=3.328, sprd=0.022]
Ep 041/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.06it/s, loss=0.626, pair=0.007, adv=3.328, sprd=0.022]
Ep 041/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.06it/s, loss=0.651, pair=0.016, adv=5.240, sprd=0.018]
Ep 041/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:42,  2.19it/s, loss=0.651, pair=0.016, adv=5.240, sprd=0.018]
Ep 041/80 [S3:+sens]:  79%|█▌| 360/453 [03:00<00:42,  2.19it/s, loss=0.646, pair=0.005, adv=4.313, sprd=0.026]
Ep 041/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:44,  2.06it/s, loss=0.646, pair=0.005, adv=4.313, sprd=0.026]
Ep 041/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:44,  2.06it/s, loss=0.668, pair=0.000, adv=5.443, sprd=0.027]
Ep 041/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:42,  2.15it/s, loss=0.668, pair=0.000, adv=5.443, sprd=0.027]
Ep 041/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:42,  2.15it/s, loss=0.647, pair=0.000, adv=5.772, sprd=0.020]
Ep 041/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:43,  2.09it/s, loss=0.647, pair=0.000, adv=5.772, sprd=0.020]
Ep 041/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:43,  2.09it/s, loss=0.686, pair=0.000, adv=6.004, sprd=0.031]
Ep 041/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.16it/s, loss=0.686, pair=0.000, adv=6.004, sprd=0.031]
Ep 041/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.16it/s, loss=0.648, pair=0.000, adv=5.330, sprd=0.015]
Ep 041/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:41,  2.10it/s, loss=0.648, pair=0.000, adv=5.330, sprd=0.015]
Ep 041/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:41,  2.10it/s, loss=0.621, pair=0.003, adv=3.616, sprd=0.020]
Ep 041/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:39,  2.18it/s, loss=0.621, pair=0.003, adv=3.616, sprd=0.020]
Ep 041/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:39,  2.18it/s, loss=0.614, pair=0.004, adv=3.722, sprd=0.020]
Ep 041/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:42,  2.04it/s, loss=0.614, pair=0.004, adv=3.722, sprd=0.020]
Ep 041/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:42,  2.04it/s, loss=0.670, pair=0.000, adv=3.874, sprd=0.026]
Ep 041/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:39,  2.13it/s, loss=0.670, pair=0.000, adv=3.874, sprd=0.026]
Ep 041/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:39,  2.13it/s, loss=0.656, pair=0.000, adv=8.604, sprd=0.027]
Ep 041/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:41,  2.02it/s, loss=0.656, pair=0.000, adv=8.604, sprd=0.027]
Ep 041/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:41,  2.02it/s, loss=0.571, pair=0.002, adv=2.599, sprd=0.029]
Ep 041/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:39,  2.11it/s, loss=0.571, pair=0.002, adv=2.599, sprd=0.029]
Ep 041/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:39,  2.11it/s, loss=0.650, pair=0.000, adv=7.786, sprd=0.021]
Ep 041/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:40,  2.02it/s, loss=0.650, pair=0.000, adv=7.786, sprd=0.021]
Ep 041/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:40,  2.02it/s, loss=0.625, pair=0.000, adv=7.074, sprd=0.018]
Ep 041/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:37,  2.15it/s, loss=0.625, pair=0.000, adv=7.074, sprd=0.018]
Ep 041/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:37,  2.15it/s, loss=0.625, pair=0.000, adv=5.099, sprd=0.020]
Ep 041/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:38,  2.05it/s, loss=0.625, pair=0.000, adv=5.099, sprd=0.020]
Ep 041/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:38,  2.05it/s, loss=0.646, pair=0.000, adv=7.607, sprd=0.021]
Ep 041/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.17it/s, loss=0.646, pair=0.000, adv=7.607, sprd=0.021]
Ep 041/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.17it/s, loss=0.671, pair=0.002, adv=8.021, sprd=0.025]
Ep 041/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.07it/s, loss=0.671, pair=0.002, adv=8.021, sprd=0.025]
Ep 041/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:37,  2.07it/s, loss=0.611, pair=0.002, adv=5.375, sprd=0.016]
Ep 041/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:35,  2.17it/s, loss=0.611, pair=0.002, adv=5.375, sprd=0.016]
Ep 041/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:35,  2.17it/s, loss=0.664, pair=0.001, adv=3.739, sprd=0.023]
Ep 041/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:38,  1.98it/s, loss=0.664, pair=0.001, adv=3.739, sprd=0.023]
Ep 041/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:38,  1.98it/s, loss=0.568, pair=0.007, adv=2.450, sprd=0.026]
Ep 041/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.11it/s, loss=0.568, pair=0.007, adv=2.450, sprd=0.026]
Ep 041/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.11it/s, loss=0.656, pair=0.001, adv=4.851, sprd=0.023]
Ep 041/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:36,  2.04it/s, loss=0.656, pair=0.001, adv=4.851, sprd=0.023]
Ep 041/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.04it/s, loss=0.606, pair=0.000, adv=6.072, sprd=0.016]
Ep 041/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:33,  2.15it/s, loss=0.606, pair=0.000, adv=6.072, sprd=0.016]
Ep 041/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:33,  2.15it/s, loss=0.712, pair=0.000, adv=5.043, sprd=0.025]
Ep 041/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:35,  2.05it/s, loss=0.712, pair=0.000, adv=5.043, sprd=0.025]
Ep 041/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:35,  2.05it/s, loss=0.563, pair=0.002, adv=4.650, sprd=0.010]
Ep 041/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:32,  2.15it/s, loss=0.563, pair=0.002, adv=4.650, sprd=0.010]
Ep 041/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:32,  2.15it/s, loss=0.660, pair=0.004, adv=6.772, sprd=0.017]
Ep 041/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:34,  2.05it/s, loss=0.660, pair=0.004, adv=6.772, sprd=0.017]
Ep 041/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:34,  2.05it/s, loss=0.612, pair=0.000, adv=2.860, sprd=0.030]
Ep 041/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:32,  2.12it/s, loss=0.612, pair=0.000, adv=2.860, sprd=0.030]
Ep 041/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:32,  2.12it/s, loss=0.599, pair=0.000, adv=7.432, sprd=0.015]
Ep 041/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.05it/s, loss=0.599, pair=0.000, adv=7.432, sprd=0.015]
Ep 041/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.05it/s, loss=0.657, pair=0.000, adv=3.812, sprd=0.026]
Ep 041/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:31,  2.15it/s, loss=0.657, pair=0.000, adv=3.812, sprd=0.026]
Ep 041/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.15it/s, loss=0.664, pair=0.000, adv=7.953, sprd=0.029]
Ep 041/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:32,  2.01it/s, loss=0.664, pair=0.000, adv=7.953, sprd=0.029]
Ep 041/80 [S3:+sens]:  85%|▊| 387/453 [03:12<00:32,  2.01it/s, loss=0.669, pair=0.003, adv=10.789, sprd=0.027]
Ep 041/80 [S3:+sens]:  86%|▊| 388/453 [03:12<00:31,  2.10it/s, loss=0.669, pair=0.003, adv=10.789, sprd=0.027]
Ep 041/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:31,  2.10it/s, loss=0.568, pair=0.004, adv=3.334, sprd=0.013]
Ep 041/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:31,  2.02it/s, loss=0.568, pair=0.004, adv=3.334, sprd=0.013]
Ep 041/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:31,  2.02it/s, loss=0.581, pair=0.002, adv=8.554, sprd=0.011]
Ep 041/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:29,  2.15it/s, loss=0.581, pair=0.002, adv=8.554, sprd=0.011]
Ep 041/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:29,  2.15it/s, loss=0.642, pair=0.002, adv=6.425, sprd=0.019]
Ep 041/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.12it/s, loss=0.642, pair=0.002, adv=6.425, sprd=0.019]
Ep 041/80 [S3:+sens]:  86%|▊| 391/453 [03:14<00:29,  2.12it/s, loss=0.656, pair=0.005, adv=10.333, sprd=0.024]
Ep 041/80 [S3:+sens]:  87%|▊| 392/453 [03:14<00:27,  2.18it/s, loss=0.656, pair=0.005, adv=10.333, sprd=0.024]
Ep 041/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:27,  2.18it/s, loss=0.664, pair=0.004, adv=4.614, sprd=0.021]
Ep 041/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.10it/s, loss=0.664, pair=0.004, adv=4.614, sprd=0.021]
Ep 041/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.10it/s, loss=0.610, pair=0.004, adv=5.416, sprd=0.017]
Ep 041/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:26,  2.20it/s, loss=0.610, pair=0.004, adv=5.416, sprd=0.017]
Ep 041/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:26,  2.20it/s, loss=0.633, pair=0.001, adv=8.278, sprd=0.016]
Ep 041/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.11it/s, loss=0.633, pair=0.001, adv=8.278, sprd=0.016]
Ep 041/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.11it/s, loss=0.525, pair=0.002, adv=2.525, sprd=0.019]
Ep 041/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:25,  2.21it/s, loss=0.525, pair=0.002, adv=2.525, sprd=0.019]
Ep 041/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:25,  2.21it/s, loss=0.623, pair=0.001, adv=6.879, sprd=0.017]
Ep 041/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:26,  2.10it/s, loss=0.623, pair=0.001, adv=6.879, sprd=0.017]
Ep 041/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:26,  2.10it/s, loss=0.652, pair=0.003, adv=4.245, sprd=0.023]
Ep 041/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.19it/s, loss=0.652, pair=0.003, adv=4.245, sprd=0.023]
Ep 041/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.19it/s, loss=0.654, pair=0.000, adv=4.693, sprd=0.025]
Ep 041/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.07it/s, loss=0.654, pair=0.000, adv=4.693, sprd=0.025]
Ep 041/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.07it/s, loss=0.588, pair=0.000, adv=4.204, sprd=0.016]
Ep 041/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.15it/s, loss=0.588, pair=0.000, adv=4.204, sprd=0.016]
Ep 041/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.15it/s, loss=0.682, pair=0.007, adv=3.555, sprd=0.029]
Ep 041/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.06it/s, loss=0.682, pair=0.007, adv=3.555, sprd=0.029]
Ep 041/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.06it/s, loss=0.643, pair=0.002, adv=7.211, sprd=0.019]
Ep 041/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.18it/s, loss=0.643, pair=0.002, adv=7.211, sprd=0.019]
Ep 041/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.18it/s, loss=0.591, pair=0.001, adv=2.798, sprd=0.027]
Ep 041/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:23,  2.09it/s, loss=0.591, pair=0.001, adv=2.798, sprd=0.027]
Ep 041/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:23,  2.09it/s, loss=0.616, pair=0.002, adv=8.664, sprd=0.018]
Ep 041/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:22,  2.17it/s, loss=0.616, pair=0.002, adv=8.664, sprd=0.018]
Ep 041/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:22,  2.17it/s, loss=0.693, pair=0.001, adv=8.494, sprd=0.021]
Ep 041/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:24,  1.94it/s, loss=0.693, pair=0.001, adv=8.494, sprd=0.021]
Ep 041/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:24,  1.94it/s, loss=0.602, pair=0.002, adv=5.623, sprd=0.016]
Ep 041/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:22,  2.07it/s, loss=0.602, pair=0.002, adv=5.623, sprd=0.016]
Ep 041/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:22,  2.07it/s, loss=0.619, pair=0.001, adv=5.763, sprd=0.017]
Ep 041/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.01it/s, loss=0.619, pair=0.001, adv=5.763, sprd=0.017]
Ep 041/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:22,  2.01it/s, loss=0.623, pair=0.000, adv=6.083, sprd=0.019]
Ep 041/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.13it/s, loss=0.623, pair=0.000, adv=6.083, sprd=0.019]
Ep 041/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.13it/s, loss=0.625, pair=0.000, adv=5.415, sprd=0.019]
Ep 041/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.08it/s, loss=0.625, pair=0.000, adv=5.415, sprd=0.019]
Ep 041/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:21,  2.08it/s, loss=0.671, pair=0.000, adv=5.900, sprd=0.030]
Ep 041/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.15it/s, loss=0.671, pair=0.000, adv=5.900, sprd=0.030]
Ep 041/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.15it/s, loss=0.634, pair=0.001, adv=8.548, sprd=0.018]
Ep 041/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.07it/s, loss=0.634, pair=0.001, adv=8.548, sprd=0.018]
Ep 041/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:20,  2.07it/s, loss=0.640, pair=0.001, adv=6.894, sprd=0.024]
Ep 041/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.14it/s, loss=0.640, pair=0.001, adv=6.894, sprd=0.024]
Ep 041/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.14it/s, loss=0.680, pair=0.001, adv=5.245, sprd=0.028]
Ep 041/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:19,  2.05it/s, loss=0.680, pair=0.001, adv=5.245, sprd=0.028]
Ep 041/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.05it/s, loss=0.645, pair=0.001, adv=6.344, sprd=0.021]
Ep 041/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.16it/s, loss=0.645, pair=0.001, adv=6.344, sprd=0.021]
Ep 041/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.16it/s, loss=0.611, pair=0.001, adv=4.299, sprd=0.017]
Ep 041/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.09it/s, loss=0.611, pair=0.001, adv=4.299, sprd=0.017]
Ep 041/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.09it/s, loss=0.666, pair=0.001, adv=5.249, sprd=0.030]
Ep 041/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.15it/s, loss=0.666, pair=0.001, adv=5.249, sprd=0.030]
Ep 041/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.15it/s, loss=0.632, pair=0.001, adv=5.822, sprd=0.020]
Ep 041/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:18,  2.00it/s, loss=0.632, pair=0.001, adv=5.822, sprd=0.020]
Ep 041/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:18,  2.00it/s, loss=0.675, pair=0.000, adv=6.869, sprd=0.028]
Ep 041/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:17,  2.05it/s, loss=0.675, pair=0.000, adv=6.869, sprd=0.028]
Ep 041/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:17,  2.05it/s, loss=0.630, pair=0.000, adv=3.806, sprd=0.020]
Ep 041/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:18,  1.89it/s, loss=0.630, pair=0.000, adv=3.806, sprd=0.020]
Ep 041/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:18,  1.89it/s, loss=0.631, pair=0.001, adv=5.733, sprd=0.023]
Ep 041/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:16,  1.97it/s, loss=0.631, pair=0.001, adv=5.733, sprd=0.023]
Ep 041/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:16,  1.97it/s, loss=0.655, pair=0.001, adv=5.569, sprd=0.023]
Ep 041/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:17,  1.85it/s, loss=0.655, pair=0.001, adv=5.569, sprd=0.023]
Ep 041/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:17,  1.85it/s, loss=0.678, pair=0.000, adv=4.345, sprd=0.030]
Ep 041/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:15,  1.94it/s, loss=0.678, pair=0.000, adv=4.345, sprd=0.030]
Ep 041/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:15,  1.94it/s, loss=0.633, pair=0.000, adv=3.685, sprd=0.024]
Ep 041/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:16,  1.82it/s, loss=0.633, pair=0.000, adv=3.685, sprd=0.024]
Ep 041/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:16,  1.82it/s, loss=0.633, pair=0.000, adv=4.765, sprd=0.016]
Ep 041/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:14,  1.95it/s, loss=0.633, pair=0.000, adv=4.765, sprd=0.016]
Ep 041/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:14,  1.95it/s, loss=0.626, pair=0.000, adv=7.718, sprd=0.020]
Ep 041/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:15,  1.82it/s, loss=0.626, pair=0.000, adv=7.718, sprd=0.020]
Ep 041/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:15,  1.82it/s, loss=0.662, pair=0.001, adv=6.049, sprd=0.020]
Ep 041/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:13,  1.97it/s, loss=0.662, pair=0.001, adv=6.049, sprd=0.020]
Ep 041/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:13,  1.97it/s, loss=0.652, pair=0.003, adv=4.501, sprd=0.024]
Ep 041/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:14,  1.80it/s, loss=0.652, pair=0.003, adv=4.501, sprd=0.024]
Ep 041/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:14,  1.80it/s, loss=0.659, pair=0.000, adv=5.542, sprd=0.025]
Ep 041/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:13,  1.90it/s, loss=0.659, pair=0.000, adv=5.542, sprd=0.025]
Ep 041/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:13,  1.90it/s, loss=0.656, pair=0.002, adv=6.351, sprd=0.024]
Ep 041/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:13,  1.75it/s, loss=0.656, pair=0.002, adv=6.351, sprd=0.024]
Ep 041/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:13,  1.75it/s, loss=0.598, pair=0.000, adv=6.079, sprd=0.018]
Ep 041/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:12,  1.86it/s, loss=0.598, pair=0.000, adv=6.079, sprd=0.018]
Ep 041/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:12,  1.86it/s, loss=0.703, pair=0.001, adv=4.370, sprd=0.035]
Ep 041/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:12,  1.75it/s, loss=0.703, pair=0.001, adv=4.370, sprd=0.035]
Ep 041/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:12,  1.75it/s, loss=0.585, pair=0.001, adv=5.300, sprd=0.014]
Ep 041/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:11,  1.89it/s, loss=0.585, pair=0.001, adv=5.300, sprd=0.014]
Ep 041/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:11,  1.89it/s, loss=0.617, pair=0.000, adv=3.702, sprd=0.019]
Ep 041/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:11,  1.69it/s, loss=0.617, pair=0.000, adv=3.702, sprd=0.019]
Ep 041/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:11,  1.69it/s, loss=0.655, pair=0.000, adv=5.407, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:10,  1.83it/s, loss=0.655, pair=0.000, adv=5.407, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:10,  1.83it/s, loss=0.656, pair=0.000, adv=5.397, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:10,  1.79it/s, loss=0.656, pair=0.000, adv=5.397, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:10,  1.79it/s, loss=0.632, pair=0.000, adv=7.506, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:08,  1.90it/s, loss=0.632, pair=0.000, adv=7.506, sprd=0.022]
Ep 041/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:08,  1.90it/s, loss=0.577, pair=0.002, adv=6.229, sprd=0.012]
Ep 041/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:09,  1.77it/s, loss=0.577, pair=0.002, adv=6.229, sprd=0.012]
Ep 041/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:09,  1.77it/s, loss=0.656, pair=0.002, adv=5.115, sprd=0.025]
Ep 041/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:07,  1.88it/s, loss=0.656, pair=0.002, adv=5.115, sprd=0.025]
Ep 041/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:07,  1.88it/s, loss=0.612, pair=0.000, adv=6.841, sprd=0.017]
Ep 041/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:07,  1.80it/s, loss=0.612, pair=0.000, adv=6.841, sprd=0.017]
Ep 041/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:07,  1.80it/s, loss=0.620, pair=0.001, adv=6.190, sprd=0.015]
Ep 041/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  1.94it/s, loss=0.620, pair=0.001, adv=6.190, sprd=0.015]
Ep 041/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  1.94it/s, loss=0.587, pair=0.000, adv=4.597, sprd=0.015]
Ep 041/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:06,  1.82it/s, loss=0.587, pair=0.000, adv=4.597, sprd=0.015]
Ep 041/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:06,  1.82it/s, loss=0.627, pair=0.002, adv=6.184, sprd=0.022]
Ep 041/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  1.91it/s, loss=0.627, pair=0.002, adv=6.184, sprd=0.022]
Ep 041/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  1.91it/s, loss=0.634, pair=0.014, adv=3.777, sprd=0.020]
Ep 041/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:05,  1.85it/s, loss=0.634, pair=0.014, adv=3.777, sprd=0.020]
Ep 041/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:05,  1.85it/s, loss=0.625, pair=0.001, adv=3.949, sprd=0.020]
Ep 041/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  1.96it/s, loss=0.625, pair=0.001, adv=3.949, sprd=0.020]
Ep 041/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  1.96it/s, loss=0.617, pair=0.006, adv=5.901, sprd=0.018]
Ep 041/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:04,  1.84it/s, loss=0.617, pair=0.006, adv=5.901, sprd=0.018]
Ep 041/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:04,  1.84it/s, loss=0.684, pair=0.001, adv=5.507, sprd=0.029]
Ep 041/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  1.95it/s, loss=0.684, pair=0.001, adv=5.507, sprd=0.029]
Ep 041/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  1.95it/s, loss=0.638, pair=0.000, adv=5.623, sprd=0.021]
Ep 041/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:03,  1.89it/s, loss=0.638, pair=0.000, adv=5.623, sprd=0.021]
Ep 041/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:03,  1.89it/s, loss=0.686, pair=0.000, adv=4.766, sprd=0.032]
Ep 041/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.01it/s, loss=0.686, pair=0.000, adv=4.766, sprd=0.032]
Ep 041/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.01it/s, loss=0.633, pair=0.000, adv=5.244, sprd=0.022]
Ep 041/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  1.96it/s, loss=0.633, pair=0.000, adv=5.244, sprd=0.022]
Ep 041/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:02,  1.96it/s, loss=0.639, pair=0.000, adv=5.269, sprd=0.022]
Ep 041/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.08it/s, loss=0.639, pair=0.000, adv=5.269, sprd=0.022]
Ep 041/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.08it/s, loss=0.655, pair=0.001, adv=4.019, sprd=0.022]
Ep 041/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.04it/s, loss=0.655, pair=0.001, adv=4.019, sprd=0.022]
Ep 041/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:00,  2.04it/s, loss=0.633, pair=0.001, adv=6.629, sprd=0.019]
Ep 041/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.15it/s, loss=0.633, pair=0.001, adv=6.629, sprd=0.019]
Ep 041/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.15it/s, loss=0.597, pair=0.000, adv=9.575, sprd=0.015]
Ep 041/80 [S3:+sens]: 100%|██| 453/453 [03:45<00:00,  2.08it/s, loss=0.597, pair=0.000, adv=9.575, sprd=0.015]
                                                                                                              
Epoch 041/80 [S3:+sens]  loss=0.6407  mat=0.2699  sens=1.0464  pair=0.0161  adv=5.4924(rand=3.47)  deg=0.0068  orth=0.0016  spread=0.0209  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.25e-05  226s

Ep 042/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 042/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.639, pair=0.002, adv=4.298, sprd=0.024]
Ep 042/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:00,  1.20s/it, loss=0.639, pair=0.002, adv=4.298, sprd=0.024]
Ep 042/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:00,  1.20s/it, loss=0.633, pair=0.002, adv=6.452, sprd=0.023]
Ep 042/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:35,  1.34it/s, loss=0.633, pair=0.002, adv=6.452, sprd=0.023]
Ep 042/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:35,  1.34it/s, loss=0.676, pair=0.005, adv=6.949, sprd=0.026]
Ep 042/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.676, pair=0.005, adv=6.949, sprd=0.026]
Ep 042/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.582, pair=0.003, adv=6.309, sprd=0.014]
Ep 042/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:11,  1.78it/s, loss=0.582, pair=0.003, adv=6.309, sprd=0.014]
Ep 042/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:11,  1.78it/s, loss=0.654, pair=0.002, adv=5.926, sprd=0.024]
Ep 042/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:05,  1.83it/s, loss=0.654, pair=0.002, adv=5.926, sprd=0.024]
Ep 042/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:05,  1.83it/s, loss=0.643, pair=0.001, adv=6.172, sprd=0.019]
Ep 042/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:41,  2.02it/s, loss=0.643, pair=0.001, adv=6.172, sprd=0.019]
Ep 042/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:41,  2.02it/s, loss=0.637, pair=0.001, adv=6.050, sprd=0.019]
Ep 042/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:49,  1.95it/s, loss=0.637, pair=0.001, adv=6.050, sprd=0.019]
Ep 042/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:49,  1.95it/s, loss=0.683, pair=0.003, adv=7.455, sprd=0.031]
Ep 042/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.05it/s, loss=0.683, pair=0.003, adv=7.455, sprd=0.031]
Ep 042/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:36,  2.05it/s, loss=0.630, pair=0.002, adv=7.168, sprd=0.021]
Ep 042/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:56,  1.88it/s, loss=0.630, pair=0.002, adv=7.168, sprd=0.021]
Ep 042/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:56,  1.88it/s, loss=0.613, pair=0.003, adv=6.371, sprd=0.019]
Ep 042/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:40,  2.01it/s, loss=0.613, pair=0.003, adv=6.371, sprd=0.019]
Ep 042/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:40,  2.01it/s, loss=0.600, pair=0.002, adv=5.698, sprd=0.016]
Ep 042/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:39,  2.01it/s, loss=0.600, pair=0.002, adv=5.698, sprd=0.016]
Ep 042/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:39,  2.01it/s, loss=0.593, pair=0.002, adv=5.251, sprd=0.015]
Ep 042/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.593, pair=0.002, adv=5.251, sprd=0.015]
Ep 042/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.648, pair=0.001, adv=4.220, sprd=0.025]
Ep 042/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:34,  2.05it/s, loss=0.648, pair=0.001, adv=4.220, sprd=0.025]
Ep 042/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:34,  2.05it/s, loss=0.605, pair=0.000, adv=4.538, sprd=0.015]
Ep 042/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:21,  2.18it/s, loss=0.605, pair=0.000, adv=4.538, sprd=0.015]
Ep 042/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:21,  2.18it/s, loss=0.631, pair=0.000, adv=7.085, sprd=0.020]
Ep 042/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.631, pair=0.000, adv=7.085, sprd=0.020]
Ep 042/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:29,  2.09it/s, loss=0.610, pair=0.000, adv=5.030, sprd=0.018]
Ep 042/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:20,  2.18it/s, loss=0.610, pair=0.000, adv=5.030, sprd=0.018]
Ep 042/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:20,  2.18it/s, loss=0.603, pair=0.000, adv=6.381, sprd=0.015]
Ep 042/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:23,  2.14it/s, loss=0.603, pair=0.000, adv=6.381, sprd=0.015]
Ep 042/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:23,  2.14it/s, loss=0.598, pair=0.001, adv=4.631, sprd=0.019]
Ep 042/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.19it/s, loss=0.598, pair=0.001, adv=4.631, sprd=0.019]
Ep 042/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.19it/s, loss=0.655, pair=0.001, adv=6.829, sprd=0.024]
Ep 042/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.655, pair=0.001, adv=6.829, sprd=0.024]
Ep 042/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:29,  2.07it/s, loss=0.646, pair=0.000, adv=3.942, sprd=0.025]
Ep 042/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.646, pair=0.000, adv=3.942, sprd=0.025]
Ep 042/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.641, pair=0.000, adv=7.405, sprd=0.021]
Ep 042/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:30,  2.05it/s, loss=0.641, pair=0.000, adv=7.405, sprd=0.021]
Ep 042/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:30,  2.05it/s, loss=0.618, pair=0.001, adv=4.471, sprd=0.018]
Ep 042/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.618, pair=0.001, adv=4.471, sprd=0.018]
Ep 042/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.723, pair=0.000, adv=3.353, sprd=0.031]
Ep 042/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:27,  2.07it/s, loss=0.723, pair=0.000, adv=3.353, sprd=0.031]
Ep 042/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:27,  2.07it/s, loss=0.636, pair=0.000, adv=5.229, sprd=0.018]
Ep 042/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.19it/s, loss=0.636, pair=0.000, adv=5.229, sprd=0.018]
Ep 042/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.19it/s, loss=0.644, pair=0.000, adv=5.017, sprd=0.024]
Ep 042/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:28,  2.06it/s, loss=0.644, pair=0.000, adv=5.017, sprd=0.024]
Ep 042/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:28,  2.06it/s, loss=0.663, pair=0.000, adv=5.338, sprd=0.023]
Ep 042/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:16,  2.17it/s, loss=0.663, pair=0.000, adv=5.338, sprd=0.023]
Ep 042/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:16,  2.17it/s, loss=0.671, pair=0.000, adv=4.061, sprd=0.031]
Ep 042/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.06it/s, loss=0.671, pair=0.000, adv=4.061, sprd=0.031]
Ep 042/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.06it/s, loss=0.663, pair=0.003, adv=5.629, sprd=0.025]
Ep 042/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:16,  2.16it/s, loss=0.663, pair=0.003, adv=5.629, sprd=0.025]
Ep 042/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:16,  2.16it/s, loss=0.604, pair=0.003, adv=3.670, sprd=0.016]
Ep 042/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.604, pair=0.003, adv=3.670, sprd=0.016]
Ep 042/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.649, pair=0.003, adv=3.748, sprd=0.021]
Ep 042/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:11,  2.20it/s, loss=0.649, pair=0.003, adv=3.748, sprd=0.021]
Ep 042/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:11,  2.20it/s, loss=0.617, pair=0.000, adv=6.429, sprd=0.020]
Ep 042/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.617, pair=0.000, adv=6.429, sprd=0.020]
Ep 042/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.629, pair=0.009, adv=3.245, sprd=0.021]
Ep 042/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:12,  2.19it/s, loss=0.629, pair=0.009, adv=3.245, sprd=0.021]
Ep 042/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:12,  2.19it/s, loss=0.600, pair=0.004, adv=2.896, sprd=0.025]
Ep 042/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:31,  1.99it/s, loss=0.600, pair=0.004, adv=2.896, sprd=0.025]
Ep 042/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:31,  1.99it/s, loss=0.636, pair=0.001, adv=4.949, sprd=0.022]
Ep 042/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:20,  2.09it/s, loss=0.636, pair=0.001, adv=4.949, sprd=0.022]
Ep 042/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:20,  2.09it/s, loss=0.657, pair=0.005, adv=4.183, sprd=0.026]
Ep 042/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.03it/s, loss=0.657, pair=0.005, adv=4.183, sprd=0.026]
Ep 042/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.03it/s, loss=0.572, pair=0.001, adv=4.574, sprd=0.010]
Ep 042/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:12,  2.16it/s, loss=0.572, pair=0.001, adv=4.574, sprd=0.010]
Ep 042/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:12,  2.16it/s, loss=0.661, pair=0.000, adv=3.344, sprd=0.033]
Ep 042/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.04it/s, loss=0.661, pair=0.000, adv=3.344, sprd=0.033]
Ep 042/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.04it/s, loss=0.582, pair=0.001, adv=2.815, sprd=0.021]
Ep 042/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:12,  2.15it/s, loss=0.582, pair=0.001, adv=2.815, sprd=0.021]
Ep 042/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:12,  2.15it/s, loss=0.665, pair=0.003, adv=6.352, sprd=0.029]
Ep 042/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.665, pair=0.003, adv=6.352, sprd=0.029]
Ep 042/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.636, pair=0.007, adv=4.719, sprd=0.022]
Ep 042/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:14,  2.13it/s, loss=0.636, pair=0.007, adv=4.719, sprd=0.022]
Ep 042/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:14,  2.13it/s, loss=0.616, pair=0.000, adv=3.970, sprd=0.022]
Ep 042/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:22,  2.03it/s, loss=0.616, pair=0.000, adv=3.970, sprd=0.022]
Ep 042/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:22,  2.03it/s, loss=0.615, pair=0.004, adv=5.801, sprd=0.021]
Ep 042/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:15,  2.10it/s, loss=0.615, pair=0.004, adv=5.801, sprd=0.021]
Ep 042/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:15,  2.10it/s, loss=0.676, pair=0.000, adv=4.991, sprd=0.025]
Ep 042/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.03it/s, loss=0.676, pair=0.000, adv=4.991, sprd=0.025]
Ep 042/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.03it/s, loss=0.615, pair=0.000, adv=4.170, sprd=0.018]
Ep 042/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:11,  2.14it/s, loss=0.615, pair=0.000, adv=4.170, sprd=0.018]
Ep 042/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:11,  2.14it/s, loss=0.667, pair=0.000, adv=5.460, sprd=0.027]
Ep 042/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:19,  2.05it/s, loss=0.667, pair=0.000, adv=5.460, sprd=0.027]
Ep 042/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:19,  2.05it/s, loss=0.642, pair=0.000, adv=4.427, sprd=0.021]
Ep 042/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.642, pair=0.000, adv=4.427, sprd=0.021]
Ep 042/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:07,  2.17it/s, loss=0.611, pair=0.000, adv=3.336, sprd=0.021]
Ep 042/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.611, pair=0.000, adv=3.336, sprd=0.021]
Ep 042/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.629, pair=0.002, adv=4.921, sprd=0.020]
Ep 042/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.629, pair=0.002, adv=4.921, sprd=0.020]
Ep 042/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:08,  2.15it/s, loss=0.604, pair=0.007, adv=6.807, sprd=0.016]
Ep 042/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.07it/s, loss=0.604, pair=0.007, adv=6.807, sprd=0.016]
Ep 042/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.07it/s, loss=0.661, pair=0.014, adv=4.812, sprd=0.022]
Ep 042/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:04,  2.19it/s, loss=0.661, pair=0.014, adv=4.812, sprd=0.022]
Ep 042/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:04,  2.19it/s, loss=0.580, pair=0.006, adv=2.989, sprd=0.023]
Ep 042/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:13,  2.08it/s, loss=0.580, pair=0.006, adv=2.989, sprd=0.023]
Ep 042/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.659, pair=0.001, adv=4.409, sprd=0.030]
Ep 042/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:07,  2.14it/s, loss=0.659, pair=0.001, adv=4.409, sprd=0.030]
Ep 042/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:07,  2.14it/s, loss=0.632, pair=0.001, adv=6.008, sprd=0.021]
Ep 042/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:15,  2.04it/s, loss=0.632, pair=0.001, adv=6.008, sprd=0.021]
Ep 042/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:15,  2.04it/s, loss=0.654, pair=0.000, adv=6.395, sprd=0.021]
Ep 042/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.654, pair=0.000, adv=6.395, sprd=0.021]
Ep 042/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.658, pair=0.000, adv=9.139, sprd=0.024]
Ep 042/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:16,  2.03it/s, loss=0.658, pair=0.000, adv=9.139, sprd=0.024]
Ep 042/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:16,  2.03it/s, loss=0.648, pair=0.002, adv=6.756, sprd=0.018]
Ep 042/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.648, pair=0.002, adv=6.756, sprd=0.018]
Ep 042/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.659, pair=0.001, adv=5.492, sprd=0.024]
Ep 042/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:10,  2.08it/s, loss=0.659, pair=0.001, adv=5.492, sprd=0.024]
Ep 042/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:10,  2.08it/s, loss=0.646, pair=0.003, adv=4.990, sprd=0.021]
Ep 042/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:01,  2.18it/s, loss=0.646, pair=0.003, adv=4.990, sprd=0.021]
Ep 042/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:01,  2.18it/s, loss=0.660, pair=0.007, adv=5.635, sprd=0.023]
Ep 042/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:09,  2.08it/s, loss=0.660, pair=0.007, adv=5.635, sprd=0.023]
Ep 042/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:09,  2.08it/s, loss=0.670, pair=0.003, adv=4.890, sprd=0.024]
Ep 042/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:00,  2.18it/s, loss=0.670, pair=0.003, adv=4.890, sprd=0.024]
Ep 042/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:00,  2.18it/s, loss=0.651, pair=0.003, adv=4.212, sprd=0.022]
Ep 042/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:16,  1.99it/s, loss=0.651, pair=0.003, adv=4.212, sprd=0.022]
Ep 042/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:16,  1.99it/s, loss=0.602, pair=0.003, adv=7.430, sprd=0.017]
Ep 042/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:09,  2.06it/s, loss=0.602, pair=0.003, adv=7.430, sprd=0.017]
Ep 042/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:09,  2.06it/s, loss=0.603, pair=0.016, adv=4.508, sprd=0.014]
Ep 042/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:25,  1.89it/s, loss=0.603, pair=0.016, adv=4.508, sprd=0.014]
Ep 042/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:25,  1.89it/s, loss=0.633, pair=0.010, adv=5.139, sprd=0.021]
Ep 042/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:17,  1.97it/s, loss=0.633, pair=0.010, adv=5.139, sprd=0.021]
Ep 042/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:17,  1.97it/s, loss=0.660, pair=0.001, adv=7.232, sprd=0.028]
Ep 042/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:34,  1.81it/s, loss=0.660, pair=0.001, adv=7.232, sprd=0.028]
Ep 042/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:34,  1.81it/s, loss=0.652, pair=0.008, adv=4.305, sprd=0.021]
Ep 042/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:20,  1.93it/s, loss=0.652, pair=0.008, adv=4.305, sprd=0.021]
Ep 042/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:20,  1.93it/s, loss=0.640, pair=0.010, adv=4.083, sprd=0.013]
Ep 042/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:31,  1.83it/s, loss=0.640, pair=0.010, adv=4.083, sprd=0.013]
Ep 042/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:31,  1.83it/s, loss=1.122, pair=1.271, adv=4.431, sprd=0.031]
Ep 042/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:20,  1.92it/s, loss=1.122, pair=1.271, adv=4.431, sprd=0.031]
Ep 042/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:20,  1.92it/s, loss=0.608, pair=0.017, adv=4.274, sprd=0.015]
Ep 042/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:29,  1.83it/s, loss=0.608, pair=0.017, adv=4.274, sprd=0.015]
Ep 042/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:29,  1.83it/s, loss=0.652, pair=0.000, adv=3.264, sprd=0.025]
Ep 042/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:16,  1.95it/s, loss=0.652, pair=0.000, adv=3.264, sprd=0.025]
Ep 042/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:16,  1.95it/s, loss=1.254, pair=1.624, adv=4.816, sprd=0.030]
Ep 042/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:28,  1.83it/s, loss=1.254, pair=1.624, adv=4.816, sprd=0.030]
Ep 042/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:28,  1.83it/s, loss=0.695, pair=0.000, adv=5.561, sprd=0.031]
Ep 042/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:17,  1.92it/s, loss=0.695, pair=0.000, adv=5.561, sprd=0.031]
Ep 042/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:17,  1.92it/s, loss=0.652, pair=0.001, adv=6.751, sprd=0.023]
Ep 042/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:31,  1.79it/s, loss=0.652, pair=0.001, adv=6.751, sprd=0.023]
Ep 042/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:31,  1.79it/s, loss=0.620, pair=0.009, adv=3.266, sprd=0.022]
Ep 042/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:18,  1.91it/s, loss=0.620, pair=0.009, adv=3.266, sprd=0.022]
Ep 042/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:18,  1.91it/s, loss=0.696, pair=0.059, adv=4.699, sprd=0.030]
Ep 042/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:29,  1.80it/s, loss=0.696, pair=0.059, adv=4.699, sprd=0.030]
Ep 042/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:29,  1.80it/s, loss=0.628, pair=0.008, adv=7.563, sprd=0.017]
Ep 042/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<03:15,  1.93it/s, loss=0.628, pair=0.008, adv=7.563, sprd=0.017]
Ep 042/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:15,  1.93it/s, loss=0.658, pair=0.003, adv=4.199, sprd=0.025]
Ep 042/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:25,  1.83it/s, loss=0.658, pair=0.003, adv=4.199, sprd=0.025]
Ep 042/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:25,  1.83it/s, loss=0.658, pair=0.003, adv=4.240, sprd=0.026]
Ep 042/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:14,  1.93it/s, loss=0.658, pair=0.003, adv=4.240, sprd=0.026]
Ep 042/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:14,  1.93it/s, loss=0.644, pair=0.004, adv=6.546, sprd=0.014]
Ep 042/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:24,  1.83it/s, loss=0.644, pair=0.004, adv=6.546, sprd=0.014]
Ep 042/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:24,  1.83it/s, loss=0.644, pair=0.003, adv=4.170, sprd=0.017]
Ep 042/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:07,  1.99it/s, loss=0.644, pair=0.003, adv=4.170, sprd=0.017]
Ep 042/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:07,  1.99it/s, loss=0.618, pair=0.008, adv=3.614, sprd=0.017]
Ep 042/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:18,  1.87it/s, loss=0.618, pair=0.008, adv=3.614, sprd=0.017]
Ep 042/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:18,  1.87it/s, loss=0.613, pair=0.004, adv=6.064, sprd=0.020]
Ep 042/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<03:09,  1.96it/s, loss=0.613, pair=0.004, adv=6.064, sprd=0.020]
Ep 042/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<03:09,  1.96it/s, loss=0.705, pair=0.005, adv=5.214, sprd=0.024]
Ep 042/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:21,  1.83it/s, loss=0.705, pair=0.005, adv=5.214, sprd=0.024]
Ep 042/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:21,  1.83it/s, loss=0.602, pair=0.001, adv=8.005, sprd=0.016]
Ep 042/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<03:10,  1.93it/s, loss=0.602, pair=0.001, adv=8.005, sprd=0.016]
Ep 042/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:10,  1.93it/s, loss=0.646, pair=0.005, adv=4.843, sprd=0.018]
Ep 042/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:20,  1.84it/s, loss=0.646, pair=0.005, adv=4.843, sprd=0.018]
Ep 042/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:20,  1.84it/s, loss=0.612, pair=0.001, adv=7.191, sprd=0.015]
Ep 042/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:06,  1.97it/s, loss=0.612, pair=0.001, adv=7.191, sprd=0.015]
Ep 042/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:06,  1.97it/s, loss=0.642, pair=0.000, adv=4.557, sprd=0.026]
Ep 042/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:22,  1.81it/s, loss=0.642, pair=0.000, adv=4.557, sprd=0.026]
Ep 042/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<03:22,  1.81it/s, loss=0.626, pair=0.000, adv=4.647, sprd=0.017]
Ep 042/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:06,  1.96it/s, loss=0.626, pair=0.000, adv=4.647, sprd=0.017]
Ep 042/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:06,  1.96it/s, loss=0.642, pair=0.001, adv=5.341, sprd=0.021]
Ep 042/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:32,  1.71it/s, loss=0.642, pair=0.001, adv=5.341, sprd=0.021]
Ep 042/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<03:32,  1.71it/s, loss=2.264, pair=0.000, adv=4.441, sprd=0.027]
Ep 042/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:19,  1.82it/s, loss=2.264, pair=0.000, adv=4.441, sprd=0.027]
Ep 042/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:19,  1.82it/s, loss=0.587, pair=0.028, adv=5.034, sprd=0.012]
Ep 042/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:23,  1.78it/s, loss=0.587, pair=0.028, adv=5.034, sprd=0.012]
Ep 042/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<03:23,  1.78it/s, loss=0.653, pair=0.001, adv=4.367, sprd=0.028]
Ep 042/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:10,  1.90it/s, loss=0.653, pair=0.001, adv=4.367, sprd=0.028]
Ep 042/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:10,  1.90it/s, loss=0.617, pair=0.009, adv=4.361, sprd=0.017]
Ep 042/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:09,  1.90it/s, loss=0.617, pair=0.009, adv=4.361, sprd=0.017]
Ep 042/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<03:09,  1.90it/s, loss=0.620, pair=0.005, adv=5.887, sprd=0.019]
Ep 042/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:56,  2.04it/s, loss=0.620, pair=0.005, adv=5.887, sprd=0.019]
Ep 042/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:56,  2.04it/s, loss=0.613, pair=0.003, adv=3.991, sprd=0.017]
Ep 042/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:59,  1.99it/s, loss=0.613, pair=0.003, adv=3.991, sprd=0.017]
Ep 042/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:59,  1.99it/s, loss=0.614, pair=0.003, adv=7.093, sprd=0.018]
Ep 042/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:49,  2.10it/s, loss=0.614, pair=0.003, adv=7.093, sprd=0.018]
Ep 042/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:49,  2.10it/s, loss=0.599, pair=0.001, adv=4.650, sprd=0.014]
Ep 042/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:51,  2.07it/s, loss=0.599, pair=0.001, adv=4.650, sprd=0.014]
Ep 042/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:51,  2.07it/s, loss=0.641, pair=0.005, adv=6.252, sprd=0.021]
Ep 042/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:43,  2.16it/s, loss=0.641, pair=0.005, adv=6.252, sprd=0.021]
Ep 042/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:43,  2.16it/s, loss=0.617, pair=0.006, adv=3.617, sprd=0.015]
Ep 042/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:50,  2.08it/s, loss=0.617, pair=0.006, adv=3.617, sprd=0.015]
Ep 042/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:50,  2.08it/s, loss=0.627, pair=0.005, adv=4.422, sprd=0.021]
Ep 042/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:42,  2.17it/s, loss=0.627, pair=0.005, adv=4.422, sprd=0.021]
Ep 042/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:42,  2.17it/s, loss=0.658, pair=0.009, adv=6.493, sprd=0.023]
Ep 042/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:51,  2.06it/s, loss=0.658, pair=0.009, adv=6.493, sprd=0.023]
Ep 042/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:51,  2.06it/s, loss=0.645, pair=0.003, adv=4.314, sprd=0.021]
Ep 042/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:42,  2.16it/s, loss=0.645, pair=0.003, adv=4.314, sprd=0.021]
Ep 042/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:42,  2.16it/s, loss=0.651, pair=0.000, adv=6.219, sprd=0.022]
Ep 042/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:51,  2.04it/s, loss=0.651, pair=0.000, adv=6.219, sprd=0.022]
Ep 042/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:51,  2.04it/s, loss=0.599, pair=0.001, adv=3.955, sprd=0.014]
Ep 042/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:41,  2.16it/s, loss=0.599, pair=0.001, adv=3.955, sprd=0.014]
Ep 042/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:41,  2.16it/s, loss=0.625, pair=0.001, adv=3.687, sprd=0.020]
Ep 042/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:49,  2.06it/s, loss=0.625, pair=0.001, adv=3.687, sprd=0.020]
Ep 042/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:49,  2.06it/s, loss=0.610, pair=0.001, adv=3.973, sprd=0.016]
Ep 042/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:40,  2.16it/s, loss=0.610, pair=0.001, adv=3.973, sprd=0.016]
Ep 042/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:40,  2.16it/s, loss=0.541, pair=0.000, adv=2.512, sprd=0.022]
Ep 042/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:47,  2.07it/s, loss=0.541, pair=0.000, adv=2.512, sprd=0.022]
Ep 042/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:47,  2.07it/s, loss=1.298, pair=1.895, adv=4.527, sprd=0.018]
Ep 042/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:37,  2.19it/s, loss=1.298, pair=1.895, adv=4.527, sprd=0.018]
Ep 042/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:37,  2.19it/s, loss=0.639, pair=0.000, adv=5.182, sprd=0.021]
Ep 042/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:48,  2.04it/s, loss=0.639, pair=0.000, adv=5.182, sprd=0.021]
Ep 042/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:48,  2.04it/s, loss=0.620, pair=0.000, adv=6.752, sprd=0.023]
Ep 042/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:44,  2.09it/s, loss=0.620, pair=0.000, adv=6.752, sprd=0.023]
Ep 042/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:44,  2.09it/s, loss=0.611, pair=0.001, adv=5.825, sprd=0.016]
Ep 042/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:48,  2.03it/s, loss=0.611, pair=0.001, adv=5.825, sprd=0.016]
Ep 042/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:48,  2.03it/s, loss=0.655, pair=0.000, adv=6.062, sprd=0.021]
Ep 042/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:38,  2.15it/s, loss=0.655, pair=0.000, adv=6.062, sprd=0.021]
Ep 042/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:38,  2.15it/s, loss=0.639, pair=0.001, adv=6.872, sprd=0.023]
Ep 042/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:45,  2.06it/s, loss=0.639, pair=0.001, adv=6.872, sprd=0.023]
Ep 042/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:45,  2.06it/s, loss=0.592, pair=0.000, adv=5.221, sprd=0.012]
Ep 042/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:33,  2.20it/s, loss=0.592, pair=0.000, adv=5.221, sprd=0.012]
Ep 042/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:33,  2.20it/s, loss=0.628, pair=0.000, adv=5.226, sprd=0.020]
Ep 042/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:41,  2.09it/s, loss=0.628, pair=0.000, adv=5.226, sprd=0.020]
Ep 042/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:41,  2.09it/s, loss=0.615, pair=0.000, adv=5.439, sprd=0.018]
Ep 042/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:33,  2.20it/s, loss=0.615, pair=0.000, adv=5.439, sprd=0.018]
Ep 042/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:33,  2.20it/s, loss=0.675, pair=0.000, adv=5.190, sprd=0.018]
Ep 042/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:37,  2.13it/s, loss=0.675, pair=0.000, adv=5.190, sprd=0.018]
Ep 042/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:37,  2.13it/s, loss=0.652, pair=0.000, adv=5.007, sprd=0.025]
Ep 042/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:32,  2.20it/s, loss=0.652, pair=0.000, adv=5.007, sprd=0.025]
Ep 042/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:32,  2.20it/s, loss=0.653, pair=0.000, adv=8.170, sprd=0.023]
Ep 042/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:49,  1.97it/s, loss=0.653, pair=0.000, adv=8.170, sprd=0.023]
Ep 042/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:49,  1.97it/s, loss=0.645, pair=0.000, adv=7.311, sprd=0.021]
Ep 042/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:39,  2.08it/s, loss=0.645, pair=0.000, adv=7.311, sprd=0.021]
Ep 042/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:39,  2.08it/s, loss=0.640, pair=0.004, adv=5.491, sprd=0.023]
Ep 042/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:47,  1.98it/s, loss=0.640, pair=0.004, adv=5.491, sprd=0.023]
Ep 042/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:47,  1.98it/s, loss=0.632, pair=0.000, adv=5.095, sprd=0.018]
Ep 042/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:35,  2.12it/s, loss=0.632, pair=0.000, adv=5.095, sprd=0.018]
Ep 042/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:35,  2.12it/s, loss=0.607, pair=0.000, adv=5.697, sprd=0.017]
Ep 042/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:40,  2.05it/s, loss=0.607, pair=0.000, adv=5.697, sprd=0.017]
Ep 042/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:40,  2.05it/s, loss=0.619, pair=0.001, adv=4.486, sprd=0.019]
Ep 042/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:32,  2.16it/s, loss=0.619, pair=0.001, adv=4.486, sprd=0.019]
Ep 042/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:32,  2.16it/s, loss=0.631, pair=0.000, adv=6.434, sprd=0.019]
Ep 042/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:38,  2.06it/s, loss=0.631, pair=0.000, adv=6.434, sprd=0.019]
Ep 042/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:38,  2.06it/s, loss=0.617, pair=0.000, adv=5.125, sprd=0.020]
Ep 042/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:32,  2.14it/s, loss=0.617, pair=0.000, adv=5.125, sprd=0.020]
Ep 042/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:32,  2.14it/s, loss=0.634, pair=0.000, adv=7.166, sprd=0.027]
Ep 042/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:44,  1.98it/s, loss=0.634, pair=0.000, adv=7.166, sprd=0.027]
Ep 042/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:44,  1.98it/s, loss=0.630, pair=0.000, adv=5.024, sprd=0.020]
Ep 042/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:35,  2.09it/s, loss=0.630, pair=0.000, adv=5.024, sprd=0.020]
Ep 042/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:35,  2.09it/s, loss=0.608, pair=0.000, adv=7.263, sprd=0.017]
Ep 042/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:40,  2.02it/s, loss=0.608, pair=0.000, adv=7.263, sprd=0.017]
Ep 042/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:40,  2.02it/s, loss=0.604, pair=0.010, adv=4.170, sprd=0.016]
Ep 042/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:30,  2.14it/s, loss=0.604, pair=0.010, adv=4.170, sprd=0.016]
Ep 042/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:30,  2.14it/s, loss=0.606, pair=0.001, adv=4.237, sprd=0.017]
Ep 042/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:34,  2.08it/s, loss=0.606, pair=0.001, adv=4.237, sprd=0.017]
Ep 042/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:34,  2.08it/s, loss=0.609, pair=0.006, adv=6.919, sprd=0.015]
Ep 042/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:24,  2.22it/s, loss=0.609, pair=0.006, adv=6.919, sprd=0.015]
Ep 042/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:24,  2.22it/s, loss=0.636, pair=0.001, adv=5.088, sprd=0.021]
Ep 042/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:34,  2.08it/s, loss=0.636, pair=0.001, adv=5.088, sprd=0.021]
Ep 042/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:34,  2.08it/s, loss=0.683, pair=0.013, adv=3.903, sprd=0.031]
Ep 042/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:27,  2.16it/s, loss=0.683, pair=0.013, adv=3.903, sprd=0.031]
Ep 042/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:27,  2.16it/s, loss=0.649, pair=0.000, adv=5.738, sprd=0.027]
Ep 042/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:38,  2.01it/s, loss=0.649, pair=0.000, adv=5.738, sprd=0.027]
Ep 042/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:38,  2.01it/s, loss=0.679, pair=0.004, adv=3.889, sprd=0.027]
Ep 042/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:29,  2.12it/s, loss=0.679, pair=0.004, adv=3.889, sprd=0.027]
Ep 042/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:29,  2.12it/s, loss=0.670, pair=0.000, adv=4.902, sprd=0.025]
Ep 042/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:33,  2.06it/s, loss=0.670, pair=0.000, adv=4.902, sprd=0.025]
Ep 042/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:33,  2.06it/s, loss=0.641, pair=0.000, adv=5.736, sprd=0.021]
Ep 042/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:25,  2.17it/s, loss=0.641, pair=0.000, adv=5.736, sprd=0.021]
Ep 042/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:25,  2.17it/s, loss=0.620, pair=0.004, adv=5.555, sprd=0.016]
Ep 042/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:30,  2.08it/s, loss=0.620, pair=0.004, adv=5.555, sprd=0.016]
Ep 042/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:30,  2.08it/s, loss=0.649, pair=0.001, adv=4.803, sprd=0.024]
Ep 042/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:24,  2.17it/s, loss=0.649, pair=0.001, adv=4.803, sprd=0.024]
Ep 042/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:24,  2.17it/s, loss=0.661, pair=0.002, adv=4.765, sprd=0.027]
Ep 042/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:31,  2.06it/s, loss=0.661, pair=0.002, adv=4.765, sprd=0.027]
Ep 042/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:31,  2.06it/s, loss=0.604, pair=0.001, adv=3.420, sprd=0.017]
Ep 042/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:23,  2.16it/s, loss=0.604, pair=0.001, adv=3.420, sprd=0.017]
Ep 042/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:23,  2.16it/s, loss=0.674, pair=0.006, adv=5.717, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:35,  2.00it/s, loss=0.674, pair=0.006, adv=5.717, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:35,  2.00it/s, loss=0.622, pair=0.000, adv=4.475, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:26,  2.12it/s, loss=0.622, pair=0.000, adv=4.475, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:26,  2.12it/s, loss=0.666, pair=0.000, adv=5.444, sprd=0.028]
Ep 042/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:35,  1.99it/s, loss=0.666, pair=0.000, adv=5.444, sprd=0.028]
Ep 042/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:35,  1.99it/s, loss=0.633, pair=0.001, adv=4.239, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:24,  2.12it/s, loss=0.633, pair=0.001, adv=4.239, sprd=0.018]
Ep 042/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:24,  2.12it/s, loss=0.620, pair=0.002, adv=4.200, sprd=0.020]
Ep 042/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:28,  2.06it/s, loss=0.620, pair=0.002, adv=4.200, sprd=0.020]
Ep 042/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:28,  2.06it/s, loss=0.641, pair=0.003, adv=3.478, sprd=0.020]
Ep 042/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:19,  2.19it/s, loss=0.641, pair=0.003, adv=3.478, sprd=0.020]
Ep 042/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:19,  2.19it/s, loss=0.652, pair=0.002, adv=5.348, sprd=0.025]
Ep 042/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:27,  2.06it/s, loss=0.652, pair=0.002, adv=5.348, sprd=0.025]
Ep 042/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:27,  2.06it/s, loss=0.655, pair=0.001, adv=6.198, sprd=0.022]
Ep 042/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:20,  2.15it/s, loss=0.655, pair=0.001, adv=6.198, sprd=0.022]
Ep 042/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:20,  2.15it/s, loss=0.619, pair=0.002, adv=5.649, sprd=0.019]
Ep 042/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:26,  2.06it/s, loss=0.619, pair=0.002, adv=5.649, sprd=0.019]
Ep 042/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:26,  2.06it/s, loss=0.690, pair=0.000, adv=3.487, sprd=0.030]
Ep 042/80 [S3:+sens]:  34%|▋ | 152/453 [01:14<02:20,  2.15it/s, loss=0.690, pair=0.000, adv=3.487, sprd=0.030]
Ep 042/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:20,  2.15it/s, loss=0.605, pair=0.000, adv=5.865, sprd=0.018]
Ep 042/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:25,  2.06it/s, loss=0.605, pair=0.000, adv=5.865, sprd=0.018]
Ep 042/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:25,  2.06it/s, loss=0.604, pair=0.003, adv=6.642, sprd=0.016]
Ep 042/80 [S3:+sens]:  34%|▋ | 154/453 [01:15<02:19,  2.14it/s, loss=0.604, pair=0.003, adv=6.642, sprd=0.016]
Ep 042/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:19,  2.14it/s, loss=0.647, pair=0.003, adv=5.368, sprd=0.022]
Ep 042/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:25,  2.05it/s, loss=0.647, pair=0.003, adv=5.368, sprd=0.022]
Ep 042/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:25,  2.05it/s, loss=0.660, pair=0.001, adv=6.034, sprd=0.030]
Ep 042/80 [S3:+sens]:  34%|▋ | 156/453 [01:16<02:20,  2.11it/s, loss=0.660, pair=0.001, adv=6.034, sprd=0.030]
Ep 042/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:20,  2.11it/s, loss=0.639, pair=0.001, adv=5.665, sprd=0.026]
Ep 042/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:29,  1.98it/s, loss=0.639, pair=0.001, adv=5.665, sprd=0.026]
Ep 042/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:29,  1.98it/s, loss=0.589, pair=0.000, adv=5.875, sprd=0.014]
Ep 042/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:20,  2.10it/s, loss=0.589, pair=0.000, adv=5.875, sprd=0.014]
Ep 042/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:20,  2.10it/s, loss=0.662, pair=0.000, adv=4.490, sprd=0.024]
Ep 042/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:26,  2.01it/s, loss=0.662, pair=0.000, adv=4.490, sprd=0.024]
Ep 042/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:26,  2.01it/s, loss=0.636, pair=0.000, adv=5.041, sprd=0.020]
Ep 042/80 [S3:+sens]:  35%|▋ | 160/453 [01:18<02:18,  2.12it/s, loss=0.636, pair=0.000, adv=5.041, sprd=0.020]
Ep 042/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:18,  2.12it/s, loss=0.651, pair=0.004, adv=5.139, sprd=0.021]
Ep 042/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:29,  1.96it/s, loss=0.651, pair=0.004, adv=5.139, sprd=0.021]
Ep 042/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:29,  1.96it/s, loss=0.628, pair=0.017, adv=3.385, sprd=0.017]
Ep 042/80 [S3:+sens]:  36%|▋ | 162/453 [01:19<02:19,  2.08it/s, loss=0.628, pair=0.017, adv=3.385, sprd=0.017]
Ep 042/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:19,  2.08it/s, loss=0.659, pair=0.013, adv=4.086, sprd=0.026]
Ep 042/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:32,  1.90it/s, loss=0.659, pair=0.013, adv=4.086, sprd=0.026]
Ep 042/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:32,  1.90it/s, loss=0.672, pair=0.003, adv=5.260, sprd=0.027]
Ep 042/80 [S3:+sens]:  36%|▋ | 164/453 [01:20<02:25,  1.98it/s, loss=0.672, pair=0.003, adv=5.260, sprd=0.027]
Ep 042/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:25,  1.98it/s, loss=0.606, pair=0.002, adv=5.898, sprd=0.012]
Ep 042/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:33,  1.87it/s, loss=0.606, pair=0.002, adv=5.898, sprd=0.012]
Ep 042/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:33,  1.87it/s, loss=0.620, pair=0.001, adv=6.048, sprd=0.018]
Ep 042/80 [S3:+sens]:  37%|▋ | 166/453 [01:21<02:25,  1.97it/s, loss=0.620, pair=0.001, adv=6.048, sprd=0.018]
Ep 042/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:25,  1.97it/s, loss=0.643, pair=0.007, adv=5.961, sprd=0.027]
Ep 042/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:37,  1.81it/s, loss=0.643, pair=0.007, adv=5.961, sprd=0.027]
Ep 042/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:37,  1.81it/s, loss=0.626, pair=0.003, adv=3.838, sprd=0.017]
Ep 042/80 [S3:+sens]:  37%|▋ | 168/453 [01:22<02:27,  1.94it/s, loss=0.626, pair=0.003, adv=3.838, sprd=0.017]
Ep 042/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:27,  1.94it/s, loss=0.673, pair=0.001, adv=3.793, sprd=0.026]
Ep 042/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:36,  1.82it/s, loss=0.673, pair=0.001, adv=3.793, sprd=0.026]
Ep 042/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:36,  1.82it/s, loss=0.635, pair=0.000, adv=3.489, sprd=0.023]
Ep 042/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:27,  1.92it/s, loss=0.635, pair=0.000, adv=3.489, sprd=0.023]
Ep 042/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:27,  1.92it/s, loss=0.639, pair=0.000, adv=3.422, sprd=0.023]
Ep 042/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:46,  1.69it/s, loss=0.639, pair=0.000, adv=3.422, sprd=0.023]
Ep 042/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:46,  1.69it/s, loss=0.641, pair=0.000, adv=3.320, sprd=0.025]
Ep 042/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:34,  1.82it/s, loss=0.641, pair=0.000, adv=3.320, sprd=0.025]
Ep 042/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:34,  1.82it/s, loss=0.580, pair=0.001, adv=5.190, sprd=0.014]
Ep 042/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:37,  1.78it/s, loss=0.580, pair=0.001, adv=5.190, sprd=0.014]
Ep 042/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:37,  1.78it/s, loss=0.600, pair=0.000, adv=4.145, sprd=0.014]
Ep 042/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:26,  1.90it/s, loss=0.600, pair=0.000, adv=4.145, sprd=0.014]
Ep 042/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:26,  1.90it/s, loss=0.599, pair=0.005, adv=6.128, sprd=0.013]
Ep 042/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:31,  1.84it/s, loss=0.599, pair=0.005, adv=6.128, sprd=0.013]
Ep 042/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:31,  1.84it/s, loss=0.604, pair=0.000, adv=6.894, sprd=0.016]
Ep 042/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:21,  1.96it/s, loss=0.604, pair=0.000, adv=6.894, sprd=0.016]
Ep 042/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:21,  1.96it/s, loss=0.702, pair=0.000, adv=6.641, sprd=0.021]
Ep 042/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:30,  1.83it/s, loss=0.702, pair=0.000, adv=6.641, sprd=0.021]
Ep 042/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:30,  1.83it/s, loss=0.626, pair=0.000, adv=5.419, sprd=0.020]
Ep 042/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:22,  1.94it/s, loss=0.626, pair=0.000, adv=5.419, sprd=0.020]
Ep 042/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:22,  1.94it/s, loss=0.642, pair=0.000, adv=5.521, sprd=0.019]
Ep 042/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:27,  1.85it/s, loss=0.642, pair=0.000, adv=5.521, sprd=0.019]
Ep 042/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:27,  1.85it/s, loss=0.667, pair=0.000, adv=7.540, sprd=0.025]
Ep 042/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:19,  1.95it/s, loss=0.667, pair=0.000, adv=7.540, sprd=0.025]
Ep 042/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:19,  1.95it/s, loss=0.610, pair=0.003, adv=3.801, sprd=0.016]
Ep 042/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:26,  1.85it/s, loss=0.610, pair=0.003, adv=3.801, sprd=0.016]
Ep 042/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:26,  1.85it/s, loss=0.613, pair=0.002, adv=5.156, sprd=0.015]
Ep 042/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:16,  1.99it/s, loss=0.613, pair=0.002, adv=5.156, sprd=0.015]
Ep 042/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:16,  1.99it/s, loss=0.646, pair=0.000, adv=5.908, sprd=0.023]
Ep 042/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:25,  1.85it/s, loss=0.646, pair=0.000, adv=5.908, sprd=0.023]
Ep 042/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:25,  1.85it/s, loss=0.667, pair=0.006, adv=5.761, sprd=0.025]
Ep 042/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:17,  1.96it/s, loss=0.667, pair=0.006, adv=5.761, sprd=0.025]
Ep 042/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:17,  1.96it/s, loss=0.617, pair=0.000, adv=4.229, sprd=0.017]
Ep 042/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:24,  1.85it/s, loss=0.617, pair=0.000, adv=4.229, sprd=0.017]
Ep 042/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:24,  1.85it/s, loss=0.654, pair=0.000, adv=6.128, sprd=0.021]
Ep 042/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:16,  1.95it/s, loss=0.654, pair=0.000, adv=6.128, sprd=0.021]
Ep 042/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:16,  1.95it/s, loss=0.573, pair=0.000, adv=2.904, sprd=0.023]
Ep 042/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:24,  1.84it/s, loss=0.573, pair=0.000, adv=2.904, sprd=0.023]
Ep 042/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:24,  1.84it/s, loss=0.595, pair=0.000, adv=7.355, sprd=0.016]
Ep 042/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:17,  1.93it/s, loss=0.595, pair=0.000, adv=7.355, sprd=0.016]
Ep 042/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:17,  1.93it/s, loss=0.661, pair=0.001, adv=4.771, sprd=0.023]
Ep 042/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:23,  1.85it/s, loss=0.661, pair=0.001, adv=4.771, sprd=0.023]
Ep 042/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:23,  1.85it/s, loss=0.645, pair=0.002, adv=9.002, sprd=0.022]
Ep 042/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:14,  1.95it/s, loss=0.645, pair=0.002, adv=9.002, sprd=0.022]
Ep 042/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:14,  1.95it/s, loss=0.657, pair=0.001, adv=5.146, sprd=0.024]
Ep 042/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:17,  1.90it/s, loss=0.657, pair=0.001, adv=5.146, sprd=0.024]
Ep 042/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:17,  1.90it/s, loss=0.677, pair=0.001, adv=5.689, sprd=0.028]
Ep 042/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:09,  2.02it/s, loss=0.677, pair=0.001, adv=5.689, sprd=0.028]
Ep 042/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:09,  2.02it/s, loss=0.523, pair=0.004, adv=2.125, sprd=0.022]
Ep 042/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:08,  2.03it/s, loss=0.523, pair=0.004, adv=2.125, sprd=0.022]
Ep 042/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:08,  2.03it/s, loss=0.631, pair=0.000, adv=5.924, sprd=0.019]
Ep 042/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:01,  2.13it/s, loss=0.631, pair=0.000, adv=5.924, sprd=0.019]
Ep 042/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:01,  2.13it/s, loss=0.653, pair=0.000, adv=3.591, sprd=0.021]
Ep 042/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:06,  2.05it/s, loss=0.653, pair=0.000, adv=3.591, sprd=0.021]
Ep 042/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:06,  2.05it/s, loss=0.634, pair=0.000, adv=4.665, sprd=0.026]
Ep 042/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:01,  2.11it/s, loss=0.634, pair=0.000, adv=4.665, sprd=0.026]
Ep 042/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:01,  2.11it/s, loss=0.645, pair=0.000, adv=4.813, sprd=0.019]
Ep 042/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:03,  2.07it/s, loss=0.645, pair=0.000, adv=4.813, sprd=0.019]
Ep 042/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:03,  2.07it/s, loss=0.649, pair=0.000, adv=5.007, sprd=0.029]
Ep 042/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:00,  2.12it/s, loss=0.649, pair=0.000, adv=5.007, sprd=0.029]
Ep 042/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:00,  2.12it/s, loss=0.628, pair=0.001, adv=5.585, sprd=0.017]
Ep 042/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:07,  1.99it/s, loss=0.628, pair=0.001, adv=5.585, sprd=0.017]
Ep 042/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:07,  1.99it/s, loss=0.592, pair=0.000, adv=3.130, sprd=0.020]
Ep 042/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<02:00,  2.11it/s, loss=0.592, pair=0.000, adv=3.130, sprd=0.020]
Ep 042/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:00,  2.11it/s, loss=0.657, pair=0.002, adv=3.801, sprd=0.028]
Ep 042/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.01it/s, loss=0.657, pair=0.002, adv=3.801, sprd=0.028]
Ep 042/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.01it/s, loss=0.650, pair=0.001, adv=5.124, sprd=0.019]
Ep 042/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:57,  2.14it/s, loss=0.650, pair=0.001, adv=5.124, sprd=0.019]
Ep 042/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:57,  2.14it/s, loss=0.669, pair=0.011, adv=2.901, sprd=0.037]
Ep 042/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<01:58,  2.10it/s, loss=0.669, pair=0.011, adv=2.901, sprd=0.037]
Ep 042/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:58,  2.10it/s, loss=0.677, pair=0.008, adv=5.936, sprd=0.029]
Ep 042/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:55,  2.15it/s, loss=0.677, pair=0.008, adv=5.936, sprd=0.029]
Ep 042/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:55,  2.15it/s, loss=0.656, pair=0.004, adv=5.182, sprd=0.024]
Ep 042/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<02:00,  2.06it/s, loss=0.656, pair=0.004, adv=5.182, sprd=0.024]
Ep 042/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:00,  2.06it/s, loss=0.630, pair=0.000, adv=3.817, sprd=0.023]
Ep 042/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:55,  2.13it/s, loss=0.630, pair=0.000, adv=3.817, sprd=0.023]
Ep 042/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:55,  2.13it/s, loss=0.669, pair=0.000, adv=3.688, sprd=0.028]
Ep 042/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<02:00,  2.04it/s, loss=0.669, pair=0.000, adv=3.688, sprd=0.028]
Ep 042/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:00,  2.04it/s, loss=0.594, pair=0.000, adv=4.437, sprd=0.016]
Ep 042/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:54,  2.14it/s, loss=0.594, pair=0.000, adv=4.437, sprd=0.016]
Ep 042/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:54,  2.14it/s, loss=0.643, pair=0.000, adv=4.314, sprd=0.020]
Ep 042/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:58,  2.07it/s, loss=0.643, pair=0.000, adv=4.314, sprd=0.020]
Ep 042/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:58,  2.07it/s, loss=0.638, pair=0.001, adv=6.096, sprd=0.016]
Ep 042/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:50,  2.21it/s, loss=0.638, pair=0.001, adv=6.096, sprd=0.016]
Ep 042/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:50,  2.21it/s, loss=0.612, pair=0.000, adv=5.084, sprd=0.016]
Ep 042/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<01:55,  2.10it/s, loss=0.612, pair=0.000, adv=5.084, sprd=0.016]
Ep 042/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:55,  2.10it/s, loss=0.620, pair=0.000, adv=7.248, sprd=0.020]
Ep 042/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:51,  2.17it/s, loss=0.620, pair=0.000, adv=7.248, sprd=0.020]
Ep 042/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:51,  2.17it/s, loss=0.645, pair=0.000, adv=7.064, sprd=0.020]
Ep 042/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:54,  2.09it/s, loss=0.645, pair=0.000, adv=7.064, sprd=0.020]
Ep 042/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:54,  2.09it/s, loss=0.613, pair=0.000, adv=3.824, sprd=0.019]
Ep 042/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:50,  2.16it/s, loss=0.613, pair=0.000, adv=3.824, sprd=0.019]
Ep 042/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:50,  2.16it/s, loss=0.631, pair=0.001, adv=4.720, sprd=0.023]
Ep 042/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:56,  2.04it/s, loss=0.631, pair=0.001, adv=4.720, sprd=0.023]
Ep 042/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:56,  2.04it/s, loss=0.587, pair=0.000, adv=3.923, sprd=0.015]
Ep 042/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.587, pair=0.000, adv=3.923, sprd=0.015]
Ep 042/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.626, pair=0.000, adv=7.011, sprd=0.019]
Ep 042/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:55,  2.04it/s, loss=0.626, pair=0.000, adv=7.011, sprd=0.019]
Ep 042/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:55,  2.04it/s, loss=0.638, pair=0.001, adv=6.321, sprd=0.019]
Ep 042/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.15it/s, loss=0.638, pair=0.001, adv=6.321, sprd=0.019]
Ep 042/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.15it/s, loss=0.599, pair=0.000, adv=4.765, sprd=0.016]
Ep 042/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:54,  2.04it/s, loss=0.599, pair=0.000, adv=4.765, sprd=0.016]
Ep 042/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:54,  2.04it/s, loss=0.651, pair=0.001, adv=6.980, sprd=0.022]
Ep 042/80 [S3:+sens]:  49%|▉ | 220/453 [01:48<01:48,  2.15it/s, loss=0.651, pair=0.001, adv=6.980, sprd=0.022]
Ep 042/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:48,  2.15it/s, loss=0.544, pair=0.009, adv=2.754, sprd=0.017]
Ep 042/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:50,  2.10it/s, loss=0.544, pair=0.009, adv=2.754, sprd=0.017]
Ep 042/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:50,  2.10it/s, loss=0.645, pair=0.005, adv=7.004, sprd=0.015]
Ep 042/80 [S3:+sens]:  49%|▉ | 222/453 [01:49<01:43,  2.23it/s, loss=0.645, pair=0.005, adv=7.004, sprd=0.015]
Ep 042/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:43,  2.23it/s, loss=0.648, pair=0.001, adv=6.625, sprd=0.024]
Ep 042/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:49,  2.11it/s, loss=0.648, pair=0.001, adv=6.625, sprd=0.024]
Ep 042/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:49,  2.11it/s, loss=0.615, pair=0.000, adv=4.200, sprd=0.017]
Ep 042/80 [S3:+sens]:  49%|▉ | 224/453 [01:50<01:44,  2.20it/s, loss=0.615, pair=0.000, adv=4.200, sprd=0.017]
Ep 042/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:44,  2.20it/s, loss=0.619, pair=0.003, adv=4.767, sprd=0.018]
Ep 042/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:47,  2.12it/s, loss=0.619, pair=0.003, adv=4.767, sprd=0.018]
Ep 042/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:47,  2.12it/s, loss=0.647, pair=0.003, adv=4.427, sprd=0.022]
Ep 042/80 [S3:+sens]:  50%|▉ | 226/453 [01:51<01:43,  2.19it/s, loss=0.647, pair=0.003, adv=4.427, sprd=0.022]
Ep 042/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:43,  2.19it/s, loss=0.718, pair=0.001, adv=4.425, sprd=0.024]
Ep 042/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:47,  2.10it/s, loss=0.718, pair=0.001, adv=4.425, sprd=0.024]
Ep 042/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:47,  2.10it/s, loss=0.546, pair=0.002, adv=2.441, sprd=0.025]
Ep 042/80 [S3:+sens]:  50%|█ | 228/453 [01:52<01:43,  2.18it/s, loss=0.546, pair=0.002, adv=2.441, sprd=0.025]
Ep 042/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:43,  2.18it/s, loss=1.377, pair=2.129, adv=4.747, sprd=0.016]
Ep 042/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:47,  2.09it/s, loss=1.377, pair=2.129, adv=4.747, sprd=0.016]
Ep 042/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:47,  2.09it/s, loss=0.693, pair=0.002, adv=3.954, sprd=0.030]
Ep 042/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:48,  2.05it/s, loss=0.693, pair=0.002, adv=3.954, sprd=0.030]
Ep 042/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:48,  2.05it/s, loss=0.653, pair=0.003, adv=7.517, sprd=0.023]
Ep 042/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:52,  1.98it/s, loss=0.653, pair=0.003, adv=7.517, sprd=0.023]
Ep 042/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:52,  1.98it/s, loss=0.648, pair=0.000, adv=4.564, sprd=0.022]
Ep 042/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:45,  2.10it/s, loss=0.648, pair=0.000, adv=4.564, sprd=0.022]
Ep 042/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:45,  2.10it/s, loss=0.647, pair=0.000, adv=5.262, sprd=0.021]
Ep 042/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:47,  2.04it/s, loss=0.647, pair=0.000, adv=5.262, sprd=0.021]
Ep 042/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:47,  2.04it/s, loss=0.623, pair=0.000, adv=4.573, sprd=0.019]
Ep 042/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:42,  2.14it/s, loss=0.623, pair=0.000, adv=4.573, sprd=0.019]
Ep 042/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:42,  2.14it/s, loss=0.679, pair=0.000, adv=4.738, sprd=0.017]
Ep 042/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:44,  2.08it/s, loss=0.679, pair=0.000, adv=4.738, sprd=0.017]
Ep 042/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:44,  2.08it/s, loss=0.646, pair=0.000, adv=3.534, sprd=0.022]
Ep 042/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:39,  2.19it/s, loss=0.646, pair=0.000, adv=3.534, sprd=0.022]
Ep 042/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:39,  2.19it/s, loss=0.613, pair=0.005, adv=3.790, sprd=0.017]
Ep 042/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:42,  2.11it/s, loss=0.613, pair=0.005, adv=3.790, sprd=0.017]
Ep 042/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:42,  2.11it/s, loss=0.655, pair=0.003, adv=4.533, sprd=0.022]
Ep 042/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:37,  2.21it/s, loss=0.655, pair=0.003, adv=4.533, sprd=0.022]
Ep 042/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:37,  2.21it/s, loss=0.659, pair=0.010, adv=5.991, sprd=0.025]
Ep 042/80 [S3:+sens]:  53%|█ | 239/453 [01:57<01:43,  2.06it/s, loss=0.659, pair=0.010, adv=5.991, sprd=0.025]
Ep 042/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:43,  2.06it/s, loss=0.595, pair=0.007, adv=6.024, sprd=0.015]
Ep 042/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:38,  2.16it/s, loss=0.595, pair=0.007, adv=6.024, sprd=0.015]
Ep 042/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:38,  2.16it/s, loss=0.626, pair=0.002, adv=3.309, sprd=0.020]
Ep 042/80 [S3:+sens]:  53%|█ | 241/453 [01:58<01:43,  2.05it/s, loss=0.626, pair=0.002, adv=3.309, sprd=0.020]
Ep 042/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:43,  2.05it/s, loss=0.602, pair=0.005, adv=3.843, sprd=0.018]
Ep 042/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:39,  2.13it/s, loss=0.602, pair=0.005, adv=3.843, sprd=0.018]
Ep 042/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:39,  2.13it/s, loss=0.621, pair=0.000, adv=7.300, sprd=0.017]
Ep 042/80 [S3:+sens]:  54%|█ | 243/453 [01:59<01:44,  2.01it/s, loss=0.621, pair=0.000, adv=7.300, sprd=0.017]
Ep 042/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:44,  2.01it/s, loss=0.653, pair=0.001, adv=5.503, sprd=0.023]
Ep 042/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:39,  2.10it/s, loss=0.653, pair=0.001, adv=5.503, sprd=0.023]
Ep 042/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:39,  2.10it/s, loss=0.664, pair=0.000, adv=7.279, sprd=0.025]
Ep 042/80 [S3:+sens]:  54%|█ | 245/453 [02:00<01:42,  2.02it/s, loss=0.664, pair=0.000, adv=7.279, sprd=0.025]
Ep 042/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:42,  2.02it/s, loss=0.612, pair=0.004, adv=4.155, sprd=0.018]
Ep 042/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:36,  2.14it/s, loss=0.612, pair=0.004, adv=4.155, sprd=0.018]
Ep 042/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:36,  2.14it/s, loss=0.620, pair=0.003, adv=4.343, sprd=0.020]
Ep 042/80 [S3:+sens]:  55%|█ | 247/453 [02:01<01:40,  2.06it/s, loss=0.620, pair=0.003, adv=4.343, sprd=0.020]
Ep 042/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:40,  2.06it/s, loss=0.660, pair=0.000, adv=6.474, sprd=0.027]
Ep 042/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:36,  2.13it/s, loss=0.660, pair=0.000, adv=6.474, sprd=0.027]
Ep 042/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:36,  2.13it/s, loss=0.642, pair=0.000, adv=5.978, sprd=0.019]
Ep 042/80 [S3:+sens]:  55%|█ | 249/453 [02:02<01:40,  2.04it/s, loss=0.642, pair=0.000, adv=5.978, sprd=0.019]
Ep 042/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:40,  2.04it/s, loss=0.630, pair=0.009, adv=3.882, sprd=0.023]
Ep 042/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:35,  2.12it/s, loss=0.630, pair=0.009, adv=3.882, sprd=0.023]
Ep 042/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:35,  2.12it/s, loss=0.655, pair=0.000, adv=4.879, sprd=0.024]
Ep 042/80 [S3:+sens]:  55%|█ | 251/453 [02:03<01:39,  2.03it/s, loss=0.655, pair=0.000, adv=4.879, sprd=0.024]
Ep 042/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:39,  2.03it/s, loss=0.666, pair=0.003, adv=4.880, sprd=0.023]
Ep 042/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:32,  2.17it/s, loss=0.666, pair=0.003, adv=4.880, sprd=0.023]
Ep 042/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:32,  2.17it/s, loss=0.629, pair=0.003, adv=4.155, sprd=0.017]
Ep 042/80 [S3:+sens]:  56%|█ | 253/453 [02:04<01:39,  2.01it/s, loss=0.629, pair=0.003, adv=4.155, sprd=0.017]
Ep 042/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:39,  2.01it/s, loss=0.633, pair=0.000, adv=6.839, sprd=0.020]
Ep 042/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:33,  2.12it/s, loss=0.633, pair=0.000, adv=6.839, sprd=0.020]
Ep 042/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:33,  2.12it/s, loss=0.706, pair=0.000, adv=5.490, sprd=0.024]
Ep 042/80 [S3:+sens]:  56%|█▏| 255/453 [02:05<01:38,  2.02it/s, loss=0.706, pair=0.000, adv=5.490, sprd=0.024]
Ep 042/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:38,  2.02it/s, loss=0.590, pair=0.004, adv=6.614, sprd=0.014]
Ep 042/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:31,  2.14it/s, loss=0.590, pair=0.004, adv=6.614, sprd=0.014]
Ep 042/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:31,  2.14it/s, loss=0.602, pair=0.001, adv=4.241, sprd=0.018]
Ep 042/80 [S3:+sens]:  57%|█▏| 257/453 [02:06<01:36,  2.02it/s, loss=0.602, pair=0.001, adv=4.241, sprd=0.018]
Ep 042/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:36,  2.02it/s, loss=0.626, pair=0.003, adv=6.101, sprd=0.014]
Ep 042/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:28,  2.19it/s, loss=0.626, pair=0.003, adv=6.101, sprd=0.014]
Ep 042/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:28,  2.19it/s, loss=0.632, pair=0.000, adv=5.253, sprd=0.019]
Ep 042/80 [S3:+sens]:  57%|█▏| 259/453 [02:07<01:33,  2.08it/s, loss=0.632, pair=0.000, adv=5.253, sprd=0.019]
Ep 042/80 [S3:+sens]:  57%|█▏| 259/453 [02:07<01:33,  2.08it/s, loss=0.645, pair=0.000, adv=5.978, sprd=0.021]
Ep 042/80 [S3:+sens]:  57%|█▏| 260/453 [02:07<01:28,  2.17it/s, loss=0.645, pair=0.000, adv=5.978, sprd=0.021]
Ep 042/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:28,  2.17it/s, loss=0.726, pair=0.000, adv=4.740, sprd=0.032]
Ep 042/80 [S3:+sens]:  58%|█▏| 261/453 [02:08<01:39,  1.92it/s, loss=0.726, pair=0.000, adv=4.740, sprd=0.032]
Ep 042/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:39,  1.92it/s, loss=0.647, pair=0.007, adv=4.025, sprd=0.024]
Ep 042/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:35,  1.99it/s, loss=0.647, pair=0.007, adv=4.025, sprd=0.024]
Ep 042/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:35,  1.99it/s, loss=0.675, pair=0.009, adv=4.288, sprd=0.029]
Ep 042/80 [S3:+sens]:  58%|█▏| 263/453 [02:09<01:43,  1.84it/s, loss=0.675, pair=0.009, adv=4.288, sprd=0.029]
Ep 042/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:43,  1.84it/s, loss=0.651, pair=0.001, adv=6.121, sprd=0.022]
Ep 042/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:37,  1.93it/s, loss=0.651, pair=0.001, adv=6.121, sprd=0.022]
Ep 042/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:37,  1.93it/s, loss=0.644, pair=0.002, adv=4.078, sprd=0.021]
Ep 042/80 [S3:+sens]:  58%|█▏| 265/453 [02:10<01:43,  1.82it/s, loss=0.644, pair=0.002, adv=4.078, sprd=0.021]
Ep 042/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:43,  1.82it/s, loss=0.670, pair=0.012, adv=7.155, sprd=0.025]
Ep 042/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:37,  1.91it/s, loss=0.670, pair=0.012, adv=7.155, sprd=0.025]
Ep 042/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:37,  1.91it/s, loss=0.638, pair=0.003, adv=4.714, sprd=0.024]
Ep 042/80 [S3:+sens]:  59%|█▏| 267/453 [02:11<01:43,  1.79it/s, loss=0.638, pair=0.003, adv=4.714, sprd=0.024]
Ep 042/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:43,  1.79it/s, loss=0.609, pair=0.001, adv=4.736, sprd=0.018]
Ep 042/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:36,  1.91it/s, loss=0.609, pair=0.001, adv=4.736, sprd=0.018]
Ep 042/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:36,  1.91it/s, loss=0.579, pair=0.002, adv=2.662, sprd=0.025]
Ep 042/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:41,  1.81it/s, loss=0.579, pair=0.002, adv=2.662, sprd=0.025]
Ep 042/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:41,  1.81it/s, loss=0.656, pair=0.003, adv=3.482, sprd=0.021]
Ep 042/80 [S3:+sens]:  60%|█▏| 270/453 [02:13<01:34,  1.94it/s, loss=0.656, pair=0.003, adv=3.482, sprd=0.021]
Ep 042/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:34,  1.94it/s, loss=0.613, pair=0.005, adv=5.346, sprd=0.014]
Ep 042/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:42,  1.77it/s, loss=0.613, pair=0.005, adv=5.346, sprd=0.014]
Ep 042/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:42,  1.77it/s, loss=0.655, pair=0.000, adv=6.008, sprd=0.025]
Ep 042/80 [S3:+sens]:  60%|█▏| 272/453 [02:14<01:36,  1.88it/s, loss=0.655, pair=0.000, adv=6.008, sprd=0.025]
Ep 042/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:36,  1.88it/s, loss=0.631, pair=0.000, adv=4.830, sprd=0.020]
Ep 042/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:41,  1.78it/s, loss=0.631, pair=0.000, adv=4.830, sprd=0.020]
Ep 042/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:41,  1.78it/s, loss=0.626, pair=0.002, adv=4.087, sprd=0.022]
Ep 042/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:34,  1.89it/s, loss=0.626, pair=0.002, adv=4.087, sprd=0.022]
Ep 042/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:34,  1.89it/s, loss=0.606, pair=0.005, adv=4.530, sprd=0.016]
Ep 042/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:39,  1.80it/s, loss=0.606, pair=0.005, adv=4.530, sprd=0.016]
Ep 042/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:39,  1.80it/s, loss=0.647, pair=0.002, adv=5.853, sprd=0.024]
Ep 042/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:33,  1.89it/s, loss=0.647, pair=0.002, adv=5.853, sprd=0.024]
Ep 042/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:33,  1.89it/s, loss=0.629, pair=0.001, adv=5.505, sprd=0.023]
Ep 042/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:39,  1.77it/s, loss=0.629, pair=0.001, adv=5.505, sprd=0.023]
Ep 042/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:39,  1.77it/s, loss=0.617, pair=0.007, adv=3.260, sprd=0.024]
Ep 042/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:33,  1.87it/s, loss=0.617, pair=0.007, adv=3.260, sprd=0.024]
Ep 042/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:33,  1.87it/s, loss=0.679, pair=0.007, adv=5.805, sprd=0.026]
Ep 042/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:37,  1.78it/s, loss=0.679, pair=0.007, adv=5.805, sprd=0.026]
Ep 042/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:37,  1.78it/s, loss=0.580, pair=0.011, adv=7.117, sprd=0.011]
Ep 042/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:30,  1.91it/s, loss=0.580, pair=0.011, adv=7.117, sprd=0.011]
Ep 042/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:30,  1.91it/s, loss=0.664, pair=0.002, adv=6.122, sprd=0.026]
Ep 042/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:43,  1.67it/s, loss=0.664, pair=0.002, adv=6.122, sprd=0.026]
Ep 042/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:43,  1.67it/s, loss=0.625, pair=0.001, adv=5.451, sprd=0.020]
Ep 042/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:34,  1.81it/s, loss=0.625, pair=0.001, adv=5.451, sprd=0.020]
Ep 042/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:34,  1.81it/s, loss=0.627, pair=0.001, adv=6.731, sprd=0.017]
Ep 042/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:37,  1.74it/s, loss=0.627, pair=0.001, adv=6.731, sprd=0.017]
Ep 042/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:37,  1.74it/s, loss=0.642, pair=0.001, adv=3.735, sprd=0.024]
Ep 042/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:30,  1.86it/s, loss=0.642, pair=0.001, adv=3.735, sprd=0.024]
Ep 042/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:30,  1.86it/s, loss=0.614, pair=0.001, adv=6.213, sprd=0.014]
Ep 042/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:33,  1.80it/s, loss=0.614, pair=0.001, adv=6.213, sprd=0.014]
Ep 042/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:33,  1.80it/s, loss=0.620, pair=0.000, adv=6.223, sprd=0.016]
Ep 042/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:26,  1.92it/s, loss=0.620, pair=0.000, adv=6.223, sprd=0.016]
Ep 042/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:26,  1.92it/s, loss=0.690, pair=0.007, adv=3.905, sprd=0.020]
Ep 042/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:30,  1.83it/s, loss=0.690, pair=0.007, adv=3.905, sprd=0.020]
Ep 042/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:30,  1.83it/s, loss=0.612, pair=0.001, adv=4.901, sprd=0.018]
Ep 042/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:24,  1.94it/s, loss=0.612, pair=0.001, adv=4.901, sprd=0.018]
Ep 042/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:24,  1.94it/s, loss=0.675, pair=0.007, adv=6.099, sprd=0.027]
Ep 042/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:30,  1.81it/s, loss=0.675, pair=0.007, adv=6.099, sprd=0.027]
Ep 042/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:30,  1.81it/s, loss=0.618, pair=0.003, adv=6.624, sprd=0.019]
Ep 042/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:24,  1.93it/s, loss=0.618, pair=0.003, adv=6.624, sprd=0.019]
Ep 042/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:24,  1.93it/s, loss=1.510, pair=2.463, adv=5.542, sprd=0.020]
Ep 042/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:23,  1.94it/s, loss=1.510, pair=2.463, adv=5.542, sprd=0.020]
Ep 042/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:23,  1.94it/s, loss=0.625, pair=0.008, adv=5.320, sprd=0.020]
Ep 042/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:18,  2.06it/s, loss=0.625, pair=0.008, adv=5.320, sprd=0.020]
Ep 042/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:18,  2.06it/s, loss=0.619, pair=0.005, adv=4.760, sprd=0.024]
Ep 042/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:21,  1.96it/s, loss=0.619, pair=0.005, adv=4.760, sprd=0.024]
Ep 042/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:21,  1.96it/s, loss=1.450, pair=2.336, adv=3.952, sprd=0.021]
Ep 042/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:16,  2.08it/s, loss=1.450, pair=2.336, adv=3.952, sprd=0.021]
Ep 042/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:16,  2.08it/s, loss=0.596, pair=0.002, adv=4.118, sprd=0.015]
Ep 042/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:17,  2.03it/s, loss=0.596, pair=0.002, adv=4.118, sprd=0.015]
Ep 042/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:17,  2.03it/s, loss=0.667, pair=0.001, adv=5.492, sprd=0.025]
Ep 042/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.15it/s, loss=0.667, pair=0.001, adv=5.492, sprd=0.025]
Ep 042/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.15it/s, loss=0.650, pair=0.003, adv=4.501, sprd=0.023]
Ep 042/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.06it/s, loss=0.650, pair=0.003, adv=4.501, sprd=0.023]
Ep 042/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:15,  2.06it/s, loss=0.611, pair=0.001, adv=5.722, sprd=0.013]
Ep 042/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:09,  2.22it/s, loss=0.611, pair=0.001, adv=5.722, sprd=0.013]
Ep 042/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:09,  2.22it/s, loss=0.619, pair=0.002, adv=5.700, sprd=0.018]
Ep 042/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.08it/s, loss=0.619, pair=0.002, adv=5.700, sprd=0.018]
Ep 042/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:14,  2.08it/s, loss=0.639, pair=0.000, adv=5.641, sprd=0.021]
Ep 042/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:10,  2.18it/s, loss=0.639, pair=0.000, adv=5.641, sprd=0.021]
Ep 042/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:10,  2.18it/s, loss=0.663, pair=0.008, adv=5.185, sprd=0.016]
Ep 042/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.10it/s, loss=0.663, pair=0.008, adv=5.185, sprd=0.016]
Ep 042/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.10it/s, loss=0.625, pair=0.002, adv=4.656, sprd=0.022]
Ep 042/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:09,  2.18it/s, loss=0.625, pair=0.002, adv=4.656, sprd=0.022]
Ep 042/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:09,  2.18it/s, loss=0.594, pair=0.004, adv=5.313, sprd=0.016]
Ep 042/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:13,  2.04it/s, loss=0.594, pair=0.004, adv=5.313, sprd=0.016]
Ep 042/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:13,  2.04it/s, loss=0.674, pair=0.001, adv=5.059, sprd=0.028]
Ep 042/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:10,  2.12it/s, loss=0.674, pair=0.001, adv=5.059, sprd=0.028]
Ep 042/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:10,  2.12it/s, loss=0.670, pair=0.001, adv=6.643, sprd=0.027]
Ep 042/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.03it/s, loss=0.670, pair=0.001, adv=6.643, sprd=0.027]
Ep 042/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.03it/s, loss=0.634, pair=0.000, adv=4.747, sprd=0.020]
Ep 042/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:08,  2.15it/s, loss=0.634, pair=0.000, adv=4.747, sprd=0.020]
Ep 042/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:08,  2.15it/s, loss=0.639, pair=0.002, adv=3.899, sprd=0.023]
Ep 042/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.06it/s, loss=0.639, pair=0.002, adv=3.899, sprd=0.023]
Ep 042/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.06it/s, loss=0.583, pair=0.007, adv=5.419, sprd=0.013]
Ep 042/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:07,  2.16it/s, loss=0.583, pair=0.007, adv=5.419, sprd=0.013]
Ep 042/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:07,  2.16it/s, loss=0.624, pair=0.007, adv=5.039, sprd=0.019]
Ep 042/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:12,  1.98it/s, loss=0.624, pair=0.007, adv=5.039, sprd=0.019]
Ep 042/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:12,  1.98it/s, loss=0.629, pair=0.002, adv=5.741, sprd=0.022]
Ep 042/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:08,  2.08it/s, loss=0.629, pair=0.002, adv=5.741, sprd=0.022]
Ep 042/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:08,  2.08it/s, loss=0.629, pair=0.004, adv=6.230, sprd=0.021]
Ep 042/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:10,  2.01it/s, loss=0.629, pair=0.004, adv=6.230, sprd=0.021]
Ep 042/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:10,  2.01it/s, loss=0.639, pair=0.000, adv=5.997, sprd=0.022]
Ep 042/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:06,  2.12it/s, loss=0.639, pair=0.000, adv=5.997, sprd=0.022]
Ep 042/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.12it/s, loss=0.624, pair=0.000, adv=3.698, sprd=0.018]
Ep 042/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:07,  2.07it/s, loss=0.624, pair=0.000, adv=3.698, sprd=0.018]
Ep 042/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:07,  2.07it/s, loss=0.690, pair=0.000, adv=4.661, sprd=0.035]
Ep 042/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:05,  2.13it/s, loss=0.690, pair=0.000, adv=4.661, sprd=0.035]
Ep 042/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:05,  2.13it/s, loss=0.620, pair=0.000, adv=6.074, sprd=0.019]
Ep 042/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:08,  2.03it/s, loss=0.620, pair=0.000, adv=6.074, sprd=0.019]
Ep 042/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:08,  2.03it/s, loss=0.674, pair=0.000, adv=4.670, sprd=0.028]
Ep 042/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:04,  2.12it/s, loss=0.674, pair=0.000, adv=4.670, sprd=0.028]
Ep 042/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:04,  2.12it/s, loss=0.666, pair=0.000, adv=4.448, sprd=0.027]
Ep 042/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.03it/s, loss=0.666, pair=0.000, adv=4.448, sprd=0.027]
Ep 042/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.03it/s, loss=0.651, pair=0.000, adv=6.011, sprd=0.024]
Ep 042/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:03,  2.11it/s, loss=0.651, pair=0.000, adv=6.011, sprd=0.024]
Ep 042/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.11it/s, loss=0.635, pair=0.000, adv=5.389, sprd=0.019]
Ep 042/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:05,  2.05it/s, loss=0.635, pair=0.000, adv=5.389, sprd=0.019]
Ep 042/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:05,  2.05it/s, loss=0.669, pair=0.000, adv=6.681, sprd=0.029]
Ep 042/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:02,  2.12it/s, loss=0.669, pair=0.000, adv=6.681, sprd=0.029]
Ep 042/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:02,  2.12it/s, loss=0.637, pair=0.000, adv=4.148, sprd=0.020]
Ep 042/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:04,  2.05it/s, loss=0.637, pair=0.000, adv=4.148, sprd=0.020]
Ep 042/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:04,  2.05it/s, loss=0.657, pair=0.001, adv=5.638, sprd=0.024]
Ep 042/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:00,  2.15it/s, loss=0.657, pair=0.001, adv=5.638, sprd=0.024]
Ep 042/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:00,  2.15it/s, loss=0.618, pair=0.001, adv=5.790, sprd=0.018]
Ep 042/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:03,  2.04it/s, loss=0.618, pair=0.001, adv=5.790, sprd=0.018]
Ep 042/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:03,  2.04it/s, loss=0.659, pair=0.006, adv=4.976, sprd=0.025]
Ep 042/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<01:00,  2.14it/s, loss=0.659, pair=0.006, adv=4.976, sprd=0.025]
Ep 042/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.14it/s, loss=0.658, pair=0.001, adv=5.047, sprd=0.020]
Ep 042/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:01,  2.08it/s, loss=0.658, pair=0.001, adv=5.047, sprd=0.020]
Ep 042/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:01,  2.08it/s, loss=0.596, pair=0.002, adv=5.649, sprd=0.018]
Ep 042/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<00:59,  2.15it/s, loss=0.596, pair=0.002, adv=5.649, sprd=0.018]
Ep 042/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:59,  2.15it/s, loss=0.681, pair=0.001, adv=4.991, sprd=0.034]
Ep 042/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:02,  2.02it/s, loss=0.681, pair=0.001, adv=4.991, sprd=0.034]
Ep 042/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:02,  2.02it/s, loss=0.641, pair=0.000, adv=5.724, sprd=0.024]
Ep 042/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:59,  2.10it/s, loss=0.641, pair=0.000, adv=5.724, sprd=0.024]
Ep 042/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:59,  2.10it/s, loss=0.639, pair=0.001, adv=5.210, sprd=0.017]
Ep 042/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<00:59,  2.09it/s, loss=0.639, pair=0.001, adv=5.210, sprd=0.017]
Ep 042/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<00:59,  2.09it/s, loss=0.646, pair=0.010, adv=5.603, sprd=0.022]
Ep 042/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:56,  2.18it/s, loss=0.646, pair=0.010, adv=5.603, sprd=0.022]
Ep 042/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:56,  2.18it/s, loss=0.697, pair=0.003, adv=6.806, sprd=0.019]
Ep 042/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.01it/s, loss=0.697, pair=0.003, adv=6.806, sprd=0.019]
Ep 042/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.01it/s, loss=0.653, pair=0.000, adv=5.088, sprd=0.023]
Ep 042/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:57,  2.11it/s, loss=0.653, pair=0.000, adv=5.088, sprd=0.023]
Ep 042/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:57,  2.11it/s, loss=0.614, pair=0.000, adv=5.296, sprd=0.014]
Ep 042/80 [S3:+sens]:  74%|█▍| 333/453 [02:44<00:57,  2.08it/s, loss=0.614, pair=0.000, adv=5.296, sprd=0.014]
Ep 042/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:57,  2.08it/s, loss=0.608, pair=0.000, adv=3.646, sprd=0.015]
Ep 042/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:54,  2.20it/s, loss=0.608, pair=0.000, adv=3.646, sprd=0.015]
Ep 042/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:54,  2.20it/s, loss=0.780, pair=0.192, adv=5.054, sprd=0.027]
Ep 042/80 [S3:+sens]:  74%|█▍| 335/453 [02:45<00:56,  2.09it/s, loss=0.780, pair=0.192, adv=5.054, sprd=0.027]
Ep 042/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:56,  2.09it/s, loss=0.668, pair=0.003, adv=4.139, sprd=0.029]
Ep 042/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.16it/s, loss=0.668, pair=0.003, adv=4.139, sprd=0.029]
Ep 042/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.16it/s, loss=0.646, pair=0.000, adv=5.694, sprd=0.024]
Ep 042/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<00:57,  2.03it/s, loss=0.646, pair=0.000, adv=5.694, sprd=0.024]
Ep 042/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:57,  2.03it/s, loss=0.634, pair=0.003, adv=3.849, sprd=0.019]
Ep 042/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:53,  2.16it/s, loss=0.634, pair=0.003, adv=3.849, sprd=0.019]
Ep 042/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:53,  2.16it/s, loss=0.612, pair=0.002, adv=6.193, sprd=0.018]
Ep 042/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<00:55,  2.06it/s, loss=0.612, pair=0.002, adv=6.193, sprd=0.018]
Ep 042/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:55,  2.06it/s, loss=0.632, pair=0.000, adv=5.203, sprd=0.020]
Ep 042/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.17it/s, loss=0.632, pair=0.000, adv=5.203, sprd=0.020]
Ep 042/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.17it/s, loss=0.619, pair=0.001, adv=4.171, sprd=0.017]
Ep 042/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<00:53,  2.09it/s, loss=0.619, pair=0.001, adv=4.171, sprd=0.017]
Ep 042/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:53,  2.09it/s, loss=0.649, pair=0.002, adv=6.811, sprd=0.022]
Ep 042/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:50,  2.18it/s, loss=0.649, pair=0.002, adv=6.811, sprd=0.022]
Ep 042/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:50,  2.18it/s, loss=0.675, pair=0.000, adv=6.050, sprd=0.025]
Ep 042/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<00:51,  2.12it/s, loss=0.675, pair=0.000, adv=6.050, sprd=0.025]
Ep 042/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:51,  2.12it/s, loss=0.630, pair=0.000, adv=6.169, sprd=0.018]
Ep 042/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:49,  2.21it/s, loss=0.630, pair=0.000, adv=6.169, sprd=0.018]
Ep 042/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:49,  2.21it/s, loss=0.705, pair=0.006, adv=5.610, sprd=0.024]
Ep 042/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:51,  2.09it/s, loss=0.705, pair=0.006, adv=5.610, sprd=0.024]
Ep 042/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:51,  2.09it/s, loss=0.660, pair=0.010, adv=5.968, sprd=0.023]
Ep 042/80 [S3:+sens]:  76%|█▌| 346/453 [02:50<00:49,  2.17it/s, loss=0.660, pair=0.010, adv=5.968, sprd=0.023]
Ep 042/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:49,  2.17it/s, loss=0.649, pair=0.000, adv=4.573, sprd=0.023]
Ep 042/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:50,  2.09it/s, loss=0.649, pair=0.000, adv=4.573, sprd=0.023]
Ep 042/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:50,  2.09it/s, loss=0.606, pair=0.000, adv=5.054, sprd=0.017]
Ep 042/80 [S3:+sens]:  77%|█▌| 348/453 [02:51<00:48,  2.18it/s, loss=0.606, pair=0.000, adv=5.054, sprd=0.017]
Ep 042/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:48,  2.18it/s, loss=0.641, pair=0.000, adv=4.267, sprd=0.020]
Ep 042/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:49,  2.10it/s, loss=0.641, pair=0.000, adv=4.267, sprd=0.020]
Ep 042/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:49,  2.10it/s, loss=0.613, pair=0.004, adv=8.105, sprd=0.014]
Ep 042/80 [S3:+sens]:  77%|█▌| 350/453 [02:52<00:46,  2.21it/s, loss=0.613, pair=0.004, adv=8.105, sprd=0.014]
Ep 042/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:46,  2.21it/s, loss=0.664, pair=0.001, adv=3.516, sprd=0.017]
Ep 042/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:48,  2.11it/s, loss=0.664, pair=0.001, adv=3.516, sprd=0.017]
Ep 042/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:48,  2.11it/s, loss=0.678, pair=0.002, adv=4.491, sprd=0.033]
Ep 042/80 [S3:+sens]:  78%|█▌| 352/453 [02:53<00:46,  2.16it/s, loss=0.678, pair=0.002, adv=4.491, sprd=0.033]
Ep 042/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:46,  2.16it/s, loss=0.685, pair=0.002, adv=3.995, sprd=0.017]
Ep 042/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:47,  2.13it/s, loss=0.685, pair=0.002, adv=3.995, sprd=0.017]
Ep 042/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:47,  2.13it/s, loss=0.646, pair=0.000, adv=4.018, sprd=0.026]
Ep 042/80 [S3:+sens]:  78%|█▌| 354/453 [02:54<00:45,  2.17it/s, loss=0.646, pair=0.000, adv=4.018, sprd=0.026]
Ep 042/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:45,  2.17it/s, loss=0.617, pair=0.000, adv=5.709, sprd=0.018]
Ep 042/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:46,  2.09it/s, loss=0.617, pair=0.000, adv=5.709, sprd=0.018]
Ep 042/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:46,  2.09it/s, loss=0.647, pair=0.000, adv=5.923, sprd=0.022]
Ep 042/80 [S3:+sens]:  79%|█▌| 356/453 [02:55<00:44,  2.18it/s, loss=0.647, pair=0.000, adv=5.923, sprd=0.022]
Ep 042/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.18it/s, loss=0.625, pair=0.000, adv=3.541, sprd=0.020]
Ep 042/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:45,  2.10it/s, loss=0.625, pair=0.000, adv=3.541, sprd=0.020]
Ep 042/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:45,  2.10it/s, loss=0.665, pair=0.001, adv=5.693, sprd=0.022]
Ep 042/80 [S3:+sens]:  79%|█▌| 358/453 [02:56<00:43,  2.21it/s, loss=0.665, pair=0.001, adv=5.693, sprd=0.022]
Ep 042/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.21it/s, loss=0.673, pair=0.000, adv=4.213, sprd=0.029]
Ep 042/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.97it/s, loss=0.673, pair=0.000, adv=4.213, sprd=0.029]
Ep 042/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.97it/s, loss=0.610, pair=0.005, adv=3.836, sprd=0.018]
Ep 042/80 [S3:+sens]:  79%|█▌| 360/453 [02:57<00:44,  2.07it/s, loss=0.610, pair=0.005, adv=3.836, sprd=0.018]
Ep 042/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:44,  2.07it/s, loss=0.626, pair=0.001, adv=4.056, sprd=0.022]
Ep 042/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:49,  1.88it/s, loss=0.626, pair=0.001, adv=4.056, sprd=0.022]
Ep 042/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:49,  1.88it/s, loss=0.640, pair=0.001, adv=4.945, sprd=0.022]
Ep 042/80 [S3:+sens]:  80%|█▌| 362/453 [02:58<00:46,  1.97it/s, loss=0.640, pair=0.001, adv=4.945, sprd=0.022]
Ep 042/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:46,  1.97it/s, loss=0.642, pair=0.003, adv=3.798, sprd=0.021]
Ep 042/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:49,  1.83it/s, loss=0.642, pair=0.003, adv=3.798, sprd=0.021]
Ep 042/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:49,  1.83it/s, loss=0.630, pair=0.001, adv=3.908, sprd=0.021]
Ep 042/80 [S3:+sens]:  80%|█▌| 364/453 [02:59<00:46,  1.93it/s, loss=0.630, pair=0.001, adv=3.908, sprd=0.021]
Ep 042/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:46,  1.93it/s, loss=0.652, pair=0.002, adv=5.079, sprd=0.023]
Ep 042/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:47,  1.84it/s, loss=0.652, pair=0.002, adv=5.079, sprd=0.023]
Ep 042/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:47,  1.84it/s, loss=0.703, pair=0.004, adv=4.695, sprd=0.033]
Ep 042/80 [S3:+sens]:  81%|█▌| 366/453 [03:00<00:44,  1.94it/s, loss=0.703, pair=0.004, adv=4.695, sprd=0.033]
Ep 042/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:44,  1.94it/s, loss=0.662, pair=0.001, adv=6.112, sprd=0.026]
Ep 042/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:47,  1.81it/s, loss=0.662, pair=0.001, adv=6.112, sprd=0.026]
Ep 042/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:47,  1.81it/s, loss=0.656, pair=0.003, adv=3.617, sprd=0.026]
Ep 042/80 [S3:+sens]:  81%|█▌| 368/453 [03:01<00:44,  1.91it/s, loss=0.656, pair=0.003, adv=3.617, sprd=0.026]
Ep 042/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:44,  1.91it/s, loss=0.561, pair=0.005, adv=2.722, sprd=0.020]
Ep 042/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:45,  1.85it/s, loss=0.561, pair=0.005, adv=2.722, sprd=0.020]
Ep 042/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:45,  1.85it/s, loss=0.630, pair=0.005, adv=5.788, sprd=0.020]
Ep 042/80 [S3:+sens]:  82%|█▋| 370/453 [03:02<00:42,  1.96it/s, loss=0.630, pair=0.005, adv=5.788, sprd=0.020]
Ep 042/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:42,  1.96it/s, loss=0.620, pair=0.005, adv=3.141, sprd=0.016]
Ep 042/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:44,  1.86it/s, loss=0.620, pair=0.005, adv=3.141, sprd=0.016]
Ep 042/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:44,  1.86it/s, loss=0.628, pair=0.000, adv=4.592, sprd=0.024]
Ep 042/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:42,  1.92it/s, loss=0.628, pair=0.000, adv=4.592, sprd=0.024]
Ep 042/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:42,  1.92it/s, loss=0.643, pair=0.002, adv=5.789, sprd=0.022]
Ep 042/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:43,  1.82it/s, loss=0.643, pair=0.002, adv=5.789, sprd=0.022]
Ep 042/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:43,  1.82it/s, loss=0.643, pair=0.001, adv=4.983, sprd=0.021]
Ep 042/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:40,  1.93it/s, loss=0.643, pair=0.001, adv=4.983, sprd=0.021]
Ep 042/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:40,  1.93it/s, loss=0.673, pair=0.003, adv=3.906, sprd=0.019]
Ep 042/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:42,  1.83it/s, loss=0.673, pair=0.003, adv=3.906, sprd=0.019]
Ep 042/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:42,  1.83it/s, loss=0.616, pair=0.004, adv=4.766, sprd=0.017]
Ep 042/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:39,  1.94it/s, loss=0.616, pair=0.004, adv=4.766, sprd=0.017]
Ep 042/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:39,  1.94it/s, loss=0.644, pair=0.001, adv=5.163, sprd=0.021]
Ep 042/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:41,  1.81it/s, loss=0.644, pair=0.001, adv=5.163, sprd=0.021]
Ep 042/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:41,  1.81it/s, loss=0.624, pair=0.002, adv=4.843, sprd=0.020]
Ep 042/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:39,  1.92it/s, loss=0.624, pair=0.002, adv=4.843, sprd=0.020]
Ep 042/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:39,  1.92it/s, loss=0.654, pair=0.001, adv=4.410, sprd=0.023]
Ep 042/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:40,  1.81it/s, loss=0.654, pair=0.001, adv=4.410, sprd=0.023]
Ep 042/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:40,  1.81it/s, loss=0.635, pair=0.002, adv=4.847, sprd=0.021]
Ep 042/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:38,  1.92it/s, loss=0.635, pair=0.002, adv=4.847, sprd=0.021]
Ep 042/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:38,  1.92it/s, loss=0.639, pair=0.001, adv=6.070, sprd=0.023]
Ep 042/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:40,  1.79it/s, loss=0.639, pair=0.001, adv=6.070, sprd=0.023]
Ep 042/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:40,  1.79it/s, loss=0.654, pair=0.001, adv=5.827, sprd=0.026]
Ep 042/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:37,  1.90it/s, loss=0.654, pair=0.001, adv=5.827, sprd=0.026]
Ep 042/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:37,  1.90it/s, loss=0.629, pair=0.001, adv=3.643, sprd=0.020]
Ep 042/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:38,  1.81it/s, loss=0.629, pair=0.001, adv=3.643, sprd=0.020]
Ep 042/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:38,  1.81it/s, loss=0.656, pair=0.004, adv=4.482, sprd=0.027]
Ep 042/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:36,  1.89it/s, loss=0.656, pair=0.004, adv=4.482, sprd=0.027]
Ep 042/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:36,  1.89it/s, loss=0.629, pair=0.001, adv=4.753, sprd=0.019]
Ep 042/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:37,  1.80it/s, loss=0.629, pair=0.001, adv=4.753, sprd=0.019]
Ep 042/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:37,  1.80it/s, loss=0.623, pair=0.002, adv=5.601, sprd=0.019]
Ep 042/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:34,  1.92it/s, loss=0.623, pair=0.002, adv=5.601, sprd=0.019]
Ep 042/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:34,  1.92it/s, loss=0.654, pair=0.001, adv=5.251, sprd=0.026]
Ep 042/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:38,  1.69it/s, loss=0.654, pair=0.001, adv=5.251, sprd=0.026]
Ep 042/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:38,  1.69it/s, loss=0.591, pair=0.000, adv=5.160, sprd=0.011]
Ep 042/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:34,  1.87it/s, loss=0.591, pair=0.000, adv=5.160, sprd=0.011]
Ep 042/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:34,  1.87it/s, loss=0.669, pair=0.001, adv=6.304, sprd=0.027]
Ep 042/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:36,  1.77it/s, loss=0.669, pair=0.001, adv=6.304, sprd=0.027]
Ep 042/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:36,  1.77it/s, loss=0.611, pair=0.000, adv=5.636, sprd=0.018]
Ep 042/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:33,  1.89it/s, loss=0.611, pair=0.000, adv=5.636, sprd=0.018]
Ep 042/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:33,  1.89it/s, loss=0.634, pair=0.000, adv=5.490, sprd=0.019]
Ep 042/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:33,  1.86it/s, loss=0.634, pair=0.000, adv=5.490, sprd=0.019]
Ep 042/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:33,  1.86it/s, loss=0.626, pair=0.003, adv=3.832, sprd=0.023]
Ep 042/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:30,  1.98it/s, loss=0.626, pair=0.003, adv=3.832, sprd=0.023]
Ep 042/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:30,  1.98it/s, loss=0.630, pair=0.001, adv=7.049, sprd=0.016]
Ep 042/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:30,  1.97it/s, loss=0.630, pair=0.001, adv=7.049, sprd=0.016]
Ep 042/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:30,  1.97it/s, loss=0.676, pair=0.005, adv=4.784, sprd=0.030]
Ep 042/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:28,  2.07it/s, loss=0.676, pair=0.005, adv=4.784, sprd=0.030]
Ep 042/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:28,  2.07it/s, loss=0.694, pair=0.003, adv=3.862, sprd=0.029]
Ep 042/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:28,  2.00it/s, loss=0.694, pair=0.003, adv=3.862, sprd=0.029]
Ep 042/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:28,  2.00it/s, loss=0.614, pair=0.000, adv=3.870, sprd=0.019]
Ep 042/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:27,  2.10it/s, loss=0.614, pair=0.000, adv=3.870, sprd=0.019]
Ep 042/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:27,  2.10it/s, loss=0.621, pair=0.002, adv=5.304, sprd=0.018]
Ep 042/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.04it/s, loss=0.621, pair=0.002, adv=5.304, sprd=0.018]
Ep 042/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.04it/s, loss=0.656, pair=0.001, adv=4.254, sprd=0.021]
Ep 042/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.16it/s, loss=0.656, pair=0.001, adv=4.254, sprd=0.021]
Ep 042/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.16it/s, loss=0.590, pair=0.000, adv=2.862, sprd=0.023]
Ep 042/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:25,  2.08it/s, loss=0.590, pair=0.000, adv=2.862, sprd=0.023]
Ep 042/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:25,  2.08it/s, loss=0.639, pair=0.000, adv=4.928, sprd=0.023]
Ep 042/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.17it/s, loss=0.639, pair=0.000, adv=4.928, sprd=0.023]
Ep 042/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.17it/s, loss=0.640, pair=0.000, adv=5.617, sprd=0.020]
Ep 042/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.07it/s, loss=0.640, pair=0.000, adv=5.617, sprd=0.020]
Ep 042/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.07it/s, loss=0.642, pair=0.000, adv=5.040, sprd=0.022]
Ep 042/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.15it/s, loss=0.642, pair=0.000, adv=5.040, sprd=0.022]
Ep 042/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.15it/s, loss=0.605, pair=0.000, adv=3.558, sprd=0.014]
Ep 042/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:23,  2.12it/s, loss=0.605, pair=0.000, adv=3.558, sprd=0.014]
Ep 042/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:23,  2.12it/s, loss=0.616, pair=0.000, adv=5.095, sprd=0.014]
Ep 042/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:21,  2.25it/s, loss=0.616, pair=0.000, adv=5.095, sprd=0.014]
Ep 042/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:21,  2.25it/s, loss=0.624, pair=0.000, adv=4.412, sprd=0.018]
Ep 042/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:22,  2.13it/s, loss=0.624, pair=0.000, adv=4.412, sprd=0.018]
Ep 042/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:22,  2.13it/s, loss=0.668, pair=0.000, adv=3.884, sprd=0.028]
Ep 042/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:21,  2.20it/s, loss=0.668, pair=0.000, adv=3.884, sprd=0.028]
Ep 042/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:21,  2.20it/s, loss=0.650, pair=0.002, adv=4.839, sprd=0.020]
Ep 042/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:21,  2.09it/s, loss=0.650, pair=0.002, adv=4.839, sprd=0.020]
Ep 042/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:21,  2.09it/s, loss=0.670, pair=0.002, adv=5.589, sprd=0.030]
Ep 042/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:20,  2.15it/s, loss=0.670, pair=0.002, adv=5.589, sprd=0.030]
Ep 042/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:20,  2.15it/s, loss=0.599, pair=0.000, adv=3.102, sprd=0.014]
Ep 042/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:20,  2.14it/s, loss=0.599, pair=0.000, adv=3.102, sprd=0.014]
Ep 042/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:20,  2.14it/s, loss=0.637, pair=0.002, adv=5.137, sprd=0.024]
Ep 042/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:19,  2.18it/s, loss=0.637, pair=0.002, adv=5.137, sprd=0.024]
Ep 042/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:19,  2.18it/s, loss=0.677, pair=0.000, adv=5.282, sprd=0.021]
Ep 042/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.07it/s, loss=0.677, pair=0.000, adv=5.282, sprd=0.021]
Ep 042/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:20,  2.07it/s, loss=0.599, pair=0.001, adv=5.634, sprd=0.015]
Ep 042/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:18,  2.18it/s, loss=0.599, pair=0.001, adv=5.634, sprd=0.015]
Ep 042/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:18,  2.18it/s, loss=0.603, pair=0.000, adv=5.560, sprd=0.018]
Ep 042/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:19,  2.05it/s, loss=0.603, pair=0.000, adv=5.560, sprd=0.018]
Ep 042/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.05it/s, loss=0.636, pair=0.001, adv=5.221, sprd=0.021]
Ep 042/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.15it/s, loss=0.636, pair=0.001, adv=5.221, sprd=0.021]
Ep 042/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.15it/s, loss=0.656, pair=0.001, adv=5.757, sprd=0.026]
Ep 042/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.07it/s, loss=0.656, pair=0.001, adv=5.757, sprd=0.026]
Ep 042/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.07it/s, loss=0.575, pair=0.002, adv=4.198, sprd=0.011]
Ep 042/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:16,  2.20it/s, loss=0.575, pair=0.002, adv=4.198, sprd=0.011]
Ep 042/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:16,  2.20it/s, loss=0.655, pair=0.002, adv=5.018, sprd=0.024]
Ep 042/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:18,  1.96it/s, loss=0.655, pair=0.002, adv=5.018, sprd=0.024]
Ep 042/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:18,  1.96it/s, loss=0.626, pair=0.000, adv=4.180, sprd=0.025]
Ep 042/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:17,  2.03it/s, loss=0.626, pair=0.000, adv=4.180, sprd=0.025]
Ep 042/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:17,  2.03it/s, loss=0.626, pair=0.003, adv=6.312, sprd=0.020]
Ep 042/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:17,  1.99it/s, loss=0.626, pair=0.003, adv=6.312, sprd=0.020]
Ep 042/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:17,  1.99it/s, loss=0.672, pair=0.006, adv=4.652, sprd=0.027]
Ep 042/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.09it/s, loss=0.672, pair=0.006, adv=4.652, sprd=0.027]
Ep 042/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.09it/s, loss=0.642, pair=0.003, adv=5.747, sprd=0.023]
Ep 042/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.02it/s, loss=0.642, pair=0.003, adv=5.747, sprd=0.023]
Ep 042/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.02it/s, loss=0.630, pair=0.015, adv=4.955, sprd=0.018]
Ep 042/80 [S3:+sens]:  93%|█▊| 422/453 [03:28<00:14,  2.14it/s, loss=0.630, pair=0.015, adv=4.955, sprd=0.018]
Ep 042/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.14it/s, loss=0.634, pair=0.005, adv=4.881, sprd=0.020]
Ep 042/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.08it/s, loss=0.634, pair=0.005, adv=4.881, sprd=0.020]
Ep 042/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.08it/s, loss=0.634, pair=0.014, adv=5.918, sprd=0.016]
Ep 042/80 [S3:+sens]:  94%|█▊| 424/453 [03:29<00:13,  2.20it/s, loss=0.634, pair=0.014, adv=5.918, sprd=0.016]
Ep 042/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.20it/s, loss=0.691, pair=0.000, adv=4.653, sprd=0.035]
Ep 042/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.03it/s, loss=0.691, pair=0.000, adv=4.653, sprd=0.035]
Ep 042/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.03it/s, loss=0.604, pair=0.001, adv=7.295, sprd=0.018]
Ep 042/80 [S3:+sens]:  94%|█▉| 426/453 [03:30<00:12,  2.12it/s, loss=0.604, pair=0.001, adv=7.295, sprd=0.018]
Ep 042/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.12it/s, loss=0.630, pair=0.002, adv=7.584, sprd=0.019]
Ep 042/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.03it/s, loss=0.630, pair=0.002, adv=7.584, sprd=0.019]
Ep 042/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.03it/s, loss=0.650, pair=0.000, adv=6.407, sprd=0.021]
Ep 042/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.15it/s, loss=0.650, pair=0.000, adv=6.407, sprd=0.021]
Ep 042/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.15it/s, loss=0.650, pair=0.000, adv=5.676, sprd=0.027]
Ep 042/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:12,  1.99it/s, loss=0.650, pair=0.000, adv=5.676, sprd=0.027]
Ep 042/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:12,  1.99it/s, loss=0.623, pair=0.002, adv=8.012, sprd=0.016]
Ep 042/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.13it/s, loss=0.623, pair=0.002, adv=8.012, sprd=0.016]
Ep 042/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.13it/s, loss=0.615, pair=0.000, adv=5.687, sprd=0.017]
Ep 042/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.08it/s, loss=0.615, pair=0.000, adv=5.687, sprd=0.017]
Ep 042/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.08it/s, loss=0.607, pair=0.004, adv=3.356, sprd=0.017]
Ep 042/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:09,  2.23it/s, loss=0.607, pair=0.004, adv=3.356, sprd=0.017]
Ep 042/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.23it/s, loss=0.616, pair=0.000, adv=6.414, sprd=0.018]
Ep 042/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.10it/s, loss=0.616, pair=0.000, adv=6.414, sprd=0.018]
Ep 042/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.10it/s, loss=0.624, pair=0.000, adv=5.419, sprd=0.017]
Ep 042/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:08,  2.20it/s, loss=0.624, pair=0.000, adv=5.419, sprd=0.017]
Ep 042/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.20it/s, loss=0.595, pair=0.001, adv=6.385, sprd=0.013]
Ep 042/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:08,  2.13it/s, loss=0.595, pair=0.001, adv=6.385, sprd=0.013]
Ep 042/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:08,  2.13it/s, loss=0.670, pair=0.003, adv=6.024, sprd=0.028]
Ep 042/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:07,  2.19it/s, loss=0.670, pair=0.003, adv=6.024, sprd=0.028]
Ep 042/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.19it/s, loss=0.640, pair=0.004, adv=5.117, sprd=0.019]
Ep 042/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.16it/s, loss=0.640, pair=0.004, adv=5.117, sprd=0.019]
Ep 042/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.16it/s, loss=0.654, pair=0.000, adv=5.066, sprd=0.026]
Ep 042/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:06,  2.20it/s, loss=0.654, pair=0.000, adv=5.066, sprd=0.026]
Ep 042/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.20it/s, loss=0.647, pair=0.000, adv=4.939, sprd=0.024]
Ep 042/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.647, pair=0.000, adv=4.939, sprd=0.024]
Ep 042/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.631, pair=0.006, adv=4.449, sprd=0.022]
Ep 042/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:06,  2.17it/s, loss=0.631, pair=0.006, adv=4.449, sprd=0.022]
Ep 042/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:06,  2.17it/s, loss=0.622, pair=0.000, adv=3.520, sprd=0.015]
Ep 042/80 [S3:+sens]:  97%|█▉| 441/453 [03:37<00:05,  2.05it/s, loss=0.622, pair=0.000, adv=3.520, sprd=0.015]
Ep 042/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.05it/s, loss=0.685, pair=0.002, adv=4.665, sprd=0.030]
Ep 042/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.14it/s, loss=0.685, pair=0.002, adv=4.665, sprd=0.030]
Ep 042/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.14it/s, loss=0.653, pair=0.003, adv=6.176, sprd=0.022]
Ep 042/80 [S3:+sens]:  98%|█▉| 443/453 [03:38<00:04,  2.05it/s, loss=0.653, pair=0.003, adv=6.176, sprd=0.022]
Ep 042/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.05it/s, loss=0.633, pair=0.000, adv=5.301, sprd=0.022]
Ep 042/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.14it/s, loss=0.633, pair=0.000, adv=5.301, sprd=0.022]
Ep 042/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.14it/s, loss=0.655, pair=0.000, adv=3.999, sprd=0.023]
Ep 042/80 [S3:+sens]:  98%|█▉| 445/453 [03:39<00:03,  2.06it/s, loss=0.655, pair=0.000, adv=3.999, sprd=0.023]
Ep 042/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.06it/s, loss=0.621, pair=0.003, adv=4.742, sprd=0.018]
Ep 042/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.16it/s, loss=0.621, pair=0.003, adv=4.742, sprd=0.018]
Ep 042/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.16it/s, loss=0.623, pair=0.001, adv=6.510, sprd=0.018]
Ep 042/80 [S3:+sens]:  99%|█▉| 447/453 [03:40<00:02,  2.07it/s, loss=0.623, pair=0.001, adv=6.510, sprd=0.018]
Ep 042/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.07it/s, loss=0.674, pair=0.000, adv=5.712, sprd=0.028]
Ep 042/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.15it/s, loss=0.674, pair=0.000, adv=5.712, sprd=0.028]
Ep 042/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.15it/s, loss=0.660, pair=0.000, adv=3.775, sprd=0.022]
Ep 042/80 [S3:+sens]:  99%|█▉| 449/453 [03:41<00:01,  2.09it/s, loss=0.660, pair=0.000, adv=3.775, sprd=0.022]
Ep 042/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:01,  2.09it/s, loss=0.620, pair=0.000, adv=7.236, sprd=0.020]
Ep 042/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.16it/s, loss=0.620, pair=0.000, adv=7.236, sprd=0.020]
Ep 042/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.16it/s, loss=0.591, pair=0.004, adv=2.822, sprd=0.022]
Ep 042/80 [S3:+sens]: 100%|█▉| 451/453 [03:42<00:00,  2.09it/s, loss=0.591, pair=0.004, adv=2.822, sprd=0.022]
Ep 042/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:00,  2.09it/s, loss=0.612, pair=0.004, adv=4.725, sprd=0.018]
Ep 042/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.18it/s, loss=0.612, pair=0.004, adv=4.725, sprd=0.018]
Ep 042/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.18it/s, loss=0.625, pair=0.002, adv=7.399, sprd=0.021]
Ep 042/80 [S3:+sens]: 100%|██| 453/453 [03:43<00:00,  2.06it/s, loss=0.625, pair=0.002, adv=7.399, sprd=0.021]
                                                                                                              
Epoch 042/80 [S3:+sens]  loss=0.6495  mat=0.2697  sens=1.0601  pair=0.0286  adv=5.1329(rand=3.47)  deg=0.0053  orth=0.0050  spread=0.0212  q_mean=52.1  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.06e-05  224s

Ep 043/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 043/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.657, pair=0.001, adv=6.222, sprd=0.025]
Ep 043/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:00,  1.07it/s, loss=0.657, pair=0.001, adv=6.222, sprd=0.025]
Ep 043/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:00,  1.07it/s, loss=0.638, pair=0.003, adv=4.477, sprd=0.021]
Ep 043/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:45,  1.58it/s, loss=0.638, pair=0.003, adv=4.477, sprd=0.021]
Ep 043/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:45,  1.58it/s, loss=0.628, pair=0.002, adv=3.426, sprd=0.021]
Ep 043/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:22,  1.71it/s, loss=0.628, pair=0.002, adv=3.426, sprd=0.021]
Ep 043/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:22,  1.71it/s, loss=0.614, pair=0.002, adv=6.017, sprd=0.017]
Ep 043/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.94it/s, loss=0.614, pair=0.002, adv=6.017, sprd=0.017]
Ep 043/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.94it/s, loss=0.638, pair=0.001, adv=4.940, sprd=0.019]
Ep 043/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:01,  1.86it/s, loss=0.638, pair=0.001, adv=4.940, sprd=0.019]
Ep 043/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:01,  1.86it/s, loss=0.623, pair=0.000, adv=4.294, sprd=0.022]
Ep 043/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:50,  1.94it/s, loss=0.623, pair=0.000, adv=4.294, sprd=0.022]
Ep 043/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:50,  1.94it/s, loss=1.440, pair=2.205, adv=4.081, sprd=0.030]
Ep 043/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:11,  1.78it/s, loss=1.440, pair=2.205, adv=4.081, sprd=0.030]
Ep 043/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:11,  1.78it/s, loss=0.683, pair=0.001, adv=4.535, sprd=0.026]
Ep 043/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:51,  1.92it/s, loss=0.683, pair=0.001, adv=4.535, sprd=0.026]
Ep 043/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:51,  1.92it/s, loss=0.636, pair=0.000, adv=4.566, sprd=0.024]
Ep 043/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:10,  1.77it/s, loss=0.636, pair=0.000, adv=4.566, sprd=0.024]
Ep 043/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:10,  1.77it/s, loss=0.613, pair=0.000, adv=3.316, sprd=0.019]
Ep 043/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:52,  1.91it/s, loss=0.613, pair=0.000, adv=3.316, sprd=0.019]
Ep 043/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:52,  1.91it/s, loss=0.611, pair=0.000, adv=3.047, sprd=0.023]
Ep 043/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:06,  1.79it/s, loss=0.611, pair=0.000, adv=3.047, sprd=0.023]
Ep 043/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:06,  1.79it/s, loss=0.605, pair=0.003, adv=5.624, sprd=0.015]
Ep 043/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:49,  1.92it/s, loss=0.605, pair=0.003, adv=5.624, sprd=0.015]
Ep 043/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:49,  1.92it/s, loss=0.617, pair=0.000, adv=4.420, sprd=0.016]
Ep 043/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:58,  1.84it/s, loss=0.617, pair=0.000, adv=4.420, sprd=0.016]
Ep 043/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:58,  1.84it/s, loss=0.615, pair=0.000, adv=5.684, sprd=0.017]
Ep 043/80 [S3:+sens]:   3%|   | 14/453 [00:07<04:01,  1.82it/s, loss=0.615, pair=0.000, adv=5.684, sprd=0.017]
Ep 043/80 [S3:+sens]:   3%|   | 14/453 [00:08<04:01,  1.82it/s, loss=0.687, pair=0.000, adv=3.412, sprd=0.031]
Ep 043/80 [S3:+sens]:   3%|   | 15/453 [00:08<04:11,  1.74it/s, loss=0.687, pair=0.000, adv=3.412, sprd=0.031]
Ep 043/80 [S3:+sens]:   3%|   | 15/453 [00:08<04:11,  1.74it/s, loss=0.614, pair=0.000, adv=5.278, sprd=0.019]
Ep 043/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:55,  1.85it/s, loss=0.614, pair=0.000, adv=5.278, sprd=0.019]
Ep 043/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:55,  1.85it/s, loss=0.639, pair=0.001, adv=6.334, sprd=0.022]
Ep 043/80 [S3:+sens]:   4%|   | 17/453 [00:09<04:10,  1.74it/s, loss=0.639, pair=0.001, adv=6.334, sprd=0.022]
Ep 043/80 [S3:+sens]:   4%|   | 17/453 [00:09<04:10,  1.74it/s, loss=0.630, pair=0.000, adv=8.087, sprd=0.016]
Ep 043/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:50,  1.89it/s, loss=0.630, pair=0.000, adv=8.087, sprd=0.016]
Ep 043/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:50,  1.89it/s, loss=0.613, pair=0.002, adv=6.523, sprd=0.018]
Ep 043/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<04:07,  1.75it/s, loss=0.613, pair=0.002, adv=6.523, sprd=0.018]
Ep 043/80 [S3:+sens]:   4%|▏  | 19/453 [00:11<04:07,  1.75it/s, loss=0.619, pair=0.001, adv=6.200, sprd=0.020]
Ep 043/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:51,  1.87it/s, loss=0.619, pair=0.001, adv=6.200, sprd=0.020]
Ep 043/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:51,  1.87it/s, loss=0.667, pair=0.006, adv=3.807, sprd=0.026]
Ep 043/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<04:00,  1.79it/s, loss=0.667, pair=0.006, adv=3.807, sprd=0.026]
Ep 043/80 [S3:+sens]:   5%|▏  | 21/453 [00:12<04:00,  1.79it/s, loss=0.644, pair=0.004, adv=5.075, sprd=0.023]
Ep 043/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:47,  1.90it/s, loss=0.644, pair=0.004, adv=5.075, sprd=0.023]
Ep 043/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:47,  1.90it/s, loss=0.659, pair=0.013, adv=3.494, sprd=0.023]
Ep 043/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:55,  1.82it/s, loss=0.659, pair=0.013, adv=3.494, sprd=0.023]
Ep 043/80 [S3:+sens]:   5%|▏  | 23/453 [00:13<03:55,  1.82it/s, loss=0.651, pair=0.003, adv=3.369, sprd=0.026]
Ep 043/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:42,  1.93it/s, loss=0.651, pair=0.003, adv=3.369, sprd=0.026]
Ep 043/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:42,  1.93it/s, loss=0.647, pair=0.001, adv=5.582, sprd=0.021]
Ep 043/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:52,  1.84it/s, loss=0.647, pair=0.001, adv=5.582, sprd=0.021]
Ep 043/80 [S3:+sens]:   6%|▏  | 25/453 [00:14<03:52,  1.84it/s, loss=0.613, pair=0.001, adv=4.967, sprd=0.015]
Ep 043/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:36,  1.98it/s, loss=0.613, pair=0.001, adv=4.967, sprd=0.015]
Ep 043/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:36,  1.98it/s, loss=0.617, pair=0.004, adv=7.712, sprd=0.016]
Ep 043/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:48,  1.86it/s, loss=0.617, pair=0.004, adv=7.712, sprd=0.016]
Ep 043/80 [S3:+sens]:   6%|▏  | 27/453 [00:15<03:48,  1.86it/s, loss=0.673, pair=0.005, adv=4.064, sprd=0.027]
Ep 043/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:36,  1.97it/s, loss=0.673, pair=0.005, adv=4.064, sprd=0.027]
Ep 043/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:36,  1.97it/s, loss=0.638, pair=0.002, adv=4.909, sprd=0.020]
Ep 043/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:46,  1.87it/s, loss=0.638, pair=0.002, adv=4.909, sprd=0.020]
Ep 043/80 [S3:+sens]:   6%|▏  | 29/453 [00:16<03:46,  1.87it/s, loss=0.603, pair=0.000, adv=3.059, sprd=0.025]
Ep 043/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:35,  1.96it/s, loss=0.603, pair=0.000, adv=3.059, sprd=0.025]
Ep 043/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:35,  1.96it/s, loss=0.571, pair=0.000, adv=3.181, sprd=0.015]
Ep 043/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:44,  1.88it/s, loss=0.571, pair=0.000, adv=3.181, sprd=0.015]
Ep 043/80 [S3:+sens]:   7%|▏  | 31/453 [00:17<03:44,  1.88it/s, loss=0.606, pair=0.005, adv=4.425, sprd=0.014]
Ep 043/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:29,  2.01it/s, loss=0.606, pair=0.005, adv=4.425, sprd=0.014]
Ep 043/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:29,  2.01it/s, loss=0.644, pair=0.000, adv=4.711, sprd=0.026]
Ep 043/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:46,  1.85it/s, loss=0.644, pair=0.000, adv=4.711, sprd=0.026]
Ep 043/80 [S3:+sens]:   7%|▏  | 33/453 [00:18<03:46,  1.85it/s, loss=0.617, pair=0.001, adv=5.038, sprd=0.016]
Ep 043/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:30,  1.99it/s, loss=0.617, pair=0.001, adv=5.038, sprd=0.016]
Ep 043/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:30,  1.99it/s, loss=0.621, pair=0.001, adv=8.838, sprd=0.020]
Ep 043/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:41,  1.89it/s, loss=0.621, pair=0.001, adv=8.838, sprd=0.020]
Ep 043/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:41,  1.89it/s, loss=0.606, pair=0.003, adv=6.728, sprd=0.013]
Ep 043/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:22,  2.06it/s, loss=0.606, pair=0.003, adv=6.728, sprd=0.013]
Ep 043/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:22,  2.06it/s, loss=0.713, pair=0.005, adv=6.732, sprd=0.036]
Ep 043/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:32,  1.96it/s, loss=0.713, pair=0.005, adv=6.732, sprd=0.036]
Ep 043/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:32,  1.96it/s, loss=0.627, pair=0.004, adv=5.324, sprd=0.017]
Ep 043/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:15,  2.12it/s, loss=0.627, pair=0.004, adv=5.324, sprd=0.017]
Ep 043/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:15,  2.12it/s, loss=0.622, pair=0.005, adv=3.088, sprd=0.021]
Ep 043/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:16,  2.10it/s, loss=0.622, pair=0.005, adv=3.088, sprd=0.021]
Ep 043/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<03:16,  2.10it/s, loss=0.605, pair=0.002, adv=6.633, sprd=0.016]
Ep 043/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:08,  2.19it/s, loss=0.605, pair=0.002, adv=6.633, sprd=0.016]
Ep 043/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:08,  2.19it/s, loss=0.616, pair=0.001, adv=7.475, sprd=0.016]
Ep 043/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:25,  2.01it/s, loss=0.616, pair=0.001, adv=7.475, sprd=0.016]
Ep 043/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:25,  2.01it/s, loss=0.659, pair=0.005, adv=4.176, sprd=0.025]
Ep 043/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:14,  2.11it/s, loss=0.659, pair=0.005, adv=4.176, sprd=0.025]
Ep 043/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:14,  2.11it/s, loss=0.647, pair=0.003, adv=5.519, sprd=0.026]
Ep 043/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:23,  2.01it/s, loss=0.647, pair=0.003, adv=5.519, sprd=0.026]
Ep 043/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:23,  2.01it/s, loss=0.642, pair=0.002, adv=6.369, sprd=0.018]
Ep 043/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:08,  2.17it/s, loss=0.642, pair=0.002, adv=6.369, sprd=0.018]
Ep 043/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:08,  2.17it/s, loss=0.636, pair=0.002, adv=5.877, sprd=0.020]
Ep 043/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:16,  2.08it/s, loss=0.636, pair=0.002, adv=5.877, sprd=0.020]
Ep 043/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:16,  2.08it/s, loss=0.606, pair=0.001, adv=7.392, sprd=0.017]
Ep 043/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:07,  2.17it/s, loss=0.606, pair=0.001, adv=7.392, sprd=0.017]
Ep 043/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:07,  2.17it/s, loss=0.609, pair=0.002, adv=5.676, sprd=0.016]
Ep 043/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:11,  2.12it/s, loss=0.609, pair=0.002, adv=5.676, sprd=0.016]
Ep 043/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:11,  2.12it/s, loss=0.651, pair=0.000, adv=3.700, sprd=0.024]
Ep 043/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:03,  2.21it/s, loss=0.651, pair=0.000, adv=3.700, sprd=0.024]
Ep 043/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:03,  2.21it/s, loss=0.642, pair=0.003, adv=3.968, sprd=0.025]
Ep 043/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:14,  2.08it/s, loss=0.642, pair=0.003, adv=3.968, sprd=0.025]
Ep 043/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:14,  2.08it/s, loss=0.631, pair=0.003, adv=6.421, sprd=0.020]
Ep 043/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:05,  2.17it/s, loss=0.631, pair=0.003, adv=6.421, sprd=0.020]
Ep 043/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:05,  2.17it/s, loss=0.595, pair=0.003, adv=4.476, sprd=0.015]
Ep 043/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:14,  2.07it/s, loss=0.595, pair=0.003, adv=4.476, sprd=0.015]
Ep 043/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:14,  2.07it/s, loss=0.608, pair=0.001, adv=6.789, sprd=0.018]
Ep 043/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:06,  2.15it/s, loss=0.608, pair=0.001, adv=6.789, sprd=0.018]
Ep 043/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:06,  2.15it/s, loss=0.641, pair=0.000, adv=6.192, sprd=0.021]
Ep 043/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:14,  2.06it/s, loss=0.641, pair=0.000, adv=6.192, sprd=0.021]
Ep 043/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:14,  2.06it/s, loss=0.603, pair=0.002, adv=7.144, sprd=0.011]
Ep 043/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:00,  2.21it/s, loss=0.603, pair=0.002, adv=7.144, sprd=0.011]
Ep 043/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:00,  2.21it/s, loss=0.620, pair=0.001, adv=3.534, sprd=0.020]
Ep 043/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:09,  2.10it/s, loss=0.620, pair=0.001, adv=3.534, sprd=0.020]
Ep 043/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:09,  2.10it/s, loss=0.630, pair=0.007, adv=6.371, sprd=0.021]
Ep 043/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:03,  2.17it/s, loss=0.630, pair=0.007, adv=6.371, sprd=0.021]
Ep 043/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:03,  2.17it/s, loss=0.670, pair=0.002, adv=4.539, sprd=0.028]
Ep 043/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:10,  2.08it/s, loss=0.670, pair=0.002, adv=4.539, sprd=0.028]
Ep 043/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:10,  2.08it/s, loss=0.690, pair=0.001, adv=4.369, sprd=0.033]
Ep 043/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:03,  2.15it/s, loss=0.690, pair=0.001, adv=4.369, sprd=0.033]
Ep 043/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:03,  2.15it/s, loss=0.613, pair=0.006, adv=3.104, sprd=0.021]
Ep 043/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:05,  2.12it/s, loss=0.613, pair=0.006, adv=3.104, sprd=0.021]
Ep 043/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:05,  2.12it/s, loss=0.628, pair=0.001, adv=4.431, sprd=0.019]
Ep 043/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<02:56,  2.23it/s, loss=0.628, pair=0.001, adv=4.431, sprd=0.019]
Ep 043/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<02:56,  2.23it/s, loss=2.201, pair=0.001, adv=3.999, sprd=0.027]
Ep 043/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:09,  2.06it/s, loss=2.201, pair=0.001, adv=3.999, sprd=0.027]
Ep 043/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:09,  2.06it/s, loss=0.640, pair=0.002, adv=5.902, sprd=0.023]
Ep 043/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:02,  2.15it/s, loss=0.640, pair=0.002, adv=5.902, sprd=0.023]
Ep 043/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:02,  2.15it/s, loss=0.613, pair=0.001, adv=6.338, sprd=0.020]
Ep 043/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:12,  2.02it/s, loss=0.613, pair=0.001, adv=6.338, sprd=0.020]
Ep 043/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:12,  2.02it/s, loss=0.611, pair=0.002, adv=5.290, sprd=0.018]
Ep 043/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:02,  2.14it/s, loss=0.611, pair=0.002, adv=5.290, sprd=0.018]
Ep 043/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:02,  2.14it/s, loss=0.666, pair=0.004, adv=4.924, sprd=0.025]
Ep 043/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:08,  2.06it/s, loss=0.666, pair=0.004, adv=4.924, sprd=0.025]
Ep 043/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:08,  2.06it/s, loss=0.652, pair=0.012, adv=4.132, sprd=0.025]
Ep 043/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:00,  2.15it/s, loss=0.652, pair=0.012, adv=4.132, sprd=0.025]
Ep 043/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:00,  2.15it/s, loss=0.665, pair=0.009, adv=7.072, sprd=0.020]
Ep 043/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:04,  2.10it/s, loss=0.665, pair=0.009, adv=7.072, sprd=0.020]
Ep 043/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:04,  2.10it/s, loss=0.622, pair=0.002, adv=4.037, sprd=0.016]
Ep 043/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:52,  2.23it/s, loss=0.622, pair=0.002, adv=4.037, sprd=0.016]
Ep 043/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:52,  2.23it/s, loss=0.652, pair=0.000, adv=4.636, sprd=0.027]
Ep 043/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:05,  2.08it/s, loss=0.652, pair=0.000, adv=4.636, sprd=0.027]
Ep 043/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:05,  2.08it/s, loss=0.638, pair=0.003, adv=4.809, sprd=0.020]
Ep 043/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:05,  2.06it/s, loss=0.638, pair=0.003, adv=4.809, sprd=0.020]
Ep 043/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:05,  2.06it/s, loss=0.621, pair=0.002, adv=5.487, sprd=0.019]
Ep 043/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:11,  2.00it/s, loss=0.621, pair=0.002, adv=5.487, sprd=0.019]
Ep 043/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:11,  2.00it/s, loss=0.645, pair=0.004, adv=3.806, sprd=0.023]
Ep 043/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:00,  2.12it/s, loss=0.645, pair=0.004, adv=3.806, sprd=0.023]
Ep 043/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:00,  2.12it/s, loss=0.617, pair=0.000, adv=3.308, sprd=0.017]
Ep 043/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:01,  2.09it/s, loss=0.617, pair=0.000, adv=3.308, sprd=0.017]
Ep 043/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:01,  2.09it/s, loss=0.650, pair=0.004, adv=3.642, sprd=0.023]
Ep 043/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:54,  2.17it/s, loss=0.650, pair=0.004, adv=3.642, sprd=0.023]
Ep 043/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:54,  2.17it/s, loss=0.639, pair=0.005, adv=4.841, sprd=0.021]
Ep 043/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:06,  2.03it/s, loss=0.639, pair=0.005, adv=4.841, sprd=0.021]
Ep 043/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:06,  2.03it/s, loss=0.685, pair=0.007, adv=5.155, sprd=0.027]
Ep 043/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:56,  2.14it/s, loss=0.685, pair=0.007, adv=5.155, sprd=0.027]
Ep 043/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:56,  2.14it/s, loss=0.651, pair=0.004, adv=5.301, sprd=0.021]
Ep 043/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:00,  2.09it/s, loss=0.651, pair=0.004, adv=5.301, sprd=0.021]
Ep 043/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:00,  2.09it/s, loss=0.630, pair=0.001, adv=6.103, sprd=0.019]
Ep 043/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:52,  2.17it/s, loss=0.630, pair=0.001, adv=6.103, sprd=0.019]
Ep 043/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:52,  2.17it/s, loss=0.657, pair=0.002, adv=6.324, sprd=0.026]
Ep 043/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:01,  2.06it/s, loss=0.657, pair=0.002, adv=6.324, sprd=0.026]
Ep 043/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:01,  2.06it/s, loss=0.586, pair=0.002, adv=3.949, sprd=0.014]
Ep 043/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:52,  2.17it/s, loss=0.586, pair=0.002, adv=3.949, sprd=0.014]
Ep 043/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:52,  2.17it/s, loss=0.612, pair=0.000, adv=5.969, sprd=0.019]
Ep 043/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:01,  2.05it/s, loss=0.612, pair=0.000, adv=5.969, sprd=0.019]
Ep 043/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:01,  2.05it/s, loss=0.651, pair=0.001, adv=5.100, sprd=0.022]
Ep 043/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:51,  2.16it/s, loss=0.651, pair=0.001, adv=5.100, sprd=0.022]
Ep 043/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:51,  2.16it/s, loss=0.672, pair=0.020, adv=5.603, sprd=0.028]
Ep 043/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:00,  2.05it/s, loss=0.672, pair=0.020, adv=5.603, sprd=0.028]
Ep 043/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:00,  2.05it/s, loss=0.699, pair=0.001, adv=3.879, sprd=0.034]
Ep 043/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:53,  2.12it/s, loss=0.699, pair=0.001, adv=3.879, sprd=0.034]
Ep 043/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:53,  2.12it/s, loss=0.628, pair=0.004, adv=5.463, sprd=0.020]
Ep 043/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:00,  2.04it/s, loss=0.628, pair=0.004, adv=5.463, sprd=0.020]
Ep 043/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:00,  2.04it/s, loss=0.633, pair=0.000, adv=6.270, sprd=0.023]
Ep 043/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:53,  2.12it/s, loss=0.633, pair=0.000, adv=6.270, sprd=0.023]
Ep 043/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:53,  2.12it/s, loss=0.666, pair=0.002, adv=6.155, sprd=0.025]
Ep 043/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:00,  2.03it/s, loss=0.666, pair=0.002, adv=6.155, sprd=0.025]
Ep 043/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:00,  2.03it/s, loss=0.641, pair=0.001, adv=5.414, sprd=0.021]
Ep 043/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:50,  2.14it/s, loss=0.641, pair=0.001, adv=5.414, sprd=0.021]
Ep 043/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:50,  2.14it/s, loss=0.605, pair=0.002, adv=4.293, sprd=0.018]
Ep 043/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:57,  2.05it/s, loss=0.605, pair=0.002, adv=4.293, sprd=0.018]
Ep 043/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:57,  2.05it/s, loss=0.619, pair=0.003, adv=5.050, sprd=0.019]
Ep 043/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:48,  2.16it/s, loss=0.619, pair=0.003, adv=5.050, sprd=0.019]
Ep 043/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:48,  2.16it/s, loss=0.592, pair=0.010, adv=4.616, sprd=0.014]
Ep 043/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:55,  2.07it/s, loss=0.592, pair=0.010, adv=4.616, sprd=0.014]
Ep 043/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:55,  2.07it/s, loss=0.668, pair=0.000, adv=6.937, sprd=0.024]
Ep 043/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:46,  2.17it/s, loss=0.668, pair=0.000, adv=6.937, sprd=0.024]
Ep 043/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:46,  2.17it/s, loss=0.627, pair=0.002, adv=4.747, sprd=0.019]
Ep 043/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:03,  1.96it/s, loss=0.627, pair=0.002, adv=4.747, sprd=0.019]
Ep 043/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:03,  1.96it/s, loss=0.631, pair=0.010, adv=3.779, sprd=0.020]
Ep 043/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:53,  2.07it/s, loss=0.631, pair=0.010, adv=3.779, sprd=0.020]
Ep 043/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:53,  2.07it/s, loss=0.603, pair=0.000, adv=4.887, sprd=0.016]
Ep 043/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:57,  2.01it/s, loss=0.603, pair=0.000, adv=4.887, sprd=0.016]
Ep 043/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:57,  2.01it/s, loss=0.674, pair=0.009, adv=6.782, sprd=0.024]
Ep 043/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:47,  2.13it/s, loss=0.674, pair=0.009, adv=6.782, sprd=0.024]
Ep 043/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:47,  2.13it/s, loss=0.673, pair=0.001, adv=6.562, sprd=0.028]
Ep 043/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:54,  2.04it/s, loss=0.673, pair=0.001, adv=6.562, sprd=0.028]
Ep 043/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:54,  2.04it/s, loss=0.633, pair=0.000, adv=6.469, sprd=0.023]
Ep 043/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:47,  2.11it/s, loss=0.633, pair=0.000, adv=6.469, sprd=0.023]
Ep 043/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.11it/s, loss=0.587, pair=0.004, adv=6.284, sprd=0.014]
Ep 043/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:53,  2.04it/s, loss=0.587, pair=0.004, adv=6.284, sprd=0.014]
Ep 043/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:53,  2.04it/s, loss=0.616, pair=0.003, adv=7.359, sprd=0.018]
Ep 043/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:45,  2.13it/s, loss=0.616, pair=0.003, adv=7.359, sprd=0.018]
Ep 043/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:45,  2.13it/s, loss=0.657, pair=0.014, adv=5.089, sprd=0.024]
Ep 043/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:54,  2.02it/s, loss=0.657, pair=0.014, adv=5.089, sprd=0.024]
Ep 043/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:54,  2.02it/s, loss=0.674, pair=0.014, adv=4.626, sprd=0.026]
Ep 043/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:45,  2.12it/s, loss=0.674, pair=0.014, adv=4.626, sprd=0.026]
Ep 043/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:45,  2.12it/s, loss=0.628, pair=0.006, adv=6.147, sprd=0.019]
Ep 043/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.02it/s, loss=0.628, pair=0.006, adv=6.147, sprd=0.019]
Ep 043/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.02it/s, loss=0.619, pair=0.005, adv=5.497, sprd=0.017]
Ep 043/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:42,  2.15it/s, loss=0.619, pair=0.005, adv=5.497, sprd=0.017]
Ep 043/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:42,  2.15it/s, loss=0.635, pair=0.001, adv=5.272, sprd=0.023]
Ep 043/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:57,  1.96it/s, loss=0.635, pair=0.001, adv=5.272, sprd=0.023]
Ep 043/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:57,  1.96it/s, loss=0.597, pair=0.003, adv=5.436, sprd=0.014]
Ep 043/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:49,  2.05it/s, loss=0.597, pair=0.003, adv=5.436, sprd=0.014]
Ep 043/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:49,  2.05it/s, loss=0.630, pair=0.001, adv=4.026, sprd=0.018]
Ep 043/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:06,  1.86it/s, loss=0.630, pair=0.001, adv=4.026, sprd=0.018]
Ep 043/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:06,  1.86it/s, loss=0.650, pair=0.006, adv=6.631, sprd=0.021]
Ep 043/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:55,  1.97it/s, loss=0.650, pair=0.006, adv=6.631, sprd=0.021]
Ep 043/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:55,  1.97it/s, loss=0.611, pair=0.006, adv=4.024, sprd=0.018]
Ep 043/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:06,  1.85it/s, loss=0.611, pair=0.006, adv=4.024, sprd=0.018]
Ep 043/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:06,  1.85it/s, loss=0.636, pair=0.002, adv=3.027, sprd=0.032]
Ep 043/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:56,  1.94it/s, loss=0.636, pair=0.002, adv=3.027, sprd=0.032]
Ep 043/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:56,  1.94it/s, loss=0.600, pair=0.002, adv=4.361, sprd=0.014]
Ep 043/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:05,  1.84it/s, loss=0.600, pair=0.002, adv=4.361, sprd=0.014]
Ep 043/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:05,  1.84it/s, loss=0.620, pair=0.001, adv=5.187, sprd=0.020]
Ep 043/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:55,  1.94it/s, loss=0.620, pair=0.001, adv=5.187, sprd=0.020]
Ep 043/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:55,  1.94it/s, loss=0.666, pair=0.000, adv=4.363, sprd=0.026]
Ep 043/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<03:08,  1.81it/s, loss=0.666, pair=0.000, adv=4.363, sprd=0.026]
Ep 043/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:08,  1.81it/s, loss=0.632, pair=0.000, adv=3.550, sprd=0.022]
Ep 043/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:56,  1.92it/s, loss=0.632, pair=0.000, adv=3.550, sprd=0.022]
Ep 043/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:56,  1.92it/s, loss=0.587, pair=0.001, adv=6.019, sprd=0.012]
Ep 043/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<03:04,  1.83it/s, loss=0.587, pair=0.001, adv=6.019, sprd=0.012]
Ep 043/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:04,  1.83it/s, loss=0.624, pair=0.003, adv=4.758, sprd=0.019]
Ep 043/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:53,  1.94it/s, loss=0.624, pair=0.003, adv=4.758, sprd=0.019]
Ep 043/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:53,  1.94it/s, loss=0.628, pair=0.002, adv=4.266, sprd=0.020]
Ep 043/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<03:05,  1.82it/s, loss=0.628, pair=0.002, adv=4.266, sprd=0.020]
Ep 043/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:05,  1.82it/s, loss=0.601, pair=0.014, adv=4.903, sprd=0.016]
Ep 043/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:53,  1.93it/s, loss=0.601, pair=0.014, adv=4.903, sprd=0.016]
Ep 043/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:53,  1.93it/s, loss=0.696, pair=0.004, adv=5.262, sprd=0.035]
Ep 043/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<03:07,  1.79it/s, loss=0.696, pair=0.004, adv=5.262, sprd=0.035]
Ep 043/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<03:07,  1.79it/s, loss=0.657, pair=0.003, adv=4.828, sprd=0.023]
Ep 043/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:53,  1.92it/s, loss=0.657, pair=0.003, adv=4.828, sprd=0.023]
Ep 043/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:53,  1.92it/s, loss=0.633, pair=0.002, adv=5.045, sprd=0.021]
Ep 043/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<03:15,  1.70it/s, loss=0.633, pair=0.002, adv=5.045, sprd=0.021]
Ep 043/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:15,  1.70it/s, loss=0.638, pair=0.002, adv=5.424, sprd=0.024]
Ep 043/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<03:02,  1.81it/s, loss=0.638, pair=0.002, adv=5.424, sprd=0.024]
Ep 043/80 [S3:+sens]:  27%|▌ | 122/453 [01:02<03:02,  1.81it/s, loss=0.633, pair=0.006, adv=4.104, sprd=0.021]
Ep 043/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:06,  1.77it/s, loss=0.633, pair=0.006, adv=4.104, sprd=0.021]
Ep 043/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:06,  1.77it/s, loss=0.630, pair=0.000, adv=5.159, sprd=0.022]
Ep 043/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:54,  1.89it/s, loss=0.630, pair=0.000, adv=5.159, sprd=0.022]
Ep 043/80 [S3:+sens]:  27%|▌ | 124/453 [01:03<02:54,  1.89it/s, loss=0.602, pair=0.003, adv=6.324, sprd=0.015]
Ep 043/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:01,  1.81it/s, loss=0.602, pair=0.003, adv=6.324, sprd=0.015]
Ep 043/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:01,  1.81it/s, loss=0.599, pair=0.002, adv=4.569, sprd=0.016]
Ep 043/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:47,  1.95it/s, loss=0.599, pair=0.002, adv=4.569, sprd=0.016]
Ep 043/80 [S3:+sens]:  28%|▌ | 126/453 [01:04<02:47,  1.95it/s, loss=0.642, pair=0.001, adv=4.489, sprd=0.024]
Ep 043/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<03:01,  1.79it/s, loss=0.642, pair=0.001, adv=4.489, sprd=0.024]
Ep 043/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<03:01,  1.79it/s, loss=0.633, pair=0.003, adv=7.656, sprd=0.018]
Ep 043/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:49,  1.92it/s, loss=0.633, pair=0.003, adv=7.656, sprd=0.018]
Ep 043/80 [S3:+sens]:  28%|▌ | 128/453 [01:05<02:49,  1.92it/s, loss=0.682, pair=0.006, adv=5.267, sprd=0.021]
Ep 043/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:58,  1.82it/s, loss=0.682, pair=0.006, adv=5.267, sprd=0.021]
Ep 043/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:58,  1.82it/s, loss=0.620, pair=0.002, adv=6.000, sprd=0.018]
Ep 043/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:47,  1.93it/s, loss=0.620, pair=0.002, adv=6.000, sprd=0.018]
Ep 043/80 [S3:+sens]:  29%|▌ | 130/453 [01:06<02:47,  1.93it/s, loss=0.549, pair=0.001, adv=2.502, sprd=0.024]
Ep 043/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<02:56,  1.83it/s, loss=0.549, pair=0.001, adv=2.502, sprd=0.024]
Ep 043/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<02:56,  1.83it/s, loss=0.666, pair=0.001, adv=6.533, sprd=0.032]
Ep 043/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:50,  1.89it/s, loss=0.666, pair=0.001, adv=6.533, sprd=0.032]
Ep 043/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:50,  1.89it/s, loss=0.614, pair=0.001, adv=6.042, sprd=0.016]
Ep 043/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:56,  1.81it/s, loss=0.614, pair=0.001, adv=6.042, sprd=0.016]
Ep 043/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:56,  1.81it/s, loss=0.671, pair=0.007, adv=3.530, sprd=0.024]
Ep 043/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:44,  1.94it/s, loss=0.671, pair=0.007, adv=3.530, sprd=0.024]
Ep 043/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:44,  1.94it/s, loss=0.669, pair=0.001, adv=7.552, sprd=0.023]
Ep 043/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:47,  1.90it/s, loss=0.669, pair=0.001, adv=7.552, sprd=0.023]
Ep 043/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:47,  1.90it/s, loss=0.627, pair=0.005, adv=4.317, sprd=0.021]
Ep 043/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:36,  2.03it/s, loss=0.627, pair=0.005, adv=4.317, sprd=0.021]
Ep 043/80 [S3:+sens]:  30%|▌ | 136/453 [01:09<02:36,  2.03it/s, loss=0.672, pair=0.004, adv=4.995, sprd=0.028]
Ep 043/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:43,  1.94it/s, loss=0.672, pair=0.004, adv=4.995, sprd=0.028]
Ep 043/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:43,  1.94it/s, loss=0.628, pair=0.003, adv=7.180, sprd=0.022]
Ep 043/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:35,  2.03it/s, loss=0.628, pair=0.003, adv=7.180, sprd=0.022]
Ep 043/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:35,  2.03it/s, loss=0.607, pair=0.000, adv=6.092, sprd=0.013]
Ep 043/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:34,  2.03it/s, loss=0.607, pair=0.000, adv=6.092, sprd=0.013]
Ep 043/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:34,  2.03it/s, loss=0.594, pair=0.000, adv=6.576, sprd=0.014]
Ep 043/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:24,  2.16it/s, loss=0.594, pair=0.000, adv=6.576, sprd=0.014]
Ep 043/80 [S3:+sens]:  31%|▌ | 140/453 [01:11<02:24,  2.16it/s, loss=0.663, pair=0.002, adv=5.106, sprd=0.026]
Ep 043/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:31,  2.06it/s, loss=0.663, pair=0.002, adv=5.106, sprd=0.026]
Ep 043/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:31,  2.06it/s, loss=0.686, pair=0.002, adv=5.692, sprd=0.029]
Ep 043/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:25,  2.14it/s, loss=0.686, pair=0.002, adv=5.692, sprd=0.029]
Ep 043/80 [S3:+sens]:  31%|▋ | 142/453 [01:12<02:25,  2.14it/s, loss=0.620, pair=0.003, adv=4.635, sprd=0.020]
Ep 043/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:31,  2.04it/s, loss=0.620, pair=0.003, adv=4.635, sprd=0.020]
Ep 043/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:31,  2.04it/s, loss=0.616, pair=0.004, adv=4.912, sprd=0.017]
Ep 043/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:24,  2.14it/s, loss=0.616, pair=0.004, adv=4.912, sprd=0.017]
Ep 043/80 [S3:+sens]:  32%|▋ | 144/453 [01:13<02:24,  2.14it/s, loss=0.634, pair=0.007, adv=4.347, sprd=0.021]
Ep 043/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:28,  2.07it/s, loss=0.634, pair=0.007, adv=4.347, sprd=0.021]
Ep 043/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:28,  2.07it/s, loss=0.605, pair=0.004, adv=4.204, sprd=0.017]
Ep 043/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:20,  2.18it/s, loss=0.605, pair=0.004, adv=4.204, sprd=0.017]
Ep 043/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:20,  2.18it/s, loss=0.662, pair=0.002, adv=5.423, sprd=0.027]
Ep 043/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:29,  2.05it/s, loss=0.662, pair=0.002, adv=5.423, sprd=0.027]
Ep 043/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:29,  2.05it/s, loss=0.661, pair=0.005, adv=4.231, sprd=0.027]
Ep 043/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:22,  2.13it/s, loss=0.661, pair=0.005, adv=4.231, sprd=0.027]
Ep 043/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:22,  2.13it/s, loss=0.618, pair=0.000, adv=4.219, sprd=0.019]
Ep 043/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:36,  1.94it/s, loss=0.618, pair=0.000, adv=4.219, sprd=0.019]
Ep 043/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:36,  1.94it/s, loss=0.618, pair=0.000, adv=4.905, sprd=0.017]
Ep 043/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:26,  2.07it/s, loss=0.618, pair=0.000, adv=4.905, sprd=0.017]
Ep 043/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:26,  2.07it/s, loss=0.741, pair=0.004, adv=3.638, sprd=0.030]
Ep 043/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:30,  2.01it/s, loss=0.741, pair=0.004, adv=3.638, sprd=0.030]
Ep 043/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:30,  2.01it/s, loss=0.604, pair=0.010, adv=5.490, sprd=0.011]
Ep 043/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:18,  2.17it/s, loss=0.604, pair=0.010, adv=5.490, sprd=0.011]
Ep 043/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:18,  2.17it/s, loss=0.617, pair=0.001, adv=3.991, sprd=0.020]
Ep 043/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:25,  2.06it/s, loss=0.617, pair=0.001, adv=3.991, sprd=0.020]
Ep 043/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:25,  2.06it/s, loss=0.601, pair=0.006, adv=5.582, sprd=0.014]
Ep 043/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:17,  2.18it/s, loss=0.601, pair=0.006, adv=5.582, sprd=0.014]
Ep 043/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:17,  2.18it/s, loss=0.638, pair=0.002, adv=3.596, sprd=0.021]
Ep 043/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:23,  2.08it/s, loss=0.638, pair=0.002, adv=3.596, sprd=0.021]
Ep 043/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:23,  2.08it/s, loss=0.611, pair=0.001, adv=5.223, sprd=0.020]
Ep 043/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:16,  2.17it/s, loss=0.611, pair=0.001, adv=5.223, sprd=0.020]
Ep 043/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:16,  2.17it/s, loss=0.659, pair=0.001, adv=4.168, sprd=0.024]
Ep 043/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:21,  2.09it/s, loss=0.659, pair=0.001, adv=4.168, sprd=0.024]
Ep 043/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:21,  2.09it/s, loss=0.649, pair=0.001, adv=6.267, sprd=0.021]
Ep 043/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:15,  2.18it/s, loss=0.649, pair=0.001, adv=6.267, sprd=0.021]
Ep 043/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:15,  2.18it/s, loss=0.629, pair=0.001, adv=3.538, sprd=0.021]
Ep 043/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:23,  2.05it/s, loss=0.629, pair=0.001, adv=3.538, sprd=0.021]
Ep 043/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:23,  2.05it/s, loss=0.595, pair=0.002, adv=6.605, sprd=0.015]
Ep 043/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:16,  2.14it/s, loss=0.595, pair=0.002, adv=6.605, sprd=0.015]
Ep 043/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:16,  2.14it/s, loss=0.672, pair=0.001, adv=3.797, sprd=0.022]
Ep 043/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:23,  2.04it/s, loss=0.672, pair=0.001, adv=3.797, sprd=0.022]
Ep 043/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:23,  2.04it/s, loss=0.628, pair=0.001, adv=4.987, sprd=0.021]
Ep 043/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:16,  2.13it/s, loss=0.628, pair=0.001, adv=4.987, sprd=0.021]
Ep 043/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:16,  2.13it/s, loss=0.640, pair=0.000, adv=4.626, sprd=0.022]
Ep 043/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:23,  2.03it/s, loss=0.640, pair=0.000, adv=4.626, sprd=0.022]
Ep 043/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:23,  2.03it/s, loss=0.647, pair=0.001, adv=4.264, sprd=0.024]
Ep 043/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:16,  2.12it/s, loss=0.647, pair=0.001, adv=4.264, sprd=0.024]
Ep 043/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:16,  2.12it/s, loss=0.632, pair=0.001, adv=4.954, sprd=0.019]
Ep 043/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:19,  2.07it/s, loss=0.632, pair=0.001, adv=4.954, sprd=0.019]
Ep 043/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:19,  2.07it/s, loss=0.655, pair=0.003, adv=5.866, sprd=0.020]
Ep 043/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:12,  2.17it/s, loss=0.655, pair=0.003, adv=5.866, sprd=0.020]
Ep 043/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:12,  2.17it/s, loss=0.685, pair=0.006, adv=5.983, sprd=0.029]
Ep 043/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:18,  2.06it/s, loss=0.685, pair=0.006, adv=5.983, sprd=0.029]
Ep 043/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:18,  2.06it/s, loss=0.620, pair=0.003, adv=6.913, sprd=0.017]
Ep 043/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:10,  2.18it/s, loss=0.620, pair=0.003, adv=6.913, sprd=0.017]
Ep 043/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:10,  2.18it/s, loss=0.613, pair=0.001, adv=5.932, sprd=0.013]
Ep 043/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:14,  2.11it/s, loss=0.613, pair=0.001, adv=5.932, sprd=0.013]
Ep 043/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:14,  2.11it/s, loss=0.652, pair=0.004, adv=3.576, sprd=0.023]
Ep 043/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:09,  2.19it/s, loss=0.652, pair=0.004, adv=3.576, sprd=0.023]
Ep 043/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:09,  2.19it/s, loss=0.650, pair=0.001, adv=5.431, sprd=0.024]
Ep 043/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:15,  2.08it/s, loss=0.650, pair=0.001, adv=5.431, sprd=0.024]
Ep 043/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:15,  2.08it/s, loss=0.645, pair=0.001, adv=6.472, sprd=0.018]
Ep 043/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:07,  2.20it/s, loss=0.645, pair=0.001, adv=6.472, sprd=0.018]
Ep 043/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:07,  2.20it/s, loss=0.597, pair=0.009, adv=4.285, sprd=0.016]
Ep 043/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:14,  2.09it/s, loss=0.597, pair=0.009, adv=4.285, sprd=0.016]
Ep 043/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:14,  2.09it/s, loss=0.616, pair=0.002, adv=5.462, sprd=0.020]
Ep 043/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:09,  2.15it/s, loss=0.616, pair=0.002, adv=5.462, sprd=0.020]
Ep 043/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:09,  2.15it/s, loss=0.640, pair=0.001, adv=4.118, sprd=0.020]
Ep 043/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:14,  2.07it/s, loss=0.640, pair=0.001, adv=4.118, sprd=0.020]
Ep 043/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:14,  2.07it/s, loss=0.596, pair=0.001, adv=6.227, sprd=0.014]
Ep 043/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:07,  2.18it/s, loss=0.596, pair=0.001, adv=6.227, sprd=0.014]
Ep 043/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:07,  2.18it/s, loss=0.628, pair=0.001, adv=5.630, sprd=0.022]
Ep 043/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:21,  1.95it/s, loss=0.628, pair=0.001, adv=5.630, sprd=0.022]
Ep 043/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:21,  1.95it/s, loss=0.660, pair=0.000, adv=5.180, sprd=0.023]
Ep 043/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:11,  2.09it/s, loss=0.660, pair=0.000, adv=5.180, sprd=0.023]
Ep 043/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:11,  2.09it/s, loss=0.606, pair=0.002, adv=6.787, sprd=0.013]
Ep 043/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:15,  2.03it/s, loss=0.606, pair=0.002, adv=6.787, sprd=0.013]
Ep 043/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:15,  2.03it/s, loss=0.603, pair=0.000, adv=4.699, sprd=0.019]
Ep 043/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:10,  2.10it/s, loss=0.603, pair=0.000, adv=4.699, sprd=0.019]
Ep 043/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:10,  2.10it/s, loss=0.596, pair=0.000, adv=3.167, sprd=0.019]
Ep 043/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:13,  2.04it/s, loss=0.596, pair=0.000, adv=3.167, sprd=0.019]
Ep 043/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:13,  2.04it/s, loss=0.623, pair=0.000, adv=5.709, sprd=0.021]
Ep 043/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=0.623, pair=0.000, adv=5.709, sprd=0.021]
Ep 043/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:07,  2.13it/s, loss=0.660, pair=0.002, adv=5.593, sprd=0.024]
Ep 043/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:12,  2.04it/s, loss=0.660, pair=0.002, adv=5.593, sprd=0.024]
Ep 043/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:12,  2.04it/s, loss=0.642, pair=0.002, adv=6.559, sprd=0.022]
Ep 043/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:06,  2.13it/s, loss=0.642, pair=0.002, adv=6.559, sprd=0.022]
Ep 043/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:06,  2.13it/s, loss=0.676, pair=0.002, adv=7.076, sprd=0.030]
Ep 043/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:11,  2.03it/s, loss=0.676, pair=0.002, adv=7.076, sprd=0.030]
Ep 043/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:11,  2.03it/s, loss=0.625, pair=0.000, adv=6.524, sprd=0.020]
Ep 043/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:05,  2.12it/s, loss=0.625, pair=0.000, adv=6.524, sprd=0.020]
Ep 043/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:05,  2.12it/s, loss=0.657, pair=0.000, adv=4.563, sprd=0.023]
Ep 043/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:08,  2.06it/s, loss=0.657, pair=0.000, adv=4.563, sprd=0.023]
Ep 043/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:08,  2.06it/s, loss=0.627, pair=0.003, adv=6.571, sprd=0.019]
Ep 043/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:02,  2.17it/s, loss=0.627, pair=0.003, adv=6.571, sprd=0.019]
Ep 043/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:02,  2.17it/s, loss=0.640, pair=0.000, adv=5.141, sprd=0.018]
Ep 043/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:07,  2.08it/s, loss=0.640, pair=0.000, adv=5.141, sprd=0.018]
Ep 043/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:07,  2.08it/s, loss=0.663, pair=0.000, adv=4.050, sprd=0.026]
Ep 043/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:01,  2.16it/s, loss=0.663, pair=0.000, adv=4.050, sprd=0.026]
Ep 043/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:01,  2.16it/s, loss=0.637, pair=0.000, adv=4.759, sprd=0.021]
Ep 043/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:04,  2.10it/s, loss=0.637, pair=0.000, adv=4.759, sprd=0.021]
Ep 043/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:04,  2.10it/s, loss=0.624, pair=0.004, adv=4.391, sprd=0.016]
Ep 043/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<01:56,  2.24it/s, loss=0.624, pair=0.004, adv=4.391, sprd=0.016]
Ep 043/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<01:56,  2.24it/s, loss=0.676, pair=0.000, adv=6.037, sprd=0.026]
Ep 043/80 [S3:+sens]:  43%|▊ | 193/453 [01:35<02:05,  2.08it/s, loss=0.676, pair=0.000, adv=6.037, sprd=0.026]
Ep 043/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:05,  2.08it/s, loss=0.665, pair=0.000, adv=5.366, sprd=0.026]
Ep 043/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:59,  2.17it/s, loss=0.665, pair=0.000, adv=5.366, sprd=0.026]
Ep 043/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:59,  2.17it/s, loss=0.635, pair=0.000, adv=5.212, sprd=0.017]
Ep 043/80 [S3:+sens]:  43%|▊ | 195/453 [01:36<02:03,  2.09it/s, loss=0.635, pair=0.000, adv=5.212, sprd=0.017]
Ep 043/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:03,  2.09it/s, loss=0.627, pair=0.005, adv=5.963, sprd=0.019]
Ep 043/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:56,  2.20it/s, loss=0.627, pair=0.005, adv=5.963, sprd=0.019]
Ep 043/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:56,  2.20it/s, loss=0.636, pair=0.004, adv=4.422, sprd=0.019]
Ep 043/80 [S3:+sens]:  43%|▊ | 197/453 [01:37<01:58,  2.15it/s, loss=0.636, pair=0.004, adv=4.422, sprd=0.019]
Ep 043/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<01:58,  2.15it/s, loss=0.606, pair=0.004, adv=6.554, sprd=0.013]
Ep 043/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:51,  2.28it/s, loss=0.606, pair=0.004, adv=6.554, sprd=0.013]
Ep 043/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:51,  2.28it/s, loss=1.595, pair=0.000, adv=5.123, sprd=0.027]
Ep 043/80 [S3:+sens]:  44%|▉ | 199/453 [01:38<02:00,  2.11it/s, loss=1.595, pair=0.000, adv=5.123, sprd=0.027]
Ep 043/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:00,  2.11it/s, loss=0.602, pair=0.000, adv=3.034, sprd=0.021]
Ep 043/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:54,  2.21it/s, loss=0.602, pair=0.000, adv=3.034, sprd=0.021]
Ep 043/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:54,  2.21it/s, loss=0.672, pair=0.000, adv=6.226, sprd=0.023]
Ep 043/80 [S3:+sens]:  44%|▉ | 201/453 [01:39<02:05,  2.01it/s, loss=0.672, pair=0.000, adv=6.226, sprd=0.023]
Ep 043/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.01it/s, loss=0.606, pair=0.000, adv=6.644, sprd=0.015]
Ep 043/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:57,  2.13it/s, loss=0.606, pair=0.000, adv=6.644, sprd=0.015]
Ep 043/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:57,  2.13it/s, loss=0.615, pair=0.004, adv=5.019, sprd=0.016]
Ep 043/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<01:59,  2.09it/s, loss=0.615, pair=0.004, adv=5.019, sprd=0.016]
Ep 043/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:59,  2.09it/s, loss=0.634, pair=0.000, adv=3.333, sprd=0.021]
Ep 043/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:53,  2.19it/s, loss=0.634, pair=0.000, adv=3.333, sprd=0.021]
Ep 043/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:53,  2.19it/s, loss=0.616, pair=0.000, adv=4.302, sprd=0.017]
Ep 043/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<02:02,  2.02it/s, loss=0.616, pair=0.000, adv=4.302, sprd=0.017]
Ep 043/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:02,  2.02it/s, loss=0.841, pair=0.620, adv=5.213, sprd=0.019]
Ep 043/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:56,  2.12it/s, loss=0.841, pair=0.620, adv=5.213, sprd=0.019]
Ep 043/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:56,  2.12it/s, loss=0.968, pair=0.989, adv=6.945, sprd=0.017]
Ep 043/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<02:05,  1.96it/s, loss=0.968, pair=0.989, adv=6.945, sprd=0.017]
Ep 043/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:05,  1.96it/s, loss=0.648, pair=0.000, adv=7.518, sprd=0.022]
Ep 043/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<02:00,  2.03it/s, loss=0.648, pair=0.000, adv=7.518, sprd=0.022]
Ep 043/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<02:00,  2.03it/s, loss=0.696, pair=0.001, adv=5.752, sprd=0.024]
Ep 043/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<02:08,  1.90it/s, loss=0.696, pair=0.001, adv=5.752, sprd=0.024]
Ep 043/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:08,  1.90it/s, loss=0.630, pair=0.001, adv=5.125, sprd=0.023]
Ep 043/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<02:03,  1.96it/s, loss=0.630, pair=0.001, adv=5.125, sprd=0.023]
Ep 043/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<02:03,  1.96it/s, loss=0.629, pair=0.003, adv=7.742, sprd=0.019]
Ep 043/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<02:11,  1.84it/s, loss=0.629, pair=0.003, adv=7.742, sprd=0.019]
Ep 043/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:11,  1.84it/s, loss=1.737, pair=3.021, adv=8.609, sprd=0.030]
Ep 043/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<02:04,  1.94it/s, loss=1.737, pair=3.021, adv=8.609, sprd=0.030]
Ep 043/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<02:04,  1.94it/s, loss=0.607, pair=0.002, adv=7.911, sprd=0.016]
Ep 043/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<02:10,  1.83it/s, loss=0.607, pair=0.002, adv=7.911, sprd=0.016]
Ep 043/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:10,  1.83it/s, loss=0.626, pair=0.000, adv=5.242, sprd=0.023]
Ep 043/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<02:04,  1.92it/s, loss=0.626, pair=0.000, adv=5.242, sprd=0.023]
Ep 043/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<02:04,  1.92it/s, loss=0.643, pair=0.020, adv=7.494, sprd=0.022]
Ep 043/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<02:11,  1.81it/s, loss=0.643, pair=0.020, adv=7.494, sprd=0.022]
Ep 043/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:11,  1.81it/s, loss=0.600, pair=0.000, adv=6.070, sprd=0.017]
Ep 043/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<02:03,  1.91it/s, loss=0.600, pair=0.000, adv=6.070, sprd=0.017]
Ep 043/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:03,  1.91it/s, loss=1.109, pair=1.365, adv=7.307, sprd=0.013]
Ep 043/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<02:10,  1.80it/s, loss=1.109, pair=1.365, adv=7.307, sprd=0.013]
Ep 043/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<02:10,  1.80it/s, loss=0.635, pair=0.000, adv=6.868, sprd=0.020]
Ep 043/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<02:02,  1.92it/s, loss=0.635, pair=0.000, adv=6.868, sprd=0.020]
Ep 043/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:02,  1.92it/s, loss=1.107, pair=1.299, adv=6.565, sprd=0.023]
Ep 043/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:08,  1.82it/s, loss=1.107, pair=1.299, adv=6.565, sprd=0.023]
Ep 043/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:08,  1.82it/s, loss=0.654, pair=0.008, adv=9.789, sprd=0.029]
Ep 043/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<02:01,  1.91it/s, loss=0.654, pair=0.008, adv=9.789, sprd=0.029]
Ep 043/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<02:01,  1.91it/s, loss=1.345, pair=1.756, adv=6.059, sprd=0.017]
Ep 043/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<02:07,  1.82it/s, loss=1.345, pair=1.756, adv=6.059, sprd=0.017]
Ep 043/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<02:07,  1.82it/s, loss=0.977, pair=0.280, adv=6.003, sprd=0.024]
Ep 043/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<02:00,  1.92it/s, loss=0.977, pair=0.280, adv=6.003, sprd=0.024]
Ep 043/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<02:00,  1.92it/s, loss=2.499, pair=3.293, adv=9.805, sprd=0.013]
Ep 043/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:06,  1.82it/s, loss=2.499, pair=3.293, adv=9.805, sprd=0.013]
Ep 043/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:06,  1.82it/s, loss=1.961, pair=3.074, adv=5.798, sprd=0.015]
Ep 043/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:56,  1.96it/s, loss=1.961, pair=3.074, adv=5.798, sprd=0.015]
Ep 043/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:56,  1.96it/s, loss=1.794, pair=3.275, adv=6.542, sprd=0.014]
Ep 043/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<02:01,  1.88it/s, loss=1.794, pair=3.275, adv=6.542, sprd=0.014]
Ep 043/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<02:01,  1.88it/s, loss=1.138, pair=1.267, adv=5.660, sprd=0.016]
Ep 043/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:53,  2.00it/s, loss=1.138, pair=1.267, adv=5.660, sprd=0.016]
Ep 043/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:53,  2.00it/s, loss=1.501, pair=2.564, adv=8.421, sprd=0.009]
Ep 043/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:58,  1.91it/s, loss=1.501, pair=2.564, adv=8.421, sprd=0.009]
Ep 043/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:58,  1.91it/s, loss=2.372, pair=5.012, adv=7.543, sprd=0.019]
Ep 043/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:52,  1.99it/s, loss=2.372, pair=5.012, adv=7.543, sprd=0.019]
Ep 043/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:52,  1.99it/s, loss=1.421, pair=2.268, adv=5.916, sprd=0.015]
Ep 043/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:06,  1.77it/s, loss=1.421, pair=2.268, adv=5.916, sprd=0.015]
Ep 043/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:06,  1.77it/s, loss=0.713, pair=0.295, adv=7.118, sprd=0.017]
Ep 043/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:57,  1.90it/s, loss=0.713, pair=0.295, adv=7.118, sprd=0.017]
Ep 043/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:57,  1.90it/s, loss=0.819, pair=0.556, adv=6.659, sprd=0.018]
Ep 043/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:02,  1.81it/s, loss=0.819, pair=0.556, adv=6.659, sprd=0.018]
Ep 043/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:02,  1.81it/s, loss=0.876, pair=0.577, adv=5.900, sprd=0.024]
Ep 043/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:54,  1.92it/s, loss=0.876, pair=0.577, adv=5.900, sprd=0.024]
Ep 043/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:54,  1.92it/s, loss=1.376, pair=2.143, adv=6.468, sprd=0.015]
Ep 043/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:57,  1.87it/s, loss=1.376, pair=2.143, adv=6.468, sprd=0.015]
Ep 043/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:57,  1.87it/s, loss=0.651, pair=0.098, adv=8.845, sprd=0.015]
Ep 043/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:48,  2.02it/s, loss=0.651, pair=0.098, adv=8.845, sprd=0.015]
Ep 043/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:48,  2.02it/s, loss=0.686, pair=0.080, adv=5.357, sprd=0.023]
Ep 043/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:49,  1.98it/s, loss=0.686, pair=0.080, adv=5.357, sprd=0.023]
Ep 043/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:49,  1.98it/s, loss=0.807, pair=0.464, adv=4.943, sprd=0.023]
Ep 043/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:44,  2.08it/s, loss=0.807, pair=0.464, adv=4.943, sprd=0.023]
Ep 043/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:44,  2.08it/s, loss=0.678, pair=0.045, adv=4.653, sprd=0.026]
Ep 043/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:48,  1.99it/s, loss=0.678, pair=0.045, adv=4.653, sprd=0.026]
Ep 043/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:48,  1.99it/s, loss=0.770, pair=0.320, adv=4.389, sprd=0.027]
Ep 043/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:43,  2.08it/s, loss=0.770, pair=0.320, adv=4.389, sprd=0.027]
Ep 043/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:43,  2.08it/s, loss=0.671, pair=0.015, adv=4.855, sprd=0.023]
Ep 043/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:47,  1.99it/s, loss=0.671, pair=0.015, adv=4.855, sprd=0.023]
Ep 043/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:47,  1.99it/s, loss=0.706, pair=0.182, adv=4.336, sprd=0.021]
Ep 043/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:40,  2.11it/s, loss=0.706, pair=0.182, adv=4.336, sprd=0.021]
Ep 043/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:40,  2.11it/s, loss=0.676, pair=0.090, adv=3.586, sprd=0.025]
Ep 043/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:45,  2.02it/s, loss=0.676, pair=0.090, adv=3.586, sprd=0.025]
Ep 043/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:45,  2.02it/s, loss=0.762, pair=0.307, adv=3.437, sprd=0.019]
Ep 043/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:37,  2.17it/s, loss=0.762, pair=0.307, adv=3.437, sprd=0.019]
Ep 043/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:37,  2.17it/s, loss=1.320, pair=1.706, adv=5.778, sprd=0.036]
Ep 043/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:44,  2.01it/s, loss=1.320, pair=1.706, adv=5.778, sprd=0.036]
Ep 043/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:44,  2.01it/s, loss=0.690, pair=0.085, adv=4.380, sprd=0.024]
Ep 043/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:38,  2.12it/s, loss=0.690, pair=0.085, adv=4.380, sprd=0.024]
Ep 043/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:38,  2.12it/s, loss=0.716, pair=0.119, adv=6.119, sprd=0.028]
Ep 043/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:43,  2.01it/s, loss=0.716, pair=0.119, adv=6.119, sprd=0.028]
Ep 043/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:43,  2.01it/s, loss=0.689, pair=0.050, adv=4.465, sprd=0.026]
Ep 043/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:37,  2.12it/s, loss=0.689, pair=0.050, adv=4.465, sprd=0.026]
Ep 043/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:37,  2.12it/s, loss=0.690, pair=0.028, adv=4.861, sprd=0.022]
Ep 043/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:42,  2.02it/s, loss=0.690, pair=0.028, adv=4.861, sprd=0.022]
Ep 043/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:42,  2.02it/s, loss=0.613, pair=0.021, adv=4.461, sprd=0.018]
Ep 043/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:37,  2.11it/s, loss=0.613, pair=0.021, adv=4.461, sprd=0.018]
Ep 043/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:37,  2.11it/s, loss=0.646, pair=0.016, adv=6.435, sprd=0.022]
Ep 043/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:40,  2.03it/s, loss=0.646, pair=0.016, adv=6.435, sprd=0.022]
Ep 043/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:40,  2.03it/s, loss=0.688, pair=0.091, adv=3.400, sprd=0.025]
Ep 043/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:35,  2.13it/s, loss=0.688, pair=0.091, adv=3.400, sprd=0.025]
Ep 043/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:35,  2.13it/s, loss=0.654, pair=0.047, adv=6.592, sprd=0.021]
Ep 043/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:38,  2.06it/s, loss=0.654, pair=0.047, adv=6.592, sprd=0.021]
Ep 043/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:38,  2.06it/s, loss=0.660, pair=0.018, adv=5.568, sprd=0.024]
Ep 043/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:33,  2.16it/s, loss=0.660, pair=0.018, adv=5.568, sprd=0.024]
Ep 043/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:33,  2.16it/s, loss=0.694, pair=0.018, adv=4.503, sprd=0.026]
Ep 043/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:37,  2.05it/s, loss=0.694, pair=0.018, adv=4.503, sprd=0.026]
Ep 043/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:37,  2.05it/s, loss=0.644, pair=0.011, adv=4.579, sprd=0.022]
Ep 043/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:32,  2.15it/s, loss=0.644, pair=0.011, adv=4.579, sprd=0.022]
Ep 043/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:32,  2.15it/s, loss=0.663, pair=0.006, adv=5.149, sprd=0.023]
Ep 043/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:35,  2.07it/s, loss=0.663, pair=0.006, adv=5.149, sprd=0.023]
Ep 043/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:35,  2.07it/s, loss=1.493, pair=2.492, adv=6.071, sprd=0.019]
Ep 043/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:30,  2.18it/s, loss=1.493, pair=2.492, adv=6.071, sprd=0.019]
Ep 043/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:30,  2.18it/s, loss=0.636, pair=0.003, adv=3.764, sprd=0.022]
Ep 043/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:39,  1.97it/s, loss=0.636, pair=0.003, adv=3.764, sprd=0.022]
Ep 043/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:39,  1.97it/s, loss=0.649, pair=0.005, adv=4.263, sprd=0.019]
Ep 043/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:32,  2.12it/s, loss=0.649, pair=0.005, adv=4.263, sprd=0.019]
Ep 043/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:32,  2.12it/s, loss=0.659, pair=0.002, adv=5.130, sprd=0.024]
Ep 043/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:35,  2.03it/s, loss=0.659, pair=0.002, adv=5.130, sprd=0.024]
Ep 043/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:35,  2.03it/s, loss=0.668, pair=0.005, adv=3.611, sprd=0.026]
Ep 043/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:30,  2.14it/s, loss=0.668, pair=0.005, adv=3.611, sprd=0.026]
Ep 043/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:30,  2.14it/s, loss=0.661, pair=0.051, adv=3.991, sprd=0.021]
Ep 043/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:31,  2.09it/s, loss=0.661, pair=0.051, adv=3.991, sprd=0.021]
Ep 043/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:31,  2.09it/s, loss=0.623, pair=0.006, adv=3.414, sprd=0.021]
Ep 043/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:27,  2.17it/s, loss=0.623, pair=0.006, adv=3.414, sprd=0.021]
Ep 043/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:27,  2.17it/s, loss=0.641, pair=0.022, adv=3.425, sprd=0.024]
Ep 043/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:32,  2.05it/s, loss=0.641, pair=0.022, adv=3.425, sprd=0.024]
Ep 043/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:32,  2.05it/s, loss=0.646, pair=0.001, adv=3.532, sprd=0.023]
Ep 043/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:28,  2.14it/s, loss=0.646, pair=0.001, adv=3.532, sprd=0.023]
Ep 043/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:28,  2.14it/s, loss=0.643, pair=0.018, adv=5.505, sprd=0.023]
Ep 043/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:31,  2.06it/s, loss=0.643, pair=0.018, adv=5.505, sprd=0.023]
Ep 043/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:31,  2.06it/s, loss=1.430, pair=2.250, adv=4.713, sprd=0.021]
Ep 043/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:26,  2.17it/s, loss=1.430, pair=2.250, adv=4.713, sprd=0.021]
Ep 043/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:26,  2.17it/s, loss=0.635, pair=0.011, adv=4.243, sprd=0.022]
Ep 043/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:29,  2.07it/s, loss=0.635, pair=0.011, adv=4.243, sprd=0.022]
Ep 043/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:29,  2.07it/s, loss=0.646, pair=0.002, adv=5.111, sprd=0.019]
Ep 043/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:24,  2.20it/s, loss=0.646, pair=0.002, adv=5.111, sprd=0.019]
Ep 043/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:24,  2.20it/s, loss=0.661, pair=0.001, adv=3.847, sprd=0.024]
Ep 043/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:28,  2.08it/s, loss=0.661, pair=0.001, adv=3.847, sprd=0.024]
Ep 043/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:28,  2.08it/s, loss=0.605, pair=0.006, adv=4.656, sprd=0.016]
Ep 043/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:23,  2.18it/s, loss=0.605, pair=0.006, adv=4.656, sprd=0.016]
Ep 043/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:23,  2.18it/s, loss=0.658, pair=0.006, adv=4.015, sprd=0.026]
Ep 043/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:28,  2.06it/s, loss=0.658, pair=0.006, adv=4.015, sprd=0.026]
Ep 043/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:28,  2.06it/s, loss=0.641, pair=0.004, adv=5.248, sprd=0.024]
Ep 043/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:24,  2.15it/s, loss=0.641, pair=0.004, adv=5.248, sprd=0.024]
Ep 043/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:24,  2.15it/s, loss=0.691, pair=0.012, adv=4.106, sprd=0.017]
Ep 043/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:26,  2.09it/s, loss=0.691, pair=0.012, adv=4.106, sprd=0.017]
Ep 043/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:26,  2.09it/s, loss=0.626, pair=0.000, adv=3.615, sprd=0.019]
Ep 043/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:21,  2.19it/s, loss=0.626, pair=0.000, adv=3.615, sprd=0.019]
Ep 043/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:21,  2.19it/s, loss=0.663, pair=0.003, adv=4.833, sprd=0.027]
Ep 043/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:25,  2.09it/s, loss=0.663, pair=0.003, adv=4.833, sprd=0.027]
Ep 043/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:25,  2.09it/s, loss=0.631, pair=0.006, adv=4.629, sprd=0.023]
Ep 043/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:22,  2.14it/s, loss=0.631, pair=0.006, adv=4.629, sprd=0.023]
Ep 043/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:22,  2.14it/s, loss=0.650, pair=0.072, adv=4.733, sprd=0.021]
Ep 043/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:26,  2.03it/s, loss=0.650, pair=0.072, adv=4.733, sprd=0.021]
Ep 043/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:26,  2.03it/s, loss=0.630, pair=0.000, adv=4.000, sprd=0.022]
Ep 043/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:22,  2.13it/s, loss=0.630, pair=0.000, adv=4.000, sprd=0.022]
Ep 043/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:22,  2.13it/s, loss=0.629, pair=0.003, adv=4.479, sprd=0.019]
Ep 043/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:24,  2.06it/s, loss=0.629, pair=0.003, adv=4.479, sprd=0.019]
Ep 043/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:24,  2.06it/s, loss=0.654, pair=0.000, adv=6.018, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:20,  2.14it/s, loss=0.654, pair=0.000, adv=6.018, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:20,  2.14it/s, loss=0.641, pair=0.007, adv=5.052, sprd=0.020]
Ep 043/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:23,  2.05it/s, loss=0.641, pair=0.007, adv=5.052, sprd=0.020]
Ep 043/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:23,  2.05it/s, loss=0.677, pair=0.006, adv=4.622, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 282/453 [02:19<01:19,  2.15it/s, loss=0.677, pair=0.006, adv=4.622, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:19,  2.15it/s, loss=2.295, pair=4.734, adv=8.152, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:22,  2.06it/s, loss=2.295, pair=4.734, adv=8.152, sprd=0.025]
Ep 043/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:22,  2.06it/s, loss=0.621, pair=0.007, adv=4.518, sprd=0.017]
Ep 043/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:18,  2.16it/s, loss=0.621, pair=0.007, adv=4.518, sprd=0.017]
Ep 043/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:18,  2.16it/s, loss=0.612, pair=0.005, adv=4.605, sprd=0.018]
Ep 043/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:22,  2.04it/s, loss=0.612, pair=0.005, adv=4.605, sprd=0.018]
Ep 043/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:22,  2.04it/s, loss=0.648, pair=0.005, adv=6.842, sprd=0.021]
Ep 043/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:17,  2.17it/s, loss=0.648, pair=0.005, adv=6.842, sprd=0.021]
Ep 043/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.17it/s, loss=0.691, pair=0.011, adv=4.695, sprd=0.029]
Ep 043/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:26,  1.93it/s, loss=0.691, pair=0.011, adv=4.695, sprd=0.029]
Ep 043/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:26,  1.93it/s, loss=0.635, pair=0.020, adv=4.216, sprd=0.022]
Ep 043/80 [S3:+sens]:  64%|█▎| 288/453 [02:22<01:20,  2.05it/s, loss=0.635, pair=0.020, adv=4.216, sprd=0.022]
Ep 043/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:20,  2.05it/s, loss=0.756, pair=0.007, adv=5.118, sprd=0.028]
Ep 043/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:23,  1.97it/s, loss=0.756, pair=0.007, adv=5.118, sprd=0.028]
Ep 043/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:23,  1.97it/s, loss=0.632, pair=0.012, adv=5.567, sprd=0.023]
Ep 043/80 [S3:+sens]:  64%|█▎| 290/453 [02:23<01:18,  2.07it/s, loss=0.632, pair=0.012, adv=5.567, sprd=0.023]
Ep 043/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:18,  2.07it/s, loss=0.667, pair=0.011, adv=4.561, sprd=0.024]
Ep 043/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:20,  2.01it/s, loss=0.667, pair=0.011, adv=4.561, sprd=0.024]
Ep 043/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:20,  2.01it/s, loss=0.644, pair=0.004, adv=4.410, sprd=0.020]
Ep 043/80 [S3:+sens]:  64%|█▎| 292/453 [02:24<01:15,  2.12it/s, loss=0.644, pair=0.004, adv=4.410, sprd=0.020]
Ep 043/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:15,  2.12it/s, loss=0.786, pair=0.003, adv=4.380, sprd=0.018]
Ep 043/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:17,  2.07it/s, loss=0.786, pair=0.003, adv=4.380, sprd=0.018]
Ep 043/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:17,  2.07it/s, loss=0.659, pair=0.005, adv=7.104, sprd=0.022]
Ep 043/80 [S3:+sens]:  65%|█▎| 294/453 [02:25<01:13,  2.17it/s, loss=0.659, pair=0.005, adv=7.104, sprd=0.022]
Ep 043/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:13,  2.17it/s, loss=0.747, pair=0.005, adv=5.372, sprd=0.030]
Ep 043/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:17,  2.05it/s, loss=0.747, pair=0.005, adv=5.372, sprd=0.030]
Ep 043/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:17,  2.05it/s, loss=0.614, pair=0.010, adv=3.645, sprd=0.018]
Ep 043/80 [S3:+sens]:  65%|█▎| 296/453 [02:26<01:12,  2.15it/s, loss=0.614, pair=0.010, adv=3.645, sprd=0.018]
Ep 043/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:12,  2.15it/s, loss=0.688, pair=0.001, adv=4.893, sprd=0.030]
Ep 043/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:16,  2.04it/s, loss=0.688, pair=0.001, adv=4.893, sprd=0.030]
Ep 043/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:16,  2.04it/s, loss=0.642, pair=0.004, adv=4.978, sprd=0.022]
Ep 043/80 [S3:+sens]:  66%|█▎| 298/453 [02:27<01:12,  2.15it/s, loss=0.642, pair=0.004, adv=4.978, sprd=0.022]
Ep 043/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:12,  2.15it/s, loss=0.647, pair=0.001, adv=5.106, sprd=0.022]
Ep 043/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.08it/s, loss=0.647, pair=0.001, adv=5.106, sprd=0.022]
Ep 043/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.08it/s, loss=0.654, pair=0.000, adv=5.853, sprd=0.021]
Ep 043/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:10,  2.17it/s, loss=0.654, pair=0.000, adv=5.853, sprd=0.021]
Ep 043/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:10,  2.17it/s, loss=0.644, pair=0.001, adv=4.588, sprd=0.024]
Ep 043/80 [S3:+sens]:  66%|█▎| 301/453 [02:28<01:14,  2.04it/s, loss=0.644, pair=0.001, adv=4.588, sprd=0.024]
Ep 043/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:14,  2.04it/s, loss=0.675, pair=0.001, adv=5.259, sprd=0.023]
Ep 043/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:08,  2.19it/s, loss=0.675, pair=0.001, adv=5.259, sprd=0.023]
Ep 043/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:08,  2.19it/s, loss=0.662, pair=0.005, adv=5.432, sprd=0.026]
Ep 043/80 [S3:+sens]:  67%|█▎| 303/453 [02:29<01:11,  2.09it/s, loss=0.662, pair=0.005, adv=5.432, sprd=0.026]
Ep 043/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:11,  2.09it/s, loss=0.632, pair=0.000, adv=4.386, sprd=0.021]
Ep 043/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:08,  2.16it/s, loss=0.632, pair=0.000, adv=4.386, sprd=0.021]
Ep 043/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:08,  2.16it/s, loss=0.633, pair=0.000, adv=4.975, sprd=0.021]
Ep 043/80 [S3:+sens]:  67%|█▎| 305/453 [02:30<01:16,  1.93it/s, loss=0.633, pair=0.000, adv=4.975, sprd=0.021]
Ep 043/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:16,  1.93it/s, loss=0.667, pair=0.000, adv=4.838, sprd=0.025]
Ep 043/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:12,  2.01it/s, loss=0.667, pair=0.000, adv=4.838, sprd=0.025]
Ep 043/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:12,  2.01it/s, loss=0.665, pair=0.000, adv=3.768, sprd=0.022]
Ep 043/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:18,  1.87it/s, loss=0.665, pair=0.000, adv=3.768, sprd=0.022]
Ep 043/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:18,  1.87it/s, loss=0.641, pair=0.000, adv=5.607, sprd=0.022]
Ep 043/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:14,  1.96it/s, loss=0.641, pair=0.000, adv=5.607, sprd=0.022]
Ep 043/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:14,  1.96it/s, loss=0.660, pair=0.000, adv=6.836, sprd=0.025]
Ep 043/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:19,  1.81it/s, loss=0.660, pair=0.000, adv=6.836, sprd=0.025]
Ep 043/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:19,  1.81it/s, loss=0.638, pair=0.004, adv=4.233, sprd=0.018]
Ep 043/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:13,  1.94it/s, loss=0.638, pair=0.004, adv=4.233, sprd=0.018]
Ep 043/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:13,  1.94it/s, loss=0.641, pair=0.005, adv=4.316, sprd=0.022]
Ep 043/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:23,  1.70it/s, loss=0.641, pair=0.005, adv=4.316, sprd=0.022]
Ep 043/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:23,  1.70it/s, loss=0.634, pair=0.005, adv=3.525, sprd=0.017]
Ep 043/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:16,  1.85it/s, loss=0.634, pair=0.005, adv=3.525, sprd=0.017]
Ep 043/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:16,  1.85it/s, loss=0.634, pair=0.006, adv=3.118, sprd=0.021]
Ep 043/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:18,  1.78it/s, loss=0.634, pair=0.006, adv=3.118, sprd=0.021]
Ep 043/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:18,  1.78it/s, loss=0.636, pair=0.004, adv=4.342, sprd=0.019]
Ep 043/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:13,  1.90it/s, loss=0.636, pair=0.004, adv=4.342, sprd=0.019]
Ep 043/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:13,  1.90it/s, loss=0.616, pair=0.002, adv=5.863, sprd=0.019]
Ep 043/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:16,  1.79it/s, loss=0.616, pair=0.002, adv=5.863, sprd=0.019]
Ep 043/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:16,  1.79it/s, loss=0.653, pair=0.003, adv=5.132, sprd=0.026]
Ep 043/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:12,  1.90it/s, loss=0.653, pair=0.003, adv=5.132, sprd=0.026]
Ep 043/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:12,  1.90it/s, loss=0.655, pair=0.002, adv=4.631, sprd=0.022]
Ep 043/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:15,  1.80it/s, loss=0.655, pair=0.002, adv=4.631, sprd=0.022]
Ep 043/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:15,  1.80it/s, loss=0.657, pair=0.004, adv=6.543, sprd=0.026]
Ep 043/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:10,  1.91it/s, loss=0.657, pair=0.004, adv=6.543, sprd=0.026]
Ep 043/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:10,  1.91it/s, loss=0.543, pair=0.009, adv=2.856, sprd=0.017]
Ep 043/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:14,  1.80it/s, loss=0.543, pair=0.009, adv=2.856, sprd=0.017]
Ep 043/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:14,  1.80it/s, loss=0.646, pair=0.007, adv=5.771, sprd=0.023]
Ep 043/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:10,  1.89it/s, loss=0.646, pair=0.007, adv=5.771, sprd=0.023]
Ep 043/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:10,  1.89it/s, loss=0.633, pair=0.000, adv=5.758, sprd=0.019]
Ep 043/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:13,  1.79it/s, loss=0.633, pair=0.000, adv=5.758, sprd=0.019]
Ep 043/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:13,  1.79it/s, loss=0.624, pair=0.012, adv=4.107, sprd=0.018]
Ep 043/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:08,  1.92it/s, loss=0.624, pair=0.012, adv=4.107, sprd=0.018]
Ep 043/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:08,  1.92it/s, loss=0.705, pair=0.007, adv=4.024, sprd=0.023]
Ep 043/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:10,  1.83it/s, loss=0.705, pair=0.007, adv=4.024, sprd=0.023]
Ep 043/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:10,  1.83it/s, loss=0.645, pair=0.005, adv=4.584, sprd=0.023]
Ep 043/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:06,  1.94it/s, loss=0.645, pair=0.005, adv=4.584, sprd=0.023]
Ep 043/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:06,  1.94it/s, loss=0.625, pair=0.002, adv=4.489, sprd=0.016]
Ep 043/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:09,  1.85it/s, loss=0.625, pair=0.002, adv=4.489, sprd=0.016]
Ep 043/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:09,  1.85it/s, loss=0.656, pair=0.019, adv=5.439, sprd=0.023]
Ep 043/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:05,  1.95it/s, loss=0.656, pair=0.019, adv=5.439, sprd=0.023]
Ep 043/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:05,  1.95it/s, loss=0.638, pair=0.004, adv=5.057, sprd=0.020]
Ep 043/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:07,  1.86it/s, loss=0.638, pair=0.004, adv=5.057, sprd=0.020]
Ep 043/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:07,  1.86it/s, loss=0.626, pair=0.012, adv=5.038, sprd=0.018]
Ep 043/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<01:03,  1.96it/s, loss=0.626, pair=0.012, adv=5.038, sprd=0.018]
Ep 043/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<01:03,  1.96it/s, loss=0.603, pair=0.008, adv=4.683, sprd=0.016]
Ep 043/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:07,  1.84it/s, loss=0.603, pair=0.008, adv=4.683, sprd=0.016]
Ep 043/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:07,  1.84it/s, loss=0.679, pair=0.013, adv=4.509, sprd=0.029]
Ep 043/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<01:03,  1.94it/s, loss=0.679, pair=0.013, adv=4.509, sprd=0.029]
Ep 043/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<01:03,  1.94it/s, loss=0.615, pair=0.007, adv=4.436, sprd=0.016]
Ep 043/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:06,  1.83it/s, loss=0.615, pair=0.007, adv=4.436, sprd=0.016]
Ep 043/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<01:06,  1.83it/s, loss=0.631, pair=0.004, adv=6.444, sprd=0.024]
Ep 043/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<01:03,  1.91it/s, loss=0.631, pair=0.004, adv=6.444, sprd=0.024]
Ep 043/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:03,  1.91it/s, loss=0.695, pair=0.001, adv=5.939, sprd=0.019]
Ep 043/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:06,  1.80it/s, loss=0.695, pair=0.001, adv=5.939, sprd=0.019]
Ep 043/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:06,  1.80it/s, loss=0.648, pair=0.001, adv=4.335, sprd=0.021]
Ep 043/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<01:00,  1.97it/s, loss=0.648, pair=0.001, adv=4.335, sprd=0.021]
Ep 043/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<01:00,  1.97it/s, loss=0.654, pair=0.002, adv=4.676, sprd=0.022]
Ep 043/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<01:00,  1.96it/s, loss=0.654, pair=0.002, adv=4.676, sprd=0.022]
Ep 043/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<01:00,  1.96it/s, loss=0.658, pair=0.006, adv=4.328, sprd=0.025]
Ep 043/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:56,  2.07it/s, loss=0.658, pair=0.006, adv=4.328, sprd=0.025]
Ep 043/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:56,  2.07it/s, loss=0.618, pair=0.024, adv=3.834, sprd=0.019]
Ep 043/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:57,  2.00it/s, loss=0.618, pair=0.024, adv=3.834, sprd=0.019]
Ep 043/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:57,  2.00it/s, loss=0.665, pair=0.022, adv=5.626, sprd=0.026]
Ep 043/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:54,  2.09it/s, loss=0.665, pair=0.022, adv=5.626, sprd=0.026]
Ep 043/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:54,  2.09it/s, loss=0.628, pair=0.004, adv=5.245, sprd=0.021]
Ep 043/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<01:00,  1.89it/s, loss=0.628, pair=0.004, adv=5.245, sprd=0.021]
Ep 043/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<01:00,  1.89it/s, loss=0.619, pair=0.001, adv=3.624, sprd=0.018]
Ep 043/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:55,  2.03it/s, loss=0.619, pair=0.001, adv=3.624, sprd=0.018]
Ep 043/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:55,  2.03it/s, loss=0.643, pair=0.006, adv=3.414, sprd=0.017]
Ep 043/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:54,  2.05it/s, loss=0.643, pair=0.006, adv=3.414, sprd=0.017]
Ep 043/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:54,  2.05it/s, loss=0.630, pair=0.001, adv=5.156, sprd=0.021]
Ep 043/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:51,  2.16it/s, loss=0.630, pair=0.001, adv=5.156, sprd=0.021]
Ep 043/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:51,  2.16it/s, loss=0.597, pair=0.001, adv=5.746, sprd=0.017]
Ep 043/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:53,  2.04it/s, loss=0.597, pair=0.001, adv=5.746, sprd=0.017]
Ep 043/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:53,  2.04it/s, loss=0.627, pair=0.003, adv=3.395, sprd=0.020]
Ep 043/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:50,  2.16it/s, loss=0.627, pair=0.003, adv=3.395, sprd=0.020]
Ep 043/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:50,  2.16it/s, loss=0.634, pair=0.004, adv=5.916, sprd=0.020]
Ep 043/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:52,  2.04it/s, loss=0.634, pair=0.004, adv=5.916, sprd=0.020]
Ep 043/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:52,  2.04it/s, loss=0.661, pair=0.002, adv=5.023, sprd=0.023]
Ep 043/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:50,  2.14it/s, loss=0.661, pair=0.002, adv=5.023, sprd=0.023]
Ep 043/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:50,  2.14it/s, loss=0.624, pair=0.003, adv=4.044, sprd=0.018]
Ep 043/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:51,  2.06it/s, loss=0.624, pair=0.003, adv=4.044, sprd=0.018]
Ep 043/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:51,  2.06it/s, loss=0.641, pair=0.010, adv=3.912, sprd=0.022]
Ep 043/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:48,  2.16it/s, loss=0.641, pair=0.010, adv=3.912, sprd=0.022]
Ep 043/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:48,  2.16it/s, loss=0.600, pair=0.003, adv=4.140, sprd=0.019]
Ep 043/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:50,  2.06it/s, loss=0.600, pair=0.003, adv=4.140, sprd=0.019]
Ep 043/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:50,  2.06it/s, loss=0.668, pair=0.006, adv=6.187, sprd=0.028]
Ep 043/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:48,  2.14it/s, loss=0.668, pair=0.006, adv=6.187, sprd=0.028]
Ep 043/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:48,  2.14it/s, loss=0.808, pair=0.382, adv=7.080, sprd=0.027]
Ep 043/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:50,  2.04it/s, loss=0.808, pair=0.382, adv=7.080, sprd=0.027]
Ep 043/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:50,  2.04it/s, loss=0.614, pair=0.001, adv=4.789, sprd=0.019]
Ep 043/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:47,  2.13it/s, loss=0.614, pair=0.001, adv=4.789, sprd=0.019]
Ep 043/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:47,  2.13it/s, loss=0.588, pair=0.004, adv=5.113, sprd=0.012]
Ep 043/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:48,  2.06it/s, loss=0.588, pair=0.004, adv=5.113, sprd=0.012]
Ep 043/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:48,  2.06it/s, loss=0.626, pair=0.007, adv=6.640, sprd=0.021]
Ep 043/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:46,  2.15it/s, loss=0.626, pair=0.007, adv=6.640, sprd=0.021]
Ep 043/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:46,  2.15it/s, loss=0.608, pair=0.001, adv=3.966, sprd=0.015]
Ep 043/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:48,  2.03it/s, loss=0.608, pair=0.001, adv=3.966, sprd=0.015]
Ep 043/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:48,  2.03it/s, loss=0.617, pair=0.004, adv=3.443, sprd=0.018]
Ep 043/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:45,  2.13it/s, loss=0.617, pair=0.004, adv=3.443, sprd=0.018]
Ep 043/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:45,  2.13it/s, loss=0.629, pair=0.003, adv=3.849, sprd=0.018]
Ep 043/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:46,  2.07it/s, loss=0.629, pair=0.003, adv=3.849, sprd=0.018]
Ep 043/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:46,  2.07it/s, loss=0.591, pair=0.013, adv=4.194, sprd=0.013]
Ep 043/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:42,  2.22it/s, loss=0.591, pair=0.013, adv=4.194, sprd=0.013]
Ep 043/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:42,  2.22it/s, loss=0.641, pair=0.000, adv=5.485, sprd=0.021]
Ep 043/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:44,  2.11it/s, loss=0.641, pair=0.000, adv=5.485, sprd=0.021]
Ep 043/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:44,  2.11it/s, loss=0.613, pair=0.002, adv=3.773, sprd=0.016]
Ep 043/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:42,  2.21it/s, loss=0.613, pair=0.002, adv=3.773, sprd=0.016]
Ep 043/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:42,  2.21it/s, loss=0.661, pair=0.010, adv=6.969, sprd=0.026]
Ep 043/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:44,  2.07it/s, loss=0.661, pair=0.010, adv=6.969, sprd=0.026]
Ep 043/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:44,  2.07it/s, loss=0.603, pair=0.017, adv=4.467, sprd=0.014]
Ep 043/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:41,  2.22it/s, loss=0.603, pair=0.017, adv=4.467, sprd=0.014]
Ep 043/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:41,  2.22it/s, loss=0.638, pair=0.003, adv=4.993, sprd=0.022]
Ep 043/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:43,  2.09it/s, loss=0.638, pair=0.003, adv=4.993, sprd=0.022]
Ep 043/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:43,  2.09it/s, loss=0.656, pair=0.001, adv=5.126, sprd=0.025]
Ep 043/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:41,  2.16it/s, loss=0.656, pair=0.001, adv=5.126, sprd=0.025]
Ep 043/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.16it/s, loss=0.546, pair=0.000, adv=3.057, sprd=0.014]
Ep 043/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:41,  2.10it/s, loss=0.546, pair=0.000, adv=3.057, sprd=0.014]
Ep 043/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:41,  2.10it/s, loss=1.290, pair=1.860, adv=8.483, sprd=0.025]
Ep 043/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:39,  2.18it/s, loss=1.290, pair=1.860, adv=8.483, sprd=0.025]
Ep 043/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:39,  2.18it/s, loss=0.669, pair=0.001, adv=4.792, sprd=0.026]
Ep 043/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:43,  1.96it/s, loss=0.669, pair=0.001, adv=4.792, sprd=0.026]
Ep 043/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:43,  1.96it/s, loss=1.338, pair=1.973, adv=5.258, sprd=0.027]
Ep 043/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:41,  2.05it/s, loss=1.338, pair=1.973, adv=5.258, sprd=0.027]
Ep 043/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:41,  2.05it/s, loss=0.611, pair=0.001, adv=4.625, sprd=0.016]
Ep 043/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:42,  2.00it/s, loss=0.611, pair=0.001, adv=4.625, sprd=0.016]
Ep 043/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:42,  2.00it/s, loss=0.667, pair=0.001, adv=6.229, sprd=0.023]
Ep 043/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:39,  2.10it/s, loss=0.667, pair=0.001, adv=6.229, sprd=0.023]
Ep 043/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:39,  2.10it/s, loss=1.362, pair=2.059, adv=6.633, sprd=0.023]
Ep 043/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:41,  1.99it/s, loss=1.362, pair=2.059, adv=6.633, sprd=0.023]
Ep 043/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:41,  1.99it/s, loss=0.628, pair=0.005, adv=5.363, sprd=0.019]
Ep 043/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:38,  2.11it/s, loss=0.628, pair=0.005, adv=5.363, sprd=0.019]
Ep 043/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:38,  2.11it/s, loss=0.601, pair=0.000, adv=4.895, sprd=0.016]
Ep 043/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:39,  2.05it/s, loss=0.601, pair=0.000, adv=4.895, sprd=0.016]
Ep 043/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:39,  2.05it/s, loss=0.606, pair=0.001, adv=4.242, sprd=0.015]
Ep 043/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:36,  2.16it/s, loss=0.606, pair=0.001, adv=4.242, sprd=0.015]
Ep 043/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.16it/s, loss=0.634, pair=0.002, adv=5.785, sprd=0.020]
Ep 043/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.07it/s, loss=0.634, pair=0.002, adv=5.785, sprd=0.020]
Ep 043/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.07it/s, loss=0.611, pair=0.005, adv=3.850, sprd=0.014]
Ep 043/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:34,  2.21it/s, loss=0.611, pair=0.005, adv=3.850, sprd=0.014]
Ep 043/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:34,  2.21it/s, loss=0.621, pair=0.001, adv=4.821, sprd=0.014]
Ep 043/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:35,  2.13it/s, loss=0.621, pair=0.001, adv=4.821, sprd=0.014]
Ep 043/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:35,  2.13it/s, loss=0.612, pair=0.001, adv=5.685, sprd=0.016]
Ep 043/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:33,  2.27it/s, loss=0.612, pair=0.001, adv=5.685, sprd=0.016]
Ep 043/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:33,  2.27it/s, loss=0.636, pair=0.010, adv=3.599, sprd=0.019]
Ep 043/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:34,  2.15it/s, loss=0.636, pair=0.010, adv=3.599, sprd=0.019]
Ep 043/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:34,  2.15it/s, loss=0.637, pair=0.003, adv=3.920, sprd=0.024]
Ep 043/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:33,  2.20it/s, loss=0.637, pair=0.003, adv=3.920, sprd=0.024]
Ep 043/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:33,  2.20it/s, loss=0.597, pair=0.003, adv=2.876, sprd=0.019]
Ep 043/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:33,  2.15it/s, loss=0.597, pair=0.003, adv=2.876, sprd=0.019]
Ep 043/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:33,  2.15it/s, loss=0.642, pair=0.001, adv=4.918, sprd=0.022]
Ep 043/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:31,  2.23it/s, loss=0.642, pair=0.001, adv=4.918, sprd=0.022]
Ep 043/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:31,  2.23it/s, loss=0.655, pair=0.030, adv=4.159, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:32,  2.12it/s, loss=0.655, pair=0.030, adv=4.159, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:32,  2.12it/s, loss=0.632, pair=0.001, adv=4.217, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:31,  2.20it/s, loss=0.632, pair=0.001, adv=4.217, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:31,  2.20it/s, loss=0.590, pair=0.000, adv=3.746, sprd=0.014]
Ep 043/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:32,  2.11it/s, loss=0.590, pair=0.000, adv=3.746, sprd=0.014]
Ep 043/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:32,  2.11it/s, loss=0.637, pair=0.001, adv=4.198, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:30,  2.20it/s, loss=0.637, pair=0.001, adv=4.198, sprd=0.022]
Ep 043/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:30,  2.20it/s, loss=0.678, pair=0.000, adv=4.447, sprd=0.019]
Ep 043/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:31,  2.12it/s, loss=0.678, pair=0.000, adv=4.447, sprd=0.019]
Ep 043/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:31,  2.12it/s, loss=0.662, pair=0.000, adv=4.351, sprd=0.025]
Ep 043/80 [S3:+sens]:  86%|█▋| 388/453 [03:11<00:29,  2.19it/s, loss=0.662, pair=0.000, adv=4.351, sprd=0.025]
Ep 043/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:29,  2.19it/s, loss=0.658, pair=0.000, adv=3.938, sprd=0.023]
Ep 043/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:30,  2.08it/s, loss=0.658, pair=0.000, adv=3.938, sprd=0.023]
Ep 043/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:30,  2.08it/s, loss=0.689, pair=0.041, adv=3.641, sprd=0.031]
Ep 043/80 [S3:+sens]:  86%|█▋| 390/453 [03:12<00:29,  2.16it/s, loss=0.689, pair=0.041, adv=3.641, sprd=0.031]
Ep 043/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:29,  2.16it/s, loss=0.601, pair=0.004, adv=5.996, sprd=0.015]
Ep 043/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:30,  2.06it/s, loss=0.601, pair=0.004, adv=5.996, sprd=0.015]
Ep 043/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:30,  2.06it/s, loss=0.926, pair=0.792, adv=5.603, sprd=0.025]
Ep 043/80 [S3:+sens]:  87%|█▋| 392/453 [03:13<00:28,  2.15it/s, loss=0.926, pair=0.792, adv=5.603, sprd=0.025]
Ep 043/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:28,  2.15it/s, loss=0.632, pair=0.001, adv=3.657, sprd=0.023]
Ep 043/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:29,  2.03it/s, loss=0.632, pair=0.001, adv=3.657, sprd=0.023]
Ep 043/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:29,  2.03it/s, loss=0.652, pair=0.110, adv=5.154, sprd=0.021]
Ep 043/80 [S3:+sens]:  87%|█▋| 394/453 [03:14<00:27,  2.12it/s, loss=0.652, pair=0.110, adv=5.154, sprd=0.021]
Ep 043/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:27,  2.12it/s, loss=0.622, pair=0.000, adv=4.666, sprd=0.020]
Ep 043/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:28,  2.05it/s, loss=0.622, pair=0.000, adv=4.666, sprd=0.020]
Ep 043/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:28,  2.05it/s, loss=0.682, pair=0.000, adv=5.678, sprd=0.028]
Ep 043/80 [S3:+sens]:  87%|█▋| 396/453 [03:15<00:26,  2.13it/s, loss=0.682, pair=0.000, adv=5.678, sprd=0.028]
Ep 043/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.13it/s, loss=0.654, pair=0.000, adv=5.389, sprd=0.028]
Ep 043/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:29,  1.87it/s, loss=0.654, pair=0.000, adv=5.389, sprd=0.028]
Ep 043/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:29,  1.87it/s, loss=0.614, pair=0.053, adv=4.881, sprd=0.017]
Ep 043/80 [S3:+sens]:  88%|█▊| 398/453 [03:16<00:27,  1.99it/s, loss=0.614, pair=0.053, adv=4.881, sprd=0.017]
Ep 043/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:27,  1.99it/s, loss=0.729, pair=0.012, adv=5.376, sprd=0.023]
Ep 043/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:27,  1.97it/s, loss=0.729, pair=0.012, adv=5.376, sprd=0.023]
Ep 043/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:27,  1.97it/s, loss=0.648, pair=0.001, adv=4.755, sprd=0.020]
Ep 043/80 [S3:+sens]:  88%|█▊| 400/453 [03:17<00:25,  2.09it/s, loss=0.648, pair=0.001, adv=4.755, sprd=0.020]
Ep 043/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:25,  2.09it/s, loss=0.643, pair=0.005, adv=5.289, sprd=0.025]
Ep 043/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:26,  1.99it/s, loss=0.643, pair=0.005, adv=5.289, sprd=0.025]
Ep 043/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:26,  1.99it/s, loss=0.632, pair=0.004, adv=4.680, sprd=0.022]
Ep 043/80 [S3:+sens]:  89%|█▊| 402/453 [03:18<00:24,  2.09it/s, loss=0.632, pair=0.004, adv=4.680, sprd=0.022]
Ep 043/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:24,  2.09it/s, loss=0.633, pair=0.003, adv=3.666, sprd=0.018]
Ep 043/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.00it/s, loss=0.633, pair=0.003, adv=3.666, sprd=0.018]
Ep 043/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.00it/s, loss=0.644, pair=0.003, adv=5.983, sprd=0.023]
Ep 043/80 [S3:+sens]:  89%|█▊| 404/453 [03:19<00:24,  2.04it/s, loss=0.644, pair=0.003, adv=5.983, sprd=0.023]
Ep 043/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:24,  2.04it/s, loss=0.623, pair=0.001, adv=3.756, sprd=0.019]
Ep 043/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:25,  1.89it/s, loss=0.623, pair=0.001, adv=3.756, sprd=0.019]
Ep 043/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:25,  1.89it/s, loss=0.630, pair=0.004, adv=3.231, sprd=0.022]
Ep 043/80 [S3:+sens]:  90%|█▊| 406/453 [03:20<00:23,  1.99it/s, loss=0.630, pair=0.004, adv=3.231, sprd=0.022]
Ep 043/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:23,  1.99it/s, loss=0.650, pair=0.094, adv=4.629, sprd=0.019]
Ep 043/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:24,  1.86it/s, loss=0.650, pair=0.094, adv=4.629, sprd=0.019]
Ep 043/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:24,  1.86it/s, loss=0.640, pair=0.004, adv=4.276, sprd=0.023]
Ep 043/80 [S3:+sens]:  90%|█▊| 408/453 [03:21<00:22,  1.96it/s, loss=0.640, pair=0.004, adv=4.276, sprd=0.023]
Ep 043/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:22,  1.96it/s, loss=0.675, pair=0.002, adv=6.786, sprd=0.018]
Ep 043/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:23,  1.85it/s, loss=0.675, pair=0.002, adv=6.786, sprd=0.018]
Ep 043/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:23,  1.85it/s, loss=0.613, pair=0.003, adv=3.206, sprd=0.023]
Ep 043/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:21,  1.96it/s, loss=0.613, pair=0.003, adv=3.206, sprd=0.023]
Ep 043/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:21,  1.96it/s, loss=0.675, pair=0.006, adv=3.352, sprd=0.027]
Ep 043/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:22,  1.83it/s, loss=0.675, pair=0.006, adv=3.352, sprd=0.027]
Ep 043/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:22,  1.83it/s, loss=0.614, pair=0.002, adv=4.527, sprd=0.015]
Ep 043/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:20,  1.96it/s, loss=0.614, pair=0.002, adv=4.527, sprd=0.015]
Ep 043/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:20,  1.96it/s, loss=0.629, pair=0.002, adv=3.354, sprd=0.023]
Ep 043/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:22,  1.79it/s, loss=0.629, pair=0.002, adv=3.354, sprd=0.023]
Ep 043/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:22,  1.79it/s, loss=0.675, pair=0.001, adv=5.431, sprd=0.030]
Ep 043/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:20,  1.88it/s, loss=0.675, pair=0.001, adv=5.431, sprd=0.030]
Ep 043/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:20,  1.88it/s, loss=0.630, pair=0.001, adv=4.597, sprd=0.023]
Ep 043/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:21,  1.78it/s, loss=0.630, pair=0.001, adv=4.597, sprd=0.023]
Ep 043/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:21,  1.78it/s, loss=0.614, pair=0.000, adv=4.093, sprd=0.017]
Ep 043/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:19,  1.90it/s, loss=0.614, pair=0.000, adv=4.093, sprd=0.017]
Ep 043/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:19,  1.90it/s, loss=0.631, pair=0.000, adv=5.076, sprd=0.023]
Ep 043/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:20,  1.80it/s, loss=0.631, pair=0.000, adv=5.076, sprd=0.023]
Ep 043/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:20,  1.80it/s, loss=0.654, pair=0.001, adv=4.005, sprd=0.026]
Ep 043/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:18,  1.90it/s, loss=0.654, pair=0.001, adv=4.005, sprd=0.026]
Ep 043/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:18,  1.90it/s, loss=0.589, pair=0.000, adv=3.976, sprd=0.015]
Ep 043/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:18,  1.80it/s, loss=0.589, pair=0.000, adv=3.976, sprd=0.015]
Ep 043/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:18,  1.80it/s, loss=0.618, pair=0.000, adv=3.615, sprd=0.020]
Ep 043/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:17,  1.92it/s, loss=0.618, pair=0.000, adv=3.615, sprd=0.020]
Ep 043/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:17,  1.92it/s, loss=0.622, pair=0.000, adv=5.349, sprd=0.019]
Ep 043/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:18,  1.69it/s, loss=0.622, pair=0.000, adv=5.349, sprd=0.019]
Ep 043/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:18,  1.69it/s, loss=0.702, pair=0.000, adv=5.513, sprd=0.033]
Ep 043/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:17,  1.81it/s, loss=0.702, pair=0.000, adv=5.513, sprd=0.033]
Ep 043/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:17,  1.81it/s, loss=0.681, pair=0.001, adv=3.706, sprd=0.023]
Ep 043/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:17,  1.72it/s, loss=0.681, pair=0.001, adv=3.706, sprd=0.023]
Ep 043/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:17,  1.72it/s, loss=0.673, pair=0.003, adv=5.502, sprd=0.026]
Ep 043/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:15,  1.85it/s, loss=0.673, pair=0.003, adv=5.502, sprd=0.026]
Ep 043/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:15,  1.85it/s, loss=0.652, pair=0.004, adv=4.831, sprd=0.028]
Ep 043/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:16,  1.72it/s, loss=0.652, pair=0.004, adv=4.831, sprd=0.028]
Ep 043/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:16,  1.72it/s, loss=0.630, pair=0.000, adv=3.599, sprd=0.019]
Ep 043/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:14,  1.86it/s, loss=0.630, pair=0.000, adv=3.599, sprd=0.019]
Ep 043/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:14,  1.86it/s, loss=0.624, pair=0.000, adv=5.204, sprd=0.021]
Ep 043/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:14,  1.74it/s, loss=0.624, pair=0.000, adv=5.204, sprd=0.021]
Ep 043/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.74it/s, loss=0.623, pair=0.000, adv=4.233, sprd=0.021]
Ep 043/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:13,  1.86it/s, loss=0.623, pair=0.000, adv=4.233, sprd=0.021]
Ep 043/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:13,  1.86it/s, loss=0.700, pair=0.001, adv=3.382, sprd=0.024]
Ep 043/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:13,  1.78it/s, loss=0.700, pair=0.001, adv=3.382, sprd=0.024]
Ep 043/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:13,  1.78it/s, loss=0.643, pair=0.002, adv=5.888, sprd=0.022]
Ep 043/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:12,  1.90it/s, loss=0.643, pair=0.002, adv=5.888, sprd=0.022]
Ep 043/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:12,  1.90it/s, loss=0.653, pair=0.001, adv=3.858, sprd=0.026]
Ep 043/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:12,  1.80it/s, loss=0.653, pair=0.001, adv=3.858, sprd=0.026]
Ep 043/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:12,  1.80it/s, loss=0.605, pair=0.009, adv=2.997, sprd=0.024]
Ep 043/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:10,  1.93it/s, loss=0.605, pair=0.009, adv=2.997, sprd=0.024]
Ep 043/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:10,  1.93it/s, loss=0.630, pair=0.002, adv=4.975, sprd=0.019]
Ep 043/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:10,  1.91it/s, loss=0.630, pair=0.002, adv=4.975, sprd=0.019]
Ep 043/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.91it/s, loss=1.384, pair=2.227, adv=4.259, sprd=0.014]
Ep 043/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:09,  2.07it/s, loss=1.384, pair=2.227, adv=4.259, sprd=0.014]
Ep 043/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:09,  2.07it/s, loss=0.579, pair=0.007, adv=2.830, sprd=0.021]
Ep 043/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.06it/s, loss=0.579, pair=0.007, adv=2.830, sprd=0.021]
Ep 043/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.06it/s, loss=0.633, pair=0.002, adv=5.431, sprd=0.020]
Ep 043/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.633, pair=0.002, adv=5.431, sprd=0.020]
Ep 043/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:07,  2.15it/s, loss=0.650, pair=0.003, adv=4.249, sprd=0.022]
Ep 043/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.06it/s, loss=0.650, pair=0.003, adv=4.249, sprd=0.022]
Ep 043/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.06it/s, loss=0.624, pair=0.000, adv=3.898, sprd=0.018]
Ep 043/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.19it/s, loss=0.624, pair=0.000, adv=3.898, sprd=0.018]
Ep 043/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:06,  2.19it/s, loss=0.633, pair=0.001, adv=3.575, sprd=0.020]
Ep 043/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.633, pair=0.001, adv=3.575, sprd=0.020]
Ep 043/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:06,  2.08it/s, loss=0.584, pair=0.003, adv=4.712, sprd=0.013]
Ep 043/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:05,  2.18it/s, loss=0.584, pair=0.003, adv=4.712, sprd=0.013]
Ep 043/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:05,  2.18it/s, loss=0.640, pair=0.002, adv=3.616, sprd=0.014]
Ep 043/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:05,  2.14it/s, loss=0.640, pair=0.002, adv=3.616, sprd=0.014]
Ep 043/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:05,  2.14it/s, loss=0.655, pair=0.000, adv=4.409, sprd=0.024]
Ep 043/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:04,  2.21it/s, loss=0.655, pair=0.000, adv=4.409, sprd=0.024]
Ep 043/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:04,  2.21it/s, loss=0.657, pair=0.002, adv=5.394, sprd=0.027]
Ep 043/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:04,  2.09it/s, loss=0.657, pair=0.002, adv=5.394, sprd=0.027]
Ep 043/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:04,  2.09it/s, loss=0.604, pair=0.003, adv=4.037, sprd=0.014]
Ep 043/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.24it/s, loss=0.604, pair=0.003, adv=4.037, sprd=0.014]
Ep 043/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  2.24it/s, loss=0.659, pair=0.013, adv=5.269, sprd=0.026]
Ep 043/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:03,  2.10it/s, loss=0.659, pair=0.013, adv=5.269, sprd=0.026]
Ep 043/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:03,  2.10it/s, loss=0.616, pair=0.001, adv=4.015, sprd=0.018]
Ep 043/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.19it/s, loss=0.616, pair=0.001, adv=4.015, sprd=0.018]
Ep 043/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  2.19it/s, loss=0.629, pair=0.000, adv=5.853, sprd=0.018]
Ep 043/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:02,  2.13it/s, loss=0.629, pair=0.000, adv=5.853, sprd=0.018]
Ep 043/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:02,  2.13it/s, loss=0.671, pair=0.000, adv=6.494, sprd=0.024]
Ep 043/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  2.24it/s, loss=0.671, pair=0.000, adv=6.494, sprd=0.024]
Ep 043/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.24it/s, loss=0.623, pair=0.000, adv=4.057, sprd=0.020]
Ep 043/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  2.00it/s, loss=0.623, pair=0.000, adv=4.057, sprd=0.020]
Ep 043/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  2.00it/s, loss=0.631, pair=0.001, adv=3.968, sprd=0.022]
Ep 043/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  2.11it/s, loss=0.631, pair=0.001, adv=3.968, sprd=0.022]
Ep 043/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.11it/s, loss=0.608, pair=0.002, adv=3.387, sprd=0.018]
Ep 043/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.06it/s, loss=0.608, pair=0.002, adv=3.387, sprd=0.018]
Ep 043/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.06it/s, loss=0.580, pair=0.001, adv=2.805, sprd=0.019]
Ep 043/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.22it/s, loss=0.580, pair=0.001, adv=2.805, sprd=0.019]
Ep 043/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.22it/s, loss=0.589, pair=0.000, adv=3.140, sprd=0.020]
Ep 043/80 [S3:+sens]: 100%|██| 453/453 [03:44<00:00,  2.11it/s, loss=0.589, pair=0.000, adv=3.140, sprd=0.020]
                                                                                                              
Epoch 043/80 [S3:+sens]  loss=0.6916  mat=0.2704  sens=1.1660  pair=0.1328  adv=5.0543(rand=3.47)  deg=0.0059  orth=0.0119  spread=0.0211  q_mean=51.9  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=4.88e-05  225s

Ep 044/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 044/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.603, pair=0.010, adv=2.959, sprd=0.023]
Ep 044/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:01,  1.07s/it, loss=0.603, pair=0.010, adv=2.959, sprd=0.023]
Ep 044/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:01,  1.07s/it, loss=0.600, pair=0.007, adv=3.965, sprd=0.017]
Ep 044/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:06,  1.47it/s, loss=0.600, pair=0.007, adv=3.965, sprd=0.017]
Ep 044/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:06,  1.47it/s, loss=0.628, pair=0.001, adv=3.734, sprd=0.018]
Ep 044/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.628, pair=0.001, adv=3.734, sprd=0.018]
Ep 044/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.625, pair=0.000, adv=3.465, sprd=0.019]
Ep 044/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:00,  1.87it/s, loss=0.625, pair=0.000, adv=3.465, sprd=0.019]
Ep 044/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:00,  1.87it/s, loss=0.639, pair=0.000, adv=5.569, sprd=0.023]
Ep 044/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:03,  1.84it/s, loss=0.639, pair=0.000, adv=5.569, sprd=0.023]
Ep 044/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:03,  1.84it/s, loss=0.597, pair=0.003, adv=4.204, sprd=0.014]
Ep 044/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=0.597, pair=0.003, adv=4.204, sprd=0.014]
Ep 044/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=0.653, pair=0.000, adv=4.816, sprd=0.018]
Ep 044/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:44,  1.99it/s, loss=0.653, pair=0.000, adv=4.816, sprd=0.018]
Ep 044/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:44,  1.99it/s, loss=0.642, pair=0.000, adv=4.152, sprd=0.020]
Ep 044/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:29,  2.12it/s, loss=0.642, pair=0.000, adv=4.152, sprd=0.020]
Ep 044/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:29,  2.12it/s, loss=0.669, pair=0.008, adv=5.636, sprd=0.027]
Ep 044/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:40,  2.02it/s, loss=0.669, pair=0.008, adv=5.636, sprd=0.027]
Ep 044/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.02it/s, loss=0.671, pair=0.001, adv=5.096, sprd=0.029]
Ep 044/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.11it/s, loss=0.671, pair=0.001, adv=5.096, sprd=0.029]
Ep 044/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.11it/s, loss=0.604, pair=0.007, adv=4.216, sprd=0.016]
Ep 044/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:36,  2.04it/s, loss=0.604, pair=0.007, adv=4.216, sprd=0.016]
Ep 044/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:36,  2.04it/s, loss=0.611, pair=0.001, adv=3.170, sprd=0.022]
Ep 044/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.611, pair=0.001, adv=3.170, sprd=0.022]
Ep 044/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.666, pair=0.002, adv=3.615, sprd=0.025]
Ep 044/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:33,  2.06it/s, loss=0.666, pair=0.002, adv=3.615, sprd=0.025]
Ep 044/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:33,  2.06it/s, loss=0.626, pair=0.002, adv=4.963, sprd=0.020]
Ep 044/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.626, pair=0.002, adv=4.963, sprd=0.020]
Ep 044/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.662, pair=0.000, adv=6.063, sprd=0.023]
Ep 044/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:30,  2.08it/s, loss=0.662, pair=0.000, adv=6.063, sprd=0.023]
Ep 044/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:30,  2.08it/s, loss=0.664, pair=0.002, adv=3.480, sprd=0.026]
Ep 044/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.16it/s, loss=0.664, pair=0.002, adv=3.480, sprd=0.026]
Ep 044/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.16it/s, loss=0.633, pair=0.001, adv=3.966, sprd=0.018]
Ep 044/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:32,  2.05it/s, loss=0.633, pair=0.001, adv=3.966, sprd=0.018]
Ep 044/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:32,  2.05it/s, loss=0.648, pair=0.006, adv=4.252, sprd=0.024]
Ep 044/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=0.648, pair=0.006, adv=4.252, sprd=0.024]
Ep 044/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=1.404, pair=1.920, adv=5.235, sprd=0.030]
Ep 044/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:33,  2.03it/s, loss=1.404, pair=1.920, adv=5.235, sprd=0.030]
Ep 044/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:33,  2.03it/s, loss=0.641, pair=0.007, adv=5.231, sprd=0.022]
Ep 044/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.641, pair=0.007, adv=5.231, sprd=0.022]
Ep 044/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.601, pair=0.004, adv=3.569, sprd=0.016]
Ep 044/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.09it/s, loss=0.601, pair=0.004, adv=3.569, sprd=0.016]
Ep 044/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.09it/s, loss=0.904, pair=0.881, adv=3.315, sprd=0.017]
Ep 044/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:16,  2.19it/s, loss=0.904, pair=0.881, adv=3.315, sprd=0.017]
Ep 044/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:16,  2.19it/s, loss=0.712, pair=0.135, adv=5.730, sprd=0.026]
Ep 044/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:41,  1.94it/s, loss=0.712, pair=0.135, adv=5.730, sprd=0.026]
Ep 044/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:41,  1.94it/s, loss=0.595, pair=0.002, adv=5.318, sprd=0.015]
Ep 044/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:27,  2.06it/s, loss=0.595, pair=0.002, adv=5.318, sprd=0.015]
Ep 044/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:27,  2.06it/s, loss=0.629, pair=0.008, adv=4.568, sprd=0.016]
Ep 044/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:31,  2.03it/s, loss=0.629, pair=0.008, adv=4.568, sprd=0.016]
Ep 044/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:31,  2.03it/s, loss=0.618, pair=0.007, adv=3.457, sprd=0.017]
Ep 044/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:17,  2.16it/s, loss=0.618, pair=0.007, adv=3.457, sprd=0.017]
Ep 044/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:17,  2.16it/s, loss=0.666, pair=0.001, adv=5.819, sprd=0.025]
Ep 044/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.07it/s, loss=0.666, pair=0.001, adv=5.819, sprd=0.025]
Ep 044/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.07it/s, loss=0.603, pair=0.002, adv=3.989, sprd=0.016]
Ep 044/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:15,  2.18it/s, loss=0.603, pair=0.002, adv=3.989, sprd=0.016]
Ep 044/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.18it/s, loss=0.711, pair=0.002, adv=4.301, sprd=0.026]
Ep 044/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.07it/s, loss=0.711, pair=0.002, adv=4.301, sprd=0.026]
Ep 044/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.07it/s, loss=0.625, pair=0.003, adv=4.092, sprd=0.018]
Ep 044/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:13,  2.19it/s, loss=0.625, pair=0.003, adv=4.092, sprd=0.018]
Ep 044/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:13,  2.19it/s, loss=0.646, pair=0.007, adv=3.467, sprd=0.025]
Ep 044/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:25,  2.06it/s, loss=0.646, pair=0.007, adv=3.467, sprd=0.025]
Ep 044/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:25,  2.06it/s, loss=0.644, pair=0.006, adv=3.325, sprd=0.026]
Ep 044/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:16,  2.14it/s, loss=0.644, pair=0.006, adv=3.325, sprd=0.026]
Ep 044/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:16,  2.14it/s, loss=0.677, pair=0.006, adv=3.753, sprd=0.021]
Ep 044/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.677, pair=0.006, adv=3.753, sprd=0.021]
Ep 044/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.610, pair=0.008, adv=3.099, sprd=0.020]
Ep 044/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:13,  2.16it/s, loss=0.610, pair=0.008, adv=3.099, sprd=0.020]
Ep 044/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:13,  2.16it/s, loss=0.588, pair=0.005, adv=3.319, sprd=0.016]
Ep 044/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.07it/s, loss=0.588, pair=0.005, adv=3.319, sprd=0.016]
Ep 044/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.07it/s, loss=0.586, pair=0.002, adv=3.214, sprd=0.017]
Ep 044/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:10,  2.19it/s, loss=0.586, pair=0.002, adv=3.214, sprd=0.017]
Ep 044/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.19it/s, loss=0.631, pair=0.001, adv=3.836, sprd=0.022]
Ep 044/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.04it/s, loss=0.631, pair=0.001, adv=3.836, sprd=0.022]
Ep 044/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.04it/s, loss=0.656, pair=0.008, adv=4.411, sprd=0.025]
Ep 044/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:14,  2.13it/s, loss=0.656, pair=0.008, adv=4.411, sprd=0.025]
Ep 044/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:14,  2.13it/s, loss=0.628, pair=0.008, adv=4.455, sprd=0.019]
Ep 044/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:22,  2.05it/s, loss=0.628, pair=0.008, adv=4.455, sprd=0.019]
Ep 044/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:22,  2.05it/s, loss=0.610, pair=0.012, adv=4.144, sprd=0.019]
Ep 044/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:14,  2.12it/s, loss=0.610, pair=0.012, adv=4.144, sprd=0.019]
Ep 044/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:14,  2.12it/s, loss=0.644, pair=0.004, adv=5.112, sprd=0.022]
Ep 044/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.02it/s, loss=0.644, pair=0.004, adv=5.112, sprd=0.022]
Ep 044/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.02it/s, loss=0.608, pair=0.006, adv=3.778, sprd=0.013]
Ep 044/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:08,  2.18it/s, loss=0.608, pair=0.006, adv=3.778, sprd=0.013]
Ep 044/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:08,  2.18it/s, loss=0.657, pair=0.001, adv=5.144, sprd=0.023]
Ep 044/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:17,  2.07it/s, loss=0.657, pair=0.001, adv=5.144, sprd=0.023]
Ep 044/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:17,  2.07it/s, loss=0.613, pair=0.005, adv=4.141, sprd=0.014]
Ep 044/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:04,  2.22it/s, loss=0.613, pair=0.005, adv=4.141, sprd=0.014]
Ep 044/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:04,  2.22it/s, loss=0.646, pair=0.004, adv=3.304, sprd=0.020]
Ep 044/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:13,  2.11it/s, loss=0.646, pair=0.004, adv=3.304, sprd=0.020]
Ep 044/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:13,  2.11it/s, loss=0.680, pair=0.001, adv=3.442, sprd=0.030]
Ep 044/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.680, pair=0.001, adv=3.442, sprd=0.030]
Ep 044/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.658, pair=0.000, adv=4.201, sprd=0.015]
Ep 044/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:14,  2.09it/s, loss=0.658, pair=0.000, adv=4.201, sprd=0.015]
Ep 044/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.09it/s, loss=0.665, pair=0.001, adv=4.067, sprd=0.027]
Ep 044/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:07,  2.16it/s, loss=0.665, pair=0.001, adv=4.067, sprd=0.027]
Ep 044/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:07,  2.16it/s, loss=0.709, pair=0.000, adv=4.809, sprd=0.025]
Ep 044/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:27,  1.95it/s, loss=0.709, pair=0.000, adv=4.809, sprd=0.025]
Ep 044/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:27,  1.95it/s, loss=0.622, pair=0.000, adv=4.498, sprd=0.020]
Ep 044/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:19,  2.02it/s, loss=0.622, pair=0.000, adv=4.498, sprd=0.020]
Ep 044/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:19,  2.02it/s, loss=0.631, pair=0.002, adv=3.594, sprd=0.021]
Ep 044/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:50,  1.75it/s, loss=0.631, pair=0.002, adv=3.594, sprd=0.021]
Ep 044/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:50,  1.75it/s, loss=0.643, pair=0.000, adv=3.677, sprd=0.023]
Ep 044/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:34,  1.87it/s, loss=0.643, pair=0.000, adv=3.677, sprd=0.023]
Ep 044/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:34,  1.87it/s, loss=0.674, pair=0.022, adv=3.674, sprd=0.027]
Ep 044/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:46,  1.77it/s, loss=0.674, pair=0.022, adv=3.674, sprd=0.027]
Ep 044/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:46,  1.77it/s, loss=0.640, pair=0.008, adv=3.916, sprd=0.016]
Ep 044/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:26,  1.93it/s, loss=0.640, pair=0.008, adv=3.916, sprd=0.016]
Ep 044/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:26,  1.93it/s, loss=0.654, pair=0.000, adv=3.343, sprd=0.028]
Ep 044/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:41,  1.80it/s, loss=0.654, pair=0.000, adv=3.343, sprd=0.028]
Ep 044/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:41,  1.80it/s, loss=0.640, pair=0.003, adv=5.281, sprd=0.018]
Ep 044/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:23,  1.95it/s, loss=0.640, pair=0.003, adv=5.281, sprd=0.018]
Ep 044/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:23,  1.95it/s, loss=0.674, pair=0.000, adv=5.295, sprd=0.026]
Ep 044/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:38,  1.81it/s, loss=0.674, pair=0.000, adv=5.295, sprd=0.026]
Ep 044/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:38,  1.81it/s, loss=0.526, pair=0.000, adv=2.712, sprd=0.015]
Ep 044/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:25,  1.93it/s, loss=0.526, pair=0.000, adv=2.712, sprd=0.015]
Ep 044/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:25,  1.93it/s, loss=0.617, pair=0.004, adv=5.200, sprd=0.015]
Ep 044/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:37,  1.81it/s, loss=0.617, pair=0.004, adv=5.200, sprd=0.015]
Ep 044/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:37,  1.81it/s, loss=0.613, pair=0.003, adv=5.066, sprd=0.016]
Ep 044/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:22,  1.94it/s, loss=0.613, pair=0.003, adv=5.066, sprd=0.016]
Ep 044/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:22,  1.94it/s, loss=0.644, pair=0.001, adv=5.477, sprd=0.024]
Ep 044/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:34,  1.83it/s, loss=0.644, pair=0.001, adv=5.477, sprd=0.024]
Ep 044/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:34,  1.83it/s, loss=0.673, pair=0.003, adv=3.651, sprd=0.026]
Ep 044/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:21,  1.94it/s, loss=0.673, pair=0.003, adv=3.651, sprd=0.026]
Ep 044/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:21,  1.94it/s, loss=0.624, pair=0.001, adv=3.917, sprd=0.020]
Ep 044/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:32,  1.83it/s, loss=0.624, pair=0.001, adv=3.917, sprd=0.020]
Ep 044/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:32,  1.83it/s, loss=0.592, pair=0.000, adv=3.182, sprd=0.018]
Ep 044/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:19,  1.95it/s, loss=0.592, pair=0.000, adv=3.182, sprd=0.018]
Ep 044/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:19,  1.95it/s, loss=0.611, pair=0.000, adv=3.614, sprd=0.017]
Ep 044/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:31,  1.83it/s, loss=0.611, pair=0.000, adv=3.614, sprd=0.017]
Ep 044/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:31,  1.83it/s, loss=0.657, pair=0.000, adv=4.787, sprd=0.021]
Ep 044/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:17,  1.96it/s, loss=0.657, pair=0.000, adv=4.787, sprd=0.021]
Ep 044/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:17,  1.96it/s, loss=0.643, pair=0.000, adv=4.169, sprd=0.023]
Ep 044/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:30,  1.83it/s, loss=0.643, pair=0.000, adv=4.169, sprd=0.023]
Ep 044/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:30,  1.83it/s, loss=0.641, pair=0.000, adv=4.644, sprd=0.020]
Ep 044/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:17,  1.95it/s, loss=0.641, pair=0.000, adv=4.644, sprd=0.020]
Ep 044/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:17,  1.95it/s, loss=0.654, pair=0.001, adv=5.143, sprd=0.025]
Ep 044/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:31,  1.81it/s, loss=0.654, pair=0.001, adv=5.143, sprd=0.025]
Ep 044/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:31,  1.81it/s, loss=0.598, pair=0.001, adv=4.184, sprd=0.017]
Ep 044/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:21,  1.90it/s, loss=0.598, pair=0.001, adv=4.184, sprd=0.017]
Ep 044/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:21,  1.90it/s, loss=0.665, pair=0.001, adv=3.759, sprd=0.021]
Ep 044/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:28,  1.83it/s, loss=0.665, pair=0.001, adv=3.759, sprd=0.021]
Ep 044/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:28,  1.83it/s, loss=0.656, pair=0.011, adv=3.663, sprd=0.023]
Ep 044/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:13,  1.96it/s, loss=0.656, pair=0.011, adv=3.663, sprd=0.023]
Ep 044/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:13,  1.96it/s, loss=0.627, pair=0.002, adv=3.335, sprd=0.021]
Ep 044/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:30,  1.80it/s, loss=0.627, pair=0.002, adv=3.335, sprd=0.021]
Ep 044/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:30,  1.80it/s, loss=0.663, pair=0.001, adv=4.335, sprd=0.028]
Ep 044/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:18,  1.91it/s, loss=0.663, pair=0.001, adv=4.335, sprd=0.028]
Ep 044/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:18,  1.91it/s, loss=0.625, pair=0.006, adv=4.070, sprd=0.021]
Ep 044/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:27,  1.82it/s, loss=0.625, pair=0.006, adv=4.070, sprd=0.021]
Ep 044/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:27,  1.82it/s, loss=0.602, pair=0.002, adv=5.377, sprd=0.017]
Ep 044/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:14,  1.93it/s, loss=0.602, pair=0.002, adv=5.377, sprd=0.017]
Ep 044/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<03:14,  1.93it/s, loss=0.951, pair=0.707, adv=4.964, sprd=0.039]
Ep 044/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:27,  1.81it/s, loss=0.951, pair=0.707, adv=4.964, sprd=0.039]
Ep 044/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:27,  1.81it/s, loss=0.628, pair=0.002, adv=5.184, sprd=0.021]
Ep 044/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:15,  1.92it/s, loss=0.628, pair=0.002, adv=5.184, sprd=0.021]
Ep 044/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<03:15,  1.92it/s, loss=0.757, pair=0.001, adv=3.839, sprd=0.034]
Ep 044/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:17,  1.89it/s, loss=0.757, pair=0.001, adv=3.839, sprd=0.034]
Ep 044/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:17,  1.89it/s, loss=0.643, pair=0.008, adv=3.740, sprd=0.019]
Ep 044/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:12,  1.94it/s, loss=0.643, pair=0.008, adv=3.740, sprd=0.019]
Ep 044/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:12,  1.94it/s, loss=0.635, pair=0.014, adv=3.537, sprd=0.020]
Ep 044/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:11,  1.95it/s, loss=0.635, pair=0.014, adv=3.537, sprd=0.020]
Ep 044/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:11,  1.95it/s, loss=0.641, pair=0.002, adv=5.083, sprd=0.021]
Ep 044/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:58,  2.08it/s, loss=0.641, pair=0.002, adv=5.083, sprd=0.021]
Ep 044/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:58,  2.08it/s, loss=0.687, pair=0.009, adv=3.631, sprd=0.026]
Ep 044/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:01,  2.03it/s, loss=0.687, pair=0.009, adv=3.631, sprd=0.026]
Ep 044/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:01,  2.03it/s, loss=0.623, pair=0.001, adv=3.916, sprd=0.018]
Ep 044/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:51,  2.15it/s, loss=0.623, pair=0.001, adv=3.916, sprd=0.018]
Ep 044/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:51,  2.15it/s, loss=0.636, pair=0.003, adv=5.062, sprd=0.019]
Ep 044/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<02:57,  2.07it/s, loss=0.636, pair=0.003, adv=5.062, sprd=0.019]
Ep 044/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:57,  2.07it/s, loss=0.641, pair=0.007, adv=4.481, sprd=0.023]
Ep 044/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:49,  2.16it/s, loss=0.641, pair=0.007, adv=4.481, sprd=0.023]
Ep 044/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:49,  2.16it/s, loss=0.602, pair=0.011, adv=6.282, sprd=0.015]
Ep 044/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:55,  2.09it/s, loss=0.602, pair=0.011, adv=6.282, sprd=0.015]
Ep 044/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:55,  2.09it/s, loss=0.629, pair=0.007, adv=5.462, sprd=0.016]
Ep 044/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:43,  2.23it/s, loss=0.629, pair=0.007, adv=5.462, sprd=0.016]
Ep 044/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:43,  2.23it/s, loss=0.670, pair=0.001, adv=3.698, sprd=0.020]
Ep 044/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:52,  2.11it/s, loss=0.670, pair=0.001, adv=3.698, sprd=0.020]
Ep 044/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:52,  2.11it/s, loss=0.628, pair=0.001, adv=4.102, sprd=0.020]
Ep 044/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:46,  2.18it/s, loss=0.628, pair=0.001, adv=4.102, sprd=0.020]
Ep 044/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:46,  2.18it/s, loss=0.593, pair=0.001, adv=5.436, sprd=0.014]
Ep 044/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:56,  2.05it/s, loss=0.593, pair=0.001, adv=5.436, sprd=0.014]
Ep 044/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:56,  2.05it/s, loss=0.610, pair=0.001, adv=4.632, sprd=0.018]
Ep 044/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:48,  2.15it/s, loss=0.610, pair=0.001, adv=4.632, sprd=0.018]
Ep 044/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:48,  2.15it/s, loss=0.661, pair=0.005, adv=4.544, sprd=0.026]
Ep 044/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:54,  2.06it/s, loss=0.661, pair=0.005, adv=4.544, sprd=0.026]
Ep 044/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:54,  2.06it/s, loss=0.624, pair=0.001, adv=3.619, sprd=0.021]
Ep 044/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:45,  2.16it/s, loss=0.624, pair=0.001, adv=3.619, sprd=0.021]
Ep 044/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:45,  2.16it/s, loss=0.613, pair=0.008, adv=3.882, sprd=0.017]
Ep 044/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:55,  2.04it/s, loss=0.613, pair=0.008, adv=3.882, sprd=0.017]
Ep 044/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:55,  2.04it/s, loss=0.625, pair=0.017, adv=3.982, sprd=0.019]
Ep 044/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:45,  2.15it/s, loss=0.625, pair=0.017, adv=3.982, sprd=0.019]
Ep 044/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:45,  2.15it/s, loss=0.664, pair=0.013, adv=5.077, sprd=0.022]
Ep 044/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:51,  2.07it/s, loss=0.664, pair=0.013, adv=5.077, sprd=0.022]
Ep 044/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:51,  2.07it/s, loss=0.587, pair=0.005, adv=2.960, sprd=0.021]
Ep 044/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:41,  2.20it/s, loss=0.587, pair=0.005, adv=2.960, sprd=0.021]
Ep 044/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:41,  2.20it/s, loss=0.618, pair=0.001, adv=5.350, sprd=0.017]
Ep 044/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:48,  2.10it/s, loss=0.618, pair=0.001, adv=5.350, sprd=0.017]
Ep 044/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:48,  2.10it/s, loss=0.642, pair=0.007, adv=4.586, sprd=0.022]
Ep 044/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:43,  2.16it/s, loss=0.642, pair=0.007, adv=4.586, sprd=0.022]
Ep 044/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:43,  2.16it/s, loss=0.608, pair=0.007, adv=3.935, sprd=0.017]
Ep 044/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:51,  2.06it/s, loss=0.608, pair=0.007, adv=3.935, sprd=0.017]
Ep 044/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:51,  2.06it/s, loss=0.666, pair=0.002, adv=4.576, sprd=0.023]
Ep 044/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:42,  2.16it/s, loss=0.666, pair=0.002, adv=4.576, sprd=0.023]
Ep 044/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:42,  2.16it/s, loss=0.683, pair=0.009, adv=4.576, sprd=0.034]
Ep 044/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.02it/s, loss=0.683, pair=0.009, adv=4.576, sprd=0.034]
Ep 044/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.02it/s, loss=0.649, pair=0.005, adv=4.832, sprd=0.025]
Ep 044/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:45,  2.11it/s, loss=0.649, pair=0.005, adv=4.832, sprd=0.025]
Ep 044/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:45,  2.11it/s, loss=0.600, pair=0.008, adv=4.291, sprd=0.017]
Ep 044/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:51,  2.03it/s, loss=0.600, pair=0.008, adv=4.291, sprd=0.017]
Ep 044/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:51,  2.03it/s, loss=0.642, pair=0.008, adv=3.832, sprd=0.020]
Ep 044/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:41,  2.15it/s, loss=0.642, pair=0.008, adv=3.832, sprd=0.020]
Ep 044/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:41,  2.15it/s, loss=0.663, pair=0.005, adv=6.230, sprd=0.028]
Ep 044/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:52,  2.00it/s, loss=0.663, pair=0.005, adv=6.230, sprd=0.028]
Ep 044/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:52,  2.00it/s, loss=0.642, pair=0.003, adv=3.896, sprd=0.021]
Ep 044/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:41,  2.14it/s, loss=0.642, pair=0.003, adv=3.896, sprd=0.021]
Ep 044/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:41,  2.14it/s, loss=0.641, pair=0.008, adv=4.907, sprd=0.021]
Ep 044/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:57,  1.94it/s, loss=0.641, pair=0.008, adv=4.907, sprd=0.021]
Ep 044/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:57,  1.94it/s, loss=0.589, pair=0.002, adv=4.305, sprd=0.012]
Ep 044/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:44,  2.09it/s, loss=0.589, pair=0.002, adv=4.305, sprd=0.012]
Ep 044/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:44,  2.09it/s, loss=1.359, pair=1.938, adv=5.535, sprd=0.031]
Ep 044/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:52,  1.98it/s, loss=1.359, pair=1.938, adv=5.535, sprd=0.031]
Ep 044/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:52,  1.98it/s, loss=0.653, pair=0.002, adv=4.224, sprd=0.025]
Ep 044/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:42,  2.09it/s, loss=0.653, pair=0.002, adv=4.224, sprd=0.025]
Ep 044/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:42,  2.09it/s, loss=0.658, pair=0.001, adv=4.583, sprd=0.024]
Ep 044/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:48,  2.02it/s, loss=0.658, pair=0.001, adv=4.583, sprd=0.024]
Ep 044/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:48,  2.02it/s, loss=0.583, pair=0.001, adv=5.072, sprd=0.014]
Ep 044/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:39,  2.13it/s, loss=0.583, pair=0.001, adv=5.072, sprd=0.014]
Ep 044/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:39,  2.13it/s, loss=0.670, pair=0.002, adv=5.540, sprd=0.026]
Ep 044/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:45,  2.04it/s, loss=0.670, pair=0.002, adv=5.540, sprd=0.026]
Ep 044/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:45,  2.04it/s, loss=0.635, pair=0.002, adv=5.876, sprd=0.022]
Ep 044/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:38,  2.13it/s, loss=0.635, pair=0.002, adv=5.876, sprd=0.022]
Ep 044/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:38,  2.13it/s, loss=0.710, pair=0.001, adv=4.687, sprd=0.019]
Ep 044/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.710, pair=0.001, adv=4.687, sprd=0.019]
Ep 044/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.655, pair=0.000, adv=4.126, sprd=0.027]
Ep 044/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.15it/s, loss=0.655, pair=0.000, adv=4.126, sprd=0.027]
Ep 044/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.15it/s, loss=0.694, pair=0.000, adv=6.260, sprd=0.034]
Ep 044/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:45,  2.02it/s, loss=0.694, pair=0.000, adv=6.260, sprd=0.034]
Ep 044/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:45,  2.02it/s, loss=0.619, pair=0.001, adv=3.764, sprd=0.020]
Ep 044/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:36,  2.12it/s, loss=0.619, pair=0.001, adv=3.764, sprd=0.020]
Ep 044/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:36,  2.12it/s, loss=0.676, pair=0.003, adv=5.216, sprd=0.026]
Ep 044/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:45,  2.00it/s, loss=0.676, pair=0.003, adv=5.216, sprd=0.026]
Ep 044/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:45,  2.00it/s, loss=0.610, pair=0.002, adv=4.132, sprd=0.015]
Ep 044/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:35,  2.13it/s, loss=0.610, pair=0.002, adv=4.132, sprd=0.015]
Ep 044/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:35,  2.13it/s, loss=0.660, pair=0.006, adv=4.253, sprd=0.025]
Ep 044/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:40,  2.05it/s, loss=0.660, pair=0.006, adv=4.253, sprd=0.025]
Ep 044/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:40,  2.05it/s, loss=0.668, pair=0.006, adv=4.783, sprd=0.028]
Ep 044/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:34,  2.13it/s, loss=0.668, pair=0.006, adv=4.783, sprd=0.028]
Ep 044/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:34,  2.13it/s, loss=0.624, pair=0.007, adv=4.210, sprd=0.021]
Ep 044/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:43,  2.00it/s, loss=0.624, pair=0.007, adv=4.210, sprd=0.021]
Ep 044/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:43,  2.00it/s, loss=0.621, pair=0.000, adv=5.010, sprd=0.017]
Ep 044/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:34,  2.12it/s, loss=0.621, pair=0.000, adv=5.010, sprd=0.017]
Ep 044/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:34,  2.12it/s, loss=0.593, pair=0.000, adv=4.255, sprd=0.015]
Ep 044/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:39,  2.04it/s, loss=0.593, pair=0.000, adv=4.255, sprd=0.015]
Ep 044/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:39,  2.04it/s, loss=0.596, pair=0.000, adv=4.112, sprd=0.015]
Ep 044/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:31,  2.15it/s, loss=0.596, pair=0.000, adv=4.112, sprd=0.015]
Ep 044/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:31,  2.15it/s, loss=0.615, pair=0.001, adv=5.168, sprd=0.020]
Ep 044/80 [S3:+sens]:  28%|▌ | 129/453 [01:03<02:40,  2.02it/s, loss=0.615, pair=0.001, adv=5.168, sprd=0.020]
Ep 044/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:40,  2.02it/s, loss=0.644, pair=0.001, adv=5.102, sprd=0.022]
Ep 044/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:32,  2.12it/s, loss=0.644, pair=0.001, adv=5.102, sprd=0.022]
Ep 044/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:32,  2.12it/s, loss=1.363, pair=2.012, adv=4.074, sprd=0.024]
Ep 044/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:37,  2.05it/s, loss=1.363, pair=2.012, adv=4.074, sprd=0.024]
Ep 044/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:37,  2.05it/s, loss=0.665, pair=0.009, adv=5.276, sprd=0.025]
Ep 044/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:29,  2.15it/s, loss=0.665, pair=0.009, adv=5.276, sprd=0.025]
Ep 044/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:29,  2.15it/s, loss=0.618, pair=0.000, adv=3.958, sprd=0.017]
Ep 044/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:35,  2.06it/s, loss=0.618, pair=0.000, adv=3.958, sprd=0.017]
Ep 044/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.625, pair=0.004, adv=4.095, sprd=0.017]
Ep 044/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:25,  2.19it/s, loss=0.625, pair=0.004, adv=4.095, sprd=0.017]
Ep 044/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:25,  2.19it/s, loss=1.324, pair=1.926, adv=4.050, sprd=0.022]
Ep 044/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:41,  1.97it/s, loss=1.324, pair=1.926, adv=4.050, sprd=0.022]
Ep 044/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:41,  1.97it/s, loss=0.634, pair=0.004, adv=3.536, sprd=0.022]
Ep 044/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:32,  2.08it/s, loss=0.634, pair=0.004, adv=3.536, sprd=0.022]
Ep 044/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:32,  2.08it/s, loss=0.662, pair=0.001, adv=4.473, sprd=0.024]
Ep 044/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:37,  2.00it/s, loss=0.662, pair=0.001, adv=4.473, sprd=0.024]
Ep 044/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:37,  2.00it/s, loss=0.613, pair=0.000, adv=5.896, sprd=0.018]
Ep 044/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:29,  2.10it/s, loss=0.613, pair=0.000, adv=5.896, sprd=0.018]
Ep 044/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:29,  2.10it/s, loss=0.551, pair=0.000, adv=3.057, sprd=0.013]
Ep 044/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:35,  2.02it/s, loss=0.551, pair=0.000, adv=3.057, sprd=0.013]
Ep 044/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:35,  2.02it/s, loss=0.627, pair=0.003, adv=3.286, sprd=0.020]
Ep 044/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:26,  2.13it/s, loss=0.627, pair=0.003, adv=3.286, sprd=0.020]
Ep 044/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:26,  2.13it/s, loss=0.632, pair=0.000, adv=4.096, sprd=0.019]
Ep 044/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:31,  2.06it/s, loss=0.632, pair=0.000, adv=4.096, sprd=0.019]
Ep 044/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:31,  2.06it/s, loss=0.620, pair=0.001, adv=4.653, sprd=0.016]
Ep 044/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:22,  2.19it/s, loss=0.620, pair=0.001, adv=4.653, sprd=0.016]
Ep 044/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:22,  2.19it/s, loss=0.610, pair=0.000, adv=4.598, sprd=0.014]
Ep 044/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:25,  2.13it/s, loss=0.610, pair=0.000, adv=4.598, sprd=0.014]
Ep 044/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:25,  2.13it/s, loss=1.471, pair=2.174, adv=3.947, sprd=0.036]
Ep 044/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:22,  2.18it/s, loss=1.471, pair=2.174, adv=3.947, sprd=0.036]
Ep 044/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:22,  2.18it/s, loss=0.554, pair=0.001, adv=2.947, sprd=0.017]
Ep 044/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:26,  2.10it/s, loss=0.554, pair=0.001, adv=2.947, sprd=0.017]
Ep 044/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:26,  2.10it/s, loss=0.525, pair=0.001, adv=2.634, sprd=0.018]
Ep 044/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:20,  2.18it/s, loss=0.525, pair=0.001, adv=2.634, sprd=0.018]
Ep 044/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:20,  2.18it/s, loss=0.642, pair=0.001, adv=4.694, sprd=0.022]
Ep 044/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:28,  2.06it/s, loss=0.642, pair=0.001, adv=4.694, sprd=0.022]
Ep 044/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:28,  2.06it/s, loss=1.330, pair=1.968, adv=5.131, sprd=0.024]
Ep 044/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:25,  2.10it/s, loss=1.330, pair=1.968, adv=5.131, sprd=0.024]
Ep 044/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:25,  2.10it/s, loss=0.649, pair=0.001, adv=4.817, sprd=0.024]
Ep 044/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:38,  1.91it/s, loss=0.649, pair=0.001, adv=4.817, sprd=0.024]
Ep 044/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:38,  1.91it/s, loss=0.665, pair=0.008, adv=3.649, sprd=0.028]
Ep 044/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:32,  1.99it/s, loss=0.665, pair=0.008, adv=3.649, sprd=0.028]
Ep 044/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:32,  1.99it/s, loss=0.624, pair=0.002, adv=4.537, sprd=0.017]
Ep 044/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:43,  1.85it/s, loss=0.624, pair=0.002, adv=4.537, sprd=0.017]
Ep 044/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:43,  1.85it/s, loss=0.666, pair=0.003, adv=4.915, sprd=0.029]
Ep 044/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:35,  1.94it/s, loss=0.666, pair=0.003, adv=4.915, sprd=0.029]
Ep 044/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:35,  1.94it/s, loss=0.630, pair=0.000, adv=3.966, sprd=0.018]
Ep 044/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:41,  1.86it/s, loss=0.630, pair=0.000, adv=3.966, sprd=0.018]
Ep 044/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:41,  1.86it/s, loss=1.449, pair=2.330, adv=4.533, sprd=0.023]
Ep 044/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:33,  1.95it/s, loss=1.449, pair=2.330, adv=4.533, sprd=0.023]
Ep 044/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:33,  1.95it/s, loss=0.647, pair=0.003, adv=3.960, sprd=0.026]
Ep 044/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:43,  1.82it/s, loss=0.647, pair=0.003, adv=3.960, sprd=0.026]
Ep 044/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:43,  1.82it/s, loss=0.604, pair=0.004, adv=3.984, sprd=0.016]
Ep 044/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:33,  1.93it/s, loss=0.604, pair=0.004, adv=3.984, sprd=0.016]
Ep 044/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:33,  1.93it/s, loss=0.611, pair=0.002, adv=5.249, sprd=0.020]
Ep 044/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:43,  1.81it/s, loss=0.611, pair=0.002, adv=5.249, sprd=0.020]
Ep 044/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:43,  1.81it/s, loss=0.654, pair=0.002, adv=4.950, sprd=0.018]
Ep 044/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:30,  1.96it/s, loss=0.654, pair=0.002, adv=4.950, sprd=0.018]
Ep 044/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:30,  1.96it/s, loss=0.606, pair=0.000, adv=2.975, sprd=0.022]
Ep 044/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:35,  1.89it/s, loss=0.606, pair=0.000, adv=2.975, sprd=0.022]
Ep 044/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:35,  1.89it/s, loss=0.640, pair=0.002, adv=5.875, sprd=0.023]
Ep 044/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:27,  1.98it/s, loss=0.640, pair=0.002, adv=5.875, sprd=0.023]
Ep 044/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:27,  1.98it/s, loss=0.650, pair=0.000, adv=4.586, sprd=0.017]
Ep 044/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:37,  1.85it/s, loss=0.650, pair=0.000, adv=4.586, sprd=0.017]
Ep 044/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:37,  1.85it/s, loss=0.663, pair=0.004, adv=4.299, sprd=0.025]
Ep 044/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:28,  1.96it/s, loss=0.663, pair=0.004, adv=4.299, sprd=0.025]
Ep 044/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:28,  1.96it/s, loss=0.621, pair=0.000, adv=6.004, sprd=0.016]
Ep 044/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:45,  1.75it/s, loss=0.621, pair=0.000, adv=6.004, sprd=0.016]
Ep 044/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:45,  1.75it/s, loss=0.635, pair=0.000, adv=3.808, sprd=0.021]
Ep 044/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:33,  1.89it/s, loss=0.635, pair=0.000, adv=3.808, sprd=0.021]
Ep 044/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:33,  1.89it/s, loss=0.662, pair=0.004, adv=3.224, sprd=0.031]
Ep 044/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:39,  1.80it/s, loss=0.662, pair=0.004, adv=3.224, sprd=0.031]
Ep 044/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:39,  1.80it/s, loss=0.604, pair=0.000, adv=4.304, sprd=0.015]
Ep 044/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:29,  1.93it/s, loss=0.604, pair=0.000, adv=4.304, sprd=0.015]
Ep 044/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:29,  1.93it/s, loss=0.606, pair=0.000, adv=4.749, sprd=0.018]
Ep 044/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:38,  1.81it/s, loss=0.606, pair=0.000, adv=4.749, sprd=0.018]
Ep 044/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:38,  1.81it/s, loss=0.587, pair=0.006, adv=2.964, sprd=0.019]
Ep 044/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:26,  1.94it/s, loss=0.587, pair=0.006, adv=2.964, sprd=0.019]
Ep 044/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:26,  1.94it/s, loss=0.609, pair=0.004, adv=5.105, sprd=0.015]
Ep 044/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:36,  1.82it/s, loss=0.609, pair=0.004, adv=5.105, sprd=0.015]
Ep 044/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:36,  1.82it/s, loss=0.614, pair=0.000, adv=4.295, sprd=0.016]
Ep 044/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:25,  1.95it/s, loss=0.614, pair=0.000, adv=4.295, sprd=0.016]
Ep 044/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:25,  1.95it/s, loss=0.647, pair=0.005, adv=5.233, sprd=0.023]
Ep 044/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:34,  1.82it/s, loss=0.647, pair=0.005, adv=5.233, sprd=0.023]
Ep 044/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:34,  1.82it/s, loss=0.642, pair=0.004, adv=4.645, sprd=0.022]
Ep 044/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:25,  1.93it/s, loss=0.642, pair=0.004, adv=4.645, sprd=0.022]
Ep 044/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:25,  1.93it/s, loss=0.614, pair=0.022, adv=4.532, sprd=0.017]
Ep 044/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:34,  1.81it/s, loss=0.614, pair=0.022, adv=4.532, sprd=0.017]
Ep 044/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:34,  1.81it/s, loss=0.627, pair=0.006, adv=4.968, sprd=0.021]
Ep 044/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:25,  1.92it/s, loss=0.627, pair=0.006, adv=4.968, sprd=0.021]
Ep 044/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:25,  1.92it/s, loss=0.636, pair=0.001, adv=4.548, sprd=0.022]
Ep 044/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:34,  1.80it/s, loss=0.636, pair=0.001, adv=4.548, sprd=0.022]
Ep 044/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:34,  1.80it/s, loss=0.625, pair=0.002, adv=3.850, sprd=0.017]
Ep 044/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:23,  1.93it/s, loss=0.625, pair=0.002, adv=3.850, sprd=0.017]
Ep 044/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:23,  1.93it/s, loss=0.627, pair=0.001, adv=3.422, sprd=0.022]
Ep 044/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:32,  1.81it/s, loss=0.627, pair=0.001, adv=3.422, sprd=0.022]
Ep 044/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:32,  1.81it/s, loss=0.682, pair=0.004, adv=4.442, sprd=0.032]
Ep 044/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:23,  1.92it/s, loss=0.682, pair=0.004, adv=4.442, sprd=0.032]
Ep 044/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:23,  1.92it/s, loss=0.631, pair=0.001, adv=4.151, sprd=0.024]
Ep 044/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:24,  1.90it/s, loss=0.631, pair=0.001, adv=4.151, sprd=0.024]
Ep 044/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:24,  1.90it/s, loss=0.577, pair=0.001, adv=2.735, sprd=0.024]
Ep 044/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:14,  2.03it/s, loss=0.577, pair=0.001, adv=2.735, sprd=0.024]
Ep 044/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:14,  2.03it/s, loss=0.675, pair=0.000, adv=3.713, sprd=0.031]
Ep 044/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:19,  1.96it/s, loss=0.675, pair=0.000, adv=3.713, sprd=0.031]
Ep 044/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:19,  1.96it/s, loss=0.643, pair=0.000, adv=3.435, sprd=0.027]
Ep 044/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:12,  2.04it/s, loss=0.643, pair=0.000, adv=3.435, sprd=0.027]
Ep 044/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:12,  2.04it/s, loss=0.613, pair=0.004, adv=3.448, sprd=0.015]
Ep 044/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:12,  2.03it/s, loss=0.613, pair=0.004, adv=3.448, sprd=0.015]
Ep 044/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:12,  2.03it/s, loss=0.630, pair=0.000, adv=4.322, sprd=0.023]
Ep 044/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:07,  2.11it/s, loss=0.630, pair=0.000, adv=4.322, sprd=0.023]
Ep 044/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:07,  2.11it/s, loss=0.666, pair=0.002, adv=3.044, sprd=0.025]
Ep 044/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:11,  2.04it/s, loss=0.666, pair=0.002, adv=3.044, sprd=0.025]
Ep 044/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:11,  2.04it/s, loss=0.664, pair=0.000, adv=5.564, sprd=0.022]
Ep 044/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:03,  2.16it/s, loss=0.664, pair=0.000, adv=5.564, sprd=0.022]
Ep 044/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:03,  2.16it/s, loss=0.579, pair=0.001, adv=2.981, sprd=0.023]
Ep 044/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:16,  1.95it/s, loss=0.579, pair=0.001, adv=2.981, sprd=0.023]
Ep 044/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:16,  1.95it/s, loss=0.593, pair=0.003, adv=5.638, sprd=0.014]
Ep 044/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:07,  2.08it/s, loss=0.593, pair=0.003, adv=5.638, sprd=0.014]
Ep 044/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:07,  2.08it/s, loss=0.612, pair=0.003, adv=3.372, sprd=0.021]
Ep 044/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:10,  2.02it/s, loss=0.612, pair=0.003, adv=3.372, sprd=0.021]
Ep 044/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:10,  2.02it/s, loss=0.634, pair=0.000, adv=4.108, sprd=0.021]
Ep 044/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:04,  2.12it/s, loss=0.634, pair=0.000, adv=4.108, sprd=0.021]
Ep 044/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:04,  2.12it/s, loss=0.592, pair=0.000, adv=4.146, sprd=0.012]
Ep 044/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:05,  2.09it/s, loss=0.592, pair=0.000, adv=4.146, sprd=0.012]
Ep 044/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:05,  2.09it/s, loss=0.624, pair=0.003, adv=3.362, sprd=0.018]
Ep 044/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<01:58,  2.20it/s, loss=0.624, pair=0.003, adv=3.362, sprd=0.018]
Ep 044/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<01:58,  2.20it/s, loss=0.557, pair=0.000, adv=2.834, sprd=0.018]
Ep 044/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:03,  2.11it/s, loss=0.557, pair=0.000, adv=2.834, sprd=0.018]
Ep 044/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:03,  2.11it/s, loss=0.632, pair=0.002, adv=3.326, sprd=0.026]
Ep 044/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:59,  2.16it/s, loss=0.632, pair=0.002, adv=3.326, sprd=0.026]
Ep 044/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<01:59,  2.16it/s, loss=0.648, pair=0.003, adv=6.014, sprd=0.018]
Ep 044/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:02,  2.10it/s, loss=0.648, pair=0.003, adv=6.014, sprd=0.018]
Ep 044/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:02,  2.10it/s, loss=0.599, pair=0.001, adv=6.484, sprd=0.016]
Ep 044/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:57,  2.18it/s, loss=0.599, pair=0.001, adv=6.484, sprd=0.016]
Ep 044/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:57,  2.18it/s, loss=0.656, pair=0.003, adv=4.441, sprd=0.026]
Ep 044/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:04,  2.05it/s, loss=0.656, pair=0.003, adv=4.441, sprd=0.026]
Ep 044/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:04,  2.05it/s, loss=0.600, pair=0.001, adv=7.160, sprd=0.013]
Ep 044/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:57,  2.17it/s, loss=0.600, pair=0.001, adv=7.160, sprd=0.013]
Ep 044/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:57,  2.17it/s, loss=0.624, pair=0.001, adv=4.007, sprd=0.017]
Ep 044/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:00,  2.11it/s, loss=0.624, pair=0.001, adv=4.007, sprd=0.017]
Ep 044/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:00,  2.11it/s, loss=0.630, pair=0.004, adv=3.261, sprd=0.021]
Ep 044/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:54,  2.21it/s, loss=0.630, pair=0.004, adv=3.261, sprd=0.021]
Ep 044/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:54,  2.21it/s, loss=0.652, pair=0.000, adv=5.145, sprd=0.020]
Ep 044/80 [S3:+sens]:  44%|▉ | 201/453 [01:39<01:58,  2.12it/s, loss=0.652, pair=0.000, adv=5.145, sprd=0.020]
Ep 044/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<01:58,  2.12it/s, loss=0.643, pair=0.002, adv=4.997, sprd=0.026]
Ep 044/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:56,  2.16it/s, loss=0.643, pair=0.002, adv=4.997, sprd=0.026]
Ep 044/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:56,  2.16it/s, loss=0.625, pair=0.002, adv=7.790, sprd=0.017]
Ep 044/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<01:59,  2.09it/s, loss=0.625, pair=0.002, adv=7.790, sprd=0.017]
Ep 044/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:59,  2.09it/s, loss=0.631, pair=0.001, adv=3.728, sprd=0.022]
Ep 044/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:54,  2.17it/s, loss=0.631, pair=0.001, adv=3.728, sprd=0.022]
Ep 044/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:54,  2.17it/s, loss=0.640, pair=0.001, adv=6.537, sprd=0.020]
Ep 044/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<02:02,  2.02it/s, loss=0.640, pair=0.001, adv=6.537, sprd=0.020]
Ep 044/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:02,  2.02it/s, loss=0.627, pair=0.001, adv=7.436, sprd=0.021]
Ep 044/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:57,  2.11it/s, loss=0.627, pair=0.001, adv=7.436, sprd=0.021]
Ep 044/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:57,  2.11it/s, loss=0.596, pair=0.001, adv=5.578, sprd=0.014]
Ep 044/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<02:00,  2.04it/s, loss=0.596, pair=0.001, adv=5.578, sprd=0.014]
Ep 044/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:00,  2.04it/s, loss=0.587, pair=0.001, adv=2.976, sprd=0.019]
Ep 044/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:53,  2.16it/s, loss=0.587, pair=0.001, adv=2.976, sprd=0.019]
Ep 044/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:53,  2.16it/s, loss=0.652, pair=0.000, adv=3.559, sprd=0.024]
Ep 044/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:57,  2.08it/s, loss=0.652, pair=0.000, adv=3.559, sprd=0.024]
Ep 044/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:57,  2.08it/s, loss=0.662, pair=0.000, adv=3.741, sprd=0.026]
Ep 044/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:52,  2.17it/s, loss=0.662, pair=0.000, adv=3.741, sprd=0.026]
Ep 044/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:52,  2.17it/s, loss=0.637, pair=0.002, adv=4.815, sprd=0.023]
Ep 044/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<01:57,  2.06it/s, loss=0.637, pair=0.002, adv=4.815, sprd=0.023]
Ep 044/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:57,  2.06it/s, loss=0.658, pair=0.000, adv=5.912, sprd=0.021]
Ep 044/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:51,  2.16it/s, loss=0.658, pair=0.000, adv=5.912, sprd=0.021]
Ep 044/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:51,  2.16it/s, loss=0.613, pair=0.003, adv=6.359, sprd=0.014]
Ep 044/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:54,  2.09it/s, loss=0.613, pair=0.003, adv=6.359, sprd=0.014]
Ep 044/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:54,  2.09it/s, loss=0.622, pair=0.000, adv=4.569, sprd=0.017]
Ep 044/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:49,  2.19it/s, loss=0.622, pair=0.000, adv=4.569, sprd=0.017]
Ep 044/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:49,  2.19it/s, loss=0.665, pair=0.001, adv=5.035, sprd=0.030]
Ep 044/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<02:01,  1.95it/s, loss=0.665, pair=0.001, adv=5.035, sprd=0.030]
Ep 044/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:01,  1.95it/s, loss=0.624, pair=0.002, adv=4.465, sprd=0.020]
Ep 044/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:54,  2.07it/s, loss=0.624, pair=0.002, adv=4.465, sprd=0.020]
Ep 044/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:54,  2.07it/s, loss=0.646, pair=0.000, adv=4.544, sprd=0.026]
Ep 044/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:59,  1.98it/s, loss=0.646, pair=0.000, adv=4.544, sprd=0.026]
Ep 044/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:59,  1.98it/s, loss=0.616, pair=0.000, adv=5.258, sprd=0.017]
Ep 044/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:51,  2.11it/s, loss=0.616, pair=0.000, adv=5.258, sprd=0.017]
Ep 044/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:51,  2.11it/s, loss=0.632, pair=0.004, adv=4.661, sprd=0.023]
Ep 044/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:55,  2.02it/s, loss=0.632, pair=0.004, adv=4.661, sprd=0.023]
Ep 044/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:55,  2.02it/s, loss=0.637, pair=0.000, adv=4.547, sprd=0.023]
Ep 044/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:50,  2.11it/s, loss=0.637, pair=0.000, adv=4.547, sprd=0.023]
Ep 044/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:50,  2.11it/s, loss=0.638, pair=0.003, adv=6.007, sprd=0.023]
Ep 044/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:57,  1.97it/s, loss=0.638, pair=0.003, adv=6.007, sprd=0.023]
Ep 044/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:57,  1.97it/s, loss=0.625, pair=0.002, adv=5.231, sprd=0.016]
Ep 044/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:49,  2.11it/s, loss=0.625, pair=0.002, adv=5.231, sprd=0.016]
Ep 044/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:49,  2.11it/s, loss=0.589, pair=0.000, adv=3.828, sprd=0.017]
Ep 044/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:54,  2.02it/s, loss=0.589, pair=0.000, adv=3.828, sprd=0.017]
Ep 044/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:54,  2.02it/s, loss=0.637, pair=0.000, adv=4.515, sprd=0.019]
Ep 044/80 [S3:+sens]:  49%|▉ | 224/453 [01:50<01:47,  2.14it/s, loss=0.637, pair=0.000, adv=4.515, sprd=0.019]
Ep 044/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:47,  2.14it/s, loss=0.671, pair=0.002, adv=4.636, sprd=0.027]
Ep 044/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:50,  2.07it/s, loss=0.671, pair=0.002, adv=4.636, sprd=0.027]
Ep 044/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:50,  2.07it/s, loss=0.611, pair=0.000, adv=3.405, sprd=0.016]
Ep 044/80 [S3:+sens]:  50%|▉ | 226/453 [01:51<01:42,  2.22it/s, loss=0.611, pair=0.000, adv=3.405, sprd=0.016]
Ep 044/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:42,  2.22it/s, loss=0.628, pair=0.000, adv=3.629, sprd=0.022]
Ep 044/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:49,  2.07it/s, loss=0.628, pair=0.000, adv=3.629, sprd=0.022]
Ep 044/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:49,  2.07it/s, loss=0.653, pair=0.034, adv=4.916, sprd=0.024]
Ep 044/80 [S3:+sens]:  50%|█ | 228/453 [01:52<01:45,  2.14it/s, loss=0.653, pair=0.034, adv=4.916, sprd=0.024]
Ep 044/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:45,  2.14it/s, loss=0.637, pair=0.004, adv=5.383, sprd=0.021]
Ep 044/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:48,  2.06it/s, loss=0.637, pair=0.004, adv=5.383, sprd=0.021]
Ep 044/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:48,  2.06it/s, loss=0.641, pair=0.005, adv=5.847, sprd=0.019]
Ep 044/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:43,  2.15it/s, loss=0.641, pair=0.005, adv=5.847, sprd=0.019]
Ep 044/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:43,  2.15it/s, loss=0.647, pair=0.004, adv=4.281, sprd=0.024]
Ep 044/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:48,  2.04it/s, loss=0.647, pair=0.004, adv=4.281, sprd=0.024]
Ep 044/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:48,  2.04it/s, loss=0.652, pair=0.002, adv=3.985, sprd=0.024]
Ep 044/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:43,  2.13it/s, loss=0.652, pair=0.002, adv=3.985, sprd=0.024]
Ep 044/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:43,  2.13it/s, loss=0.601, pair=0.000, adv=3.403, sprd=0.017]
Ep 044/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:48,  2.03it/s, loss=0.601, pair=0.000, adv=3.403, sprd=0.017]
Ep 044/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:48,  2.03it/s, loss=0.598, pair=0.000, adv=5.790, sprd=0.016]
Ep 044/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:43,  2.12it/s, loss=0.598, pair=0.000, adv=5.790, sprd=0.016]
Ep 044/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:43,  2.12it/s, loss=0.648, pair=0.003, adv=7.380, sprd=0.024]
Ep 044/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:48,  2.00it/s, loss=0.648, pair=0.003, adv=7.380, sprd=0.024]
Ep 044/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:48,  2.00it/s, loss=0.662, pair=0.000, adv=5.240, sprd=0.029]
Ep 044/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:44,  2.07it/s, loss=0.662, pair=0.000, adv=5.240, sprd=0.029]
Ep 044/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:44,  2.07it/s, loss=0.675, pair=0.000, adv=4.906, sprd=0.018]
Ep 044/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:45,  2.04it/s, loss=0.675, pair=0.000, adv=4.906, sprd=0.018]
Ep 044/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:45,  2.04it/s, loss=0.638, pair=0.000, adv=3.605, sprd=0.022]
Ep 044/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:40,  2.15it/s, loss=0.638, pair=0.000, adv=3.605, sprd=0.022]
Ep 044/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:40,  2.15it/s, loss=0.637, pair=0.000, adv=5.113, sprd=0.021]
Ep 044/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:44,  2.05it/s, loss=0.637, pair=0.000, adv=5.113, sprd=0.021]
Ep 044/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:44,  2.05it/s, loss=0.652, pair=0.000, adv=3.786, sprd=0.018]
Ep 044/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:36,  2.21it/s, loss=0.652, pair=0.000, adv=3.786, sprd=0.018]
Ep 044/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:36,  2.21it/s, loss=0.672, pair=0.000, adv=4.051, sprd=0.027]
Ep 044/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:41,  2.09it/s, loss=0.672, pair=0.000, adv=4.051, sprd=0.027]
Ep 044/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:41,  2.09it/s, loss=0.655, pair=0.000, adv=5.311, sprd=0.025]
Ep 044/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:37,  2.16it/s, loss=0.655, pair=0.000, adv=5.311, sprd=0.025]
Ep 044/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:37,  2.16it/s, loss=0.641, pair=0.001, adv=4.829, sprd=0.018]
Ep 044/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:45,  2.00it/s, loss=0.641, pair=0.001, adv=4.829, sprd=0.018]
Ep 044/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:45,  2.00it/s, loss=0.627, pair=0.000, adv=4.293, sprd=0.022]
Ep 044/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:39,  2.09it/s, loss=0.627, pair=0.000, adv=4.293, sprd=0.022]
Ep 044/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:39,  2.09it/s, loss=0.582, pair=0.002, adv=2.791, sprd=0.026]
Ep 044/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:42,  2.02it/s, loss=0.582, pair=0.002, adv=2.791, sprd=0.026]
Ep 044/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:42,  2.02it/s, loss=0.701, pair=0.114, adv=3.248, sprd=0.028]
Ep 044/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:37,  2.12it/s, loss=0.701, pair=0.114, adv=3.248, sprd=0.028]
Ep 044/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:37,  2.12it/s, loss=0.591, pair=0.000, adv=5.159, sprd=0.014]
Ep 044/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:44,  1.97it/s, loss=0.591, pair=0.000, adv=5.159, sprd=0.014]
Ep 044/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:44,  1.97it/s, loss=0.623, pair=0.000, adv=4.000, sprd=0.016]
Ep 044/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:38,  2.09it/s, loss=0.623, pair=0.000, adv=4.000, sprd=0.016]
Ep 044/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:38,  2.09it/s, loss=0.588, pair=0.000, adv=6.854, sprd=0.015]
Ep 044/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:46,  1.91it/s, loss=0.588, pair=0.000, adv=6.854, sprd=0.015]
Ep 044/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:46,  1.91it/s, loss=0.624, pair=0.003, adv=3.585, sprd=0.021]
Ep 044/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:41,  2.00it/s, loss=0.624, pair=0.003, adv=3.585, sprd=0.021]
Ep 044/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:41,  2.00it/s, loss=0.595, pair=0.003, adv=4.192, sprd=0.018]
Ep 044/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:50,  1.82it/s, loss=0.595, pair=0.003, adv=4.192, sprd=0.018]
Ep 044/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:50,  1.82it/s, loss=0.656, pair=0.004, adv=5.159, sprd=0.025]
Ep 044/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:44,  1.92it/s, loss=0.656, pair=0.004, adv=5.159, sprd=0.025]
Ep 044/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:44,  1.92it/s, loss=0.703, pair=0.003, adv=6.150, sprd=0.025]
Ep 044/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:51,  1.80it/s, loss=0.703, pair=0.003, adv=6.150, sprd=0.025]
Ep 044/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:51,  1.80it/s, loss=0.627, pair=0.000, adv=5.028, sprd=0.017]
Ep 044/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:42,  1.94it/s, loss=0.627, pair=0.000, adv=5.028, sprd=0.017]
Ep 044/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:42,  1.94it/s, loss=0.668, pair=0.000, adv=6.872, sprd=0.024]
Ep 044/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:48,  1.83it/s, loss=0.668, pair=0.000, adv=6.872, sprd=0.024]
Ep 044/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:48,  1.83it/s, loss=0.660, pair=0.000, adv=5.059, sprd=0.022]
Ep 044/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:41,  1.95it/s, loss=0.660, pair=0.000, adv=5.059, sprd=0.022]
Ep 044/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:41,  1.95it/s, loss=0.648, pair=0.000, adv=4.127, sprd=0.022]
Ep 044/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:46,  1.84it/s, loss=0.648, pair=0.000, adv=4.127, sprd=0.022]
Ep 044/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:46,  1.84it/s, loss=0.655, pair=0.001, adv=4.786, sprd=0.027]
Ep 044/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:41,  1.92it/s, loss=0.655, pair=0.001, adv=4.786, sprd=0.027]
Ep 044/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:41,  1.92it/s, loss=0.651, pair=0.000, adv=4.239, sprd=0.023]
Ep 044/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:48,  1.79it/s, loss=0.651, pair=0.000, adv=4.239, sprd=0.023]
Ep 044/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:48,  1.79it/s, loss=0.720, pair=0.193, adv=5.246, sprd=0.026]
Ep 044/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:42,  1.89it/s, loss=0.720, pair=0.193, adv=5.246, sprd=0.026]
Ep 044/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:42,  1.89it/s, loss=0.687, pair=0.065, adv=3.322, sprd=0.024]
Ep 044/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:45,  1.82it/s, loss=0.687, pair=0.065, adv=3.322, sprd=0.024]
Ep 044/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:45,  1.82it/s, loss=0.622, pair=0.000, adv=4.307, sprd=0.020]
Ep 044/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:39,  1.93it/s, loss=0.622, pair=0.000, adv=4.307, sprd=0.020]
Ep 044/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:39,  1.93it/s, loss=0.601, pair=0.005, adv=3.263, sprd=0.018]
Ep 044/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:43,  1.83it/s, loss=0.601, pair=0.005, adv=3.263, sprd=0.018]
Ep 044/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:43,  1.83it/s, loss=0.666, pair=0.007, adv=5.410, sprd=0.024]
Ep 044/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:38,  1.93it/s, loss=0.666, pair=0.007, adv=5.410, sprd=0.024]
Ep 044/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:38,  1.93it/s, loss=0.656, pair=0.004, adv=5.328, sprd=0.023]
Ep 044/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:45,  1.78it/s, loss=0.656, pair=0.004, adv=5.328, sprd=0.023]
Ep 044/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:45,  1.78it/s, loss=0.669, pair=0.001, adv=5.951, sprd=0.023]
Ep 044/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:37,  1.91it/s, loss=0.669, pair=0.001, adv=5.951, sprd=0.023]
Ep 044/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:37,  1.91it/s, loss=0.670, pair=0.002, adv=4.483, sprd=0.027]
Ep 044/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:43,  1.80it/s, loss=0.670, pair=0.002, adv=4.483, sprd=0.027]
Ep 044/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:43,  1.80it/s, loss=0.633, pair=0.006, adv=3.876, sprd=0.020]
Ep 044/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:36,  1.91it/s, loss=0.633, pair=0.006, adv=3.876, sprd=0.020]
Ep 044/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:36,  1.91it/s, loss=0.644, pair=0.001, adv=6.045, sprd=0.022]
Ep 044/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:41,  1.81it/s, loss=0.644, pair=0.001, adv=6.045, sprd=0.022]
Ep 044/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:41,  1.81it/s, loss=0.639, pair=0.004, adv=4.863, sprd=0.023]
Ep 044/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:35,  1.92it/s, loss=0.639, pair=0.004, adv=4.863, sprd=0.023]
Ep 044/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:35,  1.92it/s, loss=0.707, pair=0.018, adv=4.484, sprd=0.034]
Ep 044/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:41,  1.79it/s, loss=0.707, pair=0.018, adv=4.484, sprd=0.034]
Ep 044/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:41,  1.79it/s, loss=0.639, pair=0.001, adv=4.815, sprd=0.017]
Ep 044/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:32,  1.95it/s, loss=0.639, pair=0.001, adv=4.815, sprd=0.017]
Ep 044/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:32,  1.95it/s, loss=0.614, pair=0.001, adv=5.232, sprd=0.015]
Ep 044/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:44,  1.72it/s, loss=0.614, pair=0.001, adv=5.232, sprd=0.015]
Ep 044/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:44,  1.72it/s, loss=0.627, pair=0.004, adv=5.141, sprd=0.020]
Ep 044/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:36,  1.86it/s, loss=0.627, pair=0.004, adv=5.141, sprd=0.020]
Ep 044/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:36,  1.86it/s, loss=0.585, pair=0.015, adv=4.587, sprd=0.014]
Ep 044/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:39,  1.79it/s, loss=0.585, pair=0.015, adv=4.587, sprd=0.014]
Ep 044/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:39,  1.79it/s, loss=0.654, pair=0.001, adv=5.175, sprd=0.026]
Ep 044/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:33,  1.89it/s, loss=0.654, pair=0.001, adv=5.175, sprd=0.026]
Ep 044/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:33,  1.89it/s, loss=0.677, pair=0.000, adv=4.165, sprd=0.031]
Ep 044/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:34,  1.87it/s, loss=0.677, pair=0.000, adv=4.165, sprd=0.031]
Ep 044/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:34,  1.87it/s, loss=0.642, pair=0.000, adv=4.049, sprd=0.022]
Ep 044/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:27,  2.00it/s, loss=0.642, pair=0.000, adv=4.049, sprd=0.022]
Ep 044/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:27,  2.00it/s, loss=0.642, pair=0.002, adv=4.010, sprd=0.020]
Ep 044/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:28,  1.97it/s, loss=0.642, pair=0.002, adv=4.010, sprd=0.020]
Ep 044/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:28,  1.97it/s, loss=0.640, pair=0.000, adv=4.151, sprd=0.022]
Ep 044/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:22,  2.10it/s, loss=0.640, pair=0.000, adv=4.151, sprd=0.022]
Ep 044/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:22,  2.10it/s, loss=0.606, pair=0.005, adv=5.378, sprd=0.015]
Ep 044/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:24,  2.04it/s, loss=0.606, pair=0.005, adv=5.378, sprd=0.015]
Ep 044/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:24,  2.04it/s, loss=0.582, pair=0.006, adv=5.883, sprd=0.012]
Ep 044/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:19,  2.16it/s, loss=0.582, pair=0.006, adv=5.883, sprd=0.012]
Ep 044/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:19,  2.16it/s, loss=0.673, pair=0.001, adv=5.970, sprd=0.018]
Ep 044/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:22,  2.06it/s, loss=0.673, pair=0.001, adv=5.970, sprd=0.018]
Ep 044/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:22,  2.06it/s, loss=0.639, pair=0.000, adv=6.057, sprd=0.019]
Ep 044/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:17,  2.17it/s, loss=0.639, pair=0.000, adv=6.057, sprd=0.019]
Ep 044/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:17,  2.17it/s, loss=0.626, pair=0.001, adv=4.718, sprd=0.022]
Ep 044/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:21,  2.06it/s, loss=0.626, pair=0.001, adv=4.718, sprd=0.022]
Ep 044/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:21,  2.06it/s, loss=0.622, pair=0.000, adv=4.143, sprd=0.019]
Ep 044/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.17it/s, loss=0.622, pair=0.000, adv=4.143, sprd=0.019]
Ep 044/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.17it/s, loss=0.619, pair=0.000, adv=3.914, sprd=0.016]
Ep 044/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:18,  2.11it/s, loss=0.619, pair=0.000, adv=3.914, sprd=0.016]
Ep 044/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:18,  2.11it/s, loss=0.609, pair=0.006, adv=6.079, sprd=0.019]
Ep 044/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:15,  2.19it/s, loss=0.609, pair=0.006, adv=6.079, sprd=0.019]
Ep 044/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:15,  2.19it/s, loss=0.690, pair=0.002, adv=3.970, sprd=0.031]
Ep 044/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:19,  2.07it/s, loss=0.690, pair=0.002, adv=3.970, sprd=0.031]
Ep 044/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:19,  2.07it/s, loss=0.638, pair=0.004, adv=4.553, sprd=0.019]
Ep 044/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:14,  2.18it/s, loss=0.638, pair=0.004, adv=4.553, sprd=0.019]
Ep 044/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:14,  2.18it/s, loss=0.636, pair=0.004, adv=5.052, sprd=0.021]
Ep 044/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:17,  2.10it/s, loss=0.636, pair=0.004, adv=5.052, sprd=0.021]
Ep 044/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:17,  2.10it/s, loss=0.657, pair=0.005, adv=5.161, sprd=0.025]
Ep 044/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.18it/s, loss=0.657, pair=0.005, adv=5.161, sprd=0.025]
Ep 044/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.18it/s, loss=0.623, pair=0.003, adv=4.617, sprd=0.015]
Ep 044/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:15,  2.12it/s, loss=0.623, pair=0.003, adv=4.617, sprd=0.015]
Ep 044/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:15,  2.12it/s, loss=0.668, pair=0.002, adv=4.524, sprd=0.028]
Ep 044/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:12,  2.18it/s, loss=0.668, pair=0.002, adv=4.524, sprd=0.028]
Ep 044/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:12,  2.18it/s, loss=0.663, pair=0.002, adv=4.754, sprd=0.028]
Ep 044/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:16,  2.06it/s, loss=0.663, pair=0.002, adv=4.754, sprd=0.028]
Ep 044/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:16,  2.06it/s, loss=0.665, pair=0.007, adv=4.243, sprd=0.026]
Ep 044/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.14it/s, loss=0.665, pair=0.007, adv=4.243, sprd=0.026]
Ep 044/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.14it/s, loss=0.613, pair=0.004, adv=5.444, sprd=0.012]
Ep 044/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:17,  2.01it/s, loss=0.613, pair=0.004, adv=5.444, sprd=0.012]
Ep 044/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:17,  2.01it/s, loss=0.640, pair=0.006, adv=4.678, sprd=0.023]
Ep 044/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.12it/s, loss=0.640, pair=0.006, adv=4.678, sprd=0.023]
Ep 044/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.12it/s, loss=0.597, pair=0.003, adv=6.015, sprd=0.015]
Ep 044/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:16,  2.02it/s, loss=0.597, pair=0.003, adv=6.015, sprd=0.015]
Ep 044/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:16,  2.02it/s, loss=0.640, pair=0.002, adv=4.564, sprd=0.021]
Ep 044/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:11,  2.13it/s, loss=0.640, pair=0.002, adv=4.564, sprd=0.021]
Ep 044/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:11,  2.13it/s, loss=0.635, pair=0.003, adv=4.692, sprd=0.020]
Ep 044/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:13,  2.06it/s, loss=0.635, pair=0.003, adv=4.692, sprd=0.020]
Ep 044/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:13,  2.06it/s, loss=0.665, pair=0.006, adv=3.339, sprd=0.028]
Ep 044/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:10,  2.15it/s, loss=0.665, pair=0.006, adv=3.339, sprd=0.028]
Ep 044/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:10,  2.15it/s, loss=0.640, pair=0.003, adv=5.370, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:13,  2.03it/s, loss=0.640, pair=0.003, adv=5.370, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:13,  2.03it/s, loss=0.648, pair=0.002, adv=4.749, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:10,  2.12it/s, loss=0.648, pair=0.002, adv=4.749, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:10,  2.12it/s, loss=0.653, pair=0.001, adv=4.494, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.03it/s, loss=0.653, pair=0.001, adv=4.494, sprd=0.024]
Ep 044/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.03it/s, loss=0.633, pair=0.001, adv=5.097, sprd=0.023]
Ep 044/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:09,  2.12it/s, loss=0.633, pair=0.001, adv=5.097, sprd=0.023]
Ep 044/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:09,  2.12it/s, loss=0.620, pair=0.002, adv=4.709, sprd=0.017]
Ep 044/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.06it/s, loss=0.620, pair=0.002, adv=4.709, sprd=0.017]
Ep 044/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.06it/s, loss=0.646, pair=0.001, adv=4.770, sprd=0.018]
Ep 044/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:06,  2.18it/s, loss=0.646, pair=0.001, adv=4.770, sprd=0.018]
Ep 044/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:06,  2.18it/s, loss=0.625, pair=0.000, adv=5.507, sprd=0.018]
Ep 044/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:08,  2.10it/s, loss=0.625, pair=0.000, adv=5.507, sprd=0.018]
Ep 044/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:08,  2.10it/s, loss=0.634, pair=0.001, adv=4.051, sprd=0.022]
Ep 044/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:05,  2.18it/s, loss=0.634, pair=0.001, adv=4.051, sprd=0.022]
Ep 044/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:05,  2.18it/s, loss=0.651, pair=0.001, adv=3.896, sprd=0.026]
Ep 044/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:09,  2.04it/s, loss=0.651, pair=0.001, adv=3.896, sprd=0.026]
Ep 044/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:09,  2.04it/s, loss=1.342, pair=1.825, adv=5.390, sprd=0.036]
Ep 044/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:06,  2.11it/s, loss=1.342, pair=1.825, adv=5.390, sprd=0.036]
Ep 044/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.11it/s, loss=0.598, pair=0.004, adv=3.287, sprd=0.017]
Ep 044/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:09,  2.02it/s, loss=0.598, pair=0.004, adv=3.287, sprd=0.017]
Ep 044/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:09,  2.02it/s, loss=0.641, pair=0.004, adv=3.076, sprd=0.026]
Ep 044/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:04,  2.14it/s, loss=0.641, pair=0.004, adv=3.076, sprd=0.026]
Ep 044/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:04,  2.14it/s, loss=0.683, pair=0.001, adv=4.580, sprd=0.020]
Ep 044/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:06,  2.06it/s, loss=0.683, pair=0.001, adv=4.580, sprd=0.020]
Ep 044/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:06,  2.06it/s, loss=0.654, pair=0.007, adv=4.098, sprd=0.024]
Ep 044/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:03,  2.16it/s, loss=0.654, pair=0.007, adv=4.098, sprd=0.024]
Ep 044/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:03,  2.16it/s, loss=0.659, pair=0.002, adv=4.852, sprd=0.025]
Ep 044/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:06,  2.05it/s, loss=0.659, pair=0.002, adv=4.852, sprd=0.025]
Ep 044/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:06,  2.05it/s, loss=0.642, pair=0.006, adv=4.509, sprd=0.023]
Ep 044/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:03,  2.14it/s, loss=0.642, pair=0.006, adv=4.509, sprd=0.023]
Ep 044/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.14it/s, loss=0.557, pair=0.003, adv=3.076, sprd=0.017]
Ep 044/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:04,  2.07it/s, loss=0.557, pair=0.003, adv=3.076, sprd=0.017]
Ep 044/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:04,  2.07it/s, loss=0.642, pair=0.002, adv=7.420, sprd=0.021]
Ep 044/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:01,  2.15it/s, loss=0.642, pair=0.002, adv=7.420, sprd=0.021]
Ep 044/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:01,  2.15it/s, loss=0.643, pair=0.007, adv=4.399, sprd=0.023]
Ep 044/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:04,  2.04it/s, loss=0.643, pair=0.007, adv=4.399, sprd=0.023]
Ep 044/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:04,  2.04it/s, loss=0.633, pair=0.001, adv=4.780, sprd=0.023]
Ep 044/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:01,  2.11it/s, loss=0.633, pair=0.001, adv=4.780, sprd=0.023]
Ep 044/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:01,  2.11it/s, loss=0.648, pair=0.001, adv=5.843, sprd=0.022]
Ep 044/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:04,  2.03it/s, loss=0.648, pair=0.001, adv=5.843, sprd=0.022]
Ep 044/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:04,  2.03it/s, loss=0.604, pair=0.004, adv=5.357, sprd=0.016]
Ep 044/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<01:00,  2.13it/s, loss=0.604, pair=0.004, adv=5.357, sprd=0.016]
Ep 044/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.13it/s, loss=0.681, pair=0.002, adv=4.229, sprd=0.032]
Ep 044/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:07,  1.90it/s, loss=0.681, pair=0.002, adv=4.229, sprd=0.032]
Ep 044/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:07,  1.90it/s, loss=0.594, pair=0.000, adv=5.791, sprd=0.013]
Ep 044/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<01:01,  2.06it/s, loss=0.594, pair=0.000, adv=5.791, sprd=0.013]
Ep 044/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:01,  2.06it/s, loss=0.614, pair=0.000, adv=4.179, sprd=0.021]
Ep 044/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:03,  1.97it/s, loss=0.614, pair=0.000, adv=4.179, sprd=0.021]
Ep 044/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:03,  1.97it/s, loss=0.838, pair=0.569, adv=4.256, sprd=0.021]
Ep 044/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:59,  2.11it/s, loss=0.838, pair=0.569, adv=4.256, sprd=0.021]
Ep 044/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:59,  2.11it/s, loss=0.637, pair=0.000, adv=5.511, sprd=0.022]
Ep 044/80 [S3:+sens]:  73%|█▍| 329/453 [02:42<01:01,  2.02it/s, loss=0.637, pair=0.000, adv=5.511, sprd=0.022]
Ep 044/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:01,  2.02it/s, loss=0.640, pair=0.008, adv=5.457, sprd=0.021]
Ep 044/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:57,  2.12it/s, loss=0.640, pair=0.008, adv=5.457, sprd=0.021]
Ep 044/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:57,  2.12it/s, loss=0.684, pair=0.001, adv=6.478, sprd=0.032]
Ep 044/80 [S3:+sens]:  73%|█▍| 331/453 [02:43<01:01,  2.00it/s, loss=0.684, pair=0.001, adv=6.478, sprd=0.032]
Ep 044/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:01,  2.00it/s, loss=0.735, pair=0.272, adv=5.577, sprd=0.023]
Ep 044/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:57,  2.10it/s, loss=0.735, pair=0.272, adv=5.577, sprd=0.023]
Ep 044/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:57,  2.10it/s, loss=0.633, pair=0.003, adv=4.910, sprd=0.016]
Ep 044/80 [S3:+sens]:  74%|█▍| 333/453 [02:44<00:58,  2.05it/s, loss=0.633, pair=0.003, adv=4.910, sprd=0.016]
Ep 044/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:58,  2.05it/s, loss=0.682, pair=0.004, adv=3.870, sprd=0.031]
Ep 044/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:55,  2.14it/s, loss=0.682, pair=0.004, adv=3.870, sprd=0.031]
Ep 044/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:55,  2.14it/s, loss=0.622, pair=0.004, adv=5.279, sprd=0.019]
Ep 044/80 [S3:+sens]:  74%|█▍| 335/453 [02:45<00:57,  2.04it/s, loss=0.622, pair=0.004, adv=5.279, sprd=0.019]
Ep 044/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:57,  2.04it/s, loss=0.609, pair=0.007, adv=3.791, sprd=0.017]
Ep 044/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.15it/s, loss=0.609, pair=0.007, adv=3.791, sprd=0.017]
Ep 044/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.15it/s, loss=0.648, pair=0.002, adv=4.594, sprd=0.022]
Ep 044/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<00:57,  2.03it/s, loss=0.648, pair=0.002, adv=4.594, sprd=0.022]
Ep 044/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:57,  2.03it/s, loss=0.594, pair=0.002, adv=5.612, sprd=0.012]
Ep 044/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:52,  2.17it/s, loss=0.594, pair=0.002, adv=5.612, sprd=0.012]
Ep 044/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:52,  2.17it/s, loss=0.649, pair=0.003, adv=3.535, sprd=0.025]
Ep 044/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<00:55,  2.07it/s, loss=0.649, pair=0.003, adv=3.535, sprd=0.025]
Ep 044/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:55,  2.07it/s, loss=0.644, pair=0.012, adv=4.646, sprd=0.023]
Ep 044/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.14it/s, loss=0.644, pair=0.012, adv=4.646, sprd=0.023]
Ep 044/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.14it/s, loss=0.586, pair=0.001, adv=4.651, sprd=0.013]
Ep 044/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<00:54,  2.06it/s, loss=0.586, pair=0.001, adv=4.651, sprd=0.013]
Ep 044/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:54,  2.06it/s, loss=0.655, pair=0.000, adv=3.940, sprd=0.026]
Ep 044/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.14it/s, loss=0.655, pair=0.000, adv=3.940, sprd=0.026]
Ep 044/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.14it/s, loss=0.620, pair=0.005, adv=3.659, sprd=0.015]
Ep 044/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<00:52,  2.08it/s, loss=0.620, pair=0.005, adv=3.659, sprd=0.015]
Ep 044/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:52,  2.08it/s, loss=0.647, pair=0.001, adv=3.715, sprd=0.022]
Ep 044/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:50,  2.17it/s, loss=0.647, pair=0.001, adv=3.715, sprd=0.022]
Ep 044/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:50,  2.17it/s, loss=0.634, pair=0.001, adv=5.903, sprd=0.020]
Ep 044/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:52,  2.05it/s, loss=0.634, pair=0.001, adv=5.903, sprd=0.020]
Ep 044/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:52,  2.05it/s, loss=0.629, pair=0.001, adv=5.669, sprd=0.020]
Ep 044/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:50,  2.12it/s, loss=0.629, pair=0.001, adv=5.669, sprd=0.020]
Ep 044/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:50,  2.12it/s, loss=0.616, pair=0.002, adv=4.109, sprd=0.015]
Ep 044/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:54,  1.96it/s, loss=0.616, pair=0.002, adv=4.109, sprd=0.015]
Ep 044/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:54,  1.96it/s, loss=0.637, pair=0.002, adv=3.827, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:51,  2.03it/s, loss=0.637, pair=0.002, adv=3.827, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:51,  2.03it/s, loss=0.534, pair=0.001, adv=2.668, sprd=0.017]
Ep 044/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:55,  1.87it/s, loss=0.534, pair=0.001, adv=2.668, sprd=0.017]
Ep 044/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:55,  1.87it/s, loss=0.648, pair=0.009, adv=4.150, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:52,  1.97it/s, loss=0.648, pair=0.009, adv=4.150, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:52,  1.97it/s, loss=0.668, pair=0.004, adv=3.662, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:55,  1.83it/s, loss=0.668, pair=0.004, adv=3.662, sprd=0.023]
Ep 044/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:55,  1.83it/s, loss=0.590, pair=0.004, adv=3.951, sprd=0.012]
Ep 044/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:51,  1.95it/s, loss=0.590, pair=0.004, adv=3.951, sprd=0.012]
Ep 044/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:51,  1.95it/s, loss=0.647, pair=0.002, adv=4.634, sprd=0.019]
Ep 044/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:57,  1.73it/s, loss=0.647, pair=0.002, adv=4.634, sprd=0.019]
Ep 044/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:57,  1.73it/s, loss=0.656, pair=0.002, adv=3.266, sprd=0.025]
Ep 044/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:53,  1.86it/s, loss=0.656, pair=0.002, adv=3.266, sprd=0.025]
Ep 044/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:53,  1.86it/s, loss=0.644, pair=0.006, adv=3.880, sprd=0.024]
Ep 044/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:56,  1.75it/s, loss=0.644, pair=0.006, adv=3.880, sprd=0.024]
Ep 044/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:56,  1.75it/s, loss=0.634, pair=0.002, adv=4.490, sprd=0.021]
Ep 044/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:52,  1.86it/s, loss=0.634, pair=0.002, adv=4.490, sprd=0.021]
Ep 044/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:52,  1.86it/s, loss=0.614, pair=0.013, adv=5.493, sprd=0.020]
Ep 044/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:55,  1.74it/s, loss=0.614, pair=0.013, adv=5.493, sprd=0.020]
Ep 044/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:55,  1.74it/s, loss=0.599, pair=0.011, adv=4.556, sprd=0.017]
Ep 044/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:51,  1.85it/s, loss=0.599, pair=0.011, adv=4.556, sprd=0.017]
Ep 044/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:51,  1.85it/s, loss=0.704, pair=0.012, adv=4.426, sprd=0.025]
Ep 044/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:53,  1.75it/s, loss=0.704, pair=0.012, adv=4.426, sprd=0.025]
Ep 044/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:53,  1.75it/s, loss=0.603, pair=0.006, adv=4.695, sprd=0.014]
Ep 044/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:49,  1.89it/s, loss=0.603, pair=0.006, adv=4.695, sprd=0.014]
Ep 044/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:49,  1.89it/s, loss=0.986, pair=0.988, adv=4.746, sprd=0.022]
Ep 044/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:50,  1.81it/s, loss=0.986, pair=0.988, adv=4.746, sprd=0.022]
Ep 044/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:50,  1.81it/s, loss=0.611, pair=0.005, adv=4.397, sprd=0.019]
Ep 044/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:47,  1.91it/s, loss=0.611, pair=0.005, adv=4.397, sprd=0.019]
Ep 044/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:47,  1.91it/s, loss=0.591, pair=0.007, adv=3.106, sprd=0.020]
Ep 044/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:49,  1.81it/s, loss=0.591, pair=0.007, adv=3.106, sprd=0.020]
Ep 044/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:49,  1.81it/s, loss=0.640, pair=0.001, adv=7.169, sprd=0.021]
Ep 044/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:46,  1.93it/s, loss=0.640, pair=0.001, adv=7.169, sprd=0.021]
Ep 044/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:46,  1.93it/s, loss=0.671, pair=0.007, adv=3.511, sprd=0.024]
Ep 044/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:48,  1.83it/s, loss=0.671, pair=0.007, adv=3.511, sprd=0.024]
Ep 044/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:48,  1.83it/s, loss=0.648, pair=0.005, adv=4.503, sprd=0.018]
Ep 044/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:44,  1.98it/s, loss=0.648, pair=0.005, adv=4.503, sprd=0.018]
Ep 044/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:44,  1.98it/s, loss=0.641, pair=0.002, adv=7.166, sprd=0.018]
Ep 044/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:46,  1.86it/s, loss=0.641, pair=0.002, adv=7.166, sprd=0.018]
Ep 044/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:46,  1.86it/s, loss=0.668, pair=0.006, adv=4.573, sprd=0.026]
Ep 044/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:43,  1.94it/s, loss=0.668, pair=0.006, adv=4.573, sprd=0.026]
Ep 044/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:43,  1.94it/s, loss=0.668, pair=0.007, adv=4.862, sprd=0.025]
Ep 044/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:45,  1.84it/s, loss=0.668, pair=0.007, adv=4.862, sprd=0.025]
Ep 044/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:45,  1.84it/s, loss=0.646, pair=0.008, adv=5.519, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:42,  1.94it/s, loss=0.646, pair=0.008, adv=5.519, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:42,  1.94it/s, loss=0.671, pair=0.009, adv=3.749, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:45,  1.81it/s, loss=0.671, pair=0.009, adv=3.749, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:45,  1.81it/s, loss=0.606, pair=0.002, adv=3.155, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:42,  1.91it/s, loss=0.606, pair=0.002, adv=3.155, sprd=0.022]
Ep 044/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:42,  1.91it/s, loss=0.672, pair=0.002, adv=4.581, sprd=0.020]
Ep 044/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:44,  1.80it/s, loss=0.672, pair=0.002, adv=4.581, sprd=0.020]
Ep 044/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:44,  1.80it/s, loss=0.601, pair=0.008, adv=5.582, sprd=0.016]
Ep 044/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:41,  1.92it/s, loss=0.601, pair=0.008, adv=5.582, sprd=0.016]
Ep 044/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:41,  1.92it/s, loss=0.615, pair=0.002, adv=5.311, sprd=0.017]
Ep 044/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:42,  1.84it/s, loss=0.615, pair=0.002, adv=5.311, sprd=0.017]
Ep 044/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:42,  1.84it/s, loss=0.632, pair=0.002, adv=3.569, sprd=0.022]
Ep 044/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:39,  1.96it/s, loss=0.632, pair=0.002, adv=3.569, sprd=0.022]
Ep 044/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:39,  1.96it/s, loss=0.546, pair=0.007, adv=2.488, sprd=0.022]
Ep 044/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:38,  1.97it/s, loss=0.546, pair=0.007, adv=2.488, sprd=0.022]
Ep 044/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:38,  1.97it/s, loss=0.619, pair=0.016, adv=4.625, sprd=0.016]
Ep 044/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.10it/s, loss=0.619, pair=0.016, adv=4.625, sprd=0.016]
Ep 044/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.10it/s, loss=0.661, pair=0.000, adv=4.901, sprd=0.026]
Ep 044/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:36,  2.01it/s, loss=0.661, pair=0.000, adv=4.901, sprd=0.026]
Ep 044/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.01it/s, loss=0.668, pair=0.001, adv=3.566, sprd=0.025]
Ep 044/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.13it/s, loss=0.668, pair=0.001, adv=3.566, sprd=0.025]
Ep 044/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.13it/s, loss=0.628, pair=0.000, adv=3.245, sprd=0.023]
Ep 044/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:34,  2.07it/s, loss=0.628, pair=0.000, adv=3.245, sprd=0.023]
Ep 044/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:34,  2.07it/s, loss=0.706, pair=0.001, adv=4.733, sprd=0.034]
Ep 044/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.15it/s, loss=0.706, pair=0.001, adv=4.733, sprd=0.034]
Ep 044/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.15it/s, loss=0.678, pair=0.001, adv=3.361, sprd=0.019]
Ep 044/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:35,  1.98it/s, loss=0.678, pair=0.001, adv=3.361, sprd=0.019]
Ep 044/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:35,  1.98it/s, loss=0.624, pair=0.031, adv=4.231, sprd=0.017]
Ep 044/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:32,  2.10it/s, loss=0.624, pair=0.031, adv=4.231, sprd=0.017]
Ep 044/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:32,  2.10it/s, loss=0.627, pair=0.000, adv=4.900, sprd=0.018]
Ep 044/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.04it/s, loss=0.627, pair=0.000, adv=4.900, sprd=0.018]
Ep 044/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.04it/s, loss=0.669, pair=0.000, adv=4.094, sprd=0.025]
Ep 044/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:31,  2.16it/s, loss=0.669, pair=0.000, adv=4.094, sprd=0.025]
Ep 044/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.16it/s, loss=0.609, pair=0.004, adv=4.915, sprd=0.018]
Ep 044/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:31,  2.07it/s, loss=0.609, pair=0.004, adv=4.915, sprd=0.018]
Ep 044/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:31,  2.07it/s, loss=0.661, pair=0.001, adv=5.539, sprd=0.028]
Ep 044/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:30,  2.13it/s, loss=0.661, pair=0.001, adv=5.539, sprd=0.028]
Ep 044/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:30,  2.13it/s, loss=0.631, pair=0.001, adv=4.293, sprd=0.020]
Ep 044/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.08it/s, loss=0.631, pair=0.001, adv=4.293, sprd=0.020]
Ep 044/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.08it/s, loss=0.617, pair=0.000, adv=5.834, sprd=0.015]
Ep 044/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:28,  2.19it/s, loss=0.617, pair=0.000, adv=5.834, sprd=0.015]
Ep 044/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:28,  2.19it/s, loss=0.610, pair=0.000, adv=4.362, sprd=0.020]
Ep 044/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:30,  2.06it/s, loss=0.610, pair=0.000, adv=4.362, sprd=0.020]
Ep 044/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:30,  2.06it/s, loss=0.624, pair=0.010, adv=4.047, sprd=0.022]
Ep 044/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:28,  2.12it/s, loss=0.624, pair=0.010, adv=4.047, sprd=0.022]
Ep 044/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:28,  2.12it/s, loss=0.620, pair=0.000, adv=5.287, sprd=0.018]
Ep 044/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:29,  2.03it/s, loss=0.620, pair=0.000, adv=5.287, sprd=0.018]
Ep 044/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:29,  2.03it/s, loss=0.617, pair=0.000, adv=4.460, sprd=0.017]
Ep 044/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:27,  2.15it/s, loss=0.617, pair=0.000, adv=4.460, sprd=0.017]
Ep 044/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.15it/s, loss=0.661, pair=0.005, adv=3.418, sprd=0.017]
Ep 044/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.07it/s, loss=0.661, pair=0.005, adv=3.418, sprd=0.017]
Ep 044/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.07it/s, loss=0.652, pair=0.005, adv=5.767, sprd=0.026]
Ep 044/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.13it/s, loss=0.652, pair=0.005, adv=5.767, sprd=0.026]
Ep 044/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.13it/s, loss=0.624, pair=0.001, adv=4.452, sprd=0.020]
Ep 044/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.02it/s, loss=0.624, pair=0.001, adv=4.452, sprd=0.020]
Ep 044/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.02it/s, loss=0.647, pair=0.009, adv=5.104, sprd=0.021]
Ep 044/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.15it/s, loss=0.647, pair=0.009, adv=5.104, sprd=0.021]
Ep 044/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.15it/s, loss=0.642, pair=0.007, adv=6.296, sprd=0.021]
Ep 044/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.05it/s, loss=0.642, pair=0.007, adv=6.296, sprd=0.021]
Ep 044/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.05it/s, loss=0.629, pair=0.004, adv=4.657, sprd=0.023]
Ep 044/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.13it/s, loss=0.629, pair=0.004, adv=4.657, sprd=0.023]
Ep 044/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.13it/s, loss=0.653, pair=0.003, adv=4.351, sprd=0.022]
Ep 044/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.04it/s, loss=0.653, pair=0.003, adv=4.351, sprd=0.022]
Ep 044/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.04it/s, loss=0.643, pair=0.003, adv=4.748, sprd=0.021]
Ep 044/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.13it/s, loss=0.643, pair=0.003, adv=4.748, sprd=0.021]
Ep 044/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:23,  2.13it/s, loss=0.603, pair=0.006, adv=4.940, sprd=0.015]
Ep 044/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:24,  2.03it/s, loss=0.603, pair=0.006, adv=4.940, sprd=0.015]
Ep 044/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:24,  2.03it/s, loss=0.626, pair=0.004, adv=5.735, sprd=0.017]
Ep 044/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:22,  2.15it/s, loss=0.626, pair=0.004, adv=5.735, sprd=0.017]
Ep 044/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:22,  2.15it/s, loss=0.623, pair=0.001, adv=4.308, sprd=0.020]
Ep 044/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:23,  2.07it/s, loss=0.623, pair=0.001, adv=4.308, sprd=0.020]
Ep 044/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:23,  2.07it/s, loss=0.625, pair=0.003, adv=5.930, sprd=0.018]
Ep 044/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:21,  2.17it/s, loss=0.625, pair=0.003, adv=5.930, sprd=0.018]
Ep 044/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:21,  2.17it/s, loss=0.636, pair=0.000, adv=4.382, sprd=0.021]
Ep 044/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:23,  1.97it/s, loss=0.636, pair=0.000, adv=4.382, sprd=0.021]
Ep 044/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:23,  1.97it/s, loss=0.668, pair=0.000, adv=5.792, sprd=0.026]
Ep 044/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.08it/s, loss=0.668, pair=0.000, adv=5.792, sprd=0.026]
Ep 044/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.08it/s, loss=0.623, pair=0.004, adv=4.331, sprd=0.015]
Ep 044/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.06it/s, loss=0.623, pair=0.004, adv=4.331, sprd=0.015]
Ep 044/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:21,  2.06it/s, loss=0.628, pair=0.000, adv=3.889, sprd=0.021]
Ep 044/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.14it/s, loss=0.628, pair=0.000, adv=3.889, sprd=0.021]
Ep 044/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.14it/s, loss=0.624, pair=0.000, adv=4.698, sprd=0.016]
Ep 044/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.09it/s, loss=0.624, pair=0.000, adv=4.698, sprd=0.016]
Ep 044/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:20,  2.09it/s, loss=0.660, pair=0.002, adv=4.901, sprd=0.021]
Ep 044/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:18,  2.18it/s, loss=0.660, pair=0.002, adv=4.901, sprd=0.021]
Ep 044/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:18,  2.18it/s, loss=0.706, pair=0.003, adv=6.004, sprd=0.026]
Ep 044/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:19,  2.05it/s, loss=0.706, pair=0.003, adv=6.004, sprd=0.026]
Ep 044/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.05it/s, loss=0.648, pair=0.007, adv=4.333, sprd=0.019]
Ep 044/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:17,  2.19it/s, loss=0.648, pair=0.007, adv=4.333, sprd=0.019]
Ep 044/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:17,  2.19it/s, loss=0.603, pair=0.000, adv=6.226, sprd=0.016]
Ep 044/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.09it/s, loss=0.603, pair=0.000, adv=6.226, sprd=0.016]
Ep 044/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.09it/s, loss=0.640, pair=0.004, adv=6.885, sprd=0.020]
Ep 044/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.17it/s, loss=0.640, pair=0.004, adv=6.885, sprd=0.020]
Ep 044/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.17it/s, loss=0.658, pair=0.004, adv=5.449, sprd=0.024]
Ep 044/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.06it/s, loss=0.658, pair=0.004, adv=5.449, sprd=0.024]
Ep 044/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:17,  2.06it/s, loss=0.635, pair=0.005, adv=4.114, sprd=0.023]
Ep 044/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.14it/s, loss=0.635, pair=0.005, adv=4.114, sprd=0.023]
Ep 044/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.14it/s, loss=0.668, pair=0.022, adv=4.501, sprd=0.031]
Ep 044/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.00it/s, loss=0.668, pair=0.022, adv=4.501, sprd=0.031]
Ep 044/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:16,  2.00it/s, loss=0.667, pair=0.005, adv=4.259, sprd=0.025]
Ep 044/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.12it/s, loss=0.667, pair=0.005, adv=4.259, sprd=0.025]
Ep 044/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.12it/s, loss=0.633, pair=0.002, adv=4.092, sprd=0.021]
Ep 044/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.03it/s, loss=0.633, pair=0.002, adv=4.092, sprd=0.021]
Ep 044/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:15,  2.03it/s, loss=0.648, pair=0.003, adv=5.712, sprd=0.024]
Ep 044/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.12it/s, loss=0.648, pair=0.003, adv=5.712, sprd=0.024]
Ep 044/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.12it/s, loss=0.592, pair=0.004, adv=4.700, sprd=0.015]
Ep 044/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.03it/s, loss=0.592, pair=0.004, adv=4.700, sprd=0.015]
Ep 044/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:14,  2.03it/s, loss=0.639, pair=0.002, adv=5.226, sprd=0.021]
Ep 044/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.13it/s, loss=0.639, pair=0.002, adv=5.226, sprd=0.021]
Ep 044/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.13it/s, loss=0.648, pair=0.001, adv=6.281, sprd=0.019]
Ep 044/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.07it/s, loss=0.648, pair=0.001, adv=6.281, sprd=0.019]
Ep 044/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.07it/s, loss=0.624, pair=0.000, adv=4.336, sprd=0.019]
Ep 044/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.17it/s, loss=0.624, pair=0.000, adv=4.336, sprd=0.019]
Ep 044/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.17it/s, loss=0.644, pair=0.000, adv=4.066, sprd=0.018]
Ep 044/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.11it/s, loss=0.644, pair=0.000, adv=4.066, sprd=0.018]
Ep 044/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.11it/s, loss=0.647, pair=0.000, adv=3.741, sprd=0.021]
Ep 044/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.21it/s, loss=0.647, pair=0.000, adv=3.741, sprd=0.021]
Ep 044/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.21it/s, loss=0.633, pair=0.000, adv=5.398, sprd=0.018]
Ep 044/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:11,  2.11it/s, loss=0.633, pair=0.000, adv=5.398, sprd=0.018]
Ep 044/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:11,  2.11it/s, loss=0.627, pair=0.000, adv=3.314, sprd=0.022]
Ep 044/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.21it/s, loss=0.627, pair=0.000, adv=3.314, sprd=0.022]
Ep 044/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.21it/s, loss=0.667, pair=0.004, adv=4.013, sprd=0.031]
Ep 044/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.08it/s, loss=0.667, pair=0.004, adv=4.013, sprd=0.031]
Ep 044/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.08it/s, loss=1.353, pair=1.923, adv=4.150, sprd=0.028]
Ep 044/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:09,  2.16it/s, loss=1.353, pair=1.923, adv=4.150, sprd=0.028]
Ep 044/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.16it/s, loss=0.644, pair=0.007, adv=3.842, sprd=0.024]
Ep 044/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.05it/s, loss=0.644, pair=0.007, adv=3.842, sprd=0.024]
Ep 044/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.05it/s, loss=0.625, pair=0.006, adv=4.653, sprd=0.018]
Ep 044/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:08,  2.15it/s, loss=0.625, pair=0.006, adv=4.653, sprd=0.018]
Ep 044/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.15it/s, loss=0.603, pair=0.000, adv=4.822, sprd=0.015]
Ep 044/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:09,  1.95it/s, loss=0.603, pair=0.000, adv=4.822, sprd=0.015]
Ep 044/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:09,  1.95it/s, loss=0.618, pair=0.004, adv=3.378, sprd=0.020]
Ep 044/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:08,  2.09it/s, loss=0.618, pair=0.004, adv=3.378, sprd=0.020]
Ep 044/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:08,  2.09it/s, loss=0.651, pair=0.011, adv=4.012, sprd=0.022]
Ep 044/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.05it/s, loss=0.651, pair=0.011, adv=4.012, sprd=0.022]
Ep 044/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.05it/s, loss=0.678, pair=0.015, adv=6.682, sprd=0.027]
Ep 044/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:07,  2.13it/s, loss=0.678, pair=0.015, adv=6.682, sprd=0.027]
Ep 044/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:07,  2.13it/s, loss=0.639, pair=0.004, adv=5.509, sprd=0.021]
Ep 044/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.04it/s, loss=0.639, pair=0.004, adv=5.509, sprd=0.021]
Ep 044/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.04it/s, loss=0.621, pair=0.003, adv=6.478, sprd=0.020]
Ep 044/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:06,  2.15it/s, loss=0.621, pair=0.003, adv=6.478, sprd=0.020]
Ep 044/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  2.15it/s, loss=0.625, pair=0.002, adv=4.222, sprd=0.019]
Ep 044/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.09it/s, loss=0.625, pair=0.002, adv=4.222, sprd=0.019]
Ep 044/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.09it/s, loss=0.682, pair=0.003, adv=6.064, sprd=0.028]
Ep 044/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.17it/s, loss=0.682, pair=0.003, adv=6.064, sprd=0.028]
Ep 044/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.17it/s, loss=0.638, pair=0.000, adv=5.791, sprd=0.020]
Ep 044/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.06it/s, loss=0.638, pair=0.000, adv=5.791, sprd=0.020]
Ep 044/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.06it/s, loss=0.660, pair=0.000, adv=3.968, sprd=0.027]
Ep 044/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.15it/s, loss=0.660, pair=0.000, adv=3.968, sprd=0.027]
Ep 044/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.15it/s, loss=0.607, pair=0.003, adv=4.176, sprd=0.016]
Ep 044/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:04,  1.98it/s, loss=0.607, pair=0.003, adv=4.176, sprd=0.016]
Ep 044/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:04,  1.98it/s, loss=0.628, pair=0.005, adv=3.466, sprd=0.021]
Ep 044/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.06it/s, loss=0.628, pair=0.005, adv=3.466, sprd=0.021]
Ep 044/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.06it/s, loss=0.635, pair=0.003, adv=5.985, sprd=0.023]
Ep 044/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:03,  1.90it/s, loss=0.635, pair=0.003, adv=5.985, sprd=0.023]
Ep 044/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:03,  1.90it/s, loss=0.624, pair=0.001, adv=6.145, sprd=0.017]
Ep 044/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.00it/s, loss=0.624, pair=0.001, adv=6.145, sprd=0.017]
Ep 044/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  2.00it/s, loss=0.630, pair=0.002, adv=5.939, sprd=0.020]
Ep 044/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:02,  1.88it/s, loss=0.630, pair=0.002, adv=5.939, sprd=0.020]
Ep 044/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:02,  1.88it/s, loss=0.659, pair=0.000, adv=4.052, sprd=0.027]
Ep 044/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  1.97it/s, loss=0.659, pair=0.000, adv=4.052, sprd=0.027]
Ep 044/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  1.97it/s, loss=0.673, pair=0.000, adv=4.877, sprd=0.026]
Ep 044/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:01,  1.83it/s, loss=0.673, pair=0.000, adv=4.877, sprd=0.026]
Ep 044/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:01,  1.83it/s, loss=0.642, pair=0.001, adv=3.791, sprd=0.024]
Ep 044/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  1.93it/s, loss=0.642, pair=0.001, adv=3.791, sprd=0.024]
Ep 044/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  1.93it/s, loss=0.656, pair=0.001, adv=4.619, sprd=0.023]
Ep 044/80 [S3:+sens]: 100%|██| 453/453 [03:44<00:00,  1.84it/s, loss=0.656, pair=0.001, adv=4.619, sprd=0.023]
                                                                                                              
Epoch 044/80 [S3:+sens]  loss=0.6533  mat=0.2685  sens=1.0805  pair=0.0515  adv=4.5626(rand=3.47)  deg=0.0053  orth=0.0020  spread=0.0212  q_mean=52.0  q_std=18.8  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=4.69e-05  224s

Ep 045/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 045/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.662, pair=0.001, adv=3.616, sprd=0.026]
Ep 045/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:59,  1.19s/it, loss=0.662, pair=0.001, adv=3.616, sprd=0.026]
Ep 045/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:59,  1.19s/it, loss=0.874, pair=0.708, adv=4.670, sprd=0.019]
Ep 045/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:38,  1.33it/s, loss=0.874, pair=0.708, adv=4.670, sprd=0.019]
Ep 045/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:38,  1.33it/s, loss=0.644, pair=0.001, adv=3.998, sprd=0.025]
Ep 045/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:14,  1.43it/s, loss=0.644, pair=0.001, adv=3.998, sprd=0.025]
Ep 045/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:14,  1.43it/s, loss=0.640, pair=0.002, adv=4.416, sprd=0.024]
Ep 045/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:30,  1.66it/s, loss=0.640, pair=0.002, adv=4.416, sprd=0.024]
Ep 045/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:30,  1.66it/s, loss=0.627, pair=0.005, adv=4.893, sprd=0.020]
Ep 045/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:33,  1.64it/s, loss=0.627, pair=0.005, adv=4.893, sprd=0.020]
Ep 045/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:33,  1.64it/s, loss=0.633, pair=0.000, adv=4.930, sprd=0.021]
Ep 045/80 [S3:+sens]:   1%|    | 6/453 [00:03<04:08,  1.80it/s, loss=0.633, pair=0.000, adv=4.930, sprd=0.021]
Ep 045/80 [S3:+sens]:   1%|    | 6/453 [00:04<04:08,  1.80it/s, loss=0.656, pair=0.003, adv=4.490, sprd=0.022]
Ep 045/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:15,  1.74it/s, loss=0.656, pair=0.003, adv=4.490, sprd=0.022]
Ep 045/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:15,  1.74it/s, loss=0.638, pair=0.000, adv=5.391, sprd=0.022]
Ep 045/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:57,  1.87it/s, loss=0.638, pair=0.000, adv=5.391, sprd=0.022]
Ep 045/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:57,  1.87it/s, loss=0.662, pair=0.003, adv=3.780, sprd=0.024]
Ep 045/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:26,  1.67it/s, loss=0.662, pair=0.003, adv=3.780, sprd=0.024]
Ep 045/80 [S3:+sens]:   2%|    | 9/453 [00:06<04:26,  1.67it/s, loss=0.583, pair=0.001, adv=5.851, sprd=0.011]
Ep 045/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:59,  1.85it/s, loss=0.583, pair=0.001, adv=5.851, sprd=0.011]
Ep 045/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:59,  1.85it/s, loss=0.673, pair=0.001, adv=4.291, sprd=0.029]
Ep 045/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:10,  1.76it/s, loss=0.673, pair=0.001, adv=4.291, sprd=0.029]
Ep 045/80 [S3:+sens]:   2%|   | 11/453 [00:07<04:10,  1.76it/s, loss=0.643, pair=0.001, adv=4.622, sprd=0.022]
Ep 045/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:53,  1.89it/s, loss=0.643, pair=0.001, adv=4.622, sprd=0.022]
Ep 045/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:53,  1.89it/s, loss=0.595, pair=0.001, adv=4.585, sprd=0.013]
Ep 045/80 [S3:+sens]:   3%|   | 13/453 [00:07<04:03,  1.81it/s, loss=0.595, pair=0.001, adv=4.585, sprd=0.013]
Ep 045/80 [S3:+sens]:   3%|   | 13/453 [00:08<04:03,  1.81it/s, loss=0.687, pair=0.000, adv=4.171, sprd=0.032]
Ep 045/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:50,  1.90it/s, loss=0.687, pair=0.000, adv=4.171, sprd=0.032]
Ep 045/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:50,  1.90it/s, loss=0.617, pair=0.000, adv=4.728, sprd=0.019]
Ep 045/80 [S3:+sens]:   3%|   | 15/453 [00:08<04:01,  1.81it/s, loss=0.617, pair=0.000, adv=4.728, sprd=0.019]
Ep 045/80 [S3:+sens]:   3%|   | 15/453 [00:09<04:01,  1.81it/s, loss=0.605, pair=0.003, adv=4.198, sprd=0.014]
Ep 045/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:43,  1.95it/s, loss=0.605, pair=0.003, adv=4.198, sprd=0.014]
Ep 045/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:43,  1.95it/s, loss=0.617, pair=0.000, adv=3.697, sprd=0.016]
Ep 045/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:54,  1.86it/s, loss=0.617, pair=0.000, adv=3.697, sprd=0.016]
Ep 045/80 [S3:+sens]:   4%|   | 17/453 [00:10<03:54,  1.86it/s, loss=0.650, pair=0.003, adv=4.194, sprd=0.022]
Ep 045/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:41,  1.96it/s, loss=0.650, pair=0.003, adv=4.194, sprd=0.022]
Ep 045/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:41,  1.96it/s, loss=0.643, pair=0.000, adv=4.613, sprd=0.024]
Ep 045/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:56,  1.83it/s, loss=0.643, pair=0.000, adv=4.613, sprd=0.024]
Ep 045/80 [S3:+sens]:   4%|▏  | 19/453 [00:11<03:56,  1.83it/s, loss=0.652, pair=0.000, adv=5.219, sprd=0.026]
Ep 045/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:41,  1.96it/s, loss=0.652, pair=0.000, adv=5.219, sprd=0.026]
Ep 045/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:41,  1.96it/s, loss=0.643, pair=0.001, adv=3.874, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:46,  1.91it/s, loss=0.643, pair=0.001, adv=3.874, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 21/453 [00:12<03:46,  1.91it/s, loss=0.650, pair=0.007, adv=3.738, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:29,  2.06it/s, loss=0.650, pair=0.007, adv=3.738, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:29,  2.06it/s, loss=0.639, pair=0.001, adv=3.965, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:36,  1.98it/s, loss=0.639, pair=0.001, adv=3.965, sprd=0.023]
Ep 045/80 [S3:+sens]:   5%|▏  | 23/453 [00:13<03:36,  1.98it/s, loss=0.641, pair=0.000, adv=5.634, sprd=0.019]
Ep 045/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:25,  2.09it/s, loss=0.641, pair=0.000, adv=5.634, sprd=0.019]
Ep 045/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:25,  2.09it/s, loss=0.633, pair=0.001, adv=5.004, sprd=0.018]
Ep 045/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:33,  2.00it/s, loss=0.633, pair=0.001, adv=5.004, sprd=0.018]
Ep 045/80 [S3:+sens]:   6%|▏  | 25/453 [00:14<03:33,  2.00it/s, loss=0.615, pair=0.003, adv=4.319, sprd=0.012]
Ep 045/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:17,  2.17it/s, loss=0.615, pair=0.003, adv=4.319, sprd=0.012]
Ep 045/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:17,  2.17it/s, loss=0.616, pair=0.007, adv=4.764, sprd=0.014]
Ep 045/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:18,  2.14it/s, loss=0.616, pair=0.007, adv=4.764, sprd=0.014]
Ep 045/80 [S3:+sens]:   6%|▏  | 27/453 [00:15<03:18,  2.14it/s, loss=0.673, pair=0.008, adv=4.908, sprd=0.028]
Ep 045/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:13,  2.20it/s, loss=0.673, pair=0.008, adv=4.908, sprd=0.028]
Ep 045/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:13,  2.20it/s, loss=0.596, pair=0.011, adv=4.642, sprd=0.014]
Ep 045/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:26,  2.06it/s, loss=0.596, pair=0.011, adv=4.642, sprd=0.014]
Ep 045/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:26,  2.06it/s, loss=0.595, pair=0.004, adv=4.298, sprd=0.014]
Ep 045/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:14,  2.17it/s, loss=0.595, pair=0.004, adv=4.298, sprd=0.014]
Ep 045/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:14,  2.17it/s, loss=0.654, pair=0.004, adv=3.630, sprd=0.025]
Ep 045/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:22,  2.09it/s, loss=0.654, pair=0.004, adv=3.630, sprd=0.025]
Ep 045/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:22,  2.09it/s, loss=0.593, pair=0.002, adv=3.710, sprd=0.015]
Ep 045/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.17it/s, loss=0.593, pair=0.002, adv=3.710, sprd=0.015]
Ep 045/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:13,  2.17it/s, loss=0.627, pair=0.002, adv=4.191, sprd=0.023]
Ep 045/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:26,  2.03it/s, loss=0.627, pair=0.002, adv=4.191, sprd=0.023]
Ep 045/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:26,  2.03it/s, loss=0.620, pair=0.003, adv=5.241, sprd=0.017]
Ep 045/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:13,  2.17it/s, loss=0.620, pair=0.003, adv=5.241, sprd=0.017]
Ep 045/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:13,  2.17it/s, loss=0.739, pair=0.004, adv=4.398, sprd=0.029]
Ep 045/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:22,  2.06it/s, loss=0.739, pair=0.004, adv=4.398, sprd=0.029]
Ep 045/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:22,  2.06it/s, loss=0.629, pair=0.005, adv=4.456, sprd=0.018]
Ep 045/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.19it/s, loss=0.629, pair=0.005, adv=4.456, sprd=0.018]
Ep 045/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:10,  2.19it/s, loss=0.596, pair=0.005, adv=3.248, sprd=0.015]
Ep 045/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:19,  2.09it/s, loss=0.596, pair=0.005, adv=3.248, sprd=0.015]
Ep 045/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:19,  2.09it/s, loss=0.650, pair=0.008, adv=4.204, sprd=0.024]
Ep 045/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:12,  2.16it/s, loss=0.650, pair=0.008, adv=4.204, sprd=0.024]
Ep 045/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:12,  2.16it/s, loss=0.658, pair=0.004, adv=4.060, sprd=0.024]
Ep 045/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:31,  1.96it/s, loss=0.658, pair=0.004, adv=4.060, sprd=0.024]
Ep 045/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:31,  1.96it/s, loss=0.622, pair=0.000, adv=3.797, sprd=0.022]
Ep 045/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:21,  2.05it/s, loss=0.622, pair=0.000, adv=3.797, sprd=0.022]
Ep 045/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:21,  2.05it/s, loss=0.683, pair=0.000, adv=5.042, sprd=0.018]
Ep 045/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:22,  2.04it/s, loss=0.683, pair=0.000, adv=5.042, sprd=0.018]
Ep 045/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:22,  2.04it/s, loss=0.634, pair=0.002, adv=4.113, sprd=0.020]
Ep 045/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:10,  2.16it/s, loss=0.634, pair=0.002, adv=4.113, sprd=0.020]
Ep 045/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:10,  2.16it/s, loss=0.647, pair=0.000, adv=4.595, sprd=0.024]
Ep 045/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:20,  2.04it/s, loss=0.647, pair=0.000, adv=4.595, sprd=0.024]
Ep 045/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:20,  2.04it/s, loss=0.631, pair=0.000, adv=3.697, sprd=0.017]
Ep 045/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:09,  2.16it/s, loss=0.631, pair=0.000, adv=3.697, sprd=0.017]
Ep 045/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:09,  2.16it/s, loss=0.622, pair=0.000, adv=4.102, sprd=0.019]
Ep 045/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:15,  2.08it/s, loss=0.622, pair=0.000, adv=4.102, sprd=0.019]
Ep 045/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:15,  2.08it/s, loss=0.646, pair=0.000, adv=5.258, sprd=0.025]
Ep 045/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:09,  2.15it/s, loss=0.646, pair=0.000, adv=5.258, sprd=0.025]
Ep 045/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:09,  2.15it/s, loss=0.648, pair=0.002, adv=4.387, sprd=0.022]
Ep 045/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:14,  2.08it/s, loss=0.648, pair=0.002, adv=4.387, sprd=0.022]
Ep 045/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:14,  2.08it/s, loss=0.589, pair=0.000, adv=3.339, sprd=0.018]
Ep 045/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:07,  2.16it/s, loss=0.589, pair=0.000, adv=3.339, sprd=0.018]
Ep 045/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:07,  2.16it/s, loss=0.630, pair=0.005, adv=4.549, sprd=0.020]
Ep 045/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:13,  2.09it/s, loss=0.630, pair=0.005, adv=4.549, sprd=0.020]
Ep 045/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:13,  2.09it/s, loss=0.651, pair=0.002, adv=4.681, sprd=0.022]
Ep 045/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:02,  2.20it/s, loss=0.651, pair=0.002, adv=4.681, sprd=0.022]
Ep 045/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:02,  2.20it/s, loss=0.623, pair=0.010, adv=6.518, sprd=0.016]
Ep 045/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:15,  2.05it/s, loss=0.623, pair=0.010, adv=6.518, sprd=0.016]
Ep 045/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:15,  2.05it/s, loss=0.635, pair=0.006, adv=3.203, sprd=0.022]
Ep 045/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:03,  2.18it/s, loss=0.635, pair=0.006, adv=3.203, sprd=0.022]
Ep 045/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:03,  2.18it/s, loss=0.620, pair=0.003, adv=4.581, sprd=0.020]
Ep 045/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.620, pair=0.003, adv=4.581, sprd=0.020]
Ep 045/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:12,  2.08it/s, loss=0.649, pair=0.008, adv=5.983, sprd=0.024]
Ep 045/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:03,  2.17it/s, loss=0.649, pair=0.008, adv=5.983, sprd=0.024]
Ep 045/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:03,  2.17it/s, loss=0.610, pair=0.001, adv=6.299, sprd=0.018]
Ep 045/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:12,  2.07it/s, loss=0.610, pair=0.001, adv=6.299, sprd=0.018]
Ep 045/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:12,  2.07it/s, loss=0.625, pair=0.004, adv=6.703, sprd=0.017]
Ep 045/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:03,  2.16it/s, loss=0.625, pair=0.004, adv=6.703, sprd=0.017]
Ep 045/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:03,  2.16it/s, loss=0.693, pair=0.003, adv=5.583, sprd=0.022]
Ep 045/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:11,  2.06it/s, loss=0.693, pair=0.003, adv=5.583, sprd=0.022]
Ep 045/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:11,  2.06it/s, loss=0.631, pair=0.000, adv=6.662, sprd=0.018]
Ep 045/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:02,  2.16it/s, loss=0.631, pair=0.000, adv=6.662, sprd=0.018]
Ep 045/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:02,  2.16it/s, loss=0.617, pair=0.000, adv=5.513, sprd=0.016]
Ep 045/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:13,  2.04it/s, loss=0.617, pair=0.000, adv=5.513, sprd=0.016]
Ep 045/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:13,  2.04it/s, loss=0.593, pair=0.000, adv=5.680, sprd=0.013]
Ep 045/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:01,  2.16it/s, loss=0.593, pair=0.000, adv=5.680, sprd=0.013]
Ep 045/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:01,  2.16it/s, loss=0.628, pair=0.002, adv=5.970, sprd=0.022]
Ep 045/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:14,  2.01it/s, loss=0.628, pair=0.002, adv=5.970, sprd=0.022]
Ep 045/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:14,  2.01it/s, loss=0.610, pair=0.003, adv=5.158, sprd=0.015]
Ep 045/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<02:59,  2.18it/s, loss=0.610, pair=0.003, adv=5.158, sprd=0.015]
Ep 045/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<02:59,  2.18it/s, loss=0.660, pair=0.002, adv=5.761, sprd=0.022]
Ep 045/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:16,  1.99it/s, loss=0.660, pair=0.002, adv=5.761, sprd=0.022]
Ep 045/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:16,  1.99it/s, loss=0.620, pair=0.001, adv=5.684, sprd=0.020]
Ep 045/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:06,  2.08it/s, loss=0.620, pair=0.001, adv=5.684, sprd=0.020]
Ep 045/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:06,  2.08it/s, loss=0.648, pair=0.002, adv=3.472, sprd=0.026]
Ep 045/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:13,  2.01it/s, loss=0.648, pair=0.002, adv=3.472, sprd=0.026]
Ep 045/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:13,  2.01it/s, loss=0.625, pair=0.002, adv=5.126, sprd=0.020]
Ep 045/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:03,  2.11it/s, loss=0.625, pair=0.002, adv=5.126, sprd=0.020]
Ep 045/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:03,  2.11it/s, loss=0.648, pair=0.007, adv=4.797, sprd=0.021]
Ep 045/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:09,  2.03it/s, loss=0.648, pair=0.007, adv=4.797, sprd=0.021]
Ep 045/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:09,  2.03it/s, loss=0.653, pair=0.003, adv=5.863, sprd=0.024]
Ep 045/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:01,  2.12it/s, loss=0.653, pair=0.003, adv=5.863, sprd=0.024]
Ep 045/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:01,  2.12it/s, loss=0.610, pair=0.002, adv=6.069, sprd=0.014]
Ep 045/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:03,  2.09it/s, loss=0.610, pair=0.002, adv=6.069, sprd=0.014]
Ep 045/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:03,  2.09it/s, loss=0.629, pair=0.002, adv=5.333, sprd=0.019]
Ep 045/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:54,  2.19it/s, loss=0.629, pair=0.002, adv=5.333, sprd=0.019]
Ep 045/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:54,  2.19it/s, loss=0.613, pair=0.001, adv=5.489, sprd=0.020]
Ep 045/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:04,  2.07it/s, loss=0.613, pair=0.001, adv=5.489, sprd=0.020]
Ep 045/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:04,  2.07it/s, loss=0.645, pair=0.005, adv=4.687, sprd=0.023]
Ep 045/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:56,  2.16it/s, loss=0.645, pair=0.005, adv=4.687, sprd=0.023]
Ep 045/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:56,  2.16it/s, loss=0.639, pair=0.001, adv=4.968, sprd=0.021]
Ep 045/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:03,  2.07it/s, loss=0.639, pair=0.001, adv=4.968, sprd=0.021]
Ep 045/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:03,  2.07it/s, loss=0.660, pair=0.000, adv=3.558, sprd=0.024]
Ep 045/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:54,  2.17it/s, loss=0.660, pair=0.000, adv=3.558, sprd=0.024]
Ep 045/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:54,  2.17it/s, loss=0.632, pair=0.001, adv=4.078, sprd=0.020]
Ep 045/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:02,  2.07it/s, loss=0.632, pair=0.001, adv=4.078, sprd=0.020]
Ep 045/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:02,  2.07it/s, loss=0.653, pair=0.002, adv=4.985, sprd=0.025]
Ep 045/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:55,  2.14it/s, loss=0.653, pair=0.002, adv=4.985, sprd=0.025]
Ep 045/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:55,  2.14it/s, loss=0.592, pair=0.000, adv=4.236, sprd=0.016]
Ep 045/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:04,  2.04it/s, loss=0.592, pair=0.000, adv=4.236, sprd=0.016]
Ep 045/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:04,  2.04it/s, loss=0.654, pair=0.000, adv=4.516, sprd=0.022]
Ep 045/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:55,  2.14it/s, loss=0.654, pair=0.000, adv=4.516, sprd=0.022]
Ep 045/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:55,  2.14it/s, loss=0.606, pair=0.000, adv=4.442, sprd=0.017]
Ep 045/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:05,  2.02it/s, loss=0.606, pair=0.000, adv=4.442, sprd=0.017]
Ep 045/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:05,  2.02it/s, loss=0.626, pair=0.000, adv=5.014, sprd=0.017]
Ep 045/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:51,  2.18it/s, loss=0.626, pair=0.000, adv=5.014, sprd=0.017]
Ep 045/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:51,  2.18it/s, loss=0.631, pair=0.000, adv=5.968, sprd=0.020]
Ep 045/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<02:59,  2.07it/s, loss=0.631, pair=0.000, adv=5.968, sprd=0.020]
Ep 045/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<02:59,  2.07it/s, loss=0.640, pair=0.000, adv=5.685, sprd=0.018]
Ep 045/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:49,  2.19it/s, loss=0.640, pair=0.000, adv=5.685, sprd=0.018]
Ep 045/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:49,  2.19it/s, loss=0.655, pair=0.001, adv=4.993, sprd=0.022]
Ep 045/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<02:55,  2.10it/s, loss=0.655, pair=0.001, adv=4.993, sprd=0.022]
Ep 045/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<02:55,  2.10it/s, loss=0.636, pair=0.000, adv=3.893, sprd=0.021]
Ep 045/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:49,  2.18it/s, loss=0.636, pair=0.000, adv=3.893, sprd=0.021]
Ep 045/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:49,  2.18it/s, loss=0.659, pair=0.000, adv=4.621, sprd=0.020]
Ep 045/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:00,  2.04it/s, loss=0.659, pair=0.000, adv=4.621, sprd=0.020]
Ep 045/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:00,  2.04it/s, loss=0.667, pair=0.009, adv=4.989, sprd=0.024]
Ep 045/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.14it/s, loss=0.667, pair=0.009, adv=4.989, sprd=0.024]
Ep 045/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:51,  2.14it/s, loss=0.666, pair=0.000, adv=4.039, sprd=0.028]
Ep 045/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:59,  2.04it/s, loss=0.666, pair=0.000, adv=4.039, sprd=0.028]
Ep 045/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:59,  2.04it/s, loss=0.629, pair=0.000, adv=4.067, sprd=0.019]
Ep 045/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:48,  2.17it/s, loss=0.629, pair=0.000, adv=4.067, sprd=0.019]
Ep 045/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.688, pair=0.000, adv=3.697, sprd=0.021]
Ep 045/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:54,  2.09it/s, loss=0.688, pair=0.000, adv=3.697, sprd=0.021]
Ep 045/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:54,  2.09it/s, loss=0.605, pair=0.000, adv=5.629, sprd=0.015]
Ep 045/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:45,  2.19it/s, loss=0.605, pair=0.000, adv=5.629, sprd=0.015]
Ep 045/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:45,  2.19it/s, loss=0.616, pair=0.002, adv=5.742, sprd=0.017]
Ep 045/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:18,  1.82it/s, loss=0.616, pair=0.002, adv=5.742, sprd=0.017]
Ep 045/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:18,  1.82it/s, loss=0.640, pair=0.005, adv=5.693, sprd=0.021]
Ep 045/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<03:08,  1.91it/s, loss=0.640, pair=0.005, adv=5.693, sprd=0.021]
Ep 045/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:08,  1.91it/s, loss=0.648, pair=0.005, adv=5.715, sprd=0.020]
Ep 045/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:19,  1.81it/s, loss=0.648, pair=0.005, adv=5.715, sprd=0.020]
Ep 045/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:19,  1.81it/s, loss=0.630, pair=0.007, adv=3.381, sprd=0.020]
Ep 045/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<03:05,  1.93it/s, loss=0.630, pair=0.007, adv=3.381, sprd=0.020]
Ep 045/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<03:05,  1.93it/s, loss=0.653, pair=0.005, adv=4.559, sprd=0.022]
Ep 045/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:12,  1.86it/s, loss=0.653, pair=0.005, adv=4.559, sprd=0.022]
Ep 045/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:12,  1.86it/s, loss=0.646, pair=0.002, adv=5.623, sprd=0.023]
Ep 045/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<03:03,  1.95it/s, loss=0.646, pair=0.002, adv=5.623, sprd=0.023]
Ep 045/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<03:03,  1.95it/s, loss=0.644, pair=0.001, adv=4.730, sprd=0.022]
Ep 045/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:14,  1.83it/s, loss=0.644, pair=0.001, adv=4.730, sprd=0.022]
Ep 045/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:14,  1.83it/s, loss=0.653, pair=0.001, adv=4.117, sprd=0.027]
Ep 045/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<03:05,  1.92it/s, loss=0.653, pair=0.001, adv=4.117, sprd=0.027]
Ep 045/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<03:05,  1.92it/s, loss=0.623, pair=0.000, adv=5.739, sprd=0.019]
Ep 045/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:16,  1.80it/s, loss=0.623, pair=0.000, adv=5.739, sprd=0.019]
Ep 045/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:16,  1.80it/s, loss=0.642, pair=0.000, adv=5.664, sprd=0.019]
Ep 045/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<03:02,  1.93it/s, loss=0.642, pair=0.000, adv=5.664, sprd=0.019]
Ep 045/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<03:02,  1.93it/s, loss=0.673, pair=0.001, adv=3.757, sprd=0.028]
Ep 045/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<03:16,  1.79it/s, loss=0.673, pair=0.001, adv=3.757, sprd=0.028]
Ep 045/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<03:16,  1.79it/s, loss=0.647, pair=0.000, adv=5.226, sprd=0.016]
Ep 045/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<03:01,  1.94it/s, loss=0.647, pair=0.000, adv=5.226, sprd=0.016]
Ep 045/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<03:01,  1.94it/s, loss=0.686, pair=0.014, adv=5.992, sprd=0.028]
Ep 045/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<03:12,  1.82it/s, loss=0.686, pair=0.014, adv=5.992, sprd=0.028]
Ep 045/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<03:12,  1.82it/s, loss=0.631, pair=0.001, adv=4.950, sprd=0.019]
Ep 045/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:58,  1.95it/s, loss=0.631, pair=0.001, adv=4.950, sprd=0.019]
Ep 045/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:58,  1.95it/s, loss=0.629, pair=0.008, adv=5.112, sprd=0.014]
Ep 045/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<03:06,  1.87it/s, loss=0.629, pair=0.008, adv=5.112, sprd=0.014]
Ep 045/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<03:06,  1.87it/s, loss=0.626, pair=0.002, adv=4.211, sprd=0.018]
Ep 045/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:55,  1.98it/s, loss=0.626, pair=0.002, adv=4.211, sprd=0.018]
Ep 045/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:55,  1.98it/s, loss=0.671, pair=0.001, adv=3.852, sprd=0.029]
Ep 045/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:08,  1.83it/s, loss=0.671, pair=0.001, adv=3.852, sprd=0.029]
Ep 045/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<03:08,  1.83it/s, loss=0.638, pair=0.001, adv=4.468, sprd=0.020]
Ep 045/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:58,  1.94it/s, loss=0.638, pair=0.001, adv=4.468, sprd=0.020]
Ep 045/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:58,  1.94it/s, loss=0.633, pair=0.006, adv=4.226, sprd=0.022]
Ep 045/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:08,  1.82it/s, loss=0.633, pair=0.006, adv=4.226, sprd=0.022]
Ep 045/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<03:08,  1.82it/s, loss=0.633, pair=0.001, adv=3.254, sprd=0.020]
Ep 045/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:54,  1.96it/s, loss=0.633, pair=0.001, adv=3.254, sprd=0.020]
Ep 045/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:54,  1.96it/s, loss=0.647, pair=0.001, adv=4.190, sprd=0.015]
Ep 045/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:04,  1.86it/s, loss=0.647, pair=0.001, adv=4.190, sprd=0.015]
Ep 045/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<03:04,  1.86it/s, loss=0.634, pair=0.001, adv=4.589, sprd=0.017]
Ep 045/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:51,  1.99it/s, loss=0.634, pair=0.001, adv=4.589, sprd=0.017]
Ep 045/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:51,  1.99it/s, loss=0.630, pair=0.001, adv=5.274, sprd=0.020]
Ep 045/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<03:05,  1.84it/s, loss=0.630, pair=0.001, adv=5.274, sprd=0.020]
Ep 045/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:05,  1.84it/s, loss=0.603, pair=0.000, adv=5.288, sprd=0.017]
Ep 045/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:53,  1.95it/s, loss=0.603, pair=0.000, adv=5.288, sprd=0.017]
Ep 045/80 [S3:+sens]:  25%|▌ | 114/453 [00:58<02:53,  1.95it/s, loss=0.831, pair=0.515, adv=5.510, sprd=0.024]
Ep 045/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:07,  1.80it/s, loss=0.831, pair=0.515, adv=5.510, sprd=0.024]
Ep 045/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:07,  1.80it/s, loss=0.619, pair=0.000, adv=6.841, sprd=0.018]
Ep 045/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:55,  1.92it/s, loss=0.619, pair=0.000, adv=6.841, sprd=0.018]
Ep 045/80 [S3:+sens]:  26%|▌ | 116/453 [00:59<02:55,  1.92it/s, loss=0.670, pair=0.000, adv=5.770, sprd=0.026]
Ep 045/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:05,  1.81it/s, loss=0.670, pair=0.000, adv=5.770, sprd=0.026]
Ep 045/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:05,  1.81it/s, loss=0.637, pair=0.001, adv=6.931, sprd=0.023]
Ep 045/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:54,  1.92it/s, loss=0.637, pair=0.001, adv=6.931, sprd=0.023]
Ep 045/80 [S3:+sens]:  26%|▌ | 118/453 [01:00<02:54,  1.92it/s, loss=1.338, pair=2.045, adv=6.055, sprd=0.020]
Ep 045/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<03:16,  1.70it/s, loss=1.338, pair=2.045, adv=6.055, sprd=0.020]
Ep 045/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<03:16,  1.70it/s, loss=0.616, pair=0.001, adv=5.484, sprd=0.020]
Ep 045/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<03:03,  1.81it/s, loss=0.616, pair=0.001, adv=5.484, sprd=0.020]
Ep 045/80 [S3:+sens]:  26%|▌ | 120/453 [01:01<03:03,  1.81it/s, loss=0.696, pair=0.002, adv=3.827, sprd=0.030]
Ep 045/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:01,  1.83it/s, loss=0.696, pair=0.002, adv=3.827, sprd=0.030]
Ep 045/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:01,  1.83it/s, loss=0.658, pair=0.002, adv=6.972, sprd=0.023]
Ep 045/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:48,  1.97it/s, loss=0.658, pair=0.002, adv=6.972, sprd=0.023]
Ep 045/80 [S3:+sens]:  27%|▌ | 122/453 [01:02<02:48,  1.97it/s, loss=0.641, pair=0.004, adv=5.631, sprd=0.021]
Ep 045/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<02:51,  1.93it/s, loss=0.641, pair=0.004, adv=5.631, sprd=0.021]
Ep 045/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<02:51,  1.93it/s, loss=0.658, pair=0.001, adv=6.130, sprd=0.024]
Ep 045/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:39,  2.06it/s, loss=0.658, pair=0.001, adv=6.130, sprd=0.024]
Ep 045/80 [S3:+sens]:  27%|▌ | 124/453 [01:03<02:39,  2.06it/s, loss=0.609, pair=0.001, adv=4.375, sprd=0.012]
Ep 045/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<02:42,  2.02it/s, loss=0.609, pair=0.001, adv=4.375, sprd=0.012]
Ep 045/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<02:42,  2.02it/s, loss=0.667, pair=0.001, adv=4.518, sprd=0.029]
Ep 045/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:35,  2.10it/s, loss=0.667, pair=0.001, adv=4.518, sprd=0.029]
Ep 045/80 [S3:+sens]:  28%|▌ | 126/453 [01:04<02:35,  2.10it/s, loss=0.668, pair=0.000, adv=5.025, sprd=0.025]
Ep 045/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:40,  2.03it/s, loss=0.668, pair=0.000, adv=5.025, sprd=0.025]
Ep 045/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:40,  2.03it/s, loss=0.633, pair=0.000, adv=5.243, sprd=0.021]
Ep 045/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:31,  2.15it/s, loss=0.633, pair=0.000, adv=5.243, sprd=0.021]
Ep 045/80 [S3:+sens]:  28%|▌ | 128/453 [01:05<02:31,  2.15it/s, loss=0.600, pair=0.000, adv=6.763, sprd=0.014]
Ep 045/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:38,  2.05it/s, loss=0.600, pair=0.000, adv=6.763, sprd=0.014]
Ep 045/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:38,  2.05it/s, loss=0.642, pair=0.000, adv=5.319, sprd=0.023]
Ep 045/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:31,  2.13it/s, loss=0.642, pair=0.000, adv=5.319, sprd=0.023]
Ep 045/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:31,  2.13it/s, loss=0.681, pair=0.000, adv=4.739, sprd=0.018]
Ep 045/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:35,  2.08it/s, loss=0.681, pair=0.000, adv=4.739, sprd=0.018]
Ep 045/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<02:35,  2.08it/s, loss=0.631, pair=0.001, adv=4.237, sprd=0.019]
Ep 045/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:28,  2.17it/s, loss=0.631, pair=0.001, adv=4.237, sprd=0.019]
Ep 045/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:28,  2.17it/s, loss=0.626, pair=0.002, adv=5.780, sprd=0.021]
Ep 045/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:34,  2.07it/s, loss=0.626, pair=0.002, adv=5.780, sprd=0.021]
Ep 045/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:34,  2.07it/s, loss=0.616, pair=0.002, adv=6.174, sprd=0.018]
Ep 045/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:28,  2.15it/s, loss=0.616, pair=0.002, adv=6.174, sprd=0.018]
Ep 045/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:28,  2.15it/s, loss=0.625, pair=0.004, adv=5.251, sprd=0.020]
Ep 045/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:35,  2.05it/s, loss=0.625, pair=0.004, adv=5.251, sprd=0.020]
Ep 045/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:35,  2.05it/s, loss=0.626, pair=0.005, adv=4.274, sprd=0.019]
Ep 045/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:26,  2.16it/s, loss=0.626, pair=0.005, adv=4.274, sprd=0.019]
Ep 045/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:26,  2.16it/s, loss=0.673, pair=0.007, adv=3.633, sprd=0.028]
Ep 045/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:32,  2.08it/s, loss=0.673, pair=0.007, adv=3.633, sprd=0.028]
Ep 045/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:32,  2.08it/s, loss=0.640, pair=0.003, adv=5.562, sprd=0.018]
Ep 045/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:23,  2.20it/s, loss=0.640, pair=0.003, adv=5.562, sprd=0.018]
Ep 045/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:23,  2.20it/s, loss=0.629, pair=0.005, adv=4.754, sprd=0.022]
Ep 045/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:32,  2.06it/s, loss=0.629, pair=0.005, adv=4.754, sprd=0.022]
Ep 045/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:32,  2.06it/s, loss=0.638, pair=0.006, adv=4.155, sprd=0.025]
Ep 045/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:26,  2.13it/s, loss=0.638, pair=0.006, adv=4.155, sprd=0.025]
Ep 045/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:26,  2.13it/s, loss=0.643, pair=0.004, adv=4.148, sprd=0.023]
Ep 045/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:32,  2.05it/s, loss=0.643, pair=0.004, adv=4.148, sprd=0.023]
Ep 045/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:32,  2.05it/s, loss=0.627, pair=0.005, adv=4.958, sprd=0.017]
Ep 045/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:23,  2.17it/s, loss=0.627, pair=0.005, adv=4.958, sprd=0.017]
Ep 045/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:23,  2.17it/s, loss=0.627, pair=0.004, adv=5.294, sprd=0.019]
Ep 045/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:27,  2.10it/s, loss=0.627, pair=0.004, adv=5.294, sprd=0.019]
Ep 045/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:27,  2.10it/s, loss=0.625, pair=0.001, adv=4.077, sprd=0.017]
Ep 045/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:21,  2.18it/s, loss=0.625, pair=0.001, adv=4.077, sprd=0.017]
Ep 045/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:21,  2.18it/s, loss=0.651, pair=0.002, adv=5.000, sprd=0.020]
Ep 045/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:28,  2.08it/s, loss=0.651, pair=0.002, adv=5.000, sprd=0.020]
Ep 045/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:28,  2.08it/s, loss=0.656, pair=0.002, adv=4.749, sprd=0.023]
Ep 045/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:20,  2.18it/s, loss=0.656, pair=0.002, adv=4.749, sprd=0.023]
Ep 045/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:20,  2.18it/s, loss=0.624, pair=0.001, adv=4.643, sprd=0.016]
Ep 045/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:25,  2.10it/s, loss=0.624, pair=0.001, adv=4.643, sprd=0.016]
Ep 045/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:25,  2.10it/s, loss=0.616, pair=0.000, adv=4.745, sprd=0.016]
Ep 045/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:18,  2.20it/s, loss=0.616, pair=0.000, adv=4.745, sprd=0.016]
Ep 045/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:18,  2.20it/s, loss=0.655, pair=0.005, adv=3.798, sprd=0.023]
Ep 045/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:33,  1.98it/s, loss=0.655, pair=0.005, adv=3.798, sprd=0.023]
Ep 045/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:33,  1.98it/s, loss=0.599, pair=0.005, adv=4.467, sprd=0.016]
Ep 045/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:24,  2.09it/s, loss=0.599, pair=0.005, adv=4.467, sprd=0.016]
Ep 045/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:24,  2.09it/s, loss=0.644, pair=0.004, adv=4.300, sprd=0.022]
Ep 045/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:29,  2.02it/s, loss=0.644, pair=0.004, adv=4.300, sprd=0.022]
Ep 045/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:29,  2.02it/s, loss=0.633, pair=0.010, adv=4.510, sprd=0.021]
Ep 045/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:21,  2.12it/s, loss=0.633, pair=0.010, adv=4.510, sprd=0.021]
Ep 045/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:21,  2.12it/s, loss=0.644, pair=0.008, adv=4.306, sprd=0.023]
Ep 045/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:28,  2.02it/s, loss=0.644, pair=0.008, adv=4.306, sprd=0.023]
Ep 045/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:28,  2.02it/s, loss=0.640, pair=0.003, adv=4.147, sprd=0.022]
Ep 045/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:21,  2.12it/s, loss=0.640, pair=0.003, adv=4.147, sprd=0.022]
Ep 045/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:21,  2.12it/s, loss=0.645, pair=0.005, adv=3.829, sprd=0.018]
Ep 045/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:22,  2.10it/s, loss=0.645, pair=0.005, adv=3.829, sprd=0.018]
Ep 045/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:22,  2.10it/s, loss=0.651, pair=0.005, adv=4.675, sprd=0.021]
Ep 045/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:14,  2.20it/s, loss=0.651, pair=0.005, adv=4.675, sprd=0.021]
Ep 045/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:14,  2.20it/s, loss=0.628, pair=0.003, adv=3.715, sprd=0.021]
Ep 045/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:20,  2.11it/s, loss=0.628, pair=0.003, adv=3.715, sprd=0.021]
Ep 045/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:20,  2.11it/s, loss=0.618, pair=0.001, adv=5.454, sprd=0.016]
Ep 045/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:12,  2.22it/s, loss=0.618, pair=0.001, adv=5.454, sprd=0.016]
Ep 045/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:12,  2.22it/s, loss=0.642, pair=0.001, adv=4.335, sprd=0.025]
Ep 045/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:21,  2.08it/s, loss=0.642, pair=0.001, adv=4.335, sprd=0.025]
Ep 045/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:21,  2.08it/s, loss=0.611, pair=0.001, adv=5.120, sprd=0.018]
Ep 045/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:15,  2.16it/s, loss=0.611, pair=0.001, adv=5.120, sprd=0.018]
Ep 045/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:15,  2.16it/s, loss=0.620, pair=0.002, adv=4.719, sprd=0.016]
Ep 045/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:21,  2.07it/s, loss=0.620, pair=0.002, adv=4.719, sprd=0.016]
Ep 045/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:21,  2.07it/s, loss=0.664, pair=0.001, adv=3.918, sprd=0.030]
Ep 045/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:16,  2.13it/s, loss=0.664, pair=0.001, adv=3.918, sprd=0.030]
Ep 045/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:16,  2.13it/s, loss=0.657, pair=0.001, adv=4.532, sprd=0.026]
Ep 045/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:23,  2.02it/s, loss=0.657, pair=0.001, adv=4.532, sprd=0.026]
Ep 045/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:23,  2.02it/s, loss=0.656, pair=0.004, adv=5.524, sprd=0.024]
Ep 045/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:16,  2.12it/s, loss=0.656, pair=0.004, adv=5.524, sprd=0.024]
Ep 045/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:16,  2.12it/s, loss=0.599, pair=0.003, adv=4.851, sprd=0.015]
Ep 045/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:21,  2.03it/s, loss=0.599, pair=0.003, adv=4.851, sprd=0.015]
Ep 045/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:21,  2.03it/s, loss=0.650, pair=0.004, adv=4.898, sprd=0.022]
Ep 045/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:14,  2.14it/s, loss=0.650, pair=0.004, adv=4.898, sprd=0.022]
Ep 045/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:14,  2.14it/s, loss=0.624, pair=0.002, adv=5.396, sprd=0.017]
Ep 045/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:20,  2.03it/s, loss=0.624, pair=0.002, adv=5.396, sprd=0.017]
Ep 045/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:20,  2.03it/s, loss=0.604, pair=0.003, adv=4.877, sprd=0.016]
Ep 045/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:13,  2.13it/s, loss=0.604, pair=0.003, adv=4.877, sprd=0.016]
Ep 045/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:13,  2.13it/s, loss=0.645, pair=0.004, adv=4.530, sprd=0.020]
Ep 045/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.07it/s, loss=0.645, pair=0.004, adv=4.530, sprd=0.020]
Ep 045/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.07it/s, loss=0.614, pair=0.002, adv=4.593, sprd=0.015]
Ep 045/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:09,  2.19it/s, loss=0.614, pair=0.002, adv=4.593, sprd=0.015]
Ep 045/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:09,  2.19it/s, loss=0.663, pair=0.000, adv=4.462, sprd=0.025]
Ep 045/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:14,  2.10it/s, loss=0.663, pair=0.000, adv=4.462, sprd=0.025]
Ep 045/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:14,  2.10it/s, loss=0.985, pair=0.921, adv=6.200, sprd=0.026]
Ep 045/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:09,  2.17it/s, loss=0.985, pair=0.921, adv=6.200, sprd=0.026]
Ep 045/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:09,  2.17it/s, loss=0.647, pair=0.009, adv=4.923, sprd=0.021]
Ep 045/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:20,  1.99it/s, loss=0.647, pair=0.009, adv=4.923, sprd=0.021]
Ep 045/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:20,  1.99it/s, loss=0.661, pair=0.003, adv=6.067, sprd=0.028]
Ep 045/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:14,  2.08it/s, loss=0.661, pair=0.003, adv=6.067, sprd=0.028]
Ep 045/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:14,  2.08it/s, loss=0.719, pair=0.195, adv=5.130, sprd=0.025]
Ep 045/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:20,  1.97it/s, loss=0.719, pair=0.195, adv=5.130, sprd=0.025]
Ep 045/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:20,  1.97it/s, loss=0.644, pair=0.006, adv=4.184, sprd=0.021]
Ep 045/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:13,  2.08it/s, loss=0.644, pair=0.006, adv=4.184, sprd=0.021]
Ep 045/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:13,  2.08it/s, loss=0.615, pair=0.007, adv=3.752, sprd=0.019]
Ep 045/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:16,  2.01it/s, loss=0.615, pair=0.007, adv=3.752, sprd=0.019]
Ep 045/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:16,  2.01it/s, loss=0.651, pair=0.003, adv=3.989, sprd=0.025]
Ep 045/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:10,  2.11it/s, loss=0.651, pair=0.003, adv=3.989, sprd=0.025]
Ep 045/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:10,  2.11it/s, loss=0.618, pair=0.002, adv=4.343, sprd=0.020]
Ep 045/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:15,  2.02it/s, loss=0.618, pair=0.002, adv=4.343, sprd=0.020]
Ep 045/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:15,  2.02it/s, loss=0.648, pair=0.005, adv=3.326, sprd=0.025]
Ep 045/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:08,  2.12it/s, loss=0.648, pair=0.005, adv=3.326, sprd=0.025]
Ep 045/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:08,  2.12it/s, loss=0.615, pair=0.006, adv=5.226, sprd=0.017]
Ep 045/80 [S3:+sens]:  40%|▊ | 181/453 [01:29<02:12,  2.05it/s, loss=0.615, pair=0.006, adv=5.226, sprd=0.017]
Ep 045/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:12,  2.05it/s, loss=1.131, pair=1.375, adv=6.385, sprd=0.025]
Ep 045/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=1.131, pair=1.375, adv=6.385, sprd=0.025]
Ep 045/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=0.603, pair=0.015, adv=3.002, sprd=0.023]
Ep 045/80 [S3:+sens]:  40%|▊ | 183/453 [01:30<02:12,  2.04it/s, loss=0.603, pair=0.015, adv=3.002, sprd=0.023]
Ep 045/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:12,  2.04it/s, loss=0.629, pair=0.002, adv=4.512, sprd=0.021]
Ep 045/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:06,  2.13it/s, loss=0.629, pair=0.002, adv=4.512, sprd=0.021]
Ep 045/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:06,  2.13it/s, loss=0.655, pair=0.001, adv=6.527, sprd=0.023]
Ep 045/80 [S3:+sens]:  41%|▊ | 185/453 [01:31<02:10,  2.05it/s, loss=0.655, pair=0.001, adv=6.527, sprd=0.023]
Ep 045/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:10,  2.05it/s, loss=0.618, pair=0.005, adv=4.134, sprd=0.019]
Ep 045/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:04,  2.14it/s, loss=0.618, pair=0.005, adv=4.134, sprd=0.019]
Ep 045/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:04,  2.14it/s, loss=0.683, pair=0.004, adv=4.955, sprd=0.027]
Ep 045/80 [S3:+sens]:  41%|▊ | 187/453 [01:32<02:10,  2.04it/s, loss=0.683, pair=0.004, adv=4.955, sprd=0.027]
Ep 045/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:10,  2.04it/s, loss=0.599, pair=0.001, adv=5.881, sprd=0.015]
Ep 045/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:02,  2.16it/s, loss=0.599, pair=0.001, adv=5.881, sprd=0.015]
Ep 045/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:02,  2.16it/s, loss=0.730, pair=0.316, adv=4.736, sprd=0.010]
Ep 045/80 [S3:+sens]:  42%|▊ | 189/453 [01:33<02:06,  2.09it/s, loss=0.730, pair=0.316, adv=4.736, sprd=0.010]
Ep 045/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:06,  2.09it/s, loss=0.641, pair=0.002, adv=4.979, sprd=0.019]
Ep 045/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:01,  2.17it/s, loss=0.641, pair=0.002, adv=4.979, sprd=0.019]
Ep 045/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:01,  2.17it/s, loss=0.634, pair=0.005, adv=4.562, sprd=0.015]
Ep 045/80 [S3:+sens]:  42%|▊ | 191/453 [01:34<02:11,  2.00it/s, loss=0.634, pair=0.005, adv=4.562, sprd=0.015]
Ep 045/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:11,  2.00it/s, loss=0.609, pair=0.001, adv=5.159, sprd=0.018]
Ep 045/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:06,  2.06it/s, loss=0.609, pair=0.001, adv=5.159, sprd=0.018]
Ep 045/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:06,  2.06it/s, loss=0.627, pair=0.001, adv=3.975, sprd=0.018]
Ep 045/80 [S3:+sens]:  43%|▊ | 193/453 [01:35<02:18,  1.88it/s, loss=0.627, pair=0.001, adv=3.975, sprd=0.018]
Ep 045/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:18,  1.88it/s, loss=0.611, pair=0.001, adv=3.945, sprd=0.015]
Ep 045/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:09,  2.00it/s, loss=0.611, pair=0.001, adv=3.945, sprd=0.015]
Ep 045/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:09,  2.00it/s, loss=0.657, pair=0.000, adv=3.853, sprd=0.022]
Ep 045/80 [S3:+sens]:  43%|▊ | 195/453 [01:36<02:19,  1.84it/s, loss=0.657, pair=0.000, adv=3.853, sprd=0.022]
Ep 045/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:19,  1.84it/s, loss=0.628, pair=0.000, adv=4.204, sprd=0.022]
Ep 045/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:13,  1.93it/s, loss=0.628, pair=0.000, adv=4.204, sprd=0.022]
Ep 045/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:13,  1.93it/s, loss=0.666, pair=0.000, adv=4.862, sprd=0.025]
Ep 045/80 [S3:+sens]:  43%|▊ | 197/453 [01:37<02:20,  1.83it/s, loss=0.666, pair=0.000, adv=4.862, sprd=0.025]
Ep 045/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:20,  1.83it/s, loss=0.678, pair=0.000, adv=4.211, sprd=0.028]
Ep 045/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:12,  1.92it/s, loss=0.678, pair=0.000, adv=4.211, sprd=0.028]
Ep 045/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:12,  1.92it/s, loss=0.623, pair=0.000, adv=5.961, sprd=0.015]
Ep 045/80 [S3:+sens]:  44%|▉ | 199/453 [01:38<02:19,  1.82it/s, loss=0.623, pair=0.000, adv=5.961, sprd=0.015]
Ep 045/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:19,  1.82it/s, loss=0.662, pair=0.000, adv=3.963, sprd=0.025]
Ep 045/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<02:11,  1.93it/s, loss=0.662, pair=0.000, adv=3.963, sprd=0.025]
Ep 045/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:11,  1.93it/s, loss=0.609, pair=0.028, adv=4.384, sprd=0.016]
Ep 045/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:28,  1.69it/s, loss=0.609, pair=0.028, adv=4.384, sprd=0.016]
Ep 045/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:28,  1.69it/s, loss=0.657, pair=0.002, adv=4.390, sprd=0.021]
Ep 045/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<02:15,  1.85it/s, loss=0.657, pair=0.002, adv=4.390, sprd=0.021]
Ep 045/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<02:15,  1.85it/s, loss=0.590, pair=0.000, adv=4.456, sprd=0.013]
Ep 045/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:23,  1.75it/s, loss=0.590, pair=0.000, adv=4.456, sprd=0.013]
Ep 045/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:23,  1.75it/s, loss=0.638, pair=0.000, adv=4.272, sprd=0.021]
Ep 045/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<02:12,  1.88it/s, loss=0.638, pair=0.000, adv=4.272, sprd=0.021]
Ep 045/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<02:12,  1.88it/s, loss=0.627, pair=0.001, adv=4.969, sprd=0.016]
Ep 045/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:17,  1.81it/s, loss=0.627, pair=0.001, adv=4.969, sprd=0.016]
Ep 045/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:17,  1.81it/s, loss=0.657, pair=0.000, adv=3.351, sprd=0.031]
Ep 045/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<02:10,  1.90it/s, loss=0.657, pair=0.000, adv=3.351, sprd=0.031]
Ep 045/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<02:10,  1.90it/s, loss=0.672, pair=0.000, adv=5.145, sprd=0.015]
Ep 045/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:15,  1.81it/s, loss=0.672, pair=0.000, adv=5.145, sprd=0.015]
Ep 045/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:15,  1.81it/s, loss=0.628, pair=0.000, adv=5.040, sprd=0.020]
Ep 045/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<02:07,  1.92it/s, loss=0.628, pair=0.000, adv=5.040, sprd=0.020]
Ep 045/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<02:07,  1.92it/s, loss=0.664, pair=0.000, adv=4.819, sprd=0.016]
Ep 045/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:14,  1.81it/s, loss=0.664, pair=0.000, adv=4.819, sprd=0.016]
Ep 045/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:14,  1.81it/s, loss=0.642, pair=0.005, adv=4.354, sprd=0.018]
Ep 045/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<02:04,  1.95it/s, loss=0.642, pair=0.005, adv=4.354, sprd=0.018]
Ep 045/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<02:04,  1.95it/s, loss=0.633, pair=0.035, adv=4.548, sprd=0.015]
Ep 045/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:11,  1.85it/s, loss=0.633, pair=0.035, adv=4.548, sprd=0.015]
Ep 045/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:11,  1.85it/s, loss=0.635, pair=0.000, adv=4.011, sprd=0.023]
Ep 045/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<02:03,  1.94it/s, loss=0.635, pair=0.000, adv=4.011, sprd=0.023]
Ep 045/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<02:03,  1.94it/s, loss=0.685, pair=0.000, adv=3.911, sprd=0.028]
Ep 045/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:10,  1.83it/s, loss=0.685, pair=0.000, adv=3.911, sprd=0.028]
Ep 045/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:10,  1.83it/s, loss=0.640, pair=0.001, adv=4.114, sprd=0.022]
Ep 045/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<02:02,  1.94it/s, loss=0.640, pair=0.001, adv=4.114, sprd=0.022]
Ep 045/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<02:02,  1.94it/s, loss=0.682, pair=0.002, adv=5.161, sprd=0.020]
Ep 045/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:10,  1.82it/s, loss=0.682, pair=0.002, adv=5.161, sprd=0.020]
Ep 045/80 [S3:+sens]:  47%|▉ | 215/453 [01:48<02:10,  1.82it/s, loss=0.635, pair=0.000, adv=5.300, sprd=0.025]
Ep 045/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:04,  1.91it/s, loss=0.635, pair=0.000, adv=5.300, sprd=0.025]
Ep 045/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:04,  1.91it/s, loss=0.588, pair=0.002, adv=4.884, sprd=0.013]
Ep 045/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<02:11,  1.79it/s, loss=0.588, pair=0.002, adv=4.884, sprd=0.013]
Ep 045/80 [S3:+sens]:  48%|▉ | 217/453 [01:49<02:11,  1.79it/s, loss=0.646, pair=0.002, adv=4.923, sprd=0.022]
Ep 045/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:02,  1.91it/s, loss=0.646, pair=0.002, adv=4.923, sprd=0.022]
Ep 045/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:02,  1.91it/s, loss=0.668, pair=0.002, adv=4.016, sprd=0.028]
Ep 045/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:06,  1.84it/s, loss=0.668, pair=0.002, adv=4.016, sprd=0.028]
Ep 045/80 [S3:+sens]:  48%|▉ | 219/453 [01:50<02:06,  1.84it/s, loss=0.638, pair=0.002, adv=4.919, sprd=0.023]
Ep 045/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:57,  1.99it/s, loss=0.638, pair=0.002, adv=4.919, sprd=0.023]
Ep 045/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:57,  1.99it/s, loss=0.664, pair=0.001, adv=4.153, sprd=0.024]
Ep 045/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:57,  1.97it/s, loss=0.664, pair=0.001, adv=4.153, sprd=0.024]
Ep 045/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<01:57,  1.97it/s, loss=0.588, pair=0.000, adv=3.697, sprd=0.014]
Ep 045/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:48,  2.13it/s, loss=0.588, pair=0.000, adv=3.697, sprd=0.014]
Ep 045/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:48,  2.13it/s, loss=0.681, pair=0.004, adv=5.174, sprd=0.026]
Ep 045/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:53,  2.03it/s, loss=0.681, pair=0.004, adv=5.174, sprd=0.026]
Ep 045/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<01:53,  2.03it/s, loss=0.660, pair=0.002, adv=3.553, sprd=0.027]
Ep 045/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:48,  2.12it/s, loss=0.660, pair=0.002, adv=3.553, sprd=0.027]
Ep 045/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:48,  2.12it/s, loss=0.780, pair=0.407, adv=5.377, sprd=0.023]
Ep 045/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:53,  2.00it/s, loss=0.780, pair=0.407, adv=5.377, sprd=0.023]
Ep 045/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:53,  2.00it/s, loss=0.655, pair=0.003, adv=4.801, sprd=0.023]
Ep 045/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:47,  2.12it/s, loss=0.655, pair=0.003, adv=4.801, sprd=0.023]
Ep 045/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:47,  2.12it/s, loss=0.614, pair=0.001, adv=5.970, sprd=0.018]
Ep 045/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:50,  2.05it/s, loss=0.614, pair=0.001, adv=5.970, sprd=0.018]
Ep 045/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:50,  2.05it/s, loss=0.634, pair=0.001, adv=3.798, sprd=0.021]
Ep 045/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:44,  2.15it/s, loss=0.634, pair=0.001, adv=3.798, sprd=0.021]
Ep 045/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:44,  2.15it/s, loss=0.652, pair=0.006, adv=4.076, sprd=0.025]
Ep 045/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:55,  1.94it/s, loss=0.652, pair=0.006, adv=4.076, sprd=0.025]
Ep 045/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:55,  1.94it/s, loss=0.598, pair=0.001, adv=4.152, sprd=0.014]
Ep 045/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:46,  2.10it/s, loss=0.598, pair=0.001, adv=4.152, sprd=0.014]
Ep 045/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:46,  2.10it/s, loss=0.652, pair=0.004, adv=4.410, sprd=0.021]
Ep 045/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:48,  2.04it/s, loss=0.652, pair=0.004, adv=4.410, sprd=0.021]
Ep 045/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:48,  2.04it/s, loss=0.629, pair=0.003, adv=4.841, sprd=0.019]
Ep 045/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:43,  2.15it/s, loss=0.629, pair=0.003, adv=4.841, sprd=0.019]
Ep 045/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:43,  2.15it/s, loss=0.608, pair=0.001, adv=6.370, sprd=0.016]
Ep 045/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:46,  2.07it/s, loss=0.608, pair=0.001, adv=6.370, sprd=0.016]
Ep 045/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:46,  2.07it/s, loss=0.621, pair=0.003, adv=5.103, sprd=0.019]
Ep 045/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:41,  2.16it/s, loss=0.621, pair=0.003, adv=5.103, sprd=0.019]
Ep 045/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:41,  2.16it/s, loss=0.623, pair=0.002, adv=5.147, sprd=0.017]
Ep 045/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:44,  2.09it/s, loss=0.623, pair=0.002, adv=5.147, sprd=0.017]
Ep 045/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:44,  2.09it/s, loss=0.601, pair=0.002, adv=3.307, sprd=0.017]
Ep 045/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:38,  2.21it/s, loss=0.601, pair=0.002, adv=3.307, sprd=0.017]
Ep 045/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:38,  2.21it/s, loss=0.647, pair=0.001, adv=4.257, sprd=0.026]
Ep 045/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:44,  2.07it/s, loss=0.647, pair=0.001, adv=4.257, sprd=0.026]
Ep 045/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:44,  2.07it/s, loss=0.619, pair=0.009, adv=4.640, sprd=0.020]
Ep 045/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:39,  2.17it/s, loss=0.619, pair=0.009, adv=4.640, sprd=0.020]
Ep 045/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:39,  2.17it/s, loss=0.660, pair=0.005, adv=4.621, sprd=0.025]
Ep 045/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:43,  2.07it/s, loss=0.660, pair=0.005, adv=4.621, sprd=0.025]
Ep 045/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:43,  2.07it/s, loss=0.609, pair=0.002, adv=4.295, sprd=0.019]
Ep 045/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:39,  2.14it/s, loss=0.609, pair=0.002, adv=4.295, sprd=0.019]
Ep 045/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:39,  2.14it/s, loss=0.670, pair=0.002, adv=5.086, sprd=0.030]
Ep 045/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:47,  1.98it/s, loss=0.670, pair=0.002, adv=5.086, sprd=0.030]
Ep 045/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:47,  1.98it/s, loss=0.574, pair=0.017, adv=2.991, sprd=0.015]
Ep 045/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:38,  2.13it/s, loss=0.574, pair=0.017, adv=2.991, sprd=0.015]
Ep 045/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:38,  2.13it/s, loss=0.615, pair=0.000, adv=3.896, sprd=0.015]
Ep 045/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:42,  2.05it/s, loss=0.615, pair=0.000, adv=3.896, sprd=0.015]
Ep 045/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:42,  2.05it/s, loss=0.574, pair=0.001, adv=6.549, sprd=0.013]
Ep 045/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:35,  2.18it/s, loss=0.574, pair=0.001, adv=6.549, sprd=0.013]
Ep 045/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:35,  2.18it/s, loss=0.663, pair=0.001, adv=4.549, sprd=0.023]
Ep 045/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:40,  2.07it/s, loss=0.663, pair=0.001, adv=4.549, sprd=0.023]
Ep 045/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:40,  2.07it/s, loss=0.630, pair=0.002, adv=4.715, sprd=0.019]
Ep 045/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:34,  2.19it/s, loss=0.630, pair=0.002, adv=4.715, sprd=0.019]
Ep 045/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:34,  2.19it/s, loss=0.623, pair=0.002, adv=4.372, sprd=0.021]
Ep 045/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:38,  2.09it/s, loss=0.623, pair=0.002, adv=4.372, sprd=0.021]
Ep 045/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:38,  2.09it/s, loss=0.606, pair=0.003, adv=4.921, sprd=0.011]
Ep 045/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:30,  2.26it/s, loss=0.606, pair=0.003, adv=4.921, sprd=0.011]
Ep 045/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:30,  2.26it/s, loss=0.619, pair=0.007, adv=3.874, sprd=0.019]
Ep 045/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:36,  2.12it/s, loss=0.619, pair=0.007, adv=3.874, sprd=0.019]
Ep 045/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:36,  2.12it/s, loss=0.602, pair=0.003, adv=4.896, sprd=0.014]
Ep 045/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:30,  2.23it/s, loss=0.602, pair=0.003, adv=4.896, sprd=0.014]
Ep 045/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:30,  2.23it/s, loss=0.604, pair=0.008, adv=4.190, sprd=0.015]
Ep 045/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:35,  2.11it/s, loss=0.604, pair=0.008, adv=4.190, sprd=0.015]
Ep 045/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:35,  2.11it/s, loss=0.634, pair=0.014, adv=5.294, sprd=0.020]
Ep 045/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:31,  2.21it/s, loss=0.634, pair=0.014, adv=5.294, sprd=0.020]
Ep 045/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:31,  2.21it/s, loss=0.609, pair=0.000, adv=5.886, sprd=0.014]
Ep 045/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:32,  2.16it/s, loss=0.609, pair=0.000, adv=5.886, sprd=0.014]
Ep 045/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:32,  2.16it/s, loss=0.602, pair=0.000, adv=3.901, sprd=0.013]
Ep 045/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:26,  2.31it/s, loss=0.602, pair=0.000, adv=3.901, sprd=0.013]
Ep 045/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:26,  2.31it/s, loss=0.643, pair=0.000, adv=5.271, sprd=0.024]
Ep 045/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:32,  2.14it/s, loss=0.643, pair=0.000, adv=5.271, sprd=0.024]
Ep 045/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:32,  2.14it/s, loss=0.665, pair=0.000, adv=6.014, sprd=0.025]
Ep 045/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:29,  2.21it/s, loss=0.665, pair=0.000, adv=6.014, sprd=0.025]
Ep 045/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:29,  2.21it/s, loss=0.618, pair=0.002, adv=3.515, sprd=0.019]
Ep 045/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:33,  2.11it/s, loss=0.618, pair=0.002, adv=3.515, sprd=0.019]
Ep 045/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:33,  2.11it/s, loss=0.655, pair=0.000, adv=5.422, sprd=0.027]
Ep 045/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:30,  2.16it/s, loss=0.655, pair=0.000, adv=5.422, sprd=0.027]
Ep 045/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:30,  2.16it/s, loss=0.623, pair=0.001, adv=4.210, sprd=0.018]
Ep 045/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:38,  1.97it/s, loss=0.623, pair=0.001, adv=4.210, sprd=0.018]
Ep 045/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:38,  1.97it/s, loss=0.610, pair=0.004, adv=4.599, sprd=0.017]
Ep 045/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:32,  2.09it/s, loss=0.610, pair=0.004, adv=4.599, sprd=0.017]
Ep 045/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:32,  2.09it/s, loss=0.632, pair=0.005, adv=4.413, sprd=0.021]
Ep 045/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:34,  2.03it/s, loss=0.632, pair=0.005, adv=4.413, sprd=0.021]
Ep 045/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:34,  2.03it/s, loss=0.614, pair=0.000, adv=4.150, sprd=0.017]
Ep 045/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:29,  2.13it/s, loss=0.614, pair=0.000, adv=4.150, sprd=0.017]
Ep 045/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:29,  2.13it/s, loss=0.669, pair=0.000, adv=5.067, sprd=0.016]
Ep 045/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:32,  2.06it/s, loss=0.669, pair=0.000, adv=5.067, sprd=0.016]
Ep 045/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:32,  2.06it/s, loss=0.697, pair=0.000, adv=4.172, sprd=0.035]
Ep 045/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:28,  2.13it/s, loss=0.697, pair=0.000, adv=4.172, sprd=0.035]
Ep 045/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:28,  2.13it/s, loss=0.692, pair=0.089, adv=4.148, sprd=0.029]
Ep 045/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:33,  2.00it/s, loss=0.692, pair=0.089, adv=4.148, sprd=0.029]
Ep 045/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:33,  2.00it/s, loss=0.596, pair=0.002, adv=5.795, sprd=0.014]
Ep 045/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:28,  2.11it/s, loss=0.596, pair=0.002, adv=5.795, sprd=0.014]
Ep 045/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:28,  2.11it/s, loss=0.650, pair=0.001, adv=3.738, sprd=0.020]
Ep 045/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:29,  2.07it/s, loss=0.650, pair=0.001, adv=3.738, sprd=0.020]
Ep 045/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:29,  2.07it/s, loss=0.670, pair=0.000, adv=4.265, sprd=0.025]
Ep 045/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:25,  2.17it/s, loss=0.670, pair=0.000, adv=4.265, sprd=0.025]
Ep 045/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:25,  2.17it/s, loss=0.681, pair=0.002, adv=3.698, sprd=0.020]
Ep 045/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:27,  2.09it/s, loss=0.681, pair=0.002, adv=3.698, sprd=0.020]
Ep 045/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:27,  2.09it/s, loss=0.644, pair=0.000, adv=4.230, sprd=0.021]
Ep 045/80 [S3:+sens]:  60%|█▏| 270/453 [02:13<01:23,  2.18it/s, loss=0.644, pair=0.000, adv=4.230, sprd=0.021]
Ep 045/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:23,  2.18it/s, loss=0.628, pair=0.000, adv=3.475, sprd=0.019]
Ep 045/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:27,  2.08it/s, loss=0.628, pair=0.000, adv=3.475, sprd=0.019]
Ep 045/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:27,  2.08it/s, loss=0.645, pair=0.000, adv=5.993, sprd=0.020]
Ep 045/80 [S3:+sens]:  60%|█▏| 272/453 [02:14<01:22,  2.18it/s, loss=0.645, pair=0.000, adv=5.993, sprd=0.020]
Ep 045/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:22,  2.18it/s, loss=0.628, pair=0.001, adv=3.770, sprd=0.020]
Ep 045/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:25,  2.09it/s, loss=0.628, pair=0.001, adv=3.770, sprd=0.020]
Ep 045/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:25,  2.09it/s, loss=0.617, pair=0.001, adv=5.834, sprd=0.018]
Ep 045/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:22,  2.18it/s, loss=0.617, pair=0.001, adv=5.834, sprd=0.018]
Ep 045/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:22,  2.18it/s, loss=0.713, pair=0.002, adv=4.000, sprd=0.024]
Ep 045/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:25,  2.09it/s, loss=0.713, pair=0.002, adv=4.000, sprd=0.024]
Ep 045/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:25,  2.09it/s, loss=0.630, pair=0.001, adv=5.642, sprd=0.019]
Ep 045/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:21,  2.18it/s, loss=0.630, pair=0.001, adv=5.642, sprd=0.019]
Ep 045/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:21,  2.18it/s, loss=0.701, pair=0.002, adv=5.037, sprd=0.026]
Ep 045/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:23,  2.10it/s, loss=0.701, pair=0.002, adv=5.037, sprd=0.026]
Ep 045/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:23,  2.10it/s, loss=0.613, pair=0.003, adv=5.057, sprd=0.016]
Ep 045/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:19,  2.20it/s, loss=0.613, pair=0.003, adv=5.057, sprd=0.016]
Ep 045/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:19,  2.20it/s, loss=0.618, pair=0.001, adv=4.618, sprd=0.017]
Ep 045/80 [S3:+sens]:  62%|█▏| 279/453 [02:17<01:21,  2.14it/s, loss=0.618, pair=0.001, adv=4.618, sprd=0.017]
Ep 045/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:21,  2.14it/s, loss=0.641, pair=0.001, adv=4.590, sprd=0.018]
Ep 045/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:16,  2.27it/s, loss=0.641, pair=0.001, adv=4.590, sprd=0.018]
Ep 045/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:16,  2.27it/s, loss=0.623, pair=0.001, adv=3.946, sprd=0.017]
Ep 045/80 [S3:+sens]:  62%|█▏| 281/453 [02:18<01:20,  2.15it/s, loss=0.623, pair=0.001, adv=3.946, sprd=0.017]
Ep 045/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:20,  2.15it/s, loss=0.642, pair=0.002, adv=3.767, sprd=0.019]
Ep 045/80 [S3:+sens]:  62%|█▏| 282/453 [02:19<01:16,  2.24it/s, loss=0.642, pair=0.002, adv=3.767, sprd=0.019]
Ep 045/80 [S3:+sens]:  62%|█▏| 282/453 [02:19<01:16,  2.24it/s, loss=0.649, pair=0.001, adv=4.144, sprd=0.022]
Ep 045/80 [S3:+sens]:  62%|█▏| 283/453 [02:19<01:24,  2.01it/s, loss=0.649, pair=0.001, adv=4.144, sprd=0.022]
Ep 045/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:24,  2.01it/s, loss=0.662, pair=0.000, adv=4.642, sprd=0.023]
Ep 045/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:19,  2.13it/s, loss=0.662, pair=0.000, adv=4.642, sprd=0.023]
Ep 045/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:19,  2.13it/s, loss=0.532, pair=0.001, adv=3.086, sprd=0.011]
Ep 045/80 [S3:+sens]:  63%|█▎| 285/453 [02:20<01:21,  2.07it/s, loss=0.532, pair=0.001, adv=3.086, sprd=0.011]
Ep 045/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:21,  2.07it/s, loss=0.656, pair=0.000, adv=4.930, sprd=0.027]
Ep 045/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:18,  2.13it/s, loss=0.656, pair=0.000, adv=4.930, sprd=0.027]
Ep 045/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:18,  2.13it/s, loss=0.598, pair=0.003, adv=3.550, sprd=0.014]
Ep 045/80 [S3:+sens]:  63%|█▎| 287/453 [02:21<01:20,  2.05it/s, loss=0.598, pair=0.003, adv=3.550, sprd=0.014]
Ep 045/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:20,  2.05it/s, loss=0.632, pair=0.000, adv=4.619, sprd=0.019]
Ep 045/80 [S3:+sens]:  64%|█▎| 288/453 [02:22<01:15,  2.17it/s, loss=0.632, pair=0.000, adv=4.619, sprd=0.019]
Ep 045/80 [S3:+sens]:  64%|█▎| 288/453 [02:22<01:15,  2.17it/s, loss=0.658, pair=0.000, adv=4.225, sprd=0.022]
Ep 045/80 [S3:+sens]:  64%|█▎| 289/453 [02:22<01:18,  2.10it/s, loss=0.658, pair=0.000, adv=4.225, sprd=0.022]
Ep 045/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:18,  2.10it/s, loss=1.436, pair=2.488, adv=4.718, sprd=0.010]
Ep 045/80 [S3:+sens]:  64%|█▎| 290/453 [02:23<01:15,  2.16it/s, loss=1.436, pair=2.488, adv=4.718, sprd=0.010]
Ep 045/80 [S3:+sens]:  64%|█▎| 290/453 [02:23<01:15,  2.16it/s, loss=0.626, pair=0.002, adv=5.952, sprd=0.019]
Ep 045/80 [S3:+sens]:  64%|█▎| 291/453 [02:23<01:24,  1.92it/s, loss=0.626, pair=0.002, adv=5.952, sprd=0.019]
Ep 045/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:24,  1.92it/s, loss=0.593, pair=0.001, adv=5.562, sprd=0.015]
Ep 045/80 [S3:+sens]:  64%|█▎| 292/453 [02:24<01:19,  2.02it/s, loss=0.593, pair=0.001, adv=5.562, sprd=0.015]
Ep 045/80 [S3:+sens]:  64%|█▎| 292/453 [02:24<01:19,  2.02it/s, loss=0.650, pair=0.002, adv=5.068, sprd=0.023]
Ep 045/80 [S3:+sens]:  65%|█▎| 293/453 [02:24<01:27,  1.84it/s, loss=0.650, pair=0.002, adv=5.068, sprd=0.023]
Ep 045/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:27,  1.84it/s, loss=0.616, pair=0.004, adv=6.777, sprd=0.022]
Ep 045/80 [S3:+sens]:  65%|█▎| 294/453 [02:25<01:22,  1.92it/s, loss=0.616, pair=0.004, adv=6.777, sprd=0.022]
Ep 045/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:22,  1.92it/s, loss=0.633, pair=0.005, adv=4.049, sprd=0.022]
Ep 045/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:28,  1.78it/s, loss=0.633, pair=0.005, adv=4.049, sprd=0.022]
Ep 045/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:28,  1.78it/s, loss=0.665, pair=0.003, adv=5.387, sprd=0.029]
Ep 045/80 [S3:+sens]:  65%|█▎| 296/453 [02:26<01:23,  1.87it/s, loss=0.665, pair=0.003, adv=5.387, sprd=0.029]
Ep 045/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:23,  1.87it/s, loss=0.618, pair=0.000, adv=4.265, sprd=0.018]
Ep 045/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:28,  1.77it/s, loss=0.618, pair=0.000, adv=4.265, sprd=0.018]
Ep 045/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:28,  1.77it/s, loss=0.667, pair=0.002, adv=4.668, sprd=0.026]
Ep 045/80 [S3:+sens]:  66%|█▎| 298/453 [02:27<01:22,  1.88it/s, loss=0.667, pair=0.002, adv=4.668, sprd=0.026]
Ep 045/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:22,  1.88it/s, loss=0.666, pair=0.000, adv=5.662, sprd=0.029]
Ep 045/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:27,  1.76it/s, loss=0.666, pair=0.000, adv=5.662, sprd=0.029]
Ep 045/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:27,  1.76it/s, loss=0.626, pair=0.000, adv=4.912, sprd=0.018]
Ep 045/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:21,  1.88it/s, loss=0.626, pair=0.000, adv=4.912, sprd=0.018]
Ep 045/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:21,  1.88it/s, loss=0.618, pair=0.014, adv=4.319, sprd=0.017]
Ep 045/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:25,  1.79it/s, loss=0.618, pair=0.014, adv=4.319, sprd=0.017]
Ep 045/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:25,  1.79it/s, loss=0.633, pair=0.003, adv=5.354, sprd=0.020]
Ep 045/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:18,  1.92it/s, loss=0.633, pair=0.003, adv=5.354, sprd=0.020]
Ep 045/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:18,  1.92it/s, loss=0.631, pair=0.001, adv=6.634, sprd=0.018]
Ep 045/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:22,  1.82it/s, loss=0.631, pair=0.001, adv=6.634, sprd=0.018]
Ep 045/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:22,  1.82it/s, loss=0.675, pair=0.013, adv=3.976, sprd=0.027]
Ep 045/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:17,  1.92it/s, loss=0.675, pair=0.013, adv=3.976, sprd=0.027]
Ep 045/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:17,  1.92it/s, loss=0.646, pair=0.006, adv=4.051, sprd=0.021]
Ep 045/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:21,  1.81it/s, loss=0.646, pair=0.006, adv=4.051, sprd=0.021]
Ep 045/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:21,  1.81it/s, loss=0.632, pair=0.002, adv=4.123, sprd=0.017]
Ep 045/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:15,  1.94it/s, loss=0.632, pair=0.002, adv=4.123, sprd=0.017]
Ep 045/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:15,  1.94it/s, loss=0.645, pair=0.004, adv=4.995, sprd=0.021]
Ep 045/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:19,  1.85it/s, loss=0.645, pair=0.004, adv=4.995, sprd=0.021]
Ep 045/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:19,  1.85it/s, loss=0.640, pair=0.003, adv=4.815, sprd=0.023]
Ep 045/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:14,  1.94it/s, loss=0.640, pair=0.003, adv=4.815, sprd=0.023]
Ep 045/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:14,  1.94it/s, loss=0.625, pair=0.006, adv=4.134, sprd=0.020]
Ep 045/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:18,  1.84it/s, loss=0.625, pair=0.006, adv=4.134, sprd=0.020]
Ep 045/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:18,  1.84it/s, loss=0.665, pair=0.004, adv=4.858, sprd=0.024]
Ep 045/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:13,  1.94it/s, loss=0.665, pair=0.004, adv=4.858, sprd=0.024]
Ep 045/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:13,  1.94it/s, loss=0.626, pair=0.003, adv=5.818, sprd=0.011]
Ep 045/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:23,  1.71it/s, loss=0.626, pair=0.003, adv=5.818, sprd=0.011]
Ep 045/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:23,  1.71it/s, loss=0.677, pair=0.001, adv=3.519, sprd=0.026]
Ep 045/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:16,  1.84it/s, loss=0.677, pair=0.001, adv=3.519, sprd=0.026]
Ep 045/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:16,  1.84it/s, loss=0.647, pair=0.000, adv=5.019, sprd=0.023]
Ep 045/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:22,  1.71it/s, loss=0.647, pair=0.000, adv=5.019, sprd=0.023]
Ep 045/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:22,  1.71it/s, loss=0.600, pair=0.000, adv=6.161, sprd=0.015]
Ep 045/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:15,  1.85it/s, loss=0.600, pair=0.000, adv=6.161, sprd=0.015]
Ep 045/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:15,  1.85it/s, loss=0.617, pair=0.005, adv=4.161, sprd=0.018]
Ep 045/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:18,  1.76it/s, loss=0.617, pair=0.005, adv=4.161, sprd=0.018]
Ep 045/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:18,  1.76it/s, loss=0.659, pair=0.003, adv=4.676, sprd=0.026]
Ep 045/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:13,  1.87it/s, loss=0.659, pair=0.003, adv=4.676, sprd=0.026]
Ep 045/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:13,  1.87it/s, loss=0.638, pair=0.006, adv=4.827, sprd=0.021]
Ep 045/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:15,  1.79it/s, loss=0.638, pair=0.006, adv=4.827, sprd=0.021]
Ep 045/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:15,  1.79it/s, loss=0.659, pair=0.002, adv=4.980, sprd=0.023]
Ep 045/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:11,  1.90it/s, loss=0.659, pair=0.002, adv=4.980, sprd=0.023]
Ep 045/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:11,  1.90it/s, loss=0.657, pair=0.001, adv=3.982, sprd=0.026]
Ep 045/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:12,  1.86it/s, loss=0.657, pair=0.001, adv=3.982, sprd=0.026]
Ep 045/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:12,  1.86it/s, loss=0.597, pair=0.001, adv=3.371, sprd=0.017]
Ep 045/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:05,  2.03it/s, loss=0.597, pair=0.001, adv=3.371, sprd=0.017]
Ep 045/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:05,  2.03it/s, loss=0.686, pair=0.044, adv=3.484, sprd=0.027]
Ep 045/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:07,  1.96it/s, loss=0.686, pair=0.044, adv=3.484, sprd=0.027]
Ep 045/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:07,  1.96it/s, loss=0.665, pair=0.003, adv=3.767, sprd=0.021]
Ep 045/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.10it/s, loss=0.665, pair=0.003, adv=3.767, sprd=0.021]
Ep 045/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.10it/s, loss=0.627, pair=0.002, adv=4.662, sprd=0.019]
Ep 045/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:03,  2.05it/s, loss=0.627, pair=0.002, adv=4.662, sprd=0.019]
Ep 045/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:03,  2.05it/s, loss=0.623, pair=0.000, adv=4.726, sprd=0.017]
Ep 045/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<00:59,  2.16it/s, loss=0.623, pair=0.000, adv=4.726, sprd=0.017]
Ep 045/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<00:59,  2.16it/s, loss=0.604, pair=0.001, adv=5.358, sprd=0.015]
Ep 045/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:01,  2.09it/s, loss=0.604, pair=0.001, adv=5.358, sprd=0.015]
Ep 045/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:01,  2.09it/s, loss=0.611, pair=0.000, adv=4.929, sprd=0.019]
Ep 045/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:58,  2.17it/s, loss=0.611, pair=0.000, adv=4.929, sprd=0.019]
Ep 045/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:58,  2.17it/s, loss=0.675, pair=0.000, adv=5.679, sprd=0.027]
Ep 045/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:01,  2.06it/s, loss=0.675, pair=0.000, adv=5.679, sprd=0.027]
Ep 045/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:01,  2.06it/s, loss=0.633, pair=0.001, adv=4.473, sprd=0.021]
Ep 045/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:57,  2.16it/s, loss=0.633, pair=0.001, adv=4.473, sprd=0.021]
Ep 045/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:57,  2.16it/s, loss=0.630, pair=0.004, adv=5.288, sprd=0.017]
Ep 045/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<00:59,  2.08it/s, loss=0.630, pair=0.004, adv=5.288, sprd=0.017]
Ep 045/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<00:59,  2.08it/s, loss=0.623, pair=0.005, adv=4.582, sprd=0.015]
Ep 045/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:55,  2.22it/s, loss=0.623, pair=0.005, adv=4.582, sprd=0.015]
Ep 045/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:55,  2.22it/s, loss=0.602, pair=0.004, adv=4.015, sprd=0.013]
Ep 045/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<00:57,  2.14it/s, loss=0.602, pair=0.004, adv=4.015, sprd=0.013]
Ep 045/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<00:57,  2.14it/s, loss=0.634, pair=0.005, adv=5.819, sprd=0.019]
Ep 045/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:54,  2.23it/s, loss=0.634, pair=0.005, adv=5.819, sprd=0.019]
Ep 045/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:54,  2.23it/s, loss=0.628, pair=0.001, adv=5.112, sprd=0.018]
Ep 045/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:55,  2.14it/s, loss=0.628, pair=0.001, adv=5.112, sprd=0.018]
Ep 045/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:55,  2.14it/s, loss=0.632, pair=0.001, adv=4.901, sprd=0.017]
Ep 045/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:52,  2.26it/s, loss=0.632, pair=0.001, adv=4.901, sprd=0.017]
Ep 045/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:52,  2.26it/s, loss=0.666, pair=0.000, adv=5.007, sprd=0.024]
Ep 045/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:55,  2.14it/s, loss=0.666, pair=0.000, adv=5.007, sprd=0.024]
Ep 045/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:55,  2.14it/s, loss=0.618, pair=0.001, adv=4.749, sprd=0.019]
Ep 045/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:52,  2.22it/s, loss=0.618, pair=0.001, adv=4.749, sprd=0.019]
Ep 045/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:52,  2.22it/s, loss=0.644, pair=0.002, adv=4.636, sprd=0.014]
Ep 045/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:53,  2.16it/s, loss=0.644, pair=0.002, adv=4.636, sprd=0.014]
Ep 045/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:53,  2.16it/s, loss=0.647, pair=0.000, adv=3.830, sprd=0.020]
Ep 045/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:51,  2.25it/s, loss=0.647, pair=0.000, adv=3.830, sprd=0.020]
Ep 045/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:51,  2.25it/s, loss=0.665, pair=0.003, adv=4.731, sprd=0.023]
Ep 045/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:56,  2.03it/s, loss=0.665, pair=0.003, adv=4.731, sprd=0.023]
Ep 045/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:56,  2.03it/s, loss=0.612, pair=0.001, adv=3.949, sprd=0.017]
Ep 045/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.16it/s, loss=0.612, pair=0.001, adv=3.949, sprd=0.017]
Ep 045/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:52,  2.16it/s, loss=0.614, pair=0.002, adv=5.674, sprd=0.017]
Ep 045/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:54,  2.07it/s, loss=0.614, pair=0.002, adv=5.674, sprd=0.017]
Ep 045/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:54,  2.07it/s, loss=0.641, pair=0.000, adv=5.534, sprd=0.022]
Ep 045/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.15it/s, loss=0.641, pair=0.000, adv=5.534, sprd=0.022]
Ep 045/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:51,  2.15it/s, loss=0.683, pair=0.001, adv=4.843, sprd=0.020]
Ep 045/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:53,  2.07it/s, loss=0.683, pair=0.001, adv=4.843, sprd=0.020]
Ep 045/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:53,  2.07it/s, loss=0.600, pair=0.000, adv=5.548, sprd=0.018]
Ep 045/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:50,  2.14it/s, loss=0.600, pair=0.000, adv=5.548, sprd=0.018]
Ep 045/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:50,  2.14it/s, loss=0.627, pair=0.002, adv=5.100, sprd=0.019]
Ep 045/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:53,  2.02it/s, loss=0.627, pair=0.002, adv=5.100, sprd=0.019]
Ep 045/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:53,  2.02it/s, loss=0.618, pair=0.007, adv=3.039, sprd=0.027]
Ep 045/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:50,  2.11it/s, loss=0.618, pair=0.007, adv=3.039, sprd=0.027]
Ep 045/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:50,  2.11it/s, loss=0.612, pair=0.005, adv=7.030, sprd=0.018]
Ep 045/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:51,  2.04it/s, loss=0.612, pair=0.005, adv=7.030, sprd=0.018]
Ep 045/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:51,  2.04it/s, loss=0.621, pair=0.002, adv=5.764, sprd=0.019]
Ep 045/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:49,  2.13it/s, loss=0.621, pair=0.002, adv=5.764, sprd=0.019]
Ep 045/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:49,  2.13it/s, loss=0.674, pair=0.010, adv=3.660, sprd=0.029]
Ep 045/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:51,  2.00it/s, loss=0.674, pair=0.010, adv=3.660, sprd=0.029]
Ep 045/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:51,  2.00it/s, loss=0.642, pair=0.004, adv=4.068, sprd=0.018]
Ep 045/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:47,  2.15it/s, loss=0.642, pair=0.004, adv=4.068, sprd=0.018]
Ep 045/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:47,  2.15it/s, loss=0.670, pair=0.001, adv=4.210, sprd=0.029]
Ep 045/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:50,  2.04it/s, loss=0.670, pair=0.001, adv=4.210, sprd=0.029]
Ep 045/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:50,  2.04it/s, loss=0.611, pair=0.000, adv=5.649, sprd=0.017]
Ep 045/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:47,  2.14it/s, loss=0.611, pair=0.000, adv=5.649, sprd=0.017]
Ep 045/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:47,  2.14it/s, loss=0.628, pair=0.001, adv=3.615, sprd=0.020]
Ep 045/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:48,  2.06it/s, loss=0.628, pair=0.001, adv=3.615, sprd=0.020]
Ep 045/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:48,  2.06it/s, loss=0.628, pair=0.000, adv=4.420, sprd=0.018]
Ep 045/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:45,  2.19it/s, loss=0.628, pair=0.000, adv=4.420, sprd=0.018]
Ep 045/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:45,  2.19it/s, loss=0.624, pair=0.001, adv=3.760, sprd=0.016]
Ep 045/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:45,  2.13it/s, loss=0.624, pair=0.001, adv=3.760, sprd=0.016]
Ep 045/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:45,  2.13it/s, loss=0.637, pair=0.003, adv=4.935, sprd=0.022]
Ep 045/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.19it/s, loss=0.637, pair=0.003, adv=4.935, sprd=0.022]
Ep 045/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.19it/s, loss=0.607, pair=0.008, adv=4.185, sprd=0.017]
Ep 045/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:45,  2.10it/s, loss=0.607, pair=0.008, adv=4.185, sprd=0.017]
Ep 045/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:45,  2.10it/s, loss=0.638, pair=0.000, adv=3.882, sprd=0.020]
Ep 045/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.20it/s, loss=0.638, pair=0.000, adv=3.882, sprd=0.020]
Ep 045/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.20it/s, loss=0.665, pair=0.000, adv=4.568, sprd=0.026]
Ep 045/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:45,  2.09it/s, loss=0.665, pair=0.000, adv=4.568, sprd=0.026]
Ep 045/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:45,  2.09it/s, loss=0.676, pair=0.002, adv=4.574, sprd=0.032]
Ep 045/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:43,  2.14it/s, loss=0.676, pair=0.002, adv=4.574, sprd=0.032]
Ep 045/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:43,  2.14it/s, loss=0.626, pair=0.000, adv=5.498, sprd=0.019]
Ep 045/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:44,  2.06it/s, loss=0.626, pair=0.000, adv=5.498, sprd=0.019]
Ep 045/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:44,  2.06it/s, loss=0.632, pair=0.000, adv=5.898, sprd=0.021]
Ep 045/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:42,  2.14it/s, loss=0.632, pair=0.000, adv=5.898, sprd=0.021]
Ep 045/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:42,  2.14it/s, loss=0.690, pair=0.000, adv=4.105, sprd=0.029]
Ep 045/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:44,  2.02it/s, loss=0.690, pair=0.000, adv=4.105, sprd=0.029]
Ep 045/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:44,  2.02it/s, loss=0.625, pair=0.000, adv=4.419, sprd=0.019]
Ep 045/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:41,  2.12it/s, loss=0.625, pair=0.000, adv=4.419, sprd=0.019]
Ep 045/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:41,  2.12it/s, loss=0.610, pair=0.002, adv=4.249, sprd=0.019]
Ep 045/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:43,  2.03it/s, loss=0.610, pair=0.002, adv=4.249, sprd=0.019]
Ep 045/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:43,  2.03it/s, loss=0.607, pair=0.000, adv=5.664, sprd=0.014]
Ep 045/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:39,  2.20it/s, loss=0.607, pair=0.000, adv=5.664, sprd=0.014]
Ep 045/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:39,  2.20it/s, loss=0.622, pair=0.001, adv=3.549, sprd=0.017]
Ep 045/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:40,  2.11it/s, loss=0.622, pair=0.001, adv=3.549, sprd=0.017]
Ep 045/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:40,  2.11it/s, loss=0.658, pair=0.003, adv=3.472, sprd=0.026]
Ep 045/80 [S3:+sens]:  81%|█▌| 368/453 [03:01<00:39,  2.17it/s, loss=0.658, pair=0.003, adv=3.472, sprd=0.026]
Ep 045/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:39,  2.17it/s, loss=0.596, pair=0.000, adv=4.596, sprd=0.015]
Ep 045/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:43,  1.95it/s, loss=0.596, pair=0.000, adv=4.596, sprd=0.015]
Ep 045/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:43,  1.95it/s, loss=0.642, pair=0.001, adv=5.034, sprd=0.019]
Ep 045/80 [S3:+sens]:  82%|█▋| 370/453 [03:02<00:39,  2.10it/s, loss=0.642, pair=0.001, adv=5.034, sprd=0.019]
Ep 045/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:39,  2.10it/s, loss=0.605, pair=0.001, adv=4.099, sprd=0.018]
Ep 045/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:40,  2.02it/s, loss=0.605, pair=0.001, adv=4.099, sprd=0.018]
Ep 045/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:40,  2.02it/s, loss=0.602, pair=0.002, adv=4.136, sprd=0.017]
Ep 045/80 [S3:+sens]:  82%|█▋| 372/453 [03:03<00:38,  2.12it/s, loss=0.602, pair=0.002, adv=4.136, sprd=0.017]
Ep 045/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:38,  2.12it/s, loss=0.679, pair=0.001, adv=4.293, sprd=0.021]
Ep 045/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:39,  2.03it/s, loss=0.679, pair=0.001, adv=4.293, sprd=0.021]
Ep 045/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:39,  2.03it/s, loss=0.616, pair=0.004, adv=5.213, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 374/453 [03:04<00:37,  2.11it/s, loss=0.616, pair=0.004, adv=5.213, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:37,  2.11it/s, loss=0.632, pair=0.003, adv=4.078, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:38,  2.05it/s, loss=0.632, pair=0.003, adv=4.078, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:38,  2.05it/s, loss=0.606, pair=0.000, adv=4.924, sprd=0.019]
Ep 045/80 [S3:+sens]:  83%|█▋| 376/453 [03:05<00:36,  2.13it/s, loss=0.606, pair=0.000, adv=4.924, sprd=0.019]
Ep 045/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:36,  2.13it/s, loss=0.632, pair=0.003, adv=3.960, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:37,  2.02it/s, loss=0.632, pair=0.003, adv=3.960, sprd=0.021]
Ep 045/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:37,  2.02it/s, loss=0.658, pair=0.000, adv=4.441, sprd=0.026]
Ep 045/80 [S3:+sens]:  83%|█▋| 378/453 [03:06<00:35,  2.11it/s, loss=0.658, pair=0.000, adv=4.441, sprd=0.026]
Ep 045/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:35,  2.11it/s, loss=0.645, pair=0.000, adv=4.183, sprd=0.019]
Ep 045/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:36,  2.03it/s, loss=0.645, pair=0.000, adv=4.183, sprd=0.019]
Ep 045/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:36,  2.03it/s, loss=0.637, pair=0.000, adv=4.837, sprd=0.020]
Ep 045/80 [S3:+sens]:  84%|█▋| 380/453 [03:07<00:34,  2.13it/s, loss=0.637, pair=0.000, adv=4.837, sprd=0.020]
Ep 045/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:34,  2.13it/s, loss=0.604, pair=0.002, adv=4.707, sprd=0.017]
Ep 045/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:35,  2.01it/s, loss=0.604, pair=0.002, adv=4.707, sprd=0.017]
Ep 045/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:35,  2.01it/s, loss=0.626, pair=0.000, adv=3.331, sprd=0.022]
Ep 045/80 [S3:+sens]:  84%|█▋| 382/453 [03:08<00:33,  2.12it/s, loss=0.626, pair=0.000, adv=3.331, sprd=0.022]
Ep 045/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:33,  2.12it/s, loss=0.674, pair=0.000, adv=4.014, sprd=0.025]
Ep 045/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:34,  2.01it/s, loss=0.674, pair=0.000, adv=4.014, sprd=0.025]
Ep 045/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:34,  2.01it/s, loss=0.618, pair=0.000, adv=6.483, sprd=0.020]
Ep 045/80 [S3:+sens]:  85%|█▋| 384/453 [03:09<00:32,  2.10it/s, loss=0.618, pair=0.000, adv=6.483, sprd=0.020]
Ep 045/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:32,  2.10it/s, loss=0.683, pair=0.000, adv=5.171, sprd=0.029]
Ep 045/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:33,  2.02it/s, loss=0.683, pair=0.000, adv=5.171, sprd=0.029]
Ep 045/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:33,  2.02it/s, loss=0.628, pair=0.000, adv=5.735, sprd=0.018]
Ep 045/80 [S3:+sens]:  85%|█▋| 386/453 [03:10<00:31,  2.14it/s, loss=0.628, pair=0.000, adv=5.735, sprd=0.018]
Ep 045/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:31,  2.14it/s, loss=0.624, pair=0.000, adv=4.076, sprd=0.018]
Ep 045/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:31,  2.07it/s, loss=0.624, pair=0.000, adv=4.076, sprd=0.018]
Ep 045/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:31,  2.07it/s, loss=0.650, pair=0.000, adv=5.104, sprd=0.024]
Ep 045/80 [S3:+sens]:  86%|█▋| 388/453 [03:11<00:30,  2.15it/s, loss=0.650, pair=0.000, adv=5.104, sprd=0.024]
Ep 045/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:30,  2.15it/s, loss=0.674, pair=0.000, adv=4.420, sprd=0.025]
Ep 045/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:33,  1.92it/s, loss=0.674, pair=0.000, adv=4.420, sprd=0.025]
Ep 045/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:33,  1.92it/s, loss=0.658, pair=0.000, adv=6.077, sprd=0.021]
Ep 045/80 [S3:+sens]:  86%|█▋| 390/453 [03:12<00:31,  2.01it/s, loss=0.658, pair=0.000, adv=6.077, sprd=0.021]
Ep 045/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:31,  2.01it/s, loss=0.649, pair=0.000, adv=4.960, sprd=0.020]
Ep 045/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:33,  1.86it/s, loss=0.649, pair=0.000, adv=4.960, sprd=0.020]
Ep 045/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:33,  1.86it/s, loss=0.641, pair=0.003, adv=4.562, sprd=0.023]
Ep 045/80 [S3:+sens]:  87%|█▋| 392/453 [03:13<00:31,  1.95it/s, loss=0.641, pair=0.003, adv=4.562, sprd=0.023]
Ep 045/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:31,  1.95it/s, loss=0.649, pair=0.000, adv=7.434, sprd=0.021]
Ep 045/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:35,  1.70it/s, loss=0.649, pair=0.000, adv=7.434, sprd=0.021]
Ep 045/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:35,  1.70it/s, loss=0.641, pair=0.004, adv=4.140, sprd=0.020]
Ep 045/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:31,  1.86it/s, loss=0.641, pair=0.004, adv=4.140, sprd=0.020]
Ep 045/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:31,  1.86it/s, loss=0.689, pair=0.000, adv=4.313, sprd=0.033]
Ep 045/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:32,  1.76it/s, loss=0.689, pair=0.000, adv=4.313, sprd=0.033]
Ep 045/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:32,  1.76it/s, loss=0.652, pair=0.000, adv=4.422, sprd=0.023]
Ep 045/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:30,  1.88it/s, loss=0.652, pair=0.000, adv=4.422, sprd=0.023]
Ep 045/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:30,  1.88it/s, loss=0.609, pair=0.030, adv=4.642, sprd=0.017]
Ep 045/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:32,  1.75it/s, loss=0.609, pair=0.030, adv=4.642, sprd=0.017]
Ep 045/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:32,  1.75it/s, loss=0.646, pair=0.000, adv=3.658, sprd=0.022]
Ep 045/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:29,  1.88it/s, loss=0.646, pair=0.000, adv=3.658, sprd=0.022]
Ep 045/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:29,  1.88it/s, loss=0.689, pair=0.001, adv=6.158, sprd=0.018]
Ep 045/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:30,  1.79it/s, loss=0.689, pair=0.001, adv=6.158, sprd=0.018]
Ep 045/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:30,  1.79it/s, loss=0.661, pair=0.001, adv=5.545, sprd=0.027]
Ep 045/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:28,  1.88it/s, loss=0.661, pair=0.001, adv=5.545, sprd=0.027]
Ep 045/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:28,  1.88it/s, loss=2.100, pair=0.006, adv=6.687, sprd=0.020]
Ep 045/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:29,  1.74it/s, loss=2.100, pair=0.006, adv=6.687, sprd=0.020]
Ep 045/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:29,  1.74it/s, loss=0.621, pair=0.001, adv=4.235, sprd=0.017]
Ep 045/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:26,  1.90it/s, loss=0.621, pair=0.001, adv=4.235, sprd=0.017]
Ep 045/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:26,  1.90it/s, loss=0.701, pair=0.000, adv=5.304, sprd=0.021]
Ep 045/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:27,  1.82it/s, loss=0.701, pair=0.000, adv=5.304, sprd=0.021]
Ep 045/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:27,  1.82it/s, loss=0.627, pair=0.002, adv=3.874, sprd=0.018]
Ep 045/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:25,  1.95it/s, loss=0.627, pair=0.002, adv=3.874, sprd=0.018]
Ep 045/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:25,  1.95it/s, loss=0.635, pair=0.000, adv=6.118, sprd=0.020]
Ep 045/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:26,  1.81it/s, loss=0.635, pair=0.000, adv=6.118, sprd=0.020]
Ep 045/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:26,  1.81it/s, loss=0.657, pair=0.000, adv=5.209, sprd=0.024]
Ep 045/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:24,  1.92it/s, loss=0.657, pair=0.000, adv=5.209, sprd=0.024]
Ep 045/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:24,  1.92it/s, loss=0.625, pair=0.000, adv=5.278, sprd=0.019]
Ep 045/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:25,  1.82it/s, loss=0.625, pair=0.000, adv=5.278, sprd=0.019]
Ep 045/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:25,  1.82it/s, loss=0.659, pair=0.002, adv=4.900, sprd=0.026]
Ep 045/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:23,  1.92it/s, loss=0.659, pair=0.002, adv=4.900, sprd=0.026]
Ep 045/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:23,  1.92it/s, loss=0.763, pair=0.002, adv=6.123, sprd=0.014]
Ep 045/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:24,  1.82it/s, loss=0.763, pair=0.002, adv=6.123, sprd=0.014]
Ep 045/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:24,  1.82it/s, loss=0.592, pair=0.002, adv=4.232, sprd=0.015]
Ep 045/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:22,  1.94it/s, loss=0.592, pair=0.002, adv=4.232, sprd=0.015]
Ep 045/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:22,  1.94it/s, loss=0.669, pair=0.006, adv=5.318, sprd=0.026]
Ep 045/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:23,  1.81it/s, loss=0.669, pair=0.006, adv=5.318, sprd=0.026]
Ep 045/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:23,  1.81it/s, loss=0.661, pair=0.006, adv=4.979, sprd=0.028]
Ep 045/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:21,  1.89it/s, loss=0.661, pair=0.006, adv=4.979, sprd=0.028]
Ep 045/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:21,  1.89it/s, loss=0.618, pair=0.002, adv=3.967, sprd=0.020]
Ep 045/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:22,  1.80it/s, loss=0.618, pair=0.002, adv=3.967, sprd=0.020]
Ep 045/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:22,  1.80it/s, loss=0.691, pair=0.001, adv=4.751, sprd=0.031]
Ep 045/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:20,  1.90it/s, loss=0.691, pair=0.001, adv=4.751, sprd=0.031]
Ep 045/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:20,  1.90it/s, loss=0.656, pair=0.000, adv=4.095, sprd=0.025]
Ep 045/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:20,  1.81it/s, loss=0.656, pair=0.000, adv=4.095, sprd=0.025]
Ep 045/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:20,  1.81it/s, loss=0.613, pair=0.000, adv=5.622, sprd=0.018]
Ep 045/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:19,  1.92it/s, loss=0.613, pair=0.000, adv=5.622, sprd=0.018]
Ep 045/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:19,  1.92it/s, loss=0.625, pair=0.003, adv=4.556, sprd=0.021]
Ep 045/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:19,  1.80it/s, loss=0.625, pair=0.003, adv=4.556, sprd=0.021]
Ep 045/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:19,  1.80it/s, loss=0.660, pair=0.000, adv=5.149, sprd=0.023]
Ep 045/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:18,  1.93it/s, loss=0.660, pair=0.000, adv=5.149, sprd=0.023]
Ep 045/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:18,  1.93it/s, loss=0.633, pair=0.001, adv=4.449, sprd=0.024]
Ep 045/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:17,  1.90it/s, loss=0.633, pair=0.001, adv=4.449, sprd=0.024]
Ep 045/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:17,  1.90it/s, loss=0.635, pair=0.002, adv=5.945, sprd=0.021]
Ep 045/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:16,  2.02it/s, loss=0.635, pair=0.002, adv=5.945, sprd=0.021]
Ep 045/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:16,  2.02it/s, loss=1.821, pair=0.001, adv=4.772, sprd=0.028]
Ep 045/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:17,  1.84it/s, loss=1.821, pair=0.001, adv=4.772, sprd=0.028]
Ep 045/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:17,  1.84it/s, loss=0.597, pair=0.004, adv=5.562, sprd=0.017]
Ep 045/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:15,  1.98it/s, loss=0.597, pair=0.004, adv=5.562, sprd=0.017]
Ep 045/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:15,  1.98it/s, loss=0.617, pair=0.002, adv=4.261, sprd=0.021]
Ep 045/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:15,  1.95it/s, loss=0.617, pair=0.002, adv=4.261, sprd=0.021]
Ep 045/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:15,  1.95it/s, loss=0.614, pair=0.000, adv=4.761, sprd=0.016]
Ep 045/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.08it/s, loss=0.614, pair=0.000, adv=4.761, sprd=0.016]
Ep 045/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:13,  2.08it/s, loss=0.658, pair=0.001, adv=5.160, sprd=0.026]
Ep 045/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.01it/s, loss=0.658, pair=0.001, adv=5.160, sprd=0.026]
Ep 045/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.01it/s, loss=0.627, pair=0.000, adv=4.461, sprd=0.015]
Ep 045/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.19it/s, loss=0.627, pair=0.000, adv=4.461, sprd=0.015]
Ep 045/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:12,  2.19it/s, loss=0.586, pair=0.000, adv=4.579, sprd=0.013]
Ep 045/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:12,  2.06it/s, loss=0.586, pair=0.000, adv=4.579, sprd=0.013]
Ep 045/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:12,  2.06it/s, loss=0.642, pair=0.000, adv=5.242, sprd=0.021]
Ep 045/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.16it/s, loss=0.642, pair=0.000, adv=5.242, sprd=0.021]
Ep 045/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:11,  2.16it/s, loss=0.619, pair=0.000, adv=5.443, sprd=0.017]
Ep 045/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.619, pair=0.000, adv=5.443, sprd=0.017]
Ep 045/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.08it/s, loss=0.658, pair=0.000, adv=4.737, sprd=0.023]
Ep 045/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.19it/s, loss=0.658, pair=0.000, adv=4.737, sprd=0.023]
Ep 045/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:10,  2.19it/s, loss=0.781, pair=0.408, adv=5.799, sprd=0.022]
Ep 045/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:10,  2.08it/s, loss=0.781, pair=0.408, adv=5.799, sprd=0.022]
Ep 045/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:10,  2.08it/s, loss=0.699, pair=0.112, adv=8.260, sprd=0.026]
Ep 045/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.16it/s, loss=0.699, pair=0.112, adv=8.260, sprd=0.026]
Ep 045/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:09,  2.16it/s, loss=1.127, pair=1.322, adv=6.827, sprd=0.023]
Ep 045/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:09,  2.10it/s, loss=1.127, pair=1.322, adv=6.827, sprd=0.023]
Ep 045/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:09,  2.10it/s, loss=0.685, pair=0.006, adv=5.253, sprd=0.031]
Ep 045/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.17it/s, loss=0.685, pair=0.006, adv=5.253, sprd=0.031]
Ep 045/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:08,  2.17it/s, loss=0.708, pair=0.004, adv=5.928, sprd=0.028]
Ep 045/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.708, pair=0.004, adv=5.928, sprd=0.028]
Ep 045/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.632, pair=0.002, adv=4.975, sprd=0.018]
Ep 045/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.17it/s, loss=0.632, pair=0.002, adv=4.975, sprd=0.018]
Ep 045/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:07,  2.17it/s, loss=0.672, pair=0.001, adv=4.861, sprd=0.027]
Ep 045/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.07it/s, loss=0.672, pair=0.001, adv=4.861, sprd=0.027]
Ep 045/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.07it/s, loss=0.591, pair=0.003, adv=4.192, sprd=0.016]
Ep 045/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.16it/s, loss=0.591, pair=0.003, adv=4.192, sprd=0.016]
Ep 045/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:06,  2.16it/s, loss=0.649, pair=0.000, adv=4.027, sprd=0.026]
Ep 045/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:06,  2.05it/s, loss=0.649, pair=0.000, adv=4.027, sprd=0.026]
Ep 045/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:06,  2.05it/s, loss=0.627, pair=0.001, adv=4.362, sprd=0.017]
Ep 045/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:05,  2.18it/s, loss=0.627, pair=0.001, adv=4.362, sprd=0.017]
Ep 045/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:05,  2.18it/s, loss=0.619, pair=0.001, adv=3.710, sprd=0.018]
Ep 045/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.11it/s, loss=0.619, pair=0.001, adv=3.710, sprd=0.018]
Ep 045/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:05,  2.11it/s, loss=0.687, pair=0.007, adv=5.355, sprd=0.028]
Ep 045/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.19it/s, loss=0.687, pair=0.007, adv=5.355, sprd=0.028]
Ep 045/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.19it/s, loss=0.640, pair=0.007, adv=4.184, sprd=0.018]
Ep 045/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.14it/s, loss=0.640, pair=0.007, adv=4.184, sprd=0.018]
Ep 045/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:04,  2.14it/s, loss=0.660, pair=0.009, adv=5.180, sprd=0.021]
Ep 045/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.23it/s, loss=0.660, pair=0.009, adv=5.180, sprd=0.021]
Ep 045/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.23it/s, loss=0.636, pair=0.002, adv=5.607, sprd=0.023]
Ep 045/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.09it/s, loss=0.636, pair=0.002, adv=5.607, sprd=0.023]
Ep 045/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:03,  2.09it/s, loss=0.616, pair=0.004, adv=5.469, sprd=0.017]
Ep 045/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.616, pair=0.004, adv=5.469, sprd=0.017]
Ep 045/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.667, pair=0.002, adv=6.179, sprd=0.025]
Ep 045/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.08it/s, loss=0.667, pair=0.002, adv=6.179, sprd=0.025]
Ep 045/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:02,  2.08it/s, loss=0.615, pair=0.012, adv=4.260, sprd=0.013]
Ep 045/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  2.25it/s, loss=0.615, pair=0.012, adv=4.260, sprd=0.013]
Ep 045/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  2.25it/s, loss=0.737, pair=0.001, adv=4.697, sprd=0.030]
Ep 045/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:02,  1.99it/s, loss=0.737, pair=0.001, adv=4.697, sprd=0.030]
Ep 045/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  1.99it/s, loss=0.629, pair=0.002, adv=5.182, sprd=0.023]
Ep 045/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  2.09it/s, loss=0.629, pair=0.002, adv=5.182, sprd=0.023]
Ep 045/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  2.09it/s, loss=0.662, pair=0.004, adv=4.238, sprd=0.028]
Ep 045/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:00,  2.00it/s, loss=0.662, pair=0.004, adv=4.238, sprd=0.028]
Ep 045/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.00it/s, loss=0.714, pair=0.007, adv=3.794, sprd=0.036]
Ep 045/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.09it/s, loss=0.714, pair=0.007, adv=3.794, sprd=0.036]
Ep 045/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.09it/s, loss=0.675, pair=0.022, adv=3.530, sprd=0.027]
Ep 045/80 [S3:+sens]: 100%|██| 453/453 [03:44<00:00,  2.01it/s, loss=0.675, pair=0.022, adv=3.530, sprd=0.027]
                                                                                                              
Epoch 045/80 [S3:+sens]  loss=0.6524  mat=0.2677  sens=1.0641  pair=0.0266  adv=4.7611(rand=3.47)  deg=0.0129  orth=0.0047  spread=0.0207  q_mean=52.0  q_std=19.2  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=4.51e-05  225s

Ep 046/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 046/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.635, pair=0.005, adv=5.987, sprd=0.021]
Ep 046/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:33,  1.00s/it, loss=0.635, pair=0.005, adv=5.987, sprd=0.021]
Ep 046/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:33,  1.00s/it, loss=0.612, pair=0.003, adv=4.011, sprd=0.019]
Ep 046/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:59,  1.51it/s, loss=0.612, pair=0.003, adv=4.011, sprd=0.019]
Ep 046/80 [S3:+sens]:   0%|    | 2/453 [00:02<04:59,  1.51it/s, loss=0.637, pair=0.001, adv=6.252, sprd=0.023]
Ep 046/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:43,  1.58it/s, loss=0.637, pair=0.001, adv=6.252, sprd=0.023]
Ep 046/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:43,  1.58it/s, loss=0.621, pair=0.009, adv=4.286, sprd=0.017]
Ep 046/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:02,  1.86it/s, loss=0.621, pair=0.009, adv=4.286, sprd=0.017]
Ep 046/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:02,  1.86it/s, loss=0.590, pair=0.008, adv=4.649, sprd=0.013]
Ep 046/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:00,  1.86it/s, loss=0.590, pair=0.008, adv=4.649, sprd=0.013]
Ep 046/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:00,  1.86it/s, loss=0.654, pair=0.000, adv=5.402, sprd=0.022]
Ep 046/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:39,  2.03it/s, loss=0.654, pair=0.000, adv=5.402, sprd=0.022]
Ep 046/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:39,  2.03it/s, loss=0.697, pair=0.000, adv=5.589, sprd=0.020]
Ep 046/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:44,  1.99it/s, loss=0.697, pair=0.000, adv=5.589, sprd=0.020]
Ep 046/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:44,  1.99it/s, loss=0.633, pair=0.003, adv=3.834, sprd=0.021]
Ep 046/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:28,  2.13it/s, loss=0.633, pair=0.003, adv=3.834, sprd=0.021]
Ep 046/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:28,  2.13it/s, loss=0.676, pair=0.000, adv=6.597, sprd=0.028]
Ep 046/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:43,  1.99it/s, loss=0.676, pair=0.000, adv=6.597, sprd=0.028]
Ep 046/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.99it/s, loss=1.880, pair=3.660, adv=6.319, sprd=0.017]
Ep 046/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=1.880, pair=3.660, adv=6.319, sprd=0.017]
Ep 046/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.590, pair=0.003, adv=4.616, sprd=0.013]
Ep 046/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:31,  2.09it/s, loss=0.590, pair=0.003, adv=4.616, sprd=0.013]
Ep 046/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:31,  2.09it/s, loss=0.638, pair=0.001, adv=4.648, sprd=0.020]
Ep 046/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.19it/s, loss=0.638, pair=0.001, adv=4.648, sprd=0.020]
Ep 046/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.19it/s, loss=0.631, pair=0.001, adv=3.959, sprd=0.017]
Ep 046/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:27,  2.12it/s, loss=0.631, pair=0.001, adv=3.959, sprd=0.017]
Ep 046/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:27,  2.12it/s, loss=0.599, pair=0.001, adv=5.159, sprd=0.016]
Ep 046/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:17,  2.22it/s, loss=0.599, pair=0.001, adv=5.159, sprd=0.016]
Ep 046/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:17,  2.22it/s, loss=0.608, pair=0.002, adv=4.549, sprd=0.017]
Ep 046/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:26,  2.12it/s, loss=0.608, pair=0.002, adv=4.549, sprd=0.017]
Ep 046/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:26,  2.12it/s, loss=0.619, pair=0.003, adv=4.423, sprd=0.019]
Ep 046/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.619, pair=0.003, adv=4.423, sprd=0.019]
Ep 046/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.609, pair=0.001, adv=4.126, sprd=0.013]
Ep 046/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:22,  2.15it/s, loss=0.609, pair=0.001, adv=4.126, sprd=0.013]
Ep 046/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:22,  2.15it/s, loss=0.635, pair=0.001, adv=5.816, sprd=0.020]
Ep 046/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:15,  2.23it/s, loss=0.635, pair=0.001, adv=5.816, sprd=0.020]
Ep 046/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:15,  2.23it/s, loss=0.998, pair=1.003, adv=5.673, sprd=0.022]
Ep 046/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:25,  2.11it/s, loss=0.998, pair=1.003, adv=5.673, sprd=0.022]
Ep 046/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:25,  2.11it/s, loss=0.616, pair=0.000, adv=5.044, sprd=0.020]
Ep 046/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:18,  2.18it/s, loss=0.616, pair=0.000, adv=5.044, sprd=0.020]
Ep 046/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.18it/s, loss=0.605, pair=0.001, adv=5.532, sprd=0.020]
Ep 046/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:31,  2.04it/s, loss=0.605, pair=0.001, adv=5.532, sprd=0.020]
Ep 046/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:31,  2.04it/s, loss=0.608, pair=0.015, adv=4.938, sprd=0.016]
Ep 046/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:21,  2.14it/s, loss=0.608, pair=0.015, adv=4.938, sprd=0.016]
Ep 046/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:21,  2.14it/s, loss=0.618, pair=0.008, adv=4.986, sprd=0.016]
Ep 046/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:38,  1.97it/s, loss=0.618, pair=0.008, adv=4.986, sprd=0.016]
Ep 046/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:38,  1.97it/s, loss=0.661, pair=0.000, adv=4.269, sprd=0.026]
Ep 046/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:26,  2.08it/s, loss=0.661, pair=0.000, adv=4.269, sprd=0.026]
Ep 046/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:26,  2.08it/s, loss=0.649, pair=0.000, adv=4.608, sprd=0.025]
Ep 046/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:35,  1.99it/s, loss=0.649, pair=0.000, adv=4.608, sprd=0.025]
Ep 046/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:35,  1.99it/s, loss=0.623, pair=0.000, adv=6.137, sprd=0.020]
Ep 046/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:23,  2.10it/s, loss=0.623, pair=0.000, adv=6.137, sprd=0.020]
Ep 046/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:23,  2.10it/s, loss=0.636, pair=0.000, adv=4.764, sprd=0.021]
Ep 046/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.04it/s, loss=0.636, pair=0.000, adv=4.764, sprd=0.021]
Ep 046/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.04it/s, loss=0.622, pair=0.004, adv=5.044, sprd=0.016]
Ep 046/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:17,  2.15it/s, loss=0.622, pair=0.004, adv=5.044, sprd=0.016]
Ep 046/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:17,  2.15it/s, loss=0.611, pair=0.000, adv=4.350, sprd=0.016]
Ep 046/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.611, pair=0.000, adv=4.350, sprd=0.016]
Ep 046/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.670, pair=0.003, adv=5.153, sprd=0.024]
Ep 046/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:14,  2.18it/s, loss=0.670, pair=0.003, adv=5.153, sprd=0.024]
Ep 046/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:14,  2.18it/s, loss=0.626, pair=0.005, adv=4.040, sprd=0.018]
Ep 046/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.626, pair=0.005, adv=4.040, sprd=0.018]
Ep 046/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.642, pair=0.008, adv=4.239, sprd=0.021]
Ep 046/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:11,  2.20it/s, loss=0.642, pair=0.008, adv=4.239, sprd=0.021]
Ep 046/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:11,  2.20it/s, loss=0.659, pair=0.004, adv=5.051, sprd=0.024]
Ep 046/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:22,  2.08it/s, loss=0.659, pair=0.004, adv=5.051, sprd=0.024]
Ep 046/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:22,  2.08it/s, loss=0.620, pair=0.022, adv=3.700, sprd=0.015]
Ep 046/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:11,  2.18it/s, loss=0.620, pair=0.022, adv=3.700, sprd=0.015]
Ep 046/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:11,  2.18it/s, loss=0.644, pair=0.013, adv=4.906, sprd=0.019]
Ep 046/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:31,  1.98it/s, loss=0.644, pair=0.013, adv=4.906, sprd=0.019]
Ep 046/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:31,  1.98it/s, loss=0.629, pair=0.003, adv=5.606, sprd=0.021]
Ep 046/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:24,  2.04it/s, loss=0.629, pair=0.003, adv=5.606, sprd=0.021]
Ep 046/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:24,  2.04it/s, loss=0.789, pair=0.400, adv=3.417, sprd=0.025]
Ep 046/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:40,  1.89it/s, loss=0.789, pair=0.400, adv=3.417, sprd=0.025]
Ep 046/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:40,  1.89it/s, loss=0.644, pair=0.001, adv=4.296, sprd=0.024]
Ep 046/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:30,  1.97it/s, loss=0.644, pair=0.001, adv=4.296, sprd=0.024]
Ep 046/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:30,  1.97it/s, loss=0.649, pair=0.000, adv=4.326, sprd=0.024]
Ep 046/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:45,  1.84it/s, loss=0.649, pair=0.000, adv=4.326, sprd=0.024]
Ep 046/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:45,  1.84it/s, loss=0.633, pair=0.003, adv=4.311, sprd=0.019]
Ep 046/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:31,  1.95it/s, loss=0.633, pair=0.003, adv=4.311, sprd=0.019]
Ep 046/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:31,  1.95it/s, loss=0.615, pair=0.003, adv=4.277, sprd=0.017]
Ep 046/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:42,  1.85it/s, loss=0.615, pair=0.003, adv=4.277, sprd=0.017]
Ep 046/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:42,  1.85it/s, loss=0.664, pair=0.004, adv=3.914, sprd=0.026]
Ep 046/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:29,  1.96it/s, loss=0.664, pair=0.004, adv=3.914, sprd=0.026]
Ep 046/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:29,  1.96it/s, loss=0.623, pair=0.004, adv=4.694, sprd=0.014]
Ep 046/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:39,  1.87it/s, loss=0.623, pair=0.004, adv=4.694, sprd=0.014]
Ep 046/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:39,  1.87it/s, loss=0.614, pair=0.000, adv=3.961, sprd=0.018]
Ep 046/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:28,  1.96it/s, loss=0.614, pair=0.000, adv=3.961, sprd=0.018]
Ep 046/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:28,  1.96it/s, loss=0.638, pair=0.001, adv=4.349, sprd=0.021]
Ep 046/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:44,  1.81it/s, loss=0.638, pair=0.001, adv=4.349, sprd=0.021]
Ep 046/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:44,  1.81it/s, loss=0.698, pair=0.000, adv=3.556, sprd=0.035]
Ep 046/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:34,  1.90it/s, loss=0.698, pair=0.000, adv=3.556, sprd=0.035]
Ep 046/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:34,  1.90it/s, loss=0.660, pair=0.000, adv=3.610, sprd=0.028]
Ep 046/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:46,  1.80it/s, loss=0.660, pair=0.000, adv=3.610, sprd=0.028]
Ep 046/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:46,  1.80it/s, loss=0.607, pair=0.002, adv=4.546, sprd=0.015]
Ep 046/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:29,  1.93it/s, loss=0.607, pair=0.002, adv=4.546, sprd=0.015]
Ep 046/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:29,  1.93it/s, loss=0.616, pair=0.015, adv=4.110, sprd=0.013]
Ep 046/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:34,  1.88it/s, loss=0.616, pair=0.015, adv=4.110, sprd=0.013]
Ep 046/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:34,  1.88it/s, loss=0.649, pair=0.002, adv=4.325, sprd=0.025]
Ep 046/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:24,  1.97it/s, loss=0.649, pair=0.002, adv=4.325, sprd=0.025]
Ep 046/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:24,  1.97it/s, loss=0.617, pair=0.002, adv=3.078, sprd=0.024]
Ep 046/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:38,  1.84it/s, loss=0.617, pair=0.002, adv=3.078, sprd=0.024]
Ep 046/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:38,  1.84it/s, loss=0.609, pair=0.000, adv=3.799, sprd=0.017]
Ep 046/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:41,  1.81it/s, loss=0.609, pair=0.000, adv=3.799, sprd=0.017]
Ep 046/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:41,  1.81it/s, loss=0.553, pair=0.001, adv=2.813, sprd=0.018]
Ep 046/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:44,  1.78it/s, loss=0.553, pair=0.001, adv=2.813, sprd=0.018]
Ep 046/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:44,  1.78it/s, loss=0.650, pair=0.001, adv=3.876, sprd=0.024]
Ep 046/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:31,  1.89it/s, loss=0.650, pair=0.001, adv=3.876, sprd=0.024]
Ep 046/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:31,  1.89it/s, loss=0.607, pair=0.000, adv=4.809, sprd=0.017]
Ep 046/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:41,  1.79it/s, loss=0.607, pair=0.000, adv=4.809, sprd=0.017]
Ep 046/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:41,  1.79it/s, loss=0.664, pair=0.001, adv=4.194, sprd=0.024]
Ep 046/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:27,  1.91it/s, loss=0.664, pair=0.001, adv=4.194, sprd=0.024]
Ep 046/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:27,  1.91it/s, loss=0.670, pair=0.000, adv=4.050, sprd=0.027]
Ep 046/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:40,  1.79it/s, loss=0.670, pair=0.000, adv=4.050, sprd=0.027]
Ep 046/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:40,  1.79it/s, loss=0.616, pair=0.006, adv=4.296, sprd=0.020]
Ep 046/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:27,  1.90it/s, loss=0.616, pair=0.006, adv=4.296, sprd=0.020]
Ep 046/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:27,  1.90it/s, loss=0.599, pair=0.012, adv=5.010, sprd=0.013]
Ep 046/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:39,  1.80it/s, loss=0.599, pair=0.012, adv=5.010, sprd=0.013]
Ep 046/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:39,  1.80it/s, loss=0.648, pair=0.003, adv=4.650, sprd=0.026]
Ep 046/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:27,  1.89it/s, loss=0.648, pair=0.003, adv=4.650, sprd=0.026]
Ep 046/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:27,  1.89it/s, loss=0.677, pair=0.002, adv=5.108, sprd=0.019]
Ep 046/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:37,  1.80it/s, loss=0.677, pair=0.002, adv=5.108, sprd=0.019]
Ep 046/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:37,  1.80it/s, loss=0.655, pair=0.005, adv=4.361, sprd=0.023]
Ep 046/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:23,  1.92it/s, loss=0.655, pair=0.005, adv=4.361, sprd=0.023]
Ep 046/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:23,  1.92it/s, loss=0.588, pair=0.001, adv=4.591, sprd=0.015]
Ep 046/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:38,  1.79it/s, loss=0.588, pair=0.001, adv=4.591, sprd=0.015]
Ep 046/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:38,  1.79it/s, loss=0.630, pair=0.002, adv=4.023, sprd=0.017]
Ep 046/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:16,  1.98it/s, loss=0.630, pair=0.002, adv=4.023, sprd=0.017]
Ep 046/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:16,  1.98it/s, loss=0.665, pair=0.006, adv=3.828, sprd=0.026]
Ep 046/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:21,  1.93it/s, loss=0.665, pair=0.006, adv=3.828, sprd=0.026]
Ep 046/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:21,  1.93it/s, loss=0.607, pair=0.005, adv=6.855, sprd=0.015]
Ep 046/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:08,  2.06it/s, loss=0.607, pair=0.005, adv=6.855, sprd=0.015]
Ep 046/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<03:08,  2.06it/s, loss=0.638, pair=0.008, adv=5.024, sprd=0.018]
Ep 046/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:12,  2.01it/s, loss=0.638, pair=0.008, adv=5.024, sprd=0.018]
Ep 046/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:12,  2.01it/s, loss=0.634, pair=0.002, adv=3.456, sprd=0.021]
Ep 046/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:01,  2.12it/s, loss=0.634, pair=0.002, adv=3.456, sprd=0.021]
Ep 046/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<03:01,  2.12it/s, loss=1.426, pair=2.213, adv=5.698, sprd=0.026]
Ep 046/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:10,  2.02it/s, loss=1.426, pair=2.213, adv=5.698, sprd=0.026]
Ep 046/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:10,  2.02it/s, loss=0.654, pair=0.004, adv=3.927, sprd=0.019]
Ep 046/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:56,  2.17it/s, loss=0.654, pair=0.004, adv=3.927, sprd=0.019]
Ep 046/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<02:56,  2.17it/s, loss=0.619, pair=0.000, adv=4.501, sprd=0.022]
Ep 046/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:10,  2.00it/s, loss=0.619, pair=0.000, adv=4.501, sprd=0.022]
Ep 046/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:10,  2.00it/s, loss=0.611, pair=0.001, adv=5.124, sprd=0.016]
Ep 046/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:59,  2.12it/s, loss=0.611, pair=0.001, adv=5.124, sprd=0.016]
Ep 046/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:59,  2.12it/s, loss=0.602, pair=0.004, adv=3.450, sprd=0.015]
Ep 046/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:04,  2.06it/s, loss=0.602, pair=0.004, adv=3.450, sprd=0.015]
Ep 046/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:04,  2.06it/s, loss=0.616, pair=0.000, adv=4.390, sprd=0.021]
Ep 046/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:57,  2.13it/s, loss=0.616, pair=0.000, adv=4.390, sprd=0.021]
Ep 046/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:57,  2.13it/s, loss=0.574, pair=0.002, adv=3.513, sprd=0.012]
Ep 046/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:14,  1.94it/s, loss=0.574, pair=0.002, adv=3.513, sprd=0.012]
Ep 046/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:14,  1.94it/s, loss=0.634, pair=0.005, adv=4.960, sprd=0.020]
Ep 046/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:01,  2.08it/s, loss=0.634, pair=0.005, adv=4.960, sprd=0.020]
Ep 046/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:01,  2.08it/s, loss=0.685, pair=0.006, adv=4.120, sprd=0.027]
Ep 046/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:08,  2.00it/s, loss=0.685, pair=0.006, adv=4.120, sprd=0.027]
Ep 046/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:08,  2.00it/s, loss=0.623, pair=0.000, adv=4.381, sprd=0.020]
Ep 046/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:57,  2.11it/s, loss=0.623, pair=0.000, adv=4.381, sprd=0.020]
Ep 046/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:57,  2.11it/s, loss=0.607, pair=0.000, adv=5.343, sprd=0.016]
Ep 046/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:02,  2.05it/s, loss=0.607, pair=0.000, adv=5.343, sprd=0.016]
Ep 046/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:02,  2.05it/s, loss=0.657, pair=0.003, adv=3.807, sprd=0.023]
Ep 046/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:52,  2.17it/s, loss=0.657, pair=0.003, adv=3.807, sprd=0.023]
Ep 046/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:52,  2.17it/s, loss=0.653, pair=0.000, adv=4.568, sprd=0.022]
Ep 046/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<02:59,  2.07it/s, loss=0.653, pair=0.000, adv=4.568, sprd=0.022]
Ep 046/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:59,  2.07it/s, loss=0.653, pair=0.005, adv=4.288, sprd=0.022]
Ep 046/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:50,  2.17it/s, loss=0.653, pair=0.005, adv=4.288, sprd=0.022]
Ep 046/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:50,  2.17it/s, loss=0.627, pair=0.009, adv=3.728, sprd=0.018]
Ep 046/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<02:54,  2.12it/s, loss=0.627, pair=0.009, adv=3.728, sprd=0.018]
Ep 046/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:54,  2.12it/s, loss=0.622, pair=0.002, adv=4.640, sprd=0.017]
Ep 046/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:44,  2.24it/s, loss=0.622, pair=0.002, adv=4.640, sprd=0.017]
Ep 046/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:44,  2.24it/s, loss=0.671, pair=0.000, adv=5.515, sprd=0.028]
Ep 046/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<02:53,  2.12it/s, loss=0.671, pair=0.000, adv=5.515, sprd=0.028]
Ep 046/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:53,  2.12it/s, loss=0.632, pair=0.000, adv=4.644, sprd=0.019]
Ep 046/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:45,  2.22it/s, loss=0.632, pair=0.000, adv=4.644, sprd=0.019]
Ep 046/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:45,  2.22it/s, loss=0.657, pair=0.021, adv=4.989, sprd=0.025]
Ep 046/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:56,  2.08it/s, loss=0.657, pair=0.021, adv=4.989, sprd=0.025]
Ep 046/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:56,  2.08it/s, loss=0.608, pair=0.002, adv=4.365, sprd=0.020]
Ep 046/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.608, pair=0.002, adv=4.365, sprd=0.020]
Ep 046/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.637, pair=0.000, adv=5.365, sprd=0.016]
Ep 046/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:53,  2.09it/s, loss=0.637, pair=0.000, adv=5.365, sprd=0.016]
Ep 046/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:53,  2.09it/s, loss=0.665, pair=0.001, adv=3.813, sprd=0.025]
Ep 046/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:46,  2.19it/s, loss=0.665, pair=0.001, adv=3.813, sprd=0.025]
Ep 046/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:46,  2.19it/s, loss=0.626, pair=0.000, adv=5.037, sprd=0.017]
Ep 046/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:52,  2.10it/s, loss=0.626, pair=0.000, adv=5.037, sprd=0.017]
Ep 046/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:52,  2.10it/s, loss=0.607, pair=0.002, adv=3.860, sprd=0.014]
Ep 046/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:42,  2.22it/s, loss=0.607, pair=0.002, adv=3.860, sprd=0.014]
Ep 046/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:42,  2.22it/s, loss=0.646, pair=0.000, adv=5.034, sprd=0.023]
Ep 046/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:50,  2.12it/s, loss=0.646, pair=0.000, adv=5.034, sprd=0.023]
Ep 046/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:50,  2.12it/s, loss=0.626, pair=0.001, adv=4.148, sprd=0.021]
Ep 046/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:44,  2.19it/s, loss=0.626, pair=0.001, adv=4.148, sprd=0.021]
Ep 046/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.19it/s, loss=0.626, pair=0.000, adv=5.323, sprd=0.018]
Ep 046/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:50,  2.11it/s, loss=0.626, pair=0.000, adv=5.323, sprd=0.018]
Ep 046/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:50,  2.11it/s, loss=0.593, pair=0.000, adv=5.180, sprd=0.016]
Ep 046/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:42,  2.20it/s, loss=0.593, pair=0.000, adv=5.180, sprd=0.016]
Ep 046/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:42,  2.20it/s, loss=0.652, pair=0.003, adv=3.806, sprd=0.020]
Ep 046/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:47,  2.12it/s, loss=0.652, pair=0.003, adv=3.806, sprd=0.020]
Ep 046/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:47,  2.12it/s, loss=0.650, pair=0.002, adv=4.312, sprd=0.025]
Ep 046/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:42,  2.18it/s, loss=0.650, pair=0.002, adv=4.312, sprd=0.025]
Ep 046/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:42,  2.18it/s, loss=0.588, pair=0.001, adv=3.716, sprd=0.014]
Ep 046/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:50,  2.08it/s, loss=0.588, pair=0.001, adv=3.716, sprd=0.014]
Ep 046/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:50,  2.08it/s, loss=0.650, pair=0.000, adv=5.236, sprd=0.020]
Ep 046/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:42,  2.17it/s, loss=0.650, pair=0.000, adv=5.236, sprd=0.020]
Ep 046/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:42,  2.17it/s, loss=0.638, pair=0.001, adv=4.277, sprd=0.023]
Ep 046/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:49,  2.07it/s, loss=0.638, pair=0.001, adv=4.277, sprd=0.023]
Ep 046/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:49,  2.07it/s, loss=0.651, pair=0.001, adv=4.861, sprd=0.021]
Ep 046/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:41,  2.18it/s, loss=0.651, pair=0.001, adv=4.861, sprd=0.021]
Ep 046/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:41,  2.18it/s, loss=0.666, pair=0.002, adv=5.074, sprd=0.017]
Ep 046/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:56,  1.98it/s, loss=0.666, pair=0.002, adv=5.074, sprd=0.017]
Ep 046/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:56,  1.98it/s, loss=0.618, pair=0.000, adv=5.750, sprd=0.020]
Ep 046/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:47,  2.09it/s, loss=0.618, pair=0.000, adv=5.750, sprd=0.020]
Ep 046/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:47,  2.09it/s, loss=0.624, pair=0.000, adv=4.709, sprd=0.020]
Ep 046/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:51,  2.03it/s, loss=0.624, pair=0.000, adv=4.709, sprd=0.020]
Ep 046/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:51,  2.03it/s, loss=0.636, pair=0.000, adv=4.460, sprd=0.016]
Ep 046/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:39,  2.18it/s, loss=0.636, pair=0.000, adv=4.460, sprd=0.016]
Ep 046/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:39,  2.18it/s, loss=0.662, pair=0.001, adv=4.440, sprd=0.024]
Ep 046/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:44,  2.10it/s, loss=0.662, pair=0.001, adv=4.440, sprd=0.024]
Ep 046/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:44,  2.10it/s, loss=0.614, pair=0.000, adv=4.975, sprd=0.020]
Ep 046/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:38,  2.17it/s, loss=0.614, pair=0.000, adv=4.975, sprd=0.020]
Ep 046/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:38,  2.17it/s, loss=0.659, pair=0.001, adv=4.467, sprd=0.027]
Ep 046/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:46,  2.07it/s, loss=0.659, pair=0.001, adv=4.467, sprd=0.027]
Ep 046/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:46,  2.07it/s, loss=0.640, pair=0.000, adv=4.309, sprd=0.024]
Ep 046/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:40,  2.14it/s, loss=0.640, pair=0.000, adv=4.309, sprd=0.024]
Ep 046/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:40,  2.14it/s, loss=0.652, pair=0.005, adv=3.252, sprd=0.031]
Ep 046/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:47,  2.04it/s, loss=0.652, pair=0.005, adv=3.252, sprd=0.031]
Ep 046/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.04it/s, loss=0.618, pair=0.007, adv=3.311, sprd=0.020]
Ep 046/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:39,  2.13it/s, loss=0.618, pair=0.007, adv=3.311, sprd=0.020]
Ep 046/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:39,  2.13it/s, loss=0.653, pair=0.002, adv=4.600, sprd=0.024]
Ep 046/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:45,  2.05it/s, loss=0.653, pair=0.002, adv=4.600, sprd=0.024]
Ep 046/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:45,  2.05it/s, loss=0.675, pair=0.005, adv=4.831, sprd=0.029]
Ep 046/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:39,  2.12it/s, loss=0.675, pair=0.005, adv=4.831, sprd=0.029]
Ep 046/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:39,  2.12it/s, loss=0.589, pair=0.005, adv=5.227, sprd=0.012]
Ep 046/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:44,  2.05it/s, loss=0.589, pair=0.005, adv=5.227, sprd=0.012]
Ep 046/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:44,  2.05it/s, loss=0.642, pair=0.003, adv=5.573, sprd=0.022]
Ep 046/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:36,  2.15it/s, loss=0.642, pair=0.003, adv=5.573, sprd=0.022]
Ep 046/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:36,  2.15it/s, loss=0.704, pair=0.002, adv=5.503, sprd=0.026]
Ep 046/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:43,  2.06it/s, loss=0.704, pair=0.002, adv=5.503, sprd=0.026]
Ep 046/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:43,  2.06it/s, loss=0.602, pair=0.002, adv=6.193, sprd=0.013]
Ep 046/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:31,  2.21it/s, loss=0.602, pair=0.002, adv=6.193, sprd=0.013]
Ep 046/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:31,  2.21it/s, loss=0.633, pair=0.001, adv=5.357, sprd=0.021]
Ep 046/80 [S3:+sens]:  26%|▌ | 119/453 [00:58<02:39,  2.09it/s, loss=0.633, pair=0.001, adv=5.357, sprd=0.021]
Ep 046/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:39,  2.09it/s, loss=0.672, pair=0.006, adv=4.269, sprd=0.027]
Ep 046/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:34,  2.16it/s, loss=0.672, pair=0.006, adv=4.269, sprd=0.027]
Ep 046/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:34,  2.16it/s, loss=0.658, pair=0.001, adv=4.903, sprd=0.029]
Ep 046/80 [S3:+sens]:  27%|▌ | 121/453 [00:59<02:43,  2.03it/s, loss=0.658, pair=0.001, adv=4.903, sprd=0.029]
Ep 046/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:43,  2.03it/s, loss=0.654, pair=0.001, adv=4.600, sprd=0.018]
Ep 046/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:31,  2.18it/s, loss=0.654, pair=0.001, adv=4.600, sprd=0.018]
Ep 046/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:31,  2.18it/s, loss=0.649, pair=0.002, adv=6.037, sprd=0.021]
Ep 046/80 [S3:+sens]:  27%|▌ | 123/453 [01:00<02:37,  2.09it/s, loss=0.649, pair=0.002, adv=6.037, sprd=0.021]
Ep 046/80 [S3:+sens]:  27%|▌ | 123/453 [01:00<02:37,  2.09it/s, loss=0.624, pair=0.003, adv=4.610, sprd=0.018]
Ep 046/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:29,  2.20it/s, loss=0.624, pair=0.003, adv=4.610, sprd=0.018]
Ep 046/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:29,  2.20it/s, loss=0.647, pair=0.000, adv=3.692, sprd=0.021]
Ep 046/80 [S3:+sens]:  28%|▌ | 125/453 [01:01<02:35,  2.11it/s, loss=0.647, pair=0.000, adv=3.692, sprd=0.021]
Ep 046/80 [S3:+sens]:  28%|▌ | 125/453 [01:01<02:35,  2.11it/s, loss=0.655, pair=0.001, adv=5.164, sprd=0.022]
Ep 046/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:28,  2.20it/s, loss=0.655, pair=0.001, adv=5.164, sprd=0.022]
Ep 046/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:28,  2.20it/s, loss=0.622, pair=0.005, adv=6.891, sprd=0.017]
Ep 046/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:37,  2.07it/s, loss=0.622, pair=0.005, adv=6.891, sprd=0.017]
Ep 046/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:37,  2.07it/s, loss=0.651, pair=0.002, adv=4.999, sprd=0.020]
Ep 046/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:29,  2.18it/s, loss=0.651, pair=0.002, adv=4.999, sprd=0.020]
Ep 046/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:29,  2.18it/s, loss=0.648, pair=0.005, adv=5.490, sprd=0.025]
Ep 046/80 [S3:+sens]:  28%|▌ | 129/453 [01:03<02:37,  2.06it/s, loss=0.648, pair=0.005, adv=5.490, sprd=0.025]
Ep 046/80 [S3:+sens]:  28%|▌ | 129/453 [01:03<02:37,  2.06it/s, loss=0.654, pair=0.002, adv=3.617, sprd=0.023]
Ep 046/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:28,  2.17it/s, loss=0.654, pair=0.002, adv=3.617, sprd=0.023]
Ep 046/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:28,  2.17it/s, loss=0.722, pair=0.000, adv=3.542, sprd=0.022]
Ep 046/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:41,  2.00it/s, loss=0.722, pair=0.000, adv=3.542, sprd=0.022]
Ep 046/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:41,  2.00it/s, loss=0.642, pair=0.001, adv=5.506, sprd=0.021]
Ep 046/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:31,  2.11it/s, loss=0.642, pair=0.001, adv=5.506, sprd=0.021]
Ep 046/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:31,  2.11it/s, loss=0.685, pair=0.000, adv=4.884, sprd=0.022]
Ep 046/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:38,  2.02it/s, loss=0.685, pair=0.000, adv=4.884, sprd=0.022]
Ep 046/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:38,  2.02it/s, loss=0.619, pair=0.003, adv=5.572, sprd=0.019]
Ep 046/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:33,  2.08it/s, loss=0.619, pair=0.003, adv=5.572, sprd=0.019]
Ep 046/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:33,  2.08it/s, loss=0.643, pair=0.002, adv=3.818, sprd=0.020]
Ep 046/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:42,  1.95it/s, loss=0.643, pair=0.002, adv=3.818, sprd=0.020]
Ep 046/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:42,  1.95it/s, loss=0.569, pair=0.000, adv=3.048, sprd=0.020]
Ep 046/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:36,  2.03it/s, loss=0.569, pair=0.000, adv=3.048, sprd=0.020]
Ep 046/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:36,  2.03it/s, loss=0.592, pair=0.000, adv=3.530, sprd=0.016]
Ep 046/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:47,  1.88it/s, loss=0.592, pair=0.000, adv=3.530, sprd=0.016]
Ep 046/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:47,  1.88it/s, loss=0.687, pair=0.000, adv=5.880, sprd=0.030]
Ep 046/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:40,  1.97it/s, loss=0.687, pair=0.000, adv=5.880, sprd=0.030]
Ep 046/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:40,  1.97it/s, loss=0.625, pair=0.002, adv=5.982, sprd=0.018]
Ep 046/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:49,  1.85it/s, loss=0.625, pair=0.002, adv=5.982, sprd=0.018]
Ep 046/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:49,  1.85it/s, loss=0.591, pair=0.006, adv=4.543, sprd=0.011]
Ep 046/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:36,  2.01it/s, loss=0.591, pair=0.006, adv=4.543, sprd=0.011]
Ep 046/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:36,  2.01it/s, loss=0.607, pair=0.000, adv=5.684, sprd=0.012]
Ep 046/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:44,  1.90it/s, loss=0.607, pair=0.000, adv=5.684, sprd=0.012]
Ep 046/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:44,  1.90it/s, loss=0.621, pair=0.001, adv=5.404, sprd=0.020]
Ep 046/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:37,  1.98it/s, loss=0.621, pair=0.001, adv=5.404, sprd=0.020]
Ep 046/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:37,  1.98it/s, loss=0.634, pair=0.000, adv=4.609, sprd=0.021]
Ep 046/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:50,  1.81it/s, loss=0.634, pair=0.000, adv=4.609, sprd=0.021]
Ep 046/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:50,  1.81it/s, loss=0.627, pair=0.000, adv=4.377, sprd=0.019]
Ep 046/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:40,  1.93it/s, loss=0.627, pair=0.000, adv=4.377, sprd=0.019]
Ep 046/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:40,  1.93it/s, loss=0.738, pair=0.000, adv=4.632, sprd=0.034]
Ep 046/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:51,  1.80it/s, loss=0.738, pair=0.000, adv=4.632, sprd=0.034]
Ep 046/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:51,  1.80it/s, loss=0.608, pair=0.000, adv=6.428, sprd=0.016]
Ep 046/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:40,  1.92it/s, loss=0.608, pair=0.000, adv=6.428, sprd=0.016]
Ep 046/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:40,  1.92it/s, loss=0.643, pair=0.000, adv=4.601, sprd=0.024]
Ep 046/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:50,  1.79it/s, loss=0.643, pair=0.000, adv=4.601, sprd=0.024]
Ep 046/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:50,  1.79it/s, loss=0.605, pair=0.000, adv=5.022, sprd=0.016]
Ep 046/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:38,  1.92it/s, loss=0.605, pair=0.000, adv=5.022, sprd=0.016]
Ep 046/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:38,  1.92it/s, loss=0.629, pair=0.000, adv=4.826, sprd=0.017]
Ep 046/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:43,  1.86it/s, loss=0.629, pair=0.000, adv=4.826, sprd=0.017]
Ep 046/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:43,  1.86it/s, loss=0.612, pair=0.000, adv=4.419, sprd=0.020]
Ep 046/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:37,  1.93it/s, loss=0.612, pair=0.000, adv=4.419, sprd=0.020]
Ep 046/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:37,  1.93it/s, loss=0.650, pair=0.004, adv=4.374, sprd=0.022]
Ep 046/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:44,  1.84it/s, loss=0.650, pair=0.004, adv=4.374, sprd=0.022]
Ep 046/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:44,  1.84it/s, loss=0.603, pair=0.001, adv=3.750, sprd=0.012]
Ep 046/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:30,  2.00it/s, loss=0.603, pair=0.001, adv=3.750, sprd=0.012]
Ep 046/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:30,  2.00it/s, loss=0.624, pair=0.001, adv=4.611, sprd=0.021]
Ep 046/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:43,  1.83it/s, loss=0.624, pair=0.001, adv=4.611, sprd=0.021]
Ep 046/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:43,  1.83it/s, loss=0.610, pair=0.004, adv=4.558, sprd=0.016]
Ep 046/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:32,  1.97it/s, loss=0.610, pair=0.004, adv=4.558, sprd=0.016]
Ep 046/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:32,  1.97it/s, loss=0.623, pair=0.001, adv=4.933, sprd=0.018]
Ep 046/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:40,  1.86it/s, loss=0.623, pair=0.001, adv=4.933, sprd=0.018]
Ep 046/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:40,  1.86it/s, loss=0.647, pair=0.001, adv=3.992, sprd=0.019]
Ep 046/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:30,  1.98it/s, loss=0.647, pair=0.001, adv=3.992, sprd=0.019]
Ep 046/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:30,  1.98it/s, loss=0.602, pair=0.000, adv=4.950, sprd=0.016]
Ep 046/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:44,  1.80it/s, loss=0.602, pair=0.000, adv=4.950, sprd=0.016]
Ep 046/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:44,  1.80it/s, loss=0.628, pair=0.001, adv=6.139, sprd=0.019]
Ep 046/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:33,  1.92it/s, loss=0.628, pair=0.001, adv=6.139, sprd=0.019]
Ep 046/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:33,  1.92it/s, loss=0.607, pair=0.000, adv=6.073, sprd=0.017]
Ep 046/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:54,  1.69it/s, loss=0.607, pair=0.000, adv=6.073, sprd=0.017]
Ep 046/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:54,  1.69it/s, loss=0.641, pair=0.000, adv=5.970, sprd=0.019]
Ep 046/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:39,  1.84it/s, loss=0.641, pair=0.000, adv=5.970, sprd=0.019]
Ep 046/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:39,  1.84it/s, loss=0.651, pair=0.000, adv=5.947, sprd=0.024]
Ep 046/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:46,  1.75it/s, loss=0.651, pair=0.000, adv=5.947, sprd=0.024]
Ep 046/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:46,  1.75it/s, loss=0.634, pair=0.001, adv=5.632, sprd=0.020]
Ep 046/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:34,  1.89it/s, loss=0.634, pair=0.001, adv=5.632, sprd=0.020]
Ep 046/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:34,  1.89it/s, loss=0.615, pair=0.000, adv=4.977, sprd=0.016]
Ep 046/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:38,  1.83it/s, loss=0.615, pair=0.000, adv=4.977, sprd=0.016]
Ep 046/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:38,  1.83it/s, loss=0.626, pair=0.000, adv=4.074, sprd=0.018]
Ep 046/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:24,  1.99it/s, loss=0.626, pair=0.000, adv=4.074, sprd=0.018]
Ep 046/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:24,  1.99it/s, loss=0.641, pair=0.000, adv=6.949, sprd=0.022]
Ep 046/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:27,  1.95it/s, loss=0.641, pair=0.000, adv=6.949, sprd=0.022]
Ep 046/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:27,  1.95it/s, loss=0.651, pair=0.001, adv=4.759, sprd=0.024]
Ep 046/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:19,  2.06it/s, loss=0.651, pair=0.001, adv=4.759, sprd=0.024]
Ep 046/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:19,  2.06it/s, loss=1.468, pair=2.340, adv=5.451, sprd=0.025]
Ep 046/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:25,  1.96it/s, loss=1.468, pair=2.340, adv=5.451, sprd=0.025]
Ep 046/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:25,  1.96it/s, loss=0.618, pair=0.011, adv=3.891, sprd=0.016]
Ep 046/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:14,  2.13it/s, loss=0.618, pair=0.011, adv=3.891, sprd=0.016]
Ep 046/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:14,  2.13it/s, loss=0.653, pair=0.010, adv=5.792, sprd=0.021]
Ep 046/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:18,  2.05it/s, loss=0.653, pair=0.010, adv=5.792, sprd=0.021]
Ep 046/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:18,  2.05it/s, loss=0.611, pair=0.004, adv=5.060, sprd=0.017]
Ep 046/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:11,  2.16it/s, loss=0.611, pair=0.004, adv=5.060, sprd=0.017]
Ep 046/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:11,  2.16it/s, loss=0.670, pair=0.002, adv=5.477, sprd=0.028]
Ep 046/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:16,  2.06it/s, loss=0.670, pair=0.002, adv=5.477, sprd=0.028]
Ep 046/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:16,  2.06it/s, loss=0.641, pair=0.002, adv=3.598, sprd=0.022]
Ep 046/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:09,  2.17it/s, loss=0.641, pair=0.002, adv=3.598, sprd=0.022]
Ep 046/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:09,  2.17it/s, loss=0.651, pair=0.001, adv=4.778, sprd=0.026]
Ep 046/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:15,  2.07it/s, loss=0.651, pair=0.001, adv=4.778, sprd=0.026]
Ep 046/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:15,  2.07it/s, loss=0.666, pair=0.002, adv=4.943, sprd=0.025]
Ep 046/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:08,  2.17it/s, loss=0.666, pair=0.002, adv=4.943, sprd=0.025]
Ep 046/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:08,  2.17it/s, loss=0.644, pair=0.001, adv=3.556, sprd=0.018]
Ep 046/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:10,  2.12it/s, loss=0.644, pair=0.001, adv=3.556, sprd=0.018]
Ep 046/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:10,  2.12it/s, loss=0.680, pair=0.001, adv=4.585, sprd=0.030]
Ep 046/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:07,  2.18it/s, loss=0.680, pair=0.001, adv=4.585, sprd=0.030]
Ep 046/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:07,  2.18it/s, loss=1.453, pair=2.482, adv=4.396, sprd=0.013]
Ep 046/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:11,  2.10it/s, loss=1.453, pair=2.482, adv=4.396, sprd=0.013]
Ep 046/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:11,  2.10it/s, loss=0.625, pair=0.030, adv=5.214, sprd=0.021]
Ep 046/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:06,  2.17it/s, loss=0.625, pair=0.030, adv=5.214, sprd=0.021]
Ep 046/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:06,  2.17it/s, loss=0.618, pair=0.000, adv=4.795, sprd=0.014]
Ep 046/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:10,  2.09it/s, loss=0.618, pair=0.000, adv=4.795, sprd=0.014]
Ep 046/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:10,  2.09it/s, loss=0.657, pair=0.001, adv=7.115, sprd=0.024]
Ep 046/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:06,  2.16it/s, loss=0.657, pair=0.001, adv=7.115, sprd=0.024]
Ep 046/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:06,  2.16it/s, loss=0.641, pair=0.000, adv=4.813, sprd=0.020]
Ep 046/80 [S3:+sens]:  40%|▊ | 181/453 [01:29<02:13,  2.04it/s, loss=0.641, pair=0.000, adv=4.813, sprd=0.020]
Ep 046/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:13,  2.04it/s, loss=0.625, pair=0.002, adv=3.674, sprd=0.022]
Ep 046/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=0.625, pair=0.002, adv=3.674, sprd=0.022]
Ep 046/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=0.632, pair=0.003, adv=4.062, sprd=0.021]
Ep 046/80 [S3:+sens]:  40%|▊ | 183/453 [01:30<02:18,  1.95it/s, loss=0.632, pair=0.003, adv=4.062, sprd=0.021]
Ep 046/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:18,  1.95it/s, loss=0.629, pair=0.001, adv=4.396, sprd=0.022]
Ep 046/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:11,  2.05it/s, loss=0.629, pair=0.001, adv=4.396, sprd=0.022]
Ep 046/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:11,  2.05it/s, loss=1.590, pair=2.779, adv=4.319, sprd=0.019]
Ep 046/80 [S3:+sens]:  41%|▊ | 185/453 [01:31<02:15,  1.98it/s, loss=1.590, pair=2.779, adv=4.319, sprd=0.019]
Ep 046/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:15,  1.98it/s, loss=0.618, pair=0.003, adv=5.783, sprd=0.019]
Ep 046/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:07,  2.10it/s, loss=0.618, pair=0.003, adv=5.783, sprd=0.019]
Ep 046/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:07,  2.10it/s, loss=0.651, pair=0.002, adv=7.147, sprd=0.017]
Ep 046/80 [S3:+sens]:  41%|▊ | 187/453 [01:32<02:08,  2.07it/s, loss=0.651, pair=0.002, adv=7.147, sprd=0.017]
Ep 046/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:08,  2.07it/s, loss=0.594, pair=0.000, adv=5.639, sprd=0.014]
Ep 046/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:01,  2.18it/s, loss=0.594, pair=0.000, adv=5.639, sprd=0.014]
Ep 046/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:01,  2.18it/s, loss=0.657, pair=0.000, adv=5.371, sprd=0.022]
Ep 046/80 [S3:+sens]:  42%|▊ | 189/453 [01:33<02:08,  2.06it/s, loss=0.657, pair=0.000, adv=5.371, sprd=0.022]
Ep 046/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:08,  2.06it/s, loss=0.595, pair=0.000, adv=5.705, sprd=0.016]
Ep 046/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:01,  2.16it/s, loss=0.595, pair=0.000, adv=5.705, sprd=0.016]
Ep 046/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:01,  2.16it/s, loss=0.650, pair=0.000, adv=3.563, sprd=0.020]
Ep 046/80 [S3:+sens]:  42%|▊ | 191/453 [01:34<02:05,  2.09it/s, loss=0.650, pair=0.000, adv=3.563, sprd=0.020]
Ep 046/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:05,  2.09it/s, loss=0.669, pair=0.000, adv=5.231, sprd=0.028]
Ep 046/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:01,  2.15it/s, loss=0.669, pair=0.000, adv=5.231, sprd=0.028]
Ep 046/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:01,  2.15it/s, loss=0.613, pair=0.010, adv=5.360, sprd=0.015]
Ep 046/80 [S3:+sens]:  43%|▊ | 193/453 [01:35<02:02,  2.12it/s, loss=0.613, pair=0.010, adv=5.360, sprd=0.015]
Ep 046/80 [S3:+sens]:  43%|▊ | 193/453 [01:35<02:02,  2.12it/s, loss=0.625, pair=0.001, adv=7.703, sprd=0.018]
Ep 046/80 [S3:+sens]:  43%|▊ | 194/453 [01:35<01:56,  2.22it/s, loss=0.625, pair=0.001, adv=7.703, sprd=0.018]
Ep 046/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:56,  2.22it/s, loss=0.636, pair=0.000, adv=3.403, sprd=0.022]
Ep 046/80 [S3:+sens]:  43%|▊ | 195/453 [01:36<02:02,  2.11it/s, loss=0.636, pair=0.000, adv=3.403, sprd=0.022]
Ep 046/80 [S3:+sens]:  43%|▊ | 195/453 [01:36<02:02,  2.11it/s, loss=0.673, pair=0.000, adv=4.712, sprd=0.030]
Ep 046/80 [S3:+sens]:  43%|▊ | 196/453 [01:36<01:58,  2.18it/s, loss=0.673, pair=0.000, adv=4.712, sprd=0.030]
Ep 046/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:58,  2.18it/s, loss=0.658, pair=0.003, adv=4.440, sprd=0.023]
Ep 046/80 [S3:+sens]:  43%|▊ | 197/453 [01:37<02:07,  2.00it/s, loss=0.658, pair=0.003, adv=4.440, sprd=0.023]
Ep 046/80 [S3:+sens]:  43%|▊ | 197/453 [01:37<02:07,  2.00it/s, loss=0.616, pair=0.005, adv=5.372, sprd=0.021]
Ep 046/80 [S3:+sens]:  44%|▊ | 198/453 [01:37<02:01,  2.09it/s, loss=0.616, pair=0.005, adv=5.372, sprd=0.021]
Ep 046/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:01,  2.09it/s, loss=0.610, pair=0.000, adv=5.635, sprd=0.020]
Ep 046/80 [S3:+sens]:  44%|▉ | 199/453 [01:38<02:07,  1.99it/s, loss=0.610, pair=0.000, adv=5.635, sprd=0.020]
Ep 046/80 [S3:+sens]:  44%|▉ | 199/453 [01:38<02:07,  1.99it/s, loss=1.443, pair=2.324, adv=4.417, sprd=0.022]
Ep 046/80 [S3:+sens]:  44%|▉ | 200/453 [01:38<02:02,  2.07it/s, loss=1.443, pair=2.324, adv=4.417, sprd=0.022]
Ep 046/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<02:02,  2.07it/s, loss=0.608, pair=0.006, adv=4.003, sprd=0.016]
Ep 046/80 [S3:+sens]:  44%|▉ | 201/453 [01:39<02:03,  2.04it/s, loss=0.608, pair=0.006, adv=4.003, sprd=0.016]
Ep 046/80 [S3:+sens]:  44%|▉ | 201/453 [01:39<02:03,  2.04it/s, loss=0.683, pair=0.014, adv=3.919, sprd=0.030]
Ep 046/80 [S3:+sens]:  45%|▉ | 202/453 [01:39<01:58,  2.12it/s, loss=0.683, pair=0.014, adv=3.919, sprd=0.030]
Ep 046/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:58,  2.12it/s, loss=0.643, pair=0.002, adv=5.694, sprd=0.023]
Ep 046/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<02:04,  2.02it/s, loss=0.643, pair=0.002, adv=5.694, sprd=0.023]
Ep 046/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<02:04,  2.02it/s, loss=0.645, pair=0.004, adv=5.053, sprd=0.021]
Ep 046/80 [S3:+sens]:  45%|▉ | 204/453 [01:40<01:56,  2.14it/s, loss=0.645, pair=0.004, adv=5.053, sprd=0.021]
Ep 046/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:56,  2.14it/s, loss=0.616, pair=0.000, adv=5.441, sprd=0.017]
Ep 046/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<01:59,  2.08it/s, loss=0.616, pair=0.000, adv=5.441, sprd=0.017]
Ep 046/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<01:59,  2.08it/s, loss=2.240, pair=4.598, adv=4.414, sprd=0.023]
Ep 046/80 [S3:+sens]:  45%|▉ | 206/453 [01:41<01:55,  2.13it/s, loss=2.240, pair=4.598, adv=4.414, sprd=0.023]
Ep 046/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:55,  2.13it/s, loss=0.619, pair=0.001, adv=4.563, sprd=0.018]
Ep 046/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<01:59,  2.05it/s, loss=0.619, pair=0.001, adv=4.563, sprd=0.018]
Ep 046/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<01:59,  2.05it/s, loss=0.620, pair=0.001, adv=5.105, sprd=0.018]
Ep 046/80 [S3:+sens]:  46%|▉ | 208/453 [01:42<01:54,  2.15it/s, loss=0.620, pair=0.001, adv=5.105, sprd=0.018]
Ep 046/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:54,  2.15it/s, loss=1.400, pair=2.197, adv=4.955, sprd=0.022]
Ep 046/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:58,  2.06it/s, loss=1.400, pair=2.197, adv=4.955, sprd=0.022]
Ep 046/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:58,  2.06it/s, loss=0.664, pair=0.002, adv=3.947, sprd=0.025]
Ep 046/80 [S3:+sens]:  46%|▉ | 210/453 [01:43<01:52,  2.16it/s, loss=0.664, pair=0.002, adv=3.947, sprd=0.025]
Ep 046/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:52,  2.16it/s, loss=0.620, pair=0.001, adv=6.251, sprd=0.018]
Ep 046/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<02:03,  1.96it/s, loss=0.620, pair=0.001, adv=6.251, sprd=0.018]
Ep 046/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<02:03,  1.96it/s, loss=0.683, pair=0.002, adv=3.869, sprd=0.025]
Ep 046/80 [S3:+sens]:  47%|▉ | 212/453 [01:44<01:55,  2.09it/s, loss=0.683, pair=0.002, adv=3.869, sprd=0.025]
Ep 046/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:55,  2.09it/s, loss=0.647, pair=0.000, adv=3.618, sprd=0.021]
Ep 046/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:56,  2.05it/s, loss=0.647, pair=0.000, adv=3.618, sprd=0.021]
Ep 046/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:56,  2.05it/s, loss=0.591, pair=0.000, adv=3.596, sprd=0.014]
Ep 046/80 [S3:+sens]:  47%|▉ | 214/453 [01:45<01:50,  2.16it/s, loss=0.591, pair=0.000, adv=3.596, sprd=0.014]
Ep 046/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:50,  2.16it/s, loss=0.617, pair=0.002, adv=4.862, sprd=0.019]
Ep 046/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:55,  2.05it/s, loss=0.617, pair=0.002, adv=4.862, sprd=0.019]
Ep 046/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:55,  2.05it/s, loss=0.622, pair=0.001, adv=3.976, sprd=0.020]
Ep 046/80 [S3:+sens]:  48%|▉ | 216/453 [01:46<01:49,  2.17it/s, loss=0.622, pair=0.001, adv=3.976, sprd=0.020]
Ep 046/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:49,  2.17it/s, loss=0.643, pair=0.000, adv=4.285, sprd=0.023]
Ep 046/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:54,  2.06it/s, loss=0.643, pair=0.000, adv=4.285, sprd=0.023]
Ep 046/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:54,  2.06it/s, loss=0.625, pair=0.000, adv=5.206, sprd=0.018]
Ep 046/80 [S3:+sens]:  48%|▉ | 218/453 [01:47<01:48,  2.17it/s, loss=0.625, pair=0.000, adv=5.206, sprd=0.018]
Ep 046/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:48,  2.17it/s, loss=0.626, pair=0.000, adv=4.543, sprd=0.017]
Ep 046/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:53,  2.07it/s, loss=0.626, pair=0.000, adv=4.543, sprd=0.017]
Ep 046/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:53,  2.07it/s, loss=1.429, pair=2.305, adv=4.589, sprd=0.021]
Ep 046/80 [S3:+sens]:  49%|▉ | 220/453 [01:48<01:48,  2.15it/s, loss=1.429, pair=2.305, adv=4.589, sprd=0.021]
Ep 046/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:48,  2.15it/s, loss=0.616, pair=0.001, adv=7.599, sprd=0.017]
Ep 046/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:54,  2.02it/s, loss=0.616, pair=0.001, adv=7.599, sprd=0.017]
Ep 046/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:54,  2.02it/s, loss=0.638, pair=0.005, adv=6.090, sprd=0.019]
Ep 046/80 [S3:+sens]:  49%|▉ | 222/453 [01:49<01:47,  2.14it/s, loss=0.638, pair=0.005, adv=6.090, sprd=0.019]
Ep 046/80 [S3:+sens]:  49%|▉ | 222/453 [01:49<01:47,  2.14it/s, loss=0.624, pair=0.000, adv=6.809, sprd=0.017]
Ep 046/80 [S3:+sens]:  49%|▉ | 223/453 [01:49<01:52,  2.05it/s, loss=0.624, pair=0.000, adv=6.809, sprd=0.017]
Ep 046/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:52,  2.05it/s, loss=0.665, pair=0.000, adv=4.673, sprd=0.026]
Ep 046/80 [S3:+sens]:  49%|▉ | 224/453 [01:50<01:46,  2.14it/s, loss=0.665, pair=0.000, adv=4.673, sprd=0.026]
Ep 046/80 [S3:+sens]:  49%|▉ | 224/453 [01:50<01:46,  2.14it/s, loss=0.639, pair=0.001, adv=3.865, sprd=0.022]
Ep 046/80 [S3:+sens]:  50%|▉ | 225/453 [01:50<01:50,  2.07it/s, loss=0.639, pair=0.001, adv=3.865, sprd=0.022]
Ep 046/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:50,  2.07it/s, loss=0.637, pair=0.000, adv=6.247, sprd=0.021]
Ep 046/80 [S3:+sens]:  50%|▉ | 226/453 [01:51<01:45,  2.15it/s, loss=0.637, pair=0.000, adv=6.247, sprd=0.021]
Ep 046/80 [S3:+sens]:  50%|▉ | 226/453 [01:51<01:45,  2.15it/s, loss=0.625, pair=0.000, adv=4.997, sprd=0.019]
Ep 046/80 [S3:+sens]:  50%|█ | 227/453 [01:51<01:48,  2.08it/s, loss=0.625, pair=0.000, adv=4.997, sprd=0.019]
Ep 046/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:48,  2.08it/s, loss=0.675, pair=0.024, adv=4.654, sprd=0.028]
Ep 046/80 [S3:+sens]:  50%|█ | 228/453 [01:52<01:44,  2.16it/s, loss=0.675, pair=0.024, adv=4.654, sprd=0.028]
Ep 046/80 [S3:+sens]:  50%|█ | 228/453 [01:52<01:44,  2.16it/s, loss=0.694, pair=0.001, adv=3.932, sprd=0.034]
Ep 046/80 [S3:+sens]:  51%|█ | 229/453 [01:52<01:50,  2.03it/s, loss=0.694, pair=0.001, adv=3.932, sprd=0.034]
Ep 046/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:50,  2.03it/s, loss=0.638, pair=0.006, adv=4.792, sprd=0.022]
Ep 046/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:44,  2.13it/s, loss=0.638, pair=0.006, adv=4.792, sprd=0.022]
Ep 046/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:44,  2.13it/s, loss=0.640, pair=0.000, adv=5.411, sprd=0.021]
Ep 046/80 [S3:+sens]:  51%|█ | 231/453 [01:53<01:48,  2.05it/s, loss=0.640, pair=0.000, adv=5.411, sprd=0.021]
Ep 046/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:48,  2.05it/s, loss=0.621, pair=0.001, adv=4.300, sprd=0.018]
Ep 046/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:41,  2.17it/s, loss=0.621, pair=0.001, adv=4.300, sprd=0.018]
Ep 046/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:41,  2.17it/s, loss=0.650, pair=0.001, adv=4.101, sprd=0.025]
Ep 046/80 [S3:+sens]:  51%|█ | 233/453 [01:54<01:52,  1.96it/s, loss=0.650, pair=0.001, adv=4.101, sprd=0.025]
Ep 046/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:52,  1.96it/s, loss=0.626, pair=0.003, adv=5.100, sprd=0.017]
Ep 046/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:46,  2.07it/s, loss=0.626, pair=0.003, adv=5.100, sprd=0.017]
Ep 046/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:46,  2.07it/s, loss=0.658, pair=0.000, adv=4.394, sprd=0.024]
Ep 046/80 [S3:+sens]:  52%|█ | 235/453 [01:55<01:56,  1.88it/s, loss=0.658, pair=0.000, adv=4.394, sprd=0.024]
Ep 046/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:56,  1.88it/s, loss=0.602, pair=0.000, adv=3.693, sprd=0.014]
Ep 046/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:49,  1.98it/s, loss=0.602, pair=0.000, adv=3.693, sprd=0.014]
Ep 046/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:49,  1.98it/s, loss=0.554, pair=0.002, adv=2.889, sprd=0.018]
Ep 046/80 [S3:+sens]:  52%|█ | 237/453 [01:56<01:58,  1.82it/s, loss=0.554, pair=0.002, adv=2.889, sprd=0.018]
Ep 046/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:58,  1.82it/s, loss=0.637, pair=0.000, adv=4.152, sprd=0.017]
Ep 046/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:50,  1.95it/s, loss=0.637, pair=0.000, adv=4.152, sprd=0.017]
Ep 046/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:50,  1.95it/s, loss=0.558, pair=0.000, adv=2.840, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 239/453 [01:58<02:04,  1.72it/s, loss=0.558, pair=0.000, adv=2.840, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 239/453 [01:58<02:04,  1.72it/s, loss=0.613, pair=0.000, adv=4.072, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:53,  1.87it/s, loss=0.613, pair=0.000, adv=4.072, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:53,  1.87it/s, loss=0.636, pair=0.001, adv=4.572, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 241/453 [01:59<02:00,  1.76it/s, loss=0.636, pair=0.001, adv=4.572, sprd=0.018]
Ep 046/80 [S3:+sens]:  53%|█ | 241/453 [01:59<02:00,  1.76it/s, loss=0.625, pair=0.000, adv=6.622, sprd=0.021]
Ep 046/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:52,  1.88it/s, loss=0.625, pair=0.000, adv=6.622, sprd=0.021]
Ep 046/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:52,  1.88it/s, loss=0.630, pair=0.001, adv=4.793, sprd=0.020]
Ep 046/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:58,  1.78it/s, loss=0.630, pair=0.001, adv=4.793, sprd=0.020]
Ep 046/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:58,  1.78it/s, loss=0.618, pair=0.034, adv=4.258, sprd=0.017]
Ep 046/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:50,  1.89it/s, loss=0.618, pair=0.034, adv=4.258, sprd=0.017]
Ep 046/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:50,  1.89it/s, loss=0.660, pair=0.118, adv=4.880, sprd=0.019]
Ep 046/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:55,  1.79it/s, loss=0.660, pair=0.118, adv=4.880, sprd=0.019]
Ep 046/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:55,  1.79it/s, loss=0.617, pair=0.013, adv=5.599, sprd=0.018]
Ep 046/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:48,  1.90it/s, loss=0.617, pair=0.013, adv=5.599, sprd=0.018]
Ep 046/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:48,  1.90it/s, loss=0.715, pair=0.002, adv=4.726, sprd=0.027]
Ep 046/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:56,  1.76it/s, loss=0.715, pair=0.002, adv=4.726, sprd=0.027]
Ep 046/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:56,  1.76it/s, loss=0.651, pair=0.005, adv=4.977, sprd=0.019]
Ep 046/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:47,  1.90it/s, loss=0.651, pair=0.005, adv=4.977, sprd=0.019]
Ep 046/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:47,  1.90it/s, loss=1.391, pair=1.993, adv=4.752, sprd=0.025]
Ep 046/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:54,  1.78it/s, loss=1.391, pair=1.993, adv=4.752, sprd=0.025]
Ep 046/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:54,  1.78it/s, loss=0.584, pair=0.001, adv=3.726, sprd=0.014]
Ep 046/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:44,  1.93it/s, loss=0.584, pair=0.001, adv=3.726, sprd=0.014]
Ep 046/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:44,  1.93it/s, loss=0.753, pair=0.284, adv=6.025, sprd=0.024]
Ep 046/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:50,  1.82it/s, loss=0.753, pair=0.284, adv=6.025, sprd=0.024]
Ep 046/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:50,  1.82it/s, loss=0.613, pair=0.012, adv=4.602, sprd=0.017]
Ep 046/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:43,  1.95it/s, loss=0.613, pair=0.012, adv=4.602, sprd=0.017]
Ep 046/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:43,  1.95it/s, loss=0.645, pair=0.003, adv=4.528, sprd=0.021]
Ep 046/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:49,  1.82it/s, loss=0.645, pair=0.003, adv=4.528, sprd=0.021]
Ep 046/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:49,  1.82it/s, loss=0.656, pair=0.001, adv=3.723, sprd=0.020]
Ep 046/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:40,  1.97it/s, loss=0.656, pair=0.001, adv=3.723, sprd=0.020]
Ep 046/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:40,  1.97it/s, loss=0.646, pair=0.005, adv=6.330, sprd=0.024]
Ep 046/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:48,  1.83it/s, loss=0.646, pair=0.005, adv=6.330, sprd=0.024]
Ep 046/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:48,  1.83it/s, loss=1.516, pair=2.469, adv=5.628, sprd=0.024]
Ep 046/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:42,  1.92it/s, loss=1.516, pair=2.469, adv=5.628, sprd=0.024]
Ep 046/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:42,  1.92it/s, loss=0.664, pair=0.000, adv=6.552, sprd=0.024]
Ep 046/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:50,  1.77it/s, loss=0.664, pair=0.000, adv=6.552, sprd=0.024]
Ep 046/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:50,  1.77it/s, loss=0.637, pair=0.000, adv=4.319, sprd=0.016]
Ep 046/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:41,  1.92it/s, loss=0.637, pair=0.000, adv=4.319, sprd=0.016]
Ep 046/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:41,  1.92it/s, loss=1.072, pair=1.266, adv=5.082, sprd=0.016]
Ep 046/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:46,  1.83it/s, loss=1.072, pair=1.266, adv=5.082, sprd=0.016]
Ep 046/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:46,  1.83it/s, loss=0.615, pair=0.004, adv=4.967, sprd=0.018]
Ep 046/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:39,  1.94it/s, loss=0.615, pair=0.004, adv=4.967, sprd=0.018]
Ep 046/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:39,  1.94it/s, loss=0.629, pair=0.002, adv=5.712, sprd=0.020]
Ep 046/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:44,  1.84it/s, loss=0.629, pair=0.002, adv=5.712, sprd=0.020]
Ep 046/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:44,  1.84it/s, loss=0.625, pair=0.000, adv=5.173, sprd=0.021]
Ep 046/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:39,  1.93it/s, loss=0.625, pair=0.000, adv=5.173, sprd=0.021]
Ep 046/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:39,  1.93it/s, loss=0.636, pair=0.002, adv=5.580, sprd=0.022]
Ep 046/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:42,  1.86it/s, loss=0.636, pair=0.002, adv=5.580, sprd=0.022]
Ep 046/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:42,  1.86it/s, loss=0.663, pair=0.003, adv=5.164, sprd=0.026]
Ep 046/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:34,  1.99it/s, loss=0.663, pair=0.003, adv=5.164, sprd=0.026]
Ep 046/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:34,  1.99it/s, loss=0.629, pair=0.001, adv=4.589, sprd=0.022]
Ep 046/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:35,  1.97it/s, loss=0.629, pair=0.001, adv=4.589, sprd=0.022]
Ep 046/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:35,  1.97it/s, loss=0.620, pair=0.001, adv=6.069, sprd=0.018]
Ep 046/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:29,  2.09it/s, loss=0.620, pair=0.001, adv=6.069, sprd=0.018]
Ep 046/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:29,  2.09it/s, loss=0.679, pair=0.001, adv=5.423, sprd=0.021]
Ep 046/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:31,  2.02it/s, loss=0.679, pair=0.001, adv=5.423, sprd=0.021]
Ep 046/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:31,  2.02it/s, loss=0.617, pair=0.000, adv=4.780, sprd=0.017]
Ep 046/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:26,  2.14it/s, loss=0.617, pair=0.000, adv=4.780, sprd=0.017]
Ep 046/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:26,  2.14it/s, loss=0.643, pair=0.001, adv=4.657, sprd=0.019]
Ep 046/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:33,  1.96it/s, loss=0.643, pair=0.001, adv=4.657, sprd=0.019]
Ep 046/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:33,  1.96it/s, loss=0.624, pair=0.001, adv=6.005, sprd=0.021]
Ep 046/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:28,  2.06it/s, loss=0.624, pair=0.001, adv=6.005, sprd=0.021]
Ep 046/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:28,  2.06it/s, loss=0.676, pair=0.005, adv=4.429, sprd=0.018]
Ep 046/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:30,  2.01it/s, loss=0.676, pair=0.005, adv=4.429, sprd=0.018]
Ep 046/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:30,  2.01it/s, loss=0.703, pair=0.093, adv=3.934, sprd=0.025]
Ep 046/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:24,  2.14it/s, loss=0.703, pair=0.093, adv=3.934, sprd=0.025]
Ep 046/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:24,  2.14it/s, loss=0.596, pair=0.000, adv=4.781, sprd=0.016]
Ep 046/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:28,  2.04it/s, loss=0.596, pair=0.000, adv=4.781, sprd=0.016]
Ep 046/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:28,  2.04it/s, loss=0.639, pair=0.005, adv=4.924, sprd=0.021]
Ep 046/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:23,  2.14it/s, loss=0.639, pair=0.005, adv=4.924, sprd=0.021]
Ep 046/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:23,  2.14it/s, loss=0.652, pair=0.008, adv=4.789, sprd=0.027]
Ep 046/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:28,  2.02it/s, loss=0.652, pair=0.008, adv=4.789, sprd=0.027]
Ep 046/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:28,  2.02it/s, loss=0.649, pair=0.003, adv=4.961, sprd=0.024]
Ep 046/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:23,  2.12it/s, loss=0.649, pair=0.003, adv=4.961, sprd=0.024]
Ep 046/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:23,  2.12it/s, loss=0.641, pair=0.000, adv=5.044, sprd=0.024]
Ep 046/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:28,  1.98it/s, loss=0.641, pair=0.000, adv=5.044, sprd=0.024]
Ep 046/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:28,  1.98it/s, loss=0.631, pair=0.000, adv=5.831, sprd=0.022]
Ep 046/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:24,  2.07it/s, loss=0.631, pair=0.000, adv=5.831, sprd=0.022]
Ep 046/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:24,  2.07it/s, loss=0.625, pair=0.000, adv=5.424, sprd=0.020]
Ep 046/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:27,  2.00it/s, loss=0.625, pair=0.000, adv=5.424, sprd=0.020]
Ep 046/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:27,  2.00it/s, loss=0.650, pair=0.003, adv=4.201, sprd=0.023]
Ep 046/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:22,  2.11it/s, loss=0.650, pair=0.003, adv=4.201, sprd=0.023]
Ep 046/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:22,  2.11it/s, loss=0.599, pair=0.002, adv=4.188, sprd=0.015]
Ep 046/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:25,  2.02it/s, loss=0.599, pair=0.002, adv=4.188, sprd=0.015]
Ep 046/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:25,  2.02it/s, loss=0.636, pair=0.002, adv=5.853, sprd=0.017]
Ep 046/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:18,  2.18it/s, loss=0.636, pair=0.002, adv=5.853, sprd=0.017]
Ep 046/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:18,  2.18it/s, loss=0.684, pair=0.001, adv=4.098, sprd=0.018]
Ep 046/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:21,  2.10it/s, loss=0.684, pair=0.001, adv=4.098, sprd=0.018]
Ep 046/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:21,  2.10it/s, loss=0.618, pair=0.000, adv=4.404, sprd=0.020]
Ep 046/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:17,  2.17it/s, loss=0.618, pair=0.000, adv=4.404, sprd=0.020]
Ep 046/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:17,  2.17it/s, loss=0.604, pair=0.000, adv=5.880, sprd=0.015]
Ep 046/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:22,  2.05it/s, loss=0.604, pair=0.000, adv=5.880, sprd=0.015]
Ep 046/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:22,  2.05it/s, loss=0.633, pair=0.001, adv=3.799, sprd=0.018]
Ep 046/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:16,  2.17it/s, loss=0.633, pair=0.001, adv=3.799, sprd=0.018]
Ep 046/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:16,  2.17it/s, loss=0.660, pair=0.000, adv=4.284, sprd=0.020]
Ep 046/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:19,  2.09it/s, loss=0.660, pair=0.000, adv=4.284, sprd=0.020]
Ep 046/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:19,  2.09it/s, loss=0.622, pair=0.002, adv=4.275, sprd=0.021]
Ep 046/80 [S3:+sens]:  64%|█▎| 288/453 [02:22<01:16,  2.17it/s, loss=0.622, pair=0.002, adv=4.275, sprd=0.021]
Ep 046/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:16,  2.17it/s, loss=0.674, pair=0.000, adv=4.300, sprd=0.027]
Ep 046/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:19,  2.07it/s, loss=0.674, pair=0.000, adv=4.300, sprd=0.027]
Ep 046/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:19,  2.07it/s, loss=0.588, pair=0.001, adv=3.790, sprd=0.013]
Ep 046/80 [S3:+sens]:  64%|█▎| 290/453 [02:23<01:14,  2.19it/s, loss=0.588, pair=0.001, adv=3.790, sprd=0.013]
Ep 046/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:14,  2.19it/s, loss=0.649, pair=0.000, adv=3.887, sprd=0.022]
Ep 046/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:17,  2.08it/s, loss=0.649, pair=0.000, adv=3.887, sprd=0.022]
Ep 046/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:17,  2.08it/s, loss=0.589, pair=0.003, adv=3.195, sprd=0.017]
Ep 046/80 [S3:+sens]:  64%|█▎| 292/453 [02:24<01:13,  2.20it/s, loss=0.589, pair=0.003, adv=3.195, sprd=0.017]
Ep 046/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.20it/s, loss=0.638, pair=0.000, adv=4.601, sprd=0.024]
Ep 046/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:20,  1.99it/s, loss=0.638, pair=0.000, adv=4.601, sprd=0.024]
Ep 046/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:20,  1.99it/s, loss=0.615, pair=0.005, adv=3.814, sprd=0.016]
Ep 046/80 [S3:+sens]:  65%|█▎| 294/453 [02:25<01:14,  2.15it/s, loss=0.615, pair=0.005, adv=3.814, sprd=0.016]
Ep 046/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:14,  2.15it/s, loss=0.648, pair=0.000, adv=4.173, sprd=0.023]
Ep 046/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:17,  2.05it/s, loss=0.648, pair=0.000, adv=4.173, sprd=0.023]
Ep 046/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:17,  2.05it/s, loss=0.636, pair=0.001, adv=6.191, sprd=0.018]
Ep 046/80 [S3:+sens]:  65%|█▎| 296/453 [02:26<01:12,  2.16it/s, loss=0.636, pair=0.001, adv=6.191, sprd=0.018]
Ep 046/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:12,  2.16it/s, loss=0.635, pair=0.003, adv=3.977, sprd=0.019]
Ep 046/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.07it/s, loss=0.635, pair=0.003, adv=3.977, sprd=0.019]
Ep 046/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.07it/s, loss=0.623, pair=0.001, adv=4.732, sprd=0.020]
Ep 046/80 [S3:+sens]:  66%|█▎| 298/453 [02:27<01:11,  2.17it/s, loss=0.623, pair=0.001, adv=4.732, sprd=0.020]
Ep 046/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:11,  2.17it/s, loss=0.611, pair=0.000, adv=3.966, sprd=0.017]
Ep 046/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.07it/s, loss=0.611, pair=0.000, adv=3.966, sprd=0.017]
Ep 046/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.07it/s, loss=1.483, pair=2.334, adv=5.623, sprd=0.031]
Ep 046/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:12,  2.11it/s, loss=1.483, pair=2.334, adv=5.623, sprd=0.031]
Ep 046/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:12,  2.11it/s, loss=0.621, pair=0.017, adv=5.956, sprd=0.015]
Ep 046/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:14,  2.03it/s, loss=0.621, pair=0.017, adv=5.956, sprd=0.015]
Ep 046/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:14,  2.03it/s, loss=0.624, pair=0.005, adv=4.344, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:10,  2.13it/s, loss=0.624, pair=0.005, adv=4.344, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:10,  2.13it/s, loss=0.641, pair=0.017, adv=6.210, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:12,  2.06it/s, loss=0.641, pair=0.017, adv=6.210, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:12,  2.06it/s, loss=0.623, pair=0.003, adv=3.580, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:08,  2.16it/s, loss=0.623, pair=0.003, adv=3.580, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:08,  2.16it/s, loss=0.630, pair=0.012, adv=3.927, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 305/453 [02:30<01:11,  2.08it/s, loss=0.630, pair=0.012, adv=3.927, sprd=0.020]
Ep 046/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:11,  2.08it/s, loss=0.657, pair=0.051, adv=4.446, sprd=0.021]
Ep 046/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:07,  2.18it/s, loss=0.657, pair=0.051, adv=4.446, sprd=0.021]
Ep 046/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:07,  2.18it/s, loss=0.611, pair=0.001, adv=5.206, sprd=0.015]
Ep 046/80 [S3:+sens]:  68%|█▎| 307/453 [02:31<01:09,  2.10it/s, loss=0.611, pair=0.001, adv=5.206, sprd=0.015]
Ep 046/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:09,  2.10it/s, loss=0.626, pair=0.000, adv=4.105, sprd=0.021]
Ep 046/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:06,  2.18it/s, loss=0.626, pair=0.000, adv=4.105, sprd=0.021]
Ep 046/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:06,  2.18it/s, loss=0.666, pair=0.002, adv=5.078, sprd=0.028]
Ep 046/80 [S3:+sens]:  68%|█▎| 309/453 [02:32<01:10,  2.06it/s, loss=0.666, pair=0.002, adv=5.078, sprd=0.028]
Ep 046/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:10,  2.06it/s, loss=0.655, pair=0.002, adv=4.187, sprd=0.024]
Ep 046/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:06,  2.15it/s, loss=0.655, pair=0.002, adv=4.187, sprd=0.024]
Ep 046/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:06,  2.15it/s, loss=0.657, pair=0.005, adv=5.522, sprd=0.021]
Ep 046/80 [S3:+sens]:  69%|█▎| 311/453 [02:33<01:09,  2.06it/s, loss=0.657, pair=0.005, adv=5.522, sprd=0.021]
Ep 046/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:09,  2.06it/s, loss=0.639, pair=0.000, adv=4.288, sprd=0.022]
Ep 046/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:05,  2.14it/s, loss=0.639, pair=0.000, adv=4.288, sprd=0.022]
Ep 046/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:05,  2.14it/s, loss=0.643, pair=0.000, adv=4.304, sprd=0.021]
Ep 046/80 [S3:+sens]:  69%|█▍| 313/453 [02:34<01:08,  2.06it/s, loss=0.643, pair=0.000, adv=4.304, sprd=0.021]
Ep 046/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:08,  2.06it/s, loss=0.629, pair=0.001, adv=5.878, sprd=0.020]
Ep 046/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:04,  2.15it/s, loss=0.629, pair=0.001, adv=5.878, sprd=0.020]
Ep 046/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:04,  2.15it/s, loss=0.631, pair=0.003, adv=3.335, sprd=0.023]
Ep 046/80 [S3:+sens]:  70%|█▍| 315/453 [02:35<01:06,  2.07it/s, loss=0.631, pair=0.003, adv=3.335, sprd=0.023]
Ep 046/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:06,  2.07it/s, loss=0.651, pair=0.008, adv=4.164, sprd=0.020]
Ep 046/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:01,  2.21it/s, loss=0.651, pair=0.008, adv=4.164, sprd=0.020]
Ep 046/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:01,  2.21it/s, loss=0.613, pair=0.005, adv=4.584, sprd=0.019]
Ep 046/80 [S3:+sens]:  70%|█▍| 317/453 [02:36<01:04,  2.10it/s, loss=0.613, pair=0.005, adv=4.584, sprd=0.019]
Ep 046/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:04,  2.10it/s, loss=0.607, pair=0.000, adv=3.197, sprd=0.020]
Ep 046/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:00,  2.23it/s, loss=0.607, pair=0.000, adv=3.197, sprd=0.020]
Ep 046/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:00,  2.23it/s, loss=0.653, pair=0.003, adv=5.294, sprd=0.025]
Ep 046/80 [S3:+sens]:  70%|█▍| 319/453 [02:37<01:03,  2.11it/s, loss=0.653, pair=0.003, adv=5.294, sprd=0.025]
Ep 046/80 [S3:+sens]:  70%|█▍| 319/453 [02:37<01:03,  2.11it/s, loss=0.633, pair=0.002, adv=4.352, sprd=0.023]
Ep 046/80 [S3:+sens]:  71%|█▍| 320/453 [02:37<01:00,  2.18it/s, loss=0.633, pair=0.002, adv=4.352, sprd=0.023]
Ep 046/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:00,  2.18it/s, loss=0.678, pair=0.002, adv=5.586, sprd=0.028]
Ep 046/80 [S3:+sens]:  71%|█▍| 321/453 [02:38<01:07,  1.96it/s, loss=0.678, pair=0.002, adv=5.586, sprd=0.028]
Ep 046/80 [S3:+sens]:  71%|█▍| 321/453 [02:38<01:07,  1.96it/s, loss=0.597, pair=0.004, adv=6.282, sprd=0.013]
Ep 046/80 [S3:+sens]:  71%|█▍| 322/453 [02:38<01:02,  2.11it/s, loss=0.597, pair=0.004, adv=6.282, sprd=0.013]
Ep 046/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:02,  2.11it/s, loss=0.624, pair=0.002, adv=6.810, sprd=0.021]
Ep 046/80 [S3:+sens]:  71%|█▍| 323/453 [02:39<01:05,  1.99it/s, loss=0.624, pair=0.002, adv=6.810, sprd=0.021]
Ep 046/80 [S3:+sens]:  71%|█▍| 323/453 [02:39<01:05,  1.99it/s, loss=0.679, pair=0.006, adv=4.549, sprd=0.029]
Ep 046/80 [S3:+sens]:  72%|█▍| 324/453 [02:39<01:02,  2.08it/s, loss=0.679, pair=0.006, adv=4.549, sprd=0.029]
Ep 046/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<01:02,  2.08it/s, loss=0.656, pair=0.006, adv=4.260, sprd=0.024]
Ep 046/80 [S3:+sens]:  72%|█▍| 325/453 [02:40<01:03,  2.00it/s, loss=0.656, pair=0.006, adv=4.260, sprd=0.024]
Ep 046/80 [S3:+sens]:  72%|█▍| 325/453 [02:40<01:03,  2.00it/s, loss=0.621, pair=0.006, adv=4.502, sprd=0.016]
Ep 046/80 [S3:+sens]:  72%|█▍| 326/453 [02:40<00:58,  2.16it/s, loss=0.621, pair=0.006, adv=4.502, sprd=0.016]
Ep 046/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<00:58,  2.16it/s, loss=0.619, pair=0.006, adv=3.626, sprd=0.016]
Ep 046/80 [S3:+sens]:  72%|█▍| 327/453 [02:41<00:59,  2.12it/s, loss=0.619, pair=0.006, adv=3.626, sprd=0.016]
Ep 046/80 [S3:+sens]:  72%|█▍| 327/453 [02:41<00:59,  2.12it/s, loss=0.635, pair=0.001, adv=5.756, sprd=0.018]
Ep 046/80 [S3:+sens]:  72%|█▍| 328/453 [02:41<00:56,  2.22it/s, loss=0.635, pair=0.001, adv=5.756, sprd=0.018]
Ep 046/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:56,  2.22it/s, loss=0.709, pair=0.003, adv=6.784, sprd=0.026]
Ep 046/80 [S3:+sens]:  73%|█▍| 329/453 [02:42<00:59,  2.08it/s, loss=0.709, pair=0.003, adv=6.784, sprd=0.026]
Ep 046/80 [S3:+sens]:  73%|█▍| 329/453 [02:42<00:59,  2.08it/s, loss=0.612, pair=0.003, adv=5.759, sprd=0.016]
Ep 046/80 [S3:+sens]:  73%|█▍| 330/453 [02:42<00:56,  2.19it/s, loss=0.612, pair=0.003, adv=5.759, sprd=0.016]
Ep 046/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:56,  2.19it/s, loss=0.663, pair=0.005, adv=4.443, sprd=0.026]
Ep 046/80 [S3:+sens]:  73%|█▍| 331/453 [02:43<00:58,  2.09it/s, loss=0.663, pair=0.005, adv=4.443, sprd=0.026]
Ep 046/80 [S3:+sens]:  73%|█▍| 331/453 [02:43<00:58,  2.09it/s, loss=0.625, pair=0.002, adv=5.734, sprd=0.020]
Ep 046/80 [S3:+sens]:  73%|█▍| 332/453 [02:43<00:55,  2.17it/s, loss=0.625, pair=0.002, adv=5.734, sprd=0.020]
Ep 046/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:55,  2.17it/s, loss=0.626, pair=0.001, adv=5.888, sprd=0.016]
Ep 046/80 [S3:+sens]:  74%|█▍| 333/453 [02:44<01:01,  1.95it/s, loss=0.626, pair=0.001, adv=5.888, sprd=0.016]
Ep 046/80 [S3:+sens]:  74%|█▍| 333/453 [02:44<01:01,  1.95it/s, loss=0.637, pair=0.000, adv=5.575, sprd=0.018]
Ep 046/80 [S3:+sens]:  74%|█▍| 334/453 [02:44<00:57,  2.06it/s, loss=0.637, pair=0.000, adv=5.575, sprd=0.018]
Ep 046/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:57,  2.06it/s, loss=0.704, pair=0.010, adv=4.989, sprd=0.033]
Ep 046/80 [S3:+sens]:  74%|█▍| 335/453 [02:45<01:03,  1.87it/s, loss=0.704, pair=0.010, adv=4.989, sprd=0.033]
Ep 046/80 [S3:+sens]:  74%|█▍| 335/453 [02:45<01:03,  1.87it/s, loss=0.623, pair=0.001, adv=4.230, sprd=0.015]
Ep 046/80 [S3:+sens]:  74%|█▍| 336/453 [02:45<00:59,  1.98it/s, loss=0.623, pair=0.001, adv=4.230, sprd=0.015]
Ep 046/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:59,  1.98it/s, loss=0.693, pair=0.009, adv=4.244, sprd=0.021]
Ep 046/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<01:01,  1.88it/s, loss=0.693, pair=0.009, adv=4.244, sprd=0.021]
Ep 046/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<01:01,  1.88it/s, loss=0.613, pair=0.002, adv=4.660, sprd=0.015]
Ep 046/80 [S3:+sens]:  75%|█▍| 338/453 [02:46<00:56,  2.02it/s, loss=0.613, pair=0.002, adv=4.660, sprd=0.015]
Ep 046/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:56,  2.02it/s, loss=0.742, pair=0.006, adv=5.719, sprd=0.032]
Ep 046/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<01:01,  1.86it/s, loss=0.742, pair=0.006, adv=5.719, sprd=0.032]
Ep 046/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<01:01,  1.86it/s, loss=0.751, pair=0.093, adv=4.577, sprd=0.040]
Ep 046/80 [S3:+sens]:  75%|█▌| 340/453 [02:47<00:58,  1.92it/s, loss=0.751, pair=0.093, adv=4.577, sprd=0.040]
Ep 046/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:58,  1.92it/s, loss=0.609, pair=0.002, adv=4.296, sprd=0.016]
Ep 046/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<01:01,  1.82it/s, loss=0.609, pair=0.002, adv=4.296, sprd=0.016]
Ep 046/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<01:01,  1.82it/s, loss=0.644, pair=0.003, adv=3.929, sprd=0.024]
Ep 046/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:57,  1.93it/s, loss=0.644, pair=0.003, adv=3.929, sprd=0.024]
Ep 046/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:57,  1.93it/s, loss=0.654, pair=0.002, adv=3.452, sprd=0.027]
Ep 046/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<01:01,  1.80it/s, loss=0.654, pair=0.002, adv=3.452, sprd=0.027]
Ep 046/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<01:01,  1.80it/s, loss=0.683, pair=0.003, adv=3.734, sprd=0.026]
Ep 046/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:56,  1.93it/s, loss=0.683, pair=0.003, adv=3.734, sprd=0.026]
Ep 046/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:56,  1.93it/s, loss=0.640, pair=0.002, adv=4.522, sprd=0.022]
Ep 046/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<01:00,  1.80it/s, loss=0.640, pair=0.002, adv=4.522, sprd=0.022]
Ep 046/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<01:00,  1.80it/s, loss=0.626, pair=0.008, adv=5.054, sprd=0.017]
Ep 046/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:55,  1.92it/s, loss=0.626, pair=0.008, adv=5.054, sprd=0.017]
Ep 046/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:55,  1.92it/s, loss=0.678, pair=0.006, adv=3.641, sprd=0.019]
Ep 046/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:57,  1.85it/s, loss=0.678, pair=0.006, adv=3.641, sprd=0.019]
Ep 046/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:57,  1.85it/s, loss=0.670, pair=0.000, adv=4.326, sprd=0.022]
Ep 046/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:52,  1.98it/s, loss=0.670, pair=0.000, adv=4.326, sprd=0.022]
Ep 046/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:52,  1.98it/s, loss=0.603, pair=0.001, adv=6.794, sprd=0.017]
Ep 046/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<01:00,  1.71it/s, loss=0.603, pair=0.001, adv=6.794, sprd=0.017]
Ep 046/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<01:00,  1.71it/s, loss=0.663, pair=0.003, adv=4.954, sprd=0.026]
Ep 046/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:56,  1.83it/s, loss=0.663, pair=0.003, adv=4.954, sprd=0.026]
Ep 046/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:56,  1.83it/s, loss=0.614, pair=0.005, adv=6.422, sprd=0.019]
Ep 046/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:57,  1.76it/s, loss=0.614, pair=0.005, adv=6.422, sprd=0.019]
Ep 046/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:57,  1.76it/s, loss=0.587, pair=0.000, adv=5.902, sprd=0.012]
Ep 046/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:53,  1.90it/s, loss=0.587, pair=0.000, adv=5.902, sprd=0.012]
Ep 046/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:53,  1.90it/s, loss=0.680, pair=0.001, adv=6.176, sprd=0.019]
Ep 046/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:55,  1.79it/s, loss=0.680, pair=0.001, adv=6.176, sprd=0.019]
Ep 046/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:55,  1.79it/s, loss=0.680, pair=0.073, adv=6.644, sprd=0.023]
Ep 046/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:51,  1.91it/s, loss=0.680, pair=0.073, adv=6.644, sprd=0.023]
Ep 046/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:51,  1.91it/s, loss=0.635, pair=0.007, adv=4.591, sprd=0.020]
Ep 046/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:54,  1.79it/s, loss=0.635, pair=0.007, adv=4.591, sprd=0.020]
Ep 046/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:54,  1.79it/s, loss=0.612, pair=0.005, adv=6.001, sprd=0.018]
Ep 046/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:51,  1.90it/s, loss=0.612, pair=0.005, adv=6.001, sprd=0.018]
Ep 046/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:51,  1.90it/s, loss=0.598, pair=0.001, adv=6.187, sprd=0.016]
Ep 046/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:54,  1.75it/s, loss=0.598, pair=0.001, adv=6.187, sprd=0.016]
Ep 046/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:54,  1.75it/s, loss=0.716, pair=0.006, adv=4.116, sprd=0.038]
Ep 046/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:51,  1.85it/s, loss=0.716, pair=0.006, adv=4.116, sprd=0.038]
Ep 046/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:51,  1.85it/s, loss=0.668, pair=0.008, adv=5.616, sprd=0.028]
Ep 046/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:54,  1.73it/s, loss=0.668, pair=0.008, adv=5.616, sprd=0.028]
Ep 046/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:54,  1.73it/s, loss=0.612, pair=0.004, adv=6.546, sprd=0.016]
Ep 046/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:50,  1.86it/s, loss=0.612, pair=0.004, adv=6.546, sprd=0.016]
Ep 046/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:50,  1.86it/s, loss=0.637, pair=0.002, adv=4.325, sprd=0.020]
Ep 046/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:51,  1.78it/s, loss=0.637, pair=0.002, adv=4.325, sprd=0.020]
Ep 046/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:51,  1.78it/s, loss=0.632, pair=0.006, adv=4.701, sprd=0.017]
Ep 046/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:46,  1.94it/s, loss=0.632, pair=0.006, adv=4.701, sprd=0.017]
Ep 046/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:46,  1.94it/s, loss=0.637, pair=0.000, adv=5.033, sprd=0.023]
Ep 046/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:47,  1.88it/s, loss=0.637, pair=0.000, adv=5.033, sprd=0.023]
Ep 046/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:47,  1.88it/s, loss=0.629, pair=0.017, adv=3.453, sprd=0.019]
Ep 046/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:43,  2.04it/s, loss=0.629, pair=0.017, adv=3.453, sprd=0.019]
Ep 046/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:43,  2.04it/s, loss=0.611, pair=0.004, adv=5.355, sprd=0.018]
Ep 046/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:43,  2.01it/s, loss=0.611, pair=0.004, adv=5.355, sprd=0.018]
Ep 046/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:43,  2.01it/s, loss=0.676, pair=0.004, adv=5.870, sprd=0.028]
Ep 046/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:41,  2.10it/s, loss=0.676, pair=0.004, adv=5.870, sprd=0.028]
Ep 046/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:41,  2.10it/s, loss=0.621, pair=0.002, adv=4.877, sprd=0.022]
Ep 046/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:42,  2.00it/s, loss=0.621, pair=0.002, adv=4.877, sprd=0.022]
Ep 046/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:42,  2.00it/s, loss=0.672, pair=0.003, adv=6.333, sprd=0.029]
Ep 046/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:40,  2.09it/s, loss=0.672, pair=0.003, adv=6.333, sprd=0.029]
Ep 046/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:40,  2.09it/s, loss=0.601, pair=0.006, adv=5.868, sprd=0.016]
Ep 046/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:42,  2.00it/s, loss=0.601, pair=0.006, adv=5.868, sprd=0.016]
Ep 046/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:42,  2.00it/s, loss=0.638, pair=0.001, adv=3.977, sprd=0.025]
Ep 046/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:39,  2.08it/s, loss=0.638, pair=0.001, adv=3.977, sprd=0.025]
Ep 046/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:39,  2.08it/s, loss=0.641, pair=0.001, adv=3.689, sprd=0.025]
Ep 046/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:41,  1.98it/s, loss=0.641, pair=0.001, adv=3.689, sprd=0.025]
Ep 046/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:41,  1.98it/s, loss=0.609, pair=0.001, adv=4.476, sprd=0.016]
Ep 046/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:38,  2.11it/s, loss=0.609, pair=0.001, adv=4.476, sprd=0.016]
Ep 046/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:38,  2.11it/s, loss=0.668, pair=0.008, adv=4.275, sprd=0.016]
Ep 046/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:39,  2.03it/s, loss=0.668, pair=0.008, adv=4.275, sprd=0.016]
Ep 046/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:39,  2.03it/s, loss=0.622, pair=0.012, adv=5.764, sprd=0.017]
Ep 046/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:36,  2.15it/s, loss=0.622, pair=0.012, adv=5.764, sprd=0.017]
Ep 046/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.15it/s, loss=0.644, pair=0.003, adv=4.695, sprd=0.025]
Ep 046/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.05it/s, loss=0.644, pair=0.003, adv=4.695, sprd=0.025]
Ep 046/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.05it/s, loss=0.627, pair=0.006, adv=5.781, sprd=0.017]
Ep 046/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:35,  2.18it/s, loss=0.627, pair=0.006, adv=5.781, sprd=0.017]
Ep 046/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:35,  2.18it/s, loss=0.594, pair=0.002, adv=4.235, sprd=0.016]
Ep 046/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.07it/s, loss=0.594, pair=0.002, adv=4.235, sprd=0.016]
Ep 046/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.07it/s, loss=0.589, pair=0.005, adv=5.708, sprd=0.013]
Ep 046/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:34,  2.18it/s, loss=0.589, pair=0.005, adv=5.708, sprd=0.013]
Ep 046/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:34,  2.18it/s, loss=0.655, pair=0.003, adv=3.888, sprd=0.022]
Ep 046/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:37,  1.97it/s, loss=0.655, pair=0.003, adv=3.888, sprd=0.022]
Ep 046/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:37,  1.97it/s, loss=0.613, pair=0.001, adv=4.940, sprd=0.019]
Ep 046/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:35,  2.07it/s, loss=0.613, pair=0.001, adv=4.940, sprd=0.019]
Ep 046/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:35,  2.07it/s, loss=0.661, pair=0.001, adv=4.770, sprd=0.027]
Ep 046/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:36,  1.99it/s, loss=0.661, pair=0.001, adv=4.770, sprd=0.027]
Ep 046/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:36,  1.99it/s, loss=0.630, pair=0.002, adv=4.719, sprd=0.021]
Ep 046/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:33,  2.09it/s, loss=0.630, pair=0.002, adv=4.719, sprd=0.021]
Ep 046/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.09it/s, loss=0.608, pair=0.008, adv=5.080, sprd=0.013]
Ep 046/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:33,  2.07it/s, loss=0.608, pair=0.008, adv=5.080, sprd=0.013]
Ep 046/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:33,  2.07it/s, loss=0.629, pair=0.003, adv=3.416, sprd=0.020]
Ep 046/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:31,  2.19it/s, loss=0.629, pair=0.003, adv=3.416, sprd=0.020]
Ep 046/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:31,  2.19it/s, loss=0.657, pair=0.004, adv=6.701, sprd=0.025]
Ep 046/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.06it/s, loss=0.657, pair=0.004, adv=6.701, sprd=0.025]
Ep 046/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.06it/s, loss=0.629, pair=0.002, adv=6.944, sprd=0.021]
Ep 046/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:31,  2.14it/s, loss=0.629, pair=0.002, adv=6.944, sprd=0.021]
Ep 046/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.14it/s, loss=0.656, pair=0.000, adv=4.761, sprd=0.024]
Ep 046/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:32,  2.03it/s, loss=0.656, pair=0.000, adv=4.761, sprd=0.024]
Ep 046/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:32,  2.03it/s, loss=0.633, pair=0.001, adv=4.277, sprd=0.019]
Ep 046/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:30,  2.16it/s, loss=0.633, pair=0.001, adv=4.277, sprd=0.019]
Ep 046/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:30,  2.16it/s, loss=0.668, pair=0.000, adv=5.060, sprd=0.027]
Ep 046/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:31,  2.05it/s, loss=0.668, pair=0.000, adv=5.060, sprd=0.027]
Ep 046/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:31,  2.05it/s, loss=0.583, pair=0.005, adv=4.110, sprd=0.013]
Ep 046/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:28,  2.20it/s, loss=0.583, pair=0.005, adv=4.110, sprd=0.013]
Ep 046/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:28,  2.20it/s, loss=0.643, pair=0.000, adv=5.316, sprd=0.022]
Ep 046/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:29,  2.10it/s, loss=0.643, pair=0.000, adv=5.316, sprd=0.022]
Ep 046/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.10it/s, loss=0.633, pair=0.004, adv=3.993, sprd=0.019]
Ep 046/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:27,  2.21it/s, loss=0.633, pair=0.004, adv=3.993, sprd=0.019]
Ep 046/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:27,  2.21it/s, loss=0.688, pair=0.003, adv=3.798, sprd=0.021]
Ep 046/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:28,  2.13it/s, loss=0.688, pair=0.003, adv=3.798, sprd=0.021]
Ep 046/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.13it/s, loss=0.639, pair=0.000, adv=4.863, sprd=0.019]
Ep 046/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:26,  2.23it/s, loss=0.639, pair=0.000, adv=4.863, sprd=0.019]
Ep 046/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:26,  2.23it/s, loss=0.627, pair=0.001, adv=5.248, sprd=0.020]
Ep 046/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:27,  2.08it/s, loss=0.627, pair=0.001, adv=5.248, sprd=0.020]
Ep 046/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.08it/s, loss=0.608, pair=0.002, adv=5.787, sprd=0.016]
Ep 046/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.18it/s, loss=0.608, pair=0.002, adv=5.787, sprd=0.016]
Ep 046/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.18it/s, loss=0.660, pair=0.004, adv=4.424, sprd=0.022]
Ep 046/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:26,  2.10it/s, loss=0.660, pair=0.004, adv=4.424, sprd=0.022]
Ep 046/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:26,  2.10it/s, loss=0.610, pair=0.002, adv=4.611, sprd=0.018]
Ep 046/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.18it/s, loss=0.610, pair=0.002, adv=4.611, sprd=0.018]
Ep 046/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.18it/s, loss=0.641, pair=0.002, adv=4.660, sprd=0.020]
Ep 046/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:25,  2.11it/s, loss=0.641, pair=0.002, adv=4.660, sprd=0.020]
Ep 046/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:25,  2.11it/s, loss=0.650, pair=0.001, adv=5.540, sprd=0.026]
Ep 046/80 [S3:+sens]:  88%|█▊| 400/453 [03:17<00:24,  2.17it/s, loss=0.650, pair=0.001, adv=5.540, sprd=0.026]
Ep 046/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.17it/s, loss=0.658, pair=0.003, adv=3.937, sprd=0.024]
Ep 046/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:24,  2.09it/s, loss=0.658, pair=0.003, adv=3.937, sprd=0.024]
Ep 046/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:24,  2.09it/s, loss=0.600, pair=0.000, adv=4.057, sprd=0.016]
Ep 046/80 [S3:+sens]:  89%|█▊| 402/453 [03:18<00:23,  2.20it/s, loss=0.600, pair=0.000, adv=4.057, sprd=0.016]
Ep 046/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.20it/s, loss=0.676, pair=0.001, adv=4.278, sprd=0.027]
Ep 046/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:25,  1.98it/s, loss=0.676, pair=0.001, adv=4.278, sprd=0.027]
Ep 046/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:25,  1.98it/s, loss=0.652, pair=0.002, adv=4.728, sprd=0.027]
Ep 046/80 [S3:+sens]:  89%|█▊| 404/453 [03:19<00:23,  2.07it/s, loss=0.652, pair=0.002, adv=4.728, sprd=0.027]
Ep 046/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:23,  2.07it/s, loss=0.654, pair=0.000, adv=3.880, sprd=0.024]
Ep 046/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.01it/s, loss=0.654, pair=0.000, adv=3.880, sprd=0.024]
Ep 046/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.01it/s, loss=0.675, pair=0.000, adv=5.403, sprd=0.029]
Ep 046/80 [S3:+sens]:  90%|█▊| 406/453 [03:20<00:22,  2.11it/s, loss=0.675, pair=0.000, adv=5.403, sprd=0.029]
Ep 046/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:22,  2.11it/s, loss=0.625, pair=0.002, adv=5.088, sprd=0.019]
Ep 046/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.05it/s, loss=0.625, pair=0.002, adv=5.088, sprd=0.019]
Ep 046/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.05it/s, loss=0.613, pair=0.001, adv=4.780, sprd=0.017]
Ep 046/80 [S3:+sens]:  90%|█▊| 408/453 [03:21<00:20,  2.16it/s, loss=0.613, pair=0.001, adv=4.780, sprd=0.017]
Ep 046/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:20,  2.16it/s, loss=0.640, pair=0.001, adv=4.955, sprd=0.020]
Ep 046/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:20,  2.11it/s, loss=0.640, pair=0.001, adv=4.955, sprd=0.020]
Ep 046/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:20,  2.11it/s, loss=0.670, pair=0.000, adv=6.722, sprd=0.025]
Ep 046/80 [S3:+sens]:  91%|█▊| 410/453 [03:22<00:19,  2.19it/s, loss=0.670, pair=0.000, adv=6.722, sprd=0.025]
Ep 046/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:19,  2.19it/s, loss=0.584, pair=0.001, adv=5.415, sprd=0.011]
Ep 046/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:19,  2.12it/s, loss=0.584, pair=0.001, adv=5.415, sprd=0.011]
Ep 046/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:19,  2.12it/s, loss=0.637, pair=0.001, adv=4.204, sprd=0.026]
Ep 046/80 [S3:+sens]:  91%|█▊| 412/453 [03:23<00:18,  2.16it/s, loss=0.637, pair=0.001, adv=4.204, sprd=0.026]
Ep 046/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:18,  2.16it/s, loss=0.619, pair=0.002, adv=4.087, sprd=0.017]
Ep 046/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:18,  2.11it/s, loss=0.619, pair=0.002, adv=4.087, sprd=0.017]
Ep 046/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:18,  2.11it/s, loss=0.654, pair=0.005, adv=5.840, sprd=0.020]
Ep 046/80 [S3:+sens]:  91%|█▊| 414/453 [03:24<00:17,  2.24it/s, loss=0.654, pair=0.005, adv=5.840, sprd=0.020]
Ep 046/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:17,  2.24it/s, loss=0.621, pair=0.004, adv=7.541, sprd=0.016]
Ep 046/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:17,  2.12it/s, loss=0.621, pair=0.004, adv=7.541, sprd=0.016]
Ep 046/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:17,  2.12it/s, loss=0.632, pair=0.007, adv=5.358, sprd=0.025]
Ep 046/80 [S3:+sens]:  92%|█▊| 416/453 [03:25<00:17,  2.16it/s, loss=0.632, pair=0.007, adv=5.358, sprd=0.025]
Ep 046/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.16it/s, loss=0.670, pair=0.002, adv=3.994, sprd=0.029]
Ep 046/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.05it/s, loss=0.670, pair=0.002, adv=3.994, sprd=0.029]
Ep 046/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.05it/s, loss=0.593, pair=0.002, adv=4.638, sprd=0.013]
Ep 046/80 [S3:+sens]:  92%|█▊| 418/453 [03:26<00:16,  2.16it/s, loss=0.593, pair=0.002, adv=4.638, sprd=0.013]
Ep 046/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.16it/s, loss=0.633, pair=0.001, adv=3.998, sprd=0.023]
Ep 046/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.05it/s, loss=0.633, pair=0.001, adv=3.998, sprd=0.023]
Ep 046/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.05it/s, loss=0.613, pair=0.002, adv=4.694, sprd=0.021]
Ep 046/80 [S3:+sens]:  93%|█▊| 420/453 [03:27<00:15,  2.13it/s, loss=0.613, pair=0.002, adv=4.694, sprd=0.021]
Ep 046/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.13it/s, loss=0.618, pair=0.002, adv=5.102, sprd=0.020]
Ep 046/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.04it/s, loss=0.618, pair=0.002, adv=5.102, sprd=0.020]
Ep 046/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.04it/s, loss=0.632, pair=0.003, adv=4.527, sprd=0.020]
Ep 046/80 [S3:+sens]:  93%|█▊| 422/453 [03:28<00:14,  2.17it/s, loss=0.632, pair=0.003, adv=4.527, sprd=0.020]
Ep 046/80 [S3:+sens]:  93%|█▊| 422/453 [03:28<00:14,  2.17it/s, loss=0.706, pair=0.002, adv=4.147, sprd=0.025]
Ep 046/80 [S3:+sens]:  93%|█▊| 423/453 [03:28<00:14,  2.08it/s, loss=0.706, pair=0.002, adv=4.147, sprd=0.025]
Ep 046/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.08it/s, loss=0.594, pair=0.004, adv=5.061, sprd=0.017]
Ep 046/80 [S3:+sens]:  94%|█▊| 424/453 [03:29<00:13,  2.17it/s, loss=0.594, pair=0.004, adv=5.061, sprd=0.017]
Ep 046/80 [S3:+sens]:  94%|█▊| 424/453 [03:29<00:13,  2.17it/s, loss=0.773, pair=0.415, adv=4.600, sprd=0.021]
Ep 046/80 [S3:+sens]:  94%|█▉| 425/453 [03:29<00:13,  2.08it/s, loss=0.773, pair=0.415, adv=4.600, sprd=0.021]
Ep 046/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.08it/s, loss=0.665, pair=0.008, adv=5.130, sprd=0.023]
Ep 046/80 [S3:+sens]:  94%|█▉| 426/453 [03:30<00:12,  2.18it/s, loss=0.665, pair=0.008, adv=5.130, sprd=0.023]
Ep 046/80 [S3:+sens]:  94%|█▉| 426/453 [03:30<00:12,  2.18it/s, loss=0.663, pair=0.001, adv=6.049, sprd=0.029]
Ep 046/80 [S3:+sens]:  94%|█▉| 427/453 [03:30<00:12,  2.05it/s, loss=0.663, pair=0.001, adv=6.049, sprd=0.029]
Ep 046/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.05it/s, loss=0.609, pair=0.004, adv=3.725, sprd=0.017]
Ep 046/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.14it/s, loss=0.609, pair=0.004, adv=3.725, sprd=0.017]
Ep 046/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.14it/s, loss=0.656, pair=0.004, adv=3.254, sprd=0.028]
Ep 046/80 [S3:+sens]:  95%|█▉| 429/453 [03:31<00:11,  2.07it/s, loss=0.656, pair=0.004, adv=3.254, sprd=0.028]
Ep 046/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:11,  2.07it/s, loss=0.625, pair=0.001, adv=5.003, sprd=0.020]
Ep 046/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.16it/s, loss=0.625, pair=0.001, adv=5.003, sprd=0.020]
Ep 046/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.16it/s, loss=0.618, pair=0.002, adv=5.452, sprd=0.020]
Ep 046/80 [S3:+sens]:  95%|█▉| 431/453 [03:32<00:11,  1.91it/s, loss=0.618, pair=0.002, adv=5.452, sprd=0.020]
Ep 046/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:11,  1.91it/s, loss=0.665, pair=0.000, adv=3.897, sprd=0.029]
Ep 046/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:10,  1.99it/s, loss=0.665, pair=0.000, adv=3.897, sprd=0.029]
Ep 046/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:10,  1.99it/s, loss=0.614, pair=0.000, adv=5.390, sprd=0.018]
Ep 046/80 [S3:+sens]:  96%|█▉| 433/453 [03:33<00:10,  1.86it/s, loss=0.614, pair=0.000, adv=5.390, sprd=0.018]
Ep 046/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:10,  1.86it/s, loss=0.573, pair=0.001, adv=4.452, sprd=0.012]
Ep 046/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:09,  1.98it/s, loss=0.573, pair=0.001, adv=4.452, sprd=0.012]
Ep 046/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:09,  1.98it/s, loss=0.619, pair=0.006, adv=6.037, sprd=0.017]
Ep 046/80 [S3:+sens]:  96%|█▉| 435/453 [03:34<00:09,  1.84it/s, loss=0.619, pair=0.006, adv=6.037, sprd=0.017]
Ep 046/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:09,  1.84it/s, loss=0.653, pair=0.002, adv=5.458, sprd=0.024]
Ep 046/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:08,  1.95it/s, loss=0.653, pair=0.002, adv=5.458, sprd=0.024]
Ep 046/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:08,  1.95it/s, loss=0.608, pair=0.003, adv=5.673, sprd=0.015]
Ep 046/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:08,  1.86it/s, loss=0.608, pair=0.003, adv=5.673, sprd=0.015]
Ep 046/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:08,  1.86it/s, loss=0.640, pair=0.000, adv=4.271, sprd=0.025]
Ep 046/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:07,  1.93it/s, loss=0.640, pair=0.000, adv=4.271, sprd=0.025]
Ep 046/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:07,  1.93it/s, loss=0.648, pair=0.001, adv=4.583, sprd=0.019]
Ep 046/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:07,  1.85it/s, loss=0.648, pair=0.001, adv=4.583, sprd=0.019]
Ep 046/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:07,  1.85it/s, loss=0.665, pair=0.000, adv=6.218, sprd=0.028]
Ep 046/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:06,  1.93it/s, loss=0.665, pair=0.000, adv=6.218, sprd=0.028]
Ep 046/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  1.93it/s, loss=0.664, pair=0.000, adv=6.020, sprd=0.027]
Ep 046/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:06,  1.78it/s, loss=0.664, pair=0.000, adv=6.020, sprd=0.027]
Ep 046/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:06,  1.78it/s, loss=0.684, pair=0.000, adv=4.939, sprd=0.027]
Ep 046/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  1.91it/s, loss=0.684, pair=0.000, adv=4.939, sprd=0.027]
Ep 046/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  1.91it/s, loss=0.606, pair=0.010, adv=6.426, sprd=0.015]
Ep 046/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:05,  1.81it/s, loss=0.606, pair=0.010, adv=6.426, sprd=0.015]
Ep 046/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:05,  1.81it/s, loss=0.622, pair=0.001, adv=6.339, sprd=0.022]
Ep 046/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  1.90it/s, loss=0.622, pair=0.001, adv=6.339, sprd=0.022]
Ep 046/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  1.90it/s, loss=0.662, pair=0.004, adv=4.581, sprd=0.019]
Ep 046/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:04,  1.77it/s, loss=0.662, pair=0.004, adv=4.581, sprd=0.019]
Ep 046/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:04,  1.77it/s, loss=0.652, pair=0.000, adv=4.665, sprd=0.018]
Ep 046/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  1.92it/s, loss=0.652, pair=0.000, adv=4.665, sprd=0.018]
Ep 046/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  1.92it/s, loss=0.629, pair=0.000, adv=5.119, sprd=0.021]
Ep 046/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:03,  1.81it/s, loss=0.629, pair=0.000, adv=5.119, sprd=0.021]
Ep 046/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:03,  1.81it/s, loss=0.626, pair=0.001, adv=5.685, sprd=0.016]
Ep 046/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  1.96it/s, loss=0.626, pair=0.001, adv=5.685, sprd=0.016]
Ep 046/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  1.96it/s, loss=0.674, pair=0.002, adv=5.955, sprd=0.029]
Ep 046/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:02,  1.81it/s, loss=0.674, pair=0.002, adv=5.955, sprd=0.029]
Ep 046/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:02,  1.81it/s, loss=0.629, pair=0.001, adv=6.153, sprd=0.018]
Ep 046/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  1.94it/s, loss=0.629, pair=0.001, adv=6.153, sprd=0.018]
Ep 046/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  1.94it/s, loss=0.604, pair=0.001, adv=5.178, sprd=0.016]
Ep 046/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:01,  1.83it/s, loss=0.604, pair=0.001, adv=5.178, sprd=0.016]
Ep 046/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:01,  1.83it/s, loss=0.660, pair=0.012, adv=4.343, sprd=0.031]
Ep 046/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  1.91it/s, loss=0.660, pair=0.012, adv=4.343, sprd=0.031]
Ep 046/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  1.91it/s, loss=0.629, pair=0.009, adv=5.280, sprd=0.020]
Ep 046/80 [S3:+sens]: 100%|██| 453/453 [03:44<00:00,  1.81it/s, loss=0.629, pair=0.009, adv=5.280, sprd=0.020]
                                                                                                              
Epoch 046/80 [S3:+sens]  loss=0.6633  mat=0.2706  sens=1.1179  pair=0.0809  adv=4.8334(rand=3.47)  deg=0.0054  orth=0.0019  spread=0.0206  q_mean=51.9  q_std=19.2  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=4.32e-05  225s

Ep 047/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 047/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.646, pair=0.014, adv=4.989, sprd=0.024]
Ep 047/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:18,  1.24s/it, loss=0.646, pair=0.014, adv=4.989, sprd=0.024]
Ep 047/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:18,  1.24s/it, loss=0.669, pair=0.002, adv=5.049, sprd=0.026]
Ep 047/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:48,  1.30it/s, loss=0.669, pair=0.002, adv=5.049, sprd=0.026]
Ep 047/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:48,  1.30it/s, loss=0.671, pair=0.000, adv=4.544, sprd=0.017]
Ep 047/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:16,  1.42it/s, loss=0.671, pair=0.000, adv=4.544, sprd=0.017]
Ep 047/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:16,  1.42it/s, loss=0.616, pair=0.001, adv=4.984, sprd=0.017]
Ep 047/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:28,  1.67it/s, loss=0.616, pair=0.001, adv=4.984, sprd=0.017]
Ep 047/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:28,  1.67it/s, loss=0.623, pair=0.001, adv=5.284, sprd=0.020]
Ep 047/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:52,  1.53it/s, loss=0.623, pair=0.001, adv=5.284, sprd=0.020]
Ep 047/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:52,  1.53it/s, loss=0.633, pair=0.003, adv=5.401, sprd=0.025]
Ep 047/80 [S3:+sens]:   1%|    | 6/453 [00:03<04:21,  1.71it/s, loss=0.633, pair=0.003, adv=5.401, sprd=0.025]
Ep 047/80 [S3:+sens]:   1%|    | 6/453 [00:04<04:21,  1.71it/s, loss=0.654, pair=0.002, adv=4.583, sprd=0.022]
Ep 047/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:10,  1.78it/s, loss=0.654, pair=0.002, adv=4.583, sprd=0.022]
Ep 047/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:10,  1.78it/s, loss=0.661, pair=0.002, adv=6.222, sprd=0.025]
Ep 047/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:49,  1.94it/s, loss=0.661, pair=0.002, adv=6.222, sprd=0.025]
Ep 047/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:49,  1.94it/s, loss=0.663, pair=0.008, adv=5.543, sprd=0.025]
Ep 047/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:50,  1.93it/s, loss=0.663, pair=0.008, adv=5.543, sprd=0.025]
Ep 047/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:50,  1.93it/s, loss=0.603, pair=0.001, adv=5.378, sprd=0.013]
Ep 047/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:32,  2.08it/s, loss=0.603, pair=0.001, adv=5.378, sprd=0.013]
Ep 047/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:32,  2.08it/s, loss=0.690, pair=0.002, adv=3.675, sprd=0.022]
Ep 047/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:38,  2.02it/s, loss=0.690, pair=0.002, adv=3.675, sprd=0.022]
Ep 047/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:38,  2.02it/s, loss=0.638, pair=0.002, adv=5.640, sprd=0.018]
Ep 047/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:25,  2.15it/s, loss=0.638, pair=0.002, adv=5.640, sprd=0.018]
Ep 047/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:25,  2.15it/s, loss=0.640, pair=0.000, adv=4.767, sprd=0.021]
Ep 047/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.640, pair=0.000, adv=4.767, sprd=0.021]
Ep 047/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.640, pair=0.003, adv=4.912, sprd=0.022]
Ep 047/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.640, pair=0.003, adv=4.912, sprd=0.022]
Ep 047/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:22,  2.17it/s, loss=0.668, pair=0.002, adv=4.425, sprd=0.028]
Ep 047/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:32,  2.06it/s, loss=0.668, pair=0.002, adv=4.425, sprd=0.028]
Ep 047/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:32,  2.06it/s, loss=0.620, pair=0.002, adv=5.077, sprd=0.018]
Ep 047/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.620, pair=0.002, adv=5.077, sprd=0.018]
Ep 047/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:22,  2.16it/s, loss=0.654, pair=0.003, adv=4.816, sprd=0.024]
Ep 047/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:30,  2.07it/s, loss=0.654, pair=0.003, adv=4.816, sprd=0.024]
Ep 047/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:30,  2.07it/s, loss=0.605, pair=0.003, adv=4.166, sprd=0.014]
Ep 047/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:14,  2.24it/s, loss=0.605, pair=0.003, adv=4.166, sprd=0.014]
Ep 047/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:14,  2.24it/s, loss=0.615, pair=0.000, adv=5.533, sprd=0.017]
Ep 047/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:23,  2.13it/s, loss=0.615, pair=0.000, adv=5.533, sprd=0.017]
Ep 047/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:23,  2.13it/s, loss=0.657, pair=0.000, adv=3.615, sprd=0.027]
Ep 047/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:17,  2.19it/s, loss=0.657, pair=0.000, adv=3.615, sprd=0.027]
Ep 047/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:17,  2.19it/s, loss=0.713, pair=0.000, adv=4.381, sprd=0.023]
Ep 047/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:25,  2.10it/s, loss=0.713, pair=0.000, adv=4.381, sprd=0.023]
Ep 047/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:25,  2.10it/s, loss=1.469, pair=2.475, adv=4.959, sprd=0.017]
Ep 047/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=1.469, pair=2.475, adv=4.959, sprd=0.017]
Ep 047/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.620, pair=0.000, adv=5.463, sprd=0.017]
Ep 047/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:23,  2.11it/s, loss=0.620, pair=0.000, adv=5.463, sprd=0.017]
Ep 047/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:23,  2.11it/s, loss=0.622, pair=0.001, adv=4.979, sprd=0.020]
Ep 047/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.19it/s, loss=0.622, pair=0.001, adv=4.979, sprd=0.020]
Ep 047/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.19it/s, loss=0.621, pair=0.004, adv=4.445, sprd=0.017]
Ep 047/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:21,  2.13it/s, loss=0.621, pair=0.004, adv=4.445, sprd=0.017]
Ep 047/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:21,  2.13it/s, loss=0.611, pair=0.010, adv=5.028, sprd=0.016]
Ep 047/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:10,  2.24it/s, loss=0.611, pair=0.010, adv=5.028, sprd=0.016]
Ep 047/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:10,  2.24it/s, loss=0.612, pair=0.005, adv=4.029, sprd=0.018]
Ep 047/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:22,  2.11it/s, loss=0.612, pair=0.005, adv=4.029, sprd=0.018]
Ep 047/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:22,  2.11it/s, loss=0.626, pair=0.005, adv=3.903, sprd=0.016]
Ep 047/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:11,  2.22it/s, loss=0.626, pair=0.005, adv=3.903, sprd=0.016]
Ep 047/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:11,  2.22it/s, loss=0.650, pair=0.002, adv=6.046, sprd=0.021]
Ep 047/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:19,  2.13it/s, loss=0.650, pair=0.002, adv=6.046, sprd=0.021]
Ep 047/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:19,  2.13it/s, loss=0.642, pair=0.006, adv=4.285, sprd=0.021]
Ep 047/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:11,  2.21it/s, loss=0.642, pair=0.006, adv=4.285, sprd=0.021]
Ep 047/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:11,  2.21it/s, loss=0.621, pair=0.002, adv=6.327, sprd=0.019]
Ep 047/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:20,  2.10it/s, loss=0.621, pair=0.002, adv=6.327, sprd=0.019]
Ep 047/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:20,  2.10it/s, loss=0.616, pair=0.003, adv=5.003, sprd=0.017]
Ep 047/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:10,  2.20it/s, loss=0.616, pair=0.003, adv=5.003, sprd=0.017]
Ep 047/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:10,  2.20it/s, loss=0.642, pair=0.002, adv=4.231, sprd=0.019]
Ep 047/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.09it/s, loss=0.642, pair=0.002, adv=4.231, sprd=0.019]
Ep 047/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:20,  2.09it/s, loss=0.630, pair=0.000, adv=7.720, sprd=0.021]
Ep 047/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:23,  2.06it/s, loss=0.630, pair=0.000, adv=7.720, sprd=0.021]
Ep 047/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:23,  2.06it/s, loss=0.626, pair=0.001, adv=5.811, sprd=0.019]
Ep 047/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:31,  1.98it/s, loss=0.626, pair=0.001, adv=5.811, sprd=0.019]
Ep 047/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:31,  1.98it/s, loss=0.619, pair=0.000, adv=4.737, sprd=0.018]
Ep 047/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:18,  2.10it/s, loss=0.619, pair=0.000, adv=4.737, sprd=0.018]
Ep 047/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:18,  2.10it/s, loss=0.703, pair=0.166, adv=4.721, sprd=0.025]
Ep 047/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.703, pair=0.166, adv=4.721, sprd=0.025]
Ep 047/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.642, pair=0.001, adv=4.780, sprd=0.023]
Ep 047/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:15,  2.12it/s, loss=0.642, pair=0.001, adv=4.780, sprd=0.023]
Ep 047/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:15,  2.12it/s, loss=0.628, pair=0.002, adv=5.445, sprd=0.020]
Ep 047/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.03it/s, loss=0.628, pair=0.002, adv=5.445, sprd=0.020]
Ep 047/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.03it/s, loss=0.620, pair=0.008, adv=4.348, sprd=0.015]
Ep 047/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:10,  2.17it/s, loss=0.620, pair=0.008, adv=4.348, sprd=0.015]
Ep 047/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:10,  2.17it/s, loss=0.634, pair=0.000, adv=6.106, sprd=0.016]
Ep 047/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:17,  2.09it/s, loss=0.634, pair=0.000, adv=6.106, sprd=0.016]
Ep 047/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:17,  2.09it/s, loss=0.630, pair=0.000, adv=5.830, sprd=0.022]
Ep 047/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.16it/s, loss=0.630, pair=0.000, adv=5.830, sprd=0.022]
Ep 047/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:10,  2.16it/s, loss=0.610, pair=0.000, adv=5.020, sprd=0.018]
Ep 047/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.03it/s, loss=0.610, pair=0.000, adv=5.020, sprd=0.018]
Ep 047/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.03it/s, loss=0.606, pair=0.001, adv=6.178, sprd=0.013]
Ep 047/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.606, pair=0.001, adv=6.178, sprd=0.013]
Ep 047/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:08,  2.17it/s, loss=0.626, pair=0.000, adv=6.138, sprd=0.020]
Ep 047/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:17,  2.07it/s, loss=0.626, pair=0.000, adv=6.138, sprd=0.020]
Ep 047/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:17,  2.07it/s, loss=0.618, pair=0.000, adv=5.654, sprd=0.017]
Ep 047/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.18it/s, loss=0.618, pair=0.000, adv=5.654, sprd=0.017]
Ep 047/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:06,  2.18it/s, loss=0.599, pair=0.000, adv=5.442, sprd=0.017]
Ep 047/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.599, pair=0.000, adv=5.442, sprd=0.017]
Ep 047/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.789, pair=0.460, adv=4.975, sprd=0.019]
Ep 047/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.789, pair=0.460, adv=4.975, sprd=0.019]
Ep 047/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:08,  2.15it/s, loss=0.669, pair=0.001, adv=3.989, sprd=0.026]
Ep 047/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.07it/s, loss=0.669, pair=0.001, adv=3.989, sprd=0.026]
Ep 047/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.07it/s, loss=0.663, pair=0.001, adv=4.957, sprd=0.025]
Ep 047/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:07,  2.15it/s, loss=0.663, pair=0.001, adv=4.957, sprd=0.025]
Ep 047/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:07,  2.15it/s, loss=0.689, pair=0.006, adv=5.706, sprd=0.019]
Ep 047/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.689, pair=0.006, adv=5.706, sprd=0.019]
Ep 047/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.655, pair=0.002, adv=4.884, sprd=0.023]
Ep 047/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:04,  2.17it/s, loss=0.655, pair=0.002, adv=4.884, sprd=0.023]
Ep 047/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:04,  2.17it/s, loss=0.670, pair=0.001, adv=5.397, sprd=0.023]
Ep 047/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.670, pair=0.001, adv=5.397, sprd=0.023]
Ep 047/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.646, pair=0.002, adv=4.055, sprd=0.024]
Ep 047/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:03,  2.17it/s, loss=0.646, pair=0.002, adv=4.055, sprd=0.024]
Ep 047/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:03,  2.17it/s, loss=0.630, pair=0.003, adv=4.318, sprd=0.020]
Ep 047/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:09,  2.10it/s, loss=0.630, pair=0.003, adv=4.318, sprd=0.020]
Ep 047/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:09,  2.10it/s, loss=0.649, pair=0.004, adv=3.947, sprd=0.023]
Ep 047/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:12,  2.06it/s, loss=0.649, pair=0.004, adv=3.947, sprd=0.023]
Ep 047/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:12,  2.06it/s, loss=0.719, pair=0.003, adv=4.036, sprd=0.029]
Ep 047/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:18,  2.00it/s, loss=0.719, pair=0.003, adv=4.036, sprd=0.029]
Ep 047/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:18,  2.00it/s, loss=0.635, pair=0.003, adv=4.424, sprd=0.023]
Ep 047/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:08,  2.09it/s, loss=0.635, pair=0.003, adv=4.424, sprd=0.023]
Ep 047/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:08,  2.09it/s, loss=0.639, pair=0.003, adv=4.514, sprd=0.014]
Ep 047/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:11,  2.06it/s, loss=0.639, pair=0.003, adv=4.514, sprd=0.014]
Ep 047/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:11,  2.06it/s, loss=0.683, pair=0.019, adv=3.998, sprd=0.031]
Ep 047/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:03,  2.15it/s, loss=0.683, pair=0.019, adv=3.998, sprd=0.031]
Ep 047/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:03,  2.15it/s, loss=0.639, pair=0.002, adv=4.481, sprd=0.020]
Ep 047/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:08,  2.08it/s, loss=0.639, pair=0.002, adv=4.481, sprd=0.020]
Ep 047/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.652, pair=0.001, adv=5.298, sprd=0.023]
Ep 047/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.652, pair=0.001, adv=5.298, sprd=0.023]
Ep 047/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.696, pair=0.000, adv=5.006, sprd=0.021]
Ep 047/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:07,  2.08it/s, loss=0.696, pair=0.000, adv=5.006, sprd=0.021]
Ep 047/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:07,  2.08it/s, loss=0.691, pair=0.001, adv=4.869, sprd=0.032]
Ep 047/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:00,  2.15it/s, loss=0.691, pair=0.001, adv=4.869, sprd=0.032]
Ep 047/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:00,  2.15it/s, loss=0.642, pair=0.004, adv=4.294, sprd=0.024]
Ep 047/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:09,  2.05it/s, loss=0.642, pair=0.004, adv=4.294, sprd=0.024]
Ep 047/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:09,  2.05it/s, loss=0.583, pair=0.002, adv=4.453, sprd=0.012]
Ep 047/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:56,  2.20it/s, loss=0.583, pair=0.002, adv=4.453, sprd=0.012]
Ep 047/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:56,  2.20it/s, loss=0.683, pair=0.006, adv=5.152, sprd=0.031]
Ep 047/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:09,  2.03it/s, loss=0.683, pair=0.006, adv=5.152, sprd=0.031]
Ep 047/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:09,  2.03it/s, loss=0.687, pair=0.006, adv=4.750, sprd=0.033]
Ep 047/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.687, pair=0.006, adv=4.750, sprd=0.033]
Ep 047/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.599, pair=0.004, adv=5.510, sprd=0.012]
Ep 047/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:02,  2.10it/s, loss=0.599, pair=0.004, adv=5.510, sprd=0.012]
Ep 047/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:02,  2.10it/s, loss=0.664, pair=0.006, adv=5.936, sprd=0.021]
Ep 047/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:53,  2.21it/s, loss=0.664, pair=0.006, adv=5.936, sprd=0.021]
Ep 047/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:53,  2.21it/s, loss=1.369, pair=2.080, adv=5.386, sprd=0.022]
Ep 047/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:01,  2.10it/s, loss=1.369, pair=2.080, adv=5.386, sprd=0.022]
Ep 047/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:01,  2.10it/s, loss=0.629, pair=0.000, adv=3.975, sprd=0.020]
Ep 047/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.20it/s, loss=0.629, pair=0.000, adv=3.975, sprd=0.020]
Ep 047/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.20it/s, loss=0.607, pair=0.000, adv=5.243, sprd=0.017]
Ep 047/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:04,  2.06it/s, loss=0.607, pair=0.000, adv=5.243, sprd=0.017]
Ep 047/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:04,  2.06it/s, loss=0.616, pair=0.000, adv=4.673, sprd=0.020]
Ep 047/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.14it/s, loss=0.616, pair=0.000, adv=4.673, sprd=0.020]
Ep 047/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.14it/s, loss=0.659, pair=0.000, adv=5.391, sprd=0.024]
Ep 047/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.659, pair=0.000, adv=5.391, sprd=0.024]
Ep 047/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.619, pair=0.001, adv=3.573, sprd=0.019]
Ep 047/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:57,  2.13it/s, loss=0.619, pair=0.001, adv=3.573, sprd=0.019]
Ep 047/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:57,  2.13it/s, loss=0.724, pair=0.001, adv=3.466, sprd=0.022]
Ep 047/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:09,  1.98it/s, loss=0.724, pair=0.001, adv=3.466, sprd=0.022]
Ep 047/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:09,  1.98it/s, loss=0.618, pair=0.002, adv=4.162, sprd=0.019]
Ep 047/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:01,  2.06it/s, loss=0.618, pair=0.002, adv=4.162, sprd=0.019]
Ep 047/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:01,  2.06it/s, loss=0.716, pair=0.000, adv=3.984, sprd=0.026]
Ep 047/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:15,  1.91it/s, loss=0.716, pair=0.000, adv=3.984, sprd=0.026]
Ep 047/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:15,  1.91it/s, loss=0.651, pair=0.005, adv=5.298, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:05,  2.01it/s, loss=0.651, pair=0.005, adv=5.298, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:05,  2.01it/s, loss=0.626, pair=0.005, adv=6.390, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:16,  1.89it/s, loss=0.626, pair=0.005, adv=6.390, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:16,  1.89it/s, loss=1.399, pair=2.189, adv=7.180, sprd=0.022]
Ep 047/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<03:08,  1.97it/s, loss=1.399, pair=2.189, adv=7.180, sprd=0.022]
Ep 047/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<03:08,  1.97it/s, loss=0.654, pair=0.007, adv=6.091, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:19,  1.85it/s, loss=0.654, pair=0.007, adv=6.091, sprd=0.020]
Ep 047/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:19,  1.85it/s, loss=0.652, pair=0.003, adv=5.928, sprd=0.022]
Ep 047/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<03:07,  1.97it/s, loss=0.652, pair=0.003, adv=5.928, sprd=0.022]
Ep 047/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:07,  1.97it/s, loss=0.612, pair=0.001, adv=4.146, sprd=0.017]
Ep 047/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:42,  1.65it/s, loss=0.612, pair=0.001, adv=4.146, sprd=0.017]
Ep 047/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:42,  1.65it/s, loss=0.670, pair=0.004, adv=5.150, sprd=0.026]
Ep 047/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<03:25,  1.79it/s, loss=0.670, pair=0.004, adv=5.150, sprd=0.026]
Ep 047/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:25,  1.79it/s, loss=0.697, pair=0.002, adv=3.972, sprd=0.024]
Ep 047/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:35,  1.70it/s, loss=0.697, pair=0.002, adv=3.972, sprd=0.024]
Ep 047/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:35,  1.70it/s, loss=0.624, pair=0.002, adv=4.995, sprd=0.019]
Ep 047/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<03:20,  1.82it/s, loss=0.624, pair=0.002, adv=4.995, sprd=0.019]
Ep 047/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:20,  1.82it/s, loss=0.654, pair=0.004, adv=3.520, sprd=0.017]
Ep 047/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:27,  1.75it/s, loss=0.654, pair=0.004, adv=3.520, sprd=0.017]
Ep 047/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:27,  1.75it/s, loss=1.337, pair=1.968, adv=5.251, sprd=0.025]
Ep 047/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<03:14,  1.87it/s, loss=1.337, pair=1.968, adv=5.251, sprd=0.025]
Ep 047/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:14,  1.87it/s, loss=0.630, pair=0.000, adv=3.197, sprd=0.024]
Ep 047/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:27,  1.75it/s, loss=0.630, pair=0.000, adv=3.197, sprd=0.024]
Ep 047/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:27,  1.75it/s, loss=0.627, pair=0.008, adv=7.591, sprd=0.017]
Ep 047/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<03:11,  1.88it/s, loss=0.627, pair=0.008, adv=7.591, sprd=0.017]
Ep 047/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:11,  1.88it/s, loss=0.620, pair=0.011, adv=5.447, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:22,  1.78it/s, loss=0.620, pair=0.011, adv=5.447, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:22,  1.78it/s, loss=0.618, pair=0.002, adv=4.643, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<03:07,  1.91it/s, loss=0.618, pair=0.002, adv=4.643, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<03:07,  1.91it/s, loss=0.606, pair=0.005, adv=3.240, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:16,  1.82it/s, loss=0.606, pair=0.005, adv=3.240, sprd=0.017]
Ep 047/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:16,  1.82it/s, loss=0.655, pair=0.002, adv=4.124, sprd=0.025]
Ep 047/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<03:05,  1.93it/s, loss=0.655, pair=0.002, adv=4.124, sprd=0.025]
Ep 047/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<03:05,  1.93it/s, loss=0.673, pair=0.004, adv=4.280, sprd=0.016]
Ep 047/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:11,  1.86it/s, loss=0.673, pair=0.004, adv=4.280, sprd=0.016]
Ep 047/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:11,  1.86it/s, loss=0.657, pair=0.007, adv=4.517, sprd=0.022]
Ep 047/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<03:00,  1.96it/s, loss=0.657, pair=0.007, adv=4.517, sprd=0.022]
Ep 047/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<03:00,  1.96it/s, loss=0.626, pair=0.000, adv=4.892, sprd=0.019]
Ep 047/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:13,  1.83it/s, loss=0.626, pair=0.000, adv=4.892, sprd=0.019]
Ep 047/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:13,  1.83it/s, loss=0.669, pair=0.000, adv=5.752, sprd=0.024]
Ep 047/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<03:03,  1.93it/s, loss=0.669, pair=0.000, adv=5.752, sprd=0.024]
Ep 047/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<03:03,  1.93it/s, loss=0.645, pair=0.001, adv=5.319, sprd=0.024]
Ep 047/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<03:16,  1.79it/s, loss=0.645, pair=0.001, adv=5.319, sprd=0.024]
Ep 047/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<03:16,  1.79it/s, loss=0.644, pair=0.006, adv=5.483, sprd=0.023]
Ep 047/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<03:04,  1.90it/s, loss=0.644, pair=0.006, adv=5.483, sprd=0.023]
Ep 047/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<03:04,  1.90it/s, loss=0.644, pair=0.001, adv=5.434, sprd=0.017]
Ep 047/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<03:15,  1.79it/s, loss=0.644, pair=0.001, adv=5.434, sprd=0.017]
Ep 047/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<03:15,  1.79it/s, loss=0.657, pair=0.004, adv=4.709, sprd=0.027]
Ep 047/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<03:05,  1.89it/s, loss=0.657, pair=0.004, adv=4.709, sprd=0.027]
Ep 047/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<03:05,  1.89it/s, loss=0.618, pair=0.001, adv=5.655, sprd=0.015]
Ep 047/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<03:11,  1.82it/s, loss=0.618, pair=0.001, adv=5.655, sprd=0.015]
Ep 047/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<03:11,  1.82it/s, loss=0.650, pair=0.002, adv=3.976, sprd=0.022]
Ep 047/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:56,  1.97it/s, loss=0.650, pair=0.002, adv=3.976, sprd=0.022]
Ep 047/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:56,  1.97it/s, loss=0.646, pair=0.002, adv=4.770, sprd=0.024]
Ep 047/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:01,  1.91it/s, loss=0.646, pair=0.002, adv=4.770, sprd=0.024]
Ep 047/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<03:01,  1.91it/s, loss=0.671, pair=0.000, adv=5.124, sprd=0.022]
Ep 047/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:47,  2.06it/s, loss=0.671, pair=0.000, adv=5.124, sprd=0.022]
Ep 047/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:47,  2.06it/s, loss=0.660, pair=0.000, adv=5.266, sprd=0.022]
Ep 047/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:50,  2.02it/s, loss=0.660, pair=0.000, adv=5.266, sprd=0.022]
Ep 047/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<02:50,  2.02it/s, loss=0.621, pair=0.000, adv=6.810, sprd=0.013]
Ep 047/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:37,  2.18it/s, loss=0.621, pair=0.000, adv=6.810, sprd=0.013]
Ep 047/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:37,  2.18it/s, loss=0.628, pair=0.001, adv=6.581, sprd=0.018]
Ep 047/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:45,  2.07it/s, loss=0.628, pair=0.001, adv=6.581, sprd=0.018]
Ep 047/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:45,  2.07it/s, loss=0.634, pair=0.000, adv=6.289, sprd=0.017]
Ep 047/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:35,  2.19it/s, loss=0.634, pair=0.000, adv=6.289, sprd=0.017]
Ep 047/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:35,  2.19it/s, loss=0.669, pair=0.001, adv=4.360, sprd=0.014]
Ep 047/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:48,  2.01it/s, loss=0.669, pair=0.001, adv=4.360, sprd=0.014]
Ep 047/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:48,  2.01it/s, loss=1.393, pair=2.141, adv=4.168, sprd=0.023]
Ep 047/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:40,  2.11it/s, loss=1.393, pair=2.141, adv=4.168, sprd=0.023]
Ep 047/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:40,  2.11it/s, loss=0.626, pair=0.003, adv=4.445, sprd=0.017]
Ep 047/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:46,  2.02it/s, loss=0.626, pair=0.003, adv=4.445, sprd=0.017]
Ep 047/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:46,  2.02it/s, loss=0.636, pair=0.000, adv=4.697, sprd=0.020]
Ep 047/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:37,  2.13it/s, loss=0.636, pair=0.000, adv=4.697, sprd=0.020]
Ep 047/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:37,  2.13it/s, loss=0.618, pair=0.000, adv=5.457, sprd=0.017]
Ep 047/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:43,  2.06it/s, loss=0.618, pair=0.000, adv=5.457, sprd=0.017]
Ep 047/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:43,  2.06it/s, loss=0.664, pair=0.000, adv=4.749, sprd=0.026]
Ep 047/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.15it/s, loss=0.664, pair=0.000, adv=4.749, sprd=0.026]
Ep 047/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.15it/s, loss=0.656, pair=0.000, adv=5.406, sprd=0.027]
Ep 047/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:44,  2.03it/s, loss=0.656, pair=0.000, adv=5.406, sprd=0.027]
Ep 047/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:44,  2.03it/s, loss=0.636, pair=0.001, adv=4.092, sprd=0.021]
Ep 047/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:35,  2.14it/s, loss=0.636, pair=0.001, adv=4.092, sprd=0.021]
Ep 047/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:35,  2.14it/s, loss=0.649, pair=0.000, adv=5.814, sprd=0.015]
Ep 047/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:41,  2.06it/s, loss=0.649, pair=0.000, adv=5.814, sprd=0.015]
Ep 047/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:41,  2.06it/s, loss=0.642, pair=0.003, adv=5.965, sprd=0.022]
Ep 047/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:33,  2.16it/s, loss=0.642, pair=0.003, adv=5.965, sprd=0.022]
Ep 047/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:33,  2.16it/s, loss=0.662, pair=0.000, adv=6.877, sprd=0.025]
Ep 047/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:42,  2.04it/s, loss=0.662, pair=0.000, adv=6.877, sprd=0.025]
Ep 047/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:42,  2.04it/s, loss=0.599, pair=0.000, adv=5.382, sprd=0.016]
Ep 047/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:33,  2.14it/s, loss=0.599, pair=0.000, adv=5.382, sprd=0.016]
Ep 047/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:33,  2.14it/s, loss=0.637, pair=0.000, adv=5.727, sprd=0.023]
Ep 047/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:41,  2.03it/s, loss=0.637, pair=0.000, adv=5.727, sprd=0.023]
Ep 047/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:41,  2.03it/s, loss=0.628, pair=0.000, adv=4.121, sprd=0.017]
Ep 047/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:31,  2.15it/s, loss=0.628, pair=0.000, adv=4.121, sprd=0.017]
Ep 047/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:31,  2.15it/s, loss=0.682, pair=0.000, adv=6.546, sprd=0.018]
Ep 047/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:37,  2.08it/s, loss=0.682, pair=0.000, adv=6.546, sprd=0.018]
Ep 047/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:37,  2.08it/s, loss=0.639, pair=0.002, adv=7.311, sprd=0.019]
Ep 047/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:29,  2.18it/s, loss=0.639, pair=0.002, adv=7.311, sprd=0.019]
Ep 047/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:29,  2.18it/s, loss=0.662, pair=0.000, adv=5.954, sprd=0.027]
Ep 047/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:37,  2.05it/s, loss=0.662, pair=0.000, adv=5.954, sprd=0.027]
Ep 047/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:37,  2.05it/s, loss=0.642, pair=0.004, adv=5.150, sprd=0.023]
Ep 047/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:30,  2.15it/s, loss=0.642, pair=0.004, adv=5.150, sprd=0.023]
Ep 047/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:30,  2.15it/s, loss=0.619, pair=0.006, adv=4.839, sprd=0.018]
Ep 047/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:37,  2.05it/s, loss=0.619, pair=0.006, adv=4.839, sprd=0.018]
Ep 047/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:37,  2.05it/s, loss=0.634, pair=0.003, adv=5.912, sprd=0.018]
Ep 047/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:27,  2.17it/s, loss=0.634, pair=0.003, adv=5.912, sprd=0.018]
Ep 047/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:27,  2.17it/s, loss=0.656, pair=0.004, adv=6.633, sprd=0.025]
Ep 047/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.656, pair=0.004, adv=6.633, sprd=0.025]
Ep 047/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.597, pair=0.004, adv=4.823, sprd=0.017]
Ep 047/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:29,  2.14it/s, loss=0.597, pair=0.004, adv=4.823, sprd=0.017]
Ep 047/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:29,  2.14it/s, loss=0.654, pair=0.004, adv=5.020, sprd=0.022]
Ep 047/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:34,  2.06it/s, loss=0.654, pair=0.004, adv=5.020, sprd=0.022]
Ep 047/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:34,  2.06it/s, loss=0.662, pair=0.000, adv=4.054, sprd=0.029]
Ep 047/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:28,  2.13it/s, loss=0.662, pair=0.000, adv=4.054, sprd=0.029]
Ep 047/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:28,  2.13it/s, loss=0.638, pair=0.000, adv=4.408, sprd=0.019]
Ep 047/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:35,  2.03it/s, loss=0.638, pair=0.000, adv=4.408, sprd=0.019]
Ep 047/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:35,  2.03it/s, loss=0.605, pair=0.004, adv=3.522, sprd=0.017]
Ep 047/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:25,  2.16it/s, loss=0.605, pair=0.004, adv=3.522, sprd=0.017]
Ep 047/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:25,  2.16it/s, loss=0.598, pair=0.000, adv=5.188, sprd=0.017]
Ep 047/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:33,  2.05it/s, loss=0.598, pair=0.000, adv=5.188, sprd=0.017]
Ep 047/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:33,  2.05it/s, loss=0.637, pair=0.000, adv=5.600, sprd=0.022]
Ep 047/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:26,  2.14it/s, loss=0.637, pair=0.000, adv=5.600, sprd=0.022]
Ep 047/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:26,  2.14it/s, loss=0.640, pair=0.000, adv=5.458, sprd=0.021]
Ep 047/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:32,  2.05it/s, loss=0.640, pair=0.000, adv=5.458, sprd=0.021]
Ep 047/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:32,  2.05it/s, loss=0.648, pair=0.000, adv=4.215, sprd=0.021]
Ep 047/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:32,  2.04it/s, loss=0.648, pair=0.000, adv=4.215, sprd=0.021]
Ep 047/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:32,  2.04it/s, loss=0.672, pair=0.002, adv=4.057, sprd=0.025]
Ep 047/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:36,  1.98it/s, loss=0.672, pair=0.002, adv=4.057, sprd=0.025]
Ep 047/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:36,  1.98it/s, loss=0.655, pair=0.000, adv=5.393, sprd=0.026]
Ep 047/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:29,  2.07it/s, loss=0.655, pair=0.000, adv=5.393, sprd=0.026]
Ep 047/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:29,  2.07it/s, loss=0.647, pair=0.004, adv=3.851, sprd=0.024]
Ep 047/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:33,  2.00it/s, loss=0.647, pair=0.004, adv=3.851, sprd=0.024]
Ep 047/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:33,  2.00it/s, loss=0.629, pair=0.002, adv=5.768, sprd=0.021]
Ep 047/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:26,  2.10it/s, loss=0.629, pair=0.002, adv=5.768, sprd=0.021]
Ep 047/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:26,  2.10it/s, loss=0.611, pair=0.001, adv=4.444, sprd=0.015]
Ep 047/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:26,  2.09it/s, loss=0.611, pair=0.001, adv=4.444, sprd=0.015]
Ep 047/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:26,  2.09it/s, loss=1.441, pair=2.311, adv=5.535, sprd=0.022]
Ep 047/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:21,  2.16it/s, loss=1.441, pair=2.311, adv=5.535, sprd=0.022]
Ep 047/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:21,  2.16it/s, loss=0.700, pair=0.000, adv=3.521, sprd=0.023]
Ep 047/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:26,  2.07it/s, loss=0.700, pair=0.000, adv=3.521, sprd=0.023]
Ep 047/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:26,  2.07it/s, loss=0.619, pair=0.000, adv=4.705, sprd=0.016]
Ep 047/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:18,  2.18it/s, loss=0.619, pair=0.000, adv=4.705, sprd=0.016]
Ep 047/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:18,  2.18it/s, loss=0.714, pair=0.001, adv=4.968, sprd=0.037]
Ep 047/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:26,  2.06it/s, loss=0.714, pair=0.001, adv=4.968, sprd=0.037]
Ep 047/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:26,  2.06it/s, loss=0.601, pair=0.002, adv=3.779, sprd=0.015]
Ep 047/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:19,  2.16it/s, loss=0.601, pair=0.002, adv=3.779, sprd=0.015]
Ep 047/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:19,  2.16it/s, loss=0.598, pair=0.003, adv=3.697, sprd=0.015]
Ep 047/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:25,  2.07it/s, loss=0.598, pair=0.003, adv=3.697, sprd=0.015]
Ep 047/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:25,  2.07it/s, loss=0.648, pair=0.007, adv=4.436, sprd=0.020]
Ep 047/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:17,  2.17it/s, loss=0.648, pair=0.007, adv=4.436, sprd=0.020]
Ep 047/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:17,  2.17it/s, loss=0.634, pair=0.005, adv=2.896, sprd=0.021]
Ep 047/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:21,  2.11it/s, loss=0.634, pair=0.005, adv=2.896, sprd=0.021]
Ep 047/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:21,  2.11it/s, loss=0.624, pair=0.004, adv=5.146, sprd=0.017]
Ep 047/80 [S3:+sens]:  34%|▋ | 156/453 [01:16<02:13,  2.22it/s, loss=0.624, pair=0.004, adv=5.146, sprd=0.017]
Ep 047/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:13,  2.22it/s, loss=0.632, pair=0.004, adv=4.957, sprd=0.022]
Ep 047/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:20,  2.11it/s, loss=0.632, pair=0.004, adv=4.957, sprd=0.022]
Ep 047/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:20,  2.11it/s, loss=0.592, pair=0.004, adv=4.940, sprd=0.014]
Ep 047/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:14,  2.19it/s, loss=0.592, pair=0.004, adv=4.940, sprd=0.014]
Ep 047/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:14,  2.19it/s, loss=0.592, pair=0.006, adv=2.998, sprd=0.020]
Ep 047/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:17,  2.13it/s, loss=0.592, pair=0.006, adv=2.998, sprd=0.020]
Ep 047/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:17,  2.13it/s, loss=0.659, pair=0.000, adv=4.116, sprd=0.027]
Ep 047/80 [S3:+sens]:  35%|▋ | 160/453 [01:18<02:13,  2.19it/s, loss=0.659, pair=0.000, adv=4.116, sprd=0.027]
Ep 047/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:13,  2.19it/s, loss=0.667, pair=0.000, adv=4.264, sprd=0.026]
Ep 047/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:20,  2.08it/s, loss=0.667, pair=0.000, adv=4.264, sprd=0.026]
Ep 047/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:20,  2.08it/s, loss=0.650, pair=0.000, adv=6.165, sprd=0.022]
Ep 047/80 [S3:+sens]:  36%|▋ | 162/453 [01:19<02:14,  2.16it/s, loss=0.650, pair=0.000, adv=6.165, sprd=0.022]
Ep 047/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:14,  2.16it/s, loss=0.633, pair=0.000, adv=4.590, sprd=0.023]
Ep 047/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:21,  2.05it/s, loss=0.633, pair=0.000, adv=4.590, sprd=0.023]
Ep 047/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:21,  2.05it/s, loss=0.641, pair=0.000, adv=6.258, sprd=0.023]
Ep 047/80 [S3:+sens]:  36%|▋ | 164/453 [01:20<02:15,  2.13it/s, loss=0.641, pair=0.000, adv=6.258, sprd=0.023]
Ep 047/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:15,  2.13it/s, loss=0.621, pair=0.002, adv=5.452, sprd=0.015]
Ep 047/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:25,  1.98it/s, loss=0.621, pair=0.002, adv=5.452, sprd=0.015]
Ep 047/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:25,  1.98it/s, loss=0.658, pair=0.000, adv=4.594, sprd=0.025]
Ep 047/80 [S3:+sens]:  37%|▋ | 166/453 [01:21<02:17,  2.09it/s, loss=0.658, pair=0.000, adv=4.594, sprd=0.025]
Ep 047/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:17,  2.09it/s, loss=0.607, pair=0.000, adv=5.247, sprd=0.014]
Ep 047/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:19,  2.05it/s, loss=0.607, pair=0.000, adv=5.247, sprd=0.014]
Ep 047/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:19,  2.05it/s, loss=0.631, pair=0.001, adv=5.466, sprd=0.022]
Ep 047/80 [S3:+sens]:  37%|▋ | 168/453 [01:22<02:13,  2.14it/s, loss=0.631, pair=0.001, adv=5.466, sprd=0.022]
Ep 047/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:13,  2.14it/s, loss=0.645, pair=0.000, adv=5.641, sprd=0.022]
Ep 047/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:17,  2.07it/s, loss=0.645, pair=0.000, adv=5.641, sprd=0.022]
Ep 047/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:17,  2.07it/s, loss=0.654, pair=0.000, adv=5.233, sprd=0.026]
Ep 047/80 [S3:+sens]:  38%|▊ | 170/453 [01:23<02:12,  2.13it/s, loss=0.654, pair=0.000, adv=5.233, sprd=0.026]
Ep 047/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:12,  2.13it/s, loss=0.722, pair=0.000, adv=5.202, sprd=0.028]
Ep 047/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:20,  2.00it/s, loss=0.722, pair=0.000, adv=5.202, sprd=0.028]
Ep 047/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:20,  2.00it/s, loss=0.631, pair=0.000, adv=4.547, sprd=0.020]
Ep 047/80 [S3:+sens]:  38%|▊ | 172/453 [01:24<02:12,  2.12it/s, loss=0.631, pair=0.000, adv=4.547, sprd=0.020]
Ep 047/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:12,  2.12it/s, loss=0.649, pair=0.002, adv=5.718, sprd=0.024]
Ep 047/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:18,  2.02it/s, loss=0.649, pair=0.002, adv=5.718, sprd=0.024]
Ep 047/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:18,  2.02it/s, loss=0.619, pair=0.002, adv=4.583, sprd=0.020]
Ep 047/80 [S3:+sens]:  38%|▊ | 174/453 [01:25<02:11,  2.13it/s, loss=0.619, pair=0.002, adv=4.583, sprd=0.020]
Ep 047/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:11,  2.13it/s, loss=0.606, pair=0.000, adv=5.634, sprd=0.013]
Ep 047/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:16,  2.03it/s, loss=0.606, pair=0.000, adv=5.634, sprd=0.013]
Ep 047/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:16,  2.03it/s, loss=0.639, pair=0.000, adv=6.129, sprd=0.021]
Ep 047/80 [S3:+sens]:  39%|▊ | 176/453 [01:26<02:10,  2.12it/s, loss=0.639, pair=0.000, adv=6.129, sprd=0.021]
Ep 047/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:10,  2.12it/s, loss=0.668, pair=0.001, adv=6.535, sprd=0.023]
Ep 047/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:21,  1.96it/s, loss=0.668, pair=0.001, adv=6.535, sprd=0.023]
Ep 047/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:21,  1.96it/s, loss=0.680, pair=0.002, adv=4.902, sprd=0.030]
Ep 047/80 [S3:+sens]:  39%|▊ | 178/453 [01:27<02:15,  2.02it/s, loss=0.680, pair=0.002, adv=4.902, sprd=0.030]
Ep 047/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:15,  2.02it/s, loss=0.614, pair=0.001, adv=4.102, sprd=0.016]
Ep 047/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:27,  1.85it/s, loss=0.614, pair=0.001, adv=4.102, sprd=0.016]
Ep 047/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:27,  1.85it/s, loss=0.648, pair=0.004, adv=4.694, sprd=0.022]
Ep 047/80 [S3:+sens]:  40%|▊ | 180/453 [01:28<02:19,  1.96it/s, loss=0.648, pair=0.004, adv=4.694, sprd=0.022]
Ep 047/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:19,  1.96it/s, loss=0.621, pair=0.000, adv=5.616, sprd=0.018]
Ep 047/80 [S3:+sens]:  40%|▊ | 181/453 [01:29<02:27,  1.85it/s, loss=0.621, pair=0.000, adv=5.616, sprd=0.018]
Ep 047/80 [S3:+sens]:  40%|▊ | 181/453 [01:29<02:27,  1.85it/s, loss=0.656, pair=0.002, adv=4.015, sprd=0.021]
Ep 047/80 [S3:+sens]:  40%|▊ | 182/453 [01:29<02:17,  1.97it/s, loss=0.656, pair=0.002, adv=4.015, sprd=0.021]
Ep 047/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:17,  1.97it/s, loss=0.611, pair=0.000, adv=4.729, sprd=0.015]
Ep 047/80 [S3:+sens]:  40%|▊ | 183/453 [01:30<02:26,  1.85it/s, loss=0.611, pair=0.000, adv=4.729, sprd=0.015]
Ep 047/80 [S3:+sens]:  40%|▊ | 183/453 [01:30<02:26,  1.85it/s, loss=0.590, pair=0.001, adv=6.776, sprd=0.014]
Ep 047/80 [S3:+sens]:  41%|▊ | 184/453 [01:30<02:18,  1.94it/s, loss=0.590, pair=0.001, adv=6.776, sprd=0.014]
Ep 047/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:18,  1.94it/s, loss=0.620, pair=0.000, adv=5.013, sprd=0.017]
Ep 047/80 [S3:+sens]:  41%|▊ | 185/453 [01:31<02:26,  1.83it/s, loss=0.620, pair=0.000, adv=5.013, sprd=0.017]
Ep 047/80 [S3:+sens]:  41%|▊ | 185/453 [01:31<02:26,  1.83it/s, loss=0.630, pair=0.002, adv=3.304, sprd=0.021]
Ep 047/80 [S3:+sens]:  41%|▊ | 186/453 [01:31<02:16,  1.96it/s, loss=0.630, pair=0.002, adv=3.304, sprd=0.021]
Ep 047/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:16,  1.96it/s, loss=0.677, pair=0.000, adv=4.509, sprd=0.031]
Ep 047/80 [S3:+sens]:  41%|▊ | 187/453 [01:32<02:26,  1.81it/s, loss=0.677, pair=0.000, adv=4.509, sprd=0.031]
Ep 047/80 [S3:+sens]:  41%|▊ | 187/453 [01:32<02:26,  1.81it/s, loss=0.620, pair=0.000, adv=6.303, sprd=0.020]
Ep 047/80 [S3:+sens]:  42%|▊ | 188/453 [01:32<02:18,  1.91it/s, loss=0.620, pair=0.000, adv=6.303, sprd=0.020]
Ep 047/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:18,  1.91it/s, loss=0.631, pair=0.000, adv=3.919, sprd=0.019]
Ep 047/80 [S3:+sens]:  42%|▊ | 189/453 [01:33<02:24,  1.83it/s, loss=0.631, pair=0.000, adv=3.919, sprd=0.019]
Ep 047/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:24,  1.83it/s, loss=0.625, pair=0.000, adv=4.263, sprd=0.020]
Ep 047/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:15,  1.95it/s, loss=0.625, pair=0.000, adv=4.263, sprd=0.020]
Ep 047/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:15,  1.95it/s, loss=0.622, pair=0.001, adv=4.290, sprd=0.018]
Ep 047/80 [S3:+sens]:  42%|▊ | 191/453 [01:34<02:22,  1.84it/s, loss=0.622, pair=0.001, adv=4.290, sprd=0.018]
Ep 047/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:22,  1.84it/s, loss=0.682, pair=0.001, adv=4.325, sprd=0.028]
Ep 047/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:15,  1.93it/s, loss=0.682, pair=0.001, adv=4.325, sprd=0.028]
Ep 047/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:15,  1.93it/s, loss=0.648, pair=0.001, adv=3.926, sprd=0.025]
Ep 047/80 [S3:+sens]:  43%|▊ | 193/453 [01:35<02:34,  1.68it/s, loss=0.648, pair=0.001, adv=3.926, sprd=0.025]
Ep 047/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:34,  1.68it/s, loss=0.591, pair=0.006, adv=4.216, sprd=0.014]
Ep 047/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:21,  1.83it/s, loss=0.591, pair=0.006, adv=4.216, sprd=0.014]
Ep 047/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:21,  1.83it/s, loss=0.601, pair=0.002, adv=5.576, sprd=0.016]
Ep 047/80 [S3:+sens]:  43%|▊ | 195/453 [01:36<02:27,  1.74it/s, loss=0.601, pair=0.002, adv=5.576, sprd=0.016]
Ep 047/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:27,  1.74it/s, loss=0.613, pair=0.002, adv=3.870, sprd=0.019]
Ep 047/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:18,  1.86it/s, loss=0.613, pair=0.002, adv=3.870, sprd=0.019]
Ep 047/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:18,  1.86it/s, loss=0.639, pair=0.006, adv=5.367, sprd=0.021]
Ep 047/80 [S3:+sens]:  43%|▊ | 197/453 [01:37<02:23,  1.79it/s, loss=0.639, pair=0.006, adv=5.367, sprd=0.021]
Ep 047/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:23,  1.79it/s, loss=0.691, pair=0.005, adv=4.660, sprd=0.029]
Ep 047/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:15,  1.88it/s, loss=0.691, pair=0.005, adv=4.660, sprd=0.029]
Ep 047/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:15,  1.88it/s, loss=0.639, pair=0.005, adv=4.461, sprd=0.023]
Ep 047/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:23,  1.77it/s, loss=0.639, pair=0.005, adv=4.461, sprd=0.023]
Ep 047/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:23,  1.77it/s, loss=0.619, pair=0.001, adv=4.501, sprd=0.018]
Ep 047/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<02:13,  1.90it/s, loss=0.619, pair=0.001, adv=4.501, sprd=0.018]
Ep 047/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:13,  1.90it/s, loss=0.652, pair=0.001, adv=4.929, sprd=0.025]
Ep 047/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:20,  1.80it/s, loss=0.652, pair=0.001, adv=4.929, sprd=0.025]
Ep 047/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:20,  1.80it/s, loss=0.614, pair=0.003, adv=5.581, sprd=0.015]
Ep 047/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<02:09,  1.94it/s, loss=0.614, pair=0.003, adv=5.581, sprd=0.015]
Ep 047/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<02:09,  1.94it/s, loss=0.613, pair=0.001, adv=4.253, sprd=0.015]
Ep 047/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:16,  1.84it/s, loss=0.613, pair=0.001, adv=4.253, sprd=0.015]
Ep 047/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:16,  1.84it/s, loss=0.598, pair=0.000, adv=5.232, sprd=0.012]
Ep 047/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<02:06,  1.96it/s, loss=0.598, pair=0.000, adv=5.232, sprd=0.012]
Ep 047/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<02:06,  1.96it/s, loss=0.648, pair=0.001, adv=4.467, sprd=0.024]
Ep 047/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:13,  1.86it/s, loss=0.648, pair=0.001, adv=4.467, sprd=0.024]
Ep 047/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:13,  1.86it/s, loss=0.602, pair=0.003, adv=4.397, sprd=0.019]
Ep 047/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<02:05,  1.97it/s, loss=0.602, pair=0.003, adv=4.397, sprd=0.019]
Ep 047/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<02:05,  1.97it/s, loss=0.629, pair=0.006, adv=4.136, sprd=0.019]
Ep 047/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:06,  1.94it/s, loss=0.629, pair=0.006, adv=4.136, sprd=0.019]
Ep 047/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:06,  1.94it/s, loss=0.623, pair=0.002, adv=3.834, sprd=0.015]
Ep 047/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:56,  2.10it/s, loss=0.623, pair=0.002, adv=3.834, sprd=0.015]
Ep 047/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<01:56,  2.10it/s, loss=0.724, pair=0.001, adv=3.876, sprd=0.028]
Ep 047/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:01,  2.01it/s, loss=0.724, pair=0.001, adv=3.876, sprd=0.028]
Ep 047/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:01,  2.01it/s, loss=0.636, pair=0.009, adv=5.807, sprd=0.017]
Ep 047/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:53,  2.13it/s, loss=0.636, pair=0.009, adv=5.807, sprd=0.017]
Ep 047/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<01:53,  2.13it/s, loss=0.681, pair=0.001, adv=5.349, sprd=0.028]
Ep 047/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:58,  2.04it/s, loss=0.681, pair=0.001, adv=5.349, sprd=0.028]
Ep 047/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:58,  2.04it/s, loss=0.618, pair=0.001, adv=4.129, sprd=0.020]
Ep 047/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:53,  2.13it/s, loss=0.618, pair=0.001, adv=4.129, sprd=0.020]
Ep 047/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<01:53,  2.13it/s, loss=0.646, pair=0.001, adv=4.727, sprd=0.022]
Ep 047/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:56,  2.06it/s, loss=0.646, pair=0.001, adv=4.727, sprd=0.022]
Ep 047/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:56,  2.06it/s, loss=0.635, pair=0.000, adv=4.678, sprd=0.019]
Ep 047/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:50,  2.16it/s, loss=0.635, pair=0.000, adv=4.678, sprd=0.019]
Ep 047/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:50,  2.16it/s, loss=0.606, pair=0.000, adv=4.243, sprd=0.013]
Ep 047/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:53,  2.09it/s, loss=0.606, pair=0.000, adv=4.243, sprd=0.013]
Ep 047/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:53,  2.09it/s, loss=0.621, pair=0.000, adv=3.997, sprd=0.018]
Ep 047/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:47,  2.20it/s, loss=0.621, pair=0.000, adv=3.997, sprd=0.018]
Ep 047/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:47,  2.20it/s, loss=0.642, pair=0.000, adv=4.959, sprd=0.021]
Ep 047/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:51,  2.12it/s, loss=0.642, pair=0.000, adv=4.959, sprd=0.021]
Ep 047/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:51,  2.12it/s, loss=0.600, pair=0.000, adv=4.746, sprd=0.015]
Ep 047/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:45,  2.22it/s, loss=0.600, pair=0.000, adv=4.746, sprd=0.015]
Ep 047/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:45,  2.22it/s, loss=0.642, pair=0.001, adv=4.836, sprd=0.022]
Ep 047/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:52,  2.09it/s, loss=0.642, pair=0.001, adv=4.836, sprd=0.022]
Ep 047/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:52,  2.09it/s, loss=0.686, pair=0.001, adv=3.560, sprd=0.030]
Ep 047/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:47,  2.16it/s, loss=0.686, pair=0.001, adv=3.560, sprd=0.030]
Ep 047/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:47,  2.16it/s, loss=0.633, pair=0.000, adv=4.949, sprd=0.021]
Ep 047/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:58,  1.95it/s, loss=0.633, pair=0.000, adv=4.949, sprd=0.021]
Ep 047/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:58,  1.95it/s, loss=0.616, pair=0.000, adv=4.267, sprd=0.017]
Ep 047/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:51,  2.07it/s, loss=0.616, pair=0.000, adv=4.267, sprd=0.017]
Ep 047/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:51,  2.07it/s, loss=0.641, pair=0.002, adv=5.901, sprd=0.024]
Ep 047/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:56,  1.98it/s, loss=0.641, pair=0.002, adv=5.901, sprd=0.024]
Ep 047/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:56,  1.98it/s, loss=0.620, pair=0.000, adv=3.151, sprd=0.024]
Ep 047/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:49,  2.09it/s, loss=0.620, pair=0.000, adv=3.151, sprd=0.024]
Ep 047/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:49,  2.09it/s, loss=0.655, pair=0.003, adv=4.112, sprd=0.024]
Ep 047/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:52,  2.03it/s, loss=0.655, pair=0.003, adv=4.112, sprd=0.024]
Ep 047/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:52,  2.03it/s, loss=0.624, pair=0.002, adv=3.683, sprd=0.015]
Ep 047/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:44,  2.18it/s, loss=0.624, pair=0.002, adv=3.683, sprd=0.015]
Ep 047/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:44,  2.18it/s, loss=0.625, pair=0.000, adv=5.993, sprd=0.017]
Ep 047/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:47,  2.11it/s, loss=0.625, pair=0.000, adv=5.993, sprd=0.017]
Ep 047/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:47,  2.11it/s, loss=0.632, pair=0.003, adv=5.120, sprd=0.018]
Ep 047/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:41,  2.21it/s, loss=0.632, pair=0.003, adv=5.120, sprd=0.018]
Ep 047/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:41,  2.21it/s, loss=0.641, pair=0.000, adv=4.691, sprd=0.020]
Ep 047/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:46,  2.10it/s, loss=0.641, pair=0.000, adv=4.691, sprd=0.020]
Ep 047/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:46,  2.10it/s, loss=0.654, pair=0.002, adv=3.753, sprd=0.022]
Ep 047/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:41,  2.21it/s, loss=0.654, pair=0.002, adv=3.753, sprd=0.022]
Ep 047/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:41,  2.21it/s, loss=0.705, pair=0.001, adv=5.976, sprd=0.022]
Ep 047/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:45,  2.10it/s, loss=0.705, pair=0.001, adv=5.976, sprd=0.022]
Ep 047/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:45,  2.10it/s, loss=0.645, pair=0.000, adv=6.655, sprd=0.024]
Ep 047/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:41,  2.17it/s, loss=0.645, pair=0.000, adv=6.655, sprd=0.024]
Ep 047/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:41,  2.17it/s, loss=0.605, pair=0.000, adv=4.741, sprd=0.015]
Ep 047/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:45,  2.08it/s, loss=0.605, pair=0.000, adv=4.741, sprd=0.015]
Ep 047/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:45,  2.08it/s, loss=0.647, pair=0.004, adv=3.990, sprd=0.021]
Ep 047/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:39,  2.21it/s, loss=0.647, pair=0.004, adv=3.990, sprd=0.021]
Ep 047/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:39,  2.21it/s, loss=0.627, pair=0.000, adv=5.094, sprd=0.017]
Ep 047/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:44,  2.09it/s, loss=0.627, pair=0.000, adv=5.094, sprd=0.017]
Ep 047/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:44,  2.09it/s, loss=0.631, pair=0.000, adv=4.603, sprd=0.020]
Ep 047/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:39,  2.19it/s, loss=0.631, pair=0.000, adv=4.603, sprd=0.020]
Ep 047/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:39,  2.19it/s, loss=0.615, pair=0.000, adv=4.799, sprd=0.016]
Ep 047/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:43,  2.08it/s, loss=0.615, pair=0.000, adv=4.799, sprd=0.016]
Ep 047/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:43,  2.08it/s, loss=0.627, pair=0.001, adv=5.112, sprd=0.018]
Ep 047/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:38,  2.19it/s, loss=0.627, pair=0.001, adv=5.112, sprd=0.018]
Ep 047/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:38,  2.19it/s, loss=0.692, pair=0.000, adv=4.738, sprd=0.030]
Ep 047/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:43,  2.07it/s, loss=0.692, pair=0.000, adv=4.738, sprd=0.030]
Ep 047/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:43,  2.07it/s, loss=0.637, pair=0.000, adv=4.129, sprd=0.022]
Ep 047/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:38,  2.16it/s, loss=0.637, pair=0.000, adv=4.129, sprd=0.022]
Ep 047/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:38,  2.16it/s, loss=0.635, pair=0.000, adv=4.183, sprd=0.021]
Ep 047/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:41,  2.09it/s, loss=0.635, pair=0.000, adv=4.183, sprd=0.021]
Ep 047/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:41,  2.09it/s, loss=0.658, pair=0.000, adv=4.236, sprd=0.028]
Ep 047/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:38,  2.15it/s, loss=0.658, pair=0.000, adv=4.236, sprd=0.028]
Ep 047/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:38,  2.15it/s, loss=0.620, pair=0.000, adv=4.624, sprd=0.020]
Ep 047/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:44,  2.02it/s, loss=0.620, pair=0.000, adv=4.624, sprd=0.020]
Ep 047/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:44,  2.02it/s, loss=0.583, pair=0.001, adv=2.855, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:37,  2.14it/s, loss=0.583, pair=0.001, adv=2.855, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:37,  2.14it/s, loss=0.625, pair=0.000, adv=4.373, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.04it/s, loss=0.625, pair=0.000, adv=4.373, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.04it/s, loss=0.648, pair=0.000, adv=4.672, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:35,  2.16it/s, loss=0.648, pair=0.000, adv=4.672, sprd=0.021]
Ep 047/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:35,  2.16it/s, loss=0.681, pair=0.003, adv=3.855, sprd=0.033]
Ep 047/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:41,  2.02it/s, loss=0.681, pair=0.003, adv=3.855, sprd=0.033]
Ep 047/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:41,  2.02it/s, loss=0.608, pair=0.000, adv=4.828, sprd=0.016]
Ep 047/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:36,  2.13it/s, loss=0.608, pair=0.000, adv=4.828, sprd=0.016]
Ep 047/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:36,  2.13it/s, loss=0.653, pair=0.000, adv=4.987, sprd=0.022]
Ep 047/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:45,  1.94it/s, loss=0.653, pair=0.000, adv=4.987, sprd=0.022]
Ep 047/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:45,  1.94it/s, loss=0.637, pair=0.002, adv=4.790, sprd=0.020]
Ep 047/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:38,  2.07it/s, loss=0.637, pair=0.002, adv=4.790, sprd=0.020]
Ep 047/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:38,  2.07it/s, loss=0.632, pair=0.000, adv=4.482, sprd=0.020]
Ep 047/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:41,  2.00it/s, loss=0.632, pair=0.000, adv=4.482, sprd=0.020]
Ep 047/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:41,  2.00it/s, loss=0.618, pair=0.000, adv=4.414, sprd=0.019]
Ep 047/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:35,  2.10it/s, loss=0.618, pair=0.000, adv=4.414, sprd=0.019]
Ep 047/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:35,  2.10it/s, loss=0.673, pair=0.002, adv=3.540, sprd=0.022]
Ep 047/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:39,  2.02it/s, loss=0.673, pair=0.002, adv=3.540, sprd=0.022]
Ep 047/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:39,  2.02it/s, loss=0.650, pair=0.001, adv=7.159, sprd=0.026]
Ep 047/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:34,  2.10it/s, loss=0.650, pair=0.001, adv=7.159, sprd=0.026]
Ep 047/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:34,  2.10it/s, loss=0.651, pair=0.002, adv=5.855, sprd=0.023]
Ep 047/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:37,  2.02it/s, loss=0.651, pair=0.002, adv=5.855, sprd=0.023]
Ep 047/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:37,  2.02it/s, loss=0.572, pair=0.001, adv=3.049, sprd=0.021]
Ep 047/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:33,  2.10it/s, loss=0.572, pair=0.001, adv=3.049, sprd=0.021]
Ep 047/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:33,  2.10it/s, loss=0.704, pair=0.003, adv=4.699, sprd=0.026]
Ep 047/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:39,  1.96it/s, loss=0.704, pair=0.003, adv=4.699, sprd=0.026]
Ep 047/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:39,  1.96it/s, loss=0.634, pair=0.006, adv=4.972, sprd=0.023]
Ep 047/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:34,  2.07it/s, loss=0.634, pair=0.006, adv=4.972, sprd=0.023]
Ep 047/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:34,  2.07it/s, loss=0.680, pair=0.006, adv=4.367, sprd=0.024]
Ep 047/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:38,  1.98it/s, loss=0.680, pair=0.006, adv=4.367, sprd=0.024]
Ep 047/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:38,  1.98it/s, loss=0.625, pair=0.004, adv=5.027, sprd=0.017]
Ep 047/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:30,  2.14it/s, loss=0.625, pair=0.004, adv=5.027, sprd=0.017]
Ep 047/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:30,  2.14it/s, loss=0.652, pair=0.004, adv=3.762, sprd=0.023]
Ep 047/80 [S3:+sens]:  58%|█▏| 261/453 [02:08<01:33,  2.04it/s, loss=0.652, pair=0.004, adv=3.762, sprd=0.023]
Ep 047/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:33,  2.04it/s, loss=0.629, pair=0.000, adv=3.957, sprd=0.017]
Ep 047/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:27,  2.17it/s, loss=0.629, pair=0.000, adv=3.957, sprd=0.017]
Ep 047/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:27,  2.17it/s, loss=0.639, pair=0.004, adv=6.797, sprd=0.020]
Ep 047/80 [S3:+sens]:  58%|█▏| 263/453 [02:09<01:32,  2.05it/s, loss=0.639, pair=0.004, adv=6.797, sprd=0.020]
Ep 047/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:32,  2.05it/s, loss=0.669, pair=0.001, adv=3.739, sprd=0.028]
Ep 047/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:28,  2.13it/s, loss=0.669, pair=0.001, adv=3.739, sprd=0.028]
Ep 047/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:28,  2.13it/s, loss=0.601, pair=0.002, adv=4.997, sprd=0.017]
Ep 047/80 [S3:+sens]:  58%|█▏| 265/453 [02:10<01:32,  2.03it/s, loss=0.601, pair=0.002, adv=4.997, sprd=0.017]
Ep 047/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:32,  2.03it/s, loss=0.604, pair=0.004, adv=4.553, sprd=0.017]
Ep 047/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:27,  2.14it/s, loss=0.604, pair=0.004, adv=4.553, sprd=0.017]
Ep 047/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:27,  2.14it/s, loss=0.649, pair=0.003, adv=5.497, sprd=0.020]
Ep 047/80 [S3:+sens]:  59%|█▏| 267/453 [02:11<01:29,  2.07it/s, loss=0.649, pair=0.003, adv=5.497, sprd=0.020]
Ep 047/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:29,  2.07it/s, loss=0.634, pair=0.002, adv=6.324, sprd=0.021]
Ep 047/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:25,  2.16it/s, loss=0.634, pair=0.002, adv=6.324, sprd=0.021]
Ep 047/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:25,  2.16it/s, loss=0.901, pair=0.800, adv=7.999, sprd=0.022]
Ep 047/80 [S3:+sens]:  59%|█▏| 269/453 [02:12<01:29,  2.05it/s, loss=0.901, pair=0.800, adv=7.999, sprd=0.022]
Ep 047/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:29,  2.05it/s, loss=1.272, pair=1.883, adv=7.539, sprd=0.019]
Ep 047/80 [S3:+sens]:  60%|█▏| 270/453 [02:13<01:25,  2.14it/s, loss=1.272, pair=1.883, adv=7.539, sprd=0.019]
Ep 047/80 [S3:+sens]:  60%|█▏| 270/453 [02:13<01:25,  2.14it/s, loss=0.642, pair=0.003, adv=4.579, sprd=0.022]
Ep 047/80 [S3:+sens]:  60%|█▏| 271/453 [02:13<01:28,  2.07it/s, loss=0.642, pair=0.003, adv=4.579, sprd=0.022]
Ep 047/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:28,  2.07it/s, loss=0.667, pair=0.085, adv=5.147, sprd=0.023]
Ep 047/80 [S3:+sens]:  60%|█▏| 272/453 [02:14<01:24,  2.14it/s, loss=0.667, pair=0.085, adv=5.147, sprd=0.023]
Ep 047/80 [S3:+sens]:  60%|█▏| 272/453 [02:14<01:24,  2.14it/s, loss=1.239, pair=1.729, adv=8.918, sprd=0.024]
Ep 047/80 [S3:+sens]:  60%|█▏| 273/453 [02:14<01:32,  1.94it/s, loss=1.239, pair=1.729, adv=8.918, sprd=0.024]
Ep 047/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:32,  1.94it/s, loss=0.676, pair=0.001, adv=4.501, sprd=0.027]
Ep 047/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:27,  2.06it/s, loss=0.676, pair=0.001, adv=4.501, sprd=0.027]
Ep 047/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:27,  2.06it/s, loss=0.648, pair=0.004, adv=3.813, sprd=0.020]
Ep 047/80 [S3:+sens]:  61%|█▏| 275/453 [02:15<01:32,  1.92it/s, loss=0.648, pair=0.004, adv=3.813, sprd=0.020]
Ep 047/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:32,  1.92it/s, loss=0.585, pair=0.006, adv=3.750, sprd=0.013]
Ep 047/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:27,  2.02it/s, loss=0.585, pair=0.006, adv=3.750, sprd=0.013]
Ep 047/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:27,  2.02it/s, loss=0.717, pair=0.090, adv=5.742, sprd=0.029]
Ep 047/80 [S3:+sens]:  61%|█▏| 277/453 [02:16<01:34,  1.86it/s, loss=0.717, pair=0.090, adv=5.742, sprd=0.029]
Ep 047/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:34,  1.86it/s, loss=0.637, pair=0.001, adv=5.029, sprd=0.018]
Ep 047/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:28,  1.97it/s, loss=0.637, pair=0.001, adv=5.029, sprd=0.018]
Ep 047/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:28,  1.97it/s, loss=0.629, pair=0.001, adv=3.939, sprd=0.019]
Ep 047/80 [S3:+sens]:  62%|█▏| 279/453 [02:17<01:33,  1.86it/s, loss=0.629, pair=0.001, adv=3.939, sprd=0.019]
Ep 047/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:33,  1.86it/s, loss=0.621, pair=0.008, adv=5.896, sprd=0.020]
Ep 047/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:28,  1.96it/s, loss=0.621, pair=0.008, adv=5.896, sprd=0.020]
Ep 047/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:28,  1.96it/s, loss=0.652, pair=0.002, adv=3.682, sprd=0.025]
Ep 047/80 [S3:+sens]:  62%|█▏| 281/453 [02:18<01:34,  1.82it/s, loss=0.652, pair=0.002, adv=3.682, sprd=0.025]
Ep 047/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:34,  1.82it/s, loss=1.022, pair=1.139, adv=7.233, sprd=0.019]
Ep 047/80 [S3:+sens]:  62%|█▏| 282/453 [02:19<01:28,  1.94it/s, loss=1.022, pair=1.139, adv=7.233, sprd=0.019]
Ep 047/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:28,  1.94it/s, loss=0.656, pair=0.003, adv=4.348, sprd=0.023]
Ep 047/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:33,  1.83it/s, loss=0.656, pair=0.003, adv=4.348, sprd=0.023]
Ep 047/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:33,  1.83it/s, loss=0.635, pair=0.001, adv=3.987, sprd=0.019]
Ep 047/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:26,  1.95it/s, loss=0.635, pair=0.001, adv=3.987, sprd=0.019]
Ep 047/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:26,  1.95it/s, loss=0.660, pair=0.001, adv=4.192, sprd=0.030]
Ep 047/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:34,  1.78it/s, loss=0.660, pair=0.001, adv=4.192, sprd=0.030]
Ep 047/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:34,  1.78it/s, loss=0.659, pair=0.000, adv=4.818, sprd=0.021]
Ep 047/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:27,  1.90it/s, loss=0.659, pair=0.000, adv=4.818, sprd=0.021]
Ep 047/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:27,  1.90it/s, loss=0.663, pair=0.002, adv=5.520, sprd=0.024]
Ep 047/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:33,  1.77it/s, loss=0.663, pair=0.002, adv=5.520, sprd=0.024]
Ep 047/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:33,  1.77it/s, loss=0.674, pair=0.002, adv=5.695, sprd=0.031]
Ep 047/80 [S3:+sens]:  64%|█▎| 288/453 [02:22<01:28,  1.86it/s, loss=0.674, pair=0.002, adv=5.695, sprd=0.031]
Ep 047/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:28,  1.86it/s, loss=0.658, pair=0.009, adv=4.015, sprd=0.022]
Ep 047/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:32,  1.78it/s, loss=0.658, pair=0.009, adv=4.015, sprd=0.022]
Ep 047/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:32,  1.78it/s, loss=0.596, pair=0.004, adv=5.020, sprd=0.015]
Ep 047/80 [S3:+sens]:  64%|█▎| 290/453 [02:23<01:24,  1.93it/s, loss=0.596, pair=0.004, adv=5.020, sprd=0.015]
Ep 047/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:24,  1.93it/s, loss=0.635, pair=0.002, adv=3.901, sprd=0.017]
Ep 047/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:30,  1.80it/s, loss=0.635, pair=0.002, adv=3.901, sprd=0.017]
Ep 047/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:30,  1.80it/s, loss=0.597, pair=0.004, adv=3.728, sprd=0.014]
Ep 047/80 [S3:+sens]:  64%|█▎| 292/453 [02:24<01:23,  1.92it/s, loss=0.597, pair=0.004, adv=3.728, sprd=0.014]
Ep 047/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:23,  1.92it/s, loss=0.649, pair=0.007, adv=3.780, sprd=0.020]
Ep 047/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:28,  1.81it/s, loss=0.649, pair=0.007, adv=3.780, sprd=0.020]
Ep 047/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:28,  1.81it/s, loss=0.633, pair=0.002, adv=3.641, sprd=0.020]
Ep 047/80 [S3:+sens]:  65%|█▎| 294/453 [02:25<01:22,  1.92it/s, loss=0.633, pair=0.002, adv=3.641, sprd=0.020]
Ep 047/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:22,  1.92it/s, loss=0.673, pair=0.005, adv=4.467, sprd=0.025]
Ep 047/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:27,  1.80it/s, loss=0.673, pair=0.005, adv=4.467, sprd=0.025]
Ep 047/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:27,  1.80it/s, loss=0.566, pair=0.005, adv=3.098, sprd=0.019]
Ep 047/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:22,  1.91it/s, loss=0.566, pair=0.005, adv=3.098, sprd=0.019]
Ep 047/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:22,  1.91it/s, loss=0.630, pair=0.004, adv=4.076, sprd=0.018]
Ep 047/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:26,  1.80it/s, loss=0.630, pair=0.004, adv=4.076, sprd=0.018]
Ep 047/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:26,  1.80it/s, loss=0.657, pair=0.002, adv=5.403, sprd=0.025]
Ep 047/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:21,  1.90it/s, loss=0.657, pair=0.002, adv=5.403, sprd=0.025]
Ep 047/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:21,  1.90it/s, loss=0.583, pair=0.004, adv=3.264, sprd=0.017]
Ep 047/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:26,  1.79it/s, loss=0.583, pair=0.004, adv=3.264, sprd=0.017]
Ep 047/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:26,  1.79it/s, loss=0.644, pair=0.007, adv=4.178, sprd=0.021]
Ep 047/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:19,  1.92it/s, loss=0.644, pair=0.007, adv=4.178, sprd=0.021]
Ep 047/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:19,  1.92it/s, loss=0.627, pair=0.002, adv=4.468, sprd=0.021]
Ep 047/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:29,  1.71it/s, loss=0.627, pair=0.002, adv=4.468, sprd=0.021]
Ep 047/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:29,  1.71it/s, loss=0.577, pair=0.005, adv=3.850, sprd=0.011]
Ep 047/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:21,  1.85it/s, loss=0.577, pair=0.005, adv=3.850, sprd=0.011]
Ep 047/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:21,  1.85it/s, loss=0.674, pair=0.008, adv=4.014, sprd=0.013]
Ep 047/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:23,  1.80it/s, loss=0.674, pair=0.008, adv=4.014, sprd=0.013]
Ep 047/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:23,  1.80it/s, loss=0.637, pair=0.003, adv=3.661, sprd=0.021]
Ep 047/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:17,  1.93it/s, loss=0.637, pair=0.003, adv=3.661, sprd=0.021]
Ep 047/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:17,  1.93it/s, loss=0.652, pair=0.016, adv=3.896, sprd=0.020]
Ep 047/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:17,  1.92it/s, loss=0.652, pair=0.016, adv=3.896, sprd=0.020]
Ep 047/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:17,  1.92it/s, loss=0.652, pair=0.001, adv=4.174, sprd=0.023]
Ep 047/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:12,  2.04it/s, loss=0.652, pair=0.001, adv=4.174, sprd=0.023]
Ep 047/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:12,  2.04it/s, loss=0.718, pair=0.181, adv=5.471, sprd=0.028]
Ep 047/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:13,  1.98it/s, loss=0.718, pair=0.181, adv=5.471, sprd=0.028]
Ep 047/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:13,  1.98it/s, loss=0.631, pair=0.001, adv=4.202, sprd=0.017]
Ep 047/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:08,  2.12it/s, loss=0.631, pair=0.001, adv=4.202, sprd=0.017]
Ep 047/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:08,  2.12it/s, loss=0.633, pair=0.000, adv=4.265, sprd=0.022]
Ep 047/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:10,  2.04it/s, loss=0.633, pair=0.000, adv=4.265, sprd=0.022]
Ep 047/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:10,  2.04it/s, loss=0.628, pair=0.001, adv=4.849, sprd=0.016]
Ep 047/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:06,  2.17it/s, loss=0.628, pair=0.001, adv=4.849, sprd=0.016]
Ep 047/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:06,  2.17it/s, loss=0.649, pair=0.003, adv=3.452, sprd=0.025]
Ep 047/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.06it/s, loss=0.649, pair=0.003, adv=3.452, sprd=0.025]
Ep 047/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:08,  2.06it/s, loss=0.630, pair=0.002, adv=3.767, sprd=0.023]
Ep 047/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.13it/s, loss=0.630, pair=0.002, adv=3.767, sprd=0.023]
Ep 047/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.13it/s, loss=0.644, pair=0.006, adv=3.778, sprd=0.022]
Ep 047/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:08,  2.04it/s, loss=0.644, pair=0.006, adv=3.778, sprd=0.022]
Ep 047/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:08,  2.04it/s, loss=0.753, pair=0.306, adv=5.415, sprd=0.025]
Ep 047/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:05,  2.13it/s, loss=0.753, pair=0.306, adv=5.415, sprd=0.025]
Ep 047/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:05,  2.13it/s, loss=0.631, pair=0.000, adv=4.738, sprd=0.020]
Ep 047/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:07,  2.04it/s, loss=0.631, pair=0.000, adv=4.738, sprd=0.020]
Ep 047/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:07,  2.04it/s, loss=0.642, pair=0.001, adv=6.304, sprd=0.022]
Ep 047/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:04,  2.13it/s, loss=0.642, pair=0.001, adv=6.304, sprd=0.022]
Ep 047/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:04,  2.13it/s, loss=0.609, pair=0.001, adv=5.123, sprd=0.016]
Ep 047/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.02it/s, loss=0.609, pair=0.001, adv=5.123, sprd=0.016]
Ep 047/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:07,  2.02it/s, loss=0.635, pair=0.001, adv=4.941, sprd=0.021]
Ep 047/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.13it/s, loss=0.635, pair=0.001, adv=4.941, sprd=0.021]
Ep 047/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.13it/s, loss=0.674, pair=0.004, adv=6.182, sprd=0.027]
Ep 047/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:05,  2.05it/s, loss=0.674, pair=0.004, adv=6.182, sprd=0.027]
Ep 047/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:05,  2.05it/s, loss=0.632, pair=0.006, adv=4.155, sprd=0.020]
Ep 047/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:01,  2.16it/s, loss=0.632, pair=0.006, adv=4.155, sprd=0.020]
Ep 047/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:01,  2.16it/s, loss=0.617, pair=0.002, adv=4.297, sprd=0.018]
Ep 047/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:03,  2.08it/s, loss=0.617, pair=0.002, adv=4.297, sprd=0.018]
Ep 047/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:03,  2.08it/s, loss=0.591, pair=0.000, adv=4.769, sprd=0.012]
Ep 047/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<00:59,  2.20it/s, loss=0.591, pair=0.000, adv=4.769, sprd=0.012]
Ep 047/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<00:59,  2.20it/s, loss=0.692, pair=0.000, adv=3.825, sprd=0.030]
Ep 047/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:02,  2.08it/s, loss=0.692, pair=0.000, adv=3.825, sprd=0.030]
Ep 047/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:02,  2.08it/s, loss=0.603, pair=0.000, adv=4.413, sprd=0.013]
Ep 047/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<00:58,  2.21it/s, loss=0.603, pair=0.000, adv=4.413, sprd=0.013]
Ep 047/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<00:58,  2.21it/s, loss=0.592, pair=0.000, adv=4.469, sprd=0.016]
Ep 047/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:01,  2.09it/s, loss=0.592, pair=0.000, adv=4.469, sprd=0.016]
Ep 047/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:01,  2.09it/s, loss=0.638, pair=0.002, adv=3.789, sprd=0.020]
Ep 047/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<00:58,  2.18it/s, loss=0.638, pair=0.002, adv=3.789, sprd=0.020]
Ep 047/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:58,  2.18it/s, loss=0.733, pair=0.003, adv=3.951, sprd=0.030]
Ep 047/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:01,  2.05it/s, loss=0.733, pair=0.003, adv=3.951, sprd=0.030]
Ep 047/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:01,  2.05it/s, loss=0.632, pair=0.000, adv=6.691, sprd=0.015]
Ep 047/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:56,  2.20it/s, loss=0.632, pair=0.000, adv=6.691, sprd=0.015]
Ep 047/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:56,  2.20it/s, loss=0.671, pair=0.002, adv=4.914, sprd=0.027]
Ep 047/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:02,  1.97it/s, loss=0.671, pair=0.002, adv=4.914, sprd=0.027]
Ep 047/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:02,  1.97it/s, loss=0.607, pair=0.001, adv=4.810, sprd=0.016]
Ep 047/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:58,  2.10it/s, loss=0.607, pair=0.001, adv=4.810, sprd=0.016]
Ep 047/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:58,  2.10it/s, loss=0.585, pair=0.002, adv=2.983, sprd=0.020]
Ep 047/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.03it/s, loss=0.585, pair=0.002, adv=2.983, sprd=0.020]
Ep 047/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.03it/s, loss=0.575, pair=0.000, adv=3.205, sprd=0.015]
Ep 047/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:55,  2.17it/s, loss=0.575, pair=0.000, adv=3.205, sprd=0.015]
Ep 047/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:55,  2.17it/s, loss=0.648, pair=0.000, adv=4.126, sprd=0.021]
Ep 047/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:57,  2.08it/s, loss=0.648, pair=0.000, adv=4.126, sprd=0.021]
Ep 047/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:57,  2.08it/s, loss=0.635, pair=0.000, adv=4.720, sprd=0.022]
Ep 047/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:54,  2.17it/s, loss=0.635, pair=0.000, adv=4.720, sprd=0.022]
Ep 047/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:54,  2.17it/s, loss=0.738, pair=0.000, adv=3.664, sprd=0.031]
Ep 047/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:57,  2.06it/s, loss=0.738, pair=0.000, adv=3.664, sprd=0.031]
Ep 047/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:57,  2.06it/s, loss=0.609, pair=0.000, adv=3.662, sprd=0.018]
Ep 047/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.16it/s, loss=0.609, pair=0.000, adv=3.662, sprd=0.018]
Ep 047/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:54,  2.16it/s, loss=0.691, pair=0.001, adv=6.262, sprd=0.023]
Ep 047/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:56,  2.06it/s, loss=0.691, pair=0.001, adv=6.262, sprd=0.023]
Ep 047/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:56,  2.06it/s, loss=0.612, pair=0.000, adv=3.655, sprd=0.019]
Ep 047/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:53,  2.16it/s, loss=0.612, pair=0.000, adv=3.655, sprd=0.019]
Ep 047/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:53,  2.16it/s, loss=0.527, pair=0.000, adv=2.947, sprd=0.013]
Ep 047/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<00:54,  2.08it/s, loss=0.527, pair=0.000, adv=2.947, sprd=0.013]
Ep 047/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:54,  2.08it/s, loss=0.661, pair=0.001, adv=4.010, sprd=0.026]
Ep 047/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.17it/s, loss=0.661, pair=0.001, adv=4.010, sprd=0.026]
Ep 047/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.17it/s, loss=0.646, pair=0.001, adv=3.696, sprd=0.025]
Ep 047/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<00:54,  2.04it/s, loss=0.646, pair=0.001, adv=3.696, sprd=0.025]
Ep 047/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:54,  2.04it/s, loss=1.349, pair=2.010, adv=5.407, sprd=0.022]
Ep 047/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.14it/s, loss=1.349, pair=2.010, adv=5.407, sprd=0.022]
Ep 047/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.14it/s, loss=0.632, pair=0.003, adv=4.006, sprd=0.015]
Ep 047/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<00:51,  2.12it/s, loss=0.632, pair=0.003, adv=4.006, sprd=0.015]
Ep 047/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:51,  2.12it/s, loss=0.638, pair=0.008, adv=6.201, sprd=0.020]
Ep 047/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:49,  2.22it/s, loss=0.638, pair=0.008, adv=6.201, sprd=0.020]
Ep 047/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:49,  2.22it/s, loss=0.635, pair=0.005, adv=4.775, sprd=0.020]
Ep 047/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:50,  2.12it/s, loss=0.635, pair=0.005, adv=4.775, sprd=0.020]
Ep 047/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:50,  2.12it/s, loss=0.618, pair=0.004, adv=3.979, sprd=0.017]
Ep 047/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:48,  2.22it/s, loss=0.618, pair=0.004, adv=3.979, sprd=0.017]
Ep 047/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:48,  2.22it/s, loss=0.624, pair=0.003, adv=3.994, sprd=0.021]
Ep 047/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:50,  2.10it/s, loss=0.624, pair=0.003, adv=3.994, sprd=0.021]
Ep 047/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:50,  2.10it/s, loss=0.598, pair=0.001, adv=3.405, sprd=0.017]
Ep 047/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:47,  2.19it/s, loss=0.598, pair=0.001, adv=3.405, sprd=0.017]
Ep 047/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:47,  2.19it/s, loss=0.642, pair=0.002, adv=3.883, sprd=0.022]
Ep 047/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:49,  2.09it/s, loss=0.642, pair=0.002, adv=3.883, sprd=0.022]
Ep 047/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:49,  2.09it/s, loss=0.625, pair=0.001, adv=5.822, sprd=0.022]
Ep 047/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:47,  2.15it/s, loss=0.625, pair=0.001, adv=5.822, sprd=0.022]
Ep 047/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:47,  2.15it/s, loss=0.614, pair=0.001, adv=4.689, sprd=0.020]
Ep 047/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:50,  2.02it/s, loss=0.614, pair=0.001, adv=4.689, sprd=0.020]
Ep 047/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:50,  2.02it/s, loss=0.671, pair=0.004, adv=4.215, sprd=0.028]
Ep 047/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:47,  2.12it/s, loss=0.671, pair=0.004, adv=4.215, sprd=0.028]
Ep 047/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:47,  2.12it/s, loss=0.624, pair=0.000, adv=4.097, sprd=0.020]
Ep 047/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:49,  2.02it/s, loss=0.624, pair=0.000, adv=4.097, sprd=0.020]
Ep 047/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:49,  2.02it/s, loss=0.608, pair=0.001, adv=2.861, sprd=0.026]
Ep 047/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:46,  2.13it/s, loss=0.608, pair=0.001, adv=2.861, sprd=0.026]
Ep 047/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:46,  2.13it/s, loss=0.698, pair=0.002, adv=4.508, sprd=0.024]
Ep 047/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:47,  2.05it/s, loss=0.698, pair=0.002, adv=4.508, sprd=0.024]
Ep 047/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:47,  2.05it/s, loss=0.556, pair=0.003, adv=2.918, sprd=0.019]
Ep 047/80 [S3:+sens]:  79%|█▌| 356/453 [02:55<00:44,  2.16it/s, loss=0.556, pair=0.003, adv=2.918, sprd=0.019]
Ep 047/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.16it/s, loss=1.516, pair=2.459, adv=5.323, sprd=0.024]
Ep 047/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:46,  2.04it/s, loss=1.516, pair=2.459, adv=5.323, sprd=0.024]
Ep 047/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:46,  2.04it/s, loss=0.624, pair=0.003, adv=3.444, sprd=0.019]
Ep 047/80 [S3:+sens]:  79%|█▌| 358/453 [02:56<00:43,  2.17it/s, loss=0.624, pair=0.003, adv=3.444, sprd=0.019]
Ep 047/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.17it/s, loss=0.612, pair=0.007, adv=3.444, sprd=0.015]
Ep 047/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.96it/s, loss=0.612, pair=0.007, adv=3.444, sprd=0.015]
Ep 047/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.96it/s, loss=0.592, pair=0.003, adv=3.716, sprd=0.014]
Ep 047/80 [S3:+sens]:  79%|█▌| 360/453 [02:57<00:44,  2.09it/s, loss=0.592, pair=0.003, adv=3.716, sprd=0.014]
Ep 047/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:44,  2.09it/s, loss=0.626, pair=0.005, adv=3.636, sprd=0.015]
Ep 047/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:44,  2.08it/s, loss=0.626, pair=0.005, adv=3.636, sprd=0.015]
Ep 047/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:44,  2.08it/s, loss=0.594, pair=0.006, adv=3.757, sprd=0.014]
Ep 047/80 [S3:+sens]:  80%|█▌| 362/453 [02:58<00:41,  2.20it/s, loss=0.594, pair=0.006, adv=3.757, sprd=0.014]
Ep 047/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:41,  2.20it/s, loss=0.628, pair=0.007, adv=3.281, sprd=0.024]
Ep 047/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:43,  2.08it/s, loss=0.628, pair=0.007, adv=3.281, sprd=0.024]
Ep 047/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:43,  2.08it/s, loss=0.658, pair=0.003, adv=3.970, sprd=0.023]
Ep 047/80 [S3:+sens]:  80%|█▌| 364/453 [02:59<00:40,  2.18it/s, loss=0.658, pair=0.003, adv=3.970, sprd=0.023]
Ep 047/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:40,  2.18it/s, loss=0.648, pair=0.002, adv=4.832, sprd=0.022]
Ep 047/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:42,  2.08it/s, loss=0.648, pair=0.002, adv=4.832, sprd=0.022]
Ep 047/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:42,  2.08it/s, loss=0.629, pair=0.000, adv=6.311, sprd=0.020]
Ep 047/80 [S3:+sens]:  81%|█▌| 366/453 [03:00<00:40,  2.17it/s, loss=0.629, pair=0.000, adv=6.311, sprd=0.020]
Ep 047/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:40,  2.17it/s, loss=0.677, pair=0.001, adv=3.631, sprd=0.018]
Ep 047/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:41,  2.10it/s, loss=0.677, pair=0.001, adv=3.631, sprd=0.018]
Ep 047/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:41,  2.10it/s, loss=0.634, pair=0.003, adv=4.507, sprd=0.024]
Ep 047/80 [S3:+sens]:  81%|█▌| 368/453 [03:01<00:39,  2.16it/s, loss=0.634, pair=0.003, adv=4.507, sprd=0.024]
Ep 047/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:39,  2.16it/s, loss=0.651, pair=0.000, adv=4.668, sprd=0.023]
Ep 047/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:40,  2.08it/s, loss=0.651, pair=0.000, adv=4.668, sprd=0.023]
Ep 047/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:40,  2.08it/s, loss=0.617, pair=0.015, adv=4.360, sprd=0.015]
Ep 047/80 [S3:+sens]:  82%|█▋| 370/453 [03:02<00:37,  2.21it/s, loss=0.617, pair=0.015, adv=4.360, sprd=0.015]
Ep 047/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:37,  2.21it/s, loss=0.638, pair=0.001, adv=4.277, sprd=0.018]
Ep 047/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:38,  2.14it/s, loss=0.638, pair=0.001, adv=4.277, sprd=0.018]
Ep 047/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:38,  2.14it/s, loss=0.640, pair=0.001, adv=3.189, sprd=0.027]
Ep 047/80 [S3:+sens]:  82%|█▋| 372/453 [03:03<00:36,  2.21it/s, loss=0.640, pair=0.001, adv=3.189, sprd=0.027]
Ep 047/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:36,  2.21it/s, loss=0.655, pair=0.001, adv=4.140, sprd=0.024]
Ep 047/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:38,  2.08it/s, loss=0.655, pair=0.001, adv=4.140, sprd=0.024]
Ep 047/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:38,  2.08it/s, loss=0.637, pair=0.001, adv=4.502, sprd=0.020]
Ep 047/80 [S3:+sens]:  83%|█▋| 374/453 [03:04<00:36,  2.18it/s, loss=0.637, pair=0.001, adv=4.502, sprd=0.020]
Ep 047/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:36,  2.18it/s, loss=0.613, pair=0.007, adv=3.816, sprd=0.018]
Ep 047/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:39,  2.00it/s, loss=0.613, pair=0.007, adv=3.816, sprd=0.018]
Ep 047/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:39,  2.00it/s, loss=0.675, pair=0.000, adv=3.473, sprd=0.027]
Ep 047/80 [S3:+sens]:  83%|█▋| 376/453 [03:05<00:37,  2.06it/s, loss=0.675, pair=0.000, adv=3.473, sprd=0.027]
Ep 047/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:37,  2.06it/s, loss=0.656, pair=0.001, adv=4.384, sprd=0.026]
Ep 047/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:40,  1.88it/s, loss=0.656, pair=0.001, adv=4.384, sprd=0.026]
Ep 047/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:40,  1.88it/s, loss=0.523, pair=0.000, adv=2.648, sprd=0.018]
Ep 047/80 [S3:+sens]:  83%|█▋| 378/453 [03:06<00:38,  1.97it/s, loss=0.523, pair=0.000, adv=2.648, sprd=0.018]
Ep 047/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:38,  1.97it/s, loss=0.679, pair=0.002, adv=4.256, sprd=0.028]
Ep 047/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:40,  1.84it/s, loss=0.679, pair=0.002, adv=4.256, sprd=0.028]
Ep 047/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:40,  1.84it/s, loss=0.635, pair=0.000, adv=4.214, sprd=0.021]
Ep 047/80 [S3:+sens]:  84%|█▋| 380/453 [03:07<00:37,  1.94it/s, loss=0.635, pair=0.000, adv=4.214, sprd=0.021]
Ep 047/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:37,  1.94it/s, loss=0.690, pair=0.001, adv=4.328, sprd=0.020]
Ep 047/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:39,  1.83it/s, loss=0.690, pair=0.001, adv=4.328, sprd=0.020]
Ep 047/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:39,  1.83it/s, loss=0.658, pair=0.001, adv=3.400, sprd=0.027]
Ep 047/80 [S3:+sens]:  84%|█▋| 382/453 [03:08<00:36,  1.94it/s, loss=0.658, pair=0.001, adv=3.400, sprd=0.027]
Ep 047/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:36,  1.94it/s, loss=0.679, pair=0.000, adv=3.483, sprd=0.030]
Ep 047/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:41,  1.68it/s, loss=0.679, pair=0.000, adv=3.483, sprd=0.030]
Ep 047/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:41,  1.68it/s, loss=0.684, pair=0.000, adv=3.693, sprd=0.031]
Ep 047/80 [S3:+sens]:  85%|█▋| 384/453 [03:09<00:38,  1.80it/s, loss=0.684, pair=0.000, adv=3.693, sprd=0.031]
Ep 047/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:38,  1.80it/s, loss=0.562, pair=0.000, adv=3.112, sprd=0.015]
Ep 047/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:38,  1.75it/s, loss=0.562, pair=0.000, adv=3.112, sprd=0.015]
Ep 047/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:38,  1.75it/s, loss=0.626, pair=0.006, adv=4.057, sprd=0.019]
Ep 047/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:35,  1.87it/s, loss=0.626, pair=0.006, adv=4.057, sprd=0.019]
Ep 047/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:35,  1.87it/s, loss=0.673, pair=0.003, adv=5.272, sprd=0.031]
Ep 047/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:37,  1.76it/s, loss=0.673, pair=0.003, adv=5.272, sprd=0.031]
Ep 047/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:37,  1.76it/s, loss=0.606, pair=0.000, adv=3.224, sprd=0.021]
Ep 047/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:34,  1.88it/s, loss=0.606, pair=0.000, adv=3.224, sprd=0.021]
Ep 047/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:34,  1.88it/s, loss=0.611, pair=0.004, adv=3.946, sprd=0.017]
Ep 047/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:35,  1.80it/s, loss=0.611, pair=0.004, adv=3.946, sprd=0.017]
Ep 047/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:35,  1.80it/s, loss=0.641, pair=0.005, adv=3.662, sprd=0.024]
Ep 047/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:33,  1.90it/s, loss=0.641, pair=0.005, adv=3.662, sprd=0.024]
Ep 047/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:33,  1.90it/s, loss=0.668, pair=0.001, adv=4.917, sprd=0.023]
Ep 047/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:34,  1.82it/s, loss=0.668, pair=0.001, adv=4.917, sprd=0.023]
Ep 047/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:34,  1.82it/s, loss=0.593, pair=0.003, adv=5.122, sprd=0.016]
Ep 047/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:31,  1.93it/s, loss=0.593, pair=0.003, adv=5.122, sprd=0.016]
Ep 047/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:31,  1.93it/s, loss=0.629, pair=0.000, adv=5.853, sprd=0.021]
Ep 047/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:33,  1.81it/s, loss=0.629, pair=0.000, adv=5.853, sprd=0.021]
Ep 047/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:33,  1.81it/s, loss=1.039, pair=1.074, adv=5.582, sprd=0.022]
Ep 047/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:30,  1.94it/s, loss=1.039, pair=1.074, adv=5.582, sprd=0.022]
Ep 047/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:30,  1.94it/s, loss=0.623, pair=0.000, adv=4.192, sprd=0.018]
Ep 047/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:31,  1.82it/s, loss=0.623, pair=0.000, adv=4.192, sprd=0.018]
Ep 047/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:31,  1.82it/s, loss=0.616, pair=0.000, adv=3.848, sprd=0.017]
Ep 047/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:29,  1.93it/s, loss=0.616, pair=0.000, adv=3.848, sprd=0.017]
Ep 047/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:29,  1.93it/s, loss=0.616, pair=0.002, adv=6.386, sprd=0.016]
Ep 047/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:30,  1.83it/s, loss=0.616, pair=0.002, adv=6.386, sprd=0.016]
Ep 047/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:30,  1.83it/s, loss=0.607, pair=0.001, adv=4.120, sprd=0.017]
Ep 047/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:28,  1.93it/s, loss=0.607, pair=0.001, adv=4.120, sprd=0.017]
Ep 047/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:28,  1.93it/s, loss=0.576, pair=0.001, adv=3.179, sprd=0.017]
Ep 047/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:30,  1.79it/s, loss=0.576, pair=0.001, adv=3.179, sprd=0.017]
Ep 047/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:30,  1.79it/s, loss=0.629, pair=0.000, adv=4.696, sprd=0.020]
Ep 047/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:27,  1.91it/s, loss=0.629, pair=0.000, adv=4.696, sprd=0.020]
Ep 047/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:27,  1.91it/s, loss=0.611, pair=0.000, adv=4.345, sprd=0.016]
Ep 047/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:28,  1.81it/s, loss=0.611, pair=0.000, adv=4.345, sprd=0.016]
Ep 047/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:28,  1.81it/s, loss=0.596, pair=0.003, adv=3.319, sprd=0.016]
Ep 047/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:25,  1.96it/s, loss=0.596, pair=0.003, adv=3.319, sprd=0.016]
Ep 047/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:25,  1.96it/s, loss=0.690, pair=0.006, adv=3.217, sprd=0.021]
Ep 047/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:27,  1.85it/s, loss=0.690, pair=0.006, adv=3.217, sprd=0.021]
Ep 047/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:27,  1.85it/s, loss=0.662, pair=0.005, adv=3.414, sprd=0.024]
Ep 047/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:25,  1.95it/s, loss=0.662, pair=0.005, adv=3.414, sprd=0.024]
Ep 047/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:25,  1.95it/s, loss=0.610, pair=0.003, adv=5.637, sprd=0.017]
Ep 047/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:24,  1.93it/s, loss=0.610, pair=0.003, adv=5.637, sprd=0.017]
Ep 047/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:24,  1.93it/s, loss=0.644, pair=0.001, adv=3.480, sprd=0.019]
Ep 047/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:22,  2.11it/s, loss=0.644, pair=0.001, adv=3.480, sprd=0.019]
Ep 047/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:22,  2.11it/s, loss=0.623, pair=0.000, adv=5.415, sprd=0.019]
Ep 047/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:22,  2.01it/s, loss=0.623, pair=0.000, adv=5.415, sprd=0.019]
Ep 047/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:22,  2.01it/s, loss=0.597, pair=0.041, adv=3.522, sprd=0.015]
Ep 047/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.11it/s, loss=0.597, pair=0.041, adv=3.522, sprd=0.015]
Ep 047/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:21,  2.11it/s, loss=0.631, pair=0.000, adv=6.504, sprd=0.021]
Ep 047/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:21,  2.04it/s, loss=0.631, pair=0.000, adv=6.504, sprd=0.021]
Ep 047/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:21,  2.04it/s, loss=1.503, pair=2.461, adv=3.842, sprd=0.026]
Ep 047/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.11it/s, loss=1.503, pair=2.461, adv=3.842, sprd=0.026]
Ep 047/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:20,  2.11it/s, loss=0.657, pair=0.000, adv=4.286, sprd=0.025]
Ep 047/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:21,  1.91it/s, loss=0.657, pair=0.000, adv=4.286, sprd=0.025]
Ep 047/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:21,  1.91it/s, loss=0.631, pair=0.009, adv=3.301, sprd=0.019]
Ep 047/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.09it/s, loss=0.631, pair=0.009, adv=3.301, sprd=0.019]
Ep 047/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:19,  2.09it/s, loss=0.680, pair=0.003, adv=4.683, sprd=0.031]
Ep 047/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.00it/s, loss=0.680, pair=0.003, adv=4.683, sprd=0.031]
Ep 047/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.00it/s, loss=0.622, pair=0.000, adv=4.170, sprd=0.020]
Ep 047/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.11it/s, loss=0.622, pair=0.000, adv=4.170, sprd=0.020]
Ep 047/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.11it/s, loss=0.648, pair=0.001, adv=4.023, sprd=0.015]
Ep 047/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.04it/s, loss=0.648, pair=0.001, adv=4.023, sprd=0.015]
Ep 047/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.04it/s, loss=0.609, pair=0.000, adv=6.048, sprd=0.019]
Ep 047/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.13it/s, loss=0.609, pair=0.000, adv=6.048, sprd=0.019]
Ep 047/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.13it/s, loss=0.643, pair=0.010, adv=8.572, sprd=0.020]
Ep 047/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.08it/s, loss=0.643, pair=0.010, adv=8.572, sprd=0.020]
Ep 047/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:17,  2.08it/s, loss=1.041, pair=1.131, adv=5.024, sprd=0.020]
Ep 047/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:15,  2.20it/s, loss=1.041, pair=1.131, adv=5.024, sprd=0.020]
Ep 047/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:15,  2.20it/s, loss=0.656, pair=0.006, adv=4.148, sprd=0.014]
Ep 047/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.12it/s, loss=0.656, pair=0.006, adv=4.148, sprd=0.014]
Ep 047/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:16,  2.12it/s, loss=1.933, pair=3.742, adv=7.010, sprd=0.022]
Ep 047/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.17it/s, loss=1.933, pair=3.742, adv=7.010, sprd=0.022]
Ep 047/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.17it/s, loss=0.631, pair=0.001, adv=5.591, sprd=0.023]
Ep 047/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.07it/s, loss=0.631, pair=0.001, adv=5.591, sprd=0.023]
Ep 047/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:15,  2.07it/s, loss=0.927, pair=0.750, adv=5.153, sprd=0.030]
Ep 047/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.13it/s, loss=0.927, pair=0.750, adv=5.153, sprd=0.030]
Ep 047/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.13it/s, loss=0.631, pair=0.000, adv=4.556, sprd=0.017]
Ep 047/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.04it/s, loss=0.631, pair=0.000, adv=4.556, sprd=0.017]
Ep 047/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:14,  2.04it/s, loss=0.952, pair=0.991, adv=8.208, sprd=0.017]
Ep 047/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.16it/s, loss=0.952, pair=0.991, adv=8.208, sprd=0.017]
Ep 047/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.16it/s, loss=0.626, pair=0.001, adv=4.728, sprd=0.022]
Ep 047/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.02it/s, loss=0.626, pair=0.001, adv=4.728, sprd=0.022]
Ep 047/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.02it/s, loss=1.056, pair=1.187, adv=6.337, sprd=0.026]
Ep 047/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.11it/s, loss=1.056, pair=1.187, adv=6.337, sprd=0.026]
Ep 047/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.11it/s, loss=0.855, pair=0.732, adv=5.960, sprd=0.015]
Ep 047/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.08it/s, loss=0.855, pair=0.732, adv=5.960, sprd=0.015]
Ep 047/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:12,  2.08it/s, loss=1.013, pair=1.061, adv=6.879, sprd=0.021]
Ep 047/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.17it/s, loss=1.013, pair=1.061, adv=6.879, sprd=0.021]
Ep 047/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.17it/s, loss=0.678, pair=0.003, adv=3.714, sprd=0.031]
Ep 047/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:11,  2.05it/s, loss=0.678, pair=0.003, adv=3.714, sprd=0.031]
Ep 047/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.05it/s, loss=0.623, pair=0.001, adv=3.949, sprd=0.020]
Ep 047/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.14it/s, loss=0.623, pair=0.001, adv=3.949, sprd=0.020]
Ep 047/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.14it/s, loss=0.672, pair=0.000, adv=4.630, sprd=0.027]
Ep 047/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.07it/s, loss=0.672, pair=0.000, adv=4.630, sprd=0.027]
Ep 047/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.07it/s, loss=0.674, pair=0.002, adv=3.455, sprd=0.026]
Ep 047/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:09,  2.17it/s, loss=0.674, pair=0.002, adv=3.455, sprd=0.026]
Ep 047/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.17it/s, loss=0.657, pair=0.002, adv=3.721, sprd=0.025]
Ep 047/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.07it/s, loss=0.657, pair=0.002, adv=3.721, sprd=0.025]
Ep 047/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.07it/s, loss=0.630, pair=0.004, adv=3.896, sprd=0.019]
Ep 047/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:08,  2.16it/s, loss=0.630, pair=0.004, adv=3.896, sprd=0.019]
Ep 047/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.16it/s, loss=0.610, pair=0.001, adv=3.561, sprd=0.017]
Ep 047/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:08,  2.07it/s, loss=0.610, pair=0.001, adv=3.561, sprd=0.017]
Ep 047/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:08,  2.07it/s, loss=0.593, pair=0.003, adv=2.864, sprd=0.018]
Ep 047/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:07,  2.19it/s, loss=0.593, pair=0.003, adv=2.864, sprd=0.018]
Ep 047/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.19it/s, loss=0.598, pair=0.003, adv=3.127, sprd=0.016]
Ep 047/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.17it/s, loss=0.598, pair=0.003, adv=3.127, sprd=0.016]
Ep 047/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.17it/s, loss=0.615, pair=0.003, adv=3.627, sprd=0.017]
Ep 047/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:06,  2.24it/s, loss=0.615, pair=0.003, adv=3.627, sprd=0.017]
Ep 047/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.24it/s, loss=0.620, pair=0.003, adv=3.534, sprd=0.016]
Ep 047/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.04it/s, loss=0.620, pair=0.003, adv=3.534, sprd=0.016]
Ep 047/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.04it/s, loss=0.616, pair=0.002, adv=5.302, sprd=0.020]
Ep 047/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:06,  2.13it/s, loss=0.616, pair=0.002, adv=5.302, sprd=0.020]
Ep 047/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  2.13it/s, loss=0.651, pair=0.001, adv=3.485, sprd=0.021]
Ep 047/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.09it/s, loss=0.651, pair=0.001, adv=3.485, sprd=0.021]
Ep 047/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.09it/s, loss=0.640, pair=0.003, adv=3.155, sprd=0.027]
Ep 047/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.19it/s, loss=0.640, pair=0.003, adv=3.155, sprd=0.027]
Ep 047/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.19it/s, loss=0.620, pair=0.000, adv=4.672, sprd=0.017]
Ep 047/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.11it/s, loss=0.620, pair=0.000, adv=4.672, sprd=0.017]
Ep 047/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.11it/s, loss=0.664, pair=0.003, adv=4.619, sprd=0.027]
Ep 047/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.17it/s, loss=0.664, pair=0.003, adv=4.619, sprd=0.027]
Ep 047/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.17it/s, loss=0.516, pair=0.000, adv=2.890, sprd=0.012]
Ep 047/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.12it/s, loss=0.516, pair=0.000, adv=2.890, sprd=0.012]
Ep 047/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.12it/s, loss=0.653, pair=0.000, adv=4.111, sprd=0.026]
Ep 047/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.18it/s, loss=0.653, pair=0.000, adv=4.111, sprd=0.026]
Ep 047/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.600, pair=0.003, adv=3.363, sprd=0.016]
Ep 047/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.10it/s, loss=0.600, pair=0.003, adv=3.363, sprd=0.016]
Ep 047/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.10it/s, loss=0.595, pair=0.003, adv=3.121, sprd=0.022]
Ep 047/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.17it/s, loss=0.595, pair=0.003, adv=3.121, sprd=0.022]
Ep 047/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.17it/s, loss=0.650, pair=0.001, adv=4.020, sprd=0.015]
Ep 047/80 [S3:+sens]:  99%|█▉| 449/453 [03:41<00:01,  2.10it/s, loss=0.650, pair=0.001, adv=4.020, sprd=0.015]
Ep 047/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:01,  2.10it/s, loss=0.651, pair=0.000, adv=4.016, sprd=0.021]
Ep 047/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.20it/s, loss=0.651, pair=0.000, adv=4.016, sprd=0.021]
Ep 047/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.20it/s, loss=0.689, pair=0.000, adv=4.594, sprd=0.019]
Ep 047/80 [S3:+sens]: 100%|█▉| 451/453 [03:42<00:00,  2.12it/s, loss=0.689, pair=0.000, adv=4.594, sprd=0.019]
Ep 047/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:00,  2.12it/s, loss=0.608, pair=0.000, adv=6.002, sprd=0.017]
Ep 047/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.21it/s, loss=0.608, pair=0.000, adv=6.002, sprd=0.017]
Ep 047/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.21it/s, loss=0.588, pair=0.005, adv=3.869, sprd=0.011]
Ep 047/80 [S3:+sens]: 100%|██| 453/453 [03:43<00:00,  2.15it/s, loss=0.588, pair=0.005, adv=3.869, sprd=0.011]
                                                                                                              
Epoch 047/80 [S3:+sens]  loss=0.6662  mat=0.2703  sens=1.1173  pair=0.0851  adv=4.7079(rand=3.47)  deg=0.0086  orth=0.0018  spread=0.0208  q_mean=52.0  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=4.14e-05  224s

Ep 048/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 048/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.592, pair=0.002, adv=4.362, sprd=0.016]
Ep 048/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:57,  1.46s/it, loss=0.592, pair=0.002, adv=4.362, sprd=0.016]
Ep 048/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:57,  1.46s/it, loss=0.654, pair=0.000, adv=3.602, sprd=0.022]
Ep 048/80 [S3:+sens]:   0%|    | 2/453 [00:01<06:16,  1.20it/s, loss=0.654, pair=0.000, adv=3.602, sprd=0.022]
Ep 048/80 [S3:+sens]:   0%|    | 2/453 [00:02<06:16,  1.20it/s, loss=0.626, pair=0.000, adv=3.274, sprd=0.026]
Ep 048/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:25,  1.38it/s, loss=0.626, pair=0.000, adv=3.274, sprd=0.026]
Ep 048/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:25,  1.38it/s, loss=0.660, pair=0.001, adv=4.840, sprd=0.026]
Ep 048/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:30,  1.66it/s, loss=0.660, pair=0.001, adv=4.840, sprd=0.026]
Ep 048/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:30,  1.66it/s, loss=0.611, pair=0.000, adv=5.375, sprd=0.019]
Ep 048/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:21,  1.71it/s, loss=0.611, pair=0.000, adv=5.375, sprd=0.019]
Ep 048/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:21,  1.71it/s, loss=0.653, pair=0.002, adv=4.583, sprd=0.022]
Ep 048/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:53,  1.91it/s, loss=0.653, pair=0.002, adv=4.583, sprd=0.022]
Ep 048/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:53,  1.91it/s, loss=0.649, pair=0.000, adv=3.504, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:52,  1.92it/s, loss=0.649, pair=0.000, adv=3.504, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:52,  1.92it/s, loss=0.647, pair=0.000, adv=7.221, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:35,  2.06it/s, loss=0.647, pair=0.000, adv=7.221, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:35,  2.06it/s, loss=0.637, pair=0.000, adv=3.887, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:38,  2.03it/s, loss=0.637, pair=0.000, adv=3.887, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:38,  2.03it/s, loss=0.634, pair=0.005, adv=4.177, sprd=0.014]
Ep 048/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:22,  2.19it/s, loss=0.634, pair=0.005, adv=4.177, sprd=0.014]
Ep 048/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:22,  2.19it/s, loss=0.659, pair=0.000, adv=4.128, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:29,  2.11it/s, loss=0.659, pair=0.000, adv=4.128, sprd=0.021]
Ep 048/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:29,  2.11it/s, loss=0.653, pair=0.000, adv=5.610, sprd=0.018]
Ep 048/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:17,  2.23it/s, loss=0.653, pair=0.000, adv=5.610, sprd=0.018]
Ep 048/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:17,  2.23it/s, loss=0.635, pair=0.001, adv=5.312, sprd=0.022]
Ep 048/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.635, pair=0.001, adv=5.312, sprd=0.022]
Ep 048/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.648, pair=0.001, adv=3.718, sprd=0.021]
Ep 048/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.648, pair=0.001, adv=3.718, sprd=0.021]
Ep 048/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:22,  2.17it/s, loss=0.672, pair=0.000, adv=4.832, sprd=0.028]
Ep 048/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:45,  1.95it/s, loss=0.672, pair=0.000, adv=4.832, sprd=0.028]
Ep 048/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:45,  1.95it/s, loss=0.976, pair=0.987, adv=6.057, sprd=0.021]
Ep 048/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:30,  2.07it/s, loss=0.976, pair=0.987, adv=6.057, sprd=0.021]
Ep 048/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:30,  2.07it/s, loss=0.672, pair=0.006, adv=4.023, sprd=0.024]
Ep 048/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:33,  2.04it/s, loss=0.672, pair=0.006, adv=4.023, sprd=0.024]
Ep 048/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:33,  2.04it/s, loss=0.599, pair=0.000, adv=3.692, sprd=0.018]
Ep 048/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:25,  2.11it/s, loss=0.599, pair=0.000, adv=3.692, sprd=0.018]
Ep 048/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:25,  2.11it/s, loss=0.634, pair=0.000, adv=5.121, sprd=0.020]
Ep 048/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:42,  1.95it/s, loss=0.634, pair=0.000, adv=5.121, sprd=0.020]
Ep 048/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:42,  1.95it/s, loss=0.636, pair=0.000, adv=4.117, sprd=0.020]
Ep 048/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:32,  2.04it/s, loss=0.636, pair=0.000, adv=4.117, sprd=0.020]
Ep 048/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:32,  2.04it/s, loss=0.625, pair=0.000, adv=4.031, sprd=0.021]
Ep 048/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:51,  1.87it/s, loss=0.625, pair=0.000, adv=4.031, sprd=0.021]
Ep 048/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:51,  1.87it/s, loss=0.649, pair=0.000, adv=4.095, sprd=0.022]
Ep 048/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:39,  1.97it/s, loss=0.649, pair=0.000, adv=4.095, sprd=0.022]
Ep 048/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:39,  1.97it/s, loss=0.625, pair=0.000, adv=3.915, sprd=0.020]
Ep 048/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:52,  1.85it/s, loss=0.625, pair=0.000, adv=3.915, sprd=0.020]
Ep 048/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:52,  1.85it/s, loss=0.637, pair=0.000, adv=3.640, sprd=0.023]
Ep 048/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:40,  1.95it/s, loss=0.637, pair=0.000, adv=3.640, sprd=0.023]
Ep 048/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:40,  1.95it/s, loss=0.621, pair=0.000, adv=4.979, sprd=0.017]
Ep 048/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:52,  1.84it/s, loss=0.621, pair=0.000, adv=4.979, sprd=0.017]
Ep 048/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:52,  1.84it/s, loss=0.656, pair=0.001, adv=4.219, sprd=0.022]
Ep 048/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:35,  1.98it/s, loss=0.656, pair=0.001, adv=4.219, sprd=0.022]
Ep 048/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:35,  1.98it/s, loss=0.610, pair=0.001, adv=4.735, sprd=0.017]
Ep 048/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:52,  1.84it/s, loss=0.610, pair=0.001, adv=4.735, sprd=0.017]
Ep 048/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:52,  1.84it/s, loss=0.647, pair=0.001, adv=3.477, sprd=0.019]
Ep 048/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:36,  1.96it/s, loss=0.647, pair=0.001, adv=3.477, sprd=0.019]
Ep 048/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:36,  1.96it/s, loss=0.651, pair=0.001, adv=3.903, sprd=0.025]
Ep 048/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:50,  1.84it/s, loss=0.651, pair=0.001, adv=3.903, sprd=0.025]
Ep 048/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:50,  1.84it/s, loss=0.656, pair=0.000, adv=4.161, sprd=0.028]
Ep 048/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:40,  1.92it/s, loss=0.656, pair=0.000, adv=4.161, sprd=0.028]
Ep 048/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:40,  1.92it/s, loss=0.636, pair=0.000, adv=4.251, sprd=0.018]
Ep 048/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:51,  1.82it/s, loss=0.636, pair=0.000, adv=4.251, sprd=0.018]
Ep 048/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:51,  1.82it/s, loss=0.633, pair=0.001, adv=4.400, sprd=0.022]
Ep 048/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:38,  1.93it/s, loss=0.633, pair=0.001, adv=4.400, sprd=0.022]
Ep 048/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:38,  1.93it/s, loss=0.674, pair=0.001, adv=3.416, sprd=0.028]
Ep 048/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:51,  1.82it/s, loss=0.674, pair=0.001, adv=3.416, sprd=0.028]
Ep 048/80 [S3:+sens]:   7%|▏  | 33/453 [00:18<03:51,  1.82it/s, loss=0.668, pair=0.046, adv=4.373, sprd=0.026]
Ep 048/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:37,  1.92it/s, loss=0.668, pair=0.046, adv=4.373, sprd=0.026]
Ep 048/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:37,  1.92it/s, loss=0.671, pair=0.002, adv=4.721, sprd=0.018]
Ep 048/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:50,  1.81it/s, loss=0.671, pair=0.002, adv=4.721, sprd=0.018]
Ep 048/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:50,  1.81it/s, loss=0.655, pair=0.001, adv=3.871, sprd=0.025]
Ep 048/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:37,  1.91it/s, loss=0.655, pair=0.001, adv=3.871, sprd=0.025]
Ep 048/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:37,  1.91it/s, loss=0.720, pair=0.003, adv=4.570, sprd=0.040]
Ep 048/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:53,  1.78it/s, loss=0.720, pair=0.003, adv=4.570, sprd=0.040]
Ep 048/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:53,  1.78it/s, loss=0.631, pair=0.004, adv=4.226, sprd=0.022]
Ep 048/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:39,  1.89it/s, loss=0.631, pair=0.004, adv=4.226, sprd=0.022]
Ep 048/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:39,  1.89it/s, loss=0.615, pair=0.007, adv=4.431, sprd=0.015]
Ep 048/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<04:04,  1.69it/s, loss=0.615, pair=0.007, adv=4.431, sprd=0.015]
Ep 048/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<04:04,  1.69it/s, loss=0.522, pair=0.005, adv=2.456, sprd=0.017]
Ep 048/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:40,  1.87it/s, loss=0.522, pair=0.005, adv=2.456, sprd=0.017]
Ep 048/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:40,  1.87it/s, loss=0.662, pair=0.005, adv=3.984, sprd=0.023]
Ep 048/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:50,  1.79it/s, loss=0.662, pair=0.005, adv=3.984, sprd=0.023]
Ep 048/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:50,  1.79it/s, loss=0.514, pair=0.004, adv=2.475, sprd=0.018]
Ep 048/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:33,  1.93it/s, loss=0.514, pair=0.004, adv=2.475, sprd=0.018]
Ep 048/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:33,  1.93it/s, loss=0.684, pair=0.002, adv=3.265, sprd=0.024]
Ep 048/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:45,  1.82it/s, loss=0.684, pair=0.002, adv=3.265, sprd=0.024]
Ep 048/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:45,  1.82it/s, loss=0.656, pair=0.005, adv=3.785, sprd=0.027]
Ep 048/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:34,  1.91it/s, loss=0.656, pair=0.005, adv=3.785, sprd=0.027]
Ep 048/80 [S3:+sens]:  10%|▎  | 44/453 [00:24<03:34,  1.91it/s, loss=0.643, pair=0.005, adv=3.586, sprd=0.022]
Ep 048/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:47,  1.80it/s, loss=0.643, pair=0.005, adv=3.586, sprd=0.022]
Ep 048/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:47,  1.80it/s, loss=0.631, pair=0.006, adv=5.115, sprd=0.022]
Ep 048/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:34,  1.90it/s, loss=0.631, pair=0.006, adv=5.115, sprd=0.022]
Ep 048/80 [S3:+sens]:  10%|▎  | 46/453 [00:25<03:34,  1.90it/s, loss=0.582, pair=0.004, adv=4.929, sprd=0.014]
Ep 048/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:46,  1.79it/s, loss=0.582, pair=0.004, adv=4.929, sprd=0.014]
Ep 048/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:46,  1.79it/s, loss=0.633, pair=0.003, adv=3.421, sprd=0.017]
Ep 048/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:26,  1.97it/s, loss=0.633, pair=0.003, adv=3.421, sprd=0.017]
Ep 048/80 [S3:+sens]:  11%|▎  | 48/453 [00:26<03:26,  1.97it/s, loss=0.585, pair=0.005, adv=3.027, sprd=0.022]
Ep 048/80 [S3:+sens]:  11%|▎  | 49/453 [00:26<03:32,  1.90it/s, loss=0.585, pair=0.005, adv=3.027, sprd=0.022]
Ep 048/80 [S3:+sens]:  11%|▎  | 49/453 [00:26<03:32,  1.90it/s, loss=0.654, pair=0.008, adv=3.254, sprd=0.027]
Ep 048/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:18,  2.03it/s, loss=0.654, pair=0.008, adv=3.254, sprd=0.027]
Ep 048/80 [S3:+sens]:  11%|▎  | 50/453 [00:27<03:18,  2.03it/s, loss=0.687, pair=0.004, adv=4.641, sprd=0.028]
Ep 048/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:22,  1.98it/s, loss=0.687, pair=0.004, adv=4.641, sprd=0.028]
Ep 048/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:22,  1.98it/s, loss=0.629, pair=0.001, adv=4.449, sprd=0.020]
Ep 048/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:10,  2.10it/s, loss=0.629, pair=0.001, adv=4.449, sprd=0.020]
Ep 048/80 [S3:+sens]:  11%|▎  | 52/453 [00:28<03:10,  2.10it/s, loss=0.613, pair=0.000, adv=3.268, sprd=0.023]
Ep 048/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:18,  2.02it/s, loss=0.613, pair=0.000, adv=3.268, sprd=0.023]
Ep 048/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:18,  2.02it/s, loss=0.626, pair=0.002, adv=4.641, sprd=0.017]
Ep 048/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:05,  2.15it/s, loss=0.626, pair=0.002, adv=4.641, sprd=0.017]
Ep 048/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:05,  2.15it/s, loss=0.656, pair=0.001, adv=4.878, sprd=0.022]
Ep 048/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:12,  2.07it/s, loss=0.656, pair=0.001, adv=4.878, sprd=0.022]
Ep 048/80 [S3:+sens]:  12%|▎  | 55/453 [00:29<03:12,  2.07it/s, loss=0.642, pair=0.001, adv=4.708, sprd=0.021]
Ep 048/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:03,  2.17it/s, loss=0.642, pair=0.001, adv=4.708, sprd=0.021]
Ep 048/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:03,  2.17it/s, loss=0.621, pair=0.000, adv=3.661, sprd=0.017]
Ep 048/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:08,  2.10it/s, loss=0.621, pair=0.000, adv=3.661, sprd=0.017]
Ep 048/80 [S3:+sens]:  13%|▍  | 57/453 [00:30<03:08,  2.10it/s, loss=0.561, pair=0.001, adv=2.900, sprd=0.018]
Ep 048/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<02:57,  2.23it/s, loss=0.561, pair=0.001, adv=2.900, sprd=0.018]
Ep 048/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<02:57,  2.23it/s, loss=0.619, pair=0.006, adv=3.417, sprd=0.019]
Ep 048/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:05,  2.12it/s, loss=0.619, pair=0.006, adv=3.417, sprd=0.019]
Ep 048/80 [S3:+sens]:  13%|▍  | 59/453 [00:31<03:05,  2.12it/s, loss=0.656, pair=0.000, adv=4.026, sprd=0.023]
Ep 048/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<02:57,  2.21it/s, loss=0.656, pair=0.000, adv=4.026, sprd=0.023]
Ep 048/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<02:57,  2.21it/s, loss=0.643, pair=0.005, adv=3.369, sprd=0.021]
Ep 048/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:03,  2.14it/s, loss=0.643, pair=0.005, adv=3.369, sprd=0.021]
Ep 048/80 [S3:+sens]:  13%|▍  | 61/453 [00:32<03:03,  2.14it/s, loss=0.659, pair=0.006, adv=4.842, sprd=0.024]
Ep 048/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<02:55,  2.23it/s, loss=0.659, pair=0.006, adv=4.842, sprd=0.024]
Ep 048/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<02:55,  2.23it/s, loss=0.634, pair=0.004, adv=3.940, sprd=0.020]
Ep 048/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:03,  2.13it/s, loss=0.634, pair=0.004, adv=3.940, sprd=0.020]
Ep 048/80 [S3:+sens]:  14%|▍  | 63/453 [00:33<03:03,  2.13it/s, loss=0.564, pair=0.004, adv=2.829, sprd=0.019]
Ep 048/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<02:53,  2.24it/s, loss=0.564, pair=0.004, adv=2.829, sprd=0.019]
Ep 048/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<02:53,  2.24it/s, loss=0.628, pair=0.006, adv=4.223, sprd=0.021]
Ep 048/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:03,  2.11it/s, loss=0.628, pair=0.006, adv=4.223, sprd=0.021]
Ep 048/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:03,  2.11it/s, loss=0.678, pair=0.007, adv=4.869, sprd=0.029]
Ep 048/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<02:57,  2.18it/s, loss=0.678, pair=0.007, adv=4.869, sprd=0.029]
Ep 048/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<02:57,  2.18it/s, loss=0.628, pair=0.002, adv=3.212, sprd=0.024]
Ep 048/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:15,  1.97it/s, loss=0.628, pair=0.002, adv=3.212, sprd=0.024]
Ep 048/80 [S3:+sens]:  15%|▍  | 67/453 [00:35<03:15,  1.97it/s, loss=0.669, pair=0.002, adv=3.680, sprd=0.028]
Ep 048/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<03:04,  2.08it/s, loss=0.669, pair=0.002, adv=3.680, sprd=0.028]
Ep 048/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<03:04,  2.08it/s, loss=0.610, pair=0.001, adv=4.676, sprd=0.017]
Ep 048/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:10,  2.01it/s, loss=0.610, pair=0.001, adv=4.676, sprd=0.017]
Ep 048/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:10,  2.01it/s, loss=0.638, pair=0.000, adv=4.142, sprd=0.020]
Ep 048/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:00,  2.12it/s, loss=0.638, pair=0.000, adv=4.142, sprd=0.020]
Ep 048/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<03:00,  2.12it/s, loss=0.631, pair=0.004, adv=4.081, sprd=0.021]
Ep 048/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:06,  2.04it/s, loss=0.631, pair=0.004, adv=4.081, sprd=0.021]
Ep 048/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:06,  2.04it/s, loss=0.606, pair=0.003, adv=4.856, sprd=0.014]
Ep 048/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:55,  2.17it/s, loss=0.606, pair=0.003, adv=4.856, sprd=0.014]
Ep 048/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<02:55,  2.17it/s, loss=0.631, pair=0.002, adv=4.322, sprd=0.022]
Ep 048/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:06,  2.04it/s, loss=0.631, pair=0.002, adv=4.322, sprd=0.022]
Ep 048/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:06,  2.04it/s, loss=0.610, pair=0.004, adv=4.838, sprd=0.013]
Ep 048/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:53,  2.19it/s, loss=0.610, pair=0.004, adv=4.838, sprd=0.013]
Ep 048/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:53,  2.19it/s, loss=0.568, pair=0.006, adv=3.129, sprd=0.013]
Ep 048/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<02:57,  2.14it/s, loss=0.568, pair=0.006, adv=3.129, sprd=0.013]
Ep 048/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<02:57,  2.14it/s, loss=0.662, pair=0.000, adv=4.949, sprd=0.023]
Ep 048/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:49,  2.23it/s, loss=0.662, pair=0.000, adv=4.949, sprd=0.023]
Ep 048/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<02:49,  2.23it/s, loss=0.591, pair=0.001, adv=4.528, sprd=0.015]
Ep 048/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.11it/s, loss=0.591, pair=0.001, adv=4.528, sprd=0.015]
Ep 048/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.11it/s, loss=0.634, pair=0.001, adv=4.607, sprd=0.023]
Ep 048/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:51,  2.19it/s, loss=0.634, pair=0.001, adv=4.607, sprd=0.023]
Ep 048/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<02:51,  2.19it/s, loss=0.619, pair=0.001, adv=4.462, sprd=0.018]
Ep 048/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:57,  2.11it/s, loss=0.619, pair=0.001, adv=4.462, sprd=0.018]
Ep 048/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:57,  2.11it/s, loss=0.640, pair=0.001, adv=4.887, sprd=0.024]
Ep 048/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:51,  2.17it/s, loss=0.640, pair=0.001, adv=4.887, sprd=0.024]
Ep 048/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<02:51,  2.17it/s, loss=0.676, pair=0.000, adv=3.104, sprd=0.020]
Ep 048/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:56,  2.11it/s, loss=0.676, pair=0.000, adv=3.104, sprd=0.020]
Ep 048/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:56,  2.11it/s, loss=0.645, pair=0.001, adv=3.810, sprd=0.021]
Ep 048/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:47,  2.22it/s, loss=0.645, pair=0.001, adv=3.810, sprd=0.021]
Ep 048/80 [S3:+sens]:  18%|▌  | 82/453 [00:42<02:47,  2.22it/s, loss=0.595, pair=0.000, adv=4.452, sprd=0.013]
Ep 048/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:53,  2.13it/s, loss=0.595, pair=0.000, adv=4.452, sprd=0.013]
Ep 048/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:53,  2.13it/s, loss=0.660, pair=0.002, adv=4.583, sprd=0.028]
Ep 048/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:48,  2.19it/s, loss=0.660, pair=0.002, adv=4.583, sprd=0.028]
Ep 048/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:48,  2.19it/s, loss=0.616, pair=0.000, adv=4.582, sprd=0.018]
Ep 048/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<02:55,  2.10it/s, loss=0.616, pair=0.000, adv=4.582, sprd=0.018]
Ep 048/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:55,  2.10it/s, loss=0.596, pair=0.000, adv=5.166, sprd=0.018]
Ep 048/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:50,  2.15it/s, loss=0.596, pair=0.000, adv=5.166, sprd=0.018]
Ep 048/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:50,  2.15it/s, loss=0.649, pair=0.000, adv=3.644, sprd=0.025]
Ep 048/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:00,  2.03it/s, loss=0.649, pair=0.000, adv=3.644, sprd=0.025]
Ep 048/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<03:00,  2.03it/s, loss=0.632, pair=0.000, adv=3.924, sprd=0.019]
Ep 048/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.16it/s, loss=0.632, pair=0.000, adv=3.924, sprd=0.019]
Ep 048/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.16it/s, loss=0.693, pair=0.000, adv=3.999, sprd=0.033]
Ep 048/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:59,  2.03it/s, loss=0.693, pair=0.000, adv=3.999, sprd=0.033]
Ep 048/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:59,  2.03it/s, loss=0.658, pair=0.001, adv=4.818, sprd=0.025]
Ep 048/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:50,  2.13it/s, loss=0.658, pair=0.001, adv=4.818, sprd=0.025]
Ep 048/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:50,  2.13it/s, loss=0.607, pair=0.000, adv=4.642, sprd=0.015]
Ep 048/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:55,  2.06it/s, loss=0.607, pair=0.000, adv=4.642, sprd=0.015]
Ep 048/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:55,  2.06it/s, loss=0.649, pair=0.003, adv=3.360, sprd=0.022]
Ep 048/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:45,  2.19it/s, loss=0.649, pair=0.003, adv=3.360, sprd=0.022]
Ep 048/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:45,  2.19it/s, loss=0.624, pair=0.001, adv=3.902, sprd=0.020]
Ep 048/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:52,  2.08it/s, loss=0.624, pair=0.001, adv=3.902, sprd=0.020]
Ep 048/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:52,  2.08it/s, loss=0.633, pair=0.000, adv=3.793, sprd=0.020]
Ep 048/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.19it/s, loss=0.633, pair=0.000, adv=3.793, sprd=0.020]
Ep 048/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.19it/s, loss=0.706, pair=0.002, adv=4.150, sprd=0.028]
Ep 048/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:59,  2.00it/s, loss=0.706, pair=0.002, adv=4.150, sprd=0.028]
Ep 048/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:59,  2.00it/s, loss=0.579, pair=0.000, adv=3.215, sprd=0.016]
Ep 048/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:49,  2.11it/s, loss=0.579, pair=0.000, adv=3.215, sprd=0.016]
Ep 048/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:49,  2.11it/s, loss=0.667, pair=0.000, adv=4.599, sprd=0.022]
Ep 048/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:53,  2.05it/s, loss=0.667, pair=0.000, adv=4.599, sprd=0.022]
Ep 048/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:53,  2.05it/s, loss=0.636, pair=0.000, adv=4.915, sprd=0.022]
Ep 048/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:44,  2.15it/s, loss=0.636, pair=0.000, adv=4.915, sprd=0.022]
Ep 048/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:44,  2.15it/s, loss=1.405, pair=2.145, adv=3.627, sprd=0.027]
Ep 048/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:53,  2.04it/s, loss=1.405, pair=2.145, adv=3.627, sprd=0.027]
Ep 048/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:53,  2.04it/s, loss=0.615, pair=0.001, adv=3.342, sprd=0.019]
Ep 048/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:43,  2.15it/s, loss=0.615, pair=0.001, adv=3.342, sprd=0.019]
Ep 048/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:43,  2.15it/s, loss=0.667, pair=0.000, adv=4.263, sprd=0.018]
Ep 048/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:50,  2.07it/s, loss=0.667, pair=0.000, adv=4.263, sprd=0.018]
Ep 048/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:50,  2.07it/s, loss=0.600, pair=0.002, adv=3.186, sprd=0.019]
Ep 048/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:41,  2.18it/s, loss=0.600, pair=0.002, adv=3.186, sprd=0.019]
Ep 048/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:41,  2.18it/s, loss=0.646, pair=0.001, adv=4.914, sprd=0.023]
Ep 048/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:47,  2.09it/s, loss=0.646, pair=0.001, adv=4.914, sprd=0.023]
Ep 048/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:47,  2.09it/s, loss=0.642, pair=0.000, adv=4.798, sprd=0.021]
Ep 048/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:38,  2.20it/s, loss=0.642, pair=0.000, adv=4.798, sprd=0.021]
Ep 048/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:38,  2.20it/s, loss=0.603, pair=0.001, adv=3.098, sprd=0.020]
Ep 048/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:42,  2.14it/s, loss=0.603, pair=0.001, adv=3.098, sprd=0.020]
Ep 048/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:42,  2.14it/s, loss=0.768, pair=0.210, adv=3.676, sprd=0.031]
Ep 048/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:38,  2.20it/s, loss=0.768, pair=0.210, adv=3.676, sprd=0.031]
Ep 048/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:38,  2.20it/s, loss=0.594, pair=0.000, adv=4.487, sprd=0.014]
Ep 048/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:45,  2.10it/s, loss=0.594, pair=0.000, adv=4.487, sprd=0.014]
Ep 048/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:45,  2.10it/s, loss=0.640, pair=0.001, adv=4.787, sprd=0.023]
Ep 048/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:40,  2.16it/s, loss=0.640, pair=0.001, adv=4.787, sprd=0.023]
Ep 048/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:40,  2.16it/s, loss=0.756, pair=0.376, adv=5.297, sprd=0.019]
Ep 048/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:50,  2.02it/s, loss=0.756, pair=0.376, adv=5.297, sprd=0.019]
Ep 048/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:50,  2.02it/s, loss=0.650, pair=0.000, adv=4.159, sprd=0.022]
Ep 048/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:41,  2.12it/s, loss=0.650, pair=0.000, adv=4.159, sprd=0.022]
Ep 048/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:41,  2.12it/s, loss=0.613, pair=0.000, adv=4.160, sprd=0.015]
Ep 048/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:46,  2.05it/s, loss=0.613, pair=0.000, adv=4.160, sprd=0.015]
Ep 048/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:46,  2.05it/s, loss=0.673, pair=0.000, adv=4.987, sprd=0.028]
Ep 048/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:39,  2.13it/s, loss=0.673, pair=0.000, adv=4.987, sprd=0.028]
Ep 048/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:39,  2.13it/s, loss=0.609, pair=0.000, adv=4.457, sprd=0.017]
Ep 048/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:47,  2.03it/s, loss=0.609, pair=0.000, adv=4.457, sprd=0.017]
Ep 048/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:47,  2.03it/s, loss=0.645, pair=0.000, adv=3.949, sprd=0.026]
Ep 048/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:40,  2.12it/s, loss=0.645, pair=0.000, adv=3.949, sprd=0.026]
Ep 048/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:40,  2.12it/s, loss=0.634, pair=0.000, adv=4.376, sprd=0.019]
Ep 048/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:44,  2.05it/s, loss=0.634, pair=0.000, adv=4.376, sprd=0.019]
Ep 048/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:44,  2.05it/s, loss=0.646, pair=0.000, adv=4.440, sprd=0.022]
Ep 048/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:36,  2.15it/s, loss=0.646, pair=0.000, adv=4.440, sprd=0.022]
Ep 048/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:36,  2.15it/s, loss=0.691, pair=0.070, adv=3.949, sprd=0.025]
Ep 048/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.691, pair=0.070, adv=3.949, sprd=0.025]
Ep 048/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.08it/s, loss=0.660, pair=0.000, adv=3.709, sprd=0.028]
Ep 048/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.15it/s, loss=0.660, pair=0.000, adv=3.709, sprd=0.028]
Ep 048/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.15it/s, loss=0.603, pair=0.000, adv=2.979, sprd=0.022]
Ep 048/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:46,  2.00it/s, loss=0.603, pair=0.000, adv=2.979, sprd=0.022]
Ep 048/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:46,  2.00it/s, loss=0.654, pair=0.008, adv=3.322, sprd=0.025]
Ep 048/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:40,  2.08it/s, loss=0.654, pair=0.008, adv=3.322, sprd=0.025]
Ep 048/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:40,  2.08it/s, loss=0.621, pair=0.000, adv=5.150, sprd=0.018]
Ep 048/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:56,  1.88it/s, loss=0.621, pair=0.000, adv=5.150, sprd=0.018]
Ep 048/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:56,  1.88it/s, loss=0.609, pair=0.000, adv=5.369, sprd=0.018]
Ep 048/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:47,  1.98it/s, loss=0.609, pair=0.000, adv=5.369, sprd=0.018]
Ep 048/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:47,  1.98it/s, loss=0.585, pair=0.003, adv=2.880, sprd=0.022]
Ep 048/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:58,  1.85it/s, loss=0.585, pair=0.003, adv=2.880, sprd=0.022]
Ep 048/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:58,  1.85it/s, loss=0.623, pair=0.000, adv=3.444, sprd=0.020]
Ep 048/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:48,  1.96it/s, loss=0.623, pair=0.000, adv=3.444, sprd=0.020]
Ep 048/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:48,  1.96it/s, loss=0.685, pair=0.001, adv=4.243, sprd=0.032]
Ep 048/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<03:13,  1.69it/s, loss=0.685, pair=0.001, adv=4.243, sprd=0.032]
Ep 048/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<03:13,  1.69it/s, loss=0.622, pair=0.000, adv=4.597, sprd=0.016]
Ep 048/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:56,  1.86it/s, loss=0.622, pair=0.000, adv=4.597, sprd=0.016]
Ep 048/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:56,  1.86it/s, loss=0.620, pair=0.001, adv=3.812, sprd=0.018]
Ep 048/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<03:05,  1.76it/s, loss=0.620, pair=0.001, adv=3.812, sprd=0.018]
Ep 048/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<03:05,  1.76it/s, loss=0.628, pair=0.000, adv=4.397, sprd=0.014]
Ep 048/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:48,  1.93it/s, loss=0.628, pair=0.000, adv=4.397, sprd=0.014]
Ep 048/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:48,  1.93it/s, loss=0.671, pair=0.000, adv=3.317, sprd=0.028]
Ep 048/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:58,  1.82it/s, loss=0.671, pair=0.000, adv=3.317, sprd=0.028]
Ep 048/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:58,  1.82it/s, loss=0.641, pair=0.000, adv=3.698, sprd=0.018]
Ep 048/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:47,  1.92it/s, loss=0.641, pair=0.000, adv=3.698, sprd=0.018]
Ep 048/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:47,  1.92it/s, loss=0.649, pair=0.079, adv=3.695, sprd=0.018]
Ep 048/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:56,  1.83it/s, loss=0.649, pair=0.079, adv=3.695, sprd=0.018]
Ep 048/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<02:56,  1.83it/s, loss=0.696, pair=0.000, adv=5.906, sprd=0.034]
Ep 048/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:48,  1.91it/s, loss=0.696, pair=0.000, adv=5.906, sprd=0.034]
Ep 048/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:48,  1.91it/s, loss=0.617, pair=0.003, adv=4.064, sprd=0.017]
Ep 048/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:52,  1.85it/s, loss=0.617, pair=0.003, adv=4.064, sprd=0.017]
Ep 048/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:52,  1.85it/s, loss=0.630, pair=0.000, adv=3.876, sprd=0.023]
Ep 048/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:44,  1.94it/s, loss=0.630, pair=0.000, adv=3.876, sprd=0.023]
Ep 048/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:44,  1.94it/s, loss=0.662, pair=0.000, adv=3.776, sprd=0.026]
Ep 048/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:56,  1.80it/s, loss=0.662, pair=0.000, adv=3.776, sprd=0.026]
Ep 048/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:56,  1.80it/s, loss=0.631, pair=0.000, adv=3.219, sprd=0.021]
Ep 048/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:42,  1.96it/s, loss=0.631, pair=0.000, adv=3.219, sprd=0.021]
Ep 048/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:42,  1.96it/s, loss=0.576, pair=0.000, adv=3.232, sprd=0.015]
Ep 048/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:51,  1.84it/s, loss=0.576, pair=0.000, adv=3.232, sprd=0.015]
Ep 048/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:51,  1.84it/s, loss=0.648, pair=0.000, adv=4.587, sprd=0.026]
Ep 048/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:43,  1.93it/s, loss=0.648, pair=0.000, adv=4.587, sprd=0.026]
Ep 048/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:43,  1.93it/s, loss=0.631, pair=0.000, adv=4.187, sprd=0.023]
Ep 048/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:56,  1.78it/s, loss=0.631, pair=0.000, adv=4.187, sprd=0.023]
Ep 048/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:56,  1.78it/s, loss=0.602, pair=0.000, adv=3.564, sprd=0.016]
Ep 048/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:44,  1.90it/s, loss=0.602, pair=0.000, adv=3.564, sprd=0.016]
Ep 048/80 [S3:+sens]:  31%|▌ | 140/453 [01:11<02:44,  1.90it/s, loss=0.627, pair=0.003, adv=3.433, sprd=0.018]
Ep 048/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:51,  1.82it/s, loss=0.627, pair=0.003, adv=3.433, sprd=0.018]
Ep 048/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:51,  1.82it/s, loss=0.603, pair=0.002, adv=4.423, sprd=0.016]
Ep 048/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:40,  1.94it/s, loss=0.603, pair=0.002, adv=4.423, sprd=0.016]
Ep 048/80 [S3:+sens]:  31%|▋ | 142/453 [01:12<02:40,  1.94it/s, loss=0.644, pair=0.000, adv=3.708, sprd=0.021]
Ep 048/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:48,  1.84it/s, loss=0.644, pair=0.000, adv=3.708, sprd=0.021]
Ep 048/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:48,  1.84it/s, loss=0.643, pair=0.001, adv=4.654, sprd=0.024]
Ep 048/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:40,  1.92it/s, loss=0.643, pair=0.001, adv=4.654, sprd=0.024]
Ep 048/80 [S3:+sens]:  32%|▋ | 144/453 [01:13<02:40,  1.92it/s, loss=0.652, pair=0.009, adv=3.662, sprd=0.023]
Ep 048/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:47,  1.83it/s, loss=0.652, pair=0.009, adv=3.662, sprd=0.023]
Ep 048/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:47,  1.83it/s, loss=0.633, pair=0.001, adv=4.738, sprd=0.021]
Ep 048/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:38,  1.94it/s, loss=0.633, pair=0.001, adv=4.738, sprd=0.021]
Ep 048/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:38,  1.94it/s, loss=0.639, pair=0.002, adv=4.528, sprd=0.024]
Ep 048/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:49,  1.80it/s, loss=0.639, pair=0.002, adv=4.528, sprd=0.024]
Ep 048/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:49,  1.80it/s, loss=0.616, pair=0.001, adv=4.030, sprd=0.020]
Ep 048/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:39,  1.91it/s, loss=0.616, pair=0.001, adv=4.030, sprd=0.020]
Ep 048/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:39,  1.91it/s, loss=0.615, pair=0.002, adv=5.370, sprd=0.017]
Ep 048/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:51,  1.78it/s, loss=0.615, pair=0.002, adv=5.370, sprd=0.017]
Ep 048/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:51,  1.78it/s, loss=0.652, pair=0.002, adv=4.789, sprd=0.026]
Ep 048/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:37,  1.92it/s, loss=0.652, pair=0.002, adv=4.789, sprd=0.026]
Ep 048/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:37,  1.92it/s, loss=0.661, pair=0.005, adv=3.161, sprd=0.029]
Ep 048/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:37,  1.91it/s, loss=0.661, pair=0.005, adv=3.161, sprd=0.029]
Ep 048/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:37,  1.91it/s, loss=0.661, pair=0.002, adv=4.472, sprd=0.021]
Ep 048/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:26,  2.05it/s, loss=0.661, pair=0.002, adv=4.472, sprd=0.021]
Ep 048/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:26,  2.05it/s, loss=0.674, pair=0.004, adv=4.117, sprd=0.028]
Ep 048/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:29,  2.00it/s, loss=0.674, pair=0.004, adv=4.117, sprd=0.028]
Ep 048/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:29,  2.00it/s, loss=0.647, pair=0.001, adv=4.140, sprd=0.023]
Ep 048/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:22,  2.11it/s, loss=0.647, pair=0.001, adv=4.140, sprd=0.023]
Ep 048/80 [S3:+sens]:  34%|▋ | 154/453 [01:18<02:22,  2.11it/s, loss=0.583, pair=0.001, adv=5.218, sprd=0.015]
Ep 048/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:27,  2.01it/s, loss=0.583, pair=0.001, adv=5.218, sprd=0.015]
Ep 048/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:27,  2.01it/s, loss=0.618, pair=0.001, adv=4.150, sprd=0.017]
Ep 048/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:17,  2.15it/s, loss=0.618, pair=0.001, adv=4.150, sprd=0.017]
Ep 048/80 [S3:+sens]:  34%|▋ | 156/453 [01:19<02:17,  2.15it/s, loss=0.832, pair=0.419, adv=3.651, sprd=0.019]
Ep 048/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:21,  2.10it/s, loss=0.832, pair=0.419, adv=3.651, sprd=0.019]
Ep 048/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:21,  2.10it/s, loss=0.652, pair=0.000, adv=3.567, sprd=0.023]
Ep 048/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:14,  2.19it/s, loss=0.652, pair=0.000, adv=3.567, sprd=0.023]
Ep 048/80 [S3:+sens]:  35%|▋ | 158/453 [01:20<02:14,  2.19it/s, loss=0.682, pair=0.003, adv=4.335, sprd=0.029]
Ep 048/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:22,  2.07it/s, loss=0.682, pair=0.003, adv=4.335, sprd=0.029]
Ep 048/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:22,  2.07it/s, loss=0.638, pair=0.000, adv=3.929, sprd=0.020]
Ep 048/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:14,  2.17it/s, loss=0.638, pair=0.000, adv=3.929, sprd=0.020]
Ep 048/80 [S3:+sens]:  35%|▋ | 160/453 [01:21<02:14,  2.17it/s, loss=0.713, pair=0.002, adv=3.462, sprd=0.027]
Ep 048/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:20,  2.08it/s, loss=0.713, pair=0.002, adv=3.462, sprd=0.027]
Ep 048/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:20,  2.08it/s, loss=0.645, pair=0.000, adv=4.250, sprd=0.023]
Ep 048/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:14,  2.17it/s, loss=0.645, pair=0.000, adv=4.250, sprd=0.023]
Ep 048/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:14,  2.17it/s, loss=0.625, pair=0.000, adv=4.579, sprd=0.020]
Ep 048/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:20,  2.07it/s, loss=0.625, pair=0.000, adv=4.579, sprd=0.020]
Ep 048/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:20,  2.07it/s, loss=0.650, pair=0.000, adv=6.181, sprd=0.026]
Ep 048/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:15,  2.14it/s, loss=0.650, pair=0.000, adv=6.181, sprd=0.026]
Ep 048/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:15,  2.14it/s, loss=0.657, pair=0.001, adv=4.500, sprd=0.021]
Ep 048/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:19,  2.07it/s, loss=0.657, pair=0.001, adv=4.500, sprd=0.021]
Ep 048/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:19,  2.07it/s, loss=0.637, pair=0.003, adv=3.831, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:13,  2.16it/s, loss=0.637, pair=0.003, adv=3.831, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:13,  2.16it/s, loss=0.662, pair=0.003, adv=4.174, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:17,  2.08it/s, loss=0.662, pair=0.003, adv=4.174, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:17,  2.08it/s, loss=0.658, pair=0.011, adv=3.469, sprd=0.025]
Ep 048/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:11,  2.17it/s, loss=0.658, pair=0.011, adv=3.469, sprd=0.025]
Ep 048/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:11,  2.17it/s, loss=0.610, pair=0.005, adv=3.209, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:15,  2.09it/s, loss=0.610, pair=0.005, adv=3.209, sprd=0.022]
Ep 048/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:15,  2.09it/s, loss=0.657, pair=0.003, adv=4.327, sprd=0.024]
Ep 048/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:09,  2.18it/s, loss=0.657, pair=0.003, adv=4.327, sprd=0.024]
Ep 048/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:09,  2.18it/s, loss=0.633, pair=0.001, adv=3.759, sprd=0.018]
Ep 048/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:12,  2.12it/s, loss=0.633, pair=0.001, adv=3.759, sprd=0.018]
Ep 048/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:12,  2.12it/s, loss=1.372, pair=2.129, adv=3.809, sprd=0.021]
Ep 048/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:08,  2.19it/s, loss=1.372, pair=2.129, adv=3.809, sprd=0.021]
Ep 048/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:08,  2.19it/s, loss=0.657, pair=0.002, adv=5.522, sprd=0.022]
Ep 048/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:12,  2.12it/s, loss=0.657, pair=0.002, adv=5.522, sprd=0.022]
Ep 048/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:12,  2.12it/s, loss=0.605, pair=0.002, adv=3.402, sprd=0.016]
Ep 048/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:06,  2.20it/s, loss=0.605, pair=0.002, adv=3.402, sprd=0.016]
Ep 048/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:06,  2.20it/s, loss=0.672, pair=0.007, adv=4.334, sprd=0.023]
Ep 048/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:12,  2.10it/s, loss=0.672, pair=0.007, adv=4.334, sprd=0.023]
Ep 048/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:12,  2.10it/s, loss=0.639, pair=0.002, adv=3.521, sprd=0.021]
Ep 048/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:07,  2.18it/s, loss=0.639, pair=0.002, adv=3.521, sprd=0.021]
Ep 048/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:07,  2.18it/s, loss=0.639, pair=0.001, adv=4.207, sprd=0.020]
Ep 048/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:20,  1.97it/s, loss=0.639, pair=0.001, adv=4.207, sprd=0.020]
Ep 048/80 [S3:+sens]:  39%|▊ | 177/453 [01:29<02:20,  1.97it/s, loss=0.639, pair=0.002, adv=4.468, sprd=0.020]
Ep 048/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:11,  2.09it/s, loss=0.639, pair=0.002, adv=4.468, sprd=0.020]
Ep 048/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:11,  2.09it/s, loss=0.618, pair=0.000, adv=3.291, sprd=0.021]
Ep 048/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:16,  2.01it/s, loss=0.618, pair=0.000, adv=3.291, sprd=0.021]
Ep 048/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:16,  2.01it/s, loss=0.626, pair=0.000, adv=3.416, sprd=0.017]
Ep 048/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:07,  2.14it/s, loss=0.626, pair=0.000, adv=3.416, sprd=0.017]
Ep 048/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:07,  2.14it/s, loss=0.621, pair=0.000, adv=4.291, sprd=0.018]
Ep 048/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:11,  2.06it/s, loss=0.621, pair=0.000, adv=4.291, sprd=0.018]
Ep 048/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:11,  2.06it/s, loss=0.622, pair=0.001, adv=3.892, sprd=0.021]
Ep 048/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:06,  2.14it/s, loss=0.622, pair=0.001, adv=3.892, sprd=0.021]
Ep 048/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:06,  2.14it/s, loss=0.652, pair=0.001, adv=6.004, sprd=0.023]
Ep 048/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:11,  2.06it/s, loss=0.652, pair=0.001, adv=6.004, sprd=0.023]
Ep 048/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:11,  2.06it/s, loss=0.605, pair=0.005, adv=3.238, sprd=0.021]
Ep 048/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:05,  2.15it/s, loss=0.605, pair=0.005, adv=3.238, sprd=0.021]
Ep 048/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:05,  2.15it/s, loss=0.654, pair=0.008, adv=3.646, sprd=0.024]
Ep 048/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:10,  2.06it/s, loss=0.654, pair=0.008, adv=3.646, sprd=0.024]
Ep 048/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:10,  2.06it/s, loss=0.604, pair=0.002, adv=3.223, sprd=0.018]
Ep 048/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:02,  2.17it/s, loss=0.604, pair=0.002, adv=3.223, sprd=0.018]
Ep 048/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:02,  2.17it/s, loss=0.615, pair=0.004, adv=4.644, sprd=0.019]
Ep 048/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:09,  2.06it/s, loss=0.615, pair=0.004, adv=4.644, sprd=0.019]
Ep 048/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:09,  2.06it/s, loss=0.641, pair=0.009, adv=3.708, sprd=0.022]
Ep 048/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:02,  2.16it/s, loss=0.641, pair=0.009, adv=3.708, sprd=0.022]
Ep 048/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:02,  2.16it/s, loss=0.679, pair=0.006, adv=4.523, sprd=0.031]
Ep 048/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:10,  2.02it/s, loss=0.679, pair=0.006, adv=4.523, sprd=0.031]
Ep 048/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:10,  2.02it/s, loss=0.634, pair=0.001, adv=3.817, sprd=0.023]
Ep 048/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:04,  2.12it/s, loss=0.634, pair=0.001, adv=3.817, sprd=0.023]
Ep 048/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:04,  2.12it/s, loss=0.648, pair=0.002, adv=3.559, sprd=0.022]
Ep 048/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:08,  2.04it/s, loss=0.648, pair=0.002, adv=3.559, sprd=0.022]
Ep 048/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:08,  2.04it/s, loss=0.593, pair=0.001, adv=3.856, sprd=0.013]
Ep 048/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:00,  2.17it/s, loss=0.593, pair=0.001, adv=3.856, sprd=0.013]
Ep 048/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:00,  2.17it/s, loss=0.647, pair=0.004, adv=4.575, sprd=0.022]
Ep 048/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:05,  2.07it/s, loss=0.647, pair=0.004, adv=4.575, sprd=0.022]
Ep 048/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:05,  2.07it/s, loss=0.620, pair=0.000, adv=4.241, sprd=0.016]
Ep 048/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:56,  2.22it/s, loss=0.620, pair=0.000, adv=4.241, sprd=0.016]
Ep 048/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<01:56,  2.22it/s, loss=1.281, pair=1.757, adv=3.373, sprd=0.026]
Ep 048/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:02,  2.11it/s, loss=1.281, pair=1.757, adv=3.373, sprd=0.026]
Ep 048/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:02,  2.11it/s, loss=0.663, pair=0.184, adv=3.139, sprd=0.018]
Ep 048/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:54,  2.24it/s, loss=0.663, pair=0.184, adv=3.139, sprd=0.018]
Ep 048/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:54,  2.24it/s, loss=1.309, pair=1.953, adv=3.937, sprd=0.018]
Ep 048/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:01,  2.10it/s, loss=1.309, pair=1.953, adv=3.937, sprd=0.018]
Ep 048/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:01,  2.10it/s, loss=0.605, pair=0.002, adv=4.006, sprd=0.014]
Ep 048/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:52,  2.28it/s, loss=0.605, pair=0.002, adv=4.006, sprd=0.014]
Ep 048/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:52,  2.28it/s, loss=0.656, pair=0.076, adv=6.059, sprd=0.022]
Ep 048/80 [S3:+sens]:  44%|▉ | 199/453 [01:38<02:00,  2.11it/s, loss=0.656, pair=0.076, adv=6.059, sprd=0.022]
Ep 048/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:00,  2.11it/s, loss=1.303, pair=1.960, adv=3.566, sprd=0.015]
Ep 048/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:53,  2.24it/s, loss=1.303, pair=1.960, adv=3.566, sprd=0.015]
Ep 048/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:53,  2.24it/s, loss=1.371, pair=2.078, adv=4.539, sprd=0.021]
Ep 048/80 [S3:+sens]:  44%|▉ | 201/453 [01:39<01:58,  2.12it/s, loss=1.371, pair=2.078, adv=4.539, sprd=0.021]
Ep 048/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<01:58,  2.12it/s, loss=0.633, pair=0.000, adv=3.874, sprd=0.018]
Ep 048/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:52,  2.24it/s, loss=0.633, pair=0.000, adv=3.874, sprd=0.018]
Ep 048/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:52,  2.24it/s, loss=0.640, pair=0.003, adv=4.068, sprd=0.023]
Ep 048/80 [S3:+sens]:  45%|▉ | 203/453 [01:40<01:58,  2.12it/s, loss=0.640, pair=0.003, adv=4.068, sprd=0.023]
Ep 048/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:58,  2.12it/s, loss=0.570, pair=0.000, adv=3.127, sprd=0.015]
Ep 048/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:52,  2.21it/s, loss=0.570, pair=0.000, adv=3.127, sprd=0.015]
Ep 048/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:52,  2.21it/s, loss=1.280, pair=1.883, adv=3.709, sprd=0.018]
Ep 048/80 [S3:+sens]:  45%|▉ | 205/453 [01:41<02:03,  2.01it/s, loss=1.280, pair=1.883, adv=3.709, sprd=0.018]
Ep 048/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:03,  2.01it/s, loss=0.619, pair=0.001, adv=4.728, sprd=0.019]
Ep 048/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:56,  2.11it/s, loss=0.619, pair=0.001, adv=4.728, sprd=0.019]
Ep 048/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:56,  2.11it/s, loss=1.325, pair=2.018, adv=3.952, sprd=0.018]
Ep 048/80 [S3:+sens]:  46%|▉ | 207/453 [01:42<01:59,  2.06it/s, loss=1.325, pair=2.018, adv=3.952, sprd=0.018]
Ep 048/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:59,  2.06it/s, loss=1.837, pair=3.357, adv=5.033, sprd=0.026]
Ep 048/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:54,  2.13it/s, loss=1.837, pair=3.357, adv=5.033, sprd=0.026]
Ep 048/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:54,  2.13it/s, loss=1.251, pair=1.772, adv=3.470, sprd=0.021]
Ep 048/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:59,  2.03it/s, loss=1.251, pair=1.772, adv=3.470, sprd=0.021]
Ep 048/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:59,  2.03it/s, loss=0.650, pair=0.001, adv=5.812, sprd=0.024]
Ep 048/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:54,  2.11it/s, loss=0.650, pair=0.001, adv=5.812, sprd=0.024]
Ep 048/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:54,  2.11it/s, loss=0.667, pair=0.004, adv=4.013, sprd=0.014]
Ep 048/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<01:56,  2.07it/s, loss=0.667, pair=0.004, adv=4.013, sprd=0.014]
Ep 048/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:56,  2.07it/s, loss=0.618, pair=0.002, adv=4.495, sprd=0.017]
Ep 048/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:49,  2.20it/s, loss=0.618, pair=0.002, adv=4.495, sprd=0.017]
Ep 048/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:49,  2.20it/s, loss=0.609, pair=0.008, adv=3.743, sprd=0.018]
Ep 048/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:54,  2.10it/s, loss=0.609, pair=0.008, adv=3.743, sprd=0.018]
Ep 048/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:54,  2.10it/s, loss=0.627, pair=0.005, adv=4.602, sprd=0.016]
Ep 048/80 [S3:+sens]:  47%|▉ | 214/453 [01:45<01:48,  2.21it/s, loss=0.627, pair=0.005, adv=4.602, sprd=0.016]
Ep 048/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:48,  2.21it/s, loss=0.638, pair=0.005, adv=3.662, sprd=0.022]
Ep 048/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:53,  2.10it/s, loss=0.638, pair=0.005, adv=3.662, sprd=0.022]
Ep 048/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:53,  2.10it/s, loss=0.650, pair=0.004, adv=4.201, sprd=0.024]
Ep 048/80 [S3:+sens]:  48%|▉ | 216/453 [01:46<01:48,  2.18it/s, loss=0.650, pair=0.004, adv=4.201, sprd=0.024]
Ep 048/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:48,  2.18it/s, loss=0.601, pair=0.000, adv=3.369, sprd=0.017]
Ep 048/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:53,  2.07it/s, loss=0.601, pair=0.000, adv=3.369, sprd=0.017]
Ep 048/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:53,  2.07it/s, loss=0.599, pair=0.001, adv=5.115, sprd=0.013]
Ep 048/80 [S3:+sens]:  48%|▉ | 218/453 [01:47<01:47,  2.20it/s, loss=0.599, pair=0.001, adv=5.115, sprd=0.013]
Ep 048/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:47,  2.20it/s, loss=0.622, pair=0.002, adv=5.601, sprd=0.021]
Ep 048/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:58,  1.98it/s, loss=0.622, pair=0.002, adv=5.601, sprd=0.021]
Ep 048/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:58,  1.98it/s, loss=0.620, pair=0.000, adv=4.891, sprd=0.020]
Ep 048/80 [S3:+sens]:  49%|▉ | 220/453 [01:48<01:53,  2.04it/s, loss=0.620, pair=0.000, adv=4.891, sprd=0.020]
Ep 048/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:53,  2.04it/s, loss=0.642, pair=0.015, adv=5.494, sprd=0.020]
Ep 048/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<02:03,  1.88it/s, loss=0.642, pair=0.015, adv=5.494, sprd=0.020]
Ep 048/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<02:03,  1.88it/s, loss=0.653, pair=0.000, adv=6.394, sprd=0.021]
Ep 048/80 [S3:+sens]:  49%|▉ | 222/453 [01:49<01:57,  1.97it/s, loss=0.653, pair=0.000, adv=6.394, sprd=0.021]
Ep 048/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:57,  1.97it/s, loss=0.791, pair=0.173, adv=3.849, sprd=0.027]
Ep 048/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<02:05,  1.83it/s, loss=0.791, pair=0.173, adv=3.849, sprd=0.027]
Ep 048/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:05,  1.83it/s, loss=0.572, pair=0.006, adv=3.590, sprd=0.012]
Ep 048/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:58,  1.93it/s, loss=0.572, pair=0.006, adv=3.590, sprd=0.012]
Ep 048/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:58,  1.93it/s, loss=0.648, pair=0.001, adv=4.008, sprd=0.021]
Ep 048/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<02:05,  1.82it/s, loss=0.648, pair=0.001, adv=4.008, sprd=0.021]
Ep 048/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<02:05,  1.82it/s, loss=0.623, pair=0.001, adv=4.640, sprd=0.019]
Ep 048/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:57,  1.94it/s, loss=0.623, pair=0.001, adv=4.640, sprd=0.019]
Ep 048/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:57,  1.94it/s, loss=0.506, pair=0.013, adv=2.666, sprd=0.013]
Ep 048/80 [S3:+sens]:  50%|█ | 227/453 [01:52<02:03,  1.83it/s, loss=0.506, pair=0.013, adv=2.666, sprd=0.013]
Ep 048/80 [S3:+sens]:  50%|█ | 227/453 [01:53<02:03,  1.83it/s, loss=0.649, pair=0.004, adv=4.661, sprd=0.024]
Ep 048/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:57,  1.92it/s, loss=0.649, pair=0.004, adv=4.661, sprd=0.024]
Ep 048/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:57,  1.92it/s, loss=0.649, pair=0.001, adv=4.564, sprd=0.021]
Ep 048/80 [S3:+sens]:  51%|█ | 229/453 [01:53<02:04,  1.79it/s, loss=0.649, pair=0.001, adv=4.564, sprd=0.021]
Ep 048/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:04,  1.79it/s, loss=0.643, pair=0.005, adv=3.763, sprd=0.018]
Ep 048/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:56,  1.92it/s, loss=0.643, pair=0.005, adv=3.763, sprd=0.018]
Ep 048/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:56,  1.92it/s, loss=0.636, pair=0.001, adv=4.821, sprd=0.019]
Ep 048/80 [S3:+sens]:  51%|█ | 231/453 [01:54<02:02,  1.81it/s, loss=0.636, pair=0.001, adv=4.821, sprd=0.019]
Ep 048/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:02,  1.81it/s, loss=0.655, pair=0.001, adv=3.723, sprd=0.025]
Ep 048/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:55,  1.91it/s, loss=0.655, pair=0.001, adv=3.723, sprd=0.025]
Ep 048/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:55,  1.91it/s, loss=0.639, pair=0.003, adv=3.322, sprd=0.020]
Ep 048/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:59,  1.84it/s, loss=0.639, pair=0.003, adv=3.322, sprd=0.020]
Ep 048/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:59,  1.84it/s, loss=0.614, pair=0.001, adv=5.640, sprd=0.019]
Ep 048/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:53,  1.93it/s, loss=0.614, pair=0.001, adv=5.640, sprd=0.019]
Ep 048/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:53,  1.93it/s, loss=0.645, pair=0.002, adv=4.464, sprd=0.020]
Ep 048/80 [S3:+sens]:  52%|█ | 235/453 [01:57<02:08,  1.69it/s, loss=0.645, pair=0.002, adv=4.464, sprd=0.020]
Ep 048/80 [S3:+sens]:  52%|█ | 235/453 [01:57<02:08,  1.69it/s, loss=0.651, pair=0.003, adv=5.275, sprd=0.023]
Ep 048/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:58,  1.82it/s, loss=0.651, pair=0.003, adv=5.275, sprd=0.023]
Ep 048/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:58,  1.82it/s, loss=0.640, pair=0.005, adv=5.347, sprd=0.019]
Ep 048/80 [S3:+sens]:  52%|█ | 237/453 [01:58<02:03,  1.75it/s, loss=0.640, pair=0.005, adv=5.347, sprd=0.019]
Ep 048/80 [S3:+sens]:  52%|█ | 237/453 [01:58<02:03,  1.75it/s, loss=0.667, pair=0.007, adv=3.577, sprd=0.029]
Ep 048/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:55,  1.86it/s, loss=0.667, pair=0.007, adv=3.577, sprd=0.029]
Ep 048/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:55,  1.86it/s, loss=0.619, pair=0.008, adv=4.893, sprd=0.019]
Ep 048/80 [S3:+sens]:  53%|█ | 239/453 [01:59<02:02,  1.75it/s, loss=0.619, pair=0.008, adv=4.893, sprd=0.019]
Ep 048/80 [S3:+sens]:  53%|█ | 239/453 [01:59<02:02,  1.75it/s, loss=0.565, pair=0.001, adv=3.102, sprd=0.016]
Ep 048/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:53,  1.88it/s, loss=0.565, pair=0.001, adv=3.102, sprd=0.016]
Ep 048/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:53,  1.88it/s, loss=0.611, pair=0.003, adv=4.048, sprd=0.017]
Ep 048/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:58,  1.79it/s, loss=0.611, pair=0.003, adv=4.048, sprd=0.017]
Ep 048/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:58,  1.79it/s, loss=0.608, pair=0.005, adv=4.036, sprd=0.017]
Ep 048/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:50,  1.90it/s, loss=0.608, pair=0.005, adv=4.036, sprd=0.017]
Ep 048/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:50,  1.90it/s, loss=0.650, pair=0.006, adv=3.195, sprd=0.032]
Ep 048/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:59,  1.76it/s, loss=0.650, pair=0.006, adv=3.195, sprd=0.032]
Ep 048/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:59,  1.76it/s, loss=0.765, pair=0.417, adv=3.834, sprd=0.020]
Ep 048/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:51,  1.87it/s, loss=0.765, pair=0.417, adv=3.834, sprd=0.020]
Ep 048/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:51,  1.87it/s, loss=0.616, pair=0.010, adv=3.111, sprd=0.021]
Ep 048/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:56,  1.78it/s, loss=0.616, pair=0.010, adv=3.111, sprd=0.021]
Ep 048/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:56,  1.78it/s, loss=0.633, pair=0.001, adv=4.736, sprd=0.022]
Ep 048/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:49,  1.89it/s, loss=0.633, pair=0.001, adv=4.736, sprd=0.022]
Ep 048/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:49,  1.89it/s, loss=1.247, pair=1.756, adv=4.564, sprd=0.019]
Ep 048/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:54,  1.80it/s, loss=1.247, pair=1.756, adv=4.564, sprd=0.019]
Ep 048/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:54,  1.80it/s, loss=0.583, pair=0.001, adv=3.186, sprd=0.016]
Ep 048/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:46,  1.93it/s, loss=0.583, pair=0.001, adv=3.186, sprd=0.016]
Ep 048/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:46,  1.93it/s, loss=0.662, pair=0.002, adv=4.740, sprd=0.025]
Ep 048/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:49,  1.87it/s, loss=0.662, pair=0.002, adv=4.740, sprd=0.025]
Ep 048/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:49,  1.87it/s, loss=1.256, pair=1.675, adv=4.056, sprd=0.025]
Ep 048/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:41,  2.01it/s, loss=1.256, pair=1.675, adv=4.056, sprd=0.025]
Ep 048/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:41,  2.01it/s, loss=0.615, pair=0.001, adv=4.918, sprd=0.020]
Ep 048/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:43,  1.96it/s, loss=0.615, pair=0.001, adv=4.918, sprd=0.020]
Ep 048/80 [S3:+sens]:  55%|█ | 251/453 [02:06<01:43,  1.96it/s, loss=0.663, pair=0.001, adv=4.518, sprd=0.028]
Ep 048/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:38,  2.05it/s, loss=0.663, pair=0.001, adv=4.518, sprd=0.028]
Ep 048/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:38,  2.05it/s, loss=1.176, pair=1.502, adv=4.458, sprd=0.024]
Ep 048/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:41,  1.96it/s, loss=1.176, pair=1.502, adv=4.458, sprd=0.024]
Ep 048/80 [S3:+sens]:  56%|█ | 253/453 [02:07<01:41,  1.96it/s, loss=0.679, pair=0.001, adv=3.842, sprd=0.031]
Ep 048/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:36,  2.06it/s, loss=0.679, pair=0.001, adv=3.842, sprd=0.031]
Ep 048/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:36,  2.06it/s, loss=0.603, pair=0.001, adv=4.095, sprd=0.016]
Ep 048/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:38,  2.01it/s, loss=0.603, pair=0.001, adv=4.095, sprd=0.016]
Ep 048/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:38,  2.01it/s, loss=0.635, pair=0.006, adv=4.302, sprd=0.021]
Ep 048/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:33,  2.11it/s, loss=0.635, pair=0.006, adv=4.302, sprd=0.021]
Ep 048/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:33,  2.11it/s, loss=0.631, pair=0.001, adv=3.065, sprd=0.026]
Ep 048/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:36,  2.03it/s, loss=0.631, pair=0.001, adv=3.065, sprd=0.026]
Ep 048/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:36,  2.03it/s, loss=0.640, pair=0.000, adv=4.557, sprd=0.022]
Ep 048/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:31,  2.13it/s, loss=0.640, pair=0.000, adv=4.557, sprd=0.022]
Ep 048/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:31,  2.13it/s, loss=0.605, pair=0.000, adv=5.792, sprd=0.016]
Ep 048/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:38,  1.97it/s, loss=0.605, pair=0.000, adv=5.792, sprd=0.016]
Ep 048/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:38,  1.97it/s, loss=0.639, pair=0.000, adv=4.020, sprd=0.024]
Ep 048/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:33,  2.07it/s, loss=0.639, pair=0.000, adv=4.020, sprd=0.024]
Ep 048/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:33,  2.07it/s, loss=0.616, pair=0.002, adv=4.289, sprd=0.020]
Ep 048/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:36,  2.00it/s, loss=0.616, pair=0.002, adv=4.289, sprd=0.020]
Ep 048/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:36,  2.00it/s, loss=0.647, pair=0.000, adv=3.967, sprd=0.021]
Ep 048/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:30,  2.12it/s, loss=0.647, pair=0.000, adv=3.967, sprd=0.021]
Ep 048/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:30,  2.12it/s, loss=0.624, pair=0.002, adv=3.817, sprd=0.015]
Ep 048/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:32,  2.06it/s, loss=0.624, pair=0.002, adv=3.817, sprd=0.015]
Ep 048/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:32,  2.06it/s, loss=0.597, pair=0.000, adv=2.932, sprd=0.026]
Ep 048/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:27,  2.15it/s, loss=0.597, pair=0.000, adv=2.932, sprd=0.026]
Ep 048/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:27,  2.15it/s, loss=0.625, pair=0.000, adv=6.091, sprd=0.022]
Ep 048/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:32,  2.04it/s, loss=0.625, pair=0.000, adv=6.091, sprd=0.022]
Ep 048/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:32,  2.04it/s, loss=0.628, pair=0.000, adv=5.095, sprd=0.019]
Ep 048/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:27,  2.14it/s, loss=0.628, pair=0.000, adv=5.095, sprd=0.019]
Ep 048/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:27,  2.14it/s, loss=1.311, pair=1.876, adv=4.331, sprd=0.025]
Ep 048/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:32,  2.00it/s, loss=1.311, pair=1.876, adv=4.331, sprd=0.025]
Ep 048/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:32,  2.00it/s, loss=0.624, pair=0.001, adv=4.781, sprd=0.023]
Ep 048/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:29,  2.07it/s, loss=0.624, pair=0.001, adv=4.781, sprd=0.023]
Ep 048/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:29,  2.07it/s, loss=0.596, pair=0.003, adv=3.233, sprd=0.017]
Ep 048/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:29,  2.06it/s, loss=0.596, pair=0.003, adv=3.233, sprd=0.017]
Ep 048/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:29,  2.06it/s, loss=0.606, pair=0.000, adv=3.227, sprd=0.018]
Ep 048/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:23,  2.18it/s, loss=0.606, pair=0.000, adv=3.227, sprd=0.018]
Ep 048/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:23,  2.18it/s, loss=0.656, pair=0.000, adv=5.837, sprd=0.026]
Ep 048/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:28,  2.06it/s, loss=0.656, pair=0.000, adv=5.837, sprd=0.026]
Ep 048/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:28,  2.06it/s, loss=0.645, pair=0.000, adv=3.754, sprd=0.025]
Ep 048/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:24,  2.14it/s, loss=0.645, pair=0.000, adv=3.754, sprd=0.025]
Ep 048/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:24,  2.14it/s, loss=0.617, pair=0.000, adv=4.597, sprd=0.016]
Ep 048/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:27,  2.06it/s, loss=0.617, pair=0.000, adv=4.597, sprd=0.016]
Ep 048/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:27,  2.06it/s, loss=0.823, pair=0.570, adv=3.922, sprd=0.019]
Ep 048/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:22,  2.17it/s, loss=0.823, pair=0.570, adv=3.922, sprd=0.019]
Ep 048/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:22,  2.17it/s, loss=0.631, pair=0.000, adv=5.437, sprd=0.016]
Ep 048/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:23,  2.14it/s, loss=0.631, pair=0.000, adv=5.437, sprd=0.016]
Ep 048/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:23,  2.14it/s, loss=0.632, pair=0.000, adv=4.636, sprd=0.022]
Ep 048/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:20,  2.20it/s, loss=0.632, pair=0.000, adv=4.636, sprd=0.022]
Ep 048/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:20,  2.20it/s, loss=1.214, pair=1.709, adv=5.266, sprd=0.014]
Ep 048/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:21,  2.15it/s, loss=1.214, pair=1.709, adv=5.266, sprd=0.014]
Ep 048/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:21,  2.15it/s, loss=0.624, pair=0.000, adv=3.958, sprd=0.020]
Ep 048/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:18,  2.23it/s, loss=0.624, pair=0.000, adv=3.958, sprd=0.020]
Ep 048/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:18,  2.23it/s, loss=0.640, pair=0.000, adv=4.478, sprd=0.022]
Ep 048/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:23,  2.09it/s, loss=0.640, pair=0.000, adv=4.478, sprd=0.022]
Ep 048/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:23,  2.09it/s, loss=0.628, pair=0.000, adv=3.572, sprd=0.019]
Ep 048/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:18,  2.19it/s, loss=0.628, pair=0.000, adv=3.572, sprd=0.019]
Ep 048/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:18,  2.19it/s, loss=0.673, pair=0.100, adv=4.056, sprd=0.020]
Ep 048/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:22,  2.08it/s, loss=0.673, pair=0.100, adv=4.056, sprd=0.020]
Ep 048/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:22,  2.08it/s, loss=2.078, pair=4.141, adv=7.016, sprd=0.023]
Ep 048/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:18,  2.17it/s, loss=2.078, pair=4.141, adv=7.016, sprd=0.023]
Ep 048/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:18,  2.17it/s, loss=0.594, pair=0.001, adv=4.019, sprd=0.014]
Ep 048/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:21,  2.08it/s, loss=0.594, pair=0.001, adv=4.019, sprd=0.014]
Ep 048/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:21,  2.08it/s, loss=0.644, pair=0.000, adv=4.309, sprd=0.022]
Ep 048/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:18,  2.16it/s, loss=0.644, pair=0.000, adv=4.309, sprd=0.022]
Ep 048/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:18,  2.16it/s, loss=0.598, pair=0.002, adv=3.815, sprd=0.017]
Ep 048/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:21,  2.06it/s, loss=0.598, pair=0.002, adv=3.815, sprd=0.017]
Ep 048/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:21,  2.06it/s, loss=0.654, pair=0.003, adv=3.486, sprd=0.024]
Ep 048/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.15it/s, loss=0.654, pair=0.003, adv=3.486, sprd=0.024]
Ep 048/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.15it/s, loss=0.614, pair=0.007, adv=4.375, sprd=0.018]
Ep 048/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:24,  1.97it/s, loss=0.614, pair=0.007, adv=4.375, sprd=0.018]
Ep 048/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:24,  1.97it/s, loss=0.599, pair=0.003, adv=3.357, sprd=0.018]
Ep 048/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:18,  2.10it/s, loss=0.599, pair=0.003, adv=3.357, sprd=0.018]
Ep 048/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:18,  2.10it/s, loss=0.628, pair=0.001, adv=5.727, sprd=0.022]
Ep 048/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:22,  2.00it/s, loss=0.628, pair=0.001, adv=5.727, sprd=0.022]
Ep 048/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:22,  2.00it/s, loss=0.643, pair=0.013, adv=4.372, sprd=0.018]
Ep 048/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:16,  2.13it/s, loss=0.643, pair=0.013, adv=4.372, sprd=0.018]
Ep 048/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:16,  2.13it/s, loss=1.245, pair=1.715, adv=4.719, sprd=0.021]
Ep 048/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:19,  2.05it/s, loss=1.245, pair=1.715, adv=4.719, sprd=0.021]
Ep 048/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:19,  2.05it/s, loss=1.239, pair=1.734, adv=4.803, sprd=0.017]
Ep 048/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.19it/s, loss=1.239, pair=1.734, adv=4.803, sprd=0.017]
Ep 048/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.19it/s, loss=3.828, pair=9.227, adv=5.717, sprd=0.013]
Ep 048/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:14,  2.13it/s, loss=3.828, pair=9.227, adv=5.717, sprd=0.013]
Ep 048/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:14,  2.13it/s, loss=0.606, pair=0.002, adv=4.155, sprd=0.015]
Ep 048/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:10,  2.25it/s, loss=0.606, pair=0.002, adv=4.155, sprd=0.015]
Ep 048/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:10,  2.25it/s, loss=0.633, pair=0.009, adv=5.061, sprd=0.020]
Ep 048/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:14,  2.13it/s, loss=0.633, pair=0.009, adv=5.061, sprd=0.020]
Ep 048/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:14,  2.13it/s, loss=0.623, pair=0.008, adv=4.409, sprd=0.014]
Ep 048/80 [S3:+sens]:  65%|█▎| 296/453 [02:26<01:10,  2.24it/s, loss=0.623, pair=0.008, adv=4.409, sprd=0.014]
Ep 048/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:10,  2.24it/s, loss=0.631, pair=0.015, adv=4.438, sprd=0.018]
Ep 048/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:13,  2.12it/s, loss=0.631, pair=0.015, adv=4.438, sprd=0.018]
Ep 048/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:13,  2.12it/s, loss=0.609, pair=0.008, adv=4.631, sprd=0.016]
Ep 048/80 [S3:+sens]:  66%|█▎| 298/453 [02:27<01:10,  2.21it/s, loss=0.609, pair=0.008, adv=4.631, sprd=0.016]
Ep 048/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:10,  2.21it/s, loss=0.610, pair=0.000, adv=5.015, sprd=0.017]
Ep 048/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:12,  2.11it/s, loss=0.610, pair=0.000, adv=5.015, sprd=0.017]
Ep 048/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:12,  2.11it/s, loss=0.621, pair=0.007, adv=4.861, sprd=0.019]
Ep 048/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:09,  2.19it/s, loss=0.621, pair=0.007, adv=4.861, sprd=0.019]
Ep 048/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:09,  2.19it/s, loss=0.606, pair=0.006, adv=4.385, sprd=0.016]
Ep 048/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.09it/s, loss=0.606, pair=0.006, adv=4.385, sprd=0.016]
Ep 048/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.09it/s, loss=0.649, pair=0.006, adv=5.067, sprd=0.023]
Ep 048/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:09,  2.18it/s, loss=0.649, pair=0.006, adv=5.067, sprd=0.023]
Ep 048/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:09,  2.18it/s, loss=0.609, pair=0.002, adv=4.234, sprd=0.015]
Ep 048/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:09,  2.15it/s, loss=0.609, pair=0.002, adv=4.234, sprd=0.015]
Ep 048/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:09,  2.15it/s, loss=0.636, pair=0.003, adv=4.149, sprd=0.022]
Ep 048/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:07,  2.21it/s, loss=0.636, pair=0.003, adv=4.149, sprd=0.022]
Ep 048/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:07,  2.21it/s, loss=0.652, pair=0.001, adv=3.498, sprd=0.025]
Ep 048/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:11,  2.08it/s, loss=0.652, pair=0.001, adv=3.498, sprd=0.025]
Ep 048/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:11,  2.08it/s, loss=0.652, pair=0.001, adv=4.195, sprd=0.025]
Ep 048/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:08,  2.15it/s, loss=0.652, pair=0.001, adv=4.195, sprd=0.025]
Ep 048/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:08,  2.15it/s, loss=0.671, pair=0.002, adv=3.753, sprd=0.018]
Ep 048/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.09it/s, loss=0.671, pair=0.002, adv=3.753, sprd=0.018]
Ep 048/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.09it/s, loss=0.617, pair=0.000, adv=4.887, sprd=0.019]
Ep 048/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:07,  2.16it/s, loss=0.617, pair=0.000, adv=4.887, sprd=0.019]
Ep 048/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:07,  2.16it/s, loss=0.660, pair=0.001, adv=4.156, sprd=0.023]
Ep 048/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:08,  2.10it/s, loss=0.660, pair=0.001, adv=4.156, sprd=0.023]
Ep 048/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:08,  2.10it/s, loss=0.643, pair=0.005, adv=4.371, sprd=0.024]
Ep 048/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:05,  2.17it/s, loss=0.643, pair=0.005, adv=4.371, sprd=0.024]
Ep 048/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:05,  2.17it/s, loss=0.650, pair=0.000, adv=4.093, sprd=0.022]
Ep 048/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.08it/s, loss=0.650, pair=0.000, adv=4.093, sprd=0.022]
Ep 048/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.08it/s, loss=0.598, pair=0.008, adv=3.871, sprd=0.014]
Ep 048/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:04,  2.18it/s, loss=0.598, pair=0.008, adv=3.871, sprd=0.014]
Ep 048/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:04,  2.18it/s, loss=1.229, pair=1.702, adv=4.736, sprd=0.017]
Ep 048/80 [S3:+sens]:  69%|█▍| 313/453 [02:34<01:06,  2.10it/s, loss=1.229, pair=1.702, adv=4.736, sprd=0.017]
Ep 048/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:06,  2.10it/s, loss=0.665, pair=0.003, adv=5.063, sprd=0.028]
Ep 048/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:04,  2.16it/s, loss=0.665, pair=0.003, adv=5.063, sprd=0.028]
Ep 048/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:04,  2.16it/s, loss=0.675, pair=0.001, adv=4.335, sprd=0.029]
Ep 048/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:10,  1.94it/s, loss=0.675, pair=0.001, adv=4.335, sprd=0.029]
Ep 048/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:10,  1.94it/s, loss=0.634, pair=0.000, adv=4.128, sprd=0.020]
Ep 048/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:06,  2.06it/s, loss=0.634, pair=0.000, adv=4.128, sprd=0.020]
Ep 048/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:06,  2.06it/s, loss=0.615, pair=0.000, adv=4.134, sprd=0.020]
Ep 048/80 [S3:+sens]:  70%|█▍| 317/453 [02:36<01:07,  2.01it/s, loss=0.615, pair=0.000, adv=4.134, sprd=0.020]
Ep 048/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:07,  2.01it/s, loss=0.668, pair=0.096, adv=5.833, sprd=0.026]
Ep 048/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:05,  2.08it/s, loss=0.668, pair=0.096, adv=5.833, sprd=0.026]
Ep 048/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:05,  2.08it/s, loss=0.629, pair=0.007, adv=5.982, sprd=0.017]
Ep 048/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:09,  1.92it/s, loss=0.629, pair=0.007, adv=5.982, sprd=0.017]
Ep 048/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:09,  1.92it/s, loss=0.629, pair=0.044, adv=4.036, sprd=0.016]
Ep 048/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:04,  2.08it/s, loss=0.629, pair=0.044, adv=4.036, sprd=0.016]
Ep 048/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:04,  2.08it/s, loss=1.049, pair=1.072, adv=4.846, sprd=0.024]
Ep 048/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:09,  1.91it/s, loss=1.049, pair=1.072, adv=4.846, sprd=0.024]
Ep 048/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:09,  1.91it/s, loss=0.647, pair=0.016, adv=4.016, sprd=0.021]
Ep 048/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:05,  2.00it/s, loss=0.647, pair=0.016, adv=4.016, sprd=0.021]
Ep 048/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:05,  2.00it/s, loss=0.656, pair=0.011, adv=4.523, sprd=0.023]
Ep 048/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:09,  1.87it/s, loss=0.656, pair=0.011, adv=4.523, sprd=0.023]
Ep 048/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:09,  1.87it/s, loss=0.607, pair=0.005, adv=4.450, sprd=0.019]
Ep 048/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<01:06,  1.95it/s, loss=0.607, pair=0.005, adv=4.450, sprd=0.019]
Ep 048/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:06,  1.95it/s, loss=0.646, pair=0.004, adv=3.859, sprd=0.025]
Ep 048/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:10,  1.81it/s, loss=0.646, pair=0.004, adv=3.859, sprd=0.025]
Ep 048/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:10,  1.81it/s, loss=0.663, pair=0.048, adv=4.339, sprd=0.021]
Ep 048/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<01:05,  1.94it/s, loss=0.663, pair=0.048, adv=4.339, sprd=0.021]
Ep 048/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:05,  1.94it/s, loss=1.254, pair=1.704, adv=4.534, sprd=0.025]
Ep 048/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:09,  1.81it/s, loss=1.254, pair=1.704, adv=4.534, sprd=0.025]
Ep 048/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:09,  1.81it/s, loss=0.637, pair=0.012, adv=4.326, sprd=0.020]
Ep 048/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<01:04,  1.93it/s, loss=0.637, pair=0.012, adv=4.326, sprd=0.020]
Ep 048/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<01:04,  1.93it/s, loss=0.623, pair=0.017, adv=4.719, sprd=0.016]
Ep 048/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:07,  1.84it/s, loss=0.623, pair=0.017, adv=4.719, sprd=0.016]
Ep 048/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:07,  1.84it/s, loss=0.649, pair=0.009, adv=3.978, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<01:03,  1.94it/s, loss=0.649, pair=0.009, adv=3.978, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<01:03,  1.94it/s, loss=0.624, pair=0.003, adv=4.599, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:07,  1.81it/s, loss=0.624, pair=0.003, adv=4.599, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:07,  1.81it/s, loss=0.646, pair=0.001, adv=4.053, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<01:02,  1.93it/s, loss=0.646, pair=0.001, adv=4.053, sprd=0.021]
Ep 048/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<01:02,  1.93it/s, loss=0.627, pair=0.000, adv=3.811, sprd=0.020]
Ep 048/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<01:05,  1.83it/s, loss=0.627, pair=0.000, adv=3.811, sprd=0.020]
Ep 048/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<01:05,  1.83it/s, loss=0.675, pair=0.000, adv=5.691, sprd=0.026]
Ep 048/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<01:01,  1.92it/s, loss=0.675, pair=0.000, adv=5.691, sprd=0.026]
Ep 048/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<01:01,  1.92it/s, loss=0.596, pair=0.003, adv=3.661, sprd=0.016]
Ep 048/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<01:06,  1.77it/s, loss=0.596, pair=0.003, adv=3.661, sprd=0.016]
Ep 048/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<01:06,  1.77it/s, loss=0.638, pair=0.002, adv=3.694, sprd=0.022]
Ep 048/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<01:02,  1.89it/s, loss=0.638, pair=0.002, adv=3.694, sprd=0.022]
Ep 048/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<01:02,  1.89it/s, loss=0.622, pair=0.005, adv=3.928, sprd=0.016]
Ep 048/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<01:04,  1.80it/s, loss=0.622, pair=0.005, adv=3.928, sprd=0.016]
Ep 048/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<01:04,  1.80it/s, loss=0.663, pair=0.001, adv=3.865, sprd=0.023]
Ep 048/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:59,  1.93it/s, loss=0.663, pair=0.001, adv=3.865, sprd=0.023]
Ep 048/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:59,  1.93it/s, loss=0.658, pair=0.006, adv=5.176, sprd=0.023]
Ep 048/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<01:06,  1.72it/s, loss=0.658, pair=0.006, adv=5.176, sprd=0.023]
Ep 048/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<01:06,  1.72it/s, loss=0.649, pair=0.001, adv=3.958, sprd=0.021]
Ep 048/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<01:00,  1.86it/s, loss=0.649, pair=0.001, adv=3.958, sprd=0.021]
Ep 048/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<01:00,  1.86it/s, loss=0.696, pair=0.003, adv=4.803, sprd=0.020]
Ep 048/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<01:03,  1.77it/s, loss=0.696, pair=0.003, adv=4.803, sprd=0.020]
Ep 048/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<01:03,  1.77it/s, loss=0.610, pair=0.001, adv=3.196, sprd=0.022]
Ep 048/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:58,  1.89it/s, loss=0.610, pair=0.001, adv=3.196, sprd=0.022]
Ep 048/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:58,  1.89it/s, loss=0.884, pair=0.617, adv=5.003, sprd=0.029]
Ep 048/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<01:01,  1.79it/s, loss=0.884, pair=0.617, adv=5.003, sprd=0.029]
Ep 048/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<01:01,  1.79it/s, loss=0.651, pair=0.003, adv=4.428, sprd=0.023]
Ep 048/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:57,  1.91it/s, loss=0.651, pair=0.003, adv=4.428, sprd=0.023]
Ep 048/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:57,  1.91it/s, loss=0.688, pair=0.004, adv=4.786, sprd=0.030]
Ep 048/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:59,  1.81it/s, loss=0.688, pair=0.004, adv=4.786, sprd=0.030]
Ep 048/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:59,  1.81it/s, loss=0.640, pair=0.003, adv=4.083, sprd=0.020]
Ep 048/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:55,  1.93it/s, loss=0.640, pair=0.003, adv=4.083, sprd=0.020]
Ep 048/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:55,  1.93it/s, loss=0.687, pair=0.002, adv=3.807, sprd=0.021]
Ep 048/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:58,  1.83it/s, loss=0.687, pair=0.002, adv=3.807, sprd=0.021]
Ep 048/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:58,  1.83it/s, loss=0.681, pair=0.037, adv=6.163, sprd=0.029]
Ep 048/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:54,  1.93it/s, loss=0.681, pair=0.037, adv=6.163, sprd=0.029]
Ep 048/80 [S3:+sens]:  77%|█▌| 348/453 [02:54<00:54,  1.93it/s, loss=0.608, pair=0.000, adv=4.002, sprd=0.017]
Ep 048/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:54,  1.92it/s, loss=0.608, pair=0.000, adv=4.002, sprd=0.017]
Ep 048/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:54,  1.92it/s, loss=0.643, pair=0.000, adv=3.492, sprd=0.014]
Ep 048/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:48,  2.13it/s, loss=0.643, pair=0.000, adv=3.492, sprd=0.014]
Ep 048/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:48,  2.13it/s, loss=0.625, pair=0.001, adv=4.494, sprd=0.014]
Ep 048/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:48,  2.09it/s, loss=0.625, pair=0.001, adv=4.494, sprd=0.014]
Ep 048/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:48,  2.09it/s, loss=0.616, pair=0.000, adv=4.441, sprd=0.018]
Ep 048/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:46,  2.18it/s, loss=0.616, pair=0.000, adv=4.441, sprd=0.018]
Ep 048/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:46,  2.18it/s, loss=0.633, pair=0.000, adv=4.868, sprd=0.020]
Ep 048/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:47,  2.10it/s, loss=0.633, pair=0.000, adv=4.868, sprd=0.020]
Ep 048/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:47,  2.10it/s, loss=0.628, pair=0.000, adv=3.703, sprd=0.020]
Ep 048/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:45,  2.18it/s, loss=0.628, pair=0.000, adv=3.703, sprd=0.020]
Ep 048/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:45,  2.18it/s, loss=0.659, pair=0.001, adv=4.430, sprd=0.018]
Ep 048/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:47,  2.07it/s, loss=0.659, pair=0.001, adv=4.430, sprd=0.018]
Ep 048/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:47,  2.07it/s, loss=0.602, pair=0.003, adv=4.919, sprd=0.015]
Ep 048/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:44,  2.18it/s, loss=0.602, pair=0.003, adv=4.919, sprd=0.015]
Ep 048/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:44,  2.18it/s, loss=0.647, pair=0.000, adv=3.406, sprd=0.022]
Ep 048/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:46,  2.08it/s, loss=0.647, pair=0.000, adv=3.406, sprd=0.022]
Ep 048/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:46,  2.08it/s, loss=0.626, pair=0.000, adv=3.738, sprd=0.018]
Ep 048/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:43,  2.17it/s, loss=0.626, pair=0.000, adv=3.738, sprd=0.018]
Ep 048/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:43,  2.17it/s, loss=0.704, pair=0.003, adv=4.743, sprd=0.037]
Ep 048/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:45,  2.05it/s, loss=0.704, pair=0.003, adv=4.743, sprd=0.037]
Ep 048/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.05it/s, loss=0.613, pair=0.002, adv=4.361, sprd=0.019]
Ep 048/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:43,  2.14it/s, loss=0.613, pair=0.002, adv=4.361, sprd=0.019]
Ep 048/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:43,  2.14it/s, loss=0.650, pair=0.000, adv=4.556, sprd=0.018]
Ep 048/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:44,  2.08it/s, loss=0.650, pair=0.000, adv=4.556, sprd=0.018]
Ep 048/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:44,  2.08it/s, loss=0.658, pair=0.000, adv=5.233, sprd=0.027]
Ep 048/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:42,  2.12it/s, loss=0.658, pair=0.000, adv=5.233, sprd=0.027]
Ep 048/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:42,  2.12it/s, loss=0.583, pair=0.000, adv=4.795, sprd=0.013]
Ep 048/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:44,  2.04it/s, loss=0.583, pair=0.000, adv=4.795, sprd=0.013]
Ep 048/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:44,  2.04it/s, loss=0.637, pair=0.000, adv=4.868, sprd=0.019]
Ep 048/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:41,  2.15it/s, loss=0.637, pair=0.000, adv=4.868, sprd=0.019]
Ep 048/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.15it/s, loss=0.659, pair=0.001, adv=4.424, sprd=0.024]
Ep 048/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:43,  2.05it/s, loss=0.659, pair=0.001, adv=4.424, sprd=0.024]
Ep 048/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:43,  2.05it/s, loss=0.650, pair=0.000, adv=3.608, sprd=0.023]
Ep 048/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:40,  2.14it/s, loss=0.650, pair=0.000, adv=3.608, sprd=0.023]
Ep 048/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:40,  2.14it/s, loss=0.676, pair=0.005, adv=4.177, sprd=0.027]
Ep 048/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:43,  1.96it/s, loss=0.676, pair=0.005, adv=4.177, sprd=0.027]
Ep 048/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:43,  1.96it/s, loss=0.631, pair=0.004, adv=4.528, sprd=0.018]
Ep 048/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:40,  2.09it/s, loss=0.631, pair=0.004, adv=4.528, sprd=0.018]
Ep 048/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:40,  2.09it/s, loss=0.860, pair=0.645, adv=5.141, sprd=0.020]
Ep 048/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:41,  2.04it/s, loss=0.860, pair=0.645, adv=5.141, sprd=0.020]
Ep 048/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:41,  2.04it/s, loss=0.620, pair=0.006, adv=4.011, sprd=0.017]
Ep 048/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:38,  2.17it/s, loss=0.620, pair=0.006, adv=4.011, sprd=0.017]
Ep 048/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:38,  2.17it/s, loss=0.621, pair=0.005, adv=4.777, sprd=0.015]
Ep 048/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:39,  2.07it/s, loss=0.621, pair=0.005, adv=4.777, sprd=0.015]
Ep 048/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:39,  2.07it/s, loss=0.632, pair=0.005, adv=3.120, sprd=0.026]
Ep 048/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:37,  2.16it/s, loss=0.632, pair=0.005, adv=3.120, sprd=0.026]
Ep 048/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:37,  2.16it/s, loss=0.607, pair=0.010, adv=4.970, sprd=0.016]
Ep 048/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:38,  2.09it/s, loss=0.607, pair=0.010, adv=4.970, sprd=0.016]
Ep 048/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:38,  2.09it/s, loss=0.619, pair=0.004, adv=4.316, sprd=0.017]
Ep 048/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:36,  2.18it/s, loss=0.619, pair=0.004, adv=4.316, sprd=0.017]
Ep 048/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.18it/s, loss=0.629, pair=0.003, adv=4.445, sprd=0.021]
Ep 048/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.07it/s, loss=0.629, pair=0.003, adv=4.445, sprd=0.021]
Ep 048/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:37,  2.07it/s, loss=0.674, pair=0.006, adv=4.649, sprd=0.022]
Ep 048/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:35,  2.20it/s, loss=0.674, pair=0.006, adv=4.649, sprd=0.022]
Ep 048/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:35,  2.20it/s, loss=0.617, pair=0.001, adv=3.736, sprd=0.019]
Ep 048/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.11it/s, loss=0.617, pair=0.001, adv=3.736, sprd=0.019]
Ep 048/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.11it/s, loss=0.610, pair=0.004, adv=3.226, sprd=0.017]
Ep 048/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:33,  2.25it/s, loss=0.610, pair=0.004, adv=3.226, sprd=0.017]
Ep 048/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:33,  2.25it/s, loss=0.638, pair=0.003, adv=3.463, sprd=0.023]
Ep 048/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:35,  2.10it/s, loss=0.638, pair=0.003, adv=3.463, sprd=0.023]
Ep 048/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:35,  2.10it/s, loss=0.623, pair=0.002, adv=3.241, sprd=0.021]
Ep 048/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:32,  2.22it/s, loss=0.623, pair=0.002, adv=3.241, sprd=0.021]
Ep 048/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:32,  2.22it/s, loss=0.717, pair=0.005, adv=4.791, sprd=0.029]
Ep 048/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:34,  2.08it/s, loss=0.717, pair=0.005, adv=4.791, sprd=0.029]
Ep 048/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:34,  2.08it/s, loss=0.687, pair=0.009, adv=3.879, sprd=0.033]
Ep 048/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:33,  2.14it/s, loss=0.687, pair=0.009, adv=3.879, sprd=0.033]
Ep 048/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:33,  2.14it/s, loss=0.616, pair=0.008, adv=6.396, sprd=0.014]
Ep 048/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:33,  2.10it/s, loss=0.616, pair=0.008, adv=6.396, sprd=0.014]
Ep 048/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:33,  2.10it/s, loss=0.637, pair=0.004, adv=3.670, sprd=0.021]
Ep 048/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:31,  2.20it/s, loss=0.637, pair=0.004, adv=3.670, sprd=0.021]
Ep 048/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:31,  2.20it/s, loss=0.590, pair=0.009, adv=3.101, sprd=0.021]
Ep 048/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:32,  2.09it/s, loss=0.590, pair=0.009, adv=3.101, sprd=0.021]
Ep 048/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:32,  2.09it/s, loss=0.598, pair=0.013, adv=3.393, sprd=0.011]
Ep 048/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:29,  2.25it/s, loss=0.598, pair=0.013, adv=3.393, sprd=0.011]
Ep 048/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:29,  2.25it/s, loss=0.658, pair=0.006, adv=4.151, sprd=0.025]
Ep 048/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:31,  2.13it/s, loss=0.658, pair=0.006, adv=4.151, sprd=0.025]
Ep 048/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:31,  2.13it/s, loss=0.576, pair=0.002, adv=2.994, sprd=0.019]
Ep 048/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:29,  2.23it/s, loss=0.576, pair=0.002, adv=2.994, sprd=0.019]
Ep 048/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:29,  2.23it/s, loss=0.652, pair=0.003, adv=3.949, sprd=0.021]
Ep 048/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:30,  2.12it/s, loss=0.652, pair=0.003, adv=3.949, sprd=0.021]
Ep 048/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.12it/s, loss=0.618, pair=0.012, adv=3.209, sprd=0.024]
Ep 048/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:29,  2.17it/s, loss=0.618, pair=0.012, adv=3.209, sprd=0.024]
Ep 048/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:29,  2.17it/s, loss=0.626, pair=0.001, adv=3.893, sprd=0.015]
Ep 048/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:29,  2.10it/s, loss=0.626, pair=0.001, adv=3.893, sprd=0.015]
Ep 048/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.10it/s, loss=0.691, pair=0.001, adv=5.368, sprd=0.032]
Ep 048/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:28,  2.16it/s, loss=0.691, pair=0.001, adv=5.368, sprd=0.032]
Ep 048/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:28,  2.16it/s, loss=0.659, pair=0.001, adv=3.872, sprd=0.028]
Ep 048/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:29,  2.02it/s, loss=0.659, pair=0.001, adv=3.872, sprd=0.028]
Ep 048/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:29,  2.02it/s, loss=0.630, pair=0.001, adv=3.994, sprd=0.023]
Ep 048/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:28,  2.10it/s, loss=0.630, pair=0.001, adv=3.994, sprd=0.023]
Ep 048/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:28,  2.10it/s, loss=0.668, pair=0.001, adv=4.491, sprd=0.028]
Ep 048/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:30,  1.91it/s, loss=0.668, pair=0.001, adv=4.491, sprd=0.028]
Ep 048/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:30,  1.91it/s, loss=0.668, pair=0.008, adv=4.294, sprd=0.030]
Ep 048/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:28,  2.00it/s, loss=0.668, pair=0.008, adv=4.294, sprd=0.030]
Ep 048/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:28,  2.00it/s, loss=0.624, pair=0.002, adv=5.036, sprd=0.020]
Ep 048/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:28,  1.97it/s, loss=0.624, pair=0.002, adv=5.036, sprd=0.020]
Ep 048/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:28,  1.97it/s, loss=0.643, pair=0.009, adv=3.747, sprd=0.017]
Ep 048/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.15it/s, loss=0.643, pair=0.009, adv=3.747, sprd=0.017]
Ep 048/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.15it/s, loss=0.601, pair=0.004, adv=5.374, sprd=0.012]
Ep 048/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:25,  2.10it/s, loss=0.601, pair=0.004, adv=5.374, sprd=0.012]
Ep 048/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:25,  2.10it/s, loss=0.660, pair=0.003, adv=4.862, sprd=0.028]
Ep 048/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.15it/s, loss=0.660, pair=0.003, adv=4.862, sprd=0.028]
Ep 048/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.15it/s, loss=0.608, pair=0.003, adv=4.830, sprd=0.016]
Ep 048/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:25,  2.06it/s, loss=0.608, pair=0.003, adv=4.830, sprd=0.016]
Ep 048/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:25,  2.06it/s, loss=0.634, pair=0.008, adv=3.567, sprd=0.021]
Ep 048/80 [S3:+sens]:  89%|█▊| 402/453 [03:18<00:23,  2.15it/s, loss=0.634, pair=0.008, adv=3.567, sprd=0.021]
Ep 048/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.15it/s, loss=0.651, pair=0.004, adv=3.998, sprd=0.023]
Ep 048/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.06it/s, loss=0.651, pair=0.004, adv=3.998, sprd=0.023]
Ep 048/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.06it/s, loss=0.668, pair=0.013, adv=3.541, sprd=0.029]
Ep 048/80 [S3:+sens]:  89%|█▊| 404/453 [03:19<00:23,  2.12it/s, loss=0.668, pair=0.013, adv=3.541, sprd=0.029]
Ep 048/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:23,  2.12it/s, loss=0.626, pair=0.001, adv=4.783, sprd=0.018]
Ep 048/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.04it/s, loss=0.626, pair=0.001, adv=4.783, sprd=0.018]
Ep 048/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.04it/s, loss=0.640, pair=0.007, adv=5.088, sprd=0.019]
Ep 048/80 [S3:+sens]:  90%|█▊| 406/453 [03:20<00:21,  2.16it/s, loss=0.640, pair=0.007, adv=5.088, sprd=0.019]
Ep 048/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:21,  2.16it/s, loss=0.639, pair=0.014, adv=5.875, sprd=0.019]
Ep 048/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.07it/s, loss=0.639, pair=0.014, adv=5.875, sprd=0.019]
Ep 048/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.07it/s, loss=0.644, pair=0.005, adv=5.167, sprd=0.025]
Ep 048/80 [S3:+sens]:  90%|█▊| 408/453 [03:21<00:21,  2.14it/s, loss=0.644, pair=0.005, adv=5.167, sprd=0.025]
Ep 048/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.14it/s, loss=0.627, pair=0.007, adv=5.310, sprd=0.017]
Ep 048/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.04it/s, loss=0.627, pair=0.007, adv=5.310, sprd=0.017]
Ep 048/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.04it/s, loss=0.628, pair=0.003, adv=4.652, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 410/453 [03:22<00:20,  2.11it/s, loss=0.628, pair=0.003, adv=4.652, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.11it/s, loss=0.654, pair=0.002, adv=3.428, sprd=0.017]
Ep 048/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.09it/s, loss=0.654, pair=0.002, adv=3.428, sprd=0.017]
Ep 048/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.09it/s, loss=0.627, pair=0.002, adv=4.865, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 412/453 [03:23<00:19,  2.14it/s, loss=0.627, pair=0.002, adv=4.865, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.14it/s, loss=0.670, pair=0.000, adv=5.831, sprd=0.016]
Ep 048/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:19,  2.07it/s, loss=0.670, pair=0.000, adv=5.831, sprd=0.016]
Ep 048/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:19,  2.07it/s, loss=0.653, pair=0.004, adv=3.736, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 414/453 [03:24<00:17,  2.18it/s, loss=0.653, pair=0.004, adv=3.736, sprd=0.023]
Ep 048/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:17,  2.18it/s, loss=0.679, pair=0.001, adv=5.117, sprd=0.027]
Ep 048/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.08it/s, loss=0.679, pair=0.001, adv=5.117, sprd=0.027]
Ep 048/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:18,  2.08it/s, loss=0.766, pair=0.294, adv=4.421, sprd=0.021]
Ep 048/80 [S3:+sens]:  92%|█▊| 416/453 [03:25<00:16,  2.22it/s, loss=0.766, pair=0.294, adv=4.421, sprd=0.021]
Ep 048/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:16,  2.22it/s, loss=0.683, pair=0.061, adv=4.220, sprd=0.029]
Ep 048/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.07it/s, loss=0.683, pair=0.061, adv=4.220, sprd=0.029]
Ep 048/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.07it/s, loss=0.628, pair=0.004, adv=4.552, sprd=0.021]
Ep 048/80 [S3:+sens]:  92%|█▊| 418/453 [03:26<00:16,  2.14it/s, loss=0.628, pair=0.004, adv=4.552, sprd=0.021]
Ep 048/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.14it/s, loss=0.680, pair=0.002, adv=4.376, sprd=0.029]
Ep 048/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:17,  1.91it/s, loss=0.680, pair=0.002, adv=4.376, sprd=0.029]
Ep 048/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:17,  1.91it/s, loss=0.649, pair=0.000, adv=4.815, sprd=0.021]
Ep 048/80 [S3:+sens]:  93%|█▊| 420/453 [03:27<00:16,  2.01it/s, loss=0.649, pair=0.000, adv=4.815, sprd=0.021]
Ep 048/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:16,  2.01it/s, loss=0.632, pair=0.000, adv=4.742, sprd=0.021]
Ep 048/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:17,  1.85it/s, loss=0.632, pair=0.000, adv=4.742, sprd=0.021]
Ep 048/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:17,  1.85it/s, loss=0.653, pair=0.000, adv=4.332, sprd=0.025]
Ep 048/80 [S3:+sens]:  93%|█▊| 422/453 [03:28<00:15,  1.94it/s, loss=0.653, pair=0.000, adv=4.332, sprd=0.025]
Ep 048/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:15,  1.94it/s, loss=0.665, pair=0.000, adv=4.414, sprd=0.030]
Ep 048/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:16,  1.81it/s, loss=0.665, pair=0.000, adv=4.414, sprd=0.030]
Ep 048/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:16,  1.81it/s, loss=0.669, pair=0.006, adv=5.456, sprd=0.025]
Ep 048/80 [S3:+sens]:  94%|█▊| 424/453 [03:29<00:15,  1.93it/s, loss=0.669, pair=0.006, adv=5.456, sprd=0.025]
Ep 048/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:15,  1.93it/s, loss=0.635, pair=0.000, adv=4.201, sprd=0.021]
Ep 048/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:16,  1.70it/s, loss=0.635, pair=0.000, adv=4.201, sprd=0.021]
Ep 048/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:16,  1.70it/s, loss=0.674, pair=0.000, adv=5.580, sprd=0.027]
Ep 048/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:14,  1.84it/s, loss=0.674, pair=0.000, adv=5.580, sprd=0.027]
Ep 048/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:14,  1.84it/s, loss=0.649, pair=0.002, adv=5.124, sprd=0.021]
Ep 048/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:14,  1.77it/s, loss=0.649, pair=0.002, adv=5.124, sprd=0.021]
Ep 048/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:14,  1.77it/s, loss=0.629, pair=0.003, adv=4.631, sprd=0.015]
Ep 048/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:12,  1.93it/s, loss=0.629, pair=0.003, adv=4.631, sprd=0.015]
Ep 048/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:12,  1.93it/s, loss=0.594, pair=0.006, adv=3.940, sprd=0.015]
Ep 048/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:12,  1.86it/s, loss=0.594, pair=0.006, adv=3.940, sprd=0.015]
Ep 048/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:12,  1.86it/s, loss=0.617, pair=0.003, adv=6.750, sprd=0.019]
Ep 048/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:11,  1.96it/s, loss=0.617, pair=0.003, adv=6.750, sprd=0.019]
Ep 048/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:11,  1.96it/s, loss=0.643, pair=0.003, adv=4.545, sprd=0.018]
Ep 048/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:11,  1.87it/s, loss=0.643, pair=0.003, adv=4.545, sprd=0.018]
Ep 048/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:11,  1.87it/s, loss=0.676, pair=0.003, adv=4.710, sprd=0.030]
Ep 048/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:10,  1.96it/s, loss=0.676, pair=0.003, adv=4.710, sprd=0.030]
Ep 048/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:10,  1.96it/s, loss=0.644, pair=0.004, adv=4.613, sprd=0.025]
Ep 048/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:11,  1.79it/s, loss=0.644, pair=0.004, adv=4.613, sprd=0.025]
Ep 048/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:11,  1.79it/s, loss=0.633, pair=0.003, adv=4.473, sprd=0.020]
Ep 048/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:09,  1.92it/s, loss=0.633, pair=0.003, adv=4.473, sprd=0.020]
Ep 048/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:09,  1.92it/s, loss=0.694, pair=0.003, adv=4.399, sprd=0.016]
Ep 048/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:09,  1.86it/s, loss=0.694, pair=0.003, adv=4.399, sprd=0.016]
Ep 048/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:09,  1.86it/s, loss=1.461, pair=2.443, adv=4.625, sprd=0.016]
Ep 048/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:08,  1.98it/s, loss=1.461, pair=2.443, adv=4.625, sprd=0.016]
Ep 048/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:08,  1.98it/s, loss=0.596, pair=0.000, adv=5.984, sprd=0.015]
Ep 048/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:08,  1.86it/s, loss=0.596, pair=0.000, adv=5.984, sprd=0.015]
Ep 048/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:08,  1.86it/s, loss=0.646, pair=0.005, adv=4.323, sprd=0.022]
Ep 048/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:07,  1.96it/s, loss=0.646, pair=0.005, adv=4.323, sprd=0.022]
Ep 048/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:07,  1.96it/s, loss=0.649, pair=0.008, adv=3.971, sprd=0.022]
Ep 048/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:07,  1.85it/s, loss=0.649, pair=0.008, adv=3.971, sprd=0.022]
Ep 048/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:07,  1.85it/s, loss=0.622, pair=0.022, adv=4.023, sprd=0.020]
Ep 048/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  1.96it/s, loss=0.622, pair=0.022, adv=4.023, sprd=0.020]
Ep 048/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  1.96it/s, loss=0.664, pair=0.008, adv=5.630, sprd=0.027]
Ep 048/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:06,  1.80it/s, loss=0.664, pair=0.008, adv=5.630, sprd=0.027]
Ep 048/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:06,  1.80it/s, loss=0.622, pair=0.001, adv=4.337, sprd=0.018]
Ep 048/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  1.93it/s, loss=0.622, pair=0.001, adv=4.337, sprd=0.018]
Ep 048/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  1.93it/s, loss=0.620, pair=0.009, adv=5.015, sprd=0.019]
Ep 048/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:05,  1.82it/s, loss=0.620, pair=0.009, adv=5.015, sprd=0.019]
Ep 048/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:05,  1.82it/s, loss=0.633, pair=0.001, adv=5.886, sprd=0.017]
Ep 048/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  1.96it/s, loss=0.633, pair=0.001, adv=5.886, sprd=0.017]
Ep 048/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  1.96it/s, loss=0.678, pair=0.005, adv=4.841, sprd=0.034]
Ep 048/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:04,  1.82it/s, loss=0.678, pair=0.005, adv=4.841, sprd=0.034]
Ep 048/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:04,  1.82it/s, loss=0.658, pair=0.001, adv=4.544, sprd=0.028]
Ep 048/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  1.92it/s, loss=0.658, pair=0.001, adv=4.544, sprd=0.028]
Ep 048/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  1.92it/s, loss=0.663, pair=0.001, adv=3.575, sprd=0.026]
Ep 048/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:03,  1.83it/s, loss=0.663, pair=0.001, adv=3.575, sprd=0.026]
Ep 048/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:03,  1.83it/s, loss=0.658, pair=0.001, adv=4.820, sprd=0.023]
Ep 048/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  1.96it/s, loss=0.658, pair=0.001, adv=4.820, sprd=0.023]
Ep 048/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  1.96it/s, loss=0.629, pair=0.005, adv=4.401, sprd=0.020]
Ep 048/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  1.83it/s, loss=0.629, pair=0.005, adv=4.401, sprd=0.020]
Ep 048/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:02,  1.83it/s, loss=0.604, pair=0.008, adv=3.087, sprd=0.021]
Ep 048/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  1.99it/s, loss=0.604, pair=0.008, adv=3.087, sprd=0.021]
Ep 048/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  1.99it/s, loss=0.677, pair=0.004, adv=4.117, sprd=0.027]
Ep 048/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:01,  1.96it/s, loss=0.677, pair=0.004, adv=4.117, sprd=0.027]
Ep 048/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:01,  1.96it/s, loss=0.652, pair=0.005, adv=4.571, sprd=0.024]
Ep 048/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.07it/s, loss=0.652, pair=0.005, adv=4.571, sprd=0.024]
Ep 048/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.07it/s, loss=0.705, pair=0.005, adv=6.362, sprd=0.023]
Ep 048/80 [S3:+sens]: 100%|██| 453/453 [03:45<00:00,  2.01it/s, loss=0.705, pair=0.005, adv=6.362, sprd=0.023]
                                                                                                              
Epoch 048/80 [S3:+sens]  loss=0.6815  mat=0.2684  sens=1.1606  pair=0.1323  adv=4.2916(rand=3.47)  deg=0.0046  orth=0.0016  spread=0.0211  q_mean=52.0  q_std=18.7  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.96e-05  225s

Ep 049/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 049/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.617, pair=0.003, adv=4.498, sprd=0.016]
Ep 049/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:57,  1.06s/it, loss=0.617, pair=0.003, adv=4.498, sprd=0.016]
Ep 049/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:57,  1.06s/it, loss=0.589, pair=0.014, adv=4.465, sprd=0.014]
Ep 049/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:02,  1.49it/s, loss=0.589, pair=0.014, adv=4.465, sprd=0.014]
Ep 049/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:02,  1.49it/s, loss=0.687, pair=0.003, adv=3.879, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:33,  1.64it/s, loss=0.687, pair=0.003, adv=3.879, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:33,  1.64it/s, loss=0.650, pair=0.003, adv=3.176, sprd=0.032]
Ep 049/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.650, pair=0.003, adv=3.176, sprd=0.032]
Ep 049/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.622, pair=0.010, adv=4.924, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:58,  1.88it/s, loss=0.622, pair=0.010, adv=4.924, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:58,  1.88it/s, loss=0.639, pair=0.004, adv=4.432, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.05it/s, loss=0.639, pair=0.004, adv=4.432, sprd=0.019]
Ep 049/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.05it/s, loss=0.633, pair=0.003, adv=4.570, sprd=0.021]
Ep 049/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:46,  1.97it/s, loss=0.633, pair=0.003, adv=4.570, sprd=0.021]
Ep 049/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:46,  1.97it/s, loss=0.617, pair=0.007, adv=4.570, sprd=0.020]
Ep 049/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:33,  2.08it/s, loss=0.617, pair=0.007, adv=4.570, sprd=0.020]
Ep 049/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:33,  2.08it/s, loss=0.611, pair=0.007, adv=3.958, sprd=0.014]
Ep 049/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:37,  2.04it/s, loss=0.611, pair=0.007, adv=3.958, sprd=0.014]
Ep 049/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:37,  2.04it/s, loss=0.646, pair=0.009, adv=4.929, sprd=0.023]
Ep 049/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.13it/s, loss=0.646, pair=0.009, adv=4.929, sprd=0.023]
Ep 049/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.13it/s, loss=0.607, pair=0.001, adv=4.605, sprd=0.017]
Ep 049/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:39,  2.02it/s, loss=0.607, pair=0.001, adv=4.605, sprd=0.017]
Ep 049/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:39,  2.02it/s, loss=0.633, pair=0.002, adv=4.826, sprd=0.020]
Ep 049/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.633, pair=0.002, adv=4.826, sprd=0.020]
Ep 049/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.581, pair=0.005, adv=4.377, sprd=0.011]
Ep 049/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:33,  2.06it/s, loss=0.581, pair=0.005, adv=4.377, sprd=0.011]
Ep 049/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:33,  2.06it/s, loss=0.634, pair=0.000, adv=4.786, sprd=0.021]
Ep 049/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.634, pair=0.000, adv=4.786, sprd=0.021]
Ep 049/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.629, pair=0.022, adv=4.795, sprd=0.020]
Ep 049/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:37,  2.02it/s, loss=0.629, pair=0.022, adv=4.795, sprd=0.020]
Ep 049/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:37,  2.02it/s, loss=0.634, pair=0.001, adv=4.802, sprd=0.020]
Ep 049/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:24,  2.14it/s, loss=0.634, pair=0.001, adv=4.802, sprd=0.020]
Ep 049/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:24,  2.14it/s, loss=0.617, pair=0.002, adv=4.925, sprd=0.019]
Ep 049/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:34,  2.03it/s, loss=0.617, pair=0.002, adv=4.925, sprd=0.019]
Ep 049/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:34,  2.03it/s, loss=0.633, pair=0.007, adv=4.327, sprd=0.017]
Ep 049/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.633, pair=0.007, adv=4.327, sprd=0.017]
Ep 049/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.621, pair=0.005, adv=3.481, sprd=0.018]
Ep 049/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:41,  1.96it/s, loss=0.621, pair=0.005, adv=3.481, sprd=0.018]
Ep 049/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:41,  1.96it/s, loss=0.662, pair=0.001, adv=4.040, sprd=0.026]
Ep 049/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:29,  2.07it/s, loss=0.662, pair=0.001, adv=4.040, sprd=0.026]
Ep 049/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:29,  2.07it/s, loss=0.650, pair=0.002, adv=4.131, sprd=0.024]
Ep 049/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:34,  2.02it/s, loss=0.650, pair=0.002, adv=4.131, sprd=0.024]
Ep 049/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:34,  2.02it/s, loss=0.605, pair=0.001, adv=4.413, sprd=0.015]
Ep 049/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:21,  2.13it/s, loss=0.605, pair=0.001, adv=4.413, sprd=0.015]
Ep 049/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:21,  2.13it/s, loss=0.596, pair=0.001, adv=3.237, sprd=0.015]
Ep 049/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:27,  2.07it/s, loss=0.596, pair=0.001, adv=3.237, sprd=0.015]
Ep 049/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:27,  2.07it/s, loss=0.634, pair=0.002, adv=5.702, sprd=0.020]
Ep 049/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:20,  2.14it/s, loss=0.634, pair=0.002, adv=5.702, sprd=0.020]
Ep 049/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:20,  2.14it/s, loss=0.606, pair=0.002, adv=5.065, sprd=0.016]
Ep 049/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:27,  2.07it/s, loss=0.606, pair=0.002, adv=5.065, sprd=0.016]
Ep 049/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:27,  2.07it/s, loss=0.601, pair=0.000, adv=3.579, sprd=0.015]
Ep 049/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:12,  2.22it/s, loss=0.601, pair=0.000, adv=3.579, sprd=0.015]
Ep 049/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:12,  2.22it/s, loss=0.649, pair=0.001, adv=4.849, sprd=0.019]
Ep 049/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:19,  2.13it/s, loss=0.649, pair=0.001, adv=4.849, sprd=0.019]
Ep 049/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:19,  2.13it/s, loss=0.637, pair=0.000, adv=4.192, sprd=0.020]
Ep 049/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:11,  2.22it/s, loss=0.637, pair=0.000, adv=4.192, sprd=0.020]
Ep 049/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:11,  2.22it/s, loss=0.648, pair=0.001, adv=3.766, sprd=0.022]
Ep 049/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.648, pair=0.001, adv=3.766, sprd=0.022]
Ep 049/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:22,  2.09it/s, loss=0.637, pair=0.000, adv=4.255, sprd=0.022]
Ep 049/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:14,  2.17it/s, loss=0.637, pair=0.000, adv=4.255, sprd=0.022]
Ep 049/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:14,  2.17it/s, loss=0.637, pair=0.000, adv=5.303, sprd=0.020]
Ep 049/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:23,  2.07it/s, loss=0.637, pair=0.000, adv=5.303, sprd=0.020]
Ep 049/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:23,  2.07it/s, loss=0.639, pair=0.001, adv=4.161, sprd=0.020]
Ep 049/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:13,  2.18it/s, loss=0.639, pair=0.001, adv=4.161, sprd=0.020]
Ep 049/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.18it/s, loss=0.671, pair=0.002, adv=5.578, sprd=0.026]
Ep 049/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.671, pair=0.002, adv=5.578, sprd=0.026]
Ep 049/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.623, pair=0.001, adv=3.421, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:11,  2.18it/s, loss=0.623, pair=0.001, adv=3.421, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:11,  2.18it/s, loss=0.608, pair=0.002, adv=3.417, sprd=0.016]
Ep 049/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.07it/s, loss=0.608, pair=0.002, adv=3.417, sprd=0.016]
Ep 049/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.07it/s, loss=0.665, pair=0.129, adv=4.295, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.17it/s, loss=0.665, pair=0.129, adv=4.295, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.17it/s, loss=0.661, pair=0.001, adv=5.927, sprd=0.026]
Ep 049/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.661, pair=0.001, adv=5.927, sprd=0.026]
Ep 049/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.644, pair=0.002, adv=5.150, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:14,  2.14it/s, loss=0.644, pair=0.002, adv=5.150, sprd=0.019]
Ep 049/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:14,  2.14it/s, loss=0.651, pair=0.004, adv=3.803, sprd=0.023]
Ep 049/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.651, pair=0.004, adv=3.803, sprd=0.023]
Ep 049/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.627, pair=0.000, adv=4.311, sprd=0.021]
Ep 049/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.14it/s, loss=0.627, pair=0.000, adv=4.311, sprd=0.021]
Ep 049/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.14it/s, loss=0.630, pair=0.003, adv=3.937, sprd=0.020]
Ep 049/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.630, pair=0.003, adv=3.937, sprd=0.020]
Ep 049/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.652, pair=0.002, adv=4.236, sprd=0.025]
Ep 049/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:11,  2.14it/s, loss=0.652, pair=0.002, adv=4.236, sprd=0.025]
Ep 049/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:11,  2.14it/s, loss=0.613, pair=0.001, adv=3.787, sprd=0.018]
Ep 049/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:19,  2.05it/s, loss=0.613, pair=0.001, adv=3.787, sprd=0.018]
Ep 049/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:19,  2.05it/s, loss=0.668, pair=0.001, adv=3.994, sprd=0.026]
Ep 049/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:11,  2.14it/s, loss=0.668, pair=0.001, adv=3.994, sprd=0.026]
Ep 049/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:11,  2.14it/s, loss=0.669, pair=0.000, adv=4.393, sprd=0.028]
Ep 049/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:22,  2.02it/s, loss=0.669, pair=0.000, adv=4.393, sprd=0.028]
Ep 049/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:22,  2.02it/s, loss=0.637, pair=0.002, adv=4.542, sprd=0.021]
Ep 049/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:19,  2.04it/s, loss=0.637, pair=0.002, adv=4.542, sprd=0.021]
Ep 049/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:19,  2.04it/s, loss=0.605, pair=0.001, adv=4.907, sprd=0.016]
Ep 049/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:25,  1.97it/s, loss=0.605, pair=0.001, adv=4.907, sprd=0.016]
Ep 049/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:25,  1.97it/s, loss=0.617, pair=0.010, adv=3.827, sprd=0.016]
Ep 049/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:12,  2.11it/s, loss=0.617, pair=0.010, adv=3.827, sprd=0.016]
Ep 049/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:12,  2.11it/s, loss=0.659, pair=0.000, adv=4.513, sprd=0.028]
Ep 049/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:22,  2.00it/s, loss=0.659, pair=0.000, adv=4.513, sprd=0.028]
Ep 049/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:22,  2.00it/s, loss=0.661, pair=0.000, adv=4.604, sprd=0.028]
Ep 049/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:14,  2.07it/s, loss=0.661, pair=0.000, adv=4.604, sprd=0.028]
Ep 049/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:14,  2.07it/s, loss=0.645, pair=0.003, adv=3.791, sprd=0.021]
Ep 049/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:17,  2.03it/s, loss=0.645, pair=0.003, adv=3.791, sprd=0.021]
Ep 049/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:17,  2.03it/s, loss=0.590, pair=0.002, adv=4.755, sprd=0.014]
Ep 049/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.590, pair=0.002, adv=4.755, sprd=0.014]
Ep 049/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.638, pair=0.003, adv=5.655, sprd=0.022]
Ep 049/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:18,  2.01it/s, loss=0.638, pair=0.003, adv=5.655, sprd=0.022]
Ep 049/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:18,  2.01it/s, loss=0.624, pair=0.002, adv=4.483, sprd=0.016]
Ep 049/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.624, pair=0.002, adv=4.483, sprd=0.016]
Ep 049/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.658, pair=0.003, adv=3.695, sprd=0.028]
Ep 049/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:15,  2.04it/s, loss=0.658, pair=0.003, adv=3.695, sprd=0.028]
Ep 049/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:15,  2.04it/s, loss=0.619, pair=0.003, adv=3.875, sprd=0.018]
Ep 049/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.619, pair=0.003, adv=3.875, sprd=0.018]
Ep 049/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.634, pair=0.003, adv=4.896, sprd=0.020]
Ep 049/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:11,  2.06it/s, loss=0.634, pair=0.003, adv=4.896, sprd=0.020]
Ep 049/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:11,  2.06it/s, loss=0.656, pair=0.005, adv=4.385, sprd=0.025]
Ep 049/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.656, pair=0.005, adv=4.385, sprd=0.025]
Ep 049/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.618, pair=0.005, adv=4.695, sprd=0.017]
Ep 049/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:09,  2.08it/s, loss=0.618, pair=0.005, adv=4.695, sprd=0.017]
Ep 049/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:09,  2.08it/s, loss=0.644, pair=0.005, adv=4.043, sprd=0.018]
Ep 049/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.22it/s, loss=0.644, pair=0.005, adv=4.043, sprd=0.018]
Ep 049/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.22it/s, loss=0.598, pair=0.002, adv=5.050, sprd=0.013]
Ep 049/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:05,  2.12it/s, loss=0.598, pair=0.002, adv=5.050, sprd=0.013]
Ep 049/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:05,  2.12it/s, loss=0.629, pair=0.004, adv=5.862, sprd=0.022]
Ep 049/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.629, pair=0.004, adv=5.862, sprd=0.022]
Ep 049/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.747, pair=0.007, adv=5.202, sprd=0.035]
Ep 049/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:23,  1.92it/s, loss=0.747, pair=0.007, adv=5.202, sprd=0.035]
Ep 049/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:23,  1.92it/s, loss=0.675, pair=0.006, adv=3.726, sprd=0.033]
Ep 049/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:17,  1.97it/s, loss=0.675, pair=0.006, adv=3.726, sprd=0.033]
Ep 049/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:17,  1.97it/s, loss=0.650, pair=0.001, adv=3.769, sprd=0.026]
Ep 049/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:33,  1.82it/s, loss=0.650, pair=0.001, adv=3.769, sprd=0.026]
Ep 049/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:33,  1.82it/s, loss=0.653, pair=0.003, adv=4.411, sprd=0.022]
Ep 049/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:19,  1.94it/s, loss=0.653, pair=0.003, adv=4.411, sprd=0.022]
Ep 049/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:19,  1.94it/s, loss=0.668, pair=0.002, adv=5.947, sprd=0.020]
Ep 049/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:33,  1.81it/s, loss=0.668, pair=0.002, adv=5.947, sprd=0.020]
Ep 049/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:33,  1.81it/s, loss=0.614, pair=0.000, adv=4.350, sprd=0.018]
Ep 049/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:20,  1.92it/s, loss=0.614, pair=0.000, adv=4.350, sprd=0.018]
Ep 049/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:20,  1.92it/s, loss=0.649, pair=0.000, adv=4.548, sprd=0.025]
Ep 049/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:37,  1.77it/s, loss=0.649, pair=0.000, adv=4.548, sprd=0.025]
Ep 049/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:37,  1.77it/s, loss=0.631, pair=0.000, adv=3.473, sprd=0.019]
Ep 049/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:21,  1.90it/s, loss=0.631, pair=0.000, adv=3.473, sprd=0.019]
Ep 049/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:21,  1.90it/s, loss=0.658, pair=0.000, adv=3.935, sprd=0.025]
Ep 049/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:35,  1.77it/s, loss=0.658, pair=0.000, adv=3.935, sprd=0.025]
Ep 049/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:35,  1.77it/s, loss=0.614, pair=0.000, adv=4.392, sprd=0.019]
Ep 049/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:21,  1.89it/s, loss=0.614, pair=0.000, adv=4.392, sprd=0.019]
Ep 049/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:21,  1.89it/s, loss=0.622, pair=0.000, adv=4.855, sprd=0.018]
Ep 049/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:48,  1.66it/s, loss=0.622, pair=0.000, adv=4.855, sprd=0.018]
Ep 049/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:48,  1.66it/s, loss=0.640, pair=0.000, adv=3.393, sprd=0.018]
Ep 049/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:26,  1.83it/s, loss=0.640, pair=0.000, adv=3.393, sprd=0.018]
Ep 049/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:26,  1.83it/s, loss=0.640, pair=0.001, adv=4.305, sprd=0.022]
Ep 049/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:35,  1.76it/s, loss=0.640, pair=0.001, adv=4.305, sprd=0.022]
Ep 049/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:35,  1.76it/s, loss=0.621, pair=0.000, adv=4.249, sprd=0.019]
Ep 049/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<03:20,  1.88it/s, loss=0.621, pair=0.000, adv=4.249, sprd=0.019]
Ep 049/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:20,  1.88it/s, loss=0.637, pair=0.000, adv=5.907, sprd=0.020]
Ep 049/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:32,  1.77it/s, loss=0.637, pair=0.000, adv=5.907, sprd=0.020]
Ep 049/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:32,  1.77it/s, loss=0.587, pair=0.004, adv=4.640, sprd=0.014]
Ep 049/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:17,  1.89it/s, loss=0.587, pair=0.004, adv=4.640, sprd=0.014]
Ep 049/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:17,  1.89it/s, loss=0.658, pair=0.002, adv=4.974, sprd=0.019]
Ep 049/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:27,  1.80it/s, loss=0.658, pair=0.002, adv=4.974, sprd=0.019]
Ep 049/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:27,  1.80it/s, loss=0.642, pair=0.001, adv=5.961, sprd=0.020]
Ep 049/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:13,  1.93it/s, loss=0.642, pair=0.001, adv=5.961, sprd=0.020]
Ep 049/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:13,  1.93it/s, loss=0.617, pair=0.000, adv=6.379, sprd=0.017]
Ep 049/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:23,  1.83it/s, loss=0.617, pair=0.000, adv=6.379, sprd=0.017]
Ep 049/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:23,  1.83it/s, loss=0.648, pair=0.003, adv=3.626, sprd=0.022]
Ep 049/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<03:08,  1.96it/s, loss=0.648, pair=0.003, adv=3.626, sprd=0.022]
Ep 049/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<03:08,  1.96it/s, loss=0.648, pair=0.001, adv=3.686, sprd=0.026]
Ep 049/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:22,  1.83it/s, loss=0.648, pair=0.001, adv=3.686, sprd=0.026]
Ep 049/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:22,  1.83it/s, loss=0.633, pair=0.001, adv=3.758, sprd=0.020]
Ep 049/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:11,  1.92it/s, loss=0.633, pair=0.001, adv=3.758, sprd=0.020]
Ep 049/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:11,  1.92it/s, loss=0.621, pair=0.002, adv=4.807, sprd=0.017]
Ep 049/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:21,  1.83it/s, loss=0.621, pair=0.002, adv=4.807, sprd=0.017]
Ep 049/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:21,  1.83it/s, loss=0.609, pair=0.001, adv=4.465, sprd=0.016]
Ep 049/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:09,  1.94it/s, loss=0.609, pair=0.001, adv=4.465, sprd=0.016]
Ep 049/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:09,  1.94it/s, loss=0.584, pair=0.004, adv=3.169, sprd=0.015]
Ep 049/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:20,  1.82it/s, loss=0.584, pair=0.004, adv=3.169, sprd=0.015]
Ep 049/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<03:20,  1.82it/s, loss=0.596, pair=0.001, adv=5.372, sprd=0.014]
Ep 049/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:07,  1.95it/s, loss=0.596, pair=0.001, adv=5.372, sprd=0.014]
Ep 049/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:07,  1.95it/s, loss=0.659, pair=0.001, adv=3.516, sprd=0.021]
Ep 049/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:16,  1.85it/s, loss=0.659, pair=0.001, adv=3.516, sprd=0.021]
Ep 049/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<03:16,  1.85it/s, loss=0.654, pair=0.002, adv=4.917, sprd=0.021]
Ep 049/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:04,  1.96it/s, loss=0.654, pair=0.002, adv=4.917, sprd=0.021]
Ep 049/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:04,  1.96it/s, loss=1.505, pair=2.463, adv=7.671, sprd=0.015]
Ep 049/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:15,  1.85it/s, loss=1.505, pair=2.463, adv=7.671, sprd=0.015]
Ep 049/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<03:15,  1.85it/s, loss=0.648, pair=0.006, adv=5.024, sprd=0.024]
Ep 049/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:05,  1.94it/s, loss=0.648, pair=0.006, adv=5.024, sprd=0.024]
Ep 049/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:05,  1.94it/s, loss=0.669, pair=0.004, adv=3.375, sprd=0.029]
Ep 049/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:08,  1.91it/s, loss=0.669, pair=0.004, adv=3.375, sprd=0.029]
Ep 049/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<03:08,  1.91it/s, loss=0.573, pair=0.010, adv=2.946, sprd=0.016]
Ep 049/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:52,  2.08it/s, loss=0.573, pair=0.010, adv=2.946, sprd=0.016]
Ep 049/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:52,  2.08it/s, loss=0.581, pair=0.007, adv=3.345, sprd=0.015]
Ep 049/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:55,  2.04it/s, loss=0.581, pair=0.007, adv=3.345, sprd=0.015]
Ep 049/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:55,  2.04it/s, loss=0.616, pair=0.008, adv=3.926, sprd=0.016]
Ep 049/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:45,  2.15it/s, loss=0.616, pair=0.008, adv=3.926, sprd=0.016]
Ep 049/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:45,  2.15it/s, loss=0.644, pair=0.004, adv=5.455, sprd=0.022]
Ep 049/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:52,  2.07it/s, loss=0.644, pair=0.004, adv=5.455, sprd=0.022]
Ep 049/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:52,  2.07it/s, loss=0.617, pair=0.004, adv=4.257, sprd=0.020]
Ep 049/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:45,  2.15it/s, loss=0.617, pair=0.004, adv=4.257, sprd=0.020]
Ep 049/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:45,  2.15it/s, loss=0.634, pair=0.004, adv=5.300, sprd=0.017]
Ep 049/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:50,  2.08it/s, loss=0.634, pair=0.004, adv=5.300, sprd=0.017]
Ep 049/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:50,  2.08it/s, loss=0.608, pair=0.001, adv=5.208, sprd=0.015]
Ep 049/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:41,  2.18it/s, loss=0.608, pair=0.001, adv=5.208, sprd=0.015]
Ep 049/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:41,  2.18it/s, loss=0.661, pair=0.001, adv=4.826, sprd=0.027]
Ep 049/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:52,  2.04it/s, loss=0.661, pair=0.001, adv=4.826, sprd=0.027]
Ep 049/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:52,  2.04it/s, loss=0.620, pair=0.003, adv=4.273, sprd=0.019]
Ep 049/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:52,  2.04it/s, loss=0.620, pair=0.003, adv=4.273, sprd=0.019]
Ep 049/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:52,  2.04it/s, loss=0.635, pair=0.000, adv=3.742, sprd=0.021]
Ep 049/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:55,  1.99it/s, loss=0.635, pair=0.000, adv=3.742, sprd=0.021]
Ep 049/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<02:55,  1.99it/s, loss=0.657, pair=0.003, adv=4.894, sprd=0.023]
Ep 049/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:45,  2.11it/s, loss=0.657, pair=0.003, adv=4.894, sprd=0.023]
Ep 049/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:45,  2.11it/s, loss=0.662, pair=0.002, adv=4.231, sprd=0.016]
Ep 049/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:50,  2.04it/s, loss=0.662, pair=0.002, adv=4.231, sprd=0.016]
Ep 049/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:50,  2.04it/s, loss=0.582, pair=0.003, adv=3.252, sprd=0.020]
Ep 049/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:44,  2.11it/s, loss=0.582, pair=0.003, adv=3.252, sprd=0.020]
Ep 049/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:44,  2.11it/s, loss=0.633, pair=0.003, adv=4.661, sprd=0.017]
Ep 049/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:46,  2.08it/s, loss=0.633, pair=0.003, adv=4.661, sprd=0.017]
Ep 049/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:46,  2.08it/s, loss=0.623, pair=0.006, adv=4.721, sprd=0.016]
Ep 049/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:38,  2.18it/s, loss=0.623, pair=0.006, adv=4.721, sprd=0.016]
Ep 049/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:38,  2.18it/s, loss=0.655, pair=0.001, adv=5.777, sprd=0.024]
Ep 049/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:49,  2.03it/s, loss=0.655, pair=0.001, adv=5.777, sprd=0.024]
Ep 049/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:49,  2.03it/s, loss=0.607, pair=0.003, adv=4.619, sprd=0.020]
Ep 049/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:43,  2.10it/s, loss=0.607, pair=0.003, adv=4.619, sprd=0.020]
Ep 049/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:43,  2.10it/s, loss=0.630, pair=0.001, adv=4.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:45,  2.07it/s, loss=0.630, pair=0.001, adv=4.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:45,  2.07it/s, loss=0.593, pair=0.000, adv=5.248, sprd=0.012]
Ep 049/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:36,  2.17it/s, loss=0.593, pair=0.000, adv=5.248, sprd=0.012]
Ep 049/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:36,  2.17it/s, loss=0.654, pair=0.000, adv=4.630, sprd=0.020]
Ep 049/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:42,  2.10it/s, loss=0.654, pair=0.000, adv=4.630, sprd=0.020]
Ep 049/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:42,  2.10it/s, loss=0.638, pair=0.002, adv=6.040, sprd=0.017]
Ep 049/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:31,  2.24it/s, loss=0.638, pair=0.002, adv=6.040, sprd=0.017]
Ep 049/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:31,  2.24it/s, loss=0.631, pair=0.000, adv=4.150, sprd=0.012]
Ep 049/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:37,  2.14it/s, loss=0.631, pair=0.000, adv=4.150, sprd=0.012]
Ep 049/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:37,  2.14it/s, loss=0.592, pair=0.001, adv=2.878, sprd=0.019]
Ep 049/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:27,  2.28it/s, loss=0.592, pair=0.001, adv=2.878, sprd=0.019]
Ep 049/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:27,  2.28it/s, loss=0.640, pair=0.000, adv=4.385, sprd=0.021]
Ep 049/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:35,  2.16it/s, loss=0.640, pair=0.000, adv=4.385, sprd=0.021]
Ep 049/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:35,  2.16it/s, loss=0.744, pair=0.177, adv=4.763, sprd=0.027]
Ep 049/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:31,  2.22it/s, loss=0.744, pair=0.177, adv=4.763, sprd=0.027]
Ep 049/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:31,  2.22it/s, loss=0.616, pair=0.004, adv=4.264, sprd=0.015]
Ep 049/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:36,  2.14it/s, loss=0.616, pair=0.004, adv=4.264, sprd=0.015]
Ep 049/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:36,  2.14it/s, loss=0.653, pair=0.002, adv=6.296, sprd=0.025]
Ep 049/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:31,  2.20it/s, loss=0.653, pair=0.002, adv=6.296, sprd=0.025]
Ep 049/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:31,  2.20it/s, loss=0.617, pair=0.005, adv=4.450, sprd=0.016]
Ep 049/80 [S3:+sens]:  27%|▌ | 121/453 [00:59<02:36,  2.13it/s, loss=0.617, pair=0.005, adv=4.450, sprd=0.016]
Ep 049/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:36,  2.13it/s, loss=0.626, pair=0.003, adv=4.010, sprd=0.023]
Ep 049/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:32,  2.17it/s, loss=0.626, pair=0.003, adv=4.010, sprd=0.023]
Ep 049/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:32,  2.17it/s, loss=0.614, pair=0.000, adv=4.337, sprd=0.020]
Ep 049/80 [S3:+sens]:  27%|▌ | 123/453 [01:00<02:41,  2.04it/s, loss=0.614, pair=0.000, adv=4.337, sprd=0.020]
Ep 049/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:41,  2.04it/s, loss=1.271, pair=1.799, adv=5.226, sprd=0.024]
Ep 049/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:35,  2.12it/s, loss=1.271, pair=1.799, adv=5.226, sprd=0.024]
Ep 049/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:35,  2.12it/s, loss=0.639, pair=0.000, adv=4.241, sprd=0.020]
Ep 049/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:49,  1.93it/s, loss=0.639, pair=0.000, adv=4.241, sprd=0.020]
Ep 049/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:49,  1.93it/s, loss=1.950, pair=3.598, adv=4.940, sprd=0.033]
Ep 049/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:40,  2.04it/s, loss=1.950, pair=3.598, adv=4.940, sprd=0.033]
Ep 049/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:40,  2.04it/s, loss=0.661, pair=0.000, adv=3.721, sprd=0.016]
Ep 049/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:43,  2.00it/s, loss=0.661, pair=0.000, adv=3.721, sprd=0.016]
Ep 049/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:43,  2.00it/s, loss=0.666, pair=0.000, adv=4.925, sprd=0.030]
Ep 049/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:36,  2.08it/s, loss=0.666, pair=0.000, adv=4.925, sprd=0.030]
Ep 049/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:36,  2.08it/s, loss=0.621, pair=0.001, adv=3.612, sprd=0.023]
Ep 049/80 [S3:+sens]:  28%|▌ | 129/453 [01:03<02:42,  2.00it/s, loss=0.621, pair=0.001, adv=3.612, sprd=0.023]
Ep 049/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:42,  2.00it/s, loss=0.648, pair=0.002, adv=3.855, sprd=0.020]
Ep 049/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:31,  2.13it/s, loss=0.648, pair=0.002, adv=3.855, sprd=0.020]
Ep 049/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:31,  2.13it/s, loss=0.620, pair=0.001, adv=4.639, sprd=0.015]
Ep 049/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:33,  2.10it/s, loss=0.620, pair=0.001, adv=4.639, sprd=0.015]
Ep 049/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:33,  2.10it/s, loss=0.637, pair=0.002, adv=6.098, sprd=0.021]
Ep 049/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:27,  2.18it/s, loss=0.637, pair=0.002, adv=6.098, sprd=0.021]
Ep 049/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:27,  2.18it/s, loss=0.676, pair=0.000, adv=3.830, sprd=0.026]
Ep 049/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:34,  2.07it/s, loss=0.676, pair=0.000, adv=3.830, sprd=0.026]
Ep 049/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:34,  2.07it/s, loss=0.611, pair=0.000, adv=4.420, sprd=0.017]
Ep 049/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:23,  2.22it/s, loss=0.611, pair=0.000, adv=4.420, sprd=0.017]
Ep 049/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:23,  2.22it/s, loss=0.631, pair=0.000, adv=4.703, sprd=0.020]
Ep 049/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:30,  2.12it/s, loss=0.631, pair=0.000, adv=4.703, sprd=0.020]
Ep 049/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:30,  2.12it/s, loss=0.642, pair=0.000, adv=6.019, sprd=0.021]
Ep 049/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:24,  2.19it/s, loss=0.642, pair=0.000, adv=6.019, sprd=0.021]
Ep 049/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:24,  2.19it/s, loss=0.650, pair=0.003, adv=4.332, sprd=0.025]
Ep 049/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:33,  2.05it/s, loss=0.650, pair=0.003, adv=4.332, sprd=0.025]
Ep 049/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:33,  2.05it/s, loss=0.636, pair=0.002, adv=4.508, sprd=0.022]
Ep 049/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:26,  2.15it/s, loss=0.636, pair=0.002, adv=4.508, sprd=0.022]
Ep 049/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:26,  2.15it/s, loss=0.669, pair=0.000, adv=4.619, sprd=0.027]
Ep 049/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:33,  2.05it/s, loss=0.669, pair=0.000, adv=4.619, sprd=0.027]
Ep 049/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:33,  2.05it/s, loss=0.574, pair=0.003, adv=2.853, sprd=0.019]
Ep 049/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:24,  2.17it/s, loss=0.574, pair=0.003, adv=2.853, sprd=0.019]
Ep 049/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:24,  2.17it/s, loss=0.652, pair=0.000, adv=4.786, sprd=0.012]
Ep 049/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:28,  2.10it/s, loss=0.652, pair=0.000, adv=4.786, sprd=0.012]
Ep 049/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:28,  2.10it/s, loss=0.619, pair=0.001, adv=5.104, sprd=0.018]
Ep 049/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:22,  2.18it/s, loss=0.619, pair=0.001, adv=5.104, sprd=0.018]
Ep 049/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:22,  2.18it/s, loss=0.644, pair=0.000, adv=4.171, sprd=0.022]
Ep 049/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:31,  2.05it/s, loss=0.644, pair=0.000, adv=4.171, sprd=0.022]
Ep 049/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:31,  2.05it/s, loss=0.618, pair=0.000, adv=4.378, sprd=0.017]
Ep 049/80 [S3:+sens]:  32%|▋ | 144/453 [01:10<02:21,  2.18it/s, loss=0.618, pair=0.000, adv=4.378, sprd=0.017]
Ep 049/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:21,  2.18it/s, loss=0.597, pair=0.001, adv=2.893, sprd=0.022]
Ep 049/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:25,  2.12it/s, loss=0.597, pair=0.001, adv=2.893, sprd=0.022]
Ep 049/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:25,  2.12it/s, loss=0.627, pair=0.001, adv=4.372, sprd=0.019]
Ep 049/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:19,  2.20it/s, loss=0.627, pair=0.001, adv=4.372, sprd=0.019]
Ep 049/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:19,  2.20it/s, loss=0.619, pair=0.000, adv=4.238, sprd=0.020]
Ep 049/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:30,  2.04it/s, loss=0.619, pair=0.000, adv=4.238, sprd=0.020]
Ep 049/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:30,  2.04it/s, loss=0.601, pair=0.000, adv=4.255, sprd=0.016]
Ep 049/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:22,  2.14it/s, loss=0.601, pair=0.000, adv=4.255, sprd=0.016]
Ep 049/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:22,  2.14it/s, loss=0.654, pair=0.001, adv=4.876, sprd=0.020]
Ep 049/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:26,  2.07it/s, loss=0.654, pair=0.001, adv=4.876, sprd=0.020]
Ep 049/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:26,  2.07it/s, loss=0.652, pair=0.000, adv=5.221, sprd=0.023]
Ep 049/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:19,  2.17it/s, loss=0.652, pair=0.000, adv=5.221, sprd=0.023]
Ep 049/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:19,  2.17it/s, loss=0.655, pair=0.000, adv=4.089, sprd=0.021]
Ep 049/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:27,  2.05it/s, loss=0.655, pair=0.000, adv=4.089, sprd=0.021]
Ep 049/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:27,  2.05it/s, loss=0.629, pair=0.000, adv=4.675, sprd=0.018]
Ep 049/80 [S3:+sens]:  34%|▋ | 152/453 [01:14<02:18,  2.17it/s, loss=0.629, pair=0.000, adv=4.675, sprd=0.018]
Ep 049/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:18,  2.17it/s, loss=0.670, pair=0.000, adv=4.867, sprd=0.026]
Ep 049/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:32,  1.97it/s, loss=0.670, pair=0.000, adv=4.867, sprd=0.026]
Ep 049/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:32,  1.97it/s, loss=0.666, pair=0.000, adv=4.658, sprd=0.028]
Ep 049/80 [S3:+sens]:  34%|▋ | 154/453 [01:15<02:24,  2.07it/s, loss=0.666, pair=0.000, adv=4.658, sprd=0.028]
Ep 049/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:24,  2.07it/s, loss=0.593, pair=0.000, adv=5.026, sprd=0.013]
Ep 049/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:26,  2.03it/s, loss=0.593, pair=0.000, adv=5.026, sprd=0.013]
Ep 049/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:26,  2.03it/s, loss=0.664, pair=0.000, adv=3.697, sprd=0.026]
Ep 049/80 [S3:+sens]:  34%|▋ | 156/453 [01:16<02:19,  2.13it/s, loss=0.664, pair=0.000, adv=3.697, sprd=0.026]
Ep 049/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:19,  2.13it/s, loss=0.615, pair=0.000, adv=5.099, sprd=0.018]
Ep 049/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:23,  2.06it/s, loss=0.615, pair=0.000, adv=5.099, sprd=0.018]
Ep 049/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:23,  2.06it/s, loss=0.617, pair=0.000, adv=4.286, sprd=0.018]
Ep 049/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:16,  2.16it/s, loss=0.617, pair=0.000, adv=4.286, sprd=0.018]
Ep 049/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:16,  2.16it/s, loss=0.627, pair=0.000, adv=4.516, sprd=0.021]
Ep 049/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:24,  2.04it/s, loss=0.627, pair=0.000, adv=4.516, sprd=0.021]
Ep 049/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:24,  2.04it/s, loss=0.673, pair=0.000, adv=4.626, sprd=0.026]
Ep 049/80 [S3:+sens]:  35%|▋ | 160/453 [01:18<02:17,  2.14it/s, loss=0.673, pair=0.000, adv=4.626, sprd=0.026]
Ep 049/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:17,  2.14it/s, loss=1.527, pair=2.449, adv=3.657, sprd=0.028]
Ep 049/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:25,  2.01it/s, loss=1.527, pair=2.449, adv=3.657, sprd=0.028]
Ep 049/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:25,  2.01it/s, loss=0.653, pair=0.001, adv=3.824, sprd=0.022]
Ep 049/80 [S3:+sens]:  36%|▋ | 162/453 [01:19<02:17,  2.12it/s, loss=0.653, pair=0.001, adv=3.824, sprd=0.022]
Ep 049/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:17,  2.12it/s, loss=0.614, pair=0.002, adv=5.125, sprd=0.017]
Ep 049/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:32,  1.90it/s, loss=0.614, pair=0.002, adv=5.125, sprd=0.017]
Ep 049/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:32,  1.90it/s, loss=0.630, pair=0.006, adv=3.302, sprd=0.020]
Ep 049/80 [S3:+sens]:  36%|▋ | 164/453 [01:20<02:22,  2.02it/s, loss=0.630, pair=0.006, adv=3.302, sprd=0.020]
Ep 049/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:22,  2.02it/s, loss=0.589, pair=0.001, adv=3.303, sprd=0.017]
Ep 049/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:34,  1.86it/s, loss=0.589, pair=0.001, adv=3.303, sprd=0.017]
Ep 049/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:34,  1.86it/s, loss=0.659, pair=0.000, adv=5.389, sprd=0.028]
Ep 049/80 [S3:+sens]:  37%|▋ | 166/453 [01:21<02:28,  1.94it/s, loss=0.659, pair=0.000, adv=5.389, sprd=0.028]
Ep 049/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:28,  1.94it/s, loss=0.651, pair=0.000, adv=5.123, sprd=0.024]
Ep 049/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:39,  1.80it/s, loss=0.651, pair=0.000, adv=5.123, sprd=0.024]
Ep 049/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:39,  1.80it/s, loss=0.627, pair=0.002, adv=5.094, sprd=0.016]
Ep 049/80 [S3:+sens]:  37%|▋ | 168/453 [01:22<02:28,  1.92it/s, loss=0.627, pair=0.002, adv=5.094, sprd=0.016]
Ep 049/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:28,  1.92it/s, loss=0.622, pair=0.007, adv=5.529, sprd=0.018]
Ep 049/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:37,  1.80it/s, loss=0.622, pair=0.007, adv=5.529, sprd=0.018]
Ep 049/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:37,  1.80it/s, loss=0.661, pair=0.009, adv=4.852, sprd=0.027]
Ep 049/80 [S3:+sens]:  38%|▊ | 170/453 [01:23<02:29,  1.89it/s, loss=0.661, pair=0.009, adv=4.852, sprd=0.027]
Ep 049/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:29,  1.89it/s, loss=0.679, pair=0.001, adv=5.007, sprd=0.020]
Ep 049/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:37,  1.80it/s, loss=0.679, pair=0.001, adv=5.007, sprd=0.020]
Ep 049/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:37,  1.80it/s, loss=0.585, pair=0.000, adv=3.128, sprd=0.015]
Ep 049/80 [S3:+sens]:  38%|▊ | 172/453 [01:24<02:23,  1.96it/s, loss=0.585, pair=0.000, adv=3.128, sprd=0.015]
Ep 049/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:23,  1.96it/s, loss=0.631, pair=0.000, adv=4.600, sprd=0.018]
Ep 049/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:31,  1.85it/s, loss=0.631, pair=0.000, adv=4.600, sprd=0.018]
Ep 049/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:31,  1.85it/s, loss=0.607, pair=0.000, adv=3.862, sprd=0.018]
Ep 049/80 [S3:+sens]:  38%|▊ | 174/453 [01:25<02:22,  1.95it/s, loss=0.607, pair=0.000, adv=3.862, sprd=0.018]
Ep 049/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:22,  1.95it/s, loss=0.593, pair=0.000, adv=4.012, sprd=0.014]
Ep 049/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:32,  1.82it/s, loss=0.593, pair=0.000, adv=4.012, sprd=0.014]
Ep 049/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:32,  1.82it/s, loss=0.616, pair=0.011, adv=3.832, sprd=0.017]
Ep 049/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:23,  1.94it/s, loss=0.616, pair=0.011, adv=3.832, sprd=0.017]
Ep 049/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:23,  1.94it/s, loss=0.656, pair=0.000, adv=5.940, sprd=0.021]
Ep 049/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:35,  1.77it/s, loss=0.656, pair=0.000, adv=5.940, sprd=0.021]
Ep 049/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:35,  1.77it/s, loss=0.647, pair=0.001, adv=6.181, sprd=0.024]
Ep 049/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:26,  1.88it/s, loss=0.647, pair=0.001, adv=6.181, sprd=0.024]
Ep 049/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:26,  1.88it/s, loss=0.672, pair=0.001, adv=3.923, sprd=0.024]
Ep 049/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:32,  1.79it/s, loss=0.672, pair=0.001, adv=3.923, sprd=0.024]
Ep 049/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:32,  1.79it/s, loss=0.641, pair=0.001, adv=4.503, sprd=0.021]
Ep 049/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:22,  1.92it/s, loss=0.641, pair=0.001, adv=4.503, sprd=0.021]
Ep 049/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:22,  1.92it/s, loss=0.640, pair=0.001, adv=4.729, sprd=0.020]
Ep 049/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:41,  1.68it/s, loss=0.640, pair=0.001, adv=4.729, sprd=0.020]
Ep 049/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:41,  1.68it/s, loss=0.626, pair=0.002, adv=4.986, sprd=0.020]
Ep 049/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:29,  1.81it/s, loss=0.626, pair=0.002, adv=4.986, sprd=0.020]
Ep 049/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:29,  1.81it/s, loss=0.608, pair=0.003, adv=5.505, sprd=0.017]
Ep 049/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:36,  1.72it/s, loss=0.608, pair=0.003, adv=5.505, sprd=0.017]
Ep 049/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:36,  1.72it/s, loss=0.622, pair=0.000, adv=5.024, sprd=0.021]
Ep 049/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:27,  1.83it/s, loss=0.622, pair=0.000, adv=5.024, sprd=0.021]
Ep 049/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:27,  1.83it/s, loss=0.628, pair=0.002, adv=6.945, sprd=0.017]
Ep 049/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:37,  1.71it/s, loss=0.628, pair=0.002, adv=6.945, sprd=0.017]
Ep 049/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:37,  1.71it/s, loss=0.679, pair=0.003, adv=5.694, sprd=0.030]
Ep 049/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:27,  1.82it/s, loss=0.679, pair=0.003, adv=5.694, sprd=0.030]
Ep 049/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:27,  1.82it/s, loss=0.658, pair=0.004, adv=4.075, sprd=0.027]
Ep 049/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:33,  1.74it/s, loss=0.658, pair=0.004, adv=4.075, sprd=0.027]
Ep 049/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:33,  1.74it/s, loss=0.664, pair=0.004, adv=5.193, sprd=0.028]
Ep 049/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:23,  1.84it/s, loss=0.664, pair=0.004, adv=5.193, sprd=0.028]
Ep 049/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:23,  1.84it/s, loss=0.641, pair=0.009, adv=5.322, sprd=0.021]
Ep 049/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:29,  1.77it/s, loss=0.641, pair=0.009, adv=5.322, sprd=0.021]
Ep 049/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:29,  1.77it/s, loss=0.669, pair=0.005, adv=4.785, sprd=0.027]
Ep 049/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:20,  1.88it/s, loss=0.669, pair=0.005, adv=4.785, sprd=0.027]
Ep 049/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:20,  1.88it/s, loss=0.664, pair=0.009, adv=5.179, sprd=0.026]
Ep 049/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:28,  1.77it/s, loss=0.664, pair=0.009, adv=5.179, sprd=0.026]
Ep 049/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:28,  1.77it/s, loss=0.629, pair=0.001, adv=3.502, sprd=0.020]
Ep 049/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:16,  1.91it/s, loss=0.629, pair=0.001, adv=3.502, sprd=0.020]
Ep 049/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:16,  1.91it/s, loss=0.665, pair=0.001, adv=4.235, sprd=0.029]
Ep 049/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:18,  1.88it/s, loss=0.665, pair=0.001, adv=4.235, sprd=0.029]
Ep 049/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:18,  1.88it/s, loss=0.614, pair=0.000, adv=4.528, sprd=0.019]
Ep 049/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:09,  2.01it/s, loss=0.614, pair=0.000, adv=4.528, sprd=0.019]
Ep 049/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:09,  2.01it/s, loss=0.607, pair=0.010, adv=6.102, sprd=0.016]
Ep 049/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:11,  1.97it/s, loss=0.607, pair=0.010, adv=6.102, sprd=0.016]
Ep 049/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:11,  1.97it/s, loss=0.662, pair=0.000, adv=5.184, sprd=0.026]
Ep 049/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:04,  2.07it/s, loss=0.662, pair=0.000, adv=5.184, sprd=0.026]
Ep 049/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:04,  2.07it/s, loss=0.691, pair=0.001, adv=4.275, sprd=0.032]
Ep 049/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:08,  1.99it/s, loss=0.691, pair=0.001, adv=4.275, sprd=0.032]
Ep 049/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:08,  1.99it/s, loss=0.603, pair=0.005, adv=4.262, sprd=0.013]
Ep 049/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:57,  2.16it/s, loss=0.603, pair=0.005, adv=4.262, sprd=0.013]
Ep 049/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:57,  2.16it/s, loss=0.657, pair=0.002, adv=4.802, sprd=0.015]
Ep 049/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:01,  2.09it/s, loss=0.657, pair=0.002, adv=4.802, sprd=0.015]
Ep 049/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:01,  2.09it/s, loss=0.664, pair=0.001, adv=5.332, sprd=0.022]
Ep 049/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:55,  2.20it/s, loss=0.664, pair=0.001, adv=5.332, sprd=0.022]
Ep 049/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:55,  2.20it/s, loss=0.644, pair=0.003, adv=3.643, sprd=0.021]
Ep 049/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:00,  2.09it/s, loss=0.644, pair=0.003, adv=3.643, sprd=0.021]
Ep 049/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:00,  2.09it/s, loss=0.605, pair=0.005, adv=4.135, sprd=0.018]
Ep 049/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:55,  2.17it/s, loss=0.605, pair=0.005, adv=4.135, sprd=0.018]
Ep 049/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:55,  2.17it/s, loss=0.660, pair=0.002, adv=5.133, sprd=0.024]
Ep 049/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:00,  2.07it/s, loss=0.660, pair=0.002, adv=5.133, sprd=0.024]
Ep 049/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:00,  2.07it/s, loss=0.603, pair=0.001, adv=5.366, sprd=0.016]
Ep 049/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:55,  2.16it/s, loss=0.603, pair=0.001, adv=5.366, sprd=0.016]
Ep 049/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:55,  2.16it/s, loss=0.686, pair=0.001, adv=5.975, sprd=0.031]
Ep 049/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:04,  2.00it/s, loss=0.686, pair=0.001, adv=5.975, sprd=0.031]
Ep 049/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:04,  2.00it/s, loss=0.678, pair=0.008, adv=3.700, sprd=0.027]
Ep 049/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:57,  2.11it/s, loss=0.678, pair=0.008, adv=3.700, sprd=0.027]
Ep 049/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:57,  2.11it/s, loss=0.653, pair=0.002, adv=3.790, sprd=0.021]
Ep 049/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:59,  2.06it/s, loss=0.653, pair=0.002, adv=3.790, sprd=0.021]
Ep 049/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:59,  2.06it/s, loss=0.639, pair=0.001, adv=5.206, sprd=0.023]
Ep 049/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:53,  2.15it/s, loss=0.639, pair=0.001, adv=5.206, sprd=0.023]
Ep 049/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<01:53,  2.15it/s, loss=0.636, pair=0.001, adv=3.725, sprd=0.017]
Ep 049/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:04,  1.96it/s, loss=0.636, pair=0.001, adv=3.725, sprd=0.017]
Ep 049/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:04,  1.96it/s, loss=0.631, pair=0.003, adv=5.100, sprd=0.022]
Ep 049/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:57,  2.06it/s, loss=0.631, pair=0.003, adv=5.100, sprd=0.022]
Ep 049/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<01:57,  2.06it/s, loss=0.643, pair=0.000, adv=4.932, sprd=0.022]
Ep 049/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:02,  1.98it/s, loss=0.643, pair=0.000, adv=4.932, sprd=0.022]
Ep 049/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:02,  1.98it/s, loss=0.674, pair=0.002, adv=5.413, sprd=0.030]
Ep 049/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:56,  2.07it/s, loss=0.674, pair=0.002, adv=5.413, sprd=0.030]
Ep 049/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<01:56,  2.07it/s, loss=0.603, pair=0.003, adv=4.617, sprd=0.016]
Ep 049/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:58,  2.02it/s, loss=0.603, pair=0.003, adv=4.617, sprd=0.016]
Ep 049/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:58,  2.02it/s, loss=0.642, pair=0.000, adv=5.265, sprd=0.022]
Ep 049/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:52,  2.12it/s, loss=0.642, pair=0.000, adv=5.265, sprd=0.022]
Ep 049/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<01:52,  2.12it/s, loss=0.597, pair=0.000, adv=5.739, sprd=0.016]
Ep 049/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:56,  2.04it/s, loss=0.597, pair=0.000, adv=5.739, sprd=0.016]
Ep 049/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:56,  2.04it/s, loss=0.638, pair=0.001, adv=4.416, sprd=0.019]
Ep 049/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.638, pair=0.001, adv=4.416, sprd=0.019]
Ep 049/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.607, pair=0.000, adv=3.482, sprd=0.017]
Ep 049/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:54,  2.06it/s, loss=0.607, pair=0.000, adv=3.482, sprd=0.017]
Ep 049/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:54,  2.06it/s, loss=0.642, pair=0.000, adv=4.557, sprd=0.023]
Ep 049/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.15it/s, loss=0.642, pair=0.000, adv=4.557, sprd=0.023]
Ep 049/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.15it/s, loss=1.366, pair=2.080, adv=7.315, sprd=0.020]
Ep 049/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:51,  2.10it/s, loss=1.366, pair=2.080, adv=7.315, sprd=0.020]
Ep 049/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:51,  2.10it/s, loss=0.656, pair=0.003, adv=3.429, sprd=0.019]
Ep 049/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:45,  2.22it/s, loss=0.656, pair=0.003, adv=3.429, sprd=0.019]
Ep 049/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:45,  2.22it/s, loss=0.633, pair=0.002, adv=5.483, sprd=0.018]
Ep 049/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:49,  2.12it/s, loss=0.633, pair=0.002, adv=5.483, sprd=0.018]
Ep 049/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:49,  2.12it/s, loss=0.594, pair=0.002, adv=4.125, sprd=0.013]
Ep 049/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:44,  2.22it/s, loss=0.594, pair=0.002, adv=4.125, sprd=0.013]
Ep 049/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:44,  2.22it/s, loss=0.649, pair=0.000, adv=5.430, sprd=0.024]
Ep 049/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:50,  2.08it/s, loss=0.649, pair=0.000, adv=5.430, sprd=0.024]
Ep 049/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:50,  2.08it/s, loss=0.663, pair=0.000, adv=5.104, sprd=0.030]
Ep 049/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:46,  2.14it/s, loss=0.663, pair=0.000, adv=5.104, sprd=0.030]
Ep 049/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:46,  2.14it/s, loss=0.650, pair=0.002, adv=3.991, sprd=0.022]
Ep 049/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:51,  2.04it/s, loss=0.650, pair=0.002, adv=3.991, sprd=0.022]
Ep 049/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:51,  2.04it/s, loss=0.636, pair=0.000, adv=7.213, sprd=0.022]
Ep 049/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:46,  2.14it/s, loss=0.636, pair=0.000, adv=7.213, sprd=0.022]
Ep 049/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:46,  2.14it/s, loss=0.668, pair=0.001, adv=4.806, sprd=0.028]
Ep 049/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:53,  2.00it/s, loss=0.668, pair=0.001, adv=4.806, sprd=0.028]
Ep 049/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:53,  2.00it/s, loss=0.631, pair=0.000, adv=3.429, sprd=0.020]
Ep 049/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:46,  2.12it/s, loss=0.631, pair=0.000, adv=3.429, sprd=0.020]
Ep 049/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:46,  2.12it/s, loss=0.658, pair=0.001, adv=5.691, sprd=0.025]
Ep 049/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:49,  2.04it/s, loss=0.658, pair=0.001, adv=5.691, sprd=0.025]
Ep 049/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:49,  2.04it/s, loss=0.677, pair=0.003, adv=5.204, sprd=0.030]
Ep 049/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:45,  2.11it/s, loss=0.677, pair=0.003, adv=5.204, sprd=0.030]
Ep 049/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:45,  2.11it/s, loss=0.616, pair=0.001, adv=3.973, sprd=0.017]
Ep 049/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:47,  2.06it/s, loss=0.616, pair=0.001, adv=3.973, sprd=0.017]
Ep 049/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:47,  2.06it/s, loss=0.639, pair=0.001, adv=6.099, sprd=0.023]
Ep 049/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:43,  2.14it/s, loss=0.639, pair=0.001, adv=6.099, sprd=0.023]
Ep 049/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:43,  2.14it/s, loss=0.648, pair=0.006, adv=4.805, sprd=0.022]
Ep 049/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:53,  1.95it/s, loss=0.648, pair=0.006, adv=4.805, sprd=0.022]
Ep 049/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:53,  1.95it/s, loss=0.592, pair=0.004, adv=5.318, sprd=0.013]
Ep 049/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:43,  2.12it/s, loss=0.592, pair=0.004, adv=5.318, sprd=0.013]
Ep 049/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:43,  2.12it/s, loss=0.621, pair=0.006, adv=6.335, sprd=0.022]
Ep 049/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:49,  2.00it/s, loss=0.621, pair=0.006, adv=6.335, sprd=0.022]
Ep 049/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:49,  2.00it/s, loss=0.647, pair=0.003, adv=5.359, sprd=0.023]
Ep 049/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:43,  2.11it/s, loss=0.647, pair=0.003, adv=5.359, sprd=0.023]
Ep 049/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:43,  2.11it/s, loss=0.668, pair=0.002, adv=4.671, sprd=0.025]
Ep 049/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:47,  2.01it/s, loss=0.668, pair=0.002, adv=4.671, sprd=0.025]
Ep 049/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:47,  2.01it/s, loss=0.616, pair=0.006, adv=4.241, sprd=0.014]
Ep 049/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:40,  2.14it/s, loss=0.616, pair=0.006, adv=4.241, sprd=0.014]
Ep 049/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:40,  2.14it/s, loss=0.637, pair=0.001, adv=4.645, sprd=0.022]
Ep 049/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:45,  2.03it/s, loss=0.637, pair=0.001, adv=4.645, sprd=0.022]
Ep 049/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:45,  2.03it/s, loss=0.624, pair=0.000, adv=4.656, sprd=0.017]
Ep 049/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:38,  2.16it/s, loss=0.624, pair=0.000, adv=4.656, sprd=0.017]
Ep 049/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:38,  2.16it/s, loss=0.604, pair=0.000, adv=4.121, sprd=0.015]
Ep 049/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:42,  2.06it/s, loss=0.604, pair=0.000, adv=4.121, sprd=0.015]
Ep 049/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:42,  2.06it/s, loss=0.610, pair=0.002, adv=4.495, sprd=0.016]
Ep 049/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:37,  2.16it/s, loss=0.610, pair=0.002, adv=4.495, sprd=0.016]
Ep 049/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:37,  2.16it/s, loss=0.665, pair=0.000, adv=4.579, sprd=0.026]
Ep 049/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:42,  2.06it/s, loss=0.665, pair=0.000, adv=4.579, sprd=0.026]
Ep 049/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:42,  2.06it/s, loss=0.638, pair=0.000, adv=4.316, sprd=0.016]
Ep 049/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:34,  2.20it/s, loss=0.638, pair=0.000, adv=4.316, sprd=0.016]
Ep 049/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:34,  2.20it/s, loss=0.604, pair=0.002, adv=5.105, sprd=0.015]
Ep 049/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.05it/s, loss=0.604, pair=0.002, adv=5.105, sprd=0.015]
Ep 049/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.05it/s, loss=0.652, pair=0.002, adv=4.613, sprd=0.024]
Ep 049/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:36,  2.14it/s, loss=0.652, pair=0.002, adv=4.613, sprd=0.024]
Ep 049/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:36,  2.14it/s, loss=0.610, pair=0.001, adv=4.311, sprd=0.013]
Ep 049/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:38,  2.09it/s, loss=0.610, pair=0.001, adv=4.311, sprd=0.013]
Ep 049/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:38,  2.09it/s, loss=0.622, pair=0.000, adv=5.610, sprd=0.019]
Ep 049/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:34,  2.17it/s, loss=0.622, pair=0.000, adv=5.610, sprd=0.019]
Ep 049/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:34,  2.17it/s, loss=0.663, pair=0.001, adv=4.250, sprd=0.025]
Ep 049/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:38,  2.08it/s, loss=0.663, pair=0.001, adv=4.250, sprd=0.025]
Ep 049/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:38,  2.08it/s, loss=0.597, pair=0.002, adv=6.409, sprd=0.015]
Ep 049/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:32,  2.20it/s, loss=0.597, pair=0.002, adv=6.409, sprd=0.015]
Ep 049/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:32,  2.20it/s, loss=0.607, pair=0.003, adv=4.067, sprd=0.019]
Ep 049/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:38,  2.06it/s, loss=0.607, pair=0.003, adv=4.067, sprd=0.019]
Ep 049/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:38,  2.06it/s, loss=0.613, pair=0.006, adv=5.128, sprd=0.019]
Ep 049/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:34,  2.12it/s, loss=0.613, pair=0.006, adv=5.128, sprd=0.019]
Ep 049/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:34,  2.12it/s, loss=0.628, pair=0.001, adv=4.017, sprd=0.021]
Ep 049/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:38,  2.02it/s, loss=0.628, pair=0.001, adv=4.017, sprd=0.021]
Ep 049/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:38,  2.02it/s, loss=0.608, pair=0.004, adv=3.954, sprd=0.016]
Ep 049/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:33,  2.14it/s, loss=0.608, pair=0.004, adv=3.954, sprd=0.016]
Ep 049/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:33,  2.14it/s, loss=0.672, pair=0.000, adv=4.979, sprd=0.031]
Ep 049/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:39,  1.99it/s, loss=0.672, pair=0.000, adv=4.979, sprd=0.031]
Ep 049/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:39,  1.99it/s, loss=0.646, pair=0.001, adv=4.707, sprd=0.022]
Ep 049/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:33,  2.10it/s, loss=0.646, pair=0.001, adv=4.707, sprd=0.022]
Ep 049/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:33,  2.10it/s, loss=0.596, pair=0.000, adv=5.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:37,  2.01it/s, loss=0.596, pair=0.000, adv=5.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:37,  2.01it/s, loss=0.662, pair=0.000, adv=4.436, sprd=0.024]
Ep 049/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:31,  2.12it/s, loss=0.662, pair=0.000, adv=4.436, sprd=0.024]
Ep 049/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:31,  2.12it/s, loss=0.653, pair=0.000, adv=3.944, sprd=0.021]
Ep 049/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:34,  2.04it/s, loss=0.653, pair=0.000, adv=3.944, sprd=0.021]
Ep 049/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:34,  2.04it/s, loss=0.612, pair=0.000, adv=4.128, sprd=0.016]
Ep 049/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:30,  2.14it/s, loss=0.612, pair=0.000, adv=4.128, sprd=0.016]
Ep 049/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:30,  2.14it/s, loss=0.613, pair=0.000, adv=4.623, sprd=0.017]
Ep 049/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:48,  1.78it/s, loss=0.613, pair=0.000, adv=4.623, sprd=0.017]
Ep 049/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:48,  1.78it/s, loss=0.641, pair=0.000, adv=6.450, sprd=0.020]
Ep 049/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:40,  1.89it/s, loss=0.641, pair=0.000, adv=6.450, sprd=0.020]
Ep 049/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:40,  1.89it/s, loss=0.666, pair=0.001, adv=4.482, sprd=0.024]
Ep 049/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:49,  1.74it/s, loss=0.666, pair=0.001, adv=4.482, sprd=0.024]
Ep 049/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:49,  1.74it/s, loss=0.636, pair=0.000, adv=6.498, sprd=0.020]
Ep 049/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:41,  1.86it/s, loss=0.636, pair=0.000, adv=6.498, sprd=0.020]
Ep 049/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:41,  1.86it/s, loss=0.614, pair=0.000, adv=5.726, sprd=0.019]
Ep 049/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:46,  1.77it/s, loss=0.614, pair=0.000, adv=5.726, sprd=0.019]
Ep 049/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:46,  1.77it/s, loss=0.639, pair=0.001, adv=5.091, sprd=0.019]
Ep 049/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:38,  1.90it/s, loss=0.639, pair=0.001, adv=5.091, sprd=0.019]
Ep 049/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:38,  1.90it/s, loss=0.634, pair=0.001, adv=4.646, sprd=0.023]
Ep 049/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:44,  1.77it/s, loss=0.634, pair=0.001, adv=4.646, sprd=0.023]
Ep 049/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:44,  1.77it/s, loss=0.604, pair=0.001, adv=5.959, sprd=0.017]
Ep 049/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:38,  1.89it/s, loss=0.604, pair=0.001, adv=5.959, sprd=0.017]
Ep 049/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:38,  1.89it/s, loss=0.626, pair=0.003, adv=4.061, sprd=0.016]
Ep 049/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:42,  1.80it/s, loss=0.626, pair=0.003, adv=4.061, sprd=0.016]
Ep 049/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:42,  1.80it/s, loss=0.583, pair=0.005, adv=6.425, sprd=0.013]
Ep 049/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:35,  1.91it/s, loss=0.583, pair=0.005, adv=6.425, sprd=0.013]
Ep 049/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:35,  1.91it/s, loss=0.682, pair=0.003, adv=4.410, sprd=0.031]
Ep 049/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:41,  1.79it/s, loss=0.682, pair=0.003, adv=4.410, sprd=0.031]
Ep 049/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:41,  1.79it/s, loss=0.627, pair=0.005, adv=5.395, sprd=0.016]
Ep 049/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:33,  1.93it/s, loss=0.627, pair=0.005, adv=5.395, sprd=0.016]
Ep 049/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:33,  1.93it/s, loss=0.650, pair=0.002, adv=4.451, sprd=0.025]
Ep 049/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:39,  1.81it/s, loss=0.650, pair=0.002, adv=4.451, sprd=0.025]
Ep 049/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:39,  1.81it/s, loss=0.638, pair=0.000, adv=3.630, sprd=0.017]
Ep 049/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:31,  1.97it/s, loss=0.638, pair=0.000, adv=3.630, sprd=0.017]
Ep 049/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:31,  1.97it/s, loss=0.655, pair=0.001, adv=5.305, sprd=0.025]
Ep 049/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:36,  1.84it/s, loss=0.655, pair=0.001, adv=5.305, sprd=0.025]
Ep 049/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:36,  1.84it/s, loss=0.612, pair=0.000, adv=5.035, sprd=0.015]
Ep 049/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:30,  1.96it/s, loss=0.612, pair=0.000, adv=5.035, sprd=0.015]
Ep 049/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:30,  1.96it/s, loss=0.625, pair=0.000, adv=3.761, sprd=0.023]
Ep 049/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:38,  1.79it/s, loss=0.625, pair=0.000, adv=3.761, sprd=0.023]
Ep 049/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:38,  1.79it/s, loss=0.648, pair=0.001, adv=5.787, sprd=0.023]
Ep 049/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:31,  1.91it/s, loss=0.648, pair=0.001, adv=5.787, sprd=0.023]
Ep 049/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:31,  1.91it/s, loss=0.607, pair=0.000, adv=3.481, sprd=0.015]
Ep 049/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:34,  1.83it/s, loss=0.607, pair=0.000, adv=3.481, sprd=0.015]
Ep 049/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:34,  1.83it/s, loss=0.633, pair=0.004, adv=5.266, sprd=0.019]
Ep 049/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:28,  1.96it/s, loss=0.633, pair=0.004, adv=5.266, sprd=0.019]
Ep 049/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:28,  1.96it/s, loss=0.647, pair=0.003, adv=5.395, sprd=0.022]
Ep 049/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:34,  1.81it/s, loss=0.647, pair=0.003, adv=5.395, sprd=0.022]
Ep 049/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:34,  1.81it/s, loss=0.664, pair=0.003, adv=3.681, sprd=0.026]
Ep 049/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:28,  1.92it/s, loss=0.664, pair=0.003, adv=3.681, sprd=0.026]
Ep 049/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:28,  1.92it/s, loss=0.613, pair=0.000, adv=3.109, sprd=0.021]
Ep 049/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:33,  1.83it/s, loss=0.613, pair=0.000, adv=3.109, sprd=0.021]
Ep 049/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:33,  1.83it/s, loss=0.644, pair=0.000, adv=5.304, sprd=0.022]
Ep 049/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:27,  1.93it/s, loss=0.644, pair=0.000, adv=5.304, sprd=0.022]
Ep 049/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:27,  1.93it/s, loss=0.671, pair=0.003, adv=4.750, sprd=0.023]
Ep 049/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:34,  1.78it/s, loss=0.671, pair=0.003, adv=4.750, sprd=0.023]
Ep 049/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:34,  1.78it/s, loss=0.614, pair=0.000, adv=3.944, sprd=0.014]
Ep 049/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:25,  1.95it/s, loss=0.614, pair=0.000, adv=3.944, sprd=0.014]
Ep 049/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:25,  1.95it/s, loss=0.615, pair=0.001, adv=4.774, sprd=0.016]
Ep 049/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:27,  1.89it/s, loss=0.615, pair=0.001, adv=4.774, sprd=0.016]
Ep 049/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:27,  1.89it/s, loss=0.628, pair=0.001, adv=4.243, sprd=0.019]
Ep 049/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:22,  1.99it/s, loss=0.628, pair=0.001, adv=4.243, sprd=0.019]
Ep 049/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:22,  1.99it/s, loss=0.661, pair=0.002, adv=5.456, sprd=0.024]
Ep 049/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:33,  1.75it/s, loss=0.661, pair=0.002, adv=5.456, sprd=0.024]
Ep 049/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:33,  1.75it/s, loss=0.651, pair=0.002, adv=5.637, sprd=0.024]
Ep 049/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:27,  1.87it/s, loss=0.651, pair=0.002, adv=5.637, sprd=0.024]
Ep 049/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:27,  1.87it/s, loss=0.615, pair=0.004, adv=6.753, sprd=0.017]
Ep 049/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:28,  1.83it/s, loss=0.615, pair=0.004, adv=6.753, sprd=0.017]
Ep 049/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:28,  1.83it/s, loss=0.675, pair=0.006, adv=3.962, sprd=0.031]
Ep 049/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:22,  1.95it/s, loss=0.675, pair=0.006, adv=3.962, sprd=0.031]
Ep 049/80 [S3:+sens]:  64%|█▎| 292/453 [02:26<01:22,  1.95it/s, loss=0.597, pair=0.003, adv=5.524, sprd=0.015]
Ep 049/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:23,  1.93it/s, loss=0.597, pair=0.003, adv=5.524, sprd=0.015]
Ep 049/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:23,  1.93it/s, loss=0.598, pair=0.003, adv=4.755, sprd=0.014]
Ep 049/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:16,  2.08it/s, loss=0.598, pair=0.003, adv=4.755, sprd=0.014]
Ep 049/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:16,  2.08it/s, loss=0.657, pair=0.002, adv=5.015, sprd=0.017]
Ep 049/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:18,  2.00it/s, loss=0.657, pair=0.002, adv=5.015, sprd=0.017]
Ep 049/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:18,  2.00it/s, loss=1.426, pair=2.223, adv=3.727, sprd=0.026]
Ep 049/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:15,  2.09it/s, loss=1.426, pair=2.223, adv=3.727, sprd=0.026]
Ep 049/80 [S3:+sens]:  65%|█▎| 296/453 [02:28<01:15,  2.09it/s, loss=0.668, pair=0.001, adv=5.080, sprd=0.027]
Ep 049/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:16,  2.03it/s, loss=0.668, pair=0.001, adv=5.080, sprd=0.027]
Ep 049/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:16,  2.03it/s, loss=0.600, pair=0.000, adv=4.503, sprd=0.014]
Ep 049/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:11,  2.17it/s, loss=0.600, pair=0.000, adv=4.503, sprd=0.014]
Ep 049/80 [S3:+sens]:  66%|█▎| 298/453 [02:29<01:11,  2.17it/s, loss=0.607, pair=0.001, adv=4.401, sprd=0.013]
Ep 049/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:13,  2.10it/s, loss=0.607, pair=0.001, adv=4.401, sprd=0.013]
Ep 049/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:13,  2.10it/s, loss=0.628, pair=0.000, adv=4.329, sprd=0.022]
Ep 049/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:10,  2.16it/s, loss=0.628, pair=0.000, adv=4.329, sprd=0.022]
Ep 049/80 [S3:+sens]:  66%|█▎| 300/453 [02:30<01:10,  2.16it/s, loss=0.643, pair=0.001, adv=5.018, sprd=0.024]
Ep 049/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:13,  2.06it/s, loss=0.643, pair=0.001, adv=5.018, sprd=0.024]
Ep 049/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:13,  2.06it/s, loss=0.622, pair=0.000, adv=5.672, sprd=0.016]
Ep 049/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:09,  2.17it/s, loss=0.622, pair=0.000, adv=5.672, sprd=0.016]
Ep 049/80 [S3:+sens]:  67%|█▎| 302/453 [02:31<01:09,  2.17it/s, loss=0.687, pair=0.001, adv=5.168, sprd=0.031]
Ep 049/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:14,  2.02it/s, loss=0.687, pair=0.001, adv=5.168, sprd=0.031]
Ep 049/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:14,  2.02it/s, loss=0.619, pair=0.002, adv=3.614, sprd=0.019]
Ep 049/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:10,  2.12it/s, loss=0.619, pair=0.002, adv=3.614, sprd=0.019]
Ep 049/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:10,  2.12it/s, loss=0.611, pair=0.002, adv=5.761, sprd=0.014]
Ep 049/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:12,  2.05it/s, loss=0.611, pair=0.002, adv=5.761, sprd=0.014]
Ep 049/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:12,  2.05it/s, loss=0.584, pair=0.001, adv=3.133, sprd=0.018]
Ep 049/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:07,  2.18it/s, loss=0.584, pair=0.001, adv=3.133, sprd=0.018]
Ep 049/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:07,  2.18it/s, loss=0.670, pair=0.001, adv=5.316, sprd=0.027]
Ep 049/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.08it/s, loss=0.670, pair=0.001, adv=5.316, sprd=0.027]
Ep 049/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:10,  2.08it/s, loss=0.696, pair=0.038, adv=4.702, sprd=0.031]
Ep 049/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:07,  2.15it/s, loss=0.696, pair=0.038, adv=4.702, sprd=0.031]
Ep 049/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:07,  2.15it/s, loss=0.672, pair=0.000, adv=4.212, sprd=0.026]
Ep 049/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:09,  2.07it/s, loss=0.672, pair=0.000, adv=4.212, sprd=0.026]
Ep 049/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:09,  2.07it/s, loss=0.650, pair=0.000, adv=5.284, sprd=0.024]
Ep 049/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:06,  2.14it/s, loss=0.650, pair=0.000, adv=5.284, sprd=0.024]
Ep 049/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:06,  2.14it/s, loss=0.607, pair=0.000, adv=5.342, sprd=0.017]
Ep 049/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:09,  2.04it/s, loss=0.607, pair=0.000, adv=5.342, sprd=0.017]
Ep 049/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:09,  2.04it/s, loss=0.604, pair=0.000, adv=5.008, sprd=0.017]
Ep 049/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.11it/s, loss=0.604, pair=0.000, adv=5.008, sprd=0.017]
Ep 049/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:06,  2.11it/s, loss=0.667, pair=0.000, adv=4.818, sprd=0.024]
Ep 049/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:08,  2.04it/s, loss=0.667, pair=0.000, adv=4.818, sprd=0.024]
Ep 049/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:08,  2.04it/s, loss=0.635, pair=0.000, adv=4.811, sprd=0.021]
Ep 049/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:05,  2.13it/s, loss=0.635, pair=0.000, adv=4.811, sprd=0.021]
Ep 049/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:05,  2.13it/s, loss=0.658, pair=0.000, adv=4.136, sprd=0.028]
Ep 049/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:08,  2.02it/s, loss=0.658, pair=0.000, adv=4.136, sprd=0.028]
Ep 049/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:08,  2.02it/s, loss=0.662, pair=0.054, adv=3.526, sprd=0.021]
Ep 049/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:03,  2.14it/s, loss=0.662, pair=0.054, adv=3.526, sprd=0.021]
Ep 049/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:03,  2.14it/s, loss=0.625, pair=0.004, adv=4.284, sprd=0.020]
Ep 049/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:06,  2.06it/s, loss=0.625, pair=0.004, adv=4.284, sprd=0.020]
Ep 049/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:06,  2.06it/s, loss=0.599, pair=0.011, adv=5.277, sprd=0.012]
Ep 049/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:01,  2.20it/s, loss=0.599, pair=0.011, adv=5.277, sprd=0.012]
Ep 049/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:01,  2.20it/s, loss=0.649, pair=0.003, adv=4.167, sprd=0.015]
Ep 049/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:07,  1.99it/s, loss=0.649, pair=0.003, adv=4.167, sprd=0.015]
Ep 049/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:07,  1.99it/s, loss=0.639, pair=0.003, adv=5.031, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:03,  2.09it/s, loss=0.639, pair=0.003, adv=5.031, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:03,  2.09it/s, loss=0.635, pair=0.003, adv=5.511, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:05,  2.01it/s, loss=0.635, pair=0.003, adv=5.511, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:05,  2.01it/s, loss=0.645, pair=0.001, adv=5.166, sprd=0.024]
Ep 049/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.11it/s, loss=0.645, pair=0.001, adv=5.166, sprd=0.024]
Ep 049/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.11it/s, loss=0.643, pair=0.000, adv=5.057, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:04,  2.03it/s, loss=0.643, pair=0.000, adv=5.057, sprd=0.022]
Ep 049/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:04,  2.03it/s, loss=0.844, pair=0.419, adv=5.293, sprd=0.031]
Ep 049/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.12it/s, loss=0.844, pair=0.419, adv=5.293, sprd=0.031]
Ep 049/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.12it/s, loss=0.681, pair=0.003, adv=4.122, sprd=0.028]
Ep 049/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:02,  2.04it/s, loss=0.681, pair=0.003, adv=4.122, sprd=0.028]
Ep 049/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:02,  2.04it/s, loss=0.659, pair=0.001, adv=5.934, sprd=0.026]
Ep 049/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:59,  2.12it/s, loss=0.659, pair=0.001, adv=5.934, sprd=0.026]
Ep 049/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:59,  2.12it/s, loss=0.651, pair=0.006, adv=4.882, sprd=0.021]
Ep 049/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:02,  2.01it/s, loss=0.651, pair=0.006, adv=4.882, sprd=0.021]
Ep 049/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:02,  2.01it/s, loss=0.665, pair=0.004, adv=6.019, sprd=0.026]
Ep 049/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:59,  2.10it/s, loss=0.665, pair=0.004, adv=6.019, sprd=0.026]
Ep 049/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:59,  2.10it/s, loss=0.634, pair=0.001, adv=3.139, sprd=0.018]
Ep 049/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:01,  2.03it/s, loss=0.634, pair=0.001, adv=3.139, sprd=0.018]
Ep 049/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:01,  2.03it/s, loss=0.600, pair=0.000, adv=5.205, sprd=0.017]
Ep 049/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:58,  2.11it/s, loss=0.600, pair=0.000, adv=5.205, sprd=0.017]
Ep 049/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:58,  2.11it/s, loss=0.616, pair=0.000, adv=4.345, sprd=0.017]
Ep 049/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.02it/s, loss=0.616, pair=0.000, adv=4.345, sprd=0.017]
Ep 049/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:00,  2.02it/s, loss=0.668, pair=0.000, adv=4.624, sprd=0.023]
Ep 049/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:56,  2.13it/s, loss=0.668, pair=0.000, adv=4.624, sprd=0.023]
Ep 049/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:56,  2.13it/s, loss=0.671, pair=0.000, adv=4.771, sprd=0.030]
Ep 049/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:58,  2.03it/s, loss=0.671, pair=0.000, adv=4.771, sprd=0.030]
Ep 049/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<00:58,  2.03it/s, loss=0.592, pair=0.001, adv=5.200, sprd=0.014]
Ep 049/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:55,  2.15it/s, loss=0.592, pair=0.001, adv=5.200, sprd=0.014]
Ep 049/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:55,  2.15it/s, loss=0.669, pair=0.000, adv=5.118, sprd=0.028]
Ep 049/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:58,  2.03it/s, loss=0.669, pair=0.000, adv=5.118, sprd=0.028]
Ep 049/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:58,  2.03it/s, loss=0.647, pair=0.000, adv=5.634, sprd=0.023]
Ep 049/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:55,  2.12it/s, loss=0.647, pair=0.000, adv=5.634, sprd=0.023]
Ep 049/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:55,  2.12it/s, loss=0.625, pair=0.001, adv=6.521, sprd=0.014]
Ep 049/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:56,  2.06it/s, loss=0.625, pair=0.001, adv=6.521, sprd=0.014]
Ep 049/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:56,  2.06it/s, loss=0.627, pair=0.000, adv=5.594, sprd=0.017]
Ep 049/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:52,  2.18it/s, loss=0.627, pair=0.000, adv=5.594, sprd=0.017]
Ep 049/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:52,  2.18it/s, loss=0.584, pair=0.005, adv=2.801, sprd=0.020]
Ep 049/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:53,  2.12it/s, loss=0.584, pair=0.005, adv=2.801, sprd=0.020]
Ep 049/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:53,  2.12it/s, loss=0.683, pair=0.003, adv=6.366, sprd=0.028]
Ep 049/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:51,  2.19it/s, loss=0.683, pair=0.003, adv=6.366, sprd=0.028]
Ep 049/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:51,  2.19it/s, loss=0.619, pair=0.005, adv=6.097, sprd=0.017]
Ep 049/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:53,  2.10it/s, loss=0.619, pair=0.005, adv=6.097, sprd=0.017]
Ep 049/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:53,  2.10it/s, loss=0.633, pair=0.005, adv=4.906, sprd=0.022]
Ep 049/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:51,  2.16it/s, loss=0.633, pair=0.005, adv=4.906, sprd=0.022]
Ep 049/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:51,  2.16it/s, loss=0.640, pair=0.003, adv=4.803, sprd=0.023]
Ep 049/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:56,  1.96it/s, loss=0.640, pair=0.003, adv=4.803, sprd=0.023]
Ep 049/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:56,  1.96it/s, loss=0.657, pair=0.001, adv=4.667, sprd=0.025]
Ep 049/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:52,  2.06it/s, loss=0.657, pair=0.001, adv=4.667, sprd=0.025]
Ep 049/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:52,  2.06it/s, loss=0.623, pair=0.001, adv=3.538, sprd=0.020]
Ep 049/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:53,  2.02it/s, loss=0.623, pair=0.001, adv=3.538, sprd=0.020]
Ep 049/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:53,  2.02it/s, loss=0.649, pair=0.002, adv=5.581, sprd=0.024]
Ep 049/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:50,  2.11it/s, loss=0.649, pair=0.002, adv=5.581, sprd=0.024]
Ep 049/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:50,  2.11it/s, loss=0.674, pair=0.003, adv=5.889, sprd=0.025]
Ep 049/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:52,  2.03it/s, loss=0.674, pair=0.003, adv=5.889, sprd=0.025]
Ep 049/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:52,  2.03it/s, loss=0.590, pair=0.001, adv=4.914, sprd=0.016]
Ep 049/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:49,  2.11it/s, loss=0.590, pair=0.001, adv=4.914, sprd=0.016]
Ep 049/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:49,  2.11it/s, loss=0.621, pair=0.001, adv=5.354, sprd=0.019]
Ep 049/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:51,  2.02it/s, loss=0.621, pair=0.001, adv=5.354, sprd=0.019]
Ep 049/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:51,  2.02it/s, loss=0.652, pair=0.001, adv=3.832, sprd=0.025]
Ep 049/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:48,  2.12it/s, loss=0.652, pair=0.001, adv=3.832, sprd=0.025]
Ep 049/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:48,  2.12it/s, loss=0.615, pair=0.000, adv=5.036, sprd=0.013]
Ep 049/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:49,  2.04it/s, loss=0.615, pair=0.000, adv=5.036, sprd=0.013]
Ep 049/80 [S3:+sens]:  77%|█▌| 351/453 [02:54<00:49,  2.04it/s, loss=0.597, pair=0.001, adv=5.083, sprd=0.017]
Ep 049/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:47,  2.13it/s, loss=0.597, pair=0.001, adv=5.083, sprd=0.017]
Ep 049/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:47,  2.13it/s, loss=0.661, pair=0.008, adv=5.661, sprd=0.018]
Ep 049/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:48,  2.07it/s, loss=0.661, pair=0.008, adv=5.661, sprd=0.018]
Ep 049/80 [S3:+sens]:  78%|█▌| 353/453 [02:55<00:48,  2.07it/s, loss=0.623, pair=0.000, adv=5.468, sprd=0.021]
Ep 049/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:46,  2.14it/s, loss=0.623, pair=0.000, adv=5.468, sprd=0.021]
Ep 049/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:46,  2.14it/s, loss=0.601, pair=0.003, adv=4.912, sprd=0.014]
Ep 049/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:47,  2.08it/s, loss=0.601, pair=0.003, adv=4.912, sprd=0.014]
Ep 049/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:47,  2.08it/s, loss=0.605, pair=0.002, adv=5.533, sprd=0.016]
Ep 049/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.17it/s, loss=0.605, pair=0.002, adv=5.533, sprd=0.016]
Ep 049/80 [S3:+sens]:  79%|█▌| 356/453 [02:56<00:44,  2.17it/s, loss=0.666, pair=0.004, adv=4.897, sprd=0.023]
Ep 049/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:45,  2.10it/s, loss=0.666, pair=0.004, adv=4.897, sprd=0.023]
Ep 049/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:45,  2.10it/s, loss=0.623, pair=0.003, adv=6.216, sprd=0.018]
Ep 049/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.18it/s, loss=0.623, pair=0.003, adv=6.216, sprd=0.018]
Ep 049/80 [S3:+sens]:  79%|█▌| 358/453 [02:57<00:43,  2.18it/s, loss=0.692, pair=0.005, adv=4.349, sprd=0.022]
Ep 049/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.99it/s, loss=0.692, pair=0.005, adv=4.349, sprd=0.022]
Ep 049/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:47,  1.99it/s, loss=0.658, pair=0.004, adv=3.839, sprd=0.021]
Ep 049/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:44,  2.09it/s, loss=0.658, pair=0.004, adv=3.839, sprd=0.021]
Ep 049/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:44,  2.09it/s, loss=0.612, pair=0.006, adv=5.190, sprd=0.014]
Ep 049/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:47,  1.92it/s, loss=0.612, pair=0.006, adv=5.190, sprd=0.014]
Ep 049/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:47,  1.92it/s, loss=0.657, pair=0.006, adv=6.073, sprd=0.024]
Ep 049/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:45,  2.01it/s, loss=0.657, pair=0.006, adv=6.073, sprd=0.024]
Ep 049/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:45,  2.01it/s, loss=0.651, pair=0.009, adv=4.289, sprd=0.020]
Ep 049/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:47,  1.89it/s, loss=0.651, pair=0.009, adv=4.289, sprd=0.020]
Ep 049/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:47,  1.89it/s, loss=0.660, pair=0.007, adv=4.558, sprd=0.026]
Ep 049/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:45,  1.97it/s, loss=0.660, pair=0.007, adv=4.558, sprd=0.026]
Ep 049/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:45,  1.97it/s, loss=0.630, pair=0.001, adv=4.045, sprd=0.021]
Ep 049/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:47,  1.84it/s, loss=0.630, pair=0.001, adv=4.045, sprd=0.021]
Ep 049/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:47,  1.84it/s, loss=0.622, pair=0.004, adv=3.722, sprd=0.018]
Ep 049/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:44,  1.96it/s, loss=0.622, pair=0.004, adv=3.722, sprd=0.018]
Ep 049/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:44,  1.96it/s, loss=0.634, pair=0.005, adv=5.483, sprd=0.016]
Ep 049/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:46,  1.85it/s, loss=0.634, pair=0.005, adv=5.483, sprd=0.016]
Ep 049/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:46,  1.85it/s, loss=0.673, pair=0.005, adv=4.764, sprd=0.024]
Ep 049/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:43,  1.96it/s, loss=0.673, pair=0.005, adv=4.764, sprd=0.024]
Ep 049/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:43,  1.96it/s, loss=0.633, pair=0.007, adv=4.162, sprd=0.021]
Ep 049/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:46,  1.81it/s, loss=0.633, pair=0.007, adv=4.162, sprd=0.021]
Ep 049/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:46,  1.81it/s, loss=0.699, pair=0.009, adv=4.004, sprd=0.033]
Ep 049/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:43,  1.90it/s, loss=0.699, pair=0.009, adv=4.004, sprd=0.033]
Ep 049/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:43,  1.90it/s, loss=0.670, pair=0.007, adv=3.808, sprd=0.025]
Ep 049/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:49,  1.67it/s, loss=0.670, pair=0.007, adv=3.808, sprd=0.025]
Ep 049/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:49,  1.67it/s, loss=0.578, pair=0.003, adv=3.245, sprd=0.015]
Ep 049/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:44,  1.83it/s, loss=0.578, pair=0.003, adv=3.245, sprd=0.015]
Ep 049/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:44,  1.83it/s, loss=0.600, pair=0.004, adv=5.658, sprd=0.016]
Ep 049/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:45,  1.75it/s, loss=0.600, pair=0.004, adv=5.658, sprd=0.016]
Ep 049/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:45,  1.75it/s, loss=0.651, pair=0.003, adv=5.726, sprd=0.023]
Ep 049/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:42,  1.87it/s, loss=0.651, pair=0.003, adv=5.726, sprd=0.023]
Ep 049/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:42,  1.87it/s, loss=0.680, pair=0.007, adv=5.660, sprd=0.026]
Ep 049/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:44,  1.77it/s, loss=0.680, pair=0.007, adv=5.660, sprd=0.026]
Ep 049/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:44,  1.77it/s, loss=0.647, pair=0.005, adv=3.818, sprd=0.021]
Ep 049/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:40,  1.91it/s, loss=0.647, pair=0.005, adv=3.818, sprd=0.021]
Ep 049/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:40,  1.91it/s, loss=0.670, pair=0.001, adv=4.886, sprd=0.017]
Ep 049/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:41,  1.82it/s, loss=0.670, pair=0.001, adv=4.886, sprd=0.017]
Ep 049/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:41,  1.82it/s, loss=0.646, pair=0.003, adv=3.902, sprd=0.022]
Ep 049/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:38,  1.94it/s, loss=0.646, pair=0.003, adv=3.902, sprd=0.022]
Ep 049/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:38,  1.94it/s, loss=0.622, pair=0.001, adv=5.021, sprd=0.020]
Ep 049/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:40,  1.82it/s, loss=0.622, pair=0.001, adv=5.021, sprd=0.020]
Ep 049/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:40,  1.82it/s, loss=0.588, pair=0.002, adv=4.868, sprd=0.015]
Ep 049/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:37,  1.93it/s, loss=0.588, pair=0.002, adv=4.868, sprd=0.015]
Ep 049/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:37,  1.93it/s, loss=0.630, pair=0.001, adv=3.949, sprd=0.021]
Ep 049/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:39,  1.83it/s, loss=0.630, pair=0.001, adv=3.949, sprd=0.021]
Ep 049/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:39,  1.83it/s, loss=0.610, pair=0.002, adv=5.055, sprd=0.020]
Ep 049/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:37,  1.92it/s, loss=0.610, pair=0.002, adv=5.055, sprd=0.020]
Ep 049/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:37,  1.92it/s, loss=0.648, pair=0.001, adv=4.906, sprd=0.020]
Ep 049/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:38,  1.80it/s, loss=0.648, pair=0.001, adv=4.906, sprd=0.020]
Ep 049/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:38,  1.80it/s, loss=0.663, pair=0.000, adv=3.582, sprd=0.026]
Ep 049/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:36,  1.91it/s, loss=0.663, pair=0.000, adv=3.582, sprd=0.026]
Ep 049/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:36,  1.91it/s, loss=0.631, pair=0.001, adv=5.554, sprd=0.021]
Ep 049/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:37,  1.80it/s, loss=0.631, pair=0.001, adv=5.554, sprd=0.021]
Ep 049/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:37,  1.80it/s, loss=0.614, pair=0.001, adv=4.802, sprd=0.015]
Ep 049/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:34,  1.95it/s, loss=0.614, pair=0.001, adv=4.802, sprd=0.015]
Ep 049/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:34,  1.95it/s, loss=0.579, pair=0.003, adv=3.117, sprd=0.019]
Ep 049/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:35,  1.83it/s, loss=0.579, pair=0.003, adv=3.117, sprd=0.019]
Ep 049/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:35,  1.83it/s, loss=0.574, pair=0.005, adv=6.320, sprd=0.012]
Ep 049/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:33,  1.94it/s, loss=0.574, pair=0.005, adv=6.320, sprd=0.012]
Ep 049/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:33,  1.94it/s, loss=0.626, pair=0.003, adv=4.260, sprd=0.020]
Ep 049/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:33,  1.92it/s, loss=0.626, pair=0.003, adv=4.260, sprd=0.020]
Ep 049/80 [S3:+sens]:  86%|█▋| 389/453 [03:14<00:33,  1.92it/s, loss=0.647, pair=0.004, adv=4.583, sprd=0.022]
Ep 049/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:30,  2.06it/s, loss=0.647, pair=0.004, adv=4.583, sprd=0.022]
Ep 049/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:30,  2.06it/s, loss=0.695, pair=0.001, adv=3.696, sprd=0.018]
Ep 049/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:30,  2.02it/s, loss=0.695, pair=0.001, adv=3.696, sprd=0.018]
Ep 049/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:30,  2.02it/s, loss=0.584, pair=0.001, adv=4.758, sprd=0.014]
Ep 049/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:28,  2.14it/s, loss=0.584, pair=0.001, adv=4.758, sprd=0.014]
Ep 049/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:28,  2.14it/s, loss=0.600, pair=0.000, adv=4.791, sprd=0.017]
Ep 049/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:29,  2.05it/s, loss=0.600, pair=0.000, adv=4.791, sprd=0.017]
Ep 049/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:29,  2.05it/s, loss=0.602, pair=0.000, adv=6.921, sprd=0.016]
Ep 049/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.15it/s, loss=0.602, pair=0.000, adv=6.921, sprd=0.016]
Ep 049/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.15it/s, loss=0.700, pair=0.000, adv=4.777, sprd=0.020]
Ep 049/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.07it/s, loss=0.700, pair=0.000, adv=4.777, sprd=0.020]
Ep 049/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:27,  2.07it/s, loss=0.618, pair=0.000, adv=4.940, sprd=0.020]
Ep 049/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.15it/s, loss=0.618, pair=0.000, adv=4.940, sprd=0.020]
Ep 049/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.15it/s, loss=0.669, pair=0.001, adv=4.813, sprd=0.028]
Ep 049/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.03it/s, loss=0.669, pair=0.001, adv=4.813, sprd=0.028]
Ep 049/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:27,  2.03it/s, loss=0.618, pair=0.001, adv=4.115, sprd=0.020]
Ep 049/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.14it/s, loss=0.618, pair=0.001, adv=4.115, sprd=0.020]
Ep 049/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.14it/s, loss=0.623, pair=0.003, adv=4.061, sprd=0.021]
Ep 049/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:27,  1.94it/s, loss=0.623, pair=0.003, adv=4.061, sprd=0.021]
Ep 049/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:27,  1.94it/s, loss=0.635, pair=0.004, adv=5.404, sprd=0.024]
Ep 049/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:25,  2.05it/s, loss=0.635, pair=0.004, adv=5.404, sprd=0.024]
Ep 049/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:25,  2.05it/s, loss=0.636, pair=0.001, adv=3.945, sprd=0.019]
Ep 049/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:26,  1.99it/s, loss=0.636, pair=0.001, adv=3.945, sprd=0.019]
Ep 049/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:26,  1.99it/s, loss=0.619, pair=0.001, adv=5.564, sprd=0.017]
Ep 049/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:24,  2.11it/s, loss=0.619, pair=0.001, adv=5.564, sprd=0.017]
Ep 049/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:24,  2.11it/s, loss=0.684, pair=0.000, adv=4.761, sprd=0.032]
Ep 049/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:24,  2.01it/s, loss=0.684, pair=0.000, adv=4.761, sprd=0.032]
Ep 049/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:24,  2.01it/s, loss=0.628, pair=0.000, adv=4.712, sprd=0.021]
Ep 049/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:23,  2.11it/s, loss=0.628, pair=0.000, adv=4.712, sprd=0.021]
Ep 049/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:23,  2.11it/s, loss=0.553, pair=0.000, adv=3.031, sprd=0.015]
Ep 049/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:23,  2.04it/s, loss=0.553, pair=0.000, adv=3.031, sprd=0.015]
Ep 049/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:23,  2.04it/s, loss=0.617, pair=0.001, adv=4.589, sprd=0.017]
Ep 049/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:21,  2.14it/s, loss=0.617, pair=0.001, adv=4.589, sprd=0.017]
Ep 049/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:21,  2.14it/s, loss=0.656, pair=0.001, adv=4.742, sprd=0.021]
Ep 049/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:22,  2.09it/s, loss=0.656, pair=0.001, adv=4.742, sprd=0.021]
Ep 049/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:22,  2.09it/s, loss=0.612, pair=0.001, adv=3.975, sprd=0.016]
Ep 049/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:20,  2.22it/s, loss=0.612, pair=0.001, adv=3.975, sprd=0.016]
Ep 049/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:20,  2.22it/s, loss=0.595, pair=0.000, adv=5.093, sprd=0.016]
Ep 049/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:20,  2.10it/s, loss=0.595, pair=0.000, adv=5.093, sprd=0.016]
Ep 049/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:20,  2.10it/s, loss=0.666, pair=0.000, adv=4.123, sprd=0.030]
Ep 049/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.15it/s, loss=0.666, pair=0.000, adv=4.123, sprd=0.030]
Ep 049/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:20,  2.15it/s, loss=0.597, pair=0.000, adv=6.786, sprd=0.016]
Ep 049/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:20,  2.05it/s, loss=0.597, pair=0.000, adv=6.786, sprd=0.016]
Ep 049/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:20,  2.05it/s, loss=0.659, pair=0.000, adv=3.594, sprd=0.028]
Ep 049/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.12it/s, loss=0.659, pair=0.000, adv=3.594, sprd=0.028]
Ep 049/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:19,  2.12it/s, loss=0.601, pair=0.000, adv=4.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.06it/s, loss=0.601, pair=0.000, adv=4.281, sprd=0.015]
Ep 049/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:19,  2.06it/s, loss=0.678, pair=0.001, adv=4.891, sprd=0.028]
Ep 049/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.14it/s, loss=0.678, pair=0.001, adv=4.891, sprd=0.028]
Ep 049/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:18,  2.14it/s, loss=0.683, pair=0.001, adv=5.366, sprd=0.031]
Ep 049/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.03it/s, loss=0.683, pair=0.001, adv=5.366, sprd=0.031]
Ep 049/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:18,  2.03it/s, loss=0.625, pair=0.001, adv=4.387, sprd=0.019]
Ep 049/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.15it/s, loss=0.625, pair=0.001, adv=4.387, sprd=0.019]
Ep 049/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:17,  2.15it/s, loss=0.659, pair=0.004, adv=5.927, sprd=0.025]
Ep 049/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:17,  2.03it/s, loss=0.659, pair=0.004, adv=5.927, sprd=0.025]
Ep 049/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:17,  2.03it/s, loss=0.699, pair=0.001, adv=3.797, sprd=0.036]
Ep 049/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.09it/s, loss=0.699, pair=0.001, adv=3.797, sprd=0.036]
Ep 049/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:16,  2.09it/s, loss=0.639, pair=0.000, adv=4.924, sprd=0.021]
Ep 049/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:16,  2.03it/s, loss=0.639, pair=0.000, adv=4.924, sprd=0.021]
Ep 049/80 [S3:+sens]:  92%|█▊| 419/453 [03:28<00:16,  2.03it/s, loss=0.631, pair=0.000, adv=4.918, sprd=0.021]
Ep 049/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.13it/s, loss=0.631, pair=0.000, adv=4.918, sprd=0.021]
Ep 049/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:15,  2.13it/s, loss=0.605, pair=0.000, adv=4.101, sprd=0.015]
Ep 049/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:15,  2.06it/s, loss=0.605, pair=0.000, adv=4.101, sprd=0.015]
Ep 049/80 [S3:+sens]:  93%|█▊| 421/453 [03:29<00:15,  2.06it/s, loss=0.635, pair=0.002, adv=6.615, sprd=0.019]
Ep 049/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.17it/s, loss=0.635, pair=0.002, adv=6.615, sprd=0.019]
Ep 049/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:14,  2.17it/s, loss=0.643, pair=0.000, adv=5.006, sprd=0.026]
Ep 049/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:14,  2.04it/s, loss=0.643, pair=0.000, adv=5.006, sprd=0.026]
Ep 049/80 [S3:+sens]:  93%|█▊| 423/453 [03:30<00:14,  2.04it/s, loss=0.610, pair=0.000, adv=4.530, sprd=0.016]
Ep 049/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.20it/s, loss=0.610, pair=0.000, adv=4.530, sprd=0.016]
Ep 049/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:13,  2.20it/s, loss=0.618, pair=0.001, adv=3.297, sprd=0.019]
Ep 049/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.15it/s, loss=0.618, pair=0.001, adv=3.297, sprd=0.019]
Ep 049/80 [S3:+sens]:  94%|█▉| 425/453 [03:31<00:13,  2.15it/s, loss=0.637, pair=0.000, adv=3.904, sprd=0.024]
Ep 049/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.22it/s, loss=0.637, pair=0.000, adv=3.904, sprd=0.024]
Ep 049/80 [S3:+sens]:  94%|█▉| 426/453 [03:31<00:12,  2.22it/s, loss=0.676, pair=0.001, adv=4.493, sprd=0.025]
Ep 049/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.13it/s, loss=0.676, pair=0.001, adv=4.493, sprd=0.025]
Ep 049/80 [S3:+sens]:  94%|█▉| 427/453 [03:32<00:12,  2.13it/s, loss=0.629, pair=0.000, adv=4.496, sprd=0.020]
Ep 049/80 [S3:+sens]:  94%|█▉| 428/453 [03:32<00:11,  2.22it/s, loss=0.629, pair=0.000, adv=4.496, sprd=0.020]
Ep 049/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:11,  2.22it/s, loss=0.724, pair=0.001, adv=4.159, sprd=0.026]
Ep 049/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.01it/s, loss=0.724, pair=0.001, adv=4.159, sprd=0.026]
Ep 049/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.01it/s, loss=0.629, pair=0.000, adv=5.591, sprd=0.018]
Ep 049/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.15it/s, loss=0.629, pair=0.000, adv=5.591, sprd=0.018]
Ep 049/80 [S3:+sens]:  95%|█▉| 430/453 [03:33<00:10,  2.15it/s, loss=0.632, pair=0.001, adv=5.092, sprd=0.022]
Ep 049/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.02it/s, loss=0.632, pair=0.001, adv=5.092, sprd=0.022]
Ep 049/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:10,  2.02it/s, loss=0.628, pair=0.001, adv=3.791, sprd=0.019]
Ep 049/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.15it/s, loss=0.628, pair=0.001, adv=3.791, sprd=0.019]
Ep 049/80 [S3:+sens]:  95%|█▉| 432/453 [03:34<00:09,  2.15it/s, loss=0.637, pair=0.000, adv=4.896, sprd=0.018]
Ep 049/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.08it/s, loss=0.637, pair=0.000, adv=4.896, sprd=0.018]
Ep 049/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:09,  2.08it/s, loss=0.634, pair=0.000, adv=6.393, sprd=0.021]
Ep 049/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.16it/s, loss=0.634, pair=0.000, adv=6.393, sprd=0.021]
Ep 049/80 [S3:+sens]:  96%|█▉| 434/453 [03:35<00:08,  2.16it/s, loss=0.665, pair=0.000, adv=4.740, sprd=0.028]
Ep 049/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:08,  2.04it/s, loss=0.665, pair=0.000, adv=4.740, sprd=0.028]
Ep 049/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.04it/s, loss=0.637, pair=0.000, adv=6.334, sprd=0.020]
Ep 049/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.637, pair=0.000, adv=6.334, sprd=0.020]
Ep 049/80 [S3:+sens]:  96%|█▉| 436/453 [03:36<00:07,  2.15it/s, loss=0.623, pair=0.000, adv=6.405, sprd=0.018]
Ep 049/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.09it/s, loss=0.623, pair=0.000, adv=6.405, sprd=0.018]
Ep 049/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.09it/s, loss=0.652, pair=0.002, adv=4.341, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.19it/s, loss=0.652, pair=0.002, adv=4.341, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 438/453 [03:37<00:06,  2.19it/s, loss=0.654, pair=0.000, adv=4.126, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.07it/s, loss=0.654, pair=0.000, adv=4.126, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:06,  2.07it/s, loss=0.627, pair=0.000, adv=6.219, sprd=0.021]
Ep 049/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.627, pair=0.000, adv=6.219, sprd=0.021]
Ep 049/80 [S3:+sens]:  97%|█▉| 440/453 [03:38<00:06,  2.16it/s, loss=0.631, pair=0.000, adv=3.359, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:05,  2.06it/s, loss=0.631, pair=0.000, adv=3.359, sprd=0.023]
Ep 049/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:05,  2.06it/s, loss=0.671, pair=0.003, adv=4.820, sprd=0.029]
Ep 049/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.13it/s, loss=0.671, pair=0.003, adv=4.820, sprd=0.029]
Ep 049/80 [S3:+sens]:  98%|█▉| 442/453 [03:39<00:05,  2.13it/s, loss=0.644, pair=0.000, adv=3.910, sprd=0.022]
Ep 049/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:04,  2.09it/s, loss=0.644, pair=0.000, adv=3.910, sprd=0.022]
Ep 049/80 [S3:+sens]:  98%|█▉| 443/453 [03:40<00:04,  2.09it/s, loss=0.653, pair=0.002, adv=5.606, sprd=0.025]
Ep 049/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.17it/s, loss=0.653, pair=0.002, adv=5.606, sprd=0.025]
Ep 049/80 [S3:+sens]:  98%|█▉| 444/453 [03:40<00:04,  2.17it/s, loss=0.696, pair=0.022, adv=4.916, sprd=0.029]
Ep 049/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.04it/s, loss=0.696, pair=0.022, adv=4.916, sprd=0.029]
Ep 049/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.04it/s, loss=0.609, pair=0.012, adv=5.464, sprd=0.014]
Ep 049/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.18it/s, loss=0.609, pair=0.012, adv=5.464, sprd=0.014]
Ep 049/80 [S3:+sens]:  98%|█▉| 446/453 [03:41<00:03,  2.18it/s, loss=0.625, pair=0.008, adv=3.482, sprd=0.018]
Ep 049/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.10it/s, loss=0.625, pair=0.008, adv=3.482, sprd=0.018]
Ep 049/80 [S3:+sens]:  99%|█▉| 447/453 [03:41<00:02,  2.10it/s, loss=0.653, pair=0.000, adv=4.420, sprd=0.021]
Ep 049/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.22it/s, loss=0.653, pair=0.000, adv=4.420, sprd=0.021]
Ep 049/80 [S3:+sens]:  99%|█▉| 448/453 [03:42<00:02,  2.22it/s, loss=0.639, pair=0.000, adv=5.470, sprd=0.019]
Ep 049/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:01,  2.13it/s, loss=0.639, pair=0.000, adv=5.470, sprd=0.019]
Ep 049/80 [S3:+sens]:  99%|█▉| 449/453 [03:42<00:01,  2.13it/s, loss=0.662, pair=0.000, adv=4.627, sprd=0.023]
Ep 049/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.22it/s, loss=0.662, pair=0.000, adv=4.627, sprd=0.023]
Ep 049/80 [S3:+sens]:  99%|█▉| 450/453 [03:43<00:01,  2.22it/s, loss=0.624, pair=0.001, adv=4.640, sprd=0.014]
Ep 049/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:00,  2.17it/s, loss=0.624, pair=0.001, adv=4.640, sprd=0.014]
Ep 049/80 [S3:+sens]: 100%|█▉| 451/453 [03:43<00:00,  2.17it/s, loss=0.624, pair=0.000, adv=5.256, sprd=0.016]
Ep 049/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.30it/s, loss=0.624, pair=0.000, adv=5.256, sprd=0.016]
Ep 049/80 [S3:+sens]: 100%|█▉| 452/453 [03:44<00:00,  2.30it/s, loss=0.644, pair=0.000, adv=6.256, sprd=0.014]
Ep 049/80 [S3:+sens]: 100%|██| 453/453 [03:44<00:00,  2.08it/s, loss=0.644, pair=0.000, adv=6.256, sprd=0.014]
                                                                                                              
Epoch 049/80 [S3:+sens]  loss=0.6479  mat=0.2686  sens=1.0709  pair=0.0361  adv=4.6985(rand=3.47)  deg=0.0049  orth=0.0015  spread=0.0207  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.78e-05  224s

Ep 050/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 050/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.625, pair=0.020, adv=3.407, sprd=0.018]
Ep 050/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:06,  1.21s/it, loss=0.625, pair=0.020, adv=3.407, sprd=0.018]
Ep 050/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:06,  1.21s/it, loss=0.625, pair=0.003, adv=5.683, sprd=0.020]
Ep 050/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:37,  1.34it/s, loss=0.625, pair=0.003, adv=5.683, sprd=0.020]
Ep 050/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:37,  1.34it/s, loss=0.667, pair=0.002, adv=4.210, sprd=0.029]
Ep 050/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.667, pair=0.002, adv=4.210, sprd=0.029]
Ep 050/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.603, pair=0.001, adv=3.917, sprd=0.019]
Ep 050/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:16,  1.75it/s, loss=0.603, pair=0.001, adv=3.917, sprd=0.019]
Ep 050/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:16,  1.75it/s, loss=0.648, pair=0.001, adv=5.627, sprd=0.018]
Ep 050/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:23,  1.70it/s, loss=0.648, pair=0.001, adv=5.627, sprd=0.018]
Ep 050/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:23,  1.70it/s, loss=0.621, pair=0.000, adv=5.042, sprd=0.017]
Ep 050/80 [S3:+sens]:   1%|    | 6/453 [00:03<04:00,  1.86it/s, loss=0.621, pair=0.000, adv=5.042, sprd=0.017]
Ep 050/80 [S3:+sens]:   1%|    | 6/453 [00:04<04:00,  1.86it/s, loss=0.631, pair=0.000, adv=5.293, sprd=0.020]
Ep 050/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:15,  1.75it/s, loss=0.631, pair=0.000, adv=5.293, sprd=0.020]
Ep 050/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:15,  1.75it/s, loss=0.610, pair=0.001, adv=5.006, sprd=0.017]
Ep 050/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:54,  1.90it/s, loss=0.610, pair=0.001, adv=5.006, sprd=0.017]
Ep 050/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:54,  1.90it/s, loss=0.668, pair=0.003, adv=4.815, sprd=0.025]
Ep 050/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.80it/s, loss=0.668, pair=0.003, adv=4.815, sprd=0.025]
Ep 050/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.80it/s, loss=0.652, pair=0.002, adv=4.014, sprd=0.025]
Ep 050/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:51,  1.92it/s, loss=0.652, pair=0.002, adv=4.014, sprd=0.025]
Ep 050/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:51,  1.92it/s, loss=0.660, pair=0.001, adv=4.599, sprd=0.026]
Ep 050/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:05,  1.80it/s, loss=0.660, pair=0.001, adv=4.599, sprd=0.026]
Ep 050/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:05,  1.80it/s, loss=0.645, pair=0.002, adv=4.727, sprd=0.018]
Ep 050/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:45,  1.95it/s, loss=0.645, pair=0.002, adv=4.727, sprd=0.018]
Ep 050/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:45,  1.95it/s, loss=0.641, pair=0.001, adv=5.053, sprd=0.020]
Ep 050/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:56,  1.86it/s, loss=0.641, pair=0.001, adv=5.053, sprd=0.020]
Ep 050/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:56,  1.86it/s, loss=0.613, pair=0.001, adv=4.342, sprd=0.015]
Ep 050/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:40,  1.99it/s, loss=0.613, pair=0.001, adv=4.342, sprd=0.015]
Ep 050/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:40,  1.99it/s, loss=0.713, pair=0.001, adv=4.936, sprd=0.027]
Ep 050/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:57,  1.84it/s, loss=0.713, pair=0.001, adv=4.936, sprd=0.027]
Ep 050/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:57,  1.84it/s, loss=0.665, pair=0.000, adv=4.614, sprd=0.027]
Ep 050/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:46,  1.93it/s, loss=0.665, pair=0.000, adv=4.614, sprd=0.027]
Ep 050/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:46,  1.93it/s, loss=0.639, pair=0.002, adv=5.491, sprd=0.024]
Ep 050/80 [S3:+sens]:   4%|   | 17/453 [00:09<04:04,  1.78it/s, loss=0.639, pair=0.002, adv=5.491, sprd=0.024]
Ep 050/80 [S3:+sens]:   4%|   | 17/453 [00:10<04:04,  1.78it/s, loss=0.663, pair=0.001, adv=3.279, sprd=0.029]
Ep 050/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:48,  1.90it/s, loss=0.663, pair=0.001, adv=3.279, sprd=0.029]
Ep 050/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:48,  1.90it/s, loss=0.591, pair=0.025, adv=5.450, sprd=0.013]
Ep 050/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<04:00,  1.80it/s, loss=0.591, pair=0.025, adv=5.450, sprd=0.013]
Ep 050/80 [S3:+sens]:   4%|▏  | 19/453 [00:11<04:00,  1.80it/s, loss=0.663, pair=0.006, adv=4.735, sprd=0.021]
Ep 050/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:43,  1.94it/s, loss=0.663, pair=0.006, adv=4.735, sprd=0.021]
Ep 050/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:43,  1.94it/s, loss=0.623, pair=0.002, adv=3.275, sprd=0.023]
Ep 050/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:59,  1.80it/s, loss=0.623, pair=0.002, adv=3.275, sprd=0.023]
Ep 050/80 [S3:+sens]:   5%|▏  | 21/453 [00:12<03:59,  1.80it/s, loss=0.658, pair=0.003, adv=4.180, sprd=0.024]
Ep 050/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:45,  1.91it/s, loss=0.658, pair=0.003, adv=4.180, sprd=0.024]
Ep 050/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:45,  1.91it/s, loss=0.648, pair=0.000, adv=4.875, sprd=0.023]
Ep 050/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<04:15,  1.68it/s, loss=0.648, pair=0.000, adv=4.875, sprd=0.023]
Ep 050/80 [S3:+sens]:   5%|▏  | 23/453 [00:13<04:15,  1.68it/s, loss=0.632, pair=0.000, adv=5.307, sprd=0.022]
Ep 050/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:58,  1.80it/s, loss=0.632, pair=0.000, adv=5.307, sprd=0.022]
Ep 050/80 [S3:+sens]:   5%|▏  | 24/453 [00:14<03:58,  1.80it/s, loss=0.584, pair=0.000, adv=5.551, sprd=0.014]
Ep 050/80 [S3:+sens]:   6%|▏  | 25/453 [00:14<04:10,  1.71it/s, loss=0.584, pair=0.000, adv=5.551, sprd=0.014]
Ep 050/80 [S3:+sens]:   6%|▏  | 25/453 [00:14<04:10,  1.71it/s, loss=0.601, pair=0.000, adv=3.879, sprd=0.014]
Ep 050/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:48,  1.87it/s, loss=0.601, pair=0.000, adv=3.879, sprd=0.014]
Ep 050/80 [S3:+sens]:   6%|▏  | 26/453 [00:15<03:48,  1.87it/s, loss=0.686, pair=0.001, adv=3.951, sprd=0.032]
Ep 050/80 [S3:+sens]:   6%|▏  | 27/453 [00:15<04:01,  1.77it/s, loss=0.686, pair=0.001, adv=3.951, sprd=0.032]
Ep 050/80 [S3:+sens]:   6%|▏  | 27/453 [00:15<04:01,  1.77it/s, loss=0.673, pair=0.001, adv=5.349, sprd=0.026]
Ep 050/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:46,  1.88it/s, loss=0.673, pair=0.001, adv=5.349, sprd=0.026]
Ep 050/80 [S3:+sens]:   6%|▏  | 28/453 [00:16<03:46,  1.88it/s, loss=0.636, pair=0.001, adv=5.031, sprd=0.022]
Ep 050/80 [S3:+sens]:   6%|▏  | 29/453 [00:16<03:58,  1.78it/s, loss=0.636, pair=0.001, adv=5.031, sprd=0.022]
Ep 050/80 [S3:+sens]:   6%|▏  | 29/453 [00:16<03:58,  1.78it/s, loss=0.613, pair=0.003, adv=4.365, sprd=0.018]
Ep 050/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:42,  1.90it/s, loss=0.613, pair=0.003, adv=4.365, sprd=0.018]
Ep 050/80 [S3:+sens]:   7%|▏  | 30/453 [00:17<03:42,  1.90it/s, loss=0.609, pair=0.000, adv=4.912, sprd=0.018]
Ep 050/80 [S3:+sens]:   7%|▏  | 31/453 [00:17<03:56,  1.78it/s, loss=0.609, pair=0.000, adv=4.912, sprd=0.018]
Ep 050/80 [S3:+sens]:   7%|▏  | 31/453 [00:17<03:56,  1.78it/s, loss=0.669, pair=0.000, adv=4.693, sprd=0.028]
Ep 050/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:42,  1.89it/s, loss=0.669, pair=0.000, adv=4.693, sprd=0.028]
Ep 050/80 [S3:+sens]:   7%|▏  | 32/453 [00:18<03:42,  1.89it/s, loss=0.670, pair=0.000, adv=3.719, sprd=0.024]
Ep 050/80 [S3:+sens]:   7%|▏  | 33/453 [00:18<03:57,  1.77it/s, loss=0.670, pair=0.000, adv=3.719, sprd=0.024]
Ep 050/80 [S3:+sens]:   7%|▏  | 33/453 [00:18<03:57,  1.77it/s, loss=0.684, pair=0.000, adv=3.952, sprd=0.032]
Ep 050/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:42,  1.88it/s, loss=0.684, pair=0.000, adv=3.952, sprd=0.032]
Ep 050/80 [S3:+sens]:   8%|▏  | 34/453 [00:19<03:42,  1.88it/s, loss=0.597, pair=0.002, adv=3.165, sprd=0.021]
Ep 050/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:41,  1.88it/s, loss=0.597, pair=0.002, adv=3.165, sprd=0.021]
Ep 050/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:41,  1.88it/s, loss=0.648, pair=0.000, adv=4.566, sprd=0.024]
Ep 050/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:27,  2.01it/s, loss=0.648, pair=0.000, adv=4.566, sprd=0.024]
Ep 050/80 [S3:+sens]:   8%|▏  | 36/453 [00:20<03:27,  2.01it/s, loss=0.653, pair=0.001, adv=4.938, sprd=0.023]
Ep 050/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:31,  1.96it/s, loss=0.653, pair=0.001, adv=4.938, sprd=0.023]
Ep 050/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:31,  1.96it/s, loss=0.633, pair=0.000, adv=4.933, sprd=0.022]
Ep 050/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:20,  2.07it/s, loss=0.633, pair=0.000, adv=4.933, sprd=0.022]
Ep 050/80 [S3:+sens]:   8%|▎  | 38/453 [00:21<03:20,  2.07it/s, loss=0.591, pair=0.005, adv=5.349, sprd=0.014]
Ep 050/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<03:24,  2.02it/s, loss=0.591, pair=0.005, adv=5.349, sprd=0.014]
Ep 050/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<03:24,  2.02it/s, loss=0.653, pair=0.001, adv=4.713, sprd=0.024]
Ep 050/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:14,  2.12it/s, loss=0.653, pair=0.001, adv=4.713, sprd=0.024]
Ep 050/80 [S3:+sens]:   9%|▎  | 40/453 [00:22<03:14,  2.12it/s, loss=0.642, pair=0.002, adv=4.274, sprd=0.022]
Ep 050/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:21,  2.04it/s, loss=0.642, pair=0.002, adv=4.274, sprd=0.022]
Ep 050/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:21,  2.04it/s, loss=0.652, pair=0.002, adv=4.216, sprd=0.025]
Ep 050/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:13,  2.12it/s, loss=0.652, pair=0.002, adv=4.216, sprd=0.025]
Ep 050/80 [S3:+sens]:   9%|▎  | 42/453 [00:23<03:13,  2.12it/s, loss=0.666, pair=0.002, adv=5.303, sprd=0.024]
Ep 050/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:21,  2.03it/s, loss=0.666, pair=0.002, adv=5.303, sprd=0.024]
Ep 050/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:21,  2.03it/s, loss=0.618, pair=0.002, adv=4.917, sprd=0.015]
Ep 050/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:09,  2.16it/s, loss=0.618, pair=0.002, adv=4.917, sprd=0.015]
Ep 050/80 [S3:+sens]:  10%|▎  | 44/453 [00:24<03:09,  2.16it/s, loss=0.644, pair=0.003, adv=5.057, sprd=0.020]
Ep 050/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:17,  2.07it/s, loss=0.644, pair=0.003, adv=5.057, sprd=0.020]
Ep 050/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:17,  2.07it/s, loss=0.599, pair=0.003, adv=4.703, sprd=0.017]
Ep 050/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:07,  2.17it/s, loss=0.599, pair=0.003, adv=4.703, sprd=0.017]
Ep 050/80 [S3:+sens]:  10%|▎  | 46/453 [00:25<03:07,  2.17it/s, loss=0.720, pair=0.002, adv=3.905, sprd=0.024]
Ep 050/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:06,  2.17it/s, loss=0.720, pair=0.002, adv=3.905, sprd=0.024]
Ep 050/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:06,  2.17it/s, loss=0.659, pair=0.003, adv=6.286, sprd=0.020]
Ep 050/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<02:59,  2.26it/s, loss=0.659, pair=0.003, adv=6.286, sprd=0.020]
Ep 050/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<02:59,  2.26it/s, loss=0.655, pair=0.000, adv=6.048, sprd=0.020]
Ep 050/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:07,  2.16it/s, loss=0.655, pair=0.000, adv=6.048, sprd=0.020]
Ep 050/80 [S3:+sens]:  11%|▎  | 49/453 [00:26<03:07,  2.16it/s, loss=0.673, pair=0.000, adv=4.220, sprd=0.029]
Ep 050/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:13,  2.09it/s, loss=0.673, pair=0.000, adv=4.220, sprd=0.029]
Ep 050/80 [S3:+sens]:  11%|▎  | 50/453 [00:27<03:13,  2.09it/s, loss=0.632, pair=0.000, adv=4.459, sprd=0.021]
Ep 050/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:20,  2.01it/s, loss=0.632, pair=0.000, adv=4.459, sprd=0.021]
Ep 050/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:20,  2.01it/s, loss=0.675, pair=0.000, adv=4.971, sprd=0.029]
Ep 050/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:10,  2.11it/s, loss=0.675, pair=0.000, adv=4.971, sprd=0.029]
Ep 050/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:10,  2.11it/s, loss=0.622, pair=0.000, adv=6.256, sprd=0.015]
Ep 050/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:14,  2.06it/s, loss=0.622, pair=0.000, adv=6.256, sprd=0.015]
Ep 050/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:14,  2.06it/s, loss=0.611, pair=0.000, adv=5.828, sprd=0.016]
Ep 050/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:04,  2.17it/s, loss=0.611, pair=0.000, adv=5.828, sprd=0.016]
Ep 050/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:04,  2.17it/s, loss=0.586, pair=0.000, adv=6.870, sprd=0.014]
Ep 050/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:12,  2.07it/s, loss=0.586, pair=0.000, adv=6.870, sprd=0.014]
Ep 050/80 [S3:+sens]:  12%|▎  | 55/453 [00:29<03:12,  2.07it/s, loss=0.633, pair=0.000, adv=6.839, sprd=0.022]
Ep 050/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:04,  2.16it/s, loss=0.633, pair=0.000, adv=6.839, sprd=0.022]
Ep 050/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:04,  2.16it/s, loss=0.615, pair=0.000, adv=3.627, sprd=0.015]
Ep 050/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:11,  2.06it/s, loss=0.615, pair=0.000, adv=3.627, sprd=0.015]
Ep 050/80 [S3:+sens]:  13%|▍  | 57/453 [00:30<03:11,  2.06it/s, loss=0.665, pair=0.001, adv=4.575, sprd=0.026]
Ep 050/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:02,  2.16it/s, loss=0.665, pair=0.001, adv=4.575, sprd=0.026]
Ep 050/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:02,  2.16it/s, loss=0.626, pair=0.000, adv=4.107, sprd=0.012]
Ep 050/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:08,  2.10it/s, loss=0.626, pair=0.000, adv=4.107, sprd=0.012]
Ep 050/80 [S3:+sens]:  13%|▍  | 59/453 [00:31<03:08,  2.10it/s, loss=0.629, pair=0.002, adv=5.670, sprd=0.018]
Ep 050/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<02:59,  2.19it/s, loss=0.629, pair=0.002, adv=5.670, sprd=0.018]
Ep 050/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<02:59,  2.19it/s, loss=0.628, pair=0.000, adv=5.175, sprd=0.021]
Ep 050/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:08,  2.08it/s, loss=0.628, pair=0.000, adv=5.175, sprd=0.021]
Ep 050/80 [S3:+sens]:  13%|▍  | 61/453 [00:32<03:08,  2.08it/s, loss=0.669, pair=0.001, adv=4.986, sprd=0.026]
Ep 050/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.669, pair=0.001, adv=4.986, sprd=0.026]
Ep 050/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.663, pair=0.000, adv=4.714, sprd=0.026]
Ep 050/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:08,  2.06it/s, loss=0.663, pair=0.000, adv=4.714, sprd=0.026]
Ep 050/80 [S3:+sens]:  14%|▍  | 63/453 [00:33<03:08,  2.06it/s, loss=0.588, pair=0.002, adv=3.870, sprd=0.014]
Ep 050/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:00,  2.16it/s, loss=0.588, pair=0.002, adv=3.870, sprd=0.014]
Ep 050/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:00,  2.16it/s, loss=0.631, pair=0.002, adv=5.170, sprd=0.019]
Ep 050/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:08,  2.06it/s, loss=0.631, pair=0.002, adv=5.170, sprd=0.019]
Ep 050/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:08,  2.06it/s, loss=0.581, pair=0.000, adv=6.182, sprd=0.012]
Ep 050/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<02:57,  2.18it/s, loss=0.581, pair=0.000, adv=6.182, sprd=0.012]
Ep 050/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<02:57,  2.18it/s, loss=0.631, pair=0.001, adv=4.850, sprd=0.017]
Ep 050/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:05,  2.08it/s, loss=0.631, pair=0.001, adv=4.850, sprd=0.017]
Ep 050/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:05,  2.08it/s, loss=0.688, pair=0.001, adv=4.868, sprd=0.028]
Ep 050/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:58,  2.16it/s, loss=0.688, pair=0.001, adv=4.868, sprd=0.028]
Ep 050/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<02:58,  2.16it/s, loss=0.662, pair=0.001, adv=4.318, sprd=0.025]
Ep 050/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:06,  2.05it/s, loss=0.662, pair=0.001, adv=4.318, sprd=0.025]
Ep 050/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:06,  2.05it/s, loss=0.616, pair=0.001, adv=5.348, sprd=0.016]
Ep 050/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:55,  2.18it/s, loss=0.616, pair=0.001, adv=5.348, sprd=0.016]
Ep 050/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<02:55,  2.18it/s, loss=0.663, pair=0.000, adv=4.897, sprd=0.024]
Ep 050/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:03,  2.09it/s, loss=0.663, pair=0.000, adv=4.897, sprd=0.024]
Ep 050/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:03,  2.09it/s, loss=0.636, pair=0.000, adv=5.132, sprd=0.020]
Ep 050/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:54,  2.18it/s, loss=0.636, pair=0.000, adv=5.132, sprd=0.020]
Ep 050/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<02:54,  2.18it/s, loss=0.637, pair=0.000, adv=4.156, sprd=0.022]
Ep 050/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:02,  2.08it/s, loss=0.637, pair=0.000, adv=4.156, sprd=0.022]
Ep 050/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:02,  2.08it/s, loss=0.637, pair=0.000, adv=5.325, sprd=0.018]
Ep 050/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:52,  2.20it/s, loss=0.637, pair=0.000, adv=5.325, sprd=0.018]
Ep 050/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:52,  2.20it/s, loss=0.712, pair=0.000, adv=4.729, sprd=0.028]
Ep 050/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:02,  2.07it/s, loss=0.712, pair=0.000, adv=4.729, sprd=0.028]
Ep 050/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:02,  2.07it/s, loss=0.599, pair=0.000, adv=4.402, sprd=0.015]
Ep 050/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:52,  2.18it/s, loss=0.599, pair=0.000, adv=4.402, sprd=0.015]
Ep 050/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<02:52,  2.18it/s, loss=0.632, pair=0.000, adv=4.387, sprd=0.021]
Ep 050/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:59,  2.09it/s, loss=0.632, pair=0.000, adv=4.387, sprd=0.021]
Ep 050/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:59,  2.09it/s, loss=0.593, pair=0.000, adv=3.135, sprd=0.022]
Ep 050/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:53,  2.16it/s, loss=0.593, pair=0.000, adv=3.135, sprd=0.022]
Ep 050/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<02:53,  2.16it/s, loss=0.605, pair=0.002, adv=4.572, sprd=0.016]
Ep 050/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:57,  2.11it/s, loss=0.605, pair=0.002, adv=4.572, sprd=0.016]
Ep 050/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:57,  2.11it/s, loss=0.628, pair=0.004, adv=5.629, sprd=0.020]
Ep 050/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:00,  2.07it/s, loss=0.628, pair=0.004, adv=5.629, sprd=0.020]
Ep 050/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<03:00,  2.07it/s, loss=0.635, pair=0.005, adv=5.336, sprd=0.018]
Ep 050/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:03,  2.02it/s, loss=0.635, pair=0.005, adv=5.336, sprd=0.018]
Ep 050/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:03,  2.02it/s, loss=0.633, pair=0.001, adv=4.409, sprd=0.022]
Ep 050/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:55,  2.11it/s, loss=0.633, pair=0.001, adv=4.409, sprd=0.022]
Ep 050/80 [S3:+sens]:  18%|▌  | 82/453 [00:42<02:55,  2.11it/s, loss=0.668, pair=0.001, adv=6.003, sprd=0.026]
Ep 050/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:02,  2.03it/s, loss=0.668, pair=0.001, adv=6.003, sprd=0.026]
Ep 050/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:02,  2.03it/s, loss=0.620, pair=0.001, adv=5.986, sprd=0.018]
Ep 050/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:52,  2.14it/s, loss=0.620, pair=0.001, adv=5.986, sprd=0.018]
Ep 050/80 [S3:+sens]:  19%|▌  | 84/453 [00:43<02:52,  2.14it/s, loss=0.643, pair=0.001, adv=4.256, sprd=0.022]
Ep 050/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:57,  2.07it/s, loss=0.643, pair=0.001, adv=4.256, sprd=0.022]
Ep 050/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:57,  2.07it/s, loss=0.671, pair=0.000, adv=4.290, sprd=0.024]
Ep 050/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:49,  2.17it/s, loss=0.671, pair=0.000, adv=4.290, sprd=0.024]
Ep 050/80 [S3:+sens]:  19%|▌  | 86/453 [00:44<02:49,  2.17it/s, loss=0.617, pair=0.000, adv=5.018, sprd=0.020]
Ep 050/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:58,  2.06it/s, loss=0.617, pair=0.000, adv=5.018, sprd=0.020]
Ep 050/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:58,  2.06it/s, loss=0.616, pair=0.000, adv=6.116, sprd=0.019]
Ep 050/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.16it/s, loss=0.616, pair=0.000, adv=6.116, sprd=0.019]
Ep 050/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.16it/s, loss=0.633, pair=0.000, adv=4.400, sprd=0.021]
Ep 050/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:56,  2.07it/s, loss=0.633, pair=0.000, adv=4.400, sprd=0.021]
Ep 050/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:56,  2.07it/s, loss=0.626, pair=0.000, adv=4.411, sprd=0.018]
Ep 050/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:46,  2.18it/s, loss=0.626, pair=0.000, adv=4.411, sprd=0.018]
Ep 050/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:46,  2.18it/s, loss=0.626, pair=0.000, adv=5.035, sprd=0.019]
Ep 050/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:55,  2.07it/s, loss=0.626, pair=0.000, adv=5.035, sprd=0.019]
Ep 050/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:55,  2.07it/s, loss=0.618, pair=0.000, adv=4.289, sprd=0.017]
Ep 050/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:45,  2.19it/s, loss=0.618, pair=0.000, adv=4.289, sprd=0.017]
Ep 050/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:45,  2.19it/s, loss=0.619, pair=0.000, adv=4.358, sprd=0.020]
Ep 050/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:54,  2.06it/s, loss=0.619, pair=0.000, adv=4.358, sprd=0.020]
Ep 050/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:54,  2.06it/s, loss=0.619, pair=0.000, adv=5.986, sprd=0.019]
Ep 050/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:47,  2.15it/s, loss=0.619, pair=0.000, adv=5.986, sprd=0.019]
Ep 050/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:47,  2.15it/s, loss=0.643, pair=0.000, adv=4.066, sprd=0.023]
Ep 050/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:53,  2.07it/s, loss=0.643, pair=0.000, adv=4.066, sprd=0.023]
Ep 050/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:53,  2.07it/s, loss=0.600, pair=0.002, adv=5.701, sprd=0.016]
Ep 050/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:44,  2.17it/s, loss=0.600, pair=0.002, adv=5.701, sprd=0.016]
Ep 050/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:44,  2.17it/s, loss=0.610, pair=0.001, adv=7.020, sprd=0.019]
Ep 050/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:57,  2.01it/s, loss=0.610, pair=0.001, adv=7.020, sprd=0.019]
Ep 050/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:57,  2.01it/s, loss=0.609, pair=0.000, adv=6.219, sprd=0.016]
Ep 050/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.12it/s, loss=0.609, pair=0.000, adv=6.219, sprd=0.016]
Ep 050/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.12it/s, loss=0.696, pair=0.000, adv=3.617, sprd=0.022]
Ep 050/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:49,  2.09it/s, loss=0.696, pair=0.000, adv=3.617, sprd=0.022]
Ep 050/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:49,  2.09it/s, loss=0.640, pair=0.001, adv=5.750, sprd=0.020]
Ep 050/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:41,  2.19it/s, loss=0.640, pair=0.001, adv=5.750, sprd=0.020]
Ep 050/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:41,  2.19it/s, loss=0.673, pair=0.000, adv=4.640, sprd=0.024]
Ep 050/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:47,  2.11it/s, loss=0.673, pair=0.000, adv=4.640, sprd=0.024]
Ep 050/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:47,  2.11it/s, loss=0.591, pair=0.003, adv=4.493, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:40,  2.18it/s, loss=0.591, pair=0.003, adv=4.493, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:40,  2.18it/s, loss=0.631, pair=0.000, adv=4.895, sprd=0.022]
Ep 050/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<03:01,  1.93it/s, loss=0.631, pair=0.000, adv=4.895, sprd=0.022]
Ep 050/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<03:01,  1.93it/s, loss=0.604, pair=0.000, adv=5.331, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:54,  2.00it/s, loss=0.604, pair=0.000, adv=5.331, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:54,  2.00it/s, loss=0.634, pair=0.000, adv=4.327, sprd=0.020]
Ep 050/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<03:07,  1.85it/s, loss=0.634, pair=0.000, adv=4.327, sprd=0.020]
Ep 050/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<03:07,  1.85it/s, loss=0.625, pair=0.005, adv=4.217, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.625, pair=0.005, adv=4.217, sprd=0.016]
Ep 050/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.633, pair=0.004, adv=4.639, sprd=0.018]
Ep 050/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:03,  1.88it/s, loss=0.633, pair=0.004, adv=4.639, sprd=0.018]
Ep 050/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<03:03,  1.88it/s, loss=0.660, pair=0.002, adv=4.035, sprd=0.024]
Ep 050/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:54,  1.98it/s, loss=0.660, pair=0.002, adv=4.035, sprd=0.024]
Ep 050/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:54,  1.98it/s, loss=0.658, pair=0.001, adv=3.875, sprd=0.021]
Ep 050/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:02,  1.88it/s, loss=0.658, pair=0.001, adv=3.875, sprd=0.021]
Ep 050/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<03:02,  1.88it/s, loss=0.673, pair=0.004, adv=5.093, sprd=0.029]
Ep 050/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:55,  1.95it/s, loss=0.673, pair=0.004, adv=5.093, sprd=0.029]
Ep 050/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:55,  1.95it/s, loss=0.621, pair=0.001, adv=4.240, sprd=0.022]
Ep 050/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:06,  1.83it/s, loss=0.621, pair=0.001, adv=4.240, sprd=0.022]
Ep 050/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<03:06,  1.83it/s, loss=0.589, pair=0.002, adv=4.352, sprd=0.011]
Ep 050/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:52,  1.98it/s, loss=0.589, pair=0.002, adv=4.352, sprd=0.011]
Ep 050/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:52,  1.98it/s, loss=0.665, pair=0.001, adv=5.076, sprd=0.026]
Ep 050/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<03:03,  1.85it/s, loss=0.665, pair=0.001, adv=5.076, sprd=0.026]
Ep 050/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:03,  1.85it/s, loss=0.613, pair=0.002, adv=3.225, sprd=0.023]
Ep 050/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:54,  1.94it/s, loss=0.613, pair=0.002, adv=3.225, sprd=0.023]
Ep 050/80 [S3:+sens]:  25%|▌ | 114/453 [00:58<02:54,  1.94it/s, loss=0.608, pair=0.001, adv=3.184, sprd=0.021]
Ep 050/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:02,  1.86it/s, loss=0.608, pair=0.001, adv=3.184, sprd=0.021]
Ep 050/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:02,  1.86it/s, loss=0.608, pair=0.004, adv=4.402, sprd=0.015]
Ep 050/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:51,  1.96it/s, loss=0.608, pair=0.004, adv=4.402, sprd=0.015]
Ep 050/80 [S3:+sens]:  26%|▌ | 116/453 [00:59<02:51,  1.96it/s, loss=0.615, pair=0.000, adv=5.647, sprd=0.018]
Ep 050/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:00,  1.86it/s, loss=0.615, pair=0.000, adv=5.647, sprd=0.018]
Ep 050/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:00,  1.86it/s, loss=0.637, pair=0.002, adv=5.018, sprd=0.023]
Ep 050/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:51,  1.95it/s, loss=0.637, pair=0.002, adv=5.018, sprd=0.023]
Ep 050/80 [S3:+sens]:  26%|▌ | 118/453 [01:00<02:51,  1.95it/s, loss=0.630, pair=0.000, adv=5.322, sprd=0.019]
Ep 050/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<02:59,  1.86it/s, loss=0.630, pair=0.000, adv=5.322, sprd=0.019]
Ep 050/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<02:59,  1.86it/s, loss=0.586, pair=0.003, adv=3.132, sprd=0.018]
Ep 050/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:48,  1.98it/s, loss=0.586, pair=0.003, adv=3.132, sprd=0.018]
Ep 050/80 [S3:+sens]:  26%|▌ | 120/453 [01:01<02:48,  1.98it/s, loss=0.641, pair=0.002, adv=4.975, sprd=0.026]
Ep 050/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:01,  1.83it/s, loss=0.641, pair=0.002, adv=4.975, sprd=0.026]
Ep 050/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:01,  1.83it/s, loss=0.644, pair=0.007, adv=4.075, sprd=0.021]
Ep 050/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:49,  1.95it/s, loss=0.644, pair=0.007, adv=4.075, sprd=0.021]
Ep 050/80 [S3:+sens]:  27%|▌ | 122/453 [01:02<02:49,  1.95it/s, loss=0.625, pair=0.005, adv=6.061, sprd=0.019]
Ep 050/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:01,  1.82it/s, loss=0.625, pair=0.005, adv=6.061, sprd=0.019]
Ep 050/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:01,  1.82it/s, loss=0.644, pair=0.002, adv=4.857, sprd=0.023]
Ep 050/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:51,  1.92it/s, loss=0.644, pair=0.002, adv=4.857, sprd=0.023]
Ep 050/80 [S3:+sens]:  27%|▌ | 124/453 [01:03<02:51,  1.92it/s, loss=0.598, pair=0.005, adv=4.313, sprd=0.015]
Ep 050/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:01,  1.81it/s, loss=0.598, pair=0.005, adv=4.313, sprd=0.015]
Ep 050/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:01,  1.81it/s, loss=0.634, pair=0.002, adv=7.750, sprd=0.019]
Ep 050/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:48,  1.94it/s, loss=0.634, pair=0.002, adv=7.750, sprd=0.019]
Ep 050/80 [S3:+sens]:  28%|▌ | 126/453 [01:04<02:48,  1.94it/s, loss=0.690, pair=0.001, adv=3.860, sprd=0.018]
Ep 050/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:56,  1.85it/s, loss=0.690, pair=0.001, adv=3.860, sprd=0.018]
Ep 050/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:56,  1.85it/s, loss=0.598, pair=0.001, adv=5.794, sprd=0.013]
Ep 050/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:42,  1.99it/s, loss=0.598, pair=0.001, adv=5.794, sprd=0.013]
Ep 050/80 [S3:+sens]:  28%|▌ | 128/453 [01:05<02:42,  1.99it/s, loss=0.629, pair=0.000, adv=4.676, sprd=0.022]
Ep 050/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:55,  1.85it/s, loss=0.629, pair=0.000, adv=4.676, sprd=0.022]
Ep 050/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:55,  1.85it/s, loss=0.621, pair=0.000, adv=5.773, sprd=0.020]
Ep 050/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:46,  1.94it/s, loss=0.621, pair=0.000, adv=5.773, sprd=0.020]
Ep 050/80 [S3:+sens]:  29%|▌ | 130/453 [01:06<02:46,  1.94it/s, loss=0.615, pair=0.001, adv=4.813, sprd=0.022]
Ep 050/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<03:09,  1.70it/s, loss=0.615, pair=0.001, adv=4.813, sprd=0.022]
Ep 050/80 [S3:+sens]:  29%|▌ | 131/453 [01:07<03:09,  1.70it/s, loss=0.663, pair=0.000, adv=4.771, sprd=0.023]
Ep 050/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:54,  1.84it/s, loss=0.663, pair=0.000, adv=4.771, sprd=0.023]
Ep 050/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:54,  1.84it/s, loss=0.611, pair=0.002, adv=5.170, sprd=0.015]
Ep 050/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:57,  1.80it/s, loss=0.611, pair=0.002, adv=5.170, sprd=0.015]
Ep 050/80 [S3:+sens]:  29%|▌ | 133/453 [01:08<02:57,  1.80it/s, loss=0.577, pair=0.004, adv=4.743, sprd=0.011]
Ep 050/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:44,  1.94it/s, loss=0.577, pair=0.004, adv=4.743, sprd=0.011]
Ep 050/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:44,  1.94it/s, loss=0.625, pair=0.001, adv=4.360, sprd=0.018]
Ep 050/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:43,  1.95it/s, loss=0.625, pair=0.001, adv=4.360, sprd=0.018]
Ep 050/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:43,  1.95it/s, loss=0.596, pair=0.000, adv=4.062, sprd=0.017]
Ep 050/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:34,  2.06it/s, loss=0.596, pair=0.000, adv=4.062, sprd=0.017]
Ep 050/80 [S3:+sens]:  30%|▌ | 136/453 [01:09<02:34,  2.06it/s, loss=0.644, pair=0.000, adv=3.285, sprd=0.024]
Ep 050/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:36,  2.01it/s, loss=0.644, pair=0.000, adv=3.285, sprd=0.024]
Ep 050/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:36,  2.01it/s, loss=0.666, pair=0.002, adv=5.159, sprd=0.022]
Ep 050/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:27,  2.13it/s, loss=0.666, pair=0.002, adv=5.159, sprd=0.022]
Ep 050/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:27,  2.13it/s, loss=0.592, pair=0.011, adv=5.575, sprd=0.011]
Ep 050/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:30,  2.08it/s, loss=0.592, pair=0.011, adv=5.575, sprd=0.011]
Ep 050/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:30,  2.08it/s, loss=0.676, pair=0.001, adv=5.151, sprd=0.025]
Ep 050/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:23,  2.18it/s, loss=0.676, pair=0.001, adv=5.151, sprd=0.025]
Ep 050/80 [S3:+sens]:  31%|▌ | 140/453 [01:11<02:23,  2.18it/s, loss=0.632, pair=0.000, adv=4.660, sprd=0.021]
Ep 050/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:29,  2.08it/s, loss=0.632, pair=0.000, adv=4.660, sprd=0.021]
Ep 050/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:29,  2.08it/s, loss=0.612, pair=0.004, adv=5.001, sprd=0.014]
Ep 050/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:19,  2.22it/s, loss=0.612, pair=0.004, adv=5.001, sprd=0.014]
Ep 050/80 [S3:+sens]:  31%|▋ | 142/453 [01:12<02:19,  2.22it/s, loss=0.649, pair=0.001, adv=6.090, sprd=0.021]
Ep 050/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:27,  2.10it/s, loss=0.649, pair=0.001, adv=6.090, sprd=0.021]
Ep 050/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:27,  2.10it/s, loss=0.645, pair=0.002, adv=3.684, sprd=0.020]
Ep 050/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:18,  2.22it/s, loss=0.645, pair=0.002, adv=3.684, sprd=0.020]
Ep 050/80 [S3:+sens]:  32%|▋ | 144/453 [01:13<02:18,  2.22it/s, loss=0.634, pair=0.006, adv=5.026, sprd=0.021]
Ep 050/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:27,  2.08it/s, loss=0.634, pair=0.006, adv=5.026, sprd=0.021]
Ep 050/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:27,  2.08it/s, loss=0.671, pair=0.005, adv=4.288, sprd=0.029]
Ep 050/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:22,  2.16it/s, loss=0.671, pair=0.005, adv=4.288, sprd=0.029]
Ep 050/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:22,  2.16it/s, loss=0.688, pair=0.005, adv=6.810, sprd=0.023]
Ep 050/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:30,  2.03it/s, loss=0.688, pair=0.005, adv=6.810, sprd=0.023]
Ep 050/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:30,  2.03it/s, loss=0.667, pair=0.004, adv=5.003, sprd=0.022]
Ep 050/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:21,  2.16it/s, loss=0.667, pair=0.004, adv=5.003, sprd=0.022]
Ep 050/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:21,  2.16it/s, loss=0.674, pair=0.003, adv=5.322, sprd=0.033]
Ep 050/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:31,  2.01it/s, loss=0.674, pair=0.003, adv=5.322, sprd=0.033]
Ep 050/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:31,  2.01it/s, loss=0.633, pair=0.001, adv=4.672, sprd=0.021]
Ep 050/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:23,  2.11it/s, loss=0.633, pair=0.001, adv=4.672, sprd=0.021]
Ep 050/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:23,  2.11it/s, loss=0.668, pair=0.003, adv=5.400, sprd=0.023]
Ep 050/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:29,  2.02it/s, loss=0.668, pair=0.003, adv=5.400, sprd=0.023]
Ep 050/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:29,  2.02it/s, loss=0.631, pair=0.000, adv=3.620, sprd=0.021]
Ep 050/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:21,  2.12it/s, loss=0.631, pair=0.000, adv=3.620, sprd=0.021]
Ep 050/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:21,  2.12it/s, loss=0.616, pair=0.000, adv=4.402, sprd=0.019]
Ep 050/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:27,  2.04it/s, loss=0.616, pair=0.000, adv=4.402, sprd=0.019]
Ep 050/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:27,  2.04it/s, loss=0.600, pair=0.000, adv=5.466, sprd=0.013]
Ep 050/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:18,  2.16it/s, loss=0.600, pair=0.000, adv=5.466, sprd=0.013]
Ep 050/80 [S3:+sens]:  34%|▋ | 154/453 [01:18<02:18,  2.16it/s, loss=0.617, pair=0.000, adv=5.435, sprd=0.020]
Ep 050/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:27,  2.02it/s, loss=0.617, pair=0.000, adv=5.435, sprd=0.020]
Ep 050/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:27,  2.02it/s, loss=0.624, pair=0.005, adv=3.738, sprd=0.019]
Ep 050/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:19,  2.14it/s, loss=0.624, pair=0.005, adv=3.738, sprd=0.019]
Ep 050/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:19,  2.14it/s, loss=0.633, pair=0.000, adv=4.417, sprd=0.019]
Ep 050/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:23,  2.06it/s, loss=0.633, pair=0.000, adv=4.417, sprd=0.019]
Ep 050/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:23,  2.06it/s, loss=0.634, pair=0.000, adv=6.807, sprd=0.020]
Ep 050/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:16,  2.17it/s, loss=0.634, pair=0.000, adv=6.807, sprd=0.020]
Ep 050/80 [S3:+sens]:  35%|▋ | 158/453 [01:20<02:16,  2.17it/s, loss=0.609, pair=0.000, adv=5.631, sprd=0.016]
Ep 050/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:31,  1.94it/s, loss=0.609, pair=0.000, adv=5.631, sprd=0.016]
Ep 050/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:31,  1.94it/s, loss=0.640, pair=0.000, adv=4.321, sprd=0.027]
Ep 050/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:24,  2.03it/s, loss=0.640, pair=0.000, adv=4.321, sprd=0.027]
Ep 050/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:24,  2.03it/s, loss=0.766, pair=0.247, adv=6.099, sprd=0.029]
Ep 050/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:27,  1.98it/s, loss=0.766, pair=0.247, adv=6.099, sprd=0.029]
Ep 050/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:27,  1.98it/s, loss=0.660, pair=0.004, adv=5.757, sprd=0.023]
Ep 050/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:18,  2.10it/s, loss=0.660, pair=0.004, adv=5.757, sprd=0.023]
Ep 050/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:18,  2.10it/s, loss=0.676, pair=0.001, adv=6.825, sprd=0.015]
Ep 050/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:18,  2.09it/s, loss=0.676, pair=0.001, adv=6.825, sprd=0.015]
Ep 050/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:18,  2.09it/s, loss=0.629, pair=0.001, adv=3.641, sprd=0.017]
Ep 050/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:10,  2.21it/s, loss=0.629, pair=0.001, adv=3.641, sprd=0.017]
Ep 050/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:10,  2.21it/s, loss=0.644, pair=0.004, adv=4.795, sprd=0.023]
Ep 050/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:17,  2.09it/s, loss=0.644, pair=0.004, adv=4.795, sprd=0.023]
Ep 050/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:17,  2.09it/s, loss=0.594, pair=0.000, adv=4.974, sprd=0.016]
Ep 050/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:12,  2.16it/s, loss=0.594, pair=0.000, adv=4.974, sprd=0.016]
Ep 050/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:12,  2.16it/s, loss=0.634, pair=0.000, adv=6.215, sprd=0.023]
Ep 050/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:21,  2.02it/s, loss=0.634, pair=0.000, adv=6.215, sprd=0.023]
Ep 050/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:21,  2.02it/s, loss=0.649, pair=0.000, adv=5.773, sprd=0.023]
Ep 050/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:14,  2.12it/s, loss=0.649, pair=0.000, adv=5.773, sprd=0.023]
Ep 050/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:14,  2.12it/s, loss=0.599, pair=0.002, adv=6.037, sprd=0.012]
Ep 050/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:18,  2.05it/s, loss=0.599, pair=0.002, adv=6.037, sprd=0.012]
Ep 050/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:18,  2.05it/s, loss=0.599, pair=0.003, adv=4.542, sprd=0.016]
Ep 050/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:12,  2.14it/s, loss=0.599, pair=0.003, adv=4.542, sprd=0.016]
Ep 050/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:12,  2.14it/s, loss=0.619, pair=0.002, adv=5.346, sprd=0.017]
Ep 050/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:16,  2.06it/s, loss=0.619, pair=0.002, adv=5.346, sprd=0.017]
Ep 050/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:16,  2.06it/s, loss=0.629, pair=0.005, adv=4.651, sprd=0.020]
Ep 050/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:09,  2.16it/s, loss=0.629, pair=0.005, adv=4.651, sprd=0.020]
Ep 050/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:09,  2.16it/s, loss=0.649, pair=0.001, adv=4.641, sprd=0.023]
Ep 050/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:16,  2.05it/s, loss=0.649, pair=0.001, adv=4.641, sprd=0.023]
Ep 050/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:16,  2.05it/s, loss=0.676, pair=0.000, adv=7.483, sprd=0.026]
Ep 050/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:10,  2.14it/s, loss=0.676, pair=0.000, adv=7.483, sprd=0.026]
Ep 050/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:10,  2.14it/s, loss=0.611, pair=0.000, adv=4.581, sprd=0.016]
Ep 050/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:15,  2.06it/s, loss=0.611, pair=0.000, adv=4.581, sprd=0.016]
Ep 050/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:15,  2.06it/s, loss=0.632, pair=0.002, adv=5.577, sprd=0.021]
Ep 050/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:08,  2.16it/s, loss=0.632, pair=0.002, adv=5.577, sprd=0.021]
Ep 050/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:08,  2.16it/s, loss=0.659, pair=0.001, adv=5.707, sprd=0.023]
Ep 050/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:13,  2.06it/s, loss=0.659, pair=0.001, adv=5.707, sprd=0.023]
Ep 050/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:13,  2.06it/s, loss=0.564, pair=0.000, adv=2.908, sprd=0.017]
Ep 050/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:07,  2.16it/s, loss=0.564, pair=0.000, adv=2.908, sprd=0.017]
Ep 050/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:07,  2.16it/s, loss=0.625, pair=0.001, adv=3.958, sprd=0.017]
Ep 050/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:10,  2.10it/s, loss=0.625, pair=0.001, adv=3.958, sprd=0.017]
Ep 050/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:10,  2.10it/s, loss=0.668, pair=0.000, adv=3.588, sprd=0.027]
Ep 050/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:04,  2.19it/s, loss=0.668, pair=0.000, adv=3.588, sprd=0.027]
Ep 050/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:04,  2.19it/s, loss=0.655, pair=0.003, adv=3.739, sprd=0.024]
Ep 050/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:10,  2.08it/s, loss=0.655, pair=0.003, adv=3.739, sprd=0.024]
Ep 050/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:10,  2.08it/s, loss=0.618, pair=0.001, adv=5.530, sprd=0.020]
Ep 050/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:06,  2.15it/s, loss=0.618, pair=0.001, adv=5.530, sprd=0.020]
Ep 050/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:06,  2.15it/s, loss=0.666, pair=0.001, adv=5.429, sprd=0.026]
Ep 050/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:11,  2.05it/s, loss=0.666, pair=0.001, adv=5.429, sprd=0.026]
Ep 050/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:11,  2.05it/s, loss=0.653, pair=0.003, adv=3.988, sprd=0.023]
Ep 050/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:05,  2.15it/s, loss=0.653, pair=0.003, adv=3.988, sprd=0.023]
Ep 050/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:05,  2.15it/s, loss=0.669, pair=0.005, adv=6.187, sprd=0.028]
Ep 050/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:12,  2.03it/s, loss=0.669, pair=0.005, adv=6.187, sprd=0.028]
Ep 050/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:12,  2.03it/s, loss=0.654, pair=0.004, adv=4.230, sprd=0.017]
Ep 050/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:01,  2.20it/s, loss=0.654, pair=0.004, adv=4.230, sprd=0.017]
Ep 050/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:01,  2.20it/s, loss=0.652, pair=0.005, adv=4.405, sprd=0.025]
Ep 050/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:17,  1.93it/s, loss=0.652, pair=0.005, adv=4.405, sprd=0.025]
Ep 050/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:17,  1.93it/s, loss=0.627, pair=0.001, adv=5.073, sprd=0.018]
Ep 050/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:07,  2.08it/s, loss=0.627, pair=0.001, adv=5.073, sprd=0.018]
Ep 050/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:07,  2.08it/s, loss=0.623, pair=0.001, adv=5.154, sprd=0.020]
Ep 050/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.623, pair=0.001, adv=5.154, sprd=0.020]
Ep 050/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.631, pair=0.000, adv=5.313, sprd=0.023]
Ep 050/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:05,  2.09it/s, loss=0.631, pair=0.000, adv=5.313, sprd=0.023]
Ep 050/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:05,  2.09it/s, loss=0.644, pair=0.003, adv=4.813, sprd=0.022]
Ep 050/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:09,  2.03it/s, loss=0.644, pair=0.003, adv=4.813, sprd=0.022]
Ep 050/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:09,  2.03it/s, loss=0.630, pair=0.000, adv=4.991, sprd=0.021]
Ep 050/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:03,  2.11it/s, loss=0.630, pair=0.000, adv=4.991, sprd=0.021]
Ep 050/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:03,  2.11it/s, loss=0.644, pair=0.000, adv=5.984, sprd=0.020]
Ep 050/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:06,  2.05it/s, loss=0.644, pair=0.000, adv=5.984, sprd=0.020]
Ep 050/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:06,  2.05it/s, loss=0.633, pair=0.000, adv=5.363, sprd=0.018]
Ep 050/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<01:58,  2.18it/s, loss=0.633, pair=0.000, adv=5.363, sprd=0.018]
Ep 050/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<01:58,  2.18it/s, loss=0.649, pair=0.000, adv=5.026, sprd=0.024]
Ep 050/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:06,  2.05it/s, loss=0.649, pair=0.000, adv=5.026, sprd=0.024]
Ep 050/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:06,  2.05it/s, loss=0.630, pair=0.000, adv=5.704, sprd=0.021]
Ep 050/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:01,  2.12it/s, loss=0.630, pair=0.000, adv=5.704, sprd=0.021]
Ep 050/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:01,  2.12it/s, loss=0.628, pair=0.002, adv=4.523, sprd=0.023]
Ep 050/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:07,  2.01it/s, loss=0.628, pair=0.002, adv=4.523, sprd=0.023]
Ep 050/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:07,  2.01it/s, loss=0.659, pair=0.001, adv=4.166, sprd=0.029]
Ep 050/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:01,  2.10it/s, loss=0.659, pair=0.001, adv=4.166, sprd=0.029]
Ep 050/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:01,  2.10it/s, loss=0.658, pair=0.000, adv=5.123, sprd=0.022]
Ep 050/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.03it/s, loss=0.658, pair=0.000, adv=5.123, sprd=0.022]
Ep 050/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.03it/s, loss=0.613, pair=0.002, adv=4.551, sprd=0.019]
Ep 050/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:58,  2.13it/s, loss=0.613, pair=0.002, adv=4.551, sprd=0.019]
Ep 050/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:58,  2.13it/s, loss=0.603, pair=0.000, adv=4.257, sprd=0.016]
Ep 050/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:03,  2.05it/s, loss=0.603, pair=0.000, adv=4.257, sprd=0.016]
Ep 050/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:03,  2.05it/s, loss=0.622, pair=0.000, adv=4.657, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:59,  2.10it/s, loss=0.622, pair=0.000, adv=4.657, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:59,  2.10it/s, loss=0.605, pair=0.001, adv=7.391, sprd=0.017]
Ep 050/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:11,  1.91it/s, loss=0.605, pair=0.001, adv=7.391, sprd=0.017]
Ep 050/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:11,  1.91it/s, loss=0.609, pair=0.000, adv=3.279, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<02:06,  1.97it/s, loss=0.609, pair=0.000, adv=3.279, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<02:06,  1.97it/s, loss=0.684, pair=0.000, adv=5.546, sprd=0.030]
Ep 050/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:17,  1.80it/s, loss=0.684, pair=0.000, adv=5.546, sprd=0.030]
Ep 050/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:17,  1.80it/s, loss=0.637, pair=0.000, adv=5.225, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<02:09,  1.90it/s, loss=0.637, pair=0.000, adv=5.225, sprd=0.023]
Ep 050/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<02:09,  1.90it/s, loss=0.660, pair=0.000, adv=4.612, sprd=0.024]
Ep 050/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:17,  1.79it/s, loss=0.660, pair=0.000, adv=4.612, sprd=0.024]
Ep 050/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:17,  1.79it/s, loss=0.724, pair=0.110, adv=3.713, sprd=0.030]
Ep 050/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<02:08,  1.90it/s, loss=0.724, pair=0.110, adv=3.713, sprd=0.030]
Ep 050/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<02:08,  1.90it/s, loss=0.650, pair=0.000, adv=6.748, sprd=0.025]
Ep 050/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:15,  1.80it/s, loss=0.650, pair=0.000, adv=6.748, sprd=0.025]
Ep 050/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:15,  1.80it/s, loss=0.623, pair=0.000, adv=4.259, sprd=0.013]
Ep 050/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<02:03,  1.96it/s, loss=0.623, pair=0.000, adv=4.259, sprd=0.013]
Ep 050/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<02:03,  1.96it/s, loss=0.682, pair=0.003, adv=3.731, sprd=0.029]
Ep 050/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:10,  1.85it/s, loss=0.682, pair=0.003, adv=3.731, sprd=0.029]
Ep 050/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:10,  1.85it/s, loss=0.646, pair=0.004, adv=6.961, sprd=0.024]
Ep 050/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<02:05,  1.92it/s, loss=0.646, pair=0.004, adv=6.961, sprd=0.024]
Ep 050/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<02:05,  1.92it/s, loss=0.656, pair=0.003, adv=4.943, sprd=0.026]
Ep 050/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:13,  1.79it/s, loss=0.656, pair=0.003, adv=4.943, sprd=0.026]
Ep 050/80 [S3:+sens]:  47%|▉ | 213/453 [01:47<02:13,  1.79it/s, loss=0.634, pair=0.001, adv=5.055, sprd=0.017]
Ep 050/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<02:14,  1.78it/s, loss=0.634, pair=0.001, adv=5.055, sprd=0.017]
Ep 050/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<02:14,  1.78it/s, loss=0.631, pair=0.001, adv=5.095, sprd=0.016]
Ep 050/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:18,  1.71it/s, loss=0.631, pair=0.001, adv=5.095, sprd=0.016]
Ep 050/80 [S3:+sens]:  47%|▉ | 215/453 [01:48<02:18,  1.71it/s, loss=0.639, pair=0.000, adv=4.977, sprd=0.024]
Ep 050/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:09,  1.82it/s, loss=0.639, pair=0.000, adv=4.977, sprd=0.024]
Ep 050/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:09,  1.82it/s, loss=0.633, pair=0.000, adv=4.864, sprd=0.022]
Ep 050/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<02:16,  1.73it/s, loss=0.633, pair=0.000, adv=4.864, sprd=0.022]
Ep 050/80 [S3:+sens]:  48%|▉ | 217/453 [01:49<02:16,  1.73it/s, loss=0.657, pair=0.000, adv=4.862, sprd=0.021]
Ep 050/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:06,  1.86it/s, loss=0.657, pair=0.000, adv=4.862, sprd=0.021]
Ep 050/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:06,  1.86it/s, loss=0.607, pair=0.000, adv=3.882, sprd=0.015]
Ep 050/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:10,  1.79it/s, loss=0.607, pair=0.000, adv=3.882, sprd=0.015]
Ep 050/80 [S3:+sens]:  48%|▉ | 219/453 [01:50<02:10,  1.79it/s, loss=0.614, pair=0.001, adv=4.473, sprd=0.017]
Ep 050/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<02:02,  1.91it/s, loss=0.614, pair=0.001, adv=4.473, sprd=0.017]
Ep 050/80 [S3:+sens]:  49%|▉ | 220/453 [01:51<02:02,  1.91it/s, loss=0.637, pair=0.001, adv=5.285, sprd=0.022]
Ep 050/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<02:11,  1.77it/s, loss=0.637, pair=0.001, adv=5.285, sprd=0.022]
Ep 050/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<02:11,  1.77it/s, loss=0.670, pair=0.001, adv=4.272, sprd=0.026]
Ep 050/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<02:02,  1.89it/s, loss=0.670, pair=0.001, adv=4.272, sprd=0.026]
Ep 050/80 [S3:+sens]:  49%|▉ | 222/453 [01:52<02:02,  1.89it/s, loss=0.615, pair=0.003, adv=4.867, sprd=0.017]
Ep 050/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<02:06,  1.81it/s, loss=0.615, pair=0.003, adv=4.867, sprd=0.017]
Ep 050/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<02:06,  1.81it/s, loss=0.604, pair=0.004, adv=3.176, sprd=0.021]
Ep 050/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:58,  1.94it/s, loss=0.604, pair=0.004, adv=3.176, sprd=0.021]
Ep 050/80 [S3:+sens]:  49%|▉ | 224/453 [01:53<01:58,  1.94it/s, loss=0.573, pair=0.003, adv=3.644, sprd=0.012]
Ep 050/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<02:03,  1.85it/s, loss=0.573, pair=0.003, adv=3.644, sprd=0.012]
Ep 050/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<02:03,  1.85it/s, loss=0.648, pair=0.007, adv=4.583, sprd=0.026]
Ep 050/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:57,  1.93it/s, loss=0.648, pair=0.007, adv=4.583, sprd=0.026]
Ep 050/80 [S3:+sens]:  50%|▉ | 226/453 [01:54<01:57,  1.93it/s, loss=0.704, pair=0.002, adv=4.117, sprd=0.020]
Ep 050/80 [S3:+sens]:  50%|█ | 227/453 [01:54<02:03,  1.83it/s, loss=0.704, pair=0.002, adv=4.117, sprd=0.020]
Ep 050/80 [S3:+sens]:  50%|█ | 227/453 [01:54<02:03,  1.83it/s, loss=0.706, pair=0.007, adv=4.401, sprd=0.033]
Ep 050/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:56,  1.92it/s, loss=0.706, pair=0.007, adv=4.401, sprd=0.033]
Ep 050/80 [S3:+sens]:  50%|█ | 228/453 [01:55<01:56,  1.92it/s, loss=0.651, pair=0.005, adv=4.743, sprd=0.023]
Ep 050/80 [S3:+sens]:  51%|█ | 229/453 [01:55<02:01,  1.84it/s, loss=0.651, pair=0.005, adv=4.743, sprd=0.023]
Ep 050/80 [S3:+sens]:  51%|█ | 229/453 [01:55<02:01,  1.84it/s, loss=0.638, pair=0.008, adv=5.567, sprd=0.018]
Ep 050/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:53,  1.96it/s, loss=0.638, pair=0.008, adv=5.567, sprd=0.018]
Ep 050/80 [S3:+sens]:  51%|█ | 230/453 [01:56<01:53,  1.96it/s, loss=0.630, pair=0.002, adv=5.171, sprd=0.018]
Ep 050/80 [S3:+sens]:  51%|█ | 231/453 [01:56<01:58,  1.87it/s, loss=0.630, pair=0.002, adv=5.171, sprd=0.018]
Ep 050/80 [S3:+sens]:  51%|█ | 231/453 [01:56<01:58,  1.87it/s, loss=0.676, pair=0.007, adv=3.575, sprd=0.025]
Ep 050/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:51,  1.99it/s, loss=0.676, pair=0.007, adv=3.575, sprd=0.025]
Ep 050/80 [S3:+sens]:  51%|█ | 232/453 [01:57<01:51,  1.99it/s, loss=0.656, pair=0.002, adv=3.560, sprd=0.024]
Ep 050/80 [S3:+sens]:  51%|█ | 233/453 [01:57<01:54,  1.93it/s, loss=0.656, pair=0.002, adv=3.560, sprd=0.024]
Ep 050/80 [S3:+sens]:  51%|█ | 233/453 [01:57<01:54,  1.93it/s, loss=0.615, pair=0.003, adv=4.440, sprd=0.017]
Ep 050/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:46,  2.05it/s, loss=0.615, pair=0.003, adv=4.440, sprd=0.017]
Ep 050/80 [S3:+sens]:  52%|█ | 234/453 [01:58<01:46,  2.05it/s, loss=0.633, pair=0.005, adv=4.554, sprd=0.021]
Ep 050/80 [S3:+sens]:  52%|█ | 235/453 [01:58<01:48,  2.01it/s, loss=0.633, pair=0.005, adv=4.554, sprd=0.021]
Ep 050/80 [S3:+sens]:  52%|█ | 235/453 [01:58<01:48,  2.01it/s, loss=0.616, pair=0.003, adv=5.350, sprd=0.018]
Ep 050/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:42,  2.11it/s, loss=0.616, pair=0.003, adv=5.350, sprd=0.018]
Ep 050/80 [S3:+sens]:  52%|█ | 236/453 [01:59<01:42,  2.11it/s, loss=0.653, pair=0.000, adv=5.019, sprd=0.015]
Ep 050/80 [S3:+sens]:  52%|█ | 237/453 [01:59<01:45,  2.05it/s, loss=0.653, pair=0.000, adv=5.019, sprd=0.015]
Ep 050/80 [S3:+sens]:  52%|█ | 237/453 [01:59<01:45,  2.05it/s, loss=0.682, pair=0.002, adv=4.210, sprd=0.032]
Ep 050/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:41,  2.11it/s, loss=0.682, pair=0.002, adv=4.210, sprd=0.032]
Ep 050/80 [S3:+sens]:  53%|█ | 238/453 [02:00<01:41,  2.11it/s, loss=0.612, pair=0.000, adv=5.367, sprd=0.018]
Ep 050/80 [S3:+sens]:  53%|█ | 239/453 [02:00<01:47,  2.00it/s, loss=0.612, pair=0.000, adv=5.367, sprd=0.018]
Ep 050/80 [S3:+sens]:  53%|█ | 239/453 [02:00<01:47,  2.00it/s, loss=0.649, pair=0.000, adv=6.077, sprd=0.024]
Ep 050/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:41,  2.10it/s, loss=0.649, pair=0.000, adv=6.077, sprd=0.024]
Ep 050/80 [S3:+sens]:  53%|█ | 240/453 [02:01<01:41,  2.10it/s, loss=0.636, pair=0.000, adv=5.650, sprd=0.014]
Ep 050/80 [S3:+sens]:  53%|█ | 241/453 [02:01<01:50,  1.92it/s, loss=0.636, pair=0.000, adv=5.650, sprd=0.014]
Ep 050/80 [S3:+sens]:  53%|█ | 241/453 [02:01<01:50,  1.92it/s, loss=0.630, pair=0.003, adv=4.903, sprd=0.018]
Ep 050/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:42,  2.06it/s, loss=0.630, pair=0.003, adv=4.903, sprd=0.018]
Ep 050/80 [S3:+sens]:  53%|█ | 242/453 [02:02<01:42,  2.06it/s, loss=0.636, pair=0.008, adv=3.540, sprd=0.020]
Ep 050/80 [S3:+sens]:  54%|█ | 243/453 [02:02<01:43,  2.03it/s, loss=0.636, pair=0.008, adv=3.540, sprd=0.020]
Ep 050/80 [S3:+sens]:  54%|█ | 243/453 [02:02<01:43,  2.03it/s, loss=0.601, pair=0.001, adv=5.258, sprd=0.015]
Ep 050/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:35,  2.19it/s, loss=0.601, pair=0.001, adv=5.258, sprd=0.015]
Ep 050/80 [S3:+sens]:  54%|█ | 244/453 [02:03<01:35,  2.19it/s, loss=0.665, pair=0.000, adv=4.770, sprd=0.030]
Ep 050/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:41,  2.05it/s, loss=0.665, pair=0.000, adv=4.770, sprd=0.030]
Ep 050/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:41,  2.05it/s, loss=0.609, pair=0.000, adv=5.533, sprd=0.018]
Ep 050/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:37,  2.13it/s, loss=0.609, pair=0.000, adv=5.533, sprd=0.018]
Ep 050/80 [S3:+sens]:  54%|█ | 246/453 [02:04<01:37,  2.13it/s, loss=0.700, pair=0.000, adv=3.729, sprd=0.023]
Ep 050/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:39,  2.06it/s, loss=0.700, pair=0.000, adv=3.729, sprd=0.023]
Ep 050/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:39,  2.06it/s, loss=0.635, pair=0.000, adv=4.531, sprd=0.018]
Ep 050/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:34,  2.17it/s, loss=0.635, pair=0.000, adv=4.531, sprd=0.018]
Ep 050/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:34,  2.17it/s, loss=0.621, pair=0.002, adv=7.596, sprd=0.021]
Ep 050/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:38,  2.07it/s, loss=0.621, pair=0.002, adv=7.596, sprd=0.021]
Ep 050/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:38,  2.07it/s, loss=0.653, pair=0.001, adv=6.450, sprd=0.019]
Ep 050/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:32,  2.20it/s, loss=0.653, pair=0.001, adv=6.450, sprd=0.019]
Ep 050/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:32,  2.20it/s, loss=0.625, pair=0.000, adv=5.633, sprd=0.019]
Ep 050/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:37,  2.08it/s, loss=0.625, pair=0.000, adv=5.633, sprd=0.019]
Ep 050/80 [S3:+sens]:  55%|█ | 251/453 [02:06<01:37,  2.08it/s, loss=0.615, pair=0.000, adv=5.410, sprd=0.016]
Ep 050/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:32,  2.18it/s, loss=0.615, pair=0.000, adv=5.410, sprd=0.016]
Ep 050/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:32,  2.18it/s, loss=0.644, pair=0.000, adv=4.818, sprd=0.019]
Ep 050/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:34,  2.11it/s, loss=0.644, pair=0.000, adv=4.818, sprd=0.019]
Ep 050/80 [S3:+sens]:  56%|█ | 253/453 [02:07<01:34,  2.11it/s, loss=0.620, pair=0.000, adv=5.495, sprd=0.016]
Ep 050/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:29,  2.21it/s, loss=0.620, pair=0.000, adv=5.495, sprd=0.016]
Ep 050/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:29,  2.21it/s, loss=0.629, pair=0.000, adv=5.256, sprd=0.021]
Ep 050/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:34,  2.10it/s, loss=0.629, pair=0.000, adv=5.256, sprd=0.021]
Ep 050/80 [S3:+sens]:  56%|█▏| 255/453 [02:08<01:34,  2.10it/s, loss=0.617, pair=0.000, adv=4.915, sprd=0.014]
Ep 050/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:27,  2.25it/s, loss=0.617, pair=0.000, adv=4.915, sprd=0.014]
Ep 050/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:27,  2.25it/s, loss=0.608, pair=0.000, adv=5.190, sprd=0.019]
Ep 050/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:32,  2.11it/s, loss=0.608, pair=0.000, adv=5.190, sprd=0.019]
Ep 050/80 [S3:+sens]:  57%|█▏| 257/453 [02:09<01:32,  2.11it/s, loss=0.642, pair=0.000, adv=3.649, sprd=0.021]
Ep 050/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:27,  2.23it/s, loss=0.642, pair=0.000, adv=3.649, sprd=0.021]
Ep 050/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:27,  2.23it/s, loss=0.636, pair=0.000, adv=5.654, sprd=0.018]
Ep 050/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:30,  2.15it/s, loss=0.636, pair=0.000, adv=5.654, sprd=0.018]
Ep 050/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:30,  2.15it/s, loss=0.610, pair=0.001, adv=5.173, sprd=0.018]
Ep 050/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:27,  2.21it/s, loss=0.610, pair=0.001, adv=5.173, sprd=0.018]
Ep 050/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:27,  2.21it/s, loss=0.601, pair=0.002, adv=4.897, sprd=0.016]
Ep 050/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:30,  2.13it/s, loss=0.601, pair=0.002, adv=4.897, sprd=0.016]
Ep 050/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:30,  2.13it/s, loss=0.623, pair=0.001, adv=5.019, sprd=0.018]
Ep 050/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:25,  2.23it/s, loss=0.623, pair=0.001, adv=5.019, sprd=0.018]
Ep 050/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:25,  2.23it/s, loss=0.662, pair=0.000, adv=3.743, sprd=0.024]
Ep 050/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:29,  2.13it/s, loss=0.662, pair=0.000, adv=3.743, sprd=0.024]
Ep 050/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:29,  2.13it/s, loss=0.684, pair=0.000, adv=3.692, sprd=0.031]
Ep 050/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:27,  2.17it/s, loss=0.684, pair=0.000, adv=3.692, sprd=0.031]
Ep 050/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:27,  2.17it/s, loss=0.646, pair=0.001, adv=4.681, sprd=0.024]
Ep 050/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:36,  1.94it/s, loss=0.646, pair=0.001, adv=4.681, sprd=0.024]
Ep 050/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:36,  1.94it/s, loss=0.616, pair=0.000, adv=5.007, sprd=0.019]
Ep 050/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:30,  2.06it/s, loss=0.616, pair=0.000, adv=5.007, sprd=0.019]
Ep 050/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:30,  2.06it/s, loss=0.657, pair=0.000, adv=5.011, sprd=0.023]
Ep 050/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:32,  2.01it/s, loss=0.657, pair=0.000, adv=5.011, sprd=0.023]
Ep 050/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:32,  2.01it/s, loss=0.667, pair=0.000, adv=5.310, sprd=0.024]
Ep 050/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:27,  2.12it/s, loss=0.667, pair=0.000, adv=5.310, sprd=0.024]
Ep 050/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:27,  2.12it/s, loss=0.619, pair=0.000, adv=5.315, sprd=0.017]
Ep 050/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:29,  2.05it/s, loss=0.619, pair=0.000, adv=5.315, sprd=0.017]
Ep 050/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:29,  2.05it/s, loss=0.610, pair=0.000, adv=6.116, sprd=0.017]
Ep 050/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:25,  2.15it/s, loss=0.610, pair=0.000, adv=6.116, sprd=0.017]
Ep 050/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:25,  2.15it/s, loss=0.628, pair=0.004, adv=4.572, sprd=0.015]
Ep 050/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:27,  2.09it/s, loss=0.628, pair=0.004, adv=4.572, sprd=0.015]
Ep 050/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:27,  2.09it/s, loss=0.635, pair=0.002, adv=5.321, sprd=0.020]
Ep 050/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:22,  2.18it/s, loss=0.635, pair=0.002, adv=5.321, sprd=0.020]
Ep 050/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:22,  2.18it/s, loss=0.596, pair=0.003, adv=5.354, sprd=0.015]
Ep 050/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:25,  2.11it/s, loss=0.596, pair=0.003, adv=5.354, sprd=0.015]
Ep 050/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:25,  2.11it/s, loss=0.631, pair=0.001, adv=5.707, sprd=0.017]
Ep 050/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:21,  2.21it/s, loss=0.631, pair=0.001, adv=5.707, sprd=0.017]
Ep 050/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:21,  2.21it/s, loss=0.627, pair=0.002, adv=6.334, sprd=0.014]
Ep 050/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:23,  2.13it/s, loss=0.627, pair=0.002, adv=6.334, sprd=0.014]
Ep 050/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:23,  2.13it/s, loss=0.619, pair=0.005, adv=4.021, sprd=0.016]
Ep 050/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:19,  2.21it/s, loss=0.619, pair=0.005, adv=4.021, sprd=0.016]
Ep 050/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:19,  2.21it/s, loss=0.722, pair=0.003, adv=4.491, sprd=0.027]
Ep 050/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:24,  2.09it/s, loss=0.722, pair=0.003, adv=4.491, sprd=0.027]
Ep 050/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:24,  2.09it/s, loss=0.639, pair=0.004, adv=4.931, sprd=0.020]
Ep 050/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:19,  2.19it/s, loss=0.639, pair=0.004, adv=4.931, sprd=0.020]
Ep 050/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:19,  2.19it/s, loss=0.642, pair=0.003, adv=4.395, sprd=0.028]
Ep 050/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:24,  2.06it/s, loss=0.642, pair=0.003, adv=4.395, sprd=0.028]
Ep 050/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:24,  2.06it/s, loss=0.598, pair=0.002, adv=4.819, sprd=0.017]
Ep 050/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:21,  2.14it/s, loss=0.598, pair=0.002, adv=4.819, sprd=0.017]
Ep 050/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:21,  2.14it/s, loss=0.646, pair=0.006, adv=4.839, sprd=0.025]
Ep 050/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:25,  2.01it/s, loss=0.646, pair=0.006, adv=4.839, sprd=0.025]
Ep 050/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:25,  2.01it/s, loss=0.594, pair=0.005, adv=5.088, sprd=0.015]
Ep 050/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:20,  2.13it/s, loss=0.594, pair=0.005, adv=5.088, sprd=0.015]
Ep 050/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:20,  2.13it/s, loss=0.632, pair=0.007, adv=5.000, sprd=0.018]
Ep 050/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:21,  2.08it/s, loss=0.632, pair=0.007, adv=5.000, sprd=0.018]
Ep 050/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:21,  2.08it/s, loss=0.630, pair=0.005, adv=5.793, sprd=0.020]
Ep 050/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:18,  2.17it/s, loss=0.630, pair=0.005, adv=5.793, sprd=0.020]
Ep 050/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:18,  2.17it/s, loss=0.618, pair=0.003, adv=5.443, sprd=0.017]
Ep 050/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:21,  2.05it/s, loss=0.618, pair=0.003, adv=5.443, sprd=0.017]
Ep 050/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:21,  2.05it/s, loss=0.626, pair=0.007, adv=5.339, sprd=0.019]
Ep 050/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.15it/s, loss=0.626, pair=0.007, adv=5.339, sprd=0.019]
Ep 050/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:17,  2.15it/s, loss=0.711, pair=0.005, adv=5.275, sprd=0.038]
Ep 050/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:21,  2.03it/s, loss=0.711, pair=0.005, adv=5.275, sprd=0.038]
Ep 050/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:21,  2.03it/s, loss=0.601, pair=0.005, adv=4.682, sprd=0.014]
Ep 050/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:16,  2.15it/s, loss=0.601, pair=0.005, adv=4.682, sprd=0.014]
Ep 050/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:16,  2.15it/s, loss=0.604, pair=0.006, adv=4.140, sprd=0.015]
Ep 050/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:16,  2.16it/s, loss=0.604, pair=0.006, adv=4.140, sprd=0.015]
Ep 050/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:16,  2.16it/s, loss=0.649, pair=0.003, adv=3.301, sprd=0.024]
Ep 050/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:12,  2.23it/s, loss=0.649, pair=0.003, adv=3.301, sprd=0.024]
Ep 050/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:12,  2.23it/s, loss=0.662, pair=0.002, adv=4.035, sprd=0.024]
Ep 050/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:16,  2.12it/s, loss=0.662, pair=0.002, adv=4.035, sprd=0.024]
Ep 050/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:16,  2.12it/s, loss=0.661, pair=0.001, adv=4.277, sprd=0.026]
Ep 050/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.20it/s, loss=0.661, pair=0.001, adv=4.277, sprd=0.026]
Ep 050/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:13,  2.20it/s, loss=0.618, pair=0.002, adv=5.860, sprd=0.021]
Ep 050/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:16,  2.08it/s, loss=0.618, pair=0.002, adv=5.860, sprd=0.021]
Ep 050/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:16,  2.08it/s, loss=0.665, pair=0.000, adv=5.478, sprd=0.029]
Ep 050/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:17,  2.06it/s, loss=0.665, pair=0.000, adv=5.478, sprd=0.029]
Ep 050/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:17,  2.06it/s, loss=0.660, pair=0.001, adv=4.802, sprd=0.026]
Ep 050/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:19,  1.98it/s, loss=0.660, pair=0.001, adv=4.802, sprd=0.026]
Ep 050/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:19,  1.98it/s, loss=0.642, pair=0.000, adv=5.166, sprd=0.022]
Ep 050/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:15,  2.09it/s, loss=0.642, pair=0.000, adv=5.166, sprd=0.022]
Ep 050/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:15,  2.09it/s, loss=0.618, pair=0.000, adv=5.836, sprd=0.017]
Ep 050/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:16,  2.03it/s, loss=0.618, pair=0.000, adv=5.836, sprd=0.017]
Ep 050/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:16,  2.03it/s, loss=0.651, pair=0.000, adv=5.143, sprd=0.025]
Ep 050/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.12it/s, loss=0.651, pair=0.000, adv=5.143, sprd=0.025]
Ep 050/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:13,  2.12it/s, loss=0.627, pair=0.000, adv=4.884, sprd=0.019]
Ep 050/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:15,  2.04it/s, loss=0.627, pair=0.000, adv=4.884, sprd=0.019]
Ep 050/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:15,  2.04it/s, loss=0.618, pair=0.001, adv=5.899, sprd=0.020]
Ep 050/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:12,  2.12it/s, loss=0.618, pair=0.001, adv=5.899, sprd=0.020]
Ep 050/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:12,  2.12it/s, loss=0.626, pair=0.002, adv=4.340, sprd=0.018]
Ep 050/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:13,  2.06it/s, loss=0.626, pair=0.002, adv=4.340, sprd=0.018]
Ep 050/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:13,  2.06it/s, loss=0.620, pair=0.003, adv=5.179, sprd=0.017]
Ep 050/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:09,  2.16it/s, loss=0.620, pair=0.003, adv=5.179, sprd=0.017]
Ep 050/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:09,  2.16it/s, loss=0.655, pair=0.000, adv=5.325, sprd=0.026]
Ep 050/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:17,  1.94it/s, loss=0.655, pair=0.000, adv=5.325, sprd=0.026]
Ep 050/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:17,  1.94it/s, loss=0.691, pair=0.000, adv=4.457, sprd=0.035]
Ep 050/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:15,  1.98it/s, loss=0.691, pair=0.000, adv=4.457, sprd=0.035]
Ep 050/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:15,  1.98it/s, loss=0.605, pair=0.001, adv=5.156, sprd=0.016]
Ep 050/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:19,  1.85it/s, loss=0.605, pair=0.001, adv=5.156, sprd=0.016]
Ep 050/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:19,  1.85it/s, loss=0.658, pair=0.001, adv=4.398, sprd=0.027]
Ep 050/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:16,  1.93it/s, loss=0.658, pair=0.001, adv=4.398, sprd=0.027]
Ep 050/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:16,  1.93it/s, loss=0.666, pair=0.002, adv=3.972, sprd=0.027]
Ep 050/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:19,  1.83it/s, loss=0.666, pair=0.002, adv=3.972, sprd=0.027]
Ep 050/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:19,  1.83it/s, loss=0.680, pair=0.002, adv=4.386, sprd=0.030]
Ep 050/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:15,  1.93it/s, loss=0.680, pair=0.002, adv=4.386, sprd=0.030]
Ep 050/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:15,  1.93it/s, loss=0.621, pair=0.006, adv=5.590, sprd=0.016]
Ep 050/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:18,  1.83it/s, loss=0.621, pair=0.006, adv=5.590, sprd=0.016]
Ep 050/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:18,  1.83it/s, loss=0.630, pair=0.004, adv=4.395, sprd=0.020]
Ep 050/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:13,  1.93it/s, loss=0.630, pair=0.004, adv=4.395, sprd=0.020]
Ep 050/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:13,  1.93it/s, loss=0.611, pair=0.000, adv=5.666, sprd=0.017]
Ep 050/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:19,  1.78it/s, loss=0.611, pair=0.000, adv=5.666, sprd=0.017]
Ep 050/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:19,  1.78it/s, loss=0.626, pair=0.000, adv=4.840, sprd=0.019]
Ep 050/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:14,  1.88it/s, loss=0.626, pair=0.000, adv=4.840, sprd=0.019]
Ep 050/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:14,  1.88it/s, loss=0.648, pair=0.001, adv=5.138, sprd=0.022]
Ep 050/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:19,  1.76it/s, loss=0.648, pair=0.001, adv=5.138, sprd=0.022]
Ep 050/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:19,  1.76it/s, loss=0.666, pair=0.001, adv=6.042, sprd=0.024]
Ep 050/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:13,  1.88it/s, loss=0.666, pair=0.001, adv=6.042, sprd=0.024]
Ep 050/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:13,  1.88it/s, loss=0.702, pair=0.002, adv=3.573, sprd=0.036]
Ep 050/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:18,  1.75it/s, loss=0.702, pair=0.002, adv=3.573, sprd=0.036]
Ep 050/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:18,  1.75it/s, loss=0.612, pair=0.002, adv=3.832, sprd=0.018]
Ep 050/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:12,  1.89it/s, loss=0.612, pair=0.002, adv=3.832, sprd=0.018]
Ep 050/80 [S3:+sens]:  70%|█▍| 316/453 [02:38<01:12,  1.89it/s, loss=0.653, pair=0.000, adv=4.755, sprd=0.022]
Ep 050/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:15,  1.80it/s, loss=0.653, pair=0.000, adv=4.755, sprd=0.022]
Ep 050/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:15,  1.80it/s, loss=0.602, pair=0.001, adv=6.085, sprd=0.016]
Ep 050/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:11,  1.90it/s, loss=0.602, pair=0.001, adv=6.085, sprd=0.016]
Ep 050/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:11,  1.90it/s, loss=0.682, pair=0.000, adv=4.978, sprd=0.030]
Ep 050/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:15,  1.78it/s, loss=0.682, pair=0.000, adv=4.978, sprd=0.030]
Ep 050/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:15,  1.78it/s, loss=0.564, pair=0.001, adv=2.809, sprd=0.020]
Ep 050/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:09,  1.90it/s, loss=0.564, pair=0.001, adv=2.809, sprd=0.020]
Ep 050/80 [S3:+sens]:  71%|█▍| 320/453 [02:40<01:09,  1.90it/s, loss=0.650, pair=0.000, adv=4.798, sprd=0.026]
Ep 050/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:19,  1.67it/s, loss=0.650, pair=0.000, adv=4.798, sprd=0.026]
Ep 050/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:19,  1.67it/s, loss=0.644, pair=0.000, adv=6.443, sprd=0.021]
Ep 050/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:12,  1.81it/s, loss=0.644, pair=0.000, adv=6.443, sprd=0.021]
Ep 050/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:12,  1.81it/s, loss=0.645, pair=0.004, adv=6.246, sprd=0.021]
Ep 050/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:14,  1.75it/s, loss=0.645, pair=0.004, adv=6.246, sprd=0.021]
Ep 050/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:14,  1.75it/s, loss=0.605, pair=0.005, adv=4.902, sprd=0.013]
Ep 050/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:07,  1.90it/s, loss=0.605, pair=0.005, adv=4.902, sprd=0.013]
Ep 050/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:07,  1.90it/s, loss=0.640, pair=0.003, adv=5.301, sprd=0.017]
Ep 050/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:10,  1.83it/s, loss=0.640, pair=0.003, adv=5.301, sprd=0.017]
Ep 050/80 [S3:+sens]:  72%|█▍| 325/453 [02:43<01:10,  1.83it/s, loss=0.630, pair=0.003, adv=3.775, sprd=0.018]
Ep 050/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<01:05,  1.93it/s, loss=0.630, pair=0.003, adv=3.775, sprd=0.018]
Ep 050/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<01:05,  1.93it/s, loss=0.707, pair=0.000, adv=5.138, sprd=0.024]
Ep 050/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:09,  1.82it/s, loss=0.707, pair=0.000, adv=5.138, sprd=0.024]
Ep 050/80 [S3:+sens]:  72%|█▍| 327/453 [02:44<01:09,  1.82it/s, loss=0.653, pair=0.000, adv=4.973, sprd=0.023]
Ep 050/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<01:04,  1.94it/s, loss=0.653, pair=0.000, adv=4.973, sprd=0.023]
Ep 050/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<01:04,  1.94it/s, loss=0.654, pair=0.000, adv=6.064, sprd=0.023]
Ep 050/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:08,  1.82it/s, loss=0.654, pair=0.000, adv=6.064, sprd=0.023]
Ep 050/80 [S3:+sens]:  73%|█▍| 329/453 [02:45<01:08,  1.82it/s, loss=0.580, pair=0.001, adv=6.331, sprd=0.012]
Ep 050/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<01:03,  1.93it/s, loss=0.580, pair=0.001, adv=6.331, sprd=0.012]
Ep 050/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<01:03,  1.93it/s, loss=0.619, pair=0.000, adv=5.151, sprd=0.020]
Ep 050/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<01:08,  1.79it/s, loss=0.619, pair=0.000, adv=5.151, sprd=0.020]
Ep 050/80 [S3:+sens]:  73%|█▍| 331/453 [02:46<01:08,  1.79it/s, loss=0.680, pair=0.000, adv=4.233, sprd=0.031]
Ep 050/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:03,  1.90it/s, loss=0.680, pair=0.000, adv=4.233, sprd=0.031]
Ep 050/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:03,  1.90it/s, loss=0.635, pair=0.000, adv=5.040, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:04,  1.86it/s, loss=0.635, pair=0.000, adv=5.040, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 333/453 [02:47<01:04,  1.86it/s, loss=0.639, pair=0.000, adv=5.311, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<00:59,  2.00it/s, loss=0.639, pair=0.000, adv=5.311, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<00:59,  2.00it/s, loss=0.645, pair=0.001, adv=6.357, sprd=0.024]
Ep 050/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<01:01,  1.93it/s, loss=0.645, pair=0.001, adv=6.357, sprd=0.024]
Ep 050/80 [S3:+sens]:  74%|█▍| 335/453 [02:48<01:01,  1.93it/s, loss=0.628, pair=0.000, adv=3.567, sprd=0.019]
Ep 050/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:56,  2.06it/s, loss=0.628, pair=0.000, adv=3.567, sprd=0.019]
Ep 050/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:56,  2.06it/s, loss=0.652, pair=0.000, adv=5.650, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:57,  2.01it/s, loss=0.652, pair=0.000, adv=5.650, sprd=0.022]
Ep 050/80 [S3:+sens]:  74%|█▍| 337/453 [02:49<00:57,  2.01it/s, loss=0.606, pair=0.000, adv=4.514, sprd=0.013]
Ep 050/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<00:53,  2.14it/s, loss=0.606, pair=0.000, adv=4.514, sprd=0.013]
Ep 050/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<00:53,  2.14it/s, loss=0.645, pair=0.002, adv=4.973, sprd=0.024]
Ep 050/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<00:55,  2.07it/s, loss=0.645, pair=0.002, adv=4.973, sprd=0.024]
Ep 050/80 [S3:+sens]:  75%|█▍| 339/453 [02:50<00:55,  2.07it/s, loss=0.629, pair=0.002, adv=4.459, sprd=0.020]
Ep 050/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:52,  2.16it/s, loss=0.629, pair=0.002, adv=4.459, sprd=0.020]
Ep 050/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:52,  2.16it/s, loss=0.665, pair=0.006, adv=5.196, sprd=0.024]
Ep 050/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:54,  2.06it/s, loss=0.665, pair=0.006, adv=5.196, sprd=0.024]
Ep 050/80 [S3:+sens]:  75%|█▌| 341/453 [02:51<00:54,  2.06it/s, loss=0.632, pair=0.002, adv=5.121, sprd=0.019]
Ep 050/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:51,  2.16it/s, loss=0.632, pair=0.002, adv=5.121, sprd=0.019]
Ep 050/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:51,  2.16it/s, loss=0.631, pair=0.005, adv=4.909, sprd=0.018]
Ep 050/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:53,  2.07it/s, loss=0.631, pair=0.005, adv=4.909, sprd=0.018]
Ep 050/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:53,  2.07it/s, loss=0.665, pair=0.007, adv=5.284, sprd=0.029]
Ep 050/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:51,  2.14it/s, loss=0.665, pair=0.007, adv=5.284, sprd=0.029]
Ep 050/80 [S3:+sens]:  76%|█▌| 344/453 [02:52<00:51,  2.14it/s, loss=0.600, pair=0.005, adv=5.413, sprd=0.018]
Ep 050/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:52,  2.04it/s, loss=0.600, pair=0.005, adv=5.413, sprd=0.018]
Ep 050/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:52,  2.04it/s, loss=0.628, pair=0.003, adv=4.700, sprd=0.020]
Ep 050/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:50,  2.13it/s, loss=0.628, pair=0.003, adv=4.700, sprd=0.020]
Ep 050/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:50,  2.13it/s, loss=0.652, pair=0.006, adv=5.785, sprd=0.022]
Ep 050/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:51,  2.06it/s, loss=0.652, pair=0.006, adv=5.785, sprd=0.022]
Ep 050/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:51,  2.06it/s, loss=0.643, pair=0.004, adv=3.309, sprd=0.023]
Ep 050/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:48,  2.18it/s, loss=0.643, pair=0.004, adv=3.309, sprd=0.023]
Ep 050/80 [S3:+sens]:  77%|█▌| 348/453 [02:54<00:48,  2.18it/s, loss=0.655, pair=0.002, adv=4.039, sprd=0.023]
Ep 050/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:49,  2.08it/s, loss=0.655, pair=0.002, adv=4.039, sprd=0.023]
Ep 050/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:49,  2.08it/s, loss=0.631, pair=0.005, adv=4.956, sprd=0.021]
Ep 050/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:50,  2.03it/s, loss=0.631, pair=0.005, adv=4.956, sprd=0.021]
Ep 050/80 [S3:+sens]:  77%|█▌| 350/453 [02:55<00:50,  2.03it/s, loss=0.669, pair=0.004, adv=5.441, sprd=0.024]
Ep 050/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:51,  1.98it/s, loss=0.669, pair=0.004, adv=5.441, sprd=0.024]
Ep 050/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:51,  1.98it/s, loss=0.626, pair=0.004, adv=5.376, sprd=0.021]
Ep 050/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:48,  2.08it/s, loss=0.626, pair=0.004, adv=5.376, sprd=0.021]
Ep 050/80 [S3:+sens]:  78%|█▌| 352/453 [02:56<00:48,  2.08it/s, loss=0.618, pair=0.010, adv=6.554, sprd=0.021]
Ep 050/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:50,  1.99it/s, loss=0.618, pair=0.010, adv=6.554, sprd=0.021]
Ep 050/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:50,  1.99it/s, loss=0.644, pair=0.001, adv=5.805, sprd=0.020]
Ep 050/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:47,  2.10it/s, loss=0.644, pair=0.001, adv=5.805, sprd=0.020]
Ep 050/80 [S3:+sens]:  78%|█▌| 354/453 [02:57<00:47,  2.10it/s, loss=0.673, pair=0.002, adv=5.583, sprd=0.024]
Ep 050/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:48,  2.04it/s, loss=0.673, pair=0.002, adv=5.583, sprd=0.024]
Ep 050/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:48,  2.04it/s, loss=0.641, pair=0.001, adv=7.055, sprd=0.024]
Ep 050/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:45,  2.11it/s, loss=0.641, pair=0.001, adv=7.055, sprd=0.024]
Ep 050/80 [S3:+sens]:  79%|█▌| 356/453 [02:58<00:45,  2.11it/s, loss=0.637, pair=0.001, adv=4.018, sprd=0.021]
Ep 050/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:47,  2.03it/s, loss=0.637, pair=0.001, adv=4.018, sprd=0.021]
Ep 050/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:47,  2.03it/s, loss=0.602, pair=0.000, adv=5.731, sprd=0.015]
Ep 050/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:44,  2.14it/s, loss=0.602, pair=0.000, adv=5.731, sprd=0.015]
Ep 050/80 [S3:+sens]:  79%|█▌| 358/453 [02:59<00:44,  2.14it/s, loss=0.641, pair=0.001, adv=3.502, sprd=0.020]
Ep 050/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.08it/s, loss=0.641, pair=0.001, adv=3.502, sprd=0.020]
Ep 050/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.08it/s, loss=0.630, pair=0.001, adv=5.111, sprd=0.021]
Ep 050/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:42,  2.17it/s, loss=0.630, pair=0.001, adv=5.111, sprd=0.021]
Ep 050/80 [S3:+sens]:  79%|█▌| 360/453 [03:00<00:42,  2.17it/s, loss=0.626, pair=0.002, adv=4.970, sprd=0.017]
Ep 050/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:44,  2.09it/s, loss=0.626, pair=0.002, adv=4.970, sprd=0.017]
Ep 050/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:44,  2.09it/s, loss=0.632, pair=0.004, adv=5.192, sprd=0.020]
Ep 050/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:42,  2.17it/s, loss=0.632, pair=0.004, adv=5.192, sprd=0.020]
Ep 050/80 [S3:+sens]:  80%|█▌| 362/453 [03:01<00:42,  2.17it/s, loss=0.652, pair=0.001, adv=5.667, sprd=0.027]
Ep 050/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:44,  2.01it/s, loss=0.652, pair=0.001, adv=5.667, sprd=0.027]
Ep 050/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:44,  2.01it/s, loss=0.643, pair=0.004, adv=6.040, sprd=0.023]
Ep 050/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:42,  2.11it/s, loss=0.643, pair=0.004, adv=6.040, sprd=0.023]
Ep 050/80 [S3:+sens]:  80%|█▌| 364/453 [03:02<00:42,  2.11it/s, loss=0.677, pair=0.003, adv=4.333, sprd=0.020]
Ep 050/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:43,  2.04it/s, loss=0.677, pair=0.003, adv=4.333, sprd=0.020]
Ep 050/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:43,  2.04it/s, loss=0.672, pair=0.006, adv=6.072, sprd=0.027]
Ep 050/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:41,  2.12it/s, loss=0.672, pair=0.006, adv=6.072, sprd=0.027]
Ep 050/80 [S3:+sens]:  81%|█▌| 366/453 [03:03<00:41,  2.12it/s, loss=0.654, pair=0.005, adv=6.393, sprd=0.024]
Ep 050/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:42,  2.01it/s, loss=0.654, pair=0.005, adv=6.393, sprd=0.024]
Ep 050/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:42,  2.01it/s, loss=0.655, pair=0.001, adv=4.770, sprd=0.026]
Ep 050/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:40,  2.09it/s, loss=0.655, pair=0.001, adv=4.770, sprd=0.026]
Ep 050/80 [S3:+sens]:  81%|█▌| 368/453 [03:04<00:40,  2.09it/s, loss=0.686, pair=0.001, adv=4.722, sprd=0.031]
Ep 050/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:41,  2.01it/s, loss=0.686, pair=0.001, adv=4.722, sprd=0.031]
Ep 050/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:41,  2.01it/s, loss=0.670, pair=0.000, adv=3.747, sprd=0.030]
Ep 050/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:39,  2.08it/s, loss=0.670, pair=0.000, adv=3.747, sprd=0.030]
Ep 050/80 [S3:+sens]:  82%|█▋| 370/453 [03:05<00:39,  2.08it/s, loss=0.626, pair=0.004, adv=5.929, sprd=0.019]
Ep 050/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:40,  2.00it/s, loss=0.626, pair=0.004, adv=5.929, sprd=0.019]
Ep 050/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:40,  2.00it/s, loss=0.637, pair=0.003, adv=5.299, sprd=0.022]
Ep 050/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:38,  2.11it/s, loss=0.637, pair=0.003, adv=5.299, sprd=0.022]
Ep 050/80 [S3:+sens]:  82%|█▋| 372/453 [03:06<00:38,  2.11it/s, loss=0.627, pair=0.008, adv=4.494, sprd=0.017]
Ep 050/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:41,  1.91it/s, loss=0.627, pair=0.008, adv=4.494, sprd=0.017]
Ep 050/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:41,  1.91it/s, loss=0.628, pair=0.000, adv=4.632, sprd=0.021]
Ep 050/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:38,  2.04it/s, loss=0.628, pair=0.000, adv=4.632, sprd=0.021]
Ep 050/80 [S3:+sens]:  83%|█▋| 374/453 [03:07<00:38,  2.04it/s, loss=0.600, pair=0.001, adv=4.032, sprd=0.013]
Ep 050/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:38,  2.02it/s, loss=0.600, pair=0.001, adv=4.032, sprd=0.013]
Ep 050/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:38,  2.02it/s, loss=0.655, pair=0.000, adv=6.050, sprd=0.025]
Ep 050/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:36,  2.11it/s, loss=0.655, pair=0.000, adv=6.050, sprd=0.025]
Ep 050/80 [S3:+sens]:  83%|█▋| 376/453 [03:08<00:36,  2.11it/s, loss=0.640, pair=0.000, adv=5.608, sprd=0.017]
Ep 050/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:37,  2.02it/s, loss=0.640, pair=0.000, adv=5.608, sprd=0.017]
Ep 050/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:37,  2.02it/s, loss=0.634, pair=0.000, adv=5.296, sprd=0.024]
Ep 050/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.10it/s, loss=0.634, pair=0.000, adv=5.296, sprd=0.024]
Ep 050/80 [S3:+sens]:  83%|█▋| 378/453 [03:09<00:35,  2.10it/s, loss=0.596, pair=0.000, adv=5.590, sprd=0.017]
Ep 050/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.01it/s, loss=0.596, pair=0.000, adv=5.590, sprd=0.017]
Ep 050/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.01it/s, loss=0.649, pair=0.000, adv=5.013, sprd=0.025]
Ep 050/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.09it/s, loss=0.649, pair=0.000, adv=5.013, sprd=0.025]
Ep 050/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.09it/s, loss=0.615, pair=0.005, adv=4.767, sprd=0.019]
Ep 050/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:35,  2.02it/s, loss=0.615, pair=0.005, adv=4.767, sprd=0.019]
Ep 050/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:35,  2.02it/s, loss=0.591, pair=0.013, adv=4.901, sprd=0.012]
Ep 050/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.15it/s, loss=0.591, pair=0.013, adv=4.901, sprd=0.012]
Ep 050/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.15it/s, loss=0.674, pair=0.000, adv=3.723, sprd=0.027]
Ep 050/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:34,  2.06it/s, loss=0.674, pair=0.000, adv=3.723, sprd=0.027]
Ep 050/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:34,  2.06it/s, loss=0.619, pair=0.001, adv=3.857, sprd=0.020]
Ep 050/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:32,  2.15it/s, loss=0.619, pair=0.001, adv=3.857, sprd=0.020]
Ep 050/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:32,  2.15it/s, loss=0.626, pair=0.000, adv=5.233, sprd=0.021]
Ep 050/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.03it/s, loss=0.626, pair=0.000, adv=5.233, sprd=0.021]
Ep 050/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:33,  2.03it/s, loss=0.584, pair=0.001, adv=4.300, sprd=0.014]
Ep 050/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.12it/s, loss=0.584, pair=0.001, adv=4.300, sprd=0.014]
Ep 050/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.12it/s, loss=0.647, pair=0.003, adv=5.804, sprd=0.020]
Ep 050/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:32,  2.04it/s, loss=0.647, pair=0.003, adv=5.804, sprd=0.020]
Ep 050/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:32,  2.04it/s, loss=0.570, pair=0.002, adv=2.835, sprd=0.020]
Ep 050/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:29,  2.17it/s, loss=0.570, pair=0.002, adv=2.835, sprd=0.020]
Ep 050/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:29,  2.17it/s, loss=0.612, pair=0.004, adv=3.663, sprd=0.013]
Ep 050/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.12it/s, loss=0.612, pair=0.004, adv=3.663, sprd=0.013]
Ep 050/80 [S3:+sens]:  86%|█▋| 389/453 [03:14<00:30,  2.12it/s, loss=0.589, pair=0.000, adv=5.485, sprd=0.016]
Ep 050/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:28,  2.19it/s, loss=0.589, pair=0.000, adv=5.485, sprd=0.016]
Ep 050/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:28,  2.19it/s, loss=0.694, pair=0.003, adv=6.284, sprd=0.022]
Ep 050/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.09it/s, loss=0.694, pair=0.003, adv=6.284, sprd=0.022]
Ep 050/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:29,  2.09it/s, loss=0.623, pair=0.003, adv=6.050, sprd=0.018]
Ep 050/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:28,  2.18it/s, loss=0.623, pair=0.003, adv=6.050, sprd=0.018]
Ep 050/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:28,  2.18it/s, loss=0.604, pair=0.002, adv=4.950, sprd=0.015]
Ep 050/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.08it/s, loss=0.604, pair=0.002, adv=4.950, sprd=0.015]
Ep 050/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:28,  2.08it/s, loss=0.641, pair=0.004, adv=4.207, sprd=0.021]
Ep 050/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.17it/s, loss=0.641, pair=0.004, adv=4.207, sprd=0.021]
Ep 050/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.17it/s, loss=0.639, pair=0.001, adv=4.019, sprd=0.023]
Ep 050/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:28,  2.05it/s, loss=0.639, pair=0.001, adv=4.019, sprd=0.023]
Ep 050/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:28,  2.05it/s, loss=0.664, pair=0.002, adv=4.334, sprd=0.025]
Ep 050/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.13it/s, loss=0.664, pair=0.002, adv=4.334, sprd=0.025]
Ep 050/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.13it/s, loss=0.766, pair=0.002, adv=4.809, sprd=0.038]
Ep 050/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:28,  2.00it/s, loss=0.766, pair=0.002, adv=4.809, sprd=0.038]
Ep 050/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:28,  2.00it/s, loss=0.658, pair=0.002, adv=4.818, sprd=0.025]
Ep 050/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:26,  2.10it/s, loss=0.658, pair=0.002, adv=4.818, sprd=0.025]
Ep 050/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:26,  2.10it/s, loss=0.600, pair=0.009, adv=5.636, sprd=0.013]
Ep 050/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.03it/s, loss=0.600, pair=0.009, adv=5.636, sprd=0.013]
Ep 050/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:26,  2.03it/s, loss=0.606, pair=0.024, adv=6.590, sprd=0.012]
Ep 050/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.16it/s, loss=0.606, pair=0.024, adv=6.590, sprd=0.012]
Ep 050/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.16it/s, loss=0.686, pair=0.004, adv=6.051, sprd=0.030]
Ep 050/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:28,  1.82it/s, loss=0.686, pair=0.004, adv=6.051, sprd=0.030]
Ep 050/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:28,  1.82it/s, loss=0.607, pair=0.001, adv=4.562, sprd=0.015]
Ep 050/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:26,  1.95it/s, loss=0.607, pair=0.001, adv=4.562, sprd=0.015]
Ep 050/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:26,  1.95it/s, loss=0.610, pair=0.002, adv=3.218, sprd=0.020]
Ep 050/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:27,  1.82it/s, loss=0.610, pair=0.002, adv=3.218, sprd=0.020]
Ep 050/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:27,  1.82it/s, loss=0.648, pair=0.005, adv=4.286, sprd=0.020]
Ep 050/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:25,  1.95it/s, loss=0.648, pair=0.005, adv=4.286, sprd=0.020]
Ep 050/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:25,  1.95it/s, loss=0.664, pair=0.006, adv=4.096, sprd=0.024]
Ep 050/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:26,  1.80it/s, loss=0.664, pair=0.006, adv=4.096, sprd=0.024]
Ep 050/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:26,  1.80it/s, loss=0.652, pair=0.003, adv=6.105, sprd=0.025]
Ep 050/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:24,  1.90it/s, loss=0.652, pair=0.003, adv=6.105, sprd=0.025]
Ep 050/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:24,  1.90it/s, loss=0.694, pair=0.002, adv=3.710, sprd=0.022]
Ep 050/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:25,  1.80it/s, loss=0.694, pair=0.002, adv=3.710, sprd=0.022]
Ep 050/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:25,  1.80it/s, loss=0.664, pair=0.002, adv=3.598, sprd=0.025]
Ep 050/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:23,  1.90it/s, loss=0.664, pair=0.002, adv=3.598, sprd=0.025]
Ep 050/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:23,  1.90it/s, loss=0.616, pair=0.000, adv=5.259, sprd=0.017]
Ep 050/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:24,  1.80it/s, loss=0.616, pair=0.000, adv=5.259, sprd=0.017]
Ep 050/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:24,  1.80it/s, loss=0.647, pair=0.001, adv=4.248, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:22,  1.93it/s, loss=0.647, pair=0.001, adv=4.248, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 410/453 [03:25<00:22,  1.93it/s, loss=0.627, pair=0.002, adv=4.979, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:23,  1.81it/s, loss=0.627, pair=0.002, adv=4.979, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:23,  1.81it/s, loss=0.634, pair=0.001, adv=4.580, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:21,  1.92it/s, loss=0.634, pair=0.001, adv=4.580, sprd=0.021]
Ep 050/80 [S3:+sens]:  91%|█▊| 412/453 [03:26<00:21,  1.92it/s, loss=0.612, pair=0.003, adv=5.143, sprd=0.016]
Ep 050/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:21,  1.85it/s, loss=0.612, pair=0.003, adv=5.143, sprd=0.016]
Ep 050/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:21,  1.85it/s, loss=0.630, pair=0.002, adv=6.503, sprd=0.020]
Ep 050/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:19,  1.95it/s, loss=0.630, pair=0.002, adv=6.503, sprd=0.020]
Ep 050/80 [S3:+sens]:  91%|█▊| 414/453 [03:27<00:19,  1.95it/s, loss=0.611, pair=0.002, adv=5.346, sprd=0.018]
Ep 050/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:21,  1.80it/s, loss=0.611, pair=0.002, adv=5.346, sprd=0.018]
Ep 050/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:21,  1.80it/s, loss=0.651, pair=0.002, adv=4.756, sprd=0.022]
Ep 050/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:19,  1.92it/s, loss=0.651, pair=0.002, adv=4.756, sprd=0.022]
Ep 050/80 [S3:+sens]:  92%|█▊| 416/453 [03:28<00:19,  1.92it/s, loss=0.638, pair=0.000, adv=7.900, sprd=0.020]
Ep 050/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:19,  1.82it/s, loss=0.638, pair=0.000, adv=7.900, sprd=0.020]
Ep 050/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:19,  1.82it/s, loss=0.615, pair=0.001, adv=3.078, sprd=0.027]
Ep 050/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:18,  1.92it/s, loss=0.615, pair=0.001, adv=3.078, sprd=0.027]
Ep 050/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:18,  1.92it/s, loss=0.644, pair=0.000, adv=4.091, sprd=0.024]
Ep 050/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:18,  1.80it/s, loss=0.644, pair=0.000, adv=4.091, sprd=0.024]
Ep 050/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:18,  1.80it/s, loss=0.665, pair=0.000, adv=5.103, sprd=0.022]
Ep 050/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:17,  1.92it/s, loss=0.665, pair=0.000, adv=5.103, sprd=0.022]
Ep 050/80 [S3:+sens]:  93%|█▊| 420/453 [03:30<00:17,  1.92it/s, loss=0.669, pair=0.001, adv=5.408, sprd=0.030]
Ep 050/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.79it/s, loss=0.669, pair=0.001, adv=5.408, sprd=0.030]
Ep 050/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.79it/s, loss=0.622, pair=0.000, adv=5.165, sprd=0.019]
Ep 050/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:16,  1.91it/s, loss=0.622, pair=0.000, adv=5.165, sprd=0.019]
Ep 050/80 [S3:+sens]:  93%|█▊| 422/453 [03:31<00:16,  1.91it/s, loss=0.648, pair=0.000, adv=4.077, sprd=0.019]
Ep 050/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.86it/s, loss=0.648, pair=0.000, adv=4.077, sprd=0.019]
Ep 050/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.86it/s, loss=1.190, pair=1.496, adv=4.689, sprd=0.027]
Ep 050/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:14,  1.95it/s, loss=1.190, pair=1.496, adv=4.689, sprd=0.027]
Ep 050/80 [S3:+sens]:  94%|█▊| 424/453 [03:32<00:14,  1.95it/s, loss=0.638, pair=0.000, adv=4.060, sprd=0.023]
Ep 050/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.86it/s, loss=0.638, pair=0.000, adv=4.060, sprd=0.023]
Ep 050/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.86it/s, loss=0.613, pair=0.000, adv=3.962, sprd=0.017]
Ep 050/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:13,  1.98it/s, loss=0.613, pair=0.000, adv=3.962, sprd=0.017]
Ep 050/80 [S3:+sens]:  94%|█▉| 426/453 [03:33<00:13,  1.98it/s, loss=0.641, pair=0.000, adv=4.424, sprd=0.022]
Ep 050/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.86it/s, loss=0.641, pair=0.000, adv=4.424, sprd=0.022]
Ep 050/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.86it/s, loss=0.656, pair=0.001, adv=4.480, sprd=0.024]
Ep 050/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:12,  1.96it/s, loss=0.656, pair=0.001, adv=4.480, sprd=0.024]
Ep 050/80 [S3:+sens]:  94%|█▉| 428/453 [03:34<00:12,  1.96it/s, loss=0.621, pair=0.000, adv=3.884, sprd=0.021]
Ep 050/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:13,  1.75it/s, loss=0.621, pair=0.000, adv=3.884, sprd=0.021]
Ep 050/80 [S3:+sens]:  95%|█▉| 429/453 [03:35<00:13,  1.75it/s, loss=0.648, pair=0.001, adv=4.610, sprd=0.022]
Ep 050/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:12,  1.91it/s, loss=0.648, pair=0.001, adv=4.610, sprd=0.022]
Ep 050/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:12,  1.91it/s, loss=0.603, pair=0.002, adv=4.743, sprd=0.013]
Ep 050/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:11,  1.94it/s, loss=0.603, pair=0.002, adv=4.743, sprd=0.013]
Ep 050/80 [S3:+sens]:  95%|█▉| 431/453 [03:36<00:11,  1.94it/s, loss=0.656, pair=0.001, adv=4.994, sprd=0.023]
Ep 050/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:10,  2.07it/s, loss=0.656, pair=0.001, adv=4.994, sprd=0.023]
Ep 050/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:10,  2.07it/s, loss=0.677, pair=0.000, adv=5.747, sprd=0.028]
Ep 050/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.99it/s, loss=0.677, pair=0.000, adv=5.747, sprd=0.028]
Ep 050/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.99it/s, loss=0.657, pair=0.000, adv=6.342, sprd=0.024]
Ep 050/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:09,  2.10it/s, loss=0.657, pair=0.000, adv=6.342, sprd=0.024]
Ep 050/80 [S3:+sens]:  96%|█▉| 434/453 [03:37<00:09,  2.10it/s, loss=0.611, pair=0.001, adv=4.990, sprd=0.019]
Ep 050/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:08,  2.02it/s, loss=0.611, pair=0.001, adv=4.990, sprd=0.019]
Ep 050/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:08,  2.02it/s, loss=0.596, pair=0.005, adv=4.295, sprd=0.017]
Ep 050/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:08,  2.11it/s, loss=0.596, pair=0.005, adv=4.295, sprd=0.017]
Ep 050/80 [S3:+sens]:  96%|█▉| 436/453 [03:38<00:08,  2.11it/s, loss=0.648, pair=0.004, adv=5.058, sprd=0.024]
Ep 050/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.01it/s, loss=0.648, pair=0.004, adv=5.058, sprd=0.024]
Ep 050/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.01it/s, loss=0.641, pair=0.004, adv=5.713, sprd=0.024]
Ep 050/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:07,  2.10it/s, loss=0.641, pair=0.004, adv=5.713, sprd=0.024]
Ep 050/80 [S3:+sens]:  97%|█▉| 438/453 [03:39<00:07,  2.10it/s, loss=0.617, pair=0.001, adv=6.046, sprd=0.015]
Ep 050/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.617, pair=0.001, adv=6.046, sprd=0.015]
Ep 050/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.648, pair=0.000, adv=4.754, sprd=0.018]
Ep 050/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:05,  2.20it/s, loss=0.648, pair=0.000, adv=4.754, sprd=0.018]
Ep 050/80 [S3:+sens]:  97%|█▉| 440/453 [03:40<00:05,  2.20it/s, loss=0.661, pair=0.002, adv=5.023, sprd=0.024]
Ep 050/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.10it/s, loss=0.661, pair=0.002, adv=5.023, sprd=0.024]
Ep 050/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.10it/s, loss=0.629, pair=0.002, adv=4.380, sprd=0.021]
Ep 050/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  2.19it/s, loss=0.629, pair=0.002, adv=4.380, sprd=0.021]
Ep 050/80 [S3:+sens]:  98%|█▉| 442/453 [03:41<00:05,  2.19it/s, loss=0.637, pair=0.001, adv=5.432, sprd=0.020]
Ep 050/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.09it/s, loss=0.637, pair=0.001, adv=5.432, sprd=0.020]
Ep 050/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.09it/s, loss=0.607, pair=0.002, adv=5.056, sprd=0.018]
Ep 050/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  2.17it/s, loss=0.607, pair=0.002, adv=5.056, sprd=0.018]
Ep 050/80 [S3:+sens]:  98%|█▉| 444/453 [03:42<00:04,  2.17it/s, loss=0.706, pair=0.000, adv=4.696, sprd=0.022]
Ep 050/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:03,  2.10it/s, loss=0.706, pair=0.000, adv=4.696, sprd=0.022]
Ep 050/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:03,  2.10it/s, loss=0.625, pair=0.000, adv=5.834, sprd=0.020]
Ep 050/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  2.18it/s, loss=0.625, pair=0.000, adv=5.834, sprd=0.020]
Ep 050/80 [S3:+sens]:  98%|█▉| 446/453 [03:43<00:03,  2.18it/s, loss=0.620, pair=0.001, adv=4.453, sprd=0.021]
Ep 050/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:02,  2.06it/s, loss=0.620, pair=0.001, adv=4.453, sprd=0.021]
Ep 050/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:02,  2.06it/s, loss=0.652, pair=0.001, adv=4.295, sprd=0.024]
Ep 050/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.14it/s, loss=0.652, pair=0.001, adv=4.295, sprd=0.024]
Ep 050/80 [S3:+sens]:  99%|█▉| 448/453 [03:44<00:02,  2.14it/s, loss=0.655, pair=0.001, adv=4.358, sprd=0.022]
Ep 050/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:01,  2.07it/s, loss=0.655, pair=0.001, adv=4.358, sprd=0.022]
Ep 050/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:01,  2.07it/s, loss=0.646, pair=0.001, adv=5.410, sprd=0.024]
Ep 050/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.16it/s, loss=0.646, pair=0.001, adv=5.410, sprd=0.024]
Ep 050/80 [S3:+sens]:  99%|█▉| 450/453 [03:45<00:01,  2.16it/s, loss=0.657, pair=0.005, adv=3.353, sprd=0.017]
Ep 050/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:00,  2.13it/s, loss=0.657, pair=0.005, adv=3.353, sprd=0.017]
Ep 050/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:00,  2.13it/s, loss=0.720, pair=0.003, adv=4.264, sprd=0.040]
Ep 050/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.17it/s, loss=0.720, pair=0.003, adv=4.264, sprd=0.040]
Ep 050/80 [S3:+sens]: 100%|█▉| 452/453 [03:46<00:00,  2.17it/s, loss=0.673, pair=0.001, adv=3.781, sprd=0.029]
Ep 050/80 [S3:+sens]: 100%|██| 453/453 [03:46<00:00,  2.04it/s, loss=0.673, pair=0.001, adv=3.781, sprd=0.029]
                                                                                                              
Epoch 050/80 [S3:+sens]  loss=0.6392  mat=0.2682  sens=1.0420  pair=0.0059  adv=4.9094(rand=3.47)  deg=0.0050  orth=0.0016  spread=0.0210  q_mean=52.1  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.61e-05  226s

Ep 051/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 051/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.669, pair=0.008, adv=5.200, sprd=0.020]
Ep 051/80 [S3:+sens]:   0%|    | 1/453 [00:00<06:09,  1.22it/s, loss=0.669, pair=0.008, adv=5.200, sprd=0.020]
Ep 051/80 [S3:+sens]:   0%|    | 1/453 [00:01<06:09,  1.22it/s, loss=0.612, pair=0.004, adv=5.713, sprd=0.018]
Ep 051/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:24,  1.71it/s, loss=0.612, pair=0.004, adv=5.713, sprd=0.018]
Ep 051/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:24,  1.71it/s, loss=0.646, pair=0.003, adv=4.833, sprd=0.023]
Ep 051/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:36,  1.63it/s, loss=0.646, pair=0.003, adv=4.833, sprd=0.023]
Ep 051/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:36,  1.63it/s, loss=0.615, pair=0.006, adv=5.399, sprd=0.018]
Ep 051/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.615, pair=0.006, adv=5.399, sprd=0.018]
Ep 051/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.623, pair=0.009, adv=5.885, sprd=0.015]
Ep 051/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:04,  1.83it/s, loss=0.623, pair=0.009, adv=5.885, sprd=0.015]
Ep 051/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:04,  1.83it/s, loss=0.629, pair=0.004, adv=5.500, sprd=0.017]
Ep 051/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=0.629, pair=0.004, adv=5.500, sprd=0.017]
Ep 051/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=0.657, pair=0.003, adv=3.903, sprd=0.024]
Ep 051/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:45,  1.98it/s, loss=0.657, pair=0.003, adv=3.903, sprd=0.024]
Ep 051/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:45,  1.98it/s, loss=0.617, pair=0.005, adv=4.931, sprd=0.018]
Ep 051/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.617, pair=0.005, adv=4.931, sprd=0.018]
Ep 051/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.648, pair=0.004, adv=5.476, sprd=0.024]
Ep 051/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:41,  2.00it/s, loss=0.648, pair=0.004, adv=5.476, sprd=0.024]
Ep 051/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:41,  2.00it/s, loss=0.662, pair=0.002, adv=5.471, sprd=0.026]
Ep 051/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.10it/s, loss=0.662, pair=0.002, adv=5.471, sprd=0.026]
Ep 051/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.10it/s, loss=0.642, pair=0.001, adv=4.400, sprd=0.023]
Ep 051/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:40,  2.01it/s, loss=0.642, pair=0.001, adv=4.400, sprd=0.023]
Ep 051/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:40,  2.01it/s, loss=0.620, pair=0.002, adv=4.923, sprd=0.020]
Ep 051/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:28,  2.11it/s, loss=0.620, pair=0.002, adv=4.923, sprd=0.020]
Ep 051/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:28,  2.11it/s, loss=0.732, pair=0.004, adv=3.861, sprd=0.026]
Ep 051/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:34,  2.05it/s, loss=0.732, pair=0.004, adv=3.861, sprd=0.026]
Ep 051/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:34,  2.05it/s, loss=0.651, pair=0.002, adv=5.092, sprd=0.025]
Ep 051/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.651, pair=0.002, adv=5.092, sprd=0.025]
Ep 051/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.611, pair=0.005, adv=5.806, sprd=0.017]
Ep 051/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:36,  2.03it/s, loss=0.611, pair=0.005, adv=5.806, sprd=0.017]
Ep 051/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:36,  2.03it/s, loss=0.619, pair=0.009, adv=5.048, sprd=0.018]
Ep 051/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.12it/s, loss=0.619, pair=0.009, adv=5.048, sprd=0.018]
Ep 051/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.12it/s, loss=0.646, pair=0.009, adv=4.966, sprd=0.019]
Ep 051/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:30,  2.07it/s, loss=0.646, pair=0.009, adv=4.966, sprd=0.019]
Ep 051/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:30,  2.07it/s, loss=0.660, pair=0.003, adv=4.702, sprd=0.026]
Ep 051/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:23,  2.14it/s, loss=0.660, pair=0.003, adv=4.702, sprd=0.026]
Ep 051/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:23,  2.14it/s, loss=0.636, pair=0.003, adv=5.815, sprd=0.022]
Ep 051/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:33,  2.03it/s, loss=0.636, pair=0.003, adv=5.815, sprd=0.022]
Ep 051/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:33,  2.03it/s, loss=0.674, pair=0.003, adv=5.192, sprd=0.029]
Ep 051/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:25,  2.10it/s, loss=0.674, pair=0.003, adv=5.192, sprd=0.029]
Ep 051/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:25,  2.10it/s, loss=0.633, pair=0.007, adv=4.618, sprd=0.018]
Ep 051/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:31,  2.04it/s, loss=0.633, pair=0.007, adv=4.618, sprd=0.018]
Ep 051/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:31,  2.04it/s, loss=0.652, pair=0.002, adv=3.810, sprd=0.025]
Ep 051/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:23,  2.12it/s, loss=0.652, pair=0.002, adv=3.810, sprd=0.025]
Ep 051/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:23,  2.12it/s, loss=0.619, pair=0.000, adv=5.584, sprd=0.017]
Ep 051/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:33,  2.01it/s, loss=0.619, pair=0.000, adv=5.584, sprd=0.017]
Ep 051/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:33,  2.01it/s, loss=0.642, pair=0.001, adv=4.695, sprd=0.021]
Ep 051/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:21,  2.13it/s, loss=0.642, pair=0.001, adv=4.695, sprd=0.021]
Ep 051/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.659, pair=0.001, adv=5.342, sprd=0.024]
Ep 051/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:30,  2.04it/s, loss=0.659, pair=0.001, adv=5.342, sprd=0.024]
Ep 051/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:30,  2.04it/s, loss=0.662, pair=0.001, adv=4.944, sprd=0.026]
Ep 051/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:20,  2.13it/s, loss=0.662, pair=0.001, adv=4.944, sprd=0.026]
Ep 051/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:20,  2.13it/s, loss=0.666, pair=0.001, adv=4.770, sprd=0.027]
Ep 051/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:39,  1.94it/s, loss=0.666, pair=0.001, adv=4.770, sprd=0.027]
Ep 051/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:39,  1.94it/s, loss=0.683, pair=0.001, adv=5.113, sprd=0.030]
Ep 051/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:27,  2.04it/s, loss=0.683, pair=0.001, adv=5.113, sprd=0.030]
Ep 051/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:27,  2.04it/s, loss=0.625, pair=0.000, adv=4.805, sprd=0.021]
Ep 051/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:34,  1.98it/s, loss=0.625, pair=0.000, adv=4.805, sprd=0.021]
Ep 051/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:34,  1.98it/s, loss=0.688, pair=0.009, adv=4.664, sprd=0.028]
Ep 051/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:21,  2.10it/s, loss=0.688, pair=0.009, adv=4.664, sprd=0.028]
Ep 051/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:21,  2.10it/s, loss=0.693, pair=0.000, adv=5.082, sprd=0.031]
Ep 051/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:33,  1.98it/s, loss=0.693, pair=0.000, adv=5.082, sprd=0.031]
Ep 051/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:33,  1.98it/s, loss=0.617, pair=0.003, adv=4.894, sprd=0.017]
Ep 051/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:18,  2.12it/s, loss=0.617, pair=0.003, adv=4.894, sprd=0.017]
Ep 051/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:18,  2.12it/s, loss=0.634, pair=0.000, adv=5.666, sprd=0.023]
Ep 051/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.634, pair=0.000, adv=5.666, sprd=0.023]
Ep 051/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.644, pair=0.000, adv=5.230, sprd=0.021]
Ep 051/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:16,  2.13it/s, loss=0.644, pair=0.000, adv=5.230, sprd=0.021]
Ep 051/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:16,  2.13it/s, loss=0.591, pair=0.000, adv=3.734, sprd=0.016]
Ep 051/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.02it/s, loss=0.591, pair=0.000, adv=3.734, sprd=0.016]
Ep 051/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.02it/s, loss=0.655, pair=0.000, adv=6.135, sprd=0.024]
Ep 051/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.12it/s, loss=0.655, pair=0.000, adv=6.135, sprd=0.024]
Ep 051/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.12it/s, loss=0.615, pair=0.000, adv=4.299, sprd=0.019]
Ep 051/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.615, pair=0.000, adv=4.299, sprd=0.019]
Ep 051/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.621, pair=0.000, adv=6.006, sprd=0.020]
Ep 051/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:17,  2.10it/s, loss=0.621, pair=0.000, adv=6.006, sprd=0.020]
Ep 051/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:17,  2.10it/s, loss=0.631, pair=0.000, adv=5.303, sprd=0.018]
Ep 051/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.05it/s, loss=0.631, pair=0.000, adv=5.303, sprd=0.018]
Ep 051/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.05it/s, loss=0.607, pair=0.000, adv=5.442, sprd=0.017]
Ep 051/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.14it/s, loss=0.607, pair=0.000, adv=5.442, sprd=0.017]
Ep 051/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.14it/s, loss=0.679, pair=0.000, adv=5.925, sprd=0.019]
Ep 051/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.679, pair=0.000, adv=5.925, sprd=0.019]
Ep 051/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.630, pair=0.001, adv=6.418, sprd=0.021]
Ep 051/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.13it/s, loss=0.630, pair=0.001, adv=6.418, sprd=0.021]
Ep 051/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:12,  2.13it/s, loss=0.652, pair=0.000, adv=4.811, sprd=0.025]
Ep 051/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.02it/s, loss=0.652, pair=0.000, adv=4.811, sprd=0.025]
Ep 051/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.02it/s, loss=0.593, pair=0.000, adv=4.539, sprd=0.017]
Ep 051/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:14,  2.10it/s, loss=0.593, pair=0.000, adv=4.539, sprd=0.017]
Ep 051/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:14,  2.10it/s, loss=0.612, pair=0.000, adv=3.396, sprd=0.018]
Ep 051/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:30,  1.94it/s, loss=0.612, pair=0.000, adv=3.396, sprd=0.018]
Ep 051/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:30,  1.94it/s, loss=0.668, pair=0.001, adv=5.361, sprd=0.026]
Ep 051/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:22,  2.01it/s, loss=0.668, pair=0.001, adv=5.361, sprd=0.026]
Ep 051/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:22,  2.01it/s, loss=0.656, pair=0.000, adv=4.069, sprd=0.024]
Ep 051/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:36,  1.88it/s, loss=0.656, pair=0.000, adv=4.069, sprd=0.024]
Ep 051/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:36,  1.88it/s, loss=0.635, pair=0.003, adv=4.467, sprd=0.025]
Ep 051/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:27,  1.95it/s, loss=0.635, pair=0.003, adv=4.467, sprd=0.025]
Ep 051/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:27,  1.95it/s, loss=0.659, pair=0.000, adv=5.035, sprd=0.025]
Ep 051/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:43,  1.81it/s, loss=0.659, pair=0.000, adv=5.035, sprd=0.025]
Ep 051/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:43,  1.81it/s, loss=0.627, pair=0.006, adv=5.778, sprd=0.017]
Ep 051/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:25,  1.96it/s, loss=0.627, pair=0.006, adv=5.778, sprd=0.017]
Ep 051/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:25,  1.96it/s, loss=0.630, pair=0.000, adv=4.514, sprd=0.020]
Ep 051/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:36,  1.86it/s, loss=0.630, pair=0.000, adv=4.514, sprd=0.020]
Ep 051/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:36,  1.86it/s, loss=0.638, pair=0.000, adv=4.727, sprd=0.022]
Ep 051/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:25,  1.95it/s, loss=0.638, pair=0.000, adv=4.727, sprd=0.022]
Ep 051/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:25,  1.95it/s, loss=0.630, pair=0.000, adv=6.342, sprd=0.018]
Ep 051/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:37,  1.84it/s, loss=0.630, pair=0.000, adv=6.342, sprd=0.018]
Ep 051/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:37,  1.84it/s, loss=0.598, pair=0.000, adv=4.943, sprd=0.016]
Ep 051/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:25,  1.94it/s, loss=0.598, pair=0.000, adv=4.943, sprd=0.016]
Ep 051/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:25,  1.94it/s, loss=0.638, pair=0.000, adv=4.735, sprd=0.023]
Ep 051/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:57,  1.67it/s, loss=0.638, pair=0.000, adv=4.735, sprd=0.023]
Ep 051/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:57,  1.67it/s, loss=0.646, pair=0.000, adv=4.198, sprd=0.027]
Ep 051/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:41,  1.79it/s, loss=0.646, pair=0.000, adv=4.198, sprd=0.027]
Ep 051/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:41,  1.79it/s, loss=0.594, pair=0.000, adv=4.343, sprd=0.017]
Ep 051/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:52,  1.70it/s, loss=0.594, pair=0.000, adv=4.343, sprd=0.017]
Ep 051/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:52,  1.70it/s, loss=0.660, pair=0.001, adv=4.858, sprd=0.024]
Ep 051/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:36,  1.82it/s, loss=0.660, pair=0.001, adv=4.858, sprd=0.024]
Ep 051/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:36,  1.82it/s, loss=0.734, pair=0.002, adv=5.309, sprd=0.030]
Ep 051/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:48,  1.72it/s, loss=0.734, pair=0.002, adv=5.309, sprd=0.030]
Ep 051/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:48,  1.72it/s, loss=0.674, pair=0.000, adv=4.537, sprd=0.026]
Ep 051/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:32,  1.85it/s, loss=0.674, pair=0.000, adv=4.537, sprd=0.026]
Ep 051/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:32,  1.85it/s, loss=0.665, pair=0.006, adv=3.918, sprd=0.015]
Ep 051/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:36,  1.81it/s, loss=0.665, pair=0.006, adv=3.918, sprd=0.015]
Ep 051/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:36,  1.81it/s, loss=0.663, pair=0.000, adv=5.412, sprd=0.024]
Ep 051/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:25,  1.91it/s, loss=0.663, pair=0.000, adv=5.412, sprd=0.024]
Ep 051/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:25,  1.91it/s, loss=0.603, pair=0.001, adv=5.258, sprd=0.015]
Ep 051/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:32,  1.83it/s, loss=0.603, pair=0.001, adv=5.258, sprd=0.015]
Ep 051/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:32,  1.83it/s, loss=0.629, pair=0.000, adv=5.440, sprd=0.021]
Ep 051/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:19,  1.95it/s, loss=0.629, pair=0.000, adv=5.440, sprd=0.021]
Ep 051/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:19,  1.95it/s, loss=0.630, pair=0.001, adv=5.225, sprd=0.021]
Ep 051/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:32,  1.83it/s, loss=0.630, pair=0.001, adv=5.225, sprd=0.021]
Ep 051/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:32,  1.83it/s, loss=0.684, pair=0.001, adv=5.146, sprd=0.028]
Ep 051/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:20,  1.93it/s, loss=0.684, pair=0.001, adv=5.146, sprd=0.028]
Ep 051/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<03:20,  1.93it/s, loss=0.637, pair=0.003, adv=5.348, sprd=0.023]
Ep 051/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:34,  1.80it/s, loss=0.637, pair=0.003, adv=5.348, sprd=0.023]
Ep 051/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:34,  1.80it/s, loss=0.672, pair=0.004, adv=4.232, sprd=0.028]
Ep 051/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:23,  1.90it/s, loss=0.672, pair=0.004, adv=4.232, sprd=0.028]
Ep 051/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<03:23,  1.90it/s, loss=0.649, pair=0.002, adv=4.957, sprd=0.026]
Ep 051/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:34,  1.79it/s, loss=0.649, pair=0.002, adv=4.957, sprd=0.026]
Ep 051/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:34,  1.79it/s, loss=0.630, pair=0.000, adv=5.436, sprd=0.021]
Ep 051/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:21,  1.90it/s, loss=0.630, pair=0.000, adv=5.436, sprd=0.021]
Ep 051/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<03:21,  1.90it/s, loss=0.642, pair=0.000, adv=5.138, sprd=0.016]
Ep 051/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:29,  1.82it/s, loss=0.642, pair=0.000, adv=5.138, sprd=0.016]
Ep 051/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:29,  1.82it/s, loss=0.630, pair=0.000, adv=3.533, sprd=0.019]
Ep 051/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:14,  1.95it/s, loss=0.630, pair=0.000, adv=3.533, sprd=0.019]
Ep 051/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<03:14,  1.95it/s, loss=0.598, pair=0.000, adv=5.508, sprd=0.018]
Ep 051/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:30,  1.80it/s, loss=0.598, pair=0.000, adv=5.508, sprd=0.018]
Ep 051/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:30,  1.80it/s, loss=0.633, pair=0.000, adv=5.660, sprd=0.021]
Ep 051/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:18,  1.91it/s, loss=0.633, pair=0.000, adv=5.660, sprd=0.021]
Ep 051/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<03:18,  1.91it/s, loss=0.681, pair=0.000, adv=4.941, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:21,  1.88it/s, loss=0.681, pair=0.000, adv=4.941, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:21,  1.88it/s, loss=0.621, pair=0.000, adv=5.335, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:07,  2.01it/s, loss=0.621, pair=0.000, adv=5.335, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<03:07,  2.01it/s, loss=0.629, pair=0.000, adv=4.600, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:09,  1.98it/s, loss=0.629, pair=0.000, adv=4.600, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:09,  1.98it/s, loss=0.630, pair=0.002, adv=5.975, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:58,  2.10it/s, loss=0.630, pair=0.002, adv=5.975, sprd=0.020]
Ep 051/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<02:58,  2.10it/s, loss=0.705, pair=0.001, adv=4.140, sprd=0.034]
Ep 051/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:05,  2.02it/s, loss=0.705, pair=0.001, adv=4.140, sprd=0.034]
Ep 051/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:05,  2.02it/s, loss=0.602, pair=0.000, adv=4.705, sprd=0.015]
Ep 051/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:53,  2.15it/s, loss=0.602, pair=0.000, adv=4.705, sprd=0.015]
Ep 051/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<02:53,  2.15it/s, loss=0.625, pair=0.000, adv=5.376, sprd=0.020]
Ep 051/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:00,  2.06it/s, loss=0.625, pair=0.000, adv=5.376, sprd=0.020]
Ep 051/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:00,  2.06it/s, loss=0.636, pair=0.000, adv=3.650, sprd=0.021]
Ep 051/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:52,  2.15it/s, loss=0.636, pair=0.000, adv=3.650, sprd=0.021]
Ep 051/80 [S3:+sens]:  18%|▌  | 82/453 [00:42<02:52,  2.15it/s, loss=0.632, pair=0.000, adv=4.834, sprd=0.021]
Ep 051/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:12,  1.93it/s, loss=0.632, pair=0.000, adv=4.834, sprd=0.021]
Ep 051/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:12,  1.93it/s, loss=0.636, pair=0.000, adv=5.839, sprd=0.018]
Ep 051/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:55,  2.10it/s, loss=0.636, pair=0.000, adv=5.839, sprd=0.018]
Ep 051/80 [S3:+sens]:  19%|▌  | 84/453 [00:43<02:55,  2.10it/s, loss=0.658, pair=0.000, adv=4.760, sprd=0.025]
Ep 051/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:02,  2.02it/s, loss=0.658, pair=0.000, adv=4.760, sprd=0.025]
Ep 051/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:02,  2.02it/s, loss=0.664, pair=0.003, adv=5.023, sprd=0.025]
Ep 051/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:53,  2.12it/s, loss=0.664, pair=0.003, adv=5.023, sprd=0.025]
Ep 051/80 [S3:+sens]:  19%|▌  | 86/453 [00:44<02:53,  2.12it/s, loss=0.629, pair=0.000, adv=4.039, sprd=0.020]
Ep 051/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:56,  2.07it/s, loss=0.629, pair=0.000, adv=4.039, sprd=0.020]
Ep 051/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:56,  2.07it/s, loss=0.631, pair=0.000, adv=3.750, sprd=0.021]
Ep 051/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.631, pair=0.000, adv=3.750, sprd=0.021]
Ep 051/80 [S3:+sens]:  19%|▌  | 88/453 [00:45<02:48,  2.17it/s, loss=0.642, pair=0.000, adv=3.283, sprd=0.025]
Ep 051/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:54,  2.08it/s, loss=0.642, pair=0.000, adv=3.283, sprd=0.025]
Ep 051/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:54,  2.08it/s, loss=0.615, pair=0.003, adv=5.106, sprd=0.018]
Ep 051/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:47,  2.17it/s, loss=0.615, pair=0.003, adv=5.106, sprd=0.018]
Ep 051/80 [S3:+sens]:  20%|▌  | 90/453 [00:46<02:47,  2.17it/s, loss=0.653, pair=0.000, adv=6.054, sprd=0.021]
Ep 051/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:53,  2.08it/s, loss=0.653, pair=0.000, adv=6.054, sprd=0.021]
Ep 051/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:53,  2.08it/s, loss=0.621, pair=0.000, adv=4.955, sprd=0.019]
Ep 051/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:46,  2.17it/s, loss=0.621, pair=0.000, adv=4.955, sprd=0.019]
Ep 051/80 [S3:+sens]:  20%|▌  | 92/453 [00:47<02:46,  2.17it/s, loss=0.620, pair=0.000, adv=5.462, sprd=0.021]
Ep 051/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:56,  2.04it/s, loss=0.620, pair=0.000, adv=5.462, sprd=0.021]
Ep 051/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:56,  2.04it/s, loss=0.645, pair=0.001, adv=4.396, sprd=0.022]
Ep 051/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:47,  2.14it/s, loss=0.645, pair=0.001, adv=4.396, sprd=0.022]
Ep 051/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:47,  2.14it/s, loss=0.670, pair=0.001, adv=5.213, sprd=0.028]
Ep 051/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:56,  2.03it/s, loss=0.670, pair=0.001, adv=5.213, sprd=0.028]
Ep 051/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:56,  2.03it/s, loss=0.653, pair=0.002, adv=4.794, sprd=0.025]
Ep 051/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:48,  2.12it/s, loss=0.653, pair=0.002, adv=4.794, sprd=0.025]
Ep 051/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:48,  2.12it/s, loss=0.604, pair=0.002, adv=4.305, sprd=0.017]
Ep 051/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:55,  2.03it/s, loss=0.604, pair=0.002, adv=4.305, sprd=0.017]
Ep 051/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:55,  2.03it/s, loss=0.625, pair=0.001, adv=3.858, sprd=0.019]
Ep 051/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:45,  2.15it/s, loss=0.625, pair=0.001, adv=3.858, sprd=0.019]
Ep 051/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:45,  2.15it/s, loss=0.668, pair=0.003, adv=5.575, sprd=0.028]
Ep 051/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:55,  2.02it/s, loss=0.668, pair=0.003, adv=5.575, sprd=0.028]
Ep 051/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:55,  2.02it/s, loss=0.601, pair=0.000, adv=4.563, sprd=0.016]
Ep 051/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:46,  2.12it/s, loss=0.601, pair=0.000, adv=4.563, sprd=0.016]
Ep 051/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:46,  2.12it/s, loss=0.635, pair=0.002, adv=4.166, sprd=0.022]
Ep 051/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:54,  2.02it/s, loss=0.635, pair=0.002, adv=4.166, sprd=0.022]
Ep 051/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:54,  2.02it/s, loss=0.628, pair=0.000, adv=5.165, sprd=0.016]
Ep 051/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:42,  2.15it/s, loss=0.628, pair=0.000, adv=5.165, sprd=0.016]
Ep 051/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:42,  2.15it/s, loss=0.673, pair=0.002, adv=3.742, sprd=0.031]
Ep 051/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:50,  2.05it/s, loss=0.673, pair=0.002, adv=3.742, sprd=0.031]
Ep 051/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<02:50,  2.05it/s, loss=0.654, pair=0.002, adv=3.742, sprd=0.026]
Ep 051/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:43,  2.13it/s, loss=0.654, pair=0.002, adv=3.742, sprd=0.026]
Ep 051/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:43,  2.13it/s, loss=0.615, pair=0.003, adv=3.963, sprd=0.021]
Ep 051/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:52,  2.02it/s, loss=0.615, pair=0.003, adv=3.963, sprd=0.021]
Ep 051/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<02:52,  2.02it/s, loss=0.618, pair=0.002, adv=5.076, sprd=0.016]
Ep 051/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:41,  2.15it/s, loss=0.618, pair=0.002, adv=5.076, sprd=0.016]
Ep 051/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:41,  2.15it/s, loss=0.611, pair=0.002, adv=3.667, sprd=0.017]
Ep 051/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:45,  2.09it/s, loss=0.611, pair=0.002, adv=3.667, sprd=0.017]
Ep 051/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<02:45,  2.09it/s, loss=0.654, pair=0.000, adv=5.686, sprd=0.023]
Ep 051/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:38,  2.17it/s, loss=0.654, pair=0.000, adv=5.686, sprd=0.023]
Ep 051/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:38,  2.17it/s, loss=0.653, pair=0.000, adv=3.386, sprd=0.017]
Ep 051/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:46,  2.07it/s, loss=0.653, pair=0.000, adv=3.386, sprd=0.017]
Ep 051/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<02:46,  2.07it/s, loss=0.625, pair=0.000, adv=4.363, sprd=0.020]
Ep 051/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:37,  2.18it/s, loss=0.625, pair=0.000, adv=4.363, sprd=0.020]
Ep 051/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:37,  2.18it/s, loss=0.634, pair=0.000, adv=5.516, sprd=0.022]
Ep 051/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.05it/s, loss=0.634, pair=0.000, adv=5.516, sprd=0.022]
Ep 051/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<02:47,  2.05it/s, loss=0.688, pair=0.000, adv=4.779, sprd=0.029]
Ep 051/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:40,  2.13it/s, loss=0.688, pair=0.000, adv=4.779, sprd=0.029]
Ep 051/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:40,  2.13it/s, loss=0.660, pair=0.006, adv=5.743, sprd=0.019]
Ep 051/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:56,  1.93it/s, loss=0.660, pair=0.006, adv=5.743, sprd=0.019]
Ep 051/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<02:56,  1.93it/s, loss=0.649, pair=0.000, adv=5.463, sprd=0.023]
Ep 051/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:46,  2.04it/s, loss=0.649, pair=0.000, adv=5.463, sprd=0.023]
Ep 051/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:46,  2.04it/s, loss=0.637, pair=0.006, adv=5.370, sprd=0.015]
Ep 051/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:48,  2.01it/s, loss=0.637, pair=0.006, adv=5.370, sprd=0.015]
Ep 051/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<02:48,  2.01it/s, loss=0.658, pair=0.001, adv=5.115, sprd=0.023]
Ep 051/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:38,  2.12it/s, loss=0.658, pair=0.001, adv=5.115, sprd=0.023]
Ep 051/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:38,  2.12it/s, loss=0.656, pair=0.000, adv=4.258, sprd=0.025]
Ep 051/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:44,  2.04it/s, loss=0.656, pair=0.000, adv=4.258, sprd=0.025]
Ep 051/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:44,  2.04it/s, loss=0.651, pair=0.000, adv=3.848, sprd=0.022]
Ep 051/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:34,  2.17it/s, loss=0.651, pair=0.000, adv=3.848, sprd=0.022]
Ep 051/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:34,  2.17it/s, loss=0.663, pair=0.002, adv=4.371, sprd=0.024]
Ep 051/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:42,  2.05it/s, loss=0.663, pair=0.002, adv=4.371, sprd=0.024]
Ep 051/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:42,  2.05it/s, loss=0.638, pair=0.000, adv=6.436, sprd=0.017]
Ep 051/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:33,  2.18it/s, loss=0.638, pair=0.000, adv=6.436, sprd=0.017]
Ep 051/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:33,  2.18it/s, loss=0.597, pair=0.001, adv=3.627, sprd=0.017]
Ep 051/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:39,  2.08it/s, loss=0.597, pair=0.001, adv=3.627, sprd=0.017]
Ep 051/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:39,  2.08it/s, loss=0.602, pair=0.002, adv=3.347, sprd=0.017]
Ep 051/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:31,  2.19it/s, loss=0.602, pair=0.002, adv=3.347, sprd=0.017]
Ep 051/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:31,  2.19it/s, loss=0.677, pair=0.000, adv=6.371, sprd=0.031]
Ep 051/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:45,  2.00it/s, loss=0.677, pair=0.000, adv=6.371, sprd=0.031]
Ep 051/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:45,  2.00it/s, loss=0.661, pair=0.004, adv=5.214, sprd=0.025]
Ep 051/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:36,  2.11it/s, loss=0.661, pair=0.004, adv=5.214, sprd=0.025]
Ep 051/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:36,  2.11it/s, loss=0.618, pair=0.005, adv=4.612, sprd=0.019]
Ep 051/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:42,  2.01it/s, loss=0.618, pair=0.005, adv=4.612, sprd=0.019]
Ep 051/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:42,  2.01it/s, loss=0.592, pair=0.006, adv=2.860, sprd=0.022]
Ep 051/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:33,  2.13it/s, loss=0.592, pair=0.006, adv=2.860, sprd=0.022]
Ep 051/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:33,  2.13it/s, loss=0.720, pair=0.001, adv=5.943, sprd=0.027]
Ep 051/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:41,  2.02it/s, loss=0.720, pair=0.001, adv=5.943, sprd=0.027]
Ep 051/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:41,  2.02it/s, loss=0.698, pair=0.002, adv=4.672, sprd=0.032]
Ep 051/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:34,  2.11it/s, loss=0.698, pair=0.002, adv=4.672, sprd=0.032]
Ep 051/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:34,  2.11it/s, loss=0.647, pair=0.003, adv=3.902, sprd=0.022]
Ep 051/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:38,  2.04it/s, loss=0.647, pair=0.003, adv=3.902, sprd=0.022]
Ep 051/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:38,  2.04it/s, loss=0.622, pair=0.001, adv=4.982, sprd=0.020]
Ep 051/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:31,  2.13it/s, loss=0.622, pair=0.001, adv=4.982, sprd=0.020]
Ep 051/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:31,  2.13it/s, loss=0.648, pair=0.001, adv=5.089, sprd=0.025]
Ep 051/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:38,  2.03it/s, loss=0.648, pair=0.001, adv=5.089, sprd=0.025]
Ep 051/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:38,  2.03it/s, loss=0.617, pair=0.000, adv=3.288, sprd=0.021]
Ep 051/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:29,  2.15it/s, loss=0.617, pair=0.000, adv=3.288, sprd=0.021]
Ep 051/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:29,  2.15it/s, loss=0.630, pair=0.000, adv=5.946, sprd=0.020]
Ep 051/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.630, pair=0.000, adv=5.946, sprd=0.020]
Ep 051/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.644, pair=0.004, adv=5.051, sprd=0.025]
Ep 051/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:30,  2.12it/s, loss=0.644, pair=0.004, adv=5.051, sprd=0.025]
Ep 051/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:30,  2.12it/s, loss=0.658, pair=0.001, adv=4.549, sprd=0.023]
Ep 051/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:37,  2.03it/s, loss=0.658, pair=0.001, adv=4.549, sprd=0.023]
Ep 051/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:37,  2.03it/s, loss=0.649, pair=0.000, adv=5.475, sprd=0.023]
Ep 051/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:29,  2.12it/s, loss=0.649, pair=0.000, adv=5.475, sprd=0.023]
Ep 051/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:29,  2.12it/s, loss=0.638, pair=0.000, adv=3.922, sprd=0.022]
Ep 051/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:42,  1.94it/s, loss=0.638, pair=0.000, adv=3.922, sprd=0.022]
Ep 051/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:42,  1.94it/s, loss=0.647, pair=0.000, adv=4.005, sprd=0.026]
Ep 051/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:34,  2.04it/s, loss=0.647, pair=0.000, adv=4.005, sprd=0.026]
Ep 051/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:34,  2.04it/s, loss=0.722, pair=0.001, adv=6.129, sprd=0.025]
Ep 051/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:38,  1.99it/s, loss=0.722, pair=0.001, adv=6.129, sprd=0.025]
Ep 051/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:38,  1.99it/s, loss=0.661, pair=0.000, adv=5.743, sprd=0.028]
Ep 051/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:31,  2.06it/s, loss=0.661, pair=0.000, adv=5.743, sprd=0.028]
Ep 051/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:31,  2.06it/s, loss=0.629, pair=0.002, adv=5.023, sprd=0.022]
Ep 051/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:38,  1.97it/s, loss=0.629, pair=0.002, adv=5.023, sprd=0.022]
Ep 051/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:38,  1.97it/s, loss=0.624, pair=0.005, adv=5.113, sprd=0.020]
Ep 051/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:30,  2.07it/s, loss=0.624, pair=0.005, adv=5.113, sprd=0.020]
Ep 051/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:30,  2.07it/s, loss=0.654, pair=0.005, adv=3.774, sprd=0.022]
Ep 051/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:35,  1.99it/s, loss=0.654, pair=0.005, adv=3.774, sprd=0.022]
Ep 051/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:35,  1.99it/s, loss=0.623, pair=0.003, adv=4.458, sprd=0.015]
Ep 051/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:28,  2.08it/s, loss=0.623, pair=0.003, adv=4.458, sprd=0.015]
Ep 051/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:28,  2.08it/s, loss=0.620, pair=0.005, adv=5.678, sprd=0.017]
Ep 051/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:44,  1.87it/s, loss=0.620, pair=0.005, adv=5.678, sprd=0.017]
Ep 051/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:44,  1.87it/s, loss=0.674, pair=0.006, adv=5.716, sprd=0.027]
Ep 051/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:36,  1.96it/s, loss=0.674, pair=0.006, adv=5.716, sprd=0.027]
Ep 051/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:36,  1.96it/s, loss=0.620, pair=0.004, adv=6.056, sprd=0.014]
Ep 051/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:43,  1.87it/s, loss=0.620, pair=0.004, adv=6.056, sprd=0.014]
Ep 051/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:43,  1.87it/s, loss=0.604, pair=0.004, adv=5.655, sprd=0.017]
Ep 051/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:35,  1.97it/s, loss=0.604, pair=0.004, adv=5.655, sprd=0.017]
Ep 051/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:35,  1.97it/s, loss=0.596, pair=0.004, adv=3.643, sprd=0.012]
Ep 051/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:42,  1.87it/s, loss=0.596, pair=0.004, adv=3.643, sprd=0.012]
Ep 051/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:42,  1.87it/s, loss=0.670, pair=0.003, adv=4.928, sprd=0.025]
Ep 051/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:34,  1.96it/s, loss=0.670, pair=0.003, adv=4.928, sprd=0.025]
Ep 051/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:34,  1.96it/s, loss=0.611, pair=0.001, adv=5.559, sprd=0.017]
Ep 051/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:47,  1.80it/s, loss=0.611, pair=0.001, adv=5.559, sprd=0.017]
Ep 051/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:47,  1.80it/s, loss=0.665, pair=0.002, adv=4.389, sprd=0.030]
Ep 051/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:39,  1.88it/s, loss=0.665, pair=0.002, adv=4.389, sprd=0.030]
Ep 051/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:39,  1.88it/s, loss=0.604, pair=0.001, adv=4.872, sprd=0.016]
Ep 051/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:48,  1.78it/s, loss=0.604, pair=0.001, adv=4.872, sprd=0.016]
Ep 051/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:48,  1.78it/s, loss=0.647, pair=0.001, adv=4.238, sprd=0.027]
Ep 051/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:39,  1.87it/s, loss=0.647, pair=0.001, adv=4.238, sprd=0.027]
Ep 051/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:39,  1.87it/s, loss=0.647, pair=0.001, adv=4.749, sprd=0.021]
Ep 051/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:47,  1.78it/s, loss=0.647, pair=0.001, adv=4.749, sprd=0.021]
Ep 051/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:47,  1.78it/s, loss=0.655, pair=0.000, adv=6.042, sprd=0.023]
Ep 051/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:37,  1.89it/s, loss=0.655, pair=0.000, adv=6.042, sprd=0.023]
Ep 051/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:37,  1.89it/s, loss=0.622, pair=0.000, adv=4.364, sprd=0.019]
Ep 051/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:48,  1.75it/s, loss=0.622, pair=0.000, adv=4.364, sprd=0.019]
Ep 051/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:48,  1.75it/s, loss=0.609, pair=0.000, adv=5.908, sprd=0.017]
Ep 051/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:37,  1.87it/s, loss=0.609, pair=0.000, adv=5.908, sprd=0.017]
Ep 051/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:37,  1.87it/s, loss=0.647, pair=0.000, adv=5.469, sprd=0.023]
Ep 051/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:45,  1.78it/s, loss=0.647, pair=0.000, adv=5.469, sprd=0.023]
Ep 051/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:45,  1.78it/s, loss=0.632, pair=0.000, adv=5.274, sprd=0.024]
Ep 051/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:36,  1.87it/s, loss=0.632, pair=0.000, adv=5.274, sprd=0.024]
Ep 051/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:36,  1.87it/s, loss=0.629, pair=0.001, adv=5.267, sprd=0.020]
Ep 051/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:43,  1.79it/s, loss=0.629, pair=0.001, adv=5.267, sprd=0.020]
Ep 051/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:43,  1.79it/s, loss=0.682, pair=0.002, adv=5.304, sprd=0.031]
Ep 051/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:34,  1.88it/s, loss=0.682, pair=0.002, adv=5.304, sprd=0.031]
Ep 051/80 [S3:+sens]:  36%|▋ | 162/453 [01:22<02:34,  1.88it/s, loss=0.687, pair=0.001, adv=6.184, sprd=0.020]
Ep 051/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:42,  1.79it/s, loss=0.687, pair=0.001, adv=6.184, sprd=0.020]
Ep 051/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:42,  1.79it/s, loss=0.638, pair=0.000, adv=4.907, sprd=0.021]
Ep 051/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:31,  1.90it/s, loss=0.638, pair=0.000, adv=4.907, sprd=0.021]
Ep 051/80 [S3:+sens]:  36%|▋ | 164/453 [01:23<02:31,  1.90it/s, loss=0.603, pair=0.000, adv=5.548, sprd=0.016]
Ep 051/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:54,  1.65it/s, loss=0.603, pair=0.000, adv=5.548, sprd=0.016]
Ep 051/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:54,  1.65it/s, loss=0.595, pair=0.001, adv=6.003, sprd=0.012]
Ep 051/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:36,  1.84it/s, loss=0.595, pair=0.001, adv=6.003, sprd=0.012]
Ep 051/80 [S3:+sens]:  37%|▋ | 166/453 [01:24<02:36,  1.84it/s, loss=0.666, pair=0.001, adv=4.809, sprd=0.023]
Ep 051/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:42,  1.76it/s, loss=0.666, pair=0.001, adv=4.809, sprd=0.023]
Ep 051/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:42,  1.76it/s, loss=0.674, pair=0.001, adv=6.503, sprd=0.024]
Ep 051/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:31,  1.88it/s, loss=0.674, pair=0.001, adv=6.503, sprd=0.024]
Ep 051/80 [S3:+sens]:  37%|▋ | 168/453 [01:25<02:31,  1.88it/s, loss=0.633, pair=0.001, adv=5.173, sprd=0.017]
Ep 051/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:36,  1.81it/s, loss=0.633, pair=0.001, adv=5.173, sprd=0.017]
Ep 051/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:36,  1.81it/s, loss=0.653, pair=0.001, adv=4.294, sprd=0.023]
Ep 051/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:26,  1.93it/s, loss=0.653, pair=0.001, adv=4.294, sprd=0.023]
Ep 051/80 [S3:+sens]:  38%|▊ | 170/453 [01:26<02:26,  1.93it/s, loss=0.637, pair=0.004, adv=5.579, sprd=0.025]
Ep 051/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:35,  1.81it/s, loss=0.637, pair=0.004, adv=5.579, sprd=0.025]
Ep 051/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:35,  1.81it/s, loss=0.631, pair=0.004, adv=5.624, sprd=0.018]
Ep 051/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:24,  1.95it/s, loss=0.631, pair=0.004, adv=5.624, sprd=0.018]
Ep 051/80 [S3:+sens]:  38%|▊ | 172/453 [01:27<02:24,  1.95it/s, loss=0.589, pair=0.003, adv=4.525, sprd=0.010]
Ep 051/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:30,  1.87it/s, loss=0.589, pair=0.003, adv=4.525, sprd=0.010]
Ep 051/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:30,  1.87it/s, loss=0.608, pair=0.005, adv=5.154, sprd=0.019]
Ep 051/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:19,  2.00it/s, loss=0.608, pair=0.005, adv=5.154, sprd=0.019]
Ep 051/80 [S3:+sens]:  38%|▊ | 174/453 [01:28<02:19,  2.00it/s, loss=0.654, pair=0.001, adv=5.676, sprd=0.026]
Ep 051/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:21,  1.96it/s, loss=0.654, pair=0.001, adv=5.676, sprd=0.026]
Ep 051/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:21,  1.96it/s, loss=0.641, pair=0.001, adv=5.637, sprd=0.019]
Ep 051/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:12,  2.09it/s, loss=0.641, pair=0.001, adv=5.637, sprd=0.019]
Ep 051/80 [S3:+sens]:  39%|▊ | 176/453 [01:29<02:12,  2.09it/s, loss=0.605, pair=0.001, adv=4.997, sprd=0.015]
Ep 051/80 [S3:+sens]:  39%|▊ | 177/453 [01:29<02:15,  2.04it/s, loss=0.605, pair=0.001, adv=4.997, sprd=0.015]
Ep 051/80 [S3:+sens]:  39%|▊ | 177/453 [01:29<02:15,  2.04it/s, loss=0.647, pair=0.000, adv=4.702, sprd=0.025]
Ep 051/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:09,  2.13it/s, loss=0.647, pair=0.000, adv=4.702, sprd=0.025]
Ep 051/80 [S3:+sens]:  39%|▊ | 178/453 [01:30<02:09,  2.13it/s, loss=0.591, pair=0.003, adv=4.989, sprd=0.014]
Ep 051/80 [S3:+sens]:  40%|▊ | 179/453 [01:30<02:14,  2.04it/s, loss=0.591, pair=0.003, adv=4.989, sprd=0.014]
Ep 051/80 [S3:+sens]:  40%|▊ | 179/453 [01:30<02:14,  2.04it/s, loss=0.667, pair=0.000, adv=5.252, sprd=0.023]
Ep 051/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:06,  2.16it/s, loss=0.667, pair=0.000, adv=5.252, sprd=0.023]
Ep 051/80 [S3:+sens]:  40%|▊ | 180/453 [01:31<02:06,  2.16it/s, loss=0.608, pair=0.000, adv=4.572, sprd=0.017]
Ep 051/80 [S3:+sens]:  40%|▊ | 181/453 [01:31<02:12,  2.05it/s, loss=0.608, pair=0.000, adv=4.572, sprd=0.017]
Ep 051/80 [S3:+sens]:  40%|▊ | 181/453 [01:31<02:12,  2.05it/s, loss=0.609, pair=0.000, adv=4.258, sprd=0.016]
Ep 051/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:05,  2.16it/s, loss=0.609, pair=0.000, adv=4.258, sprd=0.016]
Ep 051/80 [S3:+sens]:  40%|▊ | 182/453 [01:32<02:05,  2.16it/s, loss=0.652, pair=0.001, adv=4.057, sprd=0.026]
Ep 051/80 [S3:+sens]:  40%|▊ | 183/453 [01:32<02:11,  2.06it/s, loss=0.652, pair=0.001, adv=4.057, sprd=0.026]
Ep 051/80 [S3:+sens]:  40%|▊ | 183/453 [01:32<02:11,  2.06it/s, loss=0.607, pair=0.000, adv=5.127, sprd=0.019]
Ep 051/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:06,  2.13it/s, loss=0.607, pair=0.000, adv=5.127, sprd=0.019]
Ep 051/80 [S3:+sens]:  41%|▊ | 184/453 [01:33<02:06,  2.13it/s, loss=0.649, pair=0.001, adv=5.981, sprd=0.025]
Ep 051/80 [S3:+sens]:  41%|▊ | 185/453 [01:33<02:13,  2.00it/s, loss=0.649, pair=0.001, adv=5.981, sprd=0.025]
Ep 051/80 [S3:+sens]:  41%|▊ | 185/453 [01:33<02:13,  2.00it/s, loss=0.678, pair=0.115, adv=5.356, sprd=0.021]
Ep 051/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:05,  2.13it/s, loss=0.678, pair=0.115, adv=5.356, sprd=0.021]
Ep 051/80 [S3:+sens]:  41%|▊ | 186/453 [01:34<02:05,  2.13it/s, loss=0.588, pair=0.004, adv=5.500, sprd=0.013]
Ep 051/80 [S3:+sens]:  41%|▊ | 187/453 [01:34<02:09,  2.06it/s, loss=0.588, pair=0.004, adv=5.500, sprd=0.013]
Ep 051/80 [S3:+sens]:  41%|▊ | 187/453 [01:34<02:09,  2.06it/s, loss=0.610, pair=0.005, adv=4.151, sprd=0.019]
Ep 051/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:02,  2.16it/s, loss=0.610, pair=0.005, adv=4.151, sprd=0.019]
Ep 051/80 [S3:+sens]:  42%|▊ | 188/453 [01:35<02:02,  2.16it/s, loss=0.608, pair=0.002, adv=5.432, sprd=0.018]
Ep 051/80 [S3:+sens]:  42%|▊ | 189/453 [01:35<02:07,  2.07it/s, loss=0.608, pair=0.002, adv=5.432, sprd=0.018]
Ep 051/80 [S3:+sens]:  42%|▊ | 189/453 [01:35<02:07,  2.07it/s, loss=0.623, pair=0.001, adv=5.253, sprd=0.016]
Ep 051/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:00,  2.18it/s, loss=0.623, pair=0.001, adv=5.253, sprd=0.016]
Ep 051/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:00,  2.18it/s, loss=0.621, pair=0.000, adv=5.075, sprd=0.016]
Ep 051/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:04,  2.10it/s, loss=0.621, pair=0.000, adv=5.075, sprd=0.016]
Ep 051/80 [S3:+sens]:  42%|▊ | 191/453 [01:36<02:04,  2.10it/s, loss=0.634, pair=0.000, adv=4.780, sprd=0.018]
Ep 051/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<01:58,  2.20it/s, loss=0.634, pair=0.000, adv=4.780, sprd=0.018]
Ep 051/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<01:58,  2.20it/s, loss=0.694, pair=0.000, adv=5.240, sprd=0.035]
Ep 051/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:12,  1.96it/s, loss=0.694, pair=0.000, adv=5.240, sprd=0.035]
Ep 051/80 [S3:+sens]:  43%|▊ | 193/453 [01:37<02:12,  1.96it/s, loss=0.636, pair=0.000, adv=4.869, sprd=0.021]
Ep 051/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:03,  2.11it/s, loss=0.636, pair=0.000, adv=4.869, sprd=0.021]
Ep 051/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:03,  2.11it/s, loss=0.671, pair=0.000, adv=4.989, sprd=0.024]
Ep 051/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:06,  2.04it/s, loss=0.671, pair=0.000, adv=4.989, sprd=0.024]
Ep 051/80 [S3:+sens]:  43%|▊ | 195/453 [01:38<02:06,  2.04it/s, loss=0.650, pair=0.006, adv=5.408, sprd=0.027]
Ep 051/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:01,  2.11it/s, loss=0.650, pair=0.006, adv=5.408, sprd=0.027]
Ep 051/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:01,  2.11it/s, loss=0.639, pair=0.000, adv=4.804, sprd=0.022]
Ep 051/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:05,  2.04it/s, loss=0.639, pair=0.000, adv=4.804, sprd=0.022]
Ep 051/80 [S3:+sens]:  43%|▊ | 197/453 [01:39<02:05,  2.04it/s, loss=0.646, pair=0.000, adv=4.264, sprd=0.024]
Ep 051/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:00,  2.12it/s, loss=0.646, pair=0.000, adv=4.264, sprd=0.024]
Ep 051/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:00,  2.12it/s, loss=0.612, pair=0.002, adv=5.630, sprd=0.017]
Ep 051/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:03,  2.06it/s, loss=0.612, pair=0.002, adv=5.630, sprd=0.017]
Ep 051/80 [S3:+sens]:  44%|▉ | 199/453 [01:40<02:03,  2.06it/s, loss=0.591, pair=0.003, adv=5.566, sprd=0.013]
Ep 051/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:56,  2.17it/s, loss=0.591, pair=0.003, adv=5.566, sprd=0.013]
Ep 051/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:56,  2.17it/s, loss=0.603, pair=0.005, adv=4.765, sprd=0.014]
Ep 051/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:00,  2.09it/s, loss=0.603, pair=0.005, adv=4.765, sprd=0.014]
Ep 051/80 [S3:+sens]:  44%|▉ | 201/453 [01:41<02:00,  2.09it/s, loss=0.623, pair=0.004, adv=6.040, sprd=0.018]
Ep 051/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:54,  2.18it/s, loss=0.623, pair=0.004, adv=6.040, sprd=0.018]
Ep 051/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:54,  2.18it/s, loss=0.594, pair=0.002, adv=4.360, sprd=0.015]
Ep 051/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:59,  2.10it/s, loss=0.594, pair=0.002, adv=4.360, sprd=0.015]
Ep 051/80 [S3:+sens]:  45%|▉ | 203/453 [01:42<01:59,  2.10it/s, loss=0.626, pair=0.000, adv=4.485, sprd=0.016]
Ep 051/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:52,  2.21it/s, loss=0.626, pair=0.000, adv=4.485, sprd=0.016]
Ep 051/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:52,  2.21it/s, loss=0.621, pair=0.000, adv=4.823, sprd=0.017]
Ep 051/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<01:56,  2.12it/s, loss=0.621, pair=0.000, adv=4.823, sprd=0.017]
Ep 051/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<01:56,  2.12it/s, loss=0.621, pair=0.000, adv=5.083, sprd=0.015]
Ep 051/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:50,  2.23it/s, loss=0.621, pair=0.000, adv=5.083, sprd=0.015]
Ep 051/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:50,  2.23it/s, loss=0.607, pair=0.000, adv=4.662, sprd=0.019]
Ep 051/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:58,  2.07it/s, loss=0.607, pair=0.000, adv=4.662, sprd=0.019]
Ep 051/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<01:58,  2.07it/s, loss=0.663, pair=0.000, adv=5.598, sprd=0.030]
Ep 051/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:55,  2.13it/s, loss=0.663, pair=0.000, adv=5.598, sprd=0.030]
Ep 051/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<01:55,  2.13it/s, loss=0.659, pair=0.000, adv=5.223, sprd=0.025]
Ep 051/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:00,  2.02it/s, loss=0.659, pair=0.000, adv=5.223, sprd=0.025]
Ep 051/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:00,  2.02it/s, loss=0.679, pair=0.001, adv=5.361, sprd=0.031]
Ep 051/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:55,  2.10it/s, loss=0.679, pair=0.001, adv=5.361, sprd=0.031]
Ep 051/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<01:55,  2.10it/s, loss=0.632, pair=0.002, adv=4.284, sprd=0.020]
Ep 051/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:59,  2.02it/s, loss=0.632, pair=0.002, adv=4.284, sprd=0.020]
Ep 051/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:59,  2.02it/s, loss=0.607, pair=0.004, adv=5.067, sprd=0.015]
Ep 051/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:52,  2.15it/s, loss=0.607, pair=0.004, adv=5.067, sprd=0.015]
Ep 051/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<01:52,  2.15it/s, loss=0.624, pair=0.003, adv=5.652, sprd=0.021]
Ep 051/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:58,  2.02it/s, loss=0.624, pair=0.003, adv=5.652, sprd=0.021]
Ep 051/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:58,  2.02it/s, loss=0.649, pair=0.002, adv=4.878, sprd=0.026]
Ep 051/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:53,  2.11it/s, loss=0.649, pair=0.002, adv=4.878, sprd=0.026]
Ep 051/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<01:53,  2.11it/s, loss=0.629, pair=0.001, adv=6.509, sprd=0.019]
Ep 051/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:58,  2.02it/s, loss=0.629, pair=0.001, adv=6.509, sprd=0.019]
Ep 051/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:58,  2.02it/s, loss=0.639, pair=0.003, adv=4.412, sprd=0.021]
Ep 051/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:51,  2.13it/s, loss=0.639, pair=0.003, adv=4.412, sprd=0.021]
Ep 051/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<01:51,  2.13it/s, loss=0.599, pair=0.002, adv=4.306, sprd=0.013]
Ep 051/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:53,  2.08it/s, loss=0.599, pair=0.002, adv=4.306, sprd=0.013]
Ep 051/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:53,  2.08it/s, loss=0.638, pair=0.002, adv=4.752, sprd=0.025]
Ep 051/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:50,  2.14it/s, loss=0.638, pair=0.002, adv=4.752, sprd=0.025]
Ep 051/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<01:50,  2.14it/s, loss=0.628, pair=0.001, adv=5.642, sprd=0.015]
Ep 051/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:50,  2.12it/s, loss=0.628, pair=0.001, adv=5.642, sprd=0.015]
Ep 051/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:50,  2.12it/s, loss=0.610, pair=0.001, adv=4.438, sprd=0.017]
Ep 051/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:46,  2.19it/s, loss=0.610, pair=0.001, adv=4.438, sprd=0.017]
Ep 051/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:46,  2.19it/s, loss=0.641, pair=0.003, adv=4.407, sprd=0.023]
Ep 051/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:53,  2.05it/s, loss=0.641, pair=0.003, adv=4.407, sprd=0.023]
Ep 051/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:53,  2.05it/s, loss=0.638, pair=0.003, adv=5.203, sprd=0.019]
Ep 051/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:46,  2.16it/s, loss=0.638, pair=0.003, adv=5.203, sprd=0.019]
Ep 051/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:46,  2.16it/s, loss=0.647, pair=0.007, adv=5.430, sprd=0.024]
Ep 051/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:58,  1.94it/s, loss=0.647, pair=0.007, adv=5.430, sprd=0.024]
Ep 051/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:58,  1.94it/s, loss=0.619, pair=0.008, adv=6.083, sprd=0.017]
Ep 051/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:50,  2.07it/s, loss=0.619, pair=0.008, adv=6.083, sprd=0.017]
Ep 051/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:50,  2.07it/s, loss=0.624, pair=0.002, adv=5.242, sprd=0.018]
Ep 051/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:52,  2.02it/s, loss=0.624, pair=0.002, adv=5.242, sprd=0.018]
Ep 051/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:52,  2.02it/s, loss=0.663, pair=0.007, adv=3.924, sprd=0.027]
Ep 051/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:47,  2.11it/s, loss=0.663, pair=0.007, adv=3.924, sprd=0.027]
Ep 051/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:47,  2.11it/s, loss=0.608, pair=0.003, adv=4.458, sprd=0.016]
Ep 051/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:51,  2.03it/s, loss=0.608, pair=0.003, adv=4.458, sprd=0.016]
Ep 051/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:51,  2.03it/s, loss=0.638, pair=0.007, adv=7.014, sprd=0.018]
Ep 051/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:44,  2.14it/s, loss=0.638, pair=0.007, adv=7.014, sprd=0.018]
Ep 051/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:44,  2.14it/s, loss=0.586, pair=0.002, adv=3.911, sprd=0.011]
Ep 051/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:47,  2.09it/s, loss=0.586, pair=0.002, adv=3.911, sprd=0.011]
Ep 051/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:47,  2.09it/s, loss=0.661, pair=0.002, adv=4.051, sprd=0.026]
Ep 051/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:42,  2.17it/s, loss=0.661, pair=0.002, adv=4.051, sprd=0.026]
Ep 051/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:42,  2.17it/s, loss=0.583, pair=0.002, adv=4.722, sprd=0.014]
Ep 051/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:48,  2.05it/s, loss=0.583, pair=0.002, adv=4.722, sprd=0.014]
Ep 051/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:48,  2.05it/s, loss=0.651, pair=0.004, adv=4.625, sprd=0.024]
Ep 051/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:43,  2.14it/s, loss=0.651, pair=0.004, adv=4.625, sprd=0.024]
Ep 051/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:43,  2.14it/s, loss=0.566, pair=0.002, adv=2.958, sprd=0.020]
Ep 051/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:46,  2.06it/s, loss=0.566, pair=0.002, adv=2.958, sprd=0.020]
Ep 051/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:46,  2.06it/s, loss=0.643, pair=0.011, adv=4.608, sprd=0.022]
Ep 051/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:41,  2.16it/s, loss=0.643, pair=0.011, adv=4.608, sprd=0.022]
Ep 051/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:41,  2.16it/s, loss=0.710, pair=0.003, adv=6.799, sprd=0.026]
Ep 051/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:46,  2.04it/s, loss=0.710, pair=0.003, adv=6.799, sprd=0.026]
Ep 051/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:46,  2.04it/s, loss=0.615, pair=0.004, adv=5.068, sprd=0.016]
Ep 051/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:40,  2.16it/s, loss=0.615, pair=0.004, adv=5.068, sprd=0.016]
Ep 051/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:40,  2.16it/s, loss=0.622, pair=0.006, adv=6.159, sprd=0.019]
Ep 051/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:45,  2.06it/s, loss=0.622, pair=0.006, adv=6.159, sprd=0.019]
Ep 051/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:45,  2.06it/s, loss=0.642, pair=0.003, adv=4.391, sprd=0.023]
Ep 051/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:40,  2.15it/s, loss=0.642, pair=0.003, adv=4.391, sprd=0.023]
Ep 051/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:40,  2.15it/s, loss=0.639, pair=0.004, adv=4.809, sprd=0.021]
Ep 051/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:43,  2.06it/s, loss=0.639, pair=0.004, adv=4.809, sprd=0.021]
Ep 051/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:43,  2.06it/s, loss=0.620, pair=0.005, adv=4.812, sprd=0.016]
Ep 051/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:37,  2.18it/s, loss=0.620, pair=0.005, adv=4.812, sprd=0.016]
Ep 051/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:37,  2.18it/s, loss=0.653, pair=0.002, adv=5.986, sprd=0.026]
Ep 051/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:42,  2.07it/s, loss=0.653, pair=0.002, adv=5.986, sprd=0.026]
Ep 051/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:42,  2.07it/s, loss=0.647, pair=0.002, adv=5.395, sprd=0.025]
Ep 051/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:38,  2.14it/s, loss=0.647, pair=0.002, adv=5.395, sprd=0.025]
Ep 051/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:38,  2.14it/s, loss=0.641, pair=0.003, adv=4.122, sprd=0.023]
Ep 051/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:46,  1.97it/s, loss=0.641, pair=0.003, adv=4.122, sprd=0.023]
Ep 051/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:46,  1.97it/s, loss=0.653, pair=0.001, adv=4.427, sprd=0.023]
Ep 051/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:41,  2.06it/s, loss=0.653, pair=0.001, adv=4.427, sprd=0.023]
Ep 051/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:41,  2.06it/s, loss=0.688, pair=0.001, adv=5.647, sprd=0.020]
Ep 051/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:48,  1.91it/s, loss=0.688, pair=0.001, adv=5.647, sprd=0.020]
Ep 051/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:48,  1.91it/s, loss=0.700, pair=0.000, adv=5.484, sprd=0.033]
Ep 051/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:44,  1.98it/s, loss=0.700, pair=0.000, adv=5.484, sprd=0.033]
Ep 051/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:44,  1.98it/s, loss=0.647, pair=0.000, adv=5.400, sprd=0.022]
Ep 051/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:58,  1.74it/s, loss=0.647, pair=0.000, adv=5.400, sprd=0.022]
Ep 051/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:58,  1.74it/s, loss=0.620, pair=0.000, adv=4.410, sprd=0.018]
Ep 051/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:48,  1.88it/s, loss=0.620, pair=0.000, adv=4.410, sprd=0.018]
Ep 051/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:48,  1.88it/s, loss=0.674, pair=0.001, adv=4.734, sprd=0.019]
Ep 051/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:53,  1.80it/s, loss=0.674, pair=0.001, adv=4.734, sprd=0.019]
Ep 051/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:53,  1.80it/s, loss=0.652, pair=0.002, adv=4.853, sprd=0.024]
Ep 051/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:45,  1.92it/s, loss=0.652, pair=0.002, adv=4.853, sprd=0.024]
Ep 051/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:45,  1.92it/s, loss=0.828, pair=0.512, adv=6.360, sprd=0.022]
Ep 051/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:52,  1.79it/s, loss=0.828, pair=0.512, adv=6.360, sprd=0.022]
Ep 051/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:52,  1.79it/s, loss=0.646, pair=0.002, adv=4.129, sprd=0.020]
Ep 051/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:44,  1.91it/s, loss=0.646, pair=0.002, adv=4.129, sprd=0.020]
Ep 051/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:44,  1.91it/s, loss=0.668, pair=0.002, adv=4.889, sprd=0.021]
Ep 051/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:51,  1.80it/s, loss=0.668, pair=0.002, adv=4.889, sprd=0.021]
Ep 051/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:51,  1.80it/s, loss=0.613, pair=0.002, adv=4.303, sprd=0.018]
Ep 051/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:44,  1.91it/s, loss=0.613, pair=0.002, adv=4.303, sprd=0.018]
Ep 051/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:44,  1.91it/s, loss=0.673, pair=0.002, adv=6.194, sprd=0.027]
Ep 051/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:50,  1.80it/s, loss=0.673, pair=0.002, adv=6.194, sprd=0.027]
Ep 051/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:50,  1.80it/s, loss=1.411, pair=2.262, adv=4.076, sprd=0.017]
Ep 051/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:42,  1.93it/s, loss=1.411, pair=2.262, adv=4.076, sprd=0.017]
Ep 051/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:42,  1.93it/s, loss=0.658, pair=0.002, adv=4.494, sprd=0.023]
Ep 051/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:46,  1.84it/s, loss=0.658, pair=0.002, adv=4.494, sprd=0.023]
Ep 051/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:46,  1.84it/s, loss=0.679, pair=0.000, adv=4.212, sprd=0.033]
Ep 051/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:41,  1.92it/s, loss=0.679, pair=0.000, adv=4.212, sprd=0.033]
Ep 051/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:41,  1.92it/s, loss=0.599, pair=0.000, adv=6.349, sprd=0.016]
Ep 051/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:50,  1.76it/s, loss=0.599, pair=0.000, adv=6.349, sprd=0.016]
Ep 051/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:50,  1.76it/s, loss=0.606, pair=0.000, adv=4.310, sprd=0.016]
Ep 051/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:42,  1.89it/s, loss=0.606, pair=0.000, adv=4.310, sprd=0.016]
Ep 051/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:42,  1.89it/s, loss=0.617, pair=0.000, adv=4.669, sprd=0.020]
Ep 051/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:48,  1.77it/s, loss=0.617, pair=0.000, adv=4.669, sprd=0.020]
Ep 051/80 [S3:+sens]:  58%|█▏| 261/453 [02:11<01:48,  1.77it/s, loss=0.616, pair=0.000, adv=5.867, sprd=0.019]
Ep 051/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:41,  1.89it/s, loss=0.616, pair=0.000, adv=5.867, sprd=0.019]
Ep 051/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:41,  1.89it/s, loss=0.677, pair=0.000, adv=3.440, sprd=0.021]
Ep 051/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:46,  1.78it/s, loss=0.677, pair=0.000, adv=3.440, sprd=0.021]
Ep 051/80 [S3:+sens]:  58%|█▏| 263/453 [02:12<01:46,  1.78it/s, loss=0.666, pair=0.000, adv=5.025, sprd=0.026]
Ep 051/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:39,  1.90it/s, loss=0.666, pair=0.000, adv=5.025, sprd=0.026]
Ep 051/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:39,  1.90it/s, loss=0.666, pair=0.001, adv=5.179, sprd=0.027]
Ep 051/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:47,  1.74it/s, loss=0.666, pair=0.001, adv=5.179, sprd=0.027]
Ep 051/80 [S3:+sens]:  58%|█▏| 265/453 [02:13<01:47,  1.74it/s, loss=0.605, pair=0.001, adv=6.432, sprd=0.017]
Ep 051/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:40,  1.85it/s, loss=0.605, pair=0.001, adv=6.432, sprd=0.017]
Ep 051/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:40,  1.85it/s, loss=0.600, pair=0.000, adv=5.326, sprd=0.014]
Ep 051/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:45,  1.77it/s, loss=0.600, pair=0.000, adv=5.326, sprd=0.014]
Ep 051/80 [S3:+sens]:  59%|█▏| 267/453 [02:14<01:45,  1.77it/s, loss=0.590, pair=0.000, adv=4.817, sprd=0.015]
Ep 051/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:38,  1.88it/s, loss=0.590, pair=0.000, adv=4.817, sprd=0.015]
Ep 051/80 [S3:+sens]:  59%|█▏| 268/453 [02:15<01:38,  1.88it/s, loss=0.633, pair=0.000, adv=5.653, sprd=0.021]
Ep 051/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:43,  1.78it/s, loss=0.633, pair=0.000, adv=5.653, sprd=0.021]
Ep 051/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:43,  1.78it/s, loss=0.615, pair=0.002, adv=4.669, sprd=0.018]
Ep 051/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:37,  1.88it/s, loss=0.615, pair=0.002, adv=4.669, sprd=0.018]
Ep 051/80 [S3:+sens]:  60%|█▏| 270/453 [02:16<01:37,  1.88it/s, loss=0.624, pair=0.000, adv=5.414, sprd=0.020]
Ep 051/80 [S3:+sens]:  60%|█▏| 271/453 [02:16<01:42,  1.78it/s, loss=0.624, pair=0.000, adv=5.414, sprd=0.020]
Ep 051/80 [S3:+sens]:  60%|█▏| 271/453 [02:16<01:42,  1.78it/s, loss=0.653, pair=0.000, adv=5.132, sprd=0.026]
Ep 051/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:35,  1.90it/s, loss=0.653, pair=0.000, adv=5.132, sprd=0.026]
Ep 051/80 [S3:+sens]:  60%|█▏| 272/453 [02:17<01:35,  1.90it/s, loss=0.644, pair=0.000, adv=5.616, sprd=0.022]
Ep 051/80 [S3:+sens]:  60%|█▏| 273/453 [02:17<01:35,  1.88it/s, loss=0.644, pair=0.000, adv=5.616, sprd=0.022]
Ep 051/80 [S3:+sens]:  60%|█▏| 273/453 [02:17<01:35,  1.88it/s, loss=0.629, pair=0.003, adv=5.006, sprd=0.021]
Ep 051/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:29,  2.01it/s, loss=0.629, pair=0.003, adv=5.006, sprd=0.021]
Ep 051/80 [S3:+sens]:  60%|█▏| 274/453 [02:18<01:29,  2.01it/s, loss=0.609, pair=0.004, adv=5.151, sprd=0.018]
Ep 051/80 [S3:+sens]:  61%|█▏| 275/453 [02:18<01:36,  1.85it/s, loss=0.609, pair=0.004, adv=5.151, sprd=0.018]
Ep 051/80 [S3:+sens]:  61%|█▏| 275/453 [02:18<01:36,  1.85it/s, loss=0.632, pair=0.003, adv=5.784, sprd=0.021]
Ep 051/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:28,  1.99it/s, loss=0.632, pair=0.003, adv=5.784, sprd=0.021]
Ep 051/80 [S3:+sens]:  61%|█▏| 276/453 [02:19<01:28,  1.99it/s, loss=0.609, pair=0.006, adv=4.428, sprd=0.015]
Ep 051/80 [S3:+sens]:  61%|█▏| 277/453 [02:19<01:29,  1.96it/s, loss=0.609, pair=0.006, adv=4.428, sprd=0.015]
Ep 051/80 [S3:+sens]:  61%|█▏| 277/453 [02:19<01:29,  1.96it/s, loss=0.653, pair=0.001, adv=5.673, sprd=0.024]
Ep 051/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:24,  2.07it/s, loss=0.653, pair=0.001, adv=5.673, sprd=0.024]
Ep 051/80 [S3:+sens]:  61%|█▏| 278/453 [02:20<01:24,  2.07it/s, loss=0.653, pair=0.004, adv=4.456, sprd=0.025]
Ep 051/80 [S3:+sens]:  62%|█▏| 279/453 [02:20<01:28,  1.97it/s, loss=0.653, pair=0.004, adv=4.456, sprd=0.025]
Ep 051/80 [S3:+sens]:  62%|█▏| 279/453 [02:20<01:28,  1.97it/s, loss=0.585, pair=0.001, adv=3.895, sprd=0.013]
Ep 051/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:22,  2.11it/s, loss=0.585, pair=0.001, adv=3.895, sprd=0.013]
Ep 051/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:22,  2.11it/s, loss=0.678, pair=0.003, adv=5.005, sprd=0.019]
Ep 051/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:23,  2.07it/s, loss=0.678, pair=0.003, adv=5.005, sprd=0.019]
Ep 051/80 [S3:+sens]:  62%|█▏| 281/453 [02:21<01:23,  2.07it/s, loss=0.664, pair=0.002, adv=4.145, sprd=0.021]
Ep 051/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:18,  2.18it/s, loss=0.664, pair=0.002, adv=4.145, sprd=0.021]
Ep 051/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:18,  2.18it/s, loss=0.621, pair=0.001, adv=5.536, sprd=0.020]
Ep 051/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:22,  2.07it/s, loss=0.621, pair=0.001, adv=5.536, sprd=0.020]
Ep 051/80 [S3:+sens]:  62%|█▏| 283/453 [02:22<01:22,  2.07it/s, loss=0.644, pair=0.003, adv=3.675, sprd=0.021]
Ep 051/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:18,  2.17it/s, loss=0.644, pair=0.003, adv=3.675, sprd=0.021]
Ep 051/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:18,  2.17it/s, loss=0.678, pair=0.004, adv=5.254, sprd=0.019]
Ep 051/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:21,  2.07it/s, loss=0.678, pair=0.004, adv=5.254, sprd=0.019]
Ep 051/80 [S3:+sens]:  63%|█▎| 285/453 [02:23<01:21,  2.07it/s, loss=0.621, pair=0.002, adv=4.228, sprd=0.018]
Ep 051/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:16,  2.17it/s, loss=0.621, pair=0.002, adv=4.228, sprd=0.018]
Ep 051/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:16,  2.17it/s, loss=0.639, pair=0.001, adv=4.830, sprd=0.022]
Ep 051/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:20,  2.07it/s, loss=0.639, pair=0.001, adv=4.830, sprd=0.022]
Ep 051/80 [S3:+sens]:  63%|█▎| 287/453 [02:24<01:20,  2.07it/s, loss=0.599, pair=0.001, adv=5.820, sprd=0.015]
Ep 051/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:15,  2.18it/s, loss=0.599, pair=0.001, adv=5.820, sprd=0.015]
Ep 051/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:15,  2.18it/s, loss=0.682, pair=0.000, adv=5.236, sprd=0.028]
Ep 051/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:19,  2.05it/s, loss=0.682, pair=0.000, adv=5.236, sprd=0.028]
Ep 051/80 [S3:+sens]:  64%|█▎| 289/453 [02:25<01:19,  2.05it/s, loss=0.621, pair=0.000, adv=5.343, sprd=0.018]
Ep 051/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:15,  2.14it/s, loss=0.621, pair=0.000, adv=5.343, sprd=0.018]
Ep 051/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:15,  2.14it/s, loss=0.621, pair=0.000, adv=5.785, sprd=0.018]
Ep 051/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:17,  2.10it/s, loss=0.621, pair=0.000, adv=5.785, sprd=0.018]
Ep 051/80 [S3:+sens]:  64%|█▎| 291/453 [02:26<01:17,  2.10it/s, loss=0.617, pair=0.000, adv=3.595, sprd=0.021]
Ep 051/80 [S3:+sens]:  64%|█▎| 292/453 [02:26<01:14,  2.16it/s, loss=0.617, pair=0.000, adv=3.595, sprd=0.021]
Ep 051/80 [S3:+sens]:  64%|█▎| 292/453 [02:26<01:14,  2.16it/s, loss=0.671, pair=0.000, adv=5.561, sprd=0.029]
Ep 051/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:18,  2.05it/s, loss=0.671, pair=0.000, adv=5.561, sprd=0.029]
Ep 051/80 [S3:+sens]:  65%|█▎| 293/453 [02:27<01:18,  2.05it/s, loss=0.636, pair=0.000, adv=4.121, sprd=0.022]
Ep 051/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:14,  2.14it/s, loss=0.636, pair=0.000, adv=4.121, sprd=0.022]
Ep 051/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:14,  2.14it/s, loss=0.626, pair=0.001, adv=4.536, sprd=0.021]
Ep 051/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:17,  2.05it/s, loss=0.626, pair=0.001, adv=4.536, sprd=0.021]
Ep 051/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:17,  2.05it/s, loss=0.582, pair=0.018, adv=4.331, sprd=0.012]
Ep 051/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:10,  2.22it/s, loss=0.582, pair=0.018, adv=4.331, sprd=0.012]
Ep 051/80 [S3:+sens]:  65%|█▎| 296/453 [02:28<01:10,  2.22it/s, loss=0.714, pair=0.002, adv=5.014, sprd=0.023]
Ep 051/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:13,  2.11it/s, loss=0.714, pair=0.002, adv=5.014, sprd=0.023]
Ep 051/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:13,  2.11it/s, loss=0.627, pair=0.003, adv=4.987, sprd=0.017]
Ep 051/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:08,  2.25it/s, loss=0.627, pair=0.003, adv=4.987, sprd=0.017]
Ep 051/80 [S3:+sens]:  66%|█▎| 298/453 [02:29<01:08,  2.25it/s, loss=0.606, pair=0.001, adv=4.204, sprd=0.017]
Ep 051/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:12,  2.12it/s, loss=0.606, pair=0.001, adv=4.204, sprd=0.017]
Ep 051/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:12,  2.12it/s, loss=0.642, pair=0.003, adv=3.723, sprd=0.023]
Ep 051/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:09,  2.19it/s, loss=0.642, pair=0.003, adv=3.723, sprd=0.023]
Ep 051/80 [S3:+sens]:  66%|█▎| 300/453 [02:30<01:09,  2.19it/s, loss=0.613, pair=0.001, adv=3.783, sprd=0.018]
Ep 051/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:11,  2.12it/s, loss=0.613, pair=0.001, adv=3.783, sprd=0.018]
Ep 051/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:11,  2.12it/s, loss=0.646, pair=0.000, adv=5.261, sprd=0.023]
Ep 051/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:09,  2.18it/s, loss=0.646, pair=0.000, adv=5.261, sprd=0.023]
Ep 051/80 [S3:+sens]:  67%|█▎| 302/453 [02:31<01:09,  2.18it/s, loss=0.626, pair=0.002, adv=4.149, sprd=0.018]
Ep 051/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:15,  1.98it/s, loss=0.626, pair=0.002, adv=4.149, sprd=0.018]
Ep 051/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:15,  1.98it/s, loss=0.668, pair=0.001, adv=4.555, sprd=0.028]
Ep 051/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:11,  2.08it/s, loss=0.668, pair=0.001, adv=4.555, sprd=0.028]
Ep 051/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:11,  2.08it/s, loss=0.656, pair=0.005, adv=4.760, sprd=0.026]
Ep 051/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:13,  2.01it/s, loss=0.656, pair=0.005, adv=4.760, sprd=0.026]
Ep 051/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:13,  2.01it/s, loss=0.647, pair=0.002, adv=5.959, sprd=0.018]
Ep 051/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:08,  2.14it/s, loss=0.647, pair=0.002, adv=5.959, sprd=0.018]
Ep 051/80 [S3:+sens]:  68%|█▎| 306/453 [02:33<01:08,  2.14it/s, loss=0.670, pair=0.002, adv=4.162, sprd=0.025]
Ep 051/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:10,  2.08it/s, loss=0.670, pair=0.002, adv=4.162, sprd=0.025]
Ep 051/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:10,  2.08it/s, loss=0.610, pair=0.000, adv=5.519, sprd=0.017]
Ep 051/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:06,  2.18it/s, loss=0.610, pair=0.000, adv=5.519, sprd=0.017]
Ep 051/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:06,  2.18it/s, loss=0.648, pair=0.001, adv=5.257, sprd=0.027]
Ep 051/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:10,  2.05it/s, loss=0.648, pair=0.001, adv=5.257, sprd=0.027]
Ep 051/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:10,  2.05it/s, loss=0.625, pair=0.000, adv=6.332, sprd=0.016]
Ep 051/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:06,  2.16it/s, loss=0.625, pair=0.000, adv=6.332, sprd=0.016]
Ep 051/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:06,  2.16it/s, loss=0.637, pair=0.003, adv=4.337, sprd=0.018]
Ep 051/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:07,  2.11it/s, loss=0.637, pair=0.003, adv=4.337, sprd=0.018]
Ep 051/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:07,  2.11it/s, loss=0.635, pair=0.000, adv=4.505, sprd=0.022]
Ep 051/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:04,  2.18it/s, loss=0.635, pair=0.000, adv=4.505, sprd=0.022]
Ep 051/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:04,  2.18it/s, loss=0.594, pair=0.001, adv=5.472, sprd=0.014]
Ep 051/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:06,  2.10it/s, loss=0.594, pair=0.001, adv=5.472, sprd=0.014]
Ep 051/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:06,  2.10it/s, loss=0.651, pair=0.007, adv=5.216, sprd=0.023]
Ep 051/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:03,  2.19it/s, loss=0.651, pair=0.007, adv=5.216, sprd=0.023]
Ep 051/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:03,  2.19it/s, loss=0.595, pair=0.000, adv=4.598, sprd=0.015]
Ep 051/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:06,  2.07it/s, loss=0.595, pair=0.000, adv=4.598, sprd=0.015]
Ep 051/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:06,  2.07it/s, loss=0.665, pair=0.000, adv=3.568, sprd=0.024]
Ep 051/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:03,  2.17it/s, loss=0.665, pair=0.000, adv=3.568, sprd=0.024]
Ep 051/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:03,  2.17it/s, loss=0.661, pair=0.000, adv=4.851, sprd=0.025]
Ep 051/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:06,  2.04it/s, loss=0.661, pair=0.000, adv=4.851, sprd=0.025]
Ep 051/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:06,  2.04it/s, loss=0.650, pair=0.001, adv=4.552, sprd=0.027]
Ep 051/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.11it/s, loss=0.650, pair=0.001, adv=4.552, sprd=0.027]
Ep 051/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:03,  2.11it/s, loss=0.664, pair=0.005, adv=5.654, sprd=0.024]
Ep 051/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:06,  2.03it/s, loss=0.664, pair=0.005, adv=5.654, sprd=0.024]
Ep 051/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:06,  2.03it/s, loss=0.609, pair=0.008, adv=5.402, sprd=0.017]
Ep 051/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:02,  2.12it/s, loss=0.609, pair=0.008, adv=5.402, sprd=0.017]
Ep 051/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:02,  2.12it/s, loss=0.637, pair=0.000, adv=4.657, sprd=0.024]
Ep 051/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:05,  2.01it/s, loss=0.637, pair=0.000, adv=4.657, sprd=0.024]
Ep 051/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:05,  2.01it/s, loss=0.600, pair=0.009, adv=4.749, sprd=0.016]
Ep 051/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.11it/s, loss=0.600, pair=0.009, adv=4.749, sprd=0.016]
Ep 051/80 [S3:+sens]:  71%|█▍| 322/453 [02:40<01:02,  2.11it/s, loss=0.631, pair=0.001, adv=3.492, sprd=0.020]
Ep 051/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:03,  2.05it/s, loss=0.631, pair=0.001, adv=3.492, sprd=0.020]
Ep 051/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:03,  2.05it/s, loss=0.627, pair=0.000, adv=4.412, sprd=0.022]
Ep 051/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.12it/s, loss=0.627, pair=0.000, adv=4.412, sprd=0.022]
Ep 051/80 [S3:+sens]:  72%|█▍| 324/453 [02:41<01:00,  2.12it/s, loss=0.641, pair=0.000, adv=5.901, sprd=0.021]
Ep 051/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:02,  2.04it/s, loss=0.641, pair=0.000, adv=5.901, sprd=0.021]
Ep 051/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:02,  2.04it/s, loss=0.633, pair=0.001, adv=4.104, sprd=0.025]
Ep 051/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:00,  2.10it/s, loss=0.633, pair=0.001, adv=4.104, sprd=0.025]
Ep 051/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<01:00,  2.10it/s, loss=0.672, pair=0.000, adv=5.191, sprd=0.029]
Ep 051/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:03,  1.98it/s, loss=0.672, pair=0.000, adv=5.191, sprd=0.029]
Ep 051/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:03,  1.98it/s, loss=0.683, pair=0.003, adv=3.933, sprd=0.028]
Ep 051/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:59,  2.10it/s, loss=0.683, pair=0.003, adv=3.933, sprd=0.028]
Ep 051/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:59,  2.10it/s, loss=0.632, pair=0.001, adv=5.675, sprd=0.020]
Ep 051/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:01,  2.01it/s, loss=0.632, pair=0.001, adv=5.675, sprd=0.020]
Ep 051/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:01,  2.01it/s, loss=0.644, pair=0.000, adv=3.375, sprd=0.023]
Ep 051/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:57,  2.14it/s, loss=0.644, pair=0.000, adv=3.375, sprd=0.023]
Ep 051/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:57,  2.14it/s, loss=0.633, pair=0.000, adv=5.551, sprd=0.017]
Ep 051/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<00:59,  2.06it/s, loss=0.633, pair=0.000, adv=5.551, sprd=0.017]
Ep 051/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<00:59,  2.06it/s, loss=0.618, pair=0.000, adv=5.570, sprd=0.019]
Ep 051/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:56,  2.15it/s, loss=0.618, pair=0.000, adv=5.570, sprd=0.019]
Ep 051/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:56,  2.15it/s, loss=0.619, pair=0.002, adv=5.141, sprd=0.019]
Ep 051/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<01:02,  1.92it/s, loss=0.619, pair=0.002, adv=5.141, sprd=0.019]
Ep 051/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:02,  1.92it/s, loss=0.636, pair=0.000, adv=5.008, sprd=0.023]
Ep 051/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:58,  2.03it/s, loss=0.636, pair=0.000, adv=5.008, sprd=0.023]
Ep 051/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:58,  2.03it/s, loss=0.615, pair=0.007, adv=3.725, sprd=0.016]
Ep 051/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:58,  2.01it/s, loss=0.615, pair=0.007, adv=3.725, sprd=0.016]
Ep 051/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<00:58,  2.01it/s, loss=0.651, pair=0.000, adv=5.093, sprd=0.024]
Ep 051/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:55,  2.10it/s, loss=0.651, pair=0.000, adv=5.093, sprd=0.024]
Ep 051/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:55,  2.10it/s, loss=0.650, pair=0.000, adv=5.759, sprd=0.021]
Ep 051/80 [S3:+sens]:  74%|█▍| 337/453 [02:47<00:55,  2.07it/s, loss=0.650, pair=0.000, adv=5.759, sprd=0.021]
Ep 051/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:55,  2.07it/s, loss=0.652, pair=0.002, adv=6.356, sprd=0.026]
Ep 051/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:53,  2.14it/s, loss=0.652, pair=0.002, adv=6.356, sprd=0.026]
Ep 051/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:53,  2.14it/s, loss=0.629, pair=0.000, adv=5.811, sprd=0.022]
Ep 051/80 [S3:+sens]:  75%|█▍| 339/453 [02:48<00:56,  2.03it/s, loss=0.629, pair=0.000, adv=5.811, sprd=0.022]
Ep 051/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<00:56,  2.03it/s, loss=0.638, pair=0.002, adv=5.376, sprd=0.020]
Ep 051/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:52,  2.15it/s, loss=0.638, pair=0.002, adv=5.376, sprd=0.020]
Ep 051/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:52,  2.15it/s, loss=0.654, pair=0.005, adv=5.510, sprd=0.026]
Ep 051/80 [S3:+sens]:  75%|█▌| 341/453 [02:49<00:57,  1.96it/s, loss=0.654, pair=0.005, adv=5.510, sprd=0.026]
Ep 051/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:57,  1.96it/s, loss=0.638, pair=0.002, adv=4.890, sprd=0.021]
Ep 051/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:54,  2.05it/s, loss=0.638, pair=0.002, adv=4.890, sprd=0.021]
Ep 051/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:54,  2.05it/s, loss=0.639, pair=0.005, adv=5.315, sprd=0.025]
Ep 051/80 [S3:+sens]:  76%|█▌| 343/453 [02:50<00:58,  1.87it/s, loss=0.639, pair=0.005, adv=5.315, sprd=0.025]
Ep 051/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:58,  1.87it/s, loss=0.672, pair=0.003, adv=5.489, sprd=0.029]
Ep 051/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:56,  1.95it/s, loss=0.672, pair=0.003, adv=5.489, sprd=0.029]
Ep 051/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:56,  1.95it/s, loss=0.684, pair=0.005, adv=5.719, sprd=0.033]
Ep 051/80 [S3:+sens]:  76%|█▌| 345/453 [02:51<00:59,  1.81it/s, loss=0.684, pair=0.005, adv=5.719, sprd=0.033]
Ep 051/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:59,  1.81it/s, loss=0.642, pair=0.003, adv=5.947, sprd=0.019]
Ep 051/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:55,  1.93it/s, loss=0.642, pair=0.003, adv=5.947, sprd=0.019]
Ep 051/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:55,  1.93it/s, loss=0.675, pair=0.002, adv=6.706, sprd=0.031]
Ep 051/80 [S3:+sens]:  77%|█▌| 347/453 [02:52<00:58,  1.81it/s, loss=0.675, pair=0.002, adv=6.706, sprd=0.031]
Ep 051/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:58,  1.81it/s, loss=0.659, pair=0.001, adv=5.850, sprd=0.026]
Ep 051/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:55,  1.90it/s, loss=0.659, pair=0.001, adv=5.850, sprd=0.026]
Ep 051/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:55,  1.90it/s, loss=0.659, pair=0.001, adv=5.528, sprd=0.023]
Ep 051/80 [S3:+sens]:  77%|█▌| 349/453 [02:53<00:57,  1.82it/s, loss=0.659, pair=0.001, adv=5.528, sprd=0.023]
Ep 051/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:57,  1.82it/s, loss=0.662, pair=0.002, adv=5.980, sprd=0.024]
Ep 051/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:53,  1.93it/s, loss=0.662, pair=0.002, adv=5.980, sprd=0.024]
Ep 051/80 [S3:+sens]:  77%|█▌| 350/453 [02:55<00:53,  1.93it/s, loss=0.606, pair=0.003, adv=4.270, sprd=0.017]
Ep 051/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:55,  1.83it/s, loss=0.606, pair=0.003, adv=4.270, sprd=0.017]
Ep 051/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:55,  1.83it/s, loss=0.671, pair=0.002, adv=5.631, sprd=0.029]
Ep 051/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:52,  1.92it/s, loss=0.671, pair=0.002, adv=5.631, sprd=0.029]
Ep 051/80 [S3:+sens]:  78%|█▌| 352/453 [02:56<00:52,  1.92it/s, loss=0.643, pair=0.002, adv=4.545, sprd=0.021]
Ep 051/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:54,  1.82it/s, loss=0.643, pair=0.002, adv=4.545, sprd=0.021]
Ep 051/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:54,  1.82it/s, loss=0.643, pair=0.001, adv=5.993, sprd=0.022]
Ep 051/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:51,  1.93it/s, loss=0.643, pair=0.001, adv=5.993, sprd=0.022]
Ep 051/80 [S3:+sens]:  78%|█▌| 354/453 [02:57<00:51,  1.93it/s, loss=0.656, pair=0.001, adv=6.113, sprd=0.024]
Ep 051/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:54,  1.79it/s, loss=0.656, pair=0.001, adv=6.113, sprd=0.024]
Ep 051/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:54,  1.79it/s, loss=0.634, pair=0.001, adv=4.630, sprd=0.022]
Ep 051/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:50,  1.91it/s, loss=0.634, pair=0.001, adv=4.630, sprd=0.022]
Ep 051/80 [S3:+sens]:  79%|█▌| 356/453 [02:58<00:50,  1.91it/s, loss=0.644, pair=0.000, adv=4.459, sprd=0.020]
Ep 051/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:56,  1.69it/s, loss=0.644, pair=0.000, adv=4.459, sprd=0.020]
Ep 051/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:56,  1.69it/s, loss=0.596, pair=0.001, adv=6.904, sprd=0.017]
Ep 051/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:52,  1.81it/s, loss=0.596, pair=0.001, adv=6.904, sprd=0.017]
Ep 051/80 [S3:+sens]:  79%|█▌| 358/453 [02:59<00:52,  1.81it/s, loss=0.614, pair=0.000, adv=4.719, sprd=0.018]
Ep 051/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:53,  1.75it/s, loss=0.614, pair=0.000, adv=4.719, sprd=0.018]
Ep 051/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:53,  1.75it/s, loss=0.672, pair=0.000, adv=5.380, sprd=0.026]
Ep 051/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:49,  1.88it/s, loss=0.672, pair=0.000, adv=5.380, sprd=0.026]
Ep 051/80 [S3:+sens]:  79%|█▌| 360/453 [03:00<00:49,  1.88it/s, loss=0.630, pair=0.000, adv=5.116, sprd=0.015]
Ep 051/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:50,  1.84it/s, loss=0.630, pair=0.000, adv=5.116, sprd=0.015]
Ep 051/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:50,  1.84it/s, loss=0.665, pair=0.004, adv=4.756, sprd=0.027]
Ep 051/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:47,  1.94it/s, loss=0.665, pair=0.004, adv=4.756, sprd=0.027]
Ep 051/80 [S3:+sens]:  80%|█▌| 362/453 [03:01<00:47,  1.94it/s, loss=0.659, pair=0.001, adv=5.438, sprd=0.025]
Ep 051/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:50,  1.77it/s, loss=0.659, pair=0.001, adv=5.438, sprd=0.025]
Ep 051/80 [S3:+sens]:  80%|█▌| 363/453 [03:02<00:50,  1.77it/s, loss=0.677, pair=0.000, adv=4.484, sprd=0.033]
Ep 051/80 [S3:+sens]:  80%|█▌| 364/453 [03:02<00:47,  1.86it/s, loss=0.677, pair=0.000, adv=4.484, sprd=0.033]
Ep 051/80 [S3:+sens]:  80%|█▌| 364/453 [03:02<00:47,  1.86it/s, loss=0.657, pair=0.000, adv=3.847, sprd=0.023]
Ep 051/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:50,  1.75it/s, loss=0.657, pair=0.000, adv=3.847, sprd=0.023]
Ep 051/80 [S3:+sens]:  81%|█▌| 365/453 [03:03<00:50,  1.75it/s, loss=0.655, pair=0.000, adv=6.168, sprd=0.027]
Ep 051/80 [S3:+sens]:  81%|█▌| 366/453 [03:03<00:46,  1.87it/s, loss=0.655, pair=0.000, adv=6.168, sprd=0.027]
Ep 051/80 [S3:+sens]:  81%|█▌| 366/453 [03:03<00:46,  1.87it/s, loss=0.633, pair=0.001, adv=5.800, sprd=0.022]
Ep 051/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:48,  1.77it/s, loss=0.633, pair=0.001, adv=5.800, sprd=0.022]
Ep 051/80 [S3:+sens]:  81%|█▌| 367/453 [03:04<00:48,  1.77it/s, loss=0.647, pair=0.002, adv=6.484, sprd=0.021]
Ep 051/80 [S3:+sens]:  81%|█▌| 368/453 [03:04<00:45,  1.89it/s, loss=0.647, pair=0.002, adv=6.484, sprd=0.021]
Ep 051/80 [S3:+sens]:  81%|█▌| 368/453 [03:04<00:45,  1.89it/s, loss=0.681, pair=0.003, adv=5.787, sprd=0.028]
Ep 051/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:48,  1.74it/s, loss=0.681, pair=0.003, adv=5.787, sprd=0.028]
Ep 051/80 [S3:+sens]:  81%|█▋| 369/453 [03:05<00:48,  1.74it/s, loss=0.634, pair=0.001, adv=5.901, sprd=0.024]
Ep 051/80 [S3:+sens]:  82%|█▋| 370/453 [03:05<00:45,  1.84it/s, loss=0.634, pair=0.001, adv=5.901, sprd=0.024]
Ep 051/80 [S3:+sens]:  82%|█▋| 370/453 [03:06<00:45,  1.84it/s, loss=0.657, pair=0.000, adv=5.578, sprd=0.026]
Ep 051/80 [S3:+sens]:  82%|█▋| 371/453 [03:06<00:44,  1.83it/s, loss=0.657, pair=0.000, adv=5.578, sprd=0.026]
Ep 051/80 [S3:+sens]:  82%|█▋| 371/453 [03:06<00:44,  1.83it/s, loss=0.646, pair=0.003, adv=5.207, sprd=0.018]
Ep 051/80 [S3:+sens]:  82%|█▋| 372/453 [03:06<00:40,  1.98it/s, loss=0.646, pair=0.003, adv=5.207, sprd=0.018]
Ep 051/80 [S3:+sens]:  82%|█▋| 372/453 [03:06<00:40,  1.98it/s, loss=0.648, pair=0.000, adv=5.576, sprd=0.025]
Ep 051/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:41,  1.93it/s, loss=0.648, pair=0.000, adv=5.576, sprd=0.025]
Ep 051/80 [S3:+sens]:  82%|█▋| 373/453 [03:07<00:41,  1.93it/s, loss=1.413, pair=2.148, adv=4.823, sprd=0.027]
Ep 051/80 [S3:+sens]:  83%|█▋| 374/453 [03:07<00:38,  2.04it/s, loss=1.413, pair=2.148, adv=4.823, sprd=0.027]
Ep 051/80 [S3:+sens]:  83%|█▋| 374/453 [03:07<00:38,  2.04it/s, loss=0.647, pair=0.001, adv=5.157, sprd=0.021]
Ep 051/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:39,  1.99it/s, loss=0.647, pair=0.001, adv=5.157, sprd=0.021]
Ep 051/80 [S3:+sens]:  83%|█▋| 375/453 [03:08<00:39,  1.99it/s, loss=0.629, pair=0.004, adv=5.803, sprd=0.017]
Ep 051/80 [S3:+sens]:  83%|█▋| 376/453 [03:08<00:36,  2.13it/s, loss=0.629, pair=0.004, adv=5.803, sprd=0.017]
Ep 051/80 [S3:+sens]:  83%|█▋| 376/453 [03:08<00:36,  2.13it/s, loss=0.710, pair=0.000, adv=6.134, sprd=0.026]
Ep 051/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:37,  2.03it/s, loss=0.710, pair=0.000, adv=6.134, sprd=0.026]
Ep 051/80 [S3:+sens]:  83%|█▋| 377/453 [03:09<00:37,  2.03it/s, loss=0.661, pair=0.000, adv=5.749, sprd=0.026]
Ep 051/80 [S3:+sens]:  83%|█▋| 378/453 [03:09<00:35,  2.13it/s, loss=0.661, pair=0.000, adv=5.749, sprd=0.026]
Ep 051/80 [S3:+sens]:  83%|█▋| 378/453 [03:09<00:35,  2.13it/s, loss=0.655, pair=0.000, adv=5.634, sprd=0.023]
Ep 051/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.03it/s, loss=0.655, pair=0.000, adv=5.634, sprd=0.023]
Ep 051/80 [S3:+sens]:  84%|█▋| 379/453 [03:10<00:36,  2.03it/s, loss=0.644, pair=0.000, adv=5.194, sprd=0.023]
Ep 051/80 [S3:+sens]:  84%|█▋| 380/453 [03:10<00:34,  2.13it/s, loss=0.644, pair=0.000, adv=5.194, sprd=0.023]
Ep 051/80 [S3:+sens]:  84%|█▋| 380/453 [03:10<00:34,  2.13it/s, loss=0.645, pair=0.001, adv=7.846, sprd=0.026]
Ep 051/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:35,  2.01it/s, loss=0.645, pair=0.001, adv=7.846, sprd=0.026]
Ep 051/80 [S3:+sens]:  84%|█▋| 381/453 [03:11<00:35,  2.01it/s, loss=0.671, pair=0.001, adv=6.686, sprd=0.027]
Ep 051/80 [S3:+sens]:  84%|█▋| 382/453 [03:11<00:33,  2.11it/s, loss=0.671, pair=0.001, adv=6.686, sprd=0.027]
Ep 051/80 [S3:+sens]:  84%|█▋| 382/453 [03:11<00:33,  2.11it/s, loss=0.637, pair=0.001, adv=5.983, sprd=0.024]
Ep 051/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:35,  1.99it/s, loss=0.637, pair=0.001, adv=5.983, sprd=0.024]
Ep 051/80 [S3:+sens]:  85%|█▋| 383/453 [03:12<00:35,  1.99it/s, loss=0.671, pair=0.008, adv=6.325, sprd=0.029]
Ep 051/80 [S3:+sens]:  85%|█▋| 384/453 [03:12<00:33,  2.08it/s, loss=0.671, pair=0.008, adv=6.325, sprd=0.029]
Ep 051/80 [S3:+sens]:  85%|█▋| 384/453 [03:12<00:33,  2.08it/s, loss=0.627, pair=0.001, adv=4.671, sprd=0.022]
Ep 051/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:35,  1.90it/s, loss=0.627, pair=0.001, adv=4.671, sprd=0.022]
Ep 051/80 [S3:+sens]:  85%|█▋| 385/453 [03:13<00:35,  1.90it/s, loss=0.601, pair=0.001, adv=3.039, sprd=0.023]
Ep 051/80 [S3:+sens]:  85%|█▋| 386/453 [03:13<00:33,  2.02it/s, loss=0.601, pair=0.001, adv=3.039, sprd=0.023]
Ep 051/80 [S3:+sens]:  85%|█▋| 386/453 [03:13<00:33,  2.02it/s, loss=0.640, pair=0.002, adv=5.058, sprd=0.022]
Ep 051/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:34,  1.94it/s, loss=0.640, pair=0.002, adv=5.058, sprd=0.022]
Ep 051/80 [S3:+sens]:  85%|█▋| 387/453 [03:14<00:34,  1.94it/s, loss=0.573, pair=0.004, adv=5.247, sprd=0.011]
Ep 051/80 [S3:+sens]:  86%|█▋| 388/453 [03:14<00:31,  2.06it/s, loss=0.573, pair=0.004, adv=5.247, sprd=0.011]
Ep 051/80 [S3:+sens]:  86%|█▋| 388/453 [03:14<00:31,  2.06it/s, loss=0.672, pair=0.006, adv=5.867, sprd=0.029]
Ep 051/80 [S3:+sens]:  86%|█▋| 389/453 [03:14<00:32,  1.99it/s, loss=0.672, pair=0.006, adv=5.867, sprd=0.029]
Ep 051/80 [S3:+sens]:  86%|█▋| 389/453 [03:15<00:32,  1.99it/s, loss=0.637, pair=0.000, adv=4.258, sprd=0.021]
Ep 051/80 [S3:+sens]:  86%|█▋| 390/453 [03:15<00:29,  2.10it/s, loss=0.637, pair=0.000, adv=4.258, sprd=0.021]
Ep 051/80 [S3:+sens]:  86%|█▋| 390/453 [03:15<00:29,  2.10it/s, loss=0.631, pair=0.001, adv=4.959, sprd=0.021]
Ep 051/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:30,  2.00it/s, loss=0.631, pair=0.001, adv=4.959, sprd=0.021]
Ep 051/80 [S3:+sens]:  86%|█▋| 391/453 [03:16<00:30,  2.00it/s, loss=0.649, pair=0.003, adv=6.523, sprd=0.022]
Ep 051/80 [S3:+sens]:  87%|█▋| 392/453 [03:16<00:29,  2.10it/s, loss=0.649, pair=0.003, adv=6.523, sprd=0.022]
Ep 051/80 [S3:+sens]:  87%|█▋| 392/453 [03:16<00:29,  2.10it/s, loss=0.703, pair=0.005, adv=7.872, sprd=0.024]
Ep 051/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:29,  2.03it/s, loss=0.703, pair=0.005, adv=7.872, sprd=0.024]
Ep 051/80 [S3:+sens]:  87%|█▋| 393/453 [03:17<00:29,  2.03it/s, loss=0.619, pair=0.001, adv=4.814, sprd=0.017]
Ep 051/80 [S3:+sens]:  87%|█▋| 394/453 [03:17<00:27,  2.13it/s, loss=0.619, pair=0.001, adv=4.814, sprd=0.017]
Ep 051/80 [S3:+sens]:  87%|█▋| 394/453 [03:17<00:27,  2.13it/s, loss=0.651, pair=0.001, adv=5.653, sprd=0.025]
Ep 051/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:28,  2.04it/s, loss=0.651, pair=0.001, adv=5.653, sprd=0.025]
Ep 051/80 [S3:+sens]:  87%|█▋| 395/453 [03:18<00:28,  2.04it/s, loss=1.303, pair=1.897, adv=5.472, sprd=0.023]
Ep 051/80 [S3:+sens]:  87%|█▋| 396/453 [03:18<00:26,  2.13it/s, loss=1.303, pair=1.897, adv=5.472, sprd=0.023]
Ep 051/80 [S3:+sens]:  87%|█▋| 396/453 [03:18<00:26,  2.13it/s, loss=0.596, pair=0.000, adv=6.097, sprd=0.015]
Ep 051/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:27,  2.02it/s, loss=0.596, pair=0.000, adv=6.097, sprd=0.015]
Ep 051/80 [S3:+sens]:  88%|█▊| 397/453 [03:19<00:27,  2.02it/s, loss=0.625, pair=0.001, adv=4.353, sprd=0.021]
Ep 051/80 [S3:+sens]:  88%|█▊| 398/453 [03:19<00:26,  2.11it/s, loss=0.625, pair=0.001, adv=4.353, sprd=0.021]
Ep 051/80 [S3:+sens]:  88%|█▊| 398/453 [03:19<00:26,  2.11it/s, loss=0.726, pair=0.000, adv=5.218, sprd=0.025]
Ep 051/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:26,  2.05it/s, loss=0.726, pair=0.000, adv=5.218, sprd=0.025]
Ep 051/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:26,  2.05it/s, loss=0.658, pair=0.002, adv=6.329, sprd=0.021]
Ep 051/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.15it/s, loss=0.658, pair=0.002, adv=6.329, sprd=0.021]
Ep 051/80 [S3:+sens]:  88%|█▊| 400/453 [03:20<00:24,  2.15it/s, loss=0.623, pair=0.000, adv=4.235, sprd=0.021]
Ep 051/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:25,  2.04it/s, loss=0.623, pair=0.000, adv=4.235, sprd=0.021]
Ep 051/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:25,  2.04it/s, loss=0.624, pair=0.001, adv=5.441, sprd=0.014]
Ep 051/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:23,  2.20it/s, loss=0.624, pair=0.001, adv=5.441, sprd=0.014]
Ep 051/80 [S3:+sens]:  89%|█▊| 402/453 [03:21<00:23,  2.20it/s, loss=0.675, pair=0.001, adv=3.259, sprd=0.021]
Ep 051/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:23,  2.11it/s, loss=0.675, pair=0.001, adv=3.259, sprd=0.021]
Ep 051/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:23,  2.11it/s, loss=0.653, pair=0.000, adv=4.622, sprd=0.024]
Ep 051/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:22,  2.19it/s, loss=0.653, pair=0.000, adv=4.622, sprd=0.024]
Ep 051/80 [S3:+sens]:  89%|█▊| 404/453 [03:22<00:22,  2.19it/s, loss=0.627, pair=0.001, adv=5.183, sprd=0.020]
Ep 051/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:23,  2.06it/s, loss=0.627, pair=0.001, adv=5.183, sprd=0.020]
Ep 051/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:23,  2.06it/s, loss=0.623, pair=0.001, adv=5.397, sprd=0.018]
Ep 051/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:21,  2.16it/s, loss=0.623, pair=0.001, adv=5.397, sprd=0.018]
Ep 051/80 [S3:+sens]:  90%|█▊| 406/453 [03:23<00:21,  2.16it/s, loss=0.633, pair=0.001, adv=6.421, sprd=0.022]
Ep 051/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:22,  2.03it/s, loss=0.633, pair=0.001, adv=6.421, sprd=0.022]
Ep 051/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:22,  2.03it/s, loss=0.636, pair=0.004, adv=6.283, sprd=0.019]
Ep 051/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:21,  2.13it/s, loss=0.636, pair=0.004, adv=6.283, sprd=0.019]
Ep 051/80 [S3:+sens]:  90%|█▊| 408/453 [03:24<00:21,  2.13it/s, loss=0.577, pair=0.002, adv=4.105, sprd=0.013]
Ep 051/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:21,  2.03it/s, loss=0.577, pair=0.002, adv=4.105, sprd=0.013]
Ep 051/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:21,  2.03it/s, loss=0.759, pair=0.431, adv=5.099, sprd=0.015]
Ep 051/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:20,  2.14it/s, loss=0.759, pair=0.431, adv=5.099, sprd=0.015]
Ep 051/80 [S3:+sens]:  91%|█▊| 410/453 [03:25<00:20,  2.14it/s, loss=0.620, pair=0.000, adv=4.779, sprd=0.017]
Ep 051/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:20,  2.07it/s, loss=0.620, pair=0.000, adv=4.779, sprd=0.017]
Ep 051/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:20,  2.07it/s, loss=0.642, pair=0.001, adv=3.823, sprd=0.024]
Ep 051/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:18,  2.16it/s, loss=0.642, pair=0.001, adv=3.823, sprd=0.024]
Ep 051/80 [S3:+sens]:  91%|█▊| 412/453 [03:26<00:18,  2.16it/s, loss=0.652, pair=0.004, adv=5.017, sprd=0.025]
Ep 051/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:20,  1.91it/s, loss=0.652, pair=0.004, adv=5.017, sprd=0.025]
Ep 051/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:20,  1.91it/s, loss=0.669, pair=0.002, adv=3.674, sprd=0.025]
Ep 051/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:19,  2.05it/s, loss=0.669, pair=0.002, adv=3.674, sprd=0.025]
Ep 051/80 [S3:+sens]:  91%|█▊| 414/453 [03:27<00:19,  2.05it/s, loss=0.631, pair=0.001, adv=5.559, sprd=0.019]
Ep 051/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:19,  1.99it/s, loss=0.631, pair=0.001, adv=5.559, sprd=0.019]
Ep 051/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:19,  1.99it/s, loss=0.641, pair=0.001, adv=5.349, sprd=0.024]
Ep 051/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:17,  2.08it/s, loss=0.641, pair=0.001, adv=5.349, sprd=0.024]
Ep 051/80 [S3:+sens]:  92%|█▊| 416/453 [03:28<00:17,  2.08it/s, loss=0.646, pair=0.001, adv=5.604, sprd=0.025]
Ep 051/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:17,  2.01it/s, loss=0.646, pair=0.001, adv=5.604, sprd=0.025]
Ep 051/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:17,  2.01it/s, loss=0.599, pair=0.000, adv=6.778, sprd=0.015]
Ep 051/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:16,  2.13it/s, loss=0.599, pair=0.000, adv=6.778, sprd=0.015]
Ep 051/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:16,  2.13it/s, loss=0.661, pair=0.000, adv=6.425, sprd=0.022]
Ep 051/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:16,  2.05it/s, loss=0.661, pair=0.000, adv=6.425, sprd=0.022]
Ep 051/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:16,  2.05it/s, loss=0.622, pair=0.000, adv=4.926, sprd=0.018]
Ep 051/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:15,  2.14it/s, loss=0.622, pair=0.000, adv=4.926, sprd=0.018]
Ep 051/80 [S3:+sens]:  93%|█▊| 420/453 [03:30<00:15,  2.14it/s, loss=0.674, pair=0.000, adv=5.065, sprd=0.026]
Ep 051/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:15,  2.07it/s, loss=0.674, pair=0.000, adv=5.065, sprd=0.026]
Ep 051/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:15,  2.07it/s, loss=0.673, pair=0.000, adv=5.092, sprd=0.032]
Ep 051/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:14,  2.12it/s, loss=0.673, pair=0.000, adv=5.092, sprd=0.032]
Ep 051/80 [S3:+sens]:  93%|█▊| 422/453 [03:31<00:14,  2.12it/s, loss=0.613, pair=0.004, adv=5.972, sprd=0.016]
Ep 051/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:14,  2.06it/s, loss=0.613, pair=0.004, adv=5.972, sprd=0.016]
Ep 051/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:14,  2.06it/s, loss=1.424, pair=2.109, adv=5.191, sprd=0.032]
Ep 051/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:13,  2.13it/s, loss=1.424, pair=2.109, adv=5.191, sprd=0.032]
Ep 051/80 [S3:+sens]:  94%|█▊| 424/453 [03:32<00:13,  2.13it/s, loss=0.663, pair=0.002, adv=5.781, sprd=0.017]
Ep 051/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:13,  2.05it/s, loss=0.663, pair=0.002, adv=5.781, sprd=0.017]
Ep 051/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:13,  2.05it/s, loss=0.650, pair=0.000, adv=4.653, sprd=0.021]
Ep 051/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:12,  2.15it/s, loss=0.650, pair=0.000, adv=4.653, sprd=0.021]
Ep 051/80 [S3:+sens]:  94%|█▉| 426/453 [03:33<00:12,  2.15it/s, loss=0.644, pair=0.000, adv=6.340, sprd=0.024]
Ep 051/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:12,  2.05it/s, loss=0.644, pair=0.000, adv=6.340, sprd=0.024]
Ep 051/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:12,  2.05it/s, loss=0.634, pair=0.000, adv=4.737, sprd=0.023]
Ep 051/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:11,  2.15it/s, loss=0.634, pair=0.000, adv=4.737, sprd=0.023]
Ep 051/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:11,  2.15it/s, loss=0.625, pair=0.000, adv=6.089, sprd=0.021]
Ep 051/80 [S3:+sens]:  95%|█▉| 429/453 [03:33<00:11,  2.06it/s, loss=0.625, pair=0.000, adv=6.089, sprd=0.021]
Ep 051/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:11,  2.06it/s, loss=0.645, pair=0.000, adv=5.212, sprd=0.026]
Ep 051/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:10,  2.13it/s, loss=0.645, pair=0.000, adv=5.212, sprd=0.026]
Ep 051/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:10,  2.13it/s, loss=0.640, pair=0.000, adv=3.390, sprd=0.028]
Ep 051/80 [S3:+sens]:  95%|█▉| 431/453 [03:34<00:10,  2.02it/s, loss=0.640, pair=0.000, adv=3.390, sprd=0.028]
Ep 051/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:10,  2.02it/s, loss=0.629, pair=0.000, adv=5.264, sprd=0.024]
Ep 051/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:10,  2.09it/s, loss=0.629, pair=0.000, adv=5.264, sprd=0.024]
Ep 051/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:10,  2.09it/s, loss=0.607, pair=0.004, adv=4.548, sprd=0.017]
Ep 051/80 [S3:+sens]:  96%|█▉| 433/453 [03:35<00:09,  2.01it/s, loss=0.607, pair=0.004, adv=4.548, sprd=0.017]
Ep 051/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:09,  2.01it/s, loss=0.625, pair=0.002, adv=6.403, sprd=0.018]
Ep 051/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:08,  2.13it/s, loss=0.625, pair=0.002, adv=6.403, sprd=0.018]
Ep 051/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:08,  2.13it/s, loss=0.681, pair=0.002, adv=7.343, sprd=0.019]
Ep 051/80 [S3:+sens]:  96%|█▉| 435/453 [03:36<00:08,  2.05it/s, loss=0.681, pair=0.002, adv=7.343, sprd=0.019]
Ep 051/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:08,  2.05it/s, loss=0.657, pair=0.001, adv=5.070, sprd=0.028]
Ep 051/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:07,  2.13it/s, loss=0.657, pair=0.001, adv=5.070, sprd=0.028]
Ep 051/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:07,  2.13it/s, loss=1.072, pair=1.135, adv=5.216, sprd=0.033]
Ep 051/80 [S3:+sens]:  96%|█▉| 437/453 [03:37<00:07,  2.01it/s, loss=1.072, pair=1.135, adv=5.216, sprd=0.033]
Ep 051/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.01it/s, loss=0.668, pair=0.000, adv=5.527, sprd=0.028]
Ep 051/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:07,  2.11it/s, loss=0.668, pair=0.000, adv=5.527, sprd=0.028]
Ep 051/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:07,  2.11it/s, loss=0.645, pair=0.001, adv=5.255, sprd=0.022]
Ep 051/80 [S3:+sens]:  97%|█▉| 439/453 [03:38<00:07,  1.96it/s, loss=0.645, pair=0.001, adv=5.255, sprd=0.022]
Ep 051/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:07,  1.96it/s, loss=0.621, pair=0.001, adv=6.137, sprd=0.020]
Ep 051/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  2.03it/s, loss=0.621, pair=0.001, adv=6.137, sprd=0.020]
Ep 051/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  2.03it/s, loss=0.581, pair=0.005, adv=5.475, sprd=0.012]
Ep 051/80 [S3:+sens]:  97%|█▉| 441/453 [03:39<00:06,  1.86it/s, loss=0.581, pair=0.005, adv=5.475, sprd=0.012]
Ep 051/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:06,  1.86it/s, loss=0.668, pair=0.001, adv=4.866, sprd=0.025]
Ep 051/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  1.95it/s, loss=0.668, pair=0.001, adv=4.866, sprd=0.025]
Ep 051/80 [S3:+sens]:  98%|█▉| 442/453 [03:41<00:05,  1.95it/s, loss=1.351, pair=1.959, adv=6.075, sprd=0.026]
Ep 051/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:05,  1.69it/s, loss=1.351, pair=1.959, adv=6.075, sprd=0.026]
Ep 051/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:05,  1.69it/s, loss=0.667, pair=0.000, adv=3.931, sprd=0.026]
Ep 051/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  1.83it/s, loss=0.667, pair=0.000, adv=3.931, sprd=0.026]
Ep 051/80 [S3:+sens]:  98%|█▉| 444/453 [03:42<00:04,  1.83it/s, loss=0.604, pair=0.004, adv=5.581, sprd=0.016]
Ep 051/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:04,  1.76it/s, loss=0.604, pair=0.004, adv=5.581, sprd=0.016]
Ep 051/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:04,  1.76it/s, loss=0.635, pair=0.000, adv=5.492, sprd=0.024]
Ep 051/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  1.86it/s, loss=0.635, pair=0.000, adv=5.492, sprd=0.024]
Ep 051/80 [S3:+sens]:  98%|█▉| 446/453 [03:43<00:03,  1.86it/s, loss=0.620, pair=0.001, adv=5.063, sprd=0.015]
Ep 051/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:03,  1.81it/s, loss=0.620, pair=0.001, adv=5.063, sprd=0.015]
Ep 051/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:03,  1.81it/s, loss=0.668, pair=0.000, adv=6.817, sprd=0.029]
Ep 051/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  1.89it/s, loss=0.668, pair=0.000, adv=6.817, sprd=0.029]
Ep 051/80 [S3:+sens]:  99%|█▉| 448/453 [03:44<00:02,  1.89it/s, loss=0.729, pair=0.000, adv=5.381, sprd=0.031]
Ep 051/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:02,  1.77it/s, loss=0.729, pair=0.000, adv=5.381, sprd=0.031]
Ep 051/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:02,  1.77it/s, loss=0.680, pair=0.000, adv=5.440, sprd=0.032]
Ep 051/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  1.85it/s, loss=0.680, pair=0.000, adv=5.440, sprd=0.032]
Ep 051/80 [S3:+sens]:  99%|█▉| 450/453 [03:45<00:01,  1.85it/s, loss=0.688, pair=0.000, adv=4.359, sprd=0.030]
Ep 051/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:01,  1.75it/s, loss=0.688, pair=0.000, adv=4.359, sprd=0.030]
Ep 051/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:01,  1.75it/s, loss=0.659, pair=0.001, adv=5.211, sprd=0.023]
Ep 051/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  1.89it/s, loss=0.659, pair=0.001, adv=5.211, sprd=0.023]
Ep 051/80 [S3:+sens]: 100%|█▉| 452/453 [03:46<00:00,  1.89it/s, loss=0.615, pair=0.001, adv=4.076, sprd=0.019]
Ep 051/80 [S3:+sens]: 100%|██| 453/453 [03:46<00:00,  1.80it/s, loss=0.615, pair=0.001, adv=4.076, sprd=0.019]
                                                                                                              
Epoch 051/80 [S3:+sens]  loss=0.6499  mat=0.2701  sens=1.0674  pair=0.0294  adv=5.0593(rand=3.47)  deg=0.0059  orth=0.0015  spread=0.0216  q_mean=52.2  q_std=18.8  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.43e-05  227s

Ep 052/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 052/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.643, pair=0.000, adv=4.987, sprd=0.020]
Ep 052/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:02,  1.07s/it, loss=0.643, pair=0.000, adv=4.987, sprd=0.020]
Ep 052/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:02,  1.07s/it, loss=0.623, pair=0.000, adv=4.441, sprd=0.016]
Ep 052/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:13,  1.44it/s, loss=0.623, pair=0.000, adv=4.441, sprd=0.016]
Ep 052/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:13,  1.44it/s, loss=0.630, pair=0.001, adv=4.174, sprd=0.020]
Ep 052/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.53it/s, loss=0.630, pair=0.001, adv=4.174, sprd=0.020]
Ep 052/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.53it/s, loss=0.632, pair=0.004, adv=4.307, sprd=0.019]
Ep 052/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:13,  1.77it/s, loss=0.632, pair=0.004, adv=4.307, sprd=0.019]
Ep 052/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:13,  1.77it/s, loss=0.644, pair=0.006, adv=5.521, sprd=0.019]
Ep 052/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:24,  1.69it/s, loss=0.644, pair=0.006, adv=5.521, sprd=0.019]
Ep 052/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:24,  1.69it/s, loss=0.629, pair=0.003, adv=3.995, sprd=0.020]
Ep 052/80 [S3:+sens]:   1%|    | 6/453 [00:03<04:00,  1.86it/s, loss=0.629, pair=0.003, adv=3.995, sprd=0.020]
Ep 052/80 [S3:+sens]:   1%|    | 6/453 [00:04<04:00,  1.86it/s, loss=0.645, pair=0.002, adv=3.889, sprd=0.019]
Ep 052/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:08,  1.79it/s, loss=0.645, pair=0.002, adv=3.889, sprd=0.019]
Ep 052/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:08,  1.79it/s, loss=0.604, pair=0.003, adv=5.134, sprd=0.017]
Ep 052/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:53,  1.90it/s, loss=0.604, pair=0.003, adv=5.134, sprd=0.017]
Ep 052/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:53,  1.90it/s, loss=0.653, pair=0.001, adv=4.099, sprd=0.023]
Ep 052/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.80it/s, loss=0.653, pair=0.001, adv=4.099, sprd=0.023]
Ep 052/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.80it/s, loss=0.640, pair=0.000, adv=4.496, sprd=0.025]
Ep 052/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:55,  1.88it/s, loss=0.640, pair=0.000, adv=4.496, sprd=0.025]
Ep 052/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:55,  1.88it/s, loss=0.630, pair=0.002, adv=6.064, sprd=0.020]
Ep 052/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:08,  1.78it/s, loss=0.630, pair=0.002, adv=6.064, sprd=0.020]
Ep 052/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:08,  1.78it/s, loss=0.651, pair=0.004, adv=6.016, sprd=0.024]
Ep 052/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:50,  1.91it/s, loss=0.651, pair=0.004, adv=6.016, sprd=0.024]
Ep 052/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:50,  1.91it/s, loss=0.622, pair=0.000, adv=5.997, sprd=0.019]
Ep 052/80 [S3:+sens]:   3%|   | 13/453 [00:07<04:08,  1.77it/s, loss=0.622, pair=0.000, adv=5.997, sprd=0.019]
Ep 052/80 [S3:+sens]:   3%|   | 13/453 [00:07<04:08,  1.77it/s, loss=0.600, pair=0.000, adv=5.409, sprd=0.014]
Ep 052/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:46,  1.94it/s, loss=0.600, pair=0.000, adv=5.409, sprd=0.014]
Ep 052/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:46,  1.94it/s, loss=0.614, pair=0.000, adv=4.207, sprd=0.015]
Ep 052/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:48,  1.92it/s, loss=0.614, pair=0.000, adv=4.207, sprd=0.015]
Ep 052/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:48,  1.92it/s, loss=0.623, pair=0.000, adv=4.994, sprd=0.020]
Ep 052/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:33,  2.05it/s, loss=0.623, pair=0.000, adv=4.994, sprd=0.020]
Ep 052/80 [S3:+sens]:   4%|   | 16/453 [00:09<03:33,  2.05it/s, loss=0.634, pair=0.002, adv=5.534, sprd=0.018]
Ep 052/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:37,  2.00it/s, loss=0.634, pair=0.002, adv=5.534, sprd=0.018]
Ep 052/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:37,  2.00it/s, loss=0.599, pair=0.000, adv=5.018, sprd=0.015]
Ep 052/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:25,  2.12it/s, loss=0.599, pair=0.000, adv=5.018, sprd=0.015]
Ep 052/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:25,  2.12it/s, loss=0.640, pair=0.001, adv=4.741, sprd=0.021]
Ep 052/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:33,  2.03it/s, loss=0.640, pair=0.001, adv=4.741, sprd=0.021]
Ep 052/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:33,  2.03it/s, loss=0.641, pair=0.000, adv=5.187, sprd=0.023]
Ep 052/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.641, pair=0.000, adv=5.187, sprd=0.023]
Ep 052/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:23,  2.13it/s, loss=0.654, pair=0.000, adv=4.713, sprd=0.019]
Ep 052/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:23,  2.12it/s, loss=0.654, pair=0.000, adv=4.713, sprd=0.019]
Ep 052/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:23,  2.12it/s, loss=0.629, pair=0.000, adv=5.278, sprd=0.015]
Ep 052/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:10,  2.26it/s, loss=0.629, pair=0.000, adv=5.278, sprd=0.015]
Ep 052/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:10,  2.26it/s, loss=0.587, pair=0.006, adv=4.955, sprd=0.015]
Ep 052/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:24,  2.10it/s, loss=0.587, pair=0.006, adv=4.955, sprd=0.015]
Ep 052/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:24,  2.10it/s, loss=0.602, pair=0.000, adv=5.040, sprd=0.018]
Ep 052/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:17,  2.17it/s, loss=0.602, pair=0.000, adv=5.040, sprd=0.018]
Ep 052/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:17,  2.17it/s, loss=0.622, pair=0.005, adv=5.010, sprd=0.016]
Ep 052/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:20,  2.13it/s, loss=0.622, pair=0.005, adv=5.010, sprd=0.016]
Ep 052/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:20,  2.13it/s, loss=0.652, pair=0.002, adv=4.762, sprd=0.021]
Ep 052/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:10,  2.24it/s, loss=0.652, pair=0.002, adv=4.762, sprd=0.021]
Ep 052/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:10,  2.24it/s, loss=0.633, pair=0.002, adv=4.609, sprd=0.021]
Ep 052/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:21,  2.12it/s, loss=0.633, pair=0.002, adv=4.609, sprd=0.021]
Ep 052/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:21,  2.12it/s, loss=0.676, pair=0.001, adv=6.203, sprd=0.026]
Ep 052/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:13,  2.19it/s, loss=0.676, pair=0.001, adv=6.203, sprd=0.026]
Ep 052/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:13,  2.19it/s, loss=0.650, pair=0.004, adv=4.703, sprd=0.024]
Ep 052/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.07it/s, loss=0.650, pair=0.004, adv=4.703, sprd=0.024]
Ep 052/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:24,  2.07it/s, loss=0.647, pair=0.003, adv=3.556, sprd=0.017]
Ep 052/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:12,  2.20it/s, loss=0.647, pair=0.003, adv=3.556, sprd=0.017]
Ep 052/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:12,  2.20it/s, loss=0.650, pair=0.002, adv=4.733, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:20,  2.10it/s, loss=0.650, pair=0.002, adv=4.733, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:20,  2.10it/s, loss=0.644, pair=0.002, adv=5.377, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.18it/s, loss=0.644, pair=0.002, adv=5.377, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.18it/s, loss=1.298, pair=1.857, adv=6.453, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=1.298, pair=1.857, adv=6.453, sprd=0.024]
Ep 052/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:23,  2.06it/s, loss=0.636, pair=0.001, adv=6.475, sprd=0.021]
Ep 052/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.16it/s, loss=0.636, pair=0.001, adv=6.475, sprd=0.021]
Ep 052/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.16it/s, loss=0.597, pair=0.002, adv=5.334, sprd=0.012]
Ep 052/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.597, pair=0.002, adv=5.334, sprd=0.012]
Ep 052/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:21,  2.08it/s, loss=0.621, pair=0.004, adv=4.737, sprd=0.019]
Ep 052/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.18it/s, loss=0.621, pair=0.004, adv=4.737, sprd=0.019]
Ep 052/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.18it/s, loss=0.638, pair=0.003, adv=4.723, sprd=0.020]
Ep 052/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:19,  2.09it/s, loss=0.638, pair=0.003, adv=4.723, sprd=0.020]
Ep 052/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:19,  2.09it/s, loss=0.633, pair=0.000, adv=4.704, sprd=0.018]
Ep 052/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:08,  2.20it/s, loss=0.633, pair=0.000, adv=4.704, sprd=0.018]
Ep 052/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:08,  2.20it/s, loss=0.630, pair=0.000, adv=5.275, sprd=0.022]
Ep 052/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.10it/s, loss=0.630, pair=0.000, adv=5.275, sprd=0.022]
Ep 052/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.10it/s, loss=0.601, pair=0.000, adv=3.411, sprd=0.015]
Ep 052/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:03,  2.26it/s, loss=0.601, pair=0.000, adv=3.411, sprd=0.015]
Ep 052/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:03,  2.26it/s, loss=0.686, pair=0.000, adv=3.586, sprd=0.029]
Ep 052/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:24,  2.01it/s, loss=0.686, pair=0.000, adv=3.586, sprd=0.029]
Ep 052/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:24,  2.01it/s, loss=0.679, pair=0.000, adv=5.617, sprd=0.027]
Ep 052/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:14,  2.12it/s, loss=0.679, pair=0.000, adv=5.617, sprd=0.027]
Ep 052/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:14,  2.12it/s, loss=0.625, pair=0.000, adv=4.402, sprd=0.018]
Ep 052/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:20,  2.04it/s, loss=0.625, pair=0.000, adv=4.402, sprd=0.018]
Ep 052/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:20,  2.04it/s, loss=0.622, pair=0.000, adv=4.801, sprd=0.020]
Ep 052/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.15it/s, loss=0.622, pair=0.000, adv=4.801, sprd=0.020]
Ep 052/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:10,  2.15it/s, loss=0.668, pair=0.000, adv=5.437, sprd=0.026]
Ep 052/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:18,  2.05it/s, loss=0.668, pair=0.000, adv=5.437, sprd=0.026]
Ep 052/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:18,  2.05it/s, loss=0.677, pair=0.000, adv=5.590, sprd=0.027]
Ep 052/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:10,  2.14it/s, loss=0.677, pair=0.000, adv=5.590, sprd=0.027]
Ep 052/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:10,  2.14it/s, loss=0.623, pair=0.003, adv=5.111, sprd=0.018]
Ep 052/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.08it/s, loss=0.623, pair=0.003, adv=5.111, sprd=0.018]
Ep 052/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.08it/s, loss=0.636, pair=0.001, adv=4.670, sprd=0.018]
Ep 052/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:03,  2.21it/s, loss=0.636, pair=0.001, adv=4.670, sprd=0.018]
Ep 052/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:03,  2.21it/s, loss=0.619, pair=0.000, adv=4.656, sprd=0.020]
Ep 052/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:12,  2.10it/s, loss=0.619, pair=0.000, adv=4.656, sprd=0.020]
Ep 052/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:12,  2.10it/s, loss=0.657, pair=0.000, adv=5.467, sprd=0.027]
Ep 052/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.657, pair=0.000, adv=5.467, sprd=0.027]
Ep 052/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:05,  2.17it/s, loss=0.613, pair=0.000, adv=5.227, sprd=0.018]
Ep 052/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:12,  2.09it/s, loss=0.613, pair=0.000, adv=5.227, sprd=0.018]
Ep 052/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:12,  2.09it/s, loss=0.682, pair=0.001, adv=3.856, sprd=0.030]
Ep 052/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.17it/s, loss=0.682, pair=0.001, adv=3.856, sprd=0.030]
Ep 052/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:05,  2.17it/s, loss=0.672, pair=0.001, adv=6.095, sprd=0.030]
Ep 052/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.672, pair=0.001, adv=6.095, sprd=0.030]
Ep 052/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.616, pair=0.000, adv=5.832, sprd=0.018]
Ep 052/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.616, pair=0.000, adv=5.832, sprd=0.018]
Ep 052/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:05,  2.15it/s, loss=0.652, pair=0.002, adv=5.309, sprd=0.022]
Ep 052/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:11,  2.07it/s, loss=0.652, pair=0.002, adv=5.309, sprd=0.022]
Ep 052/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:11,  2.07it/s, loss=0.666, pair=0.023, adv=7.044, sprd=0.024]
Ep 052/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.666, pair=0.023, adv=7.044, sprd=0.024]
Ep 052/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:04,  2.15it/s, loss=0.641, pair=0.002, adv=5.216, sprd=0.021]
Ep 052/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:10,  2.08it/s, loss=0.641, pair=0.002, adv=5.216, sprd=0.021]
Ep 052/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:10,  2.08it/s, loss=0.650, pair=0.003, adv=5.545, sprd=0.024]
Ep 052/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:03,  2.16it/s, loss=0.650, pair=0.003, adv=5.545, sprd=0.024]
Ep 052/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:03,  2.16it/s, loss=0.676, pair=0.002, adv=4.752, sprd=0.028]
Ep 052/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:12,  2.05it/s, loss=0.676, pair=0.002, adv=4.752, sprd=0.028]
Ep 052/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:12,  2.05it/s, loss=0.633, pair=0.002, adv=6.438, sprd=0.020]
Ep 052/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.16it/s, loss=0.633, pair=0.002, adv=6.438, sprd=0.020]
Ep 052/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:02,  2.16it/s, loss=0.650, pair=0.002, adv=5.128, sprd=0.023]
Ep 052/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:09,  2.07it/s, loss=0.650, pair=0.002, adv=5.128, sprd=0.023]
Ep 052/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:09,  2.07it/s, loss=0.646, pair=0.002, adv=6.018, sprd=0.022]
Ep 052/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:59,  2.18it/s, loss=0.646, pair=0.002, adv=6.018, sprd=0.022]
Ep 052/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:59,  2.18it/s, loss=0.653, pair=0.005, adv=4.332, sprd=0.020]
Ep 052/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:07,  2.08it/s, loss=0.653, pair=0.005, adv=4.332, sprd=0.020]
Ep 052/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:07,  2.08it/s, loss=1.321, pair=1.957, adv=5.024, sprd=0.020]
Ep 052/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:58,  2.18it/s, loss=1.321, pair=1.957, adv=5.024, sprd=0.020]
Ep 052/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:58,  2.18it/s, loss=0.673, pair=0.002, adv=5.216, sprd=0.019]
Ep 052/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:05,  2.09it/s, loss=0.673, pair=0.002, adv=5.216, sprd=0.019]
Ep 052/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:05,  2.09it/s, loss=0.631, pair=0.005, adv=4.709, sprd=0.018]
Ep 052/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:55,  2.20it/s, loss=0.631, pair=0.005, adv=4.709, sprd=0.018]
Ep 052/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:55,  2.20it/s, loss=0.660, pair=0.073, adv=4.460, sprd=0.023]
Ep 052/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.09it/s, loss=0.660, pair=0.073, adv=4.460, sprd=0.023]
Ep 052/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:05,  2.09it/s, loss=0.657, pair=0.003, adv=6.044, sprd=0.025]
Ep 052/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.15it/s, loss=0.657, pair=0.003, adv=6.044, sprd=0.025]
Ep 052/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.15it/s, loss=0.594, pair=0.006, adv=4.137, sprd=0.014]
Ep 052/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:19,  1.93it/s, loss=0.594, pair=0.006, adv=4.137, sprd=0.014]
Ep 052/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:19,  1.93it/s, loss=0.639, pair=0.005, adv=5.471, sprd=0.021]
Ep 052/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:05,  2.07it/s, loss=0.639, pair=0.005, adv=5.471, sprd=0.021]
Ep 052/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:05,  2.07it/s, loss=1.803, pair=3.305, adv=5.530, sprd=0.024]
Ep 052/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:11,  1.99it/s, loss=1.803, pair=3.305, adv=5.530, sprd=0.024]
Ep 052/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:11,  1.99it/s, loss=0.644, pair=0.000, adv=6.435, sprd=0.023]
Ep 052/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.07it/s, loss=0.644, pair=0.000, adv=6.435, sprd=0.023]
Ep 052/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.07it/s, loss=0.659, pair=0.000, adv=4.649, sprd=0.016]
Ep 052/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.00it/s, loss=0.659, pair=0.000, adv=4.649, sprd=0.016]
Ep 052/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:09,  2.00it/s, loss=0.656, pair=0.001, adv=5.211, sprd=0.026]
Ep 052/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:00,  2.10it/s, loss=0.656, pair=0.001, adv=5.211, sprd=0.026]
Ep 052/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:00,  2.10it/s, loss=0.611, pair=0.001, adv=4.701, sprd=0.015]
Ep 052/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.05it/s, loss=0.611, pair=0.001, adv=4.701, sprd=0.015]
Ep 052/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:04,  2.05it/s, loss=0.602, pair=0.000, adv=5.954, sprd=0.015]
Ep 052/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:56,  2.14it/s, loss=0.602, pair=0.000, adv=5.954, sprd=0.015]
Ep 052/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:56,  2.14it/s, loss=0.656, pair=0.000, adv=5.692, sprd=0.023]
Ep 052/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:03,  2.05it/s, loss=0.656, pair=0.000, adv=5.692, sprd=0.023]
Ep 052/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:03,  2.05it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.025]
Ep 052/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:56,  2.13it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.025]
Ep 052/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:56,  2.13it/s, loss=0.630, pair=0.000, adv=4.143, sprd=0.017]
Ep 052/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:01,  2.07it/s, loss=0.630, pair=0.000, adv=4.143, sprd=0.017]
Ep 052/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:01,  2.07it/s, loss=0.639, pair=0.000, adv=5.804, sprd=0.019]
Ep 052/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:50,  2.19it/s, loss=0.639, pair=0.000, adv=5.804, sprd=0.019]
Ep 052/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:50,  2.19it/s, loss=1.341, pair=1.997, adv=4.547, sprd=0.020]
Ep 052/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:56,  2.11it/s, loss=1.341, pair=1.997, adv=4.547, sprd=0.020]
Ep 052/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<02:56,  2.11it/s, loss=0.680, pair=0.034, adv=5.067, sprd=0.026]
Ep 052/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:50,  2.17it/s, loss=0.680, pair=0.034, adv=5.067, sprd=0.026]
Ep 052/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:50,  2.17it/s, loss=0.636, pair=0.000, adv=5.336, sprd=0.018]
Ep 052/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:55,  2.11it/s, loss=0.636, pair=0.000, adv=5.336, sprd=0.018]
Ep 052/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:55,  2.11it/s, loss=0.596, pair=0.001, adv=4.190, sprd=0.015]
Ep 052/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:47,  2.21it/s, loss=0.596, pair=0.001, adv=4.190, sprd=0.015]
Ep 052/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:47,  2.21it/s, loss=0.684, pair=0.000, adv=4.901, sprd=0.031]
Ep 052/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:09,  1.94it/s, loss=0.684, pair=0.000, adv=4.901, sprd=0.031]
Ep 052/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:09,  1.94it/s, loss=0.657, pair=0.002, adv=6.300, sprd=0.028]
Ep 052/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<03:04,  1.99it/s, loss=0.657, pair=0.002, adv=6.300, sprd=0.028]
Ep 052/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<03:04,  1.99it/s, loss=0.611, pair=0.000, adv=6.328, sprd=0.016]
Ep 052/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:18,  1.84it/s, loss=0.611, pair=0.000, adv=6.328, sprd=0.016]
Ep 052/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:18,  1.84it/s, loss=0.691, pair=0.050, adv=5.060, sprd=0.024]
Ep 052/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<03:06,  1.95it/s, loss=0.691, pair=0.050, adv=5.060, sprd=0.024]
Ep 052/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<03:06,  1.95it/s, loss=0.634, pair=0.005, adv=4.462, sprd=0.016]
Ep 052/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:20,  1.82it/s, loss=0.634, pair=0.005, adv=4.462, sprd=0.016]
Ep 052/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:20,  1.82it/s, loss=0.673, pair=0.003, adv=4.690, sprd=0.026]
Ep 052/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<03:08,  1.93it/s, loss=0.673, pair=0.003, adv=4.690, sprd=0.026]
Ep 052/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<03:08,  1.93it/s, loss=0.620, pair=0.003, adv=5.800, sprd=0.018]
Ep 052/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<03:25,  1.77it/s, loss=0.620, pair=0.003, adv=5.800, sprd=0.018]
Ep 052/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:25,  1.77it/s, loss=0.590, pair=0.005, adv=5.256, sprd=0.012]
Ep 052/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<03:10,  1.90it/s, loss=0.590, pair=0.005, adv=5.256, sprd=0.012]
Ep 052/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<03:10,  1.90it/s, loss=0.626, pair=0.001, adv=3.587, sprd=0.020]
Ep 052/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<03:21,  1.79it/s, loss=0.626, pair=0.001, adv=3.587, sprd=0.020]
Ep 052/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:21,  1.79it/s, loss=0.636, pair=0.000, adv=5.437, sprd=0.021]
Ep 052/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<03:07,  1.92it/s, loss=0.636, pair=0.000, adv=5.437, sprd=0.021]
Ep 052/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<03:07,  1.92it/s, loss=0.641, pair=0.000, adv=4.552, sprd=0.022]
Ep 052/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:19,  1.79it/s, loss=0.641, pair=0.000, adv=4.552, sprd=0.022]
Ep 052/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<03:19,  1.79it/s, loss=0.646, pair=0.000, adv=5.533, sprd=0.026]
Ep 052/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<03:09,  1.88it/s, loss=0.646, pair=0.000, adv=5.533, sprd=0.026]
Ep 052/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<03:09,  1.88it/s, loss=0.654, pair=0.001, adv=5.908, sprd=0.026]
Ep 052/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:22,  1.76it/s, loss=0.654, pair=0.001, adv=5.908, sprd=0.026]
Ep 052/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<03:22,  1.76it/s, loss=0.620, pair=0.001, adv=5.772, sprd=0.016]
Ep 052/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<03:07,  1.89it/s, loss=0.620, pair=0.001, adv=5.772, sprd=0.016]
Ep 052/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<03:07,  1.89it/s, loss=0.625, pair=0.000, adv=4.478, sprd=0.019]
Ep 052/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:33,  1.66it/s, loss=0.625, pair=0.000, adv=4.478, sprd=0.019]
Ep 052/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<03:33,  1.66it/s, loss=0.643, pair=0.000, adv=6.941, sprd=0.021]
Ep 052/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<03:16,  1.80it/s, loss=0.643, pair=0.000, adv=6.941, sprd=0.021]
Ep 052/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<03:16,  1.80it/s, loss=0.664, pair=0.000, adv=5.201, sprd=0.024]
Ep 052/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<03:24,  1.72it/s, loss=0.664, pair=0.000, adv=5.201, sprd=0.024]
Ep 052/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<03:24,  1.72it/s, loss=0.627, pair=0.000, adv=5.185, sprd=0.017]
Ep 052/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<03:09,  1.85it/s, loss=0.627, pair=0.000, adv=5.185, sprd=0.017]
Ep 052/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<03:09,  1.85it/s, loss=0.617, pair=0.000, adv=5.080, sprd=0.017]
Ep 052/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<03:17,  1.77it/s, loss=0.617, pair=0.000, adv=5.080, sprd=0.017]
Ep 052/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<03:17,  1.77it/s, loss=0.687, pair=0.000, adv=3.850, sprd=0.032]
Ep 052/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<03:07,  1.86it/s, loss=0.687, pair=0.000, adv=3.850, sprd=0.032]
Ep 052/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<03:07,  1.86it/s, loss=0.696, pair=0.003, adv=6.686, sprd=0.030]
Ep 052/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<03:19,  1.74it/s, loss=0.696, pair=0.003, adv=6.686, sprd=0.030]
Ep 052/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<03:19,  1.74it/s, loss=0.633, pair=0.000, adv=5.321, sprd=0.022]
Ep 052/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<03:06,  1.86it/s, loss=0.633, pair=0.000, adv=5.321, sprd=0.022]
Ep 052/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<03:06,  1.86it/s, loss=0.625, pair=0.000, adv=4.378, sprd=0.020]
Ep 052/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:14,  1.77it/s, loss=0.625, pair=0.000, adv=4.378, sprd=0.020]
Ep 052/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<03:14,  1.77it/s, loss=0.669, pair=0.003, adv=6.440, sprd=0.028]
Ep 052/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<03:04,  1.87it/s, loss=0.669, pair=0.003, adv=6.440, sprd=0.028]
Ep 052/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<03:04,  1.87it/s, loss=0.651, pair=0.005, adv=7.030, sprd=0.023]
Ep 052/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:17,  1.74it/s, loss=0.651, pair=0.005, adv=7.030, sprd=0.023]
Ep 052/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<03:17,  1.74it/s, loss=0.682, pair=0.003, adv=6.767, sprd=0.032]
Ep 052/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<03:06,  1.84it/s, loss=0.682, pair=0.003, adv=6.767, sprd=0.032]
Ep 052/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<03:06,  1.84it/s, loss=0.628, pair=0.001, adv=5.822, sprd=0.022]
Ep 052/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:17,  1.74it/s, loss=0.628, pair=0.001, adv=5.822, sprd=0.022]
Ep 052/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<03:17,  1.74it/s, loss=0.696, pair=0.001, adv=6.336, sprd=0.032]
Ep 052/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<03:05,  1.83it/s, loss=0.696, pair=0.001, adv=6.336, sprd=0.032]
Ep 052/80 [S3:+sens]:  25%|▍ | 112/453 [00:57<03:05,  1.83it/s, loss=0.647, pair=0.001, adv=3.308, sprd=0.020]
Ep 052/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:13,  1.75it/s, loss=0.647, pair=0.001, adv=3.308, sprd=0.020]
Ep 052/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:13,  1.75it/s, loss=0.630, pair=0.000, adv=4.236, sprd=0.019]
Ep 052/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:55,  1.93it/s, loss=0.630, pair=0.000, adv=4.236, sprd=0.019]
Ep 052/80 [S3:+sens]:  25%|▌ | 114/453 [00:58<02:55,  1.93it/s, loss=0.606, pair=0.000, adv=4.418, sprd=0.017]
Ep 052/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<02:58,  1.90it/s, loss=0.606, pair=0.000, adv=4.418, sprd=0.017]
Ep 052/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<02:58,  1.90it/s, loss=0.652, pair=0.000, adv=4.958, sprd=0.027]
Ep 052/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:47,  2.01it/s, loss=0.652, pair=0.000, adv=4.958, sprd=0.027]
Ep 052/80 [S3:+sens]:  26%|▌ | 116/453 [00:59<02:47,  2.01it/s, loss=0.641, pair=0.000, adv=6.372, sprd=0.024]
Ep 052/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<02:53,  1.94it/s, loss=0.641, pair=0.000, adv=6.372, sprd=0.024]
Ep 052/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<02:53,  1.94it/s, loss=0.644, pair=0.000, adv=5.763, sprd=0.022]
Ep 052/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:42,  2.06it/s, loss=0.644, pair=0.000, adv=5.763, sprd=0.022]
Ep 052/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:42,  2.06it/s, loss=0.608, pair=0.001, adv=4.894, sprd=0.016]
Ep 052/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:47,  2.00it/s, loss=0.608, pair=0.001, adv=4.894, sprd=0.016]
Ep 052/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<02:47,  2.00it/s, loss=0.587, pair=0.001, adv=4.216, sprd=0.013]
Ep 052/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:34,  2.16it/s, loss=0.587, pair=0.001, adv=4.216, sprd=0.013]
Ep 052/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:34,  2.16it/s, loss=0.616, pair=0.000, adv=4.475, sprd=0.016]
Ep 052/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:39,  2.08it/s, loss=0.616, pair=0.000, adv=4.475, sprd=0.016]
Ep 052/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<02:39,  2.08it/s, loss=0.693, pair=0.000, adv=6.179, sprd=0.034]
Ep 052/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:35,  2.13it/s, loss=0.693, pair=0.000, adv=6.179, sprd=0.034]
Ep 052/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:35,  2.13it/s, loss=0.626, pair=0.000, adv=3.506, sprd=0.021]
Ep 052/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:51,  1.93it/s, loss=0.626, pair=0.000, adv=3.506, sprd=0.021]
Ep 052/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<02:51,  1.93it/s, loss=0.602, pair=0.000, adv=4.287, sprd=0.017]
Ep 052/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:40,  2.04it/s, loss=0.602, pair=0.000, adv=4.287, sprd=0.017]
Ep 052/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:40,  2.04it/s, loss=0.630, pair=0.002, adv=4.978, sprd=0.021]
Ep 052/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:44,  1.99it/s, loss=0.630, pair=0.002, adv=4.978, sprd=0.021]
Ep 052/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<02:44,  1.99it/s, loss=0.647, pair=0.002, adv=4.568, sprd=0.019]
Ep 052/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:33,  2.13it/s, loss=0.647, pair=0.002, adv=4.568, sprd=0.019]
Ep 052/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:33,  2.13it/s, loss=0.634, pair=0.000, adv=4.716, sprd=0.017]
Ep 052/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:36,  2.08it/s, loss=0.634, pair=0.000, adv=4.716, sprd=0.017]
Ep 052/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:36,  2.08it/s, loss=0.652, pair=0.000, adv=4.791, sprd=0.022]
Ep 052/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:29,  2.17it/s, loss=0.652, pair=0.000, adv=4.791, sprd=0.022]
Ep 052/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:29,  2.17it/s, loss=0.651, pair=0.000, adv=5.636, sprd=0.027]
Ep 052/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:37,  2.06it/s, loss=0.651, pair=0.000, adv=5.636, sprd=0.027]
Ep 052/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:37,  2.06it/s, loss=0.628, pair=0.000, adv=3.628, sprd=0.021]
Ep 052/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:31,  2.13it/s, loss=0.628, pair=0.000, adv=3.628, sprd=0.021]
Ep 052/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:31,  2.13it/s, loss=0.650, pair=0.000, adv=5.491, sprd=0.022]
Ep 052/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:38,  2.03it/s, loss=0.650, pair=0.000, adv=5.491, sprd=0.022]
Ep 052/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<02:38,  2.03it/s, loss=0.613, pair=0.000, adv=5.233, sprd=0.018]
Ep 052/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:32,  2.11it/s, loss=0.613, pair=0.000, adv=5.233, sprd=0.018]
Ep 052/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:32,  2.11it/s, loss=0.614, pair=0.001, adv=4.779, sprd=0.017]
Ep 052/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:37,  2.03it/s, loss=0.614, pair=0.001, adv=4.779, sprd=0.017]
Ep 052/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:37,  2.03it/s, loss=0.661, pair=0.000, adv=5.780, sprd=0.027]
Ep 052/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:30,  2.11it/s, loss=0.661, pair=0.000, adv=5.780, sprd=0.027]
Ep 052/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:30,  2.11it/s, loss=0.622, pair=0.000, adv=6.245, sprd=0.018]
Ep 052/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:38,  2.00it/s, loss=0.622, pair=0.000, adv=6.245, sprd=0.018]
Ep 052/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:38,  2.00it/s, loss=0.653, pair=0.000, adv=3.671, sprd=0.023]
Ep 052/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:30,  2.10it/s, loss=0.653, pair=0.000, adv=3.671, sprd=0.023]
Ep 052/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:30,  2.10it/s, loss=0.696, pair=0.000, adv=4.385, sprd=0.035]
Ep 052/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:40,  1.97it/s, loss=0.696, pair=0.000, adv=4.385, sprd=0.035]
Ep 052/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:40,  1.97it/s, loss=0.622, pair=0.000, adv=5.518, sprd=0.017]
Ep 052/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:30,  2.09it/s, loss=0.622, pair=0.000, adv=5.518, sprd=0.017]
Ep 052/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:30,  2.09it/s, loss=0.601, pair=0.000, adv=3.457, sprd=0.015]
Ep 052/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:33,  2.04it/s, loss=0.601, pair=0.000, adv=3.457, sprd=0.015]
Ep 052/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:33,  2.04it/s, loss=0.640, pair=0.000, adv=4.820, sprd=0.022]
Ep 052/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:26,  2.13it/s, loss=0.640, pair=0.000, adv=4.820, sprd=0.022]
Ep 052/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:26,  2.13it/s, loss=0.615, pair=0.000, adv=3.789, sprd=0.017]
Ep 052/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:32,  2.05it/s, loss=0.615, pair=0.000, adv=3.789, sprd=0.017]
Ep 052/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:32,  2.05it/s, loss=0.627, pair=0.000, adv=5.469, sprd=0.021]
Ep 052/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:25,  2.14it/s, loss=0.627, pair=0.000, adv=5.469, sprd=0.021]
Ep 052/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:25,  2.14it/s, loss=0.641, pair=0.001, adv=5.095, sprd=0.013]
Ep 052/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:30,  2.05it/s, loss=0.641, pair=0.001, adv=5.095, sprd=0.013]
Ep 052/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:30,  2.05it/s, loss=0.645, pair=0.000, adv=4.374, sprd=0.019]
Ep 052/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:22,  2.17it/s, loss=0.645, pair=0.000, adv=4.374, sprd=0.019]
Ep 052/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:22,  2.17it/s, loss=0.618, pair=0.000, adv=3.966, sprd=0.018]
Ep 052/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:27,  2.09it/s, loss=0.618, pair=0.000, adv=3.966, sprd=0.018]
Ep 052/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:27,  2.09it/s, loss=0.630, pair=0.000, adv=5.299, sprd=0.020]
Ep 052/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:20,  2.19it/s, loss=0.630, pair=0.000, adv=5.299, sprd=0.020]
Ep 052/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:20,  2.19it/s, loss=0.642, pair=0.000, adv=5.513, sprd=0.022]
Ep 052/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:27,  2.07it/s, loss=0.642, pair=0.000, adv=5.513, sprd=0.022]
Ep 052/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:27,  2.07it/s, loss=0.619, pair=0.000, adv=6.974, sprd=0.018]
Ep 052/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:21,  2.16it/s, loss=0.619, pair=0.000, adv=6.974, sprd=0.018]
Ep 052/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:21,  2.16it/s, loss=0.637, pair=0.000, adv=4.884, sprd=0.022]
Ep 052/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:30,  2.02it/s, loss=0.637, pair=0.000, adv=4.884, sprd=0.022]
Ep 052/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:30,  2.02it/s, loss=0.671, pair=0.000, adv=5.702, sprd=0.028]
Ep 052/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:23,  2.11it/s, loss=0.671, pair=0.000, adv=5.702, sprd=0.028]
Ep 052/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:23,  2.11it/s, loss=0.621, pair=0.000, adv=4.464, sprd=0.018]
Ep 052/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:37,  1.91it/s, loss=0.621, pair=0.000, adv=4.464, sprd=0.018]
Ep 052/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:37,  1.91it/s, loss=0.635, pair=0.000, adv=4.598, sprd=0.021]
Ep 052/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:27,  2.03it/s, loss=0.635, pair=0.000, adv=4.598, sprd=0.021]
Ep 052/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:27,  2.03it/s, loss=0.671, pair=0.000, adv=4.521, sprd=0.031]
Ep 052/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:34,  1.95it/s, loss=0.671, pair=0.000, adv=4.521, sprd=0.031]
Ep 052/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:34,  1.95it/s, loss=0.632, pair=0.000, adv=4.772, sprd=0.016]
Ep 052/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:22,  2.09it/s, loss=0.632, pair=0.000, adv=4.772, sprd=0.016]
Ep 052/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:22,  2.09it/s, loss=0.696, pair=0.000, adv=4.987, sprd=0.032]
Ep 052/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:29,  1.99it/s, loss=0.696, pair=0.000, adv=4.987, sprd=0.032]
Ep 052/80 [S3:+sens]:  34%|▋ | 155/453 [01:17<02:29,  1.99it/s, loss=0.642, pair=0.000, adv=5.283, sprd=0.025]
Ep 052/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:23,  2.07it/s, loss=0.642, pair=0.000, adv=5.283, sprd=0.025]
Ep 052/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:23,  2.07it/s, loss=0.663, pair=0.000, adv=5.563, sprd=0.018]
Ep 052/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:27,  2.00it/s, loss=0.663, pair=0.000, adv=5.563, sprd=0.018]
Ep 052/80 [S3:+sens]:  35%|▋ | 157/453 [01:18<02:27,  2.00it/s, loss=0.626, pair=0.000, adv=5.280, sprd=0.020]
Ep 052/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:19,  2.12it/s, loss=0.626, pair=0.000, adv=5.280, sprd=0.020]
Ep 052/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:19,  2.12it/s, loss=0.634, pair=0.000, adv=5.925, sprd=0.019]
Ep 052/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:23,  2.06it/s, loss=0.634, pair=0.000, adv=5.925, sprd=0.019]
Ep 052/80 [S3:+sens]:  35%|▋ | 159/453 [01:19<02:23,  2.06it/s, loss=0.640, pair=0.000, adv=4.503, sprd=0.021]
Ep 052/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:16,  2.15it/s, loss=0.640, pair=0.000, adv=4.503, sprd=0.021]
Ep 052/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:16,  2.15it/s, loss=0.619, pair=0.000, adv=5.040, sprd=0.017]
Ep 052/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:21,  2.06it/s, loss=0.619, pair=0.000, adv=5.040, sprd=0.017]
Ep 052/80 [S3:+sens]:  36%|▋ | 161/453 [01:20<02:21,  2.06it/s, loss=0.672, pair=0.000, adv=5.164, sprd=0.031]
Ep 052/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:17,  2.12it/s, loss=0.672, pair=0.000, adv=5.164, sprd=0.031]
Ep 052/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:17,  2.12it/s, loss=0.652, pair=0.000, adv=4.303, sprd=0.017]
Ep 052/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:22,  2.03it/s, loss=0.652, pair=0.000, adv=4.303, sprd=0.017]
Ep 052/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:22,  2.03it/s, loss=0.675, pair=0.000, adv=4.731, sprd=0.026]
Ep 052/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:16,  2.12it/s, loss=0.675, pair=0.000, adv=4.731, sprd=0.026]
Ep 052/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:16,  2.12it/s, loss=0.626, pair=0.001, adv=5.262, sprd=0.020]
Ep 052/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:22,  2.02it/s, loss=0.626, pair=0.001, adv=5.262, sprd=0.020]
Ep 052/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:22,  2.02it/s, loss=0.615, pair=0.000, adv=5.225, sprd=0.016]
Ep 052/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:14,  2.13it/s, loss=0.615, pair=0.000, adv=5.225, sprd=0.016]
Ep 052/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:14,  2.13it/s, loss=0.639, pair=0.000, adv=5.346, sprd=0.022]
Ep 052/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:20,  2.04it/s, loss=0.639, pair=0.000, adv=5.346, sprd=0.022]
Ep 052/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:20,  2.04it/s, loss=0.651, pair=0.000, adv=4.064, sprd=0.022]
Ep 052/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:13,  2.14it/s, loss=0.651, pair=0.000, adv=4.064, sprd=0.022]
Ep 052/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:13,  2.14it/s, loss=0.600, pair=0.001, adv=5.770, sprd=0.015]
Ep 052/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.06it/s, loss=0.600, pair=0.001, adv=5.770, sprd=0.015]
Ep 052/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.06it/s, loss=0.618, pair=0.003, adv=4.449, sprd=0.018]
Ep 052/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:11,  2.16it/s, loss=0.618, pair=0.003, adv=4.449, sprd=0.018]
Ep 052/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:11,  2.16it/s, loss=0.707, pair=0.007, adv=5.650, sprd=0.027]
Ep 052/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:19,  2.03it/s, loss=0.707, pair=0.007, adv=5.650, sprd=0.027]
Ep 052/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:19,  2.03it/s, loss=0.658, pair=0.003, adv=5.694, sprd=0.022]
Ep 052/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:11,  2.14it/s, loss=0.658, pair=0.003, adv=5.694, sprd=0.022]
Ep 052/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:11,  2.14it/s, loss=0.625, pair=0.000, adv=4.618, sprd=0.017]
Ep 052/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:14,  2.08it/s, loss=0.625, pair=0.000, adv=4.618, sprd=0.017]
Ep 052/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:14,  2.08it/s, loss=0.655, pair=0.000, adv=6.567, sprd=0.025]
Ep 052/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:09,  2.15it/s, loss=0.655, pair=0.000, adv=6.567, sprd=0.025]
Ep 052/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:09,  2.15it/s, loss=0.623, pair=0.000, adv=5.226, sprd=0.017]
Ep 052/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:14,  2.06it/s, loss=0.623, pair=0.000, adv=5.226, sprd=0.017]
Ep 052/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:14,  2.06it/s, loss=0.693, pair=0.000, adv=5.555, sprd=0.034]
Ep 052/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:10,  2.12it/s, loss=0.693, pair=0.000, adv=5.555, sprd=0.034]
Ep 052/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:10,  2.12it/s, loss=0.620, pair=0.000, adv=5.091, sprd=0.019]
Ep 052/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:16,  2.02it/s, loss=0.620, pair=0.000, adv=5.091, sprd=0.019]
Ep 052/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:16,  2.02it/s, loss=0.614, pair=0.001, adv=5.629, sprd=0.019]
Ep 052/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:09,  2.12it/s, loss=0.614, pair=0.001, adv=5.629, sprd=0.019]
Ep 052/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:09,  2.12it/s, loss=0.634, pair=0.002, adv=5.804, sprd=0.021]
Ep 052/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:22,  1.92it/s, loss=0.634, pair=0.002, adv=5.804, sprd=0.021]
Ep 052/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:22,  1.92it/s, loss=0.626, pair=0.000, adv=3.728, sprd=0.021]
Ep 052/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:13,  2.05it/s, loss=0.626, pair=0.000, adv=3.728, sprd=0.021]
Ep 052/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:13,  2.05it/s, loss=0.640, pair=0.006, adv=6.136, sprd=0.022]
Ep 052/80 [S3:+sens]:  40%|▊ | 181/453 [01:29<02:18,  1.97it/s, loss=0.640, pair=0.006, adv=6.136, sprd=0.022]
Ep 052/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:18,  1.97it/s, loss=0.659, pair=0.002, adv=4.996, sprd=0.026]
Ep 052/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:12,  2.04it/s, loss=0.659, pair=0.002, adv=4.996, sprd=0.026]
Ep 052/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:12,  2.04it/s, loss=0.665, pair=0.001, adv=6.160, sprd=0.016]
Ep 052/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:22,  1.89it/s, loss=0.665, pair=0.001, adv=6.160, sprd=0.016]
Ep 052/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:22,  1.89it/s, loss=0.631, pair=0.002, adv=5.778, sprd=0.020]
Ep 052/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:16,  1.97it/s, loss=0.631, pair=0.002, adv=5.778, sprd=0.020]
Ep 052/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:16,  1.97it/s, loss=0.657, pair=0.001, adv=5.858, sprd=0.023]
Ep 052/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:31,  1.77it/s, loss=0.657, pair=0.001, adv=5.858, sprd=0.023]
Ep 052/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:31,  1.77it/s, loss=0.630, pair=0.007, adv=5.116, sprd=0.020]
Ep 052/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:23,  1.86it/s, loss=0.630, pair=0.007, adv=5.116, sprd=0.020]
Ep 052/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:23,  1.86it/s, loss=0.591, pair=0.001, adv=3.430, sprd=0.016]
Ep 052/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:30,  1.77it/s, loss=0.591, pair=0.001, adv=3.430, sprd=0.016]
Ep 052/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:30,  1.77it/s, loss=0.671, pair=0.100, adv=4.159, sprd=0.022]
Ep 052/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:19,  1.90it/s, loss=0.671, pair=0.100, adv=4.159, sprd=0.022]
Ep 052/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:19,  1.90it/s, loss=0.659, pair=0.001, adv=5.892, sprd=0.026]
Ep 052/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:29,  1.77it/s, loss=0.659, pair=0.001, adv=5.892, sprd=0.026]
Ep 052/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:29,  1.77it/s, loss=0.589, pair=0.000, adv=6.454, sprd=0.014]
Ep 052/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:18,  1.89it/s, loss=0.589, pair=0.000, adv=6.454, sprd=0.014]
Ep 052/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:18,  1.89it/s, loss=0.670, pair=0.002, adv=4.009, sprd=0.026]
Ep 052/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:26,  1.78it/s, loss=0.670, pair=0.002, adv=4.009, sprd=0.026]
Ep 052/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:26,  1.78it/s, loss=0.669, pair=0.001, adv=4.411, sprd=0.027]
Ep 052/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:17,  1.90it/s, loss=0.669, pair=0.001, adv=4.411, sprd=0.027]
Ep 052/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:17,  1.90it/s, loss=0.606, pair=0.001, adv=5.113, sprd=0.015]
Ep 052/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:23,  1.81it/s, loss=0.606, pair=0.001, adv=5.113, sprd=0.015]
Ep 052/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:23,  1.81it/s, loss=0.581, pair=0.002, adv=4.530, sprd=0.013]
Ep 052/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:14,  1.93it/s, loss=0.581, pair=0.002, adv=4.530, sprd=0.013]
Ep 052/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:14,  1.93it/s, loss=0.632, pair=0.001, adv=5.641, sprd=0.021]
Ep 052/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:21,  1.82it/s, loss=0.632, pair=0.001, adv=5.641, sprd=0.021]
Ep 052/80 [S3:+sens]:  43%|▊ | 195/453 [01:38<02:21,  1.82it/s, loss=0.597, pair=0.003, adv=4.747, sprd=0.016]
Ep 052/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:13,  1.92it/s, loss=0.597, pair=0.003, adv=4.747, sprd=0.016]
Ep 052/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:13,  1.92it/s, loss=0.651, pair=0.001, adv=3.680, sprd=0.019]
Ep 052/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:17,  1.86it/s, loss=0.651, pair=0.001, adv=3.680, sprd=0.019]
Ep 052/80 [S3:+sens]:  43%|▊ | 197/453 [01:39<02:17,  1.86it/s, loss=0.649, pair=0.000, adv=6.602, sprd=0.021]
Ep 052/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:10,  1.95it/s, loss=0.649, pair=0.000, adv=6.602, sprd=0.021]
Ep 052/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:10,  1.95it/s, loss=0.619, pair=0.000, adv=5.142, sprd=0.021]
Ep 052/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:18,  1.83it/s, loss=0.619, pair=0.000, adv=5.142, sprd=0.021]
Ep 052/80 [S3:+sens]:  44%|▉ | 199/453 [01:40<02:18,  1.83it/s, loss=0.609, pair=0.003, adv=4.864, sprd=0.019]
Ep 052/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:10,  1.93it/s, loss=0.609, pair=0.003, adv=4.864, sprd=0.019]
Ep 052/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<02:10,  1.93it/s, loss=0.640, pair=0.000, adv=4.335, sprd=0.022]
Ep 052/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:16,  1.84it/s, loss=0.640, pair=0.000, adv=4.335, sprd=0.022]
Ep 052/80 [S3:+sens]:  44%|▉ | 201/453 [01:41<02:16,  1.84it/s, loss=0.614, pair=0.001, adv=6.355, sprd=0.016]
Ep 052/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<02:08,  1.96it/s, loss=0.614, pair=0.001, adv=6.355, sprd=0.016]
Ep 052/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<02:08,  1.96it/s, loss=0.614, pair=0.001, adv=5.186, sprd=0.019]
Ep 052/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:17,  1.82it/s, loss=0.614, pair=0.001, adv=5.186, sprd=0.019]
Ep 052/80 [S3:+sens]:  45%|▉ | 203/453 [01:42<02:17,  1.82it/s, loss=0.629, pair=0.002, adv=4.797, sprd=0.018]
Ep 052/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<02:07,  1.95it/s, loss=0.629, pair=0.002, adv=4.797, sprd=0.018]
Ep 052/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<02:07,  1.95it/s, loss=0.687, pair=0.005, adv=5.681, sprd=0.030]
Ep 052/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:15,  1.82it/s, loss=0.687, pair=0.005, adv=5.681, sprd=0.030]
Ep 052/80 [S3:+sens]:  45%|▉ | 205/453 [01:43<02:15,  1.82it/s, loss=0.618, pair=0.005, adv=4.843, sprd=0.016]
Ep 052/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<02:07,  1.94it/s, loss=0.618, pair=0.005, adv=4.843, sprd=0.016]
Ep 052/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<02:07,  1.94it/s, loss=0.679, pair=0.004, adv=5.307, sprd=0.020]
Ep 052/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:14,  1.83it/s, loss=0.679, pair=0.004, adv=5.307, sprd=0.020]
Ep 052/80 [S3:+sens]:  46%|▉ | 207/453 [01:44<02:14,  1.83it/s, loss=0.645, pair=0.001, adv=5.157, sprd=0.023]
Ep 052/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<02:06,  1.94it/s, loss=0.645, pair=0.001, adv=5.157, sprd=0.023]
Ep 052/80 [S3:+sens]:  46%|▉ | 208/453 [01:45<02:06,  1.94it/s, loss=0.584, pair=0.001, adv=5.334, sprd=0.014]
Ep 052/80 [S3:+sens]:  46%|▉ | 209/453 [01:45<02:26,  1.66it/s, loss=0.584, pair=0.001, adv=5.334, sprd=0.014]
Ep 052/80 [S3:+sens]:  46%|▉ | 209/453 [01:45<02:26,  1.66it/s, loss=0.633, pair=0.002, adv=4.921, sprd=0.023]
Ep 052/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<02:15,  1.79it/s, loss=0.633, pair=0.002, adv=4.921, sprd=0.023]
Ep 052/80 [S3:+sens]:  46%|▉ | 210/453 [01:46<02:15,  1.79it/s, loss=0.640, pair=0.001, adv=4.240, sprd=0.022]
Ep 052/80 [S3:+sens]:  47%|▉ | 211/453 [01:46<02:19,  1.73it/s, loss=0.640, pair=0.001, adv=4.240, sprd=0.022]
Ep 052/80 [S3:+sens]:  47%|▉ | 211/453 [01:46<02:19,  1.73it/s, loss=0.648, pair=0.000, adv=5.532, sprd=0.018]
Ep 052/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<02:07,  1.89it/s, loss=0.648, pair=0.000, adv=5.532, sprd=0.018]
Ep 052/80 [S3:+sens]:  47%|▉ | 212/453 [01:47<02:07,  1.89it/s, loss=0.640, pair=0.001, adv=4.325, sprd=0.021]
Ep 052/80 [S3:+sens]:  47%|▉ | 213/453 [01:47<02:06,  1.89it/s, loss=0.640, pair=0.001, adv=4.325, sprd=0.021]
Ep 052/80 [S3:+sens]:  47%|▉ | 213/453 [01:47<02:06,  1.89it/s, loss=0.648, pair=0.000, adv=5.356, sprd=0.021]
Ep 052/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<01:57,  2.03it/s, loss=0.648, pair=0.000, adv=5.356, sprd=0.021]
Ep 052/80 [S3:+sens]:  47%|▉ | 214/453 [01:48<01:57,  2.03it/s, loss=0.656, pair=0.000, adv=5.248, sprd=0.025]
Ep 052/80 [S3:+sens]:  47%|▉ | 215/453 [01:48<02:01,  1.96it/s, loss=0.656, pair=0.000, adv=5.248, sprd=0.025]
Ep 052/80 [S3:+sens]:  47%|▉ | 215/453 [01:48<02:01,  1.96it/s, loss=0.612, pair=0.000, adv=5.248, sprd=0.018]
Ep 052/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<01:54,  2.07it/s, loss=0.612, pair=0.000, adv=5.248, sprd=0.018]
Ep 052/80 [S3:+sens]:  48%|▉ | 216/453 [01:49<01:54,  2.07it/s, loss=0.618, pair=0.000, adv=4.288, sprd=0.017]
Ep 052/80 [S3:+sens]:  48%|▉ | 217/453 [01:49<01:56,  2.03it/s, loss=0.618, pair=0.000, adv=4.288, sprd=0.017]
Ep 052/80 [S3:+sens]:  48%|▉ | 217/453 [01:49<01:56,  2.03it/s, loss=0.661, pair=0.000, adv=4.628, sprd=0.027]
Ep 052/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<01:51,  2.11it/s, loss=0.661, pair=0.000, adv=4.628, sprd=0.027]
Ep 052/80 [S3:+sens]:  48%|▉ | 218/453 [01:50<01:51,  2.11it/s, loss=0.636, pair=0.000, adv=5.410, sprd=0.020]
Ep 052/80 [S3:+sens]:  48%|▉ | 219/453 [01:50<01:54,  2.04it/s, loss=0.636, pair=0.000, adv=5.410, sprd=0.020]
Ep 052/80 [S3:+sens]:  48%|▉ | 219/453 [01:50<01:54,  2.04it/s, loss=0.675, pair=0.000, adv=5.325, sprd=0.030]
Ep 052/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:50,  2.11it/s, loss=0.675, pair=0.000, adv=5.325, sprd=0.030]
Ep 052/80 [S3:+sens]:  49%|▉ | 220/453 [01:51<01:50,  2.11it/s, loss=0.649, pair=0.000, adv=4.740, sprd=0.023]
Ep 052/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<01:54,  2.03it/s, loss=0.649, pair=0.000, adv=4.740, sprd=0.023]
Ep 052/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<01:54,  2.03it/s, loss=0.587, pair=0.000, adv=5.101, sprd=0.014]
Ep 052/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:48,  2.13it/s, loss=0.587, pair=0.000, adv=5.101, sprd=0.014]
Ep 052/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:48,  2.13it/s, loss=0.626, pair=0.000, adv=6.909, sprd=0.016]
Ep 052/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<01:52,  2.04it/s, loss=0.626, pair=0.000, adv=6.909, sprd=0.016]
Ep 052/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<01:52,  2.04it/s, loss=0.603, pair=0.000, adv=6.155, sprd=0.016]
Ep 052/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:47,  2.14it/s, loss=0.603, pair=0.000, adv=6.155, sprd=0.016]
Ep 052/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:47,  2.14it/s, loss=0.663, pair=0.000, adv=3.795, sprd=0.026]
Ep 052/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<01:51,  2.04it/s, loss=0.663, pair=0.000, adv=3.795, sprd=0.026]
Ep 052/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<01:51,  2.04it/s, loss=0.613, pair=0.000, adv=3.859, sprd=0.017]
Ep 052/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:44,  2.16it/s, loss=0.613, pair=0.000, adv=3.859, sprd=0.017]
Ep 052/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:44,  2.16it/s, loss=0.670, pair=0.000, adv=7.937, sprd=0.024]
Ep 052/80 [S3:+sens]:  50%|█ | 227/453 [01:53<01:49,  2.07it/s, loss=0.670, pair=0.000, adv=7.937, sprd=0.024]
Ep 052/80 [S3:+sens]:  50%|█ | 227/453 [01:54<01:49,  2.07it/s, loss=0.629, pair=0.001, adv=6.094, sprd=0.020]
Ep 052/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:44,  2.15it/s, loss=0.629, pair=0.001, adv=6.094, sprd=0.020]
Ep 052/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:44,  2.15it/s, loss=0.654, pair=0.000, adv=3.792, sprd=0.025]
Ep 052/80 [S3:+sens]:  51%|█ | 229/453 [01:54<01:49,  2.05it/s, loss=0.654, pair=0.000, adv=3.792, sprd=0.025]
Ep 052/80 [S3:+sens]:  51%|█ | 229/453 [01:55<01:49,  2.05it/s, loss=0.650, pair=0.000, adv=5.168, sprd=0.024]
Ep 052/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:44,  2.14it/s, loss=0.650, pair=0.000, adv=5.168, sprd=0.024]
Ep 052/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:44,  2.14it/s, loss=0.596, pair=0.000, adv=3.426, sprd=0.016]
Ep 052/80 [S3:+sens]:  51%|█ | 231/453 [01:55<01:47,  2.06it/s, loss=0.596, pair=0.000, adv=3.426, sprd=0.016]
Ep 052/80 [S3:+sens]:  51%|█ | 231/453 [01:56<01:47,  2.06it/s, loss=0.642, pair=0.000, adv=4.554, sprd=0.020]
Ep 052/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:41,  2.18it/s, loss=0.642, pair=0.000, adv=4.554, sprd=0.020]
Ep 052/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:41,  2.18it/s, loss=0.651, pair=0.001, adv=3.819, sprd=0.025]
Ep 052/80 [S3:+sens]:  51%|█ | 233/453 [01:56<01:51,  1.97it/s, loss=0.651, pair=0.001, adv=3.819, sprd=0.025]
Ep 052/80 [S3:+sens]:  51%|█ | 233/453 [01:57<01:51,  1.97it/s, loss=0.641, pair=0.002, adv=4.385, sprd=0.021]
Ep 052/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:43,  2.11it/s, loss=0.641, pair=0.002, adv=4.385, sprd=0.021]
Ep 052/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:43,  2.11it/s, loss=0.635, pair=0.000, adv=6.379, sprd=0.018]
Ep 052/80 [S3:+sens]:  52%|█ | 235/453 [01:57<01:47,  2.02it/s, loss=0.635, pair=0.000, adv=6.379, sprd=0.018]
Ep 052/80 [S3:+sens]:  52%|█ | 235/453 [01:58<01:47,  2.02it/s, loss=0.617, pair=0.000, adv=3.748, sprd=0.019]
Ep 052/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:41,  2.13it/s, loss=0.617, pair=0.000, adv=3.748, sprd=0.019]
Ep 052/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:41,  2.13it/s, loss=0.639, pair=0.000, adv=5.137, sprd=0.022]
Ep 052/80 [S3:+sens]:  52%|█ | 237/453 [01:58<01:45,  2.05it/s, loss=0.639, pair=0.000, adv=5.137, sprd=0.022]
Ep 052/80 [S3:+sens]:  52%|█ | 237/453 [01:59<01:45,  2.05it/s, loss=0.637, pair=0.000, adv=4.662, sprd=0.021]
Ep 052/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:39,  2.16it/s, loss=0.637, pair=0.000, adv=4.662, sprd=0.021]
Ep 052/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:39,  2.16it/s, loss=0.619, pair=0.003, adv=3.888, sprd=0.018]
Ep 052/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:42,  2.08it/s, loss=0.619, pair=0.003, adv=3.888, sprd=0.018]
Ep 052/80 [S3:+sens]:  53%|█ | 239/453 [01:59<01:42,  2.08it/s, loss=0.677, pair=0.064, adv=4.357, sprd=0.021]
Ep 052/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:36,  2.21it/s, loss=0.677, pair=0.064, adv=4.357, sprd=0.021]
Ep 052/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:36,  2.21it/s, loss=0.612, pair=0.003, adv=3.022, sprd=0.024]
Ep 052/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:39,  2.12it/s, loss=0.612, pair=0.003, adv=3.022, sprd=0.024]
Ep 052/80 [S3:+sens]:  53%|█ | 241/453 [02:00<01:39,  2.12it/s, loss=0.598, pair=0.001, adv=4.963, sprd=0.017]
Ep 052/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:36,  2.19it/s, loss=0.598, pair=0.001, adv=4.963, sprd=0.017]
Ep 052/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:36,  2.19it/s, loss=0.626, pair=0.001, adv=7.101, sprd=0.019]
Ep 052/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:41,  2.07it/s, loss=0.626, pair=0.001, adv=7.101, sprd=0.019]
Ep 052/80 [S3:+sens]:  54%|█ | 243/453 [02:01<01:41,  2.07it/s, loss=0.636, pair=0.000, adv=5.671, sprd=0.021]
Ep 052/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:36,  2.16it/s, loss=0.636, pair=0.000, adv=5.671, sprd=0.021]
Ep 052/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:36,  2.16it/s, loss=0.921, pair=0.763, adv=3.948, sprd=0.016]
Ep 052/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:40,  2.06it/s, loss=0.921, pair=0.763, adv=3.948, sprd=0.016]
Ep 052/80 [S3:+sens]:  54%|█ | 245/453 [02:02<01:40,  2.06it/s, loss=0.612, pair=0.002, adv=6.328, sprd=0.015]
Ep 052/80 [S3:+sens]:  54%|█ | 246/453 [02:02<01:35,  2.18it/s, loss=0.612, pair=0.002, adv=6.328, sprd=0.015]
Ep 052/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:35,  2.18it/s, loss=0.645, pair=0.001, adv=3.566, sprd=0.022]
Ep 052/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:37,  2.10it/s, loss=0.645, pair=0.001, adv=3.566, sprd=0.022]
Ep 052/80 [S3:+sens]:  55%|█ | 247/453 [02:03<01:37,  2.10it/s, loss=0.667, pair=0.002, adv=5.768, sprd=0.026]
Ep 052/80 [S3:+sens]:  55%|█ | 248/453 [02:03<01:34,  2.17it/s, loss=0.667, pair=0.002, adv=5.768, sprd=0.026]
Ep 052/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:34,  2.17it/s, loss=0.653, pair=0.000, adv=3.408, sprd=0.023]
Ep 052/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:37,  2.09it/s, loss=0.653, pair=0.000, adv=3.408, sprd=0.023]
Ep 052/80 [S3:+sens]:  55%|█ | 249/453 [02:04<01:37,  2.09it/s, loss=0.629, pair=0.000, adv=4.429, sprd=0.016]
Ep 052/80 [S3:+sens]:  55%|█ | 250/453 [02:04<01:31,  2.21it/s, loss=0.629, pair=0.000, adv=4.429, sprd=0.016]
Ep 052/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:31,  2.21it/s, loss=0.668, pair=0.001, adv=5.444, sprd=0.026]
Ep 052/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:37,  2.08it/s, loss=0.668, pair=0.001, adv=5.444, sprd=0.026]
Ep 052/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:37,  2.08it/s, loss=0.629, pair=0.000, adv=5.777, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 252/453 [02:05<01:33,  2.16it/s, loss=0.629, pair=0.000, adv=5.777, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:33,  2.16it/s, loss=0.644, pair=0.004, adv=5.442, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:36,  2.07it/s, loss=0.644, pair=0.004, adv=5.442, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:36,  2.07it/s, loss=0.637, pair=0.005, adv=5.232, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 254/453 [02:06<01:32,  2.16it/s, loss=0.637, pair=0.005, adv=5.232, sprd=0.021]
Ep 052/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:32,  2.16it/s, loss=0.657, pair=0.001, adv=6.718, sprd=0.024]
Ep 052/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:36,  2.05it/s, loss=0.657, pair=0.001, adv=6.718, sprd=0.024]
Ep 052/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:36,  2.05it/s, loss=0.665, pair=0.001, adv=4.219, sprd=0.027]
Ep 052/80 [S3:+sens]:  57%|█▏| 256/453 [02:07<01:32,  2.13it/s, loss=0.665, pair=0.001, adv=4.219, sprd=0.027]
Ep 052/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:32,  2.13it/s, loss=0.618, pair=0.001, adv=3.285, sprd=0.021]
Ep 052/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:35,  2.06it/s, loss=0.618, pair=0.001, adv=3.285, sprd=0.021]
Ep 052/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:35,  2.06it/s, loss=0.595, pair=0.000, adv=4.005, sprd=0.014]
Ep 052/80 [S3:+sens]:  57%|█▏| 258/453 [02:08<01:30,  2.17it/s, loss=0.595, pair=0.000, adv=4.005, sprd=0.014]
Ep 052/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:30,  2.17it/s, loss=1.449, pair=2.320, adv=7.661, sprd=0.020]
Ep 052/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:33,  2.07it/s, loss=1.449, pair=2.320, adv=7.661, sprd=0.020]
Ep 052/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:33,  2.07it/s, loss=0.650, pair=0.000, adv=4.334, sprd=0.022]
Ep 052/80 [S3:+sens]:  57%|█▏| 260/453 [02:09<01:29,  2.17it/s, loss=0.650, pair=0.000, adv=4.334, sprd=0.022]
Ep 052/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:29,  2.17it/s, loss=0.586, pair=0.000, adv=4.596, sprd=0.014]
Ep 052/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:38,  1.95it/s, loss=0.586, pair=0.000, adv=4.596, sprd=0.014]
Ep 052/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:38,  1.95it/s, loss=0.667, pair=0.000, adv=5.305, sprd=0.028]
Ep 052/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:33,  2.04it/s, loss=0.667, pair=0.000, adv=5.305, sprd=0.028]
Ep 052/80 [S3:+sens]:  58%|█▏| 262/453 [02:10<01:33,  2.04it/s, loss=0.601, pair=0.000, adv=2.744, sprd=0.017]
Ep 052/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:33,  2.02it/s, loss=0.601, pair=0.000, adv=2.744, sprd=0.017]
Ep 052/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:33,  2.02it/s, loss=0.663, pair=0.000, adv=5.436, sprd=0.025]
Ep 052/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:29,  2.11it/s, loss=0.663, pair=0.000, adv=5.436, sprd=0.025]
Ep 052/80 [S3:+sens]:  58%|█▏| 264/453 [02:11<01:29,  2.11it/s, loss=0.632, pair=0.000, adv=4.692, sprd=0.020]
Ep 052/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:32,  2.04it/s, loss=0.632, pair=0.000, adv=4.692, sprd=0.020]
Ep 052/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:32,  2.04it/s, loss=0.636, pair=0.001, adv=5.414, sprd=0.023]
Ep 052/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:28,  2.12it/s, loss=0.636, pair=0.001, adv=5.414, sprd=0.023]
Ep 052/80 [S3:+sens]:  59%|█▏| 266/453 [02:12<01:28,  2.12it/s, loss=0.668, pair=0.001, adv=5.899, sprd=0.027]
Ep 052/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:31,  2.04it/s, loss=0.668, pair=0.001, adv=5.899, sprd=0.027]
Ep 052/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:31,  2.04it/s, loss=0.616, pair=0.005, adv=4.380, sprd=0.021]
Ep 052/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:27,  2.10it/s, loss=0.616, pair=0.005, adv=4.380, sprd=0.021]
Ep 052/80 [S3:+sens]:  59%|█▏| 268/453 [02:13<01:27,  2.10it/s, loss=0.626, pair=0.005, adv=4.887, sprd=0.019]
Ep 052/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:31,  2.01it/s, loss=0.626, pair=0.005, adv=4.887, sprd=0.019]
Ep 052/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:31,  2.01it/s, loss=0.650, pair=0.003, adv=4.341, sprd=0.022]
Ep 052/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:25,  2.14it/s, loss=0.650, pair=0.003, adv=4.341, sprd=0.022]
Ep 052/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:25,  2.14it/s, loss=0.614, pair=0.002, adv=6.060, sprd=0.018]
Ep 052/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:29,  2.04it/s, loss=0.614, pair=0.002, adv=6.060, sprd=0.018]
Ep 052/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:29,  2.04it/s, loss=0.589, pair=0.003, adv=4.163, sprd=0.014]
Ep 052/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:23,  2.16it/s, loss=0.589, pair=0.003, adv=4.163, sprd=0.014]
Ep 052/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:23,  2.16it/s, loss=0.672, pair=0.004, adv=4.928, sprd=0.027]
Ep 052/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:27,  2.05it/s, loss=0.672, pair=0.004, adv=4.928, sprd=0.027]
Ep 052/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:27,  2.05it/s, loss=0.619, pair=0.000, adv=5.994, sprd=0.019]
Ep 052/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:23,  2.14it/s, loss=0.619, pair=0.000, adv=5.994, sprd=0.019]
Ep 052/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:23,  2.14it/s, loss=0.627, pair=0.000, adv=4.048, sprd=0.020]
Ep 052/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:26,  2.06it/s, loss=0.627, pair=0.000, adv=4.048, sprd=0.020]
Ep 052/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:26,  2.06it/s, loss=1.312, pair=1.830, adv=5.243, sprd=0.026]
Ep 052/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:23,  2.13it/s, loss=1.312, pair=1.830, adv=5.243, sprd=0.026]
Ep 052/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:23,  2.13it/s, loss=1.388, pair=1.954, adv=6.343, sprd=0.021]
Ep 052/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:26,  2.04it/s, loss=1.388, pair=1.954, adv=6.343, sprd=0.021]
Ep 052/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:26,  2.04it/s, loss=0.626, pair=0.001, adv=3.449, sprd=0.024]
Ep 052/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:23,  2.10it/s, loss=0.626, pair=0.001, adv=3.449, sprd=0.024]
Ep 052/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:23,  2.10it/s, loss=0.609, pair=0.001, adv=4.214, sprd=0.017]
Ep 052/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:25,  2.03it/s, loss=0.609, pair=0.001, adv=4.214, sprd=0.017]
Ep 052/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:25,  2.03it/s, loss=0.647, pair=0.000, adv=4.913, sprd=0.024]
Ep 052/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:21,  2.11it/s, loss=0.647, pair=0.000, adv=4.913, sprd=0.024]
Ep 052/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:21,  2.11it/s, loss=0.607, pair=0.000, adv=5.257, sprd=0.018]
Ep 052/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:29,  1.92it/s, loss=0.607, pair=0.000, adv=5.257, sprd=0.018]
Ep 052/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:29,  1.92it/s, loss=0.646, pair=0.018, adv=4.477, sprd=0.018]
Ep 052/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:23,  2.04it/s, loss=0.646, pair=0.018, adv=4.477, sprd=0.018]
Ep 052/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:23,  2.04it/s, loss=0.594, pair=0.001, adv=5.822, sprd=0.016]
Ep 052/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:31,  1.86it/s, loss=0.594, pair=0.001, adv=5.822, sprd=0.016]
Ep 052/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:31,  1.86it/s, loss=0.627, pair=0.000, adv=5.154, sprd=0.017]
Ep 052/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:24,  2.00it/s, loss=0.627, pair=0.000, adv=5.154, sprd=0.017]
Ep 052/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:24,  2.00it/s, loss=0.563, pair=0.000, adv=3.165, sprd=0.014]
Ep 052/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:29,  1.87it/s, loss=0.563, pair=0.000, adv=3.165, sprd=0.014]
Ep 052/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:29,  1.87it/s, loss=0.656, pair=0.001, adv=4.128, sprd=0.023]
Ep 052/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:24,  1.97it/s, loss=0.656, pair=0.001, adv=4.128, sprd=0.023]
Ep 052/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:24,  1.97it/s, loss=0.700, pair=0.000, adv=4.324, sprd=0.018]
Ep 052/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:27,  1.90it/s, loss=0.700, pair=0.000, adv=4.324, sprd=0.018]
Ep 052/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:27,  1.90it/s, loss=0.728, pair=0.223, adv=4.329, sprd=0.019]
Ep 052/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:21,  2.03it/s, loss=0.728, pair=0.223, adv=4.329, sprd=0.019]
Ep 052/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:21,  2.03it/s, loss=0.638, pair=0.000, adv=5.397, sprd=0.021]
Ep 052/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:33,  1.75it/s, loss=0.638, pair=0.000, adv=5.397, sprd=0.021]
Ep 052/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:33,  1.75it/s, loss=0.645, pair=0.000, adv=4.900, sprd=0.025]
Ep 052/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:28,  1.85it/s, loss=0.645, pair=0.000, adv=4.900, sprd=0.025]
Ep 052/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:28,  1.85it/s, loss=0.626, pair=0.000, adv=5.405, sprd=0.020]
Ep 052/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:32,  1.75it/s, loss=0.626, pair=0.000, adv=5.405, sprd=0.020]
Ep 052/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:32,  1.75it/s, loss=0.594, pair=0.000, adv=6.406, sprd=0.012]
Ep 052/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:25,  1.88it/s, loss=0.594, pair=0.000, adv=6.406, sprd=0.012]
Ep 052/80 [S3:+sens]:  64%|█▎| 292/453 [02:26<01:25,  1.88it/s, loss=0.583, pair=0.000, adv=3.524, sprd=0.011]
Ep 052/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:29,  1.79it/s, loss=0.583, pair=0.000, adv=3.524, sprd=0.011]
Ep 052/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:29,  1.79it/s, loss=0.648, pair=0.000, adv=4.986, sprd=0.024]
Ep 052/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:24,  1.89it/s, loss=0.648, pair=0.000, adv=4.986, sprd=0.024]
Ep 052/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:24,  1.89it/s, loss=0.603, pair=0.000, adv=5.310, sprd=0.016]
Ep 052/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:28,  1.79it/s, loss=0.603, pair=0.000, adv=5.310, sprd=0.016]
Ep 052/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:28,  1.79it/s, loss=0.615, pair=0.000, adv=5.485, sprd=0.021]
Ep 052/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:23,  1.88it/s, loss=0.615, pair=0.000, adv=5.485, sprd=0.021]
Ep 052/80 [S3:+sens]:  65%|█▎| 296/453 [02:28<01:23,  1.88it/s, loss=0.668, pair=0.000, adv=5.593, sprd=0.020]
Ep 052/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:28,  1.76it/s, loss=0.668, pair=0.000, adv=5.593, sprd=0.020]
Ep 052/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:28,  1.76it/s, loss=0.596, pair=0.000, adv=5.377, sprd=0.014]
Ep 052/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:22,  1.88it/s, loss=0.596, pair=0.000, adv=5.377, sprd=0.014]
Ep 052/80 [S3:+sens]:  66%|█▎| 298/453 [02:29<01:22,  1.88it/s, loss=0.628, pair=0.000, adv=6.046, sprd=0.022]
Ep 052/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:27,  1.77it/s, loss=0.628, pair=0.000, adv=6.046, sprd=0.022]
Ep 052/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:27,  1.77it/s, loss=0.640, pair=0.000, adv=4.630, sprd=0.021]
Ep 052/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:20,  1.89it/s, loss=0.640, pair=0.000, adv=4.630, sprd=0.021]
Ep 052/80 [S3:+sens]:  66%|█▎| 300/453 [02:30<01:20,  1.89it/s, loss=0.693, pair=0.000, adv=4.749, sprd=0.021]
Ep 052/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:23,  1.82it/s, loss=0.693, pair=0.000, adv=4.749, sprd=0.021]
Ep 052/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:23,  1.82it/s, loss=0.609, pair=0.001, adv=5.943, sprd=0.015]
Ep 052/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:17,  1.94it/s, loss=0.609, pair=0.001, adv=5.943, sprd=0.015]
Ep 052/80 [S3:+sens]:  67%|█▎| 302/453 [02:31<01:17,  1.94it/s, loss=0.623, pair=0.001, adv=5.683, sprd=0.017]
Ep 052/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:23,  1.80it/s, loss=0.623, pair=0.001, adv=5.683, sprd=0.017]
Ep 052/80 [S3:+sens]:  67%|█▎| 303/453 [02:32<01:23,  1.80it/s, loss=0.585, pair=0.001, adv=5.554, sprd=0.013]
Ep 052/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:17,  1.93it/s, loss=0.585, pair=0.001, adv=5.554, sprd=0.013]
Ep 052/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:17,  1.93it/s, loss=0.639, pair=0.000, adv=4.344, sprd=0.021]
Ep 052/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:21,  1.81it/s, loss=0.639, pair=0.000, adv=4.344, sprd=0.021]
Ep 052/80 [S3:+sens]:  67%|█▎| 305/453 [02:33<01:21,  1.81it/s, loss=0.627, pair=0.004, adv=4.721, sprd=0.019]
Ep 052/80 [S3:+sens]:  68%|█▎| 306/453 [02:33<01:16,  1.93it/s, loss=0.627, pair=0.004, adv=4.721, sprd=0.019]
Ep 052/80 [S3:+sens]:  68%|█▎| 306/453 [02:33<01:16,  1.93it/s, loss=0.619, pair=0.003, adv=4.407, sprd=0.018]
Ep 052/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:19,  1.84it/s, loss=0.619, pair=0.003, adv=4.407, sprd=0.018]
Ep 052/80 [S3:+sens]:  68%|█▎| 307/453 [02:34<01:19,  1.84it/s, loss=0.637, pair=0.001, adv=6.326, sprd=0.021]
Ep 052/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:14,  1.93it/s, loss=0.637, pair=0.001, adv=6.326, sprd=0.021]
Ep 052/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:14,  1.93it/s, loss=0.634, pair=0.000, adv=5.704, sprd=0.020]
Ep 052/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:18,  1.84it/s, loss=0.634, pair=0.000, adv=5.704, sprd=0.020]
Ep 052/80 [S3:+sens]:  68%|█▎| 309/453 [02:35<01:18,  1.84it/s, loss=0.637, pair=0.000, adv=6.292, sprd=0.022]
Ep 052/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:14,  1.92it/s, loss=0.637, pair=0.000, adv=6.292, sprd=0.022]
Ep 052/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:14,  1.92it/s, loss=0.633, pair=0.001, adv=4.463, sprd=0.017]
Ep 052/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:13,  1.92it/s, loss=0.633, pair=0.001, adv=4.463, sprd=0.017]
Ep 052/80 [S3:+sens]:  69%|█▎| 311/453 [02:36<01:13,  1.92it/s, loss=0.597, pair=0.004, adv=6.614, sprd=0.013]
Ep 052/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:07,  2.08it/s, loss=0.597, pair=0.004, adv=6.614, sprd=0.013]
Ep 052/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:07,  2.08it/s, loss=0.645, pair=0.000, adv=5.053, sprd=0.021]
Ep 052/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:09,  2.00it/s, loss=0.645, pair=0.000, adv=5.053, sprd=0.021]
Ep 052/80 [S3:+sens]:  69%|█▍| 313/453 [02:37<01:09,  2.00it/s, loss=0.644, pair=0.000, adv=5.394, sprd=0.019]
Ep 052/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:05,  2.13it/s, loss=0.644, pair=0.000, adv=5.394, sprd=0.019]
Ep 052/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:05,  2.13it/s, loss=0.697, pair=0.000, adv=5.805, sprd=0.023]
Ep 052/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:07,  2.05it/s, loss=0.697, pair=0.000, adv=5.805, sprd=0.023]
Ep 052/80 [S3:+sens]:  70%|█▍| 315/453 [02:38<01:07,  2.05it/s, loss=0.651, pair=0.001, adv=5.285, sprd=0.026]
Ep 052/80 [S3:+sens]:  70%|█▍| 316/453 [02:38<01:04,  2.13it/s, loss=0.651, pair=0.001, adv=5.285, sprd=0.026]
Ep 052/80 [S3:+sens]:  70%|█▍| 316/453 [02:38<01:04,  2.13it/s, loss=0.640, pair=0.000, adv=6.213, sprd=0.021]
Ep 052/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:07,  2.02it/s, loss=0.640, pair=0.000, adv=6.213, sprd=0.021]
Ep 052/80 [S3:+sens]:  70%|█▍| 317/453 [02:39<01:07,  2.02it/s, loss=0.646, pair=0.001, adv=5.780, sprd=0.024]
Ep 052/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:04,  2.10it/s, loss=0.646, pair=0.001, adv=5.780, sprd=0.024]
Ep 052/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:04,  2.10it/s, loss=0.646, pair=0.000, adv=3.915, sprd=0.024]
Ep 052/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:09,  1.92it/s, loss=0.646, pair=0.000, adv=3.915, sprd=0.024]
Ep 052/80 [S3:+sens]:  70%|█▍| 319/453 [02:40<01:09,  1.92it/s, loss=0.686, pair=0.000, adv=6.646, sprd=0.030]
Ep 052/80 [S3:+sens]:  71%|█▍| 320/453 [02:40<01:06,  2.01it/s, loss=0.686, pair=0.000, adv=6.646, sprd=0.030]
Ep 052/80 [S3:+sens]:  71%|█▍| 320/453 [02:40<01:06,  2.01it/s, loss=0.643, pair=0.000, adv=5.055, sprd=0.019]
Ep 052/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:05,  2.01it/s, loss=0.643, pair=0.000, adv=5.055, sprd=0.019]
Ep 052/80 [S3:+sens]:  71%|█▍| 321/453 [02:41<01:05,  2.01it/s, loss=0.644, pair=0.001, adv=6.501, sprd=0.026]
Ep 052/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:02,  2.08it/s, loss=0.644, pair=0.001, adv=6.501, sprd=0.026]
Ep 052/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:02,  2.08it/s, loss=0.627, pair=0.005, adv=6.117, sprd=0.021]
Ep 052/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:05,  1.98it/s, loss=0.627, pair=0.005, adv=6.117, sprd=0.021]
Ep 052/80 [S3:+sens]:  71%|█▍| 323/453 [02:42<01:05,  1.98it/s, loss=0.608, pair=0.004, adv=5.016, sprd=0.018]
Ep 052/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:01,  2.09it/s, loss=0.608, pair=0.004, adv=5.016, sprd=0.018]
Ep 052/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:01,  2.09it/s, loss=0.612, pair=0.002, adv=5.183, sprd=0.020]
Ep 052/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:03,  2.01it/s, loss=0.612, pair=0.002, adv=5.183, sprd=0.020]
Ep 052/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:03,  2.01it/s, loss=0.645, pair=0.003, adv=4.654, sprd=0.022]
Ep 052/80 [S3:+sens]:  72%|█▍| 326/453 [02:42<00:59,  2.12it/s, loss=0.645, pair=0.003, adv=4.654, sprd=0.022]
Ep 052/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<00:59,  2.12it/s, loss=0.652, pair=0.000, adv=5.072, sprd=0.026]
Ep 052/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:02,  2.00it/s, loss=0.652, pair=0.000, adv=5.072, sprd=0.026]
Ep 052/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:02,  2.00it/s, loss=0.638, pair=0.000, adv=4.711, sprd=0.019]
Ep 052/80 [S3:+sens]:  72%|█▍| 328/453 [02:43<00:58,  2.14it/s, loss=0.638, pair=0.000, adv=4.711, sprd=0.019]
Ep 052/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<00:58,  2.14it/s, loss=0.640, pair=0.001, adv=4.709, sprd=0.021]
Ep 052/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:00,  2.05it/s, loss=0.640, pair=0.001, adv=4.709, sprd=0.021]
Ep 052/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:00,  2.05it/s, loss=0.615, pair=0.003, adv=5.029, sprd=0.019]
Ep 052/80 [S3:+sens]:  73%|█▍| 330/453 [02:44<00:57,  2.15it/s, loss=0.615, pair=0.003, adv=5.029, sprd=0.019]
Ep 052/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<00:57,  2.15it/s, loss=0.688, pair=0.000, adv=5.235, sprd=0.024]
Ep 052/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<00:59,  2.04it/s, loss=0.688, pair=0.000, adv=5.235, sprd=0.024]
Ep 052/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<00:59,  2.04it/s, loss=0.635, pair=0.000, adv=3.746, sprd=0.017]
Ep 052/80 [S3:+sens]:  73%|█▍| 332/453 [02:45<00:56,  2.16it/s, loss=0.635, pair=0.000, adv=3.746, sprd=0.017]
Ep 052/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<00:56,  2.16it/s, loss=0.672, pair=0.000, adv=3.642, sprd=0.027]
Ep 052/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<00:58,  2.07it/s, loss=0.672, pair=0.000, adv=3.642, sprd=0.027]
Ep 052/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<00:58,  2.07it/s, loss=0.572, pair=0.002, adv=3.114, sprd=0.019]
Ep 052/80 [S3:+sens]:  74%|█▍| 334/453 [02:46<00:55,  2.15it/s, loss=0.572, pair=0.002, adv=3.114, sprd=0.019]
Ep 052/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<00:55,  2.15it/s, loss=0.625, pair=0.000, adv=6.069, sprd=0.020]
Ep 052/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<00:57,  2.06it/s, loss=0.625, pair=0.000, adv=6.069, sprd=0.020]
Ep 052/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<00:57,  2.06it/s, loss=0.636, pair=0.000, adv=6.264, sprd=0.019]
Ep 052/80 [S3:+sens]:  74%|█▍| 336/453 [02:47<00:53,  2.17it/s, loss=0.636, pair=0.000, adv=6.264, sprd=0.019]
Ep 052/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:53,  2.17it/s, loss=0.657, pair=0.000, adv=4.619, sprd=0.027]
Ep 052/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:57,  2.02it/s, loss=0.657, pair=0.000, adv=4.619, sprd=0.027]
Ep 052/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:57,  2.02it/s, loss=0.656, pair=0.000, adv=4.655, sprd=0.025]
Ep 052/80 [S3:+sens]:  75%|█▍| 338/453 [02:48<00:54,  2.13it/s, loss=0.656, pair=0.000, adv=4.655, sprd=0.025]
Ep 052/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<00:54,  2.13it/s, loss=0.678, pair=0.000, adv=6.107, sprd=0.019]
Ep 052/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<00:55,  2.04it/s, loss=0.678, pair=0.000, adv=6.107, sprd=0.019]
Ep 052/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<00:55,  2.04it/s, loss=1.258, pair=1.743, adv=4.613, sprd=0.024]
Ep 052/80 [S3:+sens]:  75%|█▌| 340/453 [02:49<00:53,  2.13it/s, loss=1.258, pair=1.743, adv=4.613, sprd=0.024]
Ep 052/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:53,  2.13it/s, loss=0.638, pair=0.000, adv=4.721, sprd=0.022]
Ep 052/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:55,  2.03it/s, loss=0.638, pair=0.000, adv=4.721, sprd=0.022]
Ep 052/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:55,  2.03it/s, loss=0.620, pair=0.000, adv=4.805, sprd=0.019]
Ep 052/80 [S3:+sens]:  75%|█▌| 342/453 [02:50<00:51,  2.14it/s, loss=0.620, pair=0.000, adv=4.805, sprd=0.019]
Ep 052/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:51,  2.14it/s, loss=0.695, pair=0.000, adv=5.768, sprd=0.022]
Ep 052/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:56,  1.95it/s, loss=0.695, pair=0.000, adv=5.768, sprd=0.022]
Ep 052/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:56,  1.95it/s, loss=0.649, pair=0.001, adv=5.170, sprd=0.022]
Ep 052/80 [S3:+sens]:  76%|█▌| 344/453 [02:51<00:52,  2.06it/s, loss=0.649, pair=0.001, adv=5.170, sprd=0.022]
Ep 052/80 [S3:+sens]:  76%|█▌| 344/453 [02:52<00:52,  2.06it/s, loss=0.655, pair=0.000, adv=4.473, sprd=0.023]
Ep 052/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:54,  1.99it/s, loss=0.655, pair=0.000, adv=4.473, sprd=0.023]
Ep 052/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:54,  1.99it/s, loss=0.607, pair=0.001, adv=3.735, sprd=0.020]
Ep 052/80 [S3:+sens]:  76%|█▌| 346/453 [02:52<00:51,  2.08it/s, loss=0.607, pair=0.001, adv=3.735, sprd=0.020]
Ep 052/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:51,  2.08it/s, loss=0.641, pair=0.000, adv=6.210, sprd=0.024]
Ep 052/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:53,  1.98it/s, loss=0.641, pair=0.000, adv=6.210, sprd=0.024]
Ep 052/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:53,  1.98it/s, loss=0.631, pair=0.000, adv=5.281, sprd=0.019]
Ep 052/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:49,  2.12it/s, loss=0.631, pair=0.000, adv=5.281, sprd=0.019]
Ep 052/80 [S3:+sens]:  77%|█▌| 348/453 [02:54<00:49,  2.12it/s, loss=0.629, pair=0.000, adv=4.948, sprd=0.021]
Ep 052/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:51,  2.00it/s, loss=0.629, pair=0.000, adv=4.948, sprd=0.021]
Ep 052/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:51,  2.00it/s, loss=0.666, pair=0.000, adv=5.608, sprd=0.025]
Ep 052/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:49,  2.10it/s, loss=0.666, pair=0.000, adv=5.608, sprd=0.025]
Ep 052/80 [S3:+sens]:  77%|█▌| 350/453 [02:55<00:49,  2.10it/s, loss=0.662, pair=0.001, adv=3.591, sprd=0.029]
Ep 052/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:50,  2.00it/s, loss=0.662, pair=0.001, adv=3.591, sprd=0.029]
Ep 052/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:50,  2.00it/s, loss=0.624, pair=0.000, adv=5.850, sprd=0.019]
Ep 052/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:47,  2.12it/s, loss=0.624, pair=0.000, adv=5.850, sprd=0.019]
Ep 052/80 [S3:+sens]:  78%|█▌| 352/453 [02:56<00:47,  2.12it/s, loss=0.597, pair=0.000, adv=3.397, sprd=0.015]
Ep 052/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:48,  2.08it/s, loss=0.597, pair=0.000, adv=3.397, sprd=0.015]
Ep 052/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:48,  2.08it/s, loss=0.627, pair=0.000, adv=4.196, sprd=0.018]
Ep 052/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:45,  2.17it/s, loss=0.627, pair=0.000, adv=4.196, sprd=0.018]
Ep 052/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:45,  2.17it/s, loss=0.676, pair=0.000, adv=4.738, sprd=0.026]
Ep 052/80 [S3:+sens]:  78%|█▌| 355/453 [02:56<00:47,  2.07it/s, loss=0.676, pair=0.000, adv=4.738, sprd=0.026]
Ep 052/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:47,  2.07it/s, loss=0.614, pair=0.000, adv=5.105, sprd=0.019]
Ep 052/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:45,  2.15it/s, loss=0.614, pair=0.000, adv=5.105, sprd=0.019]
Ep 052/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:45,  2.15it/s, loss=0.607, pair=0.000, adv=5.238, sprd=0.018]
Ep 052/80 [S3:+sens]:  79%|█▌| 357/453 [02:57<00:47,  2.01it/s, loss=0.607, pair=0.000, adv=5.238, sprd=0.018]
Ep 052/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:47,  2.01it/s, loss=0.667, pair=0.000, adv=5.661, sprd=0.029]
Ep 052/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:45,  2.09it/s, loss=0.667, pair=0.000, adv=5.661, sprd=0.029]
Ep 052/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:45,  2.09it/s, loss=0.583, pair=0.000, adv=4.681, sprd=0.013]
Ep 052/80 [S3:+sens]:  79%|█▌| 359/453 [02:58<00:46,  2.00it/s, loss=0.583, pair=0.000, adv=4.681, sprd=0.013]
Ep 052/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:46,  2.00it/s, loss=0.638, pair=0.000, adv=4.213, sprd=0.024]
Ep 052/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:44,  2.09it/s, loss=0.638, pair=0.000, adv=4.213, sprd=0.024]
Ep 052/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:44,  2.09it/s, loss=0.654, pair=0.001, adv=5.220, sprd=0.023]
Ep 052/80 [S3:+sens]:  80%|█▌| 361/453 [02:59<00:45,  2.03it/s, loss=0.654, pair=0.001, adv=5.220, sprd=0.023]
Ep 052/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:45,  2.03it/s, loss=0.632, pair=0.003, adv=4.033, sprd=0.018]
Ep 052/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:41,  2.18it/s, loss=0.632, pair=0.003, adv=4.033, sprd=0.018]
Ep 052/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:41,  2.18it/s, loss=0.716, pair=0.000, adv=4.145, sprd=0.027]
Ep 052/80 [S3:+sens]:  80%|█▌| 363/453 [03:00<00:43,  2.07it/s, loss=0.716, pair=0.000, adv=4.145, sprd=0.027]
Ep 052/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:43,  2.07it/s, loss=0.644, pair=0.000, adv=4.370, sprd=0.022]
Ep 052/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.16it/s, loss=0.644, pair=0.000, adv=4.370, sprd=0.022]
Ep 052/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.16it/s, loss=0.634, pair=0.000, adv=5.762, sprd=0.016]
Ep 052/80 [S3:+sens]:  81%|█▌| 365/453 [03:01<00:41,  2.12it/s, loss=0.634, pair=0.000, adv=5.762, sprd=0.016]
Ep 052/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:41,  2.12it/s, loss=0.635, pair=0.000, adv=5.381, sprd=0.021]
Ep 052/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:39,  2.20it/s, loss=0.635, pair=0.000, adv=5.381, sprd=0.021]
Ep 052/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:39,  2.20it/s, loss=0.615, pair=0.000, adv=4.384, sprd=0.018]
Ep 052/80 [S3:+sens]:  81%|█▌| 367/453 [03:02<00:41,  2.07it/s, loss=0.615, pair=0.000, adv=4.384, sprd=0.018]
Ep 052/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:41,  2.07it/s, loss=1.010, pair=1.114, adv=6.333, sprd=0.019]
Ep 052/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:39,  2.16it/s, loss=1.010, pair=1.114, adv=6.333, sprd=0.019]
Ep 052/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:39,  2.16it/s, loss=0.646, pair=0.000, adv=5.985, sprd=0.023]
Ep 052/80 [S3:+sens]:  81%|█▋| 369/453 [03:03<00:40,  2.06it/s, loss=0.646, pair=0.000, adv=5.985, sprd=0.023]
Ep 052/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:40,  2.06it/s, loss=0.606, pair=0.006, adv=5.489, sprd=0.016]
Ep 052/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:38,  2.17it/s, loss=0.606, pair=0.006, adv=5.489, sprd=0.016]
Ep 052/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:38,  2.17it/s, loss=0.649, pair=0.003, adv=5.800, sprd=0.024]
Ep 052/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:42,  1.95it/s, loss=0.649, pair=0.003, adv=5.800, sprd=0.024]
Ep 052/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:42,  1.95it/s, loss=0.686, pair=0.000, adv=4.756, sprd=0.028]
Ep 052/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:39,  2.07it/s, loss=0.686, pair=0.000, adv=4.756, sprd=0.028]
Ep 052/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:39,  2.07it/s, loss=0.660, pair=0.006, adv=4.819, sprd=0.022]
Ep 052/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:39,  2.05it/s, loss=0.660, pair=0.006, adv=4.819, sprd=0.022]
Ep 052/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:39,  2.05it/s, loss=0.615, pair=0.000, adv=5.600, sprd=0.016]
Ep 052/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.16it/s, loss=0.615, pair=0.000, adv=5.600, sprd=0.016]
Ep 052/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.16it/s, loss=0.661, pair=0.003, adv=5.458, sprd=0.027]
Ep 052/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:38,  2.03it/s, loss=0.661, pair=0.003, adv=5.458, sprd=0.027]
Ep 052/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:38,  2.03it/s, loss=0.615, pair=0.000, adv=6.287, sprd=0.019]
Ep 052/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:36,  2.10it/s, loss=0.615, pair=0.000, adv=6.287, sprd=0.019]
Ep 052/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:36,  2.10it/s, loss=0.687, pair=0.000, adv=5.088, sprd=0.016]
Ep 052/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.07it/s, loss=0.687, pair=0.000, adv=5.088, sprd=0.016]
Ep 052/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:36,  2.07it/s, loss=0.640, pair=0.000, adv=4.520, sprd=0.022]
Ep 052/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:34,  2.15it/s, loss=0.640, pair=0.000, adv=4.520, sprd=0.022]
Ep 052/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:34,  2.15it/s, loss=0.644, pair=0.000, adv=4.563, sprd=0.024]
Ep 052/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:36,  2.01it/s, loss=0.644, pair=0.000, adv=4.563, sprd=0.024]
Ep 052/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:36,  2.01it/s, loss=0.698, pair=0.000, adv=5.560, sprd=0.033]
Ep 052/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:35,  2.05it/s, loss=0.698, pair=0.000, adv=5.560, sprd=0.033]
Ep 052/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:35,  2.05it/s, loss=0.579, pair=0.002, adv=3.343, sprd=0.013]
Ep 052/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:37,  1.94it/s, loss=0.579, pair=0.002, adv=3.343, sprd=0.013]
Ep 052/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:37,  1.94it/s, loss=0.601, pair=0.001, adv=5.313, sprd=0.014]
Ep 052/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:35,  2.01it/s, loss=0.601, pair=0.001, adv=5.313, sprd=0.014]
Ep 052/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:35,  2.01it/s, loss=0.644, pair=0.000, adv=4.782, sprd=0.024]
Ep 052/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:37,  1.84it/s, loss=0.644, pair=0.000, adv=4.782, sprd=0.024]
Ep 052/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:37,  1.84it/s, loss=0.667, pair=0.001, adv=5.679, sprd=0.027]
Ep 052/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:35,  1.92it/s, loss=0.667, pair=0.001, adv=5.679, sprd=0.027]
Ep 052/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:35,  1.92it/s, loss=0.611, pair=0.002, adv=5.551, sprd=0.013]
Ep 052/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:36,  1.85it/s, loss=0.611, pair=0.002, adv=5.551, sprd=0.013]
Ep 052/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:36,  1.85it/s, loss=0.639, pair=0.005, adv=4.777, sprd=0.021]
Ep 052/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:34,  1.96it/s, loss=0.639, pair=0.005, adv=4.777, sprd=0.021]
Ep 052/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:34,  1.96it/s, loss=0.638, pair=0.004, adv=3.944, sprd=0.023]
Ep 052/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:36,  1.79it/s, loss=0.638, pair=0.004, adv=3.944, sprd=0.023]
Ep 052/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:36,  1.79it/s, loss=0.654, pair=0.002, adv=5.505, sprd=0.026]
Ep 052/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:34,  1.89it/s, loss=0.654, pair=0.002, adv=5.505, sprd=0.026]
Ep 052/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:34,  1.89it/s, loss=0.615, pair=0.000, adv=5.276, sprd=0.019]
Ep 052/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:36,  1.75it/s, loss=0.615, pair=0.000, adv=5.276, sprd=0.019]
Ep 052/80 [S3:+sens]:  86%|█▋| 389/453 [03:14<00:36,  1.75it/s, loss=0.659, pair=0.001, adv=5.703, sprd=0.025]
Ep 052/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:33,  1.87it/s, loss=0.659, pair=0.001, adv=5.703, sprd=0.025]
Ep 052/80 [S3:+sens]:  86%|█▋| 390/453 [03:15<00:33,  1.87it/s, loss=0.649, pair=0.000, adv=5.772, sprd=0.023]
Ep 052/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:35,  1.77it/s, loss=0.649, pair=0.000, adv=5.772, sprd=0.023]
Ep 052/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:35,  1.77it/s, loss=0.659, pair=0.001, adv=4.553, sprd=0.025]
Ep 052/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:32,  1.88it/s, loss=0.659, pair=0.001, adv=4.553, sprd=0.025]
Ep 052/80 [S3:+sens]:  87%|█▋| 392/453 [03:16<00:32,  1.88it/s, loss=0.662, pair=0.002, adv=5.129, sprd=0.018]
Ep 052/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:33,  1.80it/s, loss=0.662, pair=0.002, adv=5.129, sprd=0.018]
Ep 052/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:33,  1.80it/s, loss=0.648, pair=0.003, adv=6.021, sprd=0.024]
Ep 052/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:31,  1.89it/s, loss=0.648, pair=0.003, adv=6.021, sprd=0.024]
Ep 052/80 [S3:+sens]:  87%|█▋| 394/453 [03:17<00:31,  1.89it/s, loss=0.656, pair=0.002, adv=5.002, sprd=0.016]
Ep 052/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:32,  1.79it/s, loss=0.656, pair=0.002, adv=5.002, sprd=0.016]
Ep 052/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:32,  1.79it/s, loss=0.674, pair=0.003, adv=4.940, sprd=0.028]
Ep 052/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:30,  1.89it/s, loss=0.674, pair=0.003, adv=4.940, sprd=0.028]
Ep 052/80 [S3:+sens]:  87%|█▋| 396/453 [03:18<00:30,  1.89it/s, loss=0.680, pair=0.000, adv=4.470, sprd=0.020]
Ep 052/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:31,  1.80it/s, loss=0.680, pair=0.000, adv=4.470, sprd=0.020]
Ep 052/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:31,  1.80it/s, loss=0.645, pair=0.000, adv=4.822, sprd=0.021]
Ep 052/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:28,  1.93it/s, loss=0.645, pair=0.000, adv=4.822, sprd=0.021]
Ep 052/80 [S3:+sens]:  88%|█▊| 398/453 [03:19<00:28,  1.93it/s, loss=0.644, pair=0.000, adv=5.509, sprd=0.022]
Ep 052/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:32,  1.67it/s, loss=0.644, pair=0.000, adv=5.509, sprd=0.022]
Ep 052/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:32,  1.67it/s, loss=0.638, pair=0.001, adv=4.266, sprd=0.020]
Ep 052/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:29,  1.82it/s, loss=0.638, pair=0.001, adv=4.266, sprd=0.020]
Ep 052/80 [S3:+sens]:  88%|█▊| 400/453 [03:20<00:29,  1.82it/s, loss=0.700, pair=0.000, adv=6.079, sprd=0.021]
Ep 052/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:30,  1.72it/s, loss=0.700, pair=0.000, adv=6.079, sprd=0.021]
Ep 052/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:30,  1.72it/s, loss=0.624, pair=0.000, adv=4.753, sprd=0.017]
Ep 052/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:27,  1.89it/s, loss=0.624, pair=0.000, adv=4.753, sprd=0.017]
Ep 052/80 [S3:+sens]:  89%|█▊| 402/453 [03:21<00:27,  1.89it/s, loss=0.602, pair=0.000, adv=4.264, sprd=0.016]
Ep 052/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:27,  1.81it/s, loss=0.602, pair=0.000, adv=4.264, sprd=0.016]
Ep 052/80 [S3:+sens]:  89%|█▊| 403/453 [03:22<00:27,  1.81it/s, loss=0.668, pair=0.000, adv=4.366, sprd=0.027]
Ep 052/80 [S3:+sens]:  89%|█▊| 404/453 [03:22<00:25,  1.90it/s, loss=0.668, pair=0.000, adv=4.366, sprd=0.027]
Ep 052/80 [S3:+sens]:  89%|█▊| 404/453 [03:22<00:25,  1.90it/s, loss=0.663, pair=0.001, adv=5.352, sprd=0.025]
Ep 052/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:26,  1.79it/s, loss=0.663, pair=0.001, adv=5.352, sprd=0.025]
Ep 052/80 [S3:+sens]:  89%|█▊| 405/453 [03:23<00:26,  1.79it/s, loss=0.690, pair=0.003, adv=4.082, sprd=0.030]
Ep 052/80 [S3:+sens]:  90%|█▊| 406/453 [03:23<00:24,  1.88it/s, loss=0.690, pair=0.003, adv=4.082, sprd=0.030]
Ep 052/80 [S3:+sens]:  90%|█▊| 406/453 [03:23<00:24,  1.88it/s, loss=0.618, pair=0.000, adv=5.063, sprd=0.019]
Ep 052/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:25,  1.77it/s, loss=0.618, pair=0.000, adv=5.063, sprd=0.019]
Ep 052/80 [S3:+sens]:  90%|█▊| 407/453 [03:24<00:25,  1.77it/s, loss=0.595, pair=0.000, adv=5.844, sprd=0.014]
Ep 052/80 [S3:+sens]:  90%|█▊| 408/453 [03:24<00:23,  1.88it/s, loss=0.595, pair=0.000, adv=5.844, sprd=0.014]
Ep 052/80 [S3:+sens]:  90%|█▊| 408/453 [03:24<00:23,  1.88it/s, loss=0.668, pair=0.001, adv=5.089, sprd=0.028]
Ep 052/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:23,  1.84it/s, loss=0.668, pair=0.001, adv=5.089, sprd=0.028]
Ep 052/80 [S3:+sens]:  90%|█▊| 409/453 [03:25<00:23,  1.84it/s, loss=0.661, pair=0.000, adv=6.398, sprd=0.029]
Ep 052/80 [S3:+sens]:  91%|█▊| 410/453 [03:25<00:21,  1.96it/s, loss=0.661, pair=0.000, adv=6.398, sprd=0.029]
Ep 052/80 [S3:+sens]:  91%|█▊| 410/453 [03:25<00:21,  1.96it/s, loss=0.665, pair=0.004, adv=4.492, sprd=0.027]
Ep 052/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:22,  1.90it/s, loss=0.665, pair=0.004, adv=4.492, sprd=0.027]
Ep 052/80 [S3:+sens]:  91%|█▊| 411/453 [03:26<00:22,  1.90it/s, loss=0.676, pair=0.002, adv=5.464, sprd=0.026]
Ep 052/80 [S3:+sens]:  91%|█▊| 412/453 [03:26<00:20,  2.02it/s, loss=0.676, pair=0.002, adv=5.464, sprd=0.026]
Ep 052/80 [S3:+sens]:  91%|█▊| 412/453 [03:26<00:20,  2.02it/s, loss=1.336, pair=2.006, adv=3.931, sprd=0.018]
Ep 052/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:19,  2.01it/s, loss=1.336, pair=2.006, adv=3.931, sprd=0.018]
Ep 052/80 [S3:+sens]:  91%|█▊| 413/453 [03:27<00:19,  2.01it/s, loss=0.613, pair=0.003, adv=3.991, sprd=0.020]
Ep 052/80 [S3:+sens]:  91%|█▊| 414/453 [03:27<00:18,  2.10it/s, loss=0.613, pair=0.003, adv=3.991, sprd=0.020]
Ep 052/80 [S3:+sens]:  91%|█▊| 414/453 [03:27<00:18,  2.10it/s, loss=0.636, pair=0.002, adv=5.522, sprd=0.020]
Ep 052/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:18,  2.06it/s, loss=0.636, pair=0.002, adv=5.522, sprd=0.020]
Ep 052/80 [S3:+sens]:  92%|█▊| 415/453 [03:28<00:18,  2.06it/s, loss=0.572, pair=0.002, adv=4.329, sprd=0.010]
Ep 052/80 [S3:+sens]:  92%|█▊| 416/453 [03:28<00:16,  2.21it/s, loss=0.572, pair=0.002, adv=4.329, sprd=0.010]
Ep 052/80 [S3:+sens]:  92%|█▊| 416/453 [03:28<00:16,  2.21it/s, loss=0.654, pair=0.000, adv=5.689, sprd=0.025]
Ep 052/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:17,  2.06it/s, loss=0.654, pair=0.000, adv=5.689, sprd=0.025]
Ep 052/80 [S3:+sens]:  92%|█▊| 417/453 [03:29<00:17,  2.06it/s, loss=0.630, pair=0.001, adv=5.396, sprd=0.018]
Ep 052/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:16,  2.18it/s, loss=0.630, pair=0.001, adv=5.396, sprd=0.018]
Ep 052/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:16,  2.18it/s, loss=0.661, pair=0.000, adv=4.225, sprd=0.022]
Ep 052/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:16,  2.12it/s, loss=0.661, pair=0.000, adv=4.225, sprd=0.022]
Ep 052/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:16,  2.12it/s, loss=0.638, pair=0.001, adv=6.334, sprd=0.023]
Ep 052/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:15,  2.18it/s, loss=0.638, pair=0.001, adv=6.334, sprd=0.023]
Ep 052/80 [S3:+sens]:  93%|█▊| 420/453 [03:30<00:15,  2.18it/s, loss=0.626, pair=0.004, adv=5.343, sprd=0.018]
Ep 052/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:15,  2.08it/s, loss=0.626, pair=0.004, adv=5.343, sprd=0.018]
Ep 052/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:15,  2.08it/s, loss=0.653, pair=0.001, adv=4.909, sprd=0.020]
Ep 052/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:14,  2.20it/s, loss=0.653, pair=0.001, adv=4.909, sprd=0.020]
Ep 052/80 [S3:+sens]:  93%|█▊| 422/453 [03:31<00:14,  2.20it/s, loss=0.622, pair=0.000, adv=5.629, sprd=0.017]
Ep 052/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:14,  2.12it/s, loss=0.622, pair=0.000, adv=5.629, sprd=0.017]
Ep 052/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:14,  2.12it/s, loss=0.676, pair=0.000, adv=5.941, sprd=0.031]
Ep 052/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:13,  2.17it/s, loss=0.676, pair=0.000, adv=5.941, sprd=0.031]
Ep 052/80 [S3:+sens]:  94%|█▊| 424/453 [03:32<00:13,  2.17it/s, loss=0.710, pair=0.000, adv=4.279, sprd=0.034]
Ep 052/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:13,  2.04it/s, loss=0.710, pair=0.000, adv=4.279, sprd=0.034]
Ep 052/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:13,  2.04it/s, loss=0.621, pair=0.002, adv=5.513, sprd=0.017]
Ep 052/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:12,  2.17it/s, loss=0.621, pair=0.002, adv=5.513, sprd=0.017]
Ep 052/80 [S3:+sens]:  94%|█▉| 426/453 [03:33<00:12,  2.17it/s, loss=0.619, pair=0.001, adv=5.184, sprd=0.018]
Ep 052/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:12,  2.08it/s, loss=0.619, pair=0.001, adv=5.184, sprd=0.018]
Ep 052/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:12,  2.08it/s, loss=0.609, pair=0.001, adv=4.670, sprd=0.019]
Ep 052/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:11,  2.15it/s, loss=0.609, pair=0.001, adv=4.670, sprd=0.019]
Ep 052/80 [S3:+sens]:  94%|█▉| 428/453 [03:34<00:11,  2.15it/s, loss=0.675, pair=0.004, adv=4.407, sprd=0.026]
Ep 052/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:12,  1.97it/s, loss=0.675, pair=0.004, adv=4.407, sprd=0.026]
Ep 052/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:12,  1.97it/s, loss=0.629, pair=0.000, adv=3.713, sprd=0.020]
Ep 052/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:10,  2.09it/s, loss=0.629, pair=0.000, adv=3.713, sprd=0.020]
Ep 052/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:10,  2.09it/s, loss=0.614, pair=0.000, adv=3.754, sprd=0.020]
Ep 052/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:10,  2.00it/s, loss=0.614, pair=0.000, adv=3.754, sprd=0.020]
Ep 052/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:10,  2.00it/s, loss=0.636, pair=0.000, adv=5.133, sprd=0.021]
Ep 052/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:09,  2.12it/s, loss=0.636, pair=0.000, adv=5.133, sprd=0.021]
Ep 052/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:09,  2.12it/s, loss=0.657, pair=0.006, adv=5.750, sprd=0.027]
Ep 052/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.99it/s, loss=0.657, pair=0.006, adv=5.750, sprd=0.027]
Ep 052/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.99it/s, loss=0.656, pair=0.000, adv=5.458, sprd=0.024]
Ep 052/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:09,  2.10it/s, loss=0.656, pair=0.000, adv=5.458, sprd=0.024]
Ep 052/80 [S3:+sens]:  96%|█▉| 434/453 [03:37<00:09,  2.10it/s, loss=0.656, pair=0.000, adv=5.653, sprd=0.026]
Ep 052/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:09,  1.99it/s, loss=0.656, pair=0.000, adv=5.653, sprd=0.026]
Ep 052/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:09,  1.99it/s, loss=1.136, pair=1.403, adv=6.328, sprd=0.024]
Ep 052/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:08,  2.09it/s, loss=1.136, pair=1.403, adv=6.328, sprd=0.024]
Ep 052/80 [S3:+sens]:  96%|█▉| 436/453 [03:38<00:08,  2.09it/s, loss=0.600, pair=0.000, adv=3.803, sprd=0.014]
Ep 052/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.05it/s, loss=0.600, pair=0.000, adv=3.803, sprd=0.014]
Ep 052/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.05it/s, loss=0.603, pair=0.000, adv=5.641, sprd=0.015]
Ep 052/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:06,  2.16it/s, loss=0.603, pair=0.000, adv=5.641, sprd=0.015]
Ep 052/80 [S3:+sens]:  97%|█▉| 438/453 [03:39<00:06,  2.16it/s, loss=0.653, pair=0.001, adv=5.752, sprd=0.025]
Ep 052/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.653, pair=0.001, adv=5.752, sprd=0.025]
Ep 052/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.05it/s, loss=0.615, pair=0.001, adv=5.593, sprd=0.013]
Ep 052/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:05,  2.18it/s, loss=0.615, pair=0.001, adv=5.593, sprd=0.013]
Ep 052/80 [S3:+sens]:  97%|█▉| 440/453 [03:40<00:05,  2.18it/s, loss=0.751, pair=0.000, adv=4.355, sprd=0.035]
Ep 052/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.05it/s, loss=0.751, pair=0.000, adv=4.355, sprd=0.035]
Ep 052/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.05it/s, loss=0.646, pair=0.000, adv=3.955, sprd=0.022]
Ep 052/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  2.16it/s, loss=0.646, pair=0.000, adv=3.955, sprd=0.022]
Ep 052/80 [S3:+sens]:  98%|█▉| 442/453 [03:41<00:05,  2.16it/s, loss=0.620, pair=0.000, adv=3.371, sprd=0.021]
Ep 052/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.07it/s, loss=0.620, pair=0.000, adv=3.371, sprd=0.021]
Ep 052/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.07it/s, loss=0.618, pair=0.000, adv=4.429, sprd=0.018]
Ep 052/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  2.16it/s, loss=0.618, pair=0.000, adv=4.429, sprd=0.018]
Ep 052/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  2.16it/s, loss=0.640, pair=0.000, adv=4.343, sprd=0.024]
Ep 052/80 [S3:+sens]:  98%|█▉| 445/453 [03:41<00:03,  2.06it/s, loss=0.640, pair=0.000, adv=4.343, sprd=0.024]
Ep 052/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:03,  2.06it/s, loss=0.643, pair=0.000, adv=4.454, sprd=0.024]
Ep 052/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  2.14it/s, loss=0.643, pair=0.000, adv=4.454, sprd=0.024]
Ep 052/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  2.14it/s, loss=0.642, pair=0.000, adv=4.778, sprd=0.023]
Ep 052/80 [S3:+sens]:  99%|█▉| 447/453 [03:42<00:02,  2.05it/s, loss=0.642, pair=0.000, adv=4.778, sprd=0.023]
Ep 052/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:02,  2.05it/s, loss=0.609, pair=0.001, adv=3.160, sprd=0.022]
Ep 052/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.13it/s, loss=0.609, pair=0.001, adv=3.160, sprd=0.022]
Ep 052/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.13it/s, loss=0.693, pair=0.001, adv=3.875, sprd=0.022]
Ep 052/80 [S3:+sens]:  99%|█▉| 449/453 [03:43<00:01,  2.07it/s, loss=0.693, pair=0.001, adv=3.875, sprd=0.022]
Ep 052/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:01,  2.07it/s, loss=0.606, pair=0.000, adv=5.227, sprd=0.018]
Ep 052/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.16it/s, loss=0.606, pair=0.000, adv=5.227, sprd=0.018]
Ep 052/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.16it/s, loss=0.646, pair=0.000, adv=5.455, sprd=0.022]
Ep 052/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.08it/s, loss=0.646, pair=0.000, adv=5.455, sprd=0.022]
Ep 052/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:00,  2.08it/s, loss=0.619, pair=0.000, adv=5.366, sprd=0.016]
Ep 052/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.20it/s, loss=0.619, pair=0.000, adv=5.366, sprd=0.016]
Ep 052/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.20it/s, loss=0.643, pair=0.000, adv=4.904, sprd=0.020]
Ep 052/80 [S3:+sens]: 100%|██| 453/453 [03:45<00:00,  2.00it/s, loss=0.643, pair=0.000, adv=4.904, sprd=0.020]
                                                                                                              
Epoch 052/80 [S3:+sens]  loss=0.6563  mat=0.2683  sens=1.0891  pair=0.0513  adv=5.0493(rand=3.47)  deg=0.0066  orth=0.0012  spread=0.0210  q_mean=52.2  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.26e-05  226s

Ep 053/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 053/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.660, pair=0.001, adv=4.510, sprd=0.024]
Ep 053/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:02,  1.07it/s, loss=0.660, pair=0.001, adv=4.510, sprd=0.024]
Ep 053/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:02,  1.07it/s, loss=0.600, pair=0.001, adv=2.863, sprd=0.028]
Ep 053/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:47,  1.57it/s, loss=0.600, pair=0.001, adv=2.863, sprd=0.028]
Ep 053/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:47,  1.57it/s, loss=0.674, pair=0.001, adv=3.631, sprd=0.027]
Ep 053/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:31,  1.66it/s, loss=0.674, pair=0.001, adv=3.631, sprd=0.027]
Ep 053/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:31,  1.66it/s, loss=0.667, pair=0.002, adv=4.125, sprd=0.027]
Ep 053/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.667, pair=0.002, adv=4.125, sprd=0.027]
Ep 053/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:01,  1.86it/s, loss=0.603, pair=0.006, adv=5.331, sprd=0.014]
Ep 053/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:58,  1.88it/s, loss=0.603, pair=0.006, adv=5.331, sprd=0.014]
Ep 053/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:58,  1.88it/s, loss=0.645, pair=0.000, adv=4.515, sprd=0.022]
Ep 053/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.04it/s, loss=0.645, pair=0.000, adv=4.515, sprd=0.022]
Ep 053/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.04it/s, loss=0.625, pair=0.005, adv=3.722, sprd=0.020]
Ep 053/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:43,  2.00it/s, loss=0.625, pair=0.005, adv=3.722, sprd=0.020]
Ep 053/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:43,  2.00it/s, loss=0.638, pair=0.006, adv=3.872, sprd=0.019]
Ep 053/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.14it/s, loss=0.638, pair=0.006, adv=3.872, sprd=0.019]
Ep 053/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.14it/s, loss=0.614, pair=0.001, adv=7.358, sprd=0.013]
Ep 053/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:36,  2.05it/s, loss=0.614, pair=0.001, adv=7.358, sprd=0.013]
Ep 053/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:36,  2.05it/s, loss=0.615, pair=0.002, adv=6.302, sprd=0.016]
Ep 053/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:23,  2.18it/s, loss=0.615, pair=0.002, adv=6.302, sprd=0.016]
Ep 053/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:23,  2.18it/s, loss=0.665, pair=0.001, adv=4.296, sprd=0.018]
Ep 053/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:31,  2.09it/s, loss=0.665, pair=0.001, adv=4.296, sprd=0.018]
Ep 053/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:31,  2.09it/s, loss=0.641, pair=0.000, adv=3.628, sprd=0.025]
Ep 053/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:25,  2.15it/s, loss=0.641, pair=0.000, adv=3.628, sprd=0.025]
Ep 053/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:25,  2.15it/s, loss=0.658, pair=0.000, adv=4.905, sprd=0.022]
Ep 053/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:32,  2.07it/s, loss=0.658, pair=0.000, adv=4.905, sprd=0.022]
Ep 053/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.595, pair=0.001, adv=3.956, sprd=0.013]
Ep 053/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:18,  2.21it/s, loss=0.595, pair=0.001, adv=3.956, sprd=0.013]
Ep 053/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:18,  2.21it/s, loss=0.631, pair=0.000, adv=5.806, sprd=0.022]
Ep 053/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:33,  2.05it/s, loss=0.631, pair=0.000, adv=5.806, sprd=0.022]
Ep 053/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:33,  2.05it/s, loss=0.646, pair=0.000, adv=5.175, sprd=0.025]
Ep 053/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.12it/s, loss=0.646, pair=0.000, adv=5.175, sprd=0.025]
Ep 053/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.12it/s, loss=0.636, pair=0.000, adv=5.303, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.636, pair=0.000, adv=5.303, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.626, pair=0.000, adv=5.585, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:23,  2.14it/s, loss=0.626, pair=0.000, adv=5.585, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:23,  2.14it/s, loss=0.661, pair=0.001, adv=3.687, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.661, pair=0.001, adv=3.687, sprd=0.020]
Ep 053/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.658, pair=0.001, adv=4.784, sprd=0.025]
Ep 053/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:20,  2.16it/s, loss=0.658, pair=0.001, adv=4.784, sprd=0.025]
Ep 053/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.641, pair=0.002, adv=3.179, sprd=0.020]
Ep 053/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:26,  2.09it/s, loss=0.641, pair=0.002, adv=3.179, sprd=0.020]
Ep 053/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:26,  2.09it/s, loss=0.636, pair=0.002, adv=4.550, sprd=0.022]
Ep 053/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:17,  2.18it/s, loss=0.636, pair=0.002, adv=4.550, sprd=0.022]
Ep 053/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.629, pair=0.002, adv=4.397, sprd=0.019]
Ep 053/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:36,  1.98it/s, loss=0.629, pair=0.002, adv=4.397, sprd=0.019]
Ep 053/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:36,  1.98it/s, loss=0.498, pair=0.000, adv=2.539, sprd=0.015]
Ep 053/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:23,  2.11it/s, loss=0.498, pair=0.000, adv=2.539, sprd=0.015]
Ep 053/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:23,  2.11it/s, loss=0.672, pair=0.000, adv=5.017, sprd=0.028]
Ep 053/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:47,  1.88it/s, loss=0.672, pair=0.000, adv=5.017, sprd=0.028]
Ep 053/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:47,  1.88it/s, loss=0.631, pair=0.000, adv=3.375, sprd=0.023]
Ep 053/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:37,  1.96it/s, loss=0.631, pair=0.000, adv=3.375, sprd=0.023]
Ep 053/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:37,  1.96it/s, loss=0.624, pair=0.002, adv=4.252, sprd=0.019]
Ep 053/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:52,  1.83it/s, loss=0.624, pair=0.002, adv=4.252, sprd=0.019]
Ep 053/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:52,  1.83it/s, loss=0.641, pair=0.007, adv=3.296, sprd=0.022]
Ep 053/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:37,  1.95it/s, loss=0.641, pair=0.007, adv=3.296, sprd=0.022]
Ep 053/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:37,  1.95it/s, loss=1.228, pair=1.636, adv=5.957, sprd=0.030]
Ep 053/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:56,  1.79it/s, loss=1.228, pair=1.636, adv=5.957, sprd=0.030]
Ep 053/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:56,  1.79it/s, loss=0.649, pair=0.001, adv=4.855, sprd=0.022]
Ep 053/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:44,  1.89it/s, loss=0.649, pair=0.001, adv=4.855, sprd=0.022]
Ep 053/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:44,  1.89it/s, loss=0.652, pair=0.001, adv=3.409, sprd=0.023]
Ep 053/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:57,  1.78it/s, loss=0.652, pair=0.001, adv=3.409, sprd=0.023]
Ep 053/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:57,  1.78it/s, loss=0.587, pair=0.001, adv=4.683, sprd=0.014]
Ep 053/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:37,  1.93it/s, loss=0.587, pair=0.001, adv=4.683, sprd=0.014]
Ep 053/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:37,  1.93it/s, loss=0.599, pair=0.000, adv=3.115, sprd=0.022]
Ep 053/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:50,  1.82it/s, loss=0.599, pair=0.000, adv=3.115, sprd=0.022]
Ep 053/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:50,  1.82it/s, loss=0.653, pair=0.000, adv=5.383, sprd=0.023]
Ep 053/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:37,  1.92it/s, loss=0.653, pair=0.000, adv=5.383, sprd=0.023]
Ep 053/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:37,  1.92it/s, loss=0.636, pair=0.000, adv=4.521, sprd=0.022]
Ep 053/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:52,  1.80it/s, loss=0.636, pair=0.000, adv=4.521, sprd=0.022]
Ep 053/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:52,  1.80it/s, loss=0.655, pair=0.000, adv=4.321, sprd=0.026]
Ep 053/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:40,  1.89it/s, loss=0.655, pair=0.000, adv=4.321, sprd=0.026]
Ep 053/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:40,  1.89it/s, loss=0.656, pair=0.000, adv=4.227, sprd=0.026]
Ep 053/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:51,  1.80it/s, loss=0.656, pair=0.000, adv=4.227, sprd=0.026]
Ep 053/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:51,  1.80it/s, loss=0.620, pair=0.000, adv=5.426, sprd=0.018]
Ep 053/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:36,  1.92it/s, loss=0.620, pair=0.000, adv=5.426, sprd=0.018]
Ep 053/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:36,  1.92it/s, loss=0.635, pair=0.000, adv=4.046, sprd=0.022]
Ep 053/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:47,  1.82it/s, loss=0.635, pair=0.000, adv=4.046, sprd=0.022]
Ep 053/80 [S3:+sens]:   9%|▎  | 39/453 [00:20<03:47,  1.82it/s, loss=0.658, pair=0.000, adv=4.464, sprd=0.026]
Ep 053/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:36,  1.91it/s, loss=0.658, pair=0.000, adv=4.464, sprd=0.026]
Ep 053/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:36,  1.91it/s, loss=0.621, pair=0.000, adv=4.875, sprd=0.018]
Ep 053/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:45,  1.83it/s, loss=0.621, pair=0.000, adv=4.875, sprd=0.018]
Ep 053/80 [S3:+sens]:   9%|▎  | 41/453 [00:21<03:45,  1.83it/s, loss=0.603, pair=0.000, adv=5.177, sprd=0.015]
Ep 053/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:31,  1.95it/s, loss=0.603, pair=0.000, adv=5.177, sprd=0.015]
Ep 053/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:31,  1.95it/s, loss=0.635, pair=0.000, adv=4.914, sprd=0.020]
Ep 053/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:41,  1.85it/s, loss=0.635, pair=0.000, adv=4.914, sprd=0.020]
Ep 053/80 [S3:+sens]:   9%|▎  | 43/453 [00:22<03:41,  1.85it/s, loss=0.661, pair=0.000, adv=4.381, sprd=0.024]
Ep 053/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:28,  1.96it/s, loss=0.661, pair=0.000, adv=4.381, sprd=0.024]
Ep 053/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:28,  1.96it/s, loss=0.592, pair=0.000, adv=4.356, sprd=0.016]
Ep 053/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:43,  1.82it/s, loss=0.592, pair=0.000, adv=4.356, sprd=0.016]
Ep 053/80 [S3:+sens]:  10%|▎  | 45/453 [00:23<03:43,  1.82it/s, loss=0.634, pair=0.000, adv=4.683, sprd=0.021]
Ep 053/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:32,  1.92it/s, loss=0.634, pair=0.000, adv=4.683, sprd=0.021]
Ep 053/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:32,  1.92it/s, loss=0.631, pair=0.000, adv=4.469, sprd=0.017]
Ep 053/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:38,  1.86it/s, loss=0.631, pair=0.000, adv=4.469, sprd=0.017]
Ep 053/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:38,  1.86it/s, loss=0.614, pair=0.000, adv=3.610, sprd=0.016]
Ep 053/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:26,  1.97it/s, loss=0.614, pair=0.000, adv=3.610, sprd=0.016]
Ep 053/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:26,  1.97it/s, loss=0.610, pair=0.000, adv=4.886, sprd=0.018]
Ep 053/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:37,  1.86it/s, loss=0.610, pair=0.000, adv=4.886, sprd=0.018]
Ep 053/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:37,  1.86it/s, loss=0.586, pair=0.002, adv=4.768, sprd=0.015]
Ep 053/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:40,  1.83it/s, loss=0.586, pair=0.002, adv=4.768, sprd=0.015]
Ep 053/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:40,  1.83it/s, loss=0.655, pair=0.000, adv=4.281, sprd=0.023]
Ep 053/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:46,  1.78it/s, loss=0.655, pair=0.000, adv=4.281, sprd=0.023]
Ep 053/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:46,  1.78it/s, loss=1.484, pair=2.336, adv=3.794, sprd=0.031]
Ep 053/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:35,  1.86it/s, loss=1.484, pair=2.336, adv=3.794, sprd=0.031]
Ep 053/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:35,  1.86it/s, loss=0.675, pair=0.000, adv=5.074, sprd=0.031]
Ep 053/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:48,  1.75it/s, loss=0.675, pair=0.000, adv=5.074, sprd=0.031]
Ep 053/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:48,  1.75it/s, loss=0.610, pair=0.004, adv=4.611, sprd=0.016]
Ep 053/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:28,  1.91it/s, loss=0.610, pair=0.004, adv=4.611, sprd=0.016]
Ep 053/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:28,  1.91it/s, loss=0.701, pair=0.004, adv=4.498, sprd=0.022]
Ep 053/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:30,  1.89it/s, loss=0.701, pair=0.004, adv=4.498, sprd=0.022]
Ep 053/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:30,  1.89it/s, loss=0.606, pair=0.001, adv=4.306, sprd=0.017]
Ep 053/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:16,  2.02it/s, loss=0.606, pair=0.001, adv=4.306, sprd=0.017]
Ep 053/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:16,  2.02it/s, loss=0.635, pair=0.000, adv=6.032, sprd=0.018]
Ep 053/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:17,  2.00it/s, loss=0.635, pair=0.000, adv=6.032, sprd=0.018]
Ep 053/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:17,  2.00it/s, loss=0.588, pair=0.000, adv=4.693, sprd=0.014]
Ep 053/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:08,  2.10it/s, loss=0.588, pair=0.000, adv=4.693, sprd=0.014]
Ep 053/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:08,  2.10it/s, loss=0.654, pair=0.000, adv=5.264, sprd=0.019]
Ep 053/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:11,  2.05it/s, loss=0.654, pair=0.000, adv=5.264, sprd=0.019]
Ep 053/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:11,  2.05it/s, loss=0.667, pair=0.000, adv=4.114, sprd=0.028]
Ep 053/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:05,  2.12it/s, loss=0.667, pair=0.000, adv=4.114, sprd=0.028]
Ep 053/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:05,  2.12it/s, loss=0.681, pair=0.000, adv=5.104, sprd=0.017]
Ep 053/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:07,  2.09it/s, loss=0.681, pair=0.000, adv=5.104, sprd=0.017]
Ep 053/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:07,  2.09it/s, loss=0.623, pair=0.000, adv=3.800, sprd=0.021]
Ep 053/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:01,  2.15it/s, loss=0.623, pair=0.000, adv=3.800, sprd=0.021]
Ep 053/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:01,  2.15it/s, loss=0.707, pair=0.000, adv=4.542, sprd=0.022]
Ep 053/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:07,  2.08it/s, loss=0.707, pair=0.000, adv=4.542, sprd=0.022]
Ep 053/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:07,  2.08it/s, loss=0.626, pair=0.000, adv=5.309, sprd=0.024]
Ep 053/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:02,  2.13it/s, loss=0.626, pair=0.000, adv=5.309, sprd=0.024]
Ep 053/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<03:02,  2.13it/s, loss=0.689, pair=0.000, adv=5.052, sprd=0.030]
Ep 053/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:12,  2.02it/s, loss=0.689, pair=0.000, adv=5.052, sprd=0.030]
Ep 053/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:12,  2.02it/s, loss=0.660, pair=0.000, adv=4.817, sprd=0.024]
Ep 053/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:03,  2.11it/s, loss=0.660, pair=0.000, adv=4.817, sprd=0.024]
Ep 053/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<03:03,  2.11it/s, loss=0.659, pair=0.000, adv=4.384, sprd=0.028]
Ep 053/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:10,  2.02it/s, loss=0.659, pair=0.000, adv=4.384, sprd=0.028]
Ep 053/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:10,  2.02it/s, loss=0.589, pair=0.001, adv=5.898, sprd=0.012]
Ep 053/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:58,  2.15it/s, loss=0.589, pair=0.001, adv=5.898, sprd=0.012]
Ep 053/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<02:58,  2.15it/s, loss=0.648, pair=0.003, adv=4.442, sprd=0.024]
Ep 053/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:08,  2.03it/s, loss=0.648, pair=0.003, adv=4.442, sprd=0.024]
Ep 053/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:08,  2.03it/s, loss=0.607, pair=0.001, adv=4.547, sprd=0.017]
Ep 053/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<02:59,  2.14it/s, loss=0.607, pair=0.001, adv=4.547, sprd=0.017]
Ep 053/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<02:59,  2.14it/s, loss=0.660, pair=0.005, adv=4.258, sprd=0.022]
Ep 053/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:04,  2.07it/s, loss=0.660, pair=0.005, adv=4.258, sprd=0.022]
Ep 053/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:04,  2.07it/s, loss=0.672, pair=0.003, adv=4.486, sprd=0.026]
Ep 053/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<02:56,  2.16it/s, loss=0.672, pair=0.003, adv=4.486, sprd=0.026]
Ep 053/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<02:56,  2.16it/s, loss=0.659, pair=0.005, adv=3.976, sprd=0.026]
Ep 053/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:03,  2.07it/s, loss=0.659, pair=0.005, adv=3.976, sprd=0.026]
Ep 053/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:03,  2.07it/s, loss=0.631, pair=0.002, adv=5.420, sprd=0.022]
Ep 053/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:57,  2.14it/s, loss=0.631, pair=0.002, adv=5.420, sprd=0.022]
Ep 053/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:57,  2.14it/s, loss=0.625, pair=0.003, adv=3.766, sprd=0.018]
Ep 053/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:03,  2.06it/s, loss=0.625, pair=0.003, adv=3.766, sprd=0.018]
Ep 053/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:03,  2.06it/s, loss=0.650, pair=0.000, adv=3.552, sprd=0.024]
Ep 053/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:55,  2.15it/s, loss=0.650, pair=0.000, adv=3.552, sprd=0.024]
Ep 053/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<02:55,  2.15it/s, loss=0.693, pair=0.000, adv=4.100, sprd=0.030]
Ep 053/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:11,  1.96it/s, loss=0.693, pair=0.000, adv=4.100, sprd=0.030]
Ep 053/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:11,  1.96it/s, loss=0.628, pair=0.000, adv=4.093, sprd=0.021]
Ep 053/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:00,  2.07it/s, loss=0.628, pair=0.000, adv=4.093, sprd=0.021]
Ep 053/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<03:00,  2.07it/s, loss=0.656, pair=0.000, adv=5.150, sprd=0.026]
Ep 053/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:09,  1.98it/s, loss=0.656, pair=0.000, adv=5.150, sprd=0.026]
Ep 053/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:09,  1.98it/s, loss=0.674, pair=0.000, adv=5.167, sprd=0.024]
Ep 053/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:56,  2.11it/s, loss=0.674, pair=0.000, adv=5.167, sprd=0.024]
Ep 053/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<02:56,  2.11it/s, loss=0.687, pair=0.000, adv=5.863, sprd=0.031]
Ep 053/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:05,  2.01it/s, loss=0.687, pair=0.000, adv=5.863, sprd=0.031]
Ep 053/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:05,  2.01it/s, loss=0.601, pair=0.000, adv=4.616, sprd=0.016]
Ep 053/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:55,  2.12it/s, loss=0.601, pair=0.000, adv=4.616, sprd=0.016]
Ep 053/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:55,  2.12it/s, loss=0.595, pair=0.000, adv=4.471, sprd=0.017]
Ep 053/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:03,  2.01it/s, loss=0.595, pair=0.000, adv=4.471, sprd=0.017]
Ep 053/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:03,  2.01it/s, loss=0.672, pair=0.002, adv=5.202, sprd=0.026]
Ep 053/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:54,  2.11it/s, loss=0.672, pair=0.002, adv=5.202, sprd=0.026]
Ep 053/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:54,  2.11it/s, loss=0.633, pair=0.001, adv=3.760, sprd=0.022]
Ep 053/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:01,  2.02it/s, loss=0.633, pair=0.001, adv=3.760, sprd=0.022]
Ep 053/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:01,  2.02it/s, loss=0.710, pair=0.000, adv=4.274, sprd=0.038]
Ep 053/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:55,  2.09it/s, loss=0.710, pair=0.000, adv=4.274, sprd=0.038]
Ep 053/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:55,  2.09it/s, loss=1.410, pair=2.191, adv=4.920, sprd=0.026]
Ep 053/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:03,  1.99it/s, loss=1.410, pair=2.191, adv=4.920, sprd=0.026]
Ep 053/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<03:03,  1.99it/s, loss=0.667, pair=0.001, adv=4.398, sprd=0.025]
Ep 053/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:53,  2.10it/s, loss=0.667, pair=0.001, adv=4.398, sprd=0.025]
Ep 053/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:53,  2.10it/s, loss=0.682, pair=0.002, adv=5.787, sprd=0.023]
Ep 053/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<03:01,  2.00it/s, loss=0.682, pair=0.002, adv=5.787, sprd=0.023]
Ep 053/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<03:01,  2.00it/s, loss=0.605, pair=0.004, adv=4.006, sprd=0.015]
Ep 053/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:50,  2.13it/s, loss=0.605, pair=0.004, adv=4.006, sprd=0.015]
Ep 053/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:50,  2.13it/s, loss=0.589, pair=0.001, adv=3.847, sprd=0.014]
Ep 053/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<03:00,  2.01it/s, loss=0.589, pair=0.001, adv=3.847, sprd=0.014]
Ep 053/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<03:00,  2.01it/s, loss=0.645, pair=0.003, adv=4.555, sprd=0.019]
Ep 053/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:49,  2.13it/s, loss=0.645, pair=0.003, adv=4.555, sprd=0.019]
Ep 053/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:49,  2.13it/s, loss=0.615, pair=0.002, adv=5.321, sprd=0.018]
Ep 053/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:54,  2.06it/s, loss=0.615, pair=0.002, adv=5.321, sprd=0.018]
Ep 053/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:54,  2.06it/s, loss=0.645, pair=0.003, adv=4.552, sprd=0.023]
Ep 053/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:48,  2.14it/s, loss=0.645, pair=0.003, adv=4.552, sprd=0.023]
Ep 053/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:48,  2.14it/s, loss=0.663, pair=0.006, adv=4.594, sprd=0.029]
Ep 053/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:59,  2.00it/s, loss=0.663, pair=0.006, adv=4.594, sprd=0.029]
Ep 053/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:59,  2.00it/s, loss=0.666, pair=0.005, adv=5.521, sprd=0.028]
Ep 053/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:50,  2.10it/s, loss=0.666, pair=0.005, adv=5.521, sprd=0.028]
Ep 053/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:50,  2.10it/s, loss=0.691, pair=0.001, adv=4.221, sprd=0.023]
Ep 053/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:55,  2.03it/s, loss=0.691, pair=0.001, adv=4.221, sprd=0.023]
Ep 053/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:55,  2.03it/s, loss=0.657, pair=0.000, adv=5.222, sprd=0.030]
Ep 053/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:49,  2.09it/s, loss=0.657, pair=0.000, adv=5.222, sprd=0.030]
Ep 053/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:49,  2.09it/s, loss=0.648, pair=0.000, adv=4.676, sprd=0.022]
Ep 053/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:55,  2.02it/s, loss=0.648, pair=0.000, adv=4.676, sprd=0.022]
Ep 053/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:55,  2.02it/s, loss=0.645, pair=0.000, adv=4.674, sprd=0.025]
Ep 053/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:48,  2.10it/s, loss=0.645, pair=0.000, adv=4.674, sprd=0.025]
Ep 053/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:48,  2.10it/s, loss=0.696, pair=0.000, adv=4.723, sprd=0.032]
Ep 053/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:55,  2.01it/s, loss=0.696, pair=0.000, adv=4.723, sprd=0.032]
Ep 053/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:55,  2.01it/s, loss=0.674, pair=0.000, adv=4.306, sprd=0.026]
Ep 053/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:46,  2.10it/s, loss=0.674, pair=0.000, adv=4.306, sprd=0.026]
Ep 053/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:46,  2.10it/s, loss=0.637, pair=0.000, adv=4.667, sprd=0.023]
Ep 053/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.02it/s, loss=0.637, pair=0.000, adv=4.667, sprd=0.023]
Ep 053/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<02:53,  2.02it/s, loss=0.635, pair=0.001, adv=4.117, sprd=0.020]
Ep 053/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:44,  2.12it/s, loss=0.635, pair=0.001, adv=4.117, sprd=0.020]
Ep 053/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:44,  2.12it/s, loss=0.620, pair=0.006, adv=3.198, sprd=0.027]
Ep 053/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:55,  1.98it/s, loss=0.620, pair=0.006, adv=3.198, sprd=0.027]
Ep 053/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<02:55,  1.98it/s, loss=0.658, pair=0.006, adv=5.408, sprd=0.022]
Ep 053/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.658, pair=0.006, adv=5.408, sprd=0.022]
Ep 053/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.863, pair=0.568, adv=5.536, sprd=0.022]
Ep 053/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:57,  1.95it/s, loss=0.863, pair=0.568, adv=5.536, sprd=0.022]
Ep 053/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<02:57,  1.95it/s, loss=0.665, pair=0.002, adv=4.937, sprd=0.024]
Ep 053/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:46,  2.07it/s, loss=0.665, pair=0.002, adv=4.937, sprd=0.024]
Ep 053/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:46,  2.07it/s, loss=0.596, pair=0.000, adv=4.155, sprd=0.015]
Ep 053/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:50,  2.01it/s, loss=0.596, pair=0.000, adv=4.155, sprd=0.015]
Ep 053/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<02:50,  2.01it/s, loss=1.777, pair=3.199, adv=4.053, sprd=0.023]
Ep 053/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:41,  2.12it/s, loss=1.777, pair=3.199, adv=4.053, sprd=0.023]
Ep 053/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:41,  2.12it/s, loss=0.595, pair=0.000, adv=3.984, sprd=0.015]
Ep 053/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:46,  2.05it/s, loss=0.595, pair=0.000, adv=3.984, sprd=0.015]
Ep 053/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<02:46,  2.05it/s, loss=0.638, pair=0.002, adv=4.250, sprd=0.024]
Ep 053/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:41,  2.11it/s, loss=0.638, pair=0.002, adv=4.250, sprd=0.024]
Ep 053/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:41,  2.11it/s, loss=0.644, pair=0.000, adv=5.404, sprd=0.023]
Ep 053/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:48,  2.01it/s, loss=0.644, pair=0.000, adv=5.404, sprd=0.023]
Ep 053/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<02:48,  2.01it/s, loss=0.675, pair=0.000, adv=5.189, sprd=0.027]
Ep 053/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:41,  2.10it/s, loss=0.675, pair=0.000, adv=5.189, sprd=0.027]
Ep 053/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:41,  2.10it/s, loss=0.650, pair=0.001, adv=3.727, sprd=0.014]
Ep 053/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:45,  2.04it/s, loss=0.650, pair=0.001, adv=3.727, sprd=0.014]
Ep 053/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:45,  2.04it/s, loss=0.638, pair=0.000, adv=4.796, sprd=0.020]
Ep 053/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:36,  2.15it/s, loss=0.638, pair=0.000, adv=4.796, sprd=0.020]
Ep 053/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:36,  2.15it/s, loss=0.617, pair=0.003, adv=4.851, sprd=0.015]
Ep 053/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.09it/s, loss=0.617, pair=0.003, adv=4.851, sprd=0.015]
Ep 053/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:41,  2.09it/s, loss=0.642, pair=0.000, adv=4.720, sprd=0.023]
Ep 053/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.15it/s, loss=0.642, pair=0.000, adv=4.720, sprd=0.023]
Ep 053/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.15it/s, loss=0.615, pair=0.000, adv=4.265, sprd=0.019]
Ep 053/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:45,  2.02it/s, loss=0.615, pair=0.000, adv=4.265, sprd=0.019]
Ep 053/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:45,  2.02it/s, loss=0.666, pair=0.000, adv=4.332, sprd=0.026]
Ep 053/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:37,  2.12it/s, loss=0.666, pair=0.000, adv=4.332, sprd=0.026]
Ep 053/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:37,  2.12it/s, loss=0.621, pair=0.000, adv=4.939, sprd=0.017]
Ep 053/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:44,  2.02it/s, loss=0.621, pair=0.000, adv=4.939, sprd=0.017]
Ep 053/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:44,  2.02it/s, loss=0.653, pair=0.001, adv=4.370, sprd=0.021]
Ep 053/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:35,  2.12it/s, loss=0.653, pair=0.001, adv=4.370, sprd=0.021]
Ep 053/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:35,  2.12it/s, loss=0.627, pair=0.003, adv=4.134, sprd=0.019]
Ep 053/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:52,  1.92it/s, loss=0.627, pair=0.003, adv=4.134, sprd=0.019]
Ep 053/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:52,  1.92it/s, loss=0.644, pair=0.000, adv=4.839, sprd=0.020]
Ep 053/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:43,  2.01it/s, loss=0.644, pair=0.000, adv=4.839, sprd=0.020]
Ep 053/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:43,  2.01it/s, loss=0.660, pair=0.001, adv=3.744, sprd=0.027]
Ep 053/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:58,  1.84it/s, loss=0.660, pair=0.001, adv=3.744, sprd=0.027]
Ep 053/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<02:58,  1.84it/s, loss=0.645, pair=0.000, adv=4.595, sprd=0.023]
Ep 053/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:49,  1.93it/s, loss=0.645, pair=0.000, adv=4.595, sprd=0.023]
Ep 053/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:49,  1.93it/s, loss=0.641, pair=0.001, adv=4.697, sprd=0.021]
Ep 053/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:59,  1.81it/s, loss=0.641, pair=0.001, adv=4.697, sprd=0.021]
Ep 053/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<02:59,  1.81it/s, loss=0.687, pair=0.001, adv=4.222, sprd=0.030]
Ep 053/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:49,  1.92it/s, loss=0.687, pair=0.001, adv=4.222, sprd=0.030]
Ep 053/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:49,  1.92it/s, loss=0.614, pair=0.000, adv=5.447, sprd=0.016]
Ep 053/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<03:13,  1.67it/s, loss=0.614, pair=0.000, adv=5.447, sprd=0.016]
Ep 053/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<03:13,  1.67it/s, loss=0.667, pair=0.001, adv=5.730, sprd=0.027]
Ep 053/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:59,  1.80it/s, loss=0.667, pair=0.001, adv=5.730, sprd=0.027]
Ep 053/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:59,  1.80it/s, loss=0.603, pair=0.000, adv=4.427, sprd=0.014]
Ep 053/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<03:05,  1.73it/s, loss=0.603, pair=0.000, adv=4.427, sprd=0.014]
Ep 053/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<03:05,  1.73it/s, loss=0.670, pair=0.002, adv=4.838, sprd=0.025]
Ep 053/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:53,  1.85it/s, loss=0.670, pair=0.002, adv=4.838, sprd=0.025]
Ep 053/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:53,  1.85it/s, loss=0.626, pair=0.003, adv=3.682, sprd=0.020]
Ep 053/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<03:00,  1.78it/s, loss=0.626, pair=0.003, adv=3.682, sprd=0.020]
Ep 053/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<03:00,  1.78it/s, loss=0.592, pair=0.009, adv=4.408, sprd=0.013]
Ep 053/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:48,  1.89it/s, loss=0.592, pair=0.009, adv=4.408, sprd=0.013]
Ep 053/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:48,  1.89it/s, loss=0.690, pair=0.006, adv=4.314, sprd=0.033]
Ep 053/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:59,  1.77it/s, loss=0.690, pair=0.006, adv=4.314, sprd=0.033]
Ep 053/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:59,  1.77it/s, loss=0.642, pair=0.001, adv=4.408, sprd=0.019]
Ep 053/80 [S3:+sens]:  30%|▌ | 136/453 [01:08<02:45,  1.91it/s, loss=0.642, pair=0.001, adv=4.408, sprd=0.019]
Ep 053/80 [S3:+sens]:  30%|▌ | 136/453 [01:09<02:45,  1.91it/s, loss=0.675, pair=0.001, adv=5.038, sprd=0.027]
Ep 053/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:56,  1.79it/s, loss=0.675, pair=0.001, adv=5.038, sprd=0.027]
Ep 053/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:56,  1.79it/s, loss=0.631, pair=0.001, adv=4.243, sprd=0.019]
Ep 053/80 [S3:+sens]:  30%|▌ | 138/453 [01:09<02:46,  1.89it/s, loss=0.631, pair=0.001, adv=4.243, sprd=0.019]
Ep 053/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:46,  1.89it/s, loss=0.594, pair=0.000, adv=5.149, sprd=0.015]
Ep 053/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:54,  1.80it/s, loss=0.594, pair=0.000, adv=5.149, sprd=0.015]
Ep 053/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:54,  1.80it/s, loss=0.630, pair=0.006, adv=4.004, sprd=0.024]
Ep 053/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:46,  1.88it/s, loss=0.630, pair=0.006, adv=4.004, sprd=0.024]
Ep 053/80 [S3:+sens]:  31%|▌ | 140/453 [01:11<02:46,  1.88it/s, loss=0.699, pair=0.000, adv=4.582, sprd=0.032]
Ep 053/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:55,  1.77it/s, loss=0.699, pair=0.000, adv=4.582, sprd=0.032]
Ep 053/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:55,  1.77it/s, loss=0.616, pair=0.000, adv=4.503, sprd=0.017]
Ep 053/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:44,  1.89it/s, loss=0.616, pair=0.000, adv=4.503, sprd=0.017]
Ep 053/80 [S3:+sens]:  31%|▋ | 142/453 [01:12<02:44,  1.89it/s, loss=0.642, pair=0.000, adv=5.095, sprd=0.019]
Ep 053/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:53,  1.79it/s, loss=0.642, pair=0.000, adv=5.095, sprd=0.019]
Ep 053/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:53,  1.79it/s, loss=0.635, pair=0.000, adv=4.961, sprd=0.020]
Ep 053/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:41,  1.91it/s, loss=0.635, pair=0.000, adv=4.961, sprd=0.020]
Ep 053/80 [S3:+sens]:  32%|▋ | 144/453 [01:13<02:41,  1.91it/s, loss=0.628, pair=0.001, adv=4.749, sprd=0.017]
Ep 053/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:50,  1.80it/s, loss=0.628, pair=0.001, adv=4.749, sprd=0.017]
Ep 053/80 [S3:+sens]:  32%|▋ | 145/453 [01:14<02:50,  1.80it/s, loss=0.636, pair=0.000, adv=4.008, sprd=0.022]
Ep 053/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:42,  1.89it/s, loss=0.636, pair=0.000, adv=4.008, sprd=0.022]
Ep 053/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:42,  1.89it/s, loss=0.590, pair=0.000, adv=4.524, sprd=0.014]
Ep 053/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:55,  1.74it/s, loss=0.590, pair=0.000, adv=4.524, sprd=0.014]
Ep 053/80 [S3:+sens]:  32%|▋ | 147/453 [01:15<02:55,  1.74it/s, loss=0.625, pair=0.000, adv=4.181, sprd=0.021]
Ep 053/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:43,  1.86it/s, loss=0.625, pair=0.000, adv=4.181, sprd=0.021]
Ep 053/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:43,  1.86it/s, loss=0.613, pair=0.000, adv=4.381, sprd=0.017]
Ep 053/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:50,  1.78it/s, loss=0.613, pair=0.000, adv=4.381, sprd=0.017]
Ep 053/80 [S3:+sens]:  33%|▋ | 149/453 [01:16<02:50,  1.78it/s, loss=0.630, pair=0.001, adv=4.413, sprd=0.021]
Ep 053/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:39,  1.90it/s, loss=0.630, pair=0.001, adv=4.413, sprd=0.021]
Ep 053/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:39,  1.90it/s, loss=0.622, pair=0.002, adv=3.757, sprd=0.020]
Ep 053/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:47,  1.80it/s, loss=0.622, pair=0.002, adv=3.757, sprd=0.020]
Ep 053/80 [S3:+sens]:  33%|▋ | 151/453 [01:17<02:47,  1.80it/s, loss=0.634, pair=0.002, adv=4.640, sprd=0.023]
Ep 053/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:36,  1.93it/s, loss=0.634, pair=0.002, adv=4.640, sprd=0.023]
Ep 053/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:36,  1.93it/s, loss=0.648, pair=0.002, adv=4.400, sprd=0.016]
Ep 053/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:37,  1.90it/s, loss=0.648, pair=0.002, adv=4.400, sprd=0.016]
Ep 053/80 [S3:+sens]:  34%|▋ | 153/453 [01:18<02:37,  1.90it/s, loss=0.681, pair=0.001, adv=4.575, sprd=0.030]
Ep 053/80 [S3:+sens]:  34%|▋ | 154/453 [01:18<02:29,  2.00it/s, loss=0.681, pair=0.001, adv=4.575, sprd=0.030]
Ep 053/80 [S3:+sens]:  34%|▋ | 154/453 [01:18<02:29,  2.00it/s, loss=1.464, pair=2.189, adv=4.585, sprd=0.034]
Ep 053/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:33,  1.94it/s, loss=1.464, pair=2.189, adv=4.585, sprd=0.034]
Ep 053/80 [S3:+sens]:  34%|▋ | 155/453 [01:19<02:33,  1.94it/s, loss=0.632, pair=0.004, adv=5.142, sprd=0.018]
Ep 053/80 [S3:+sens]:  34%|▋ | 156/453 [01:19<02:23,  2.07it/s, loss=0.632, pair=0.004, adv=5.142, sprd=0.018]
Ep 053/80 [S3:+sens]:  34%|▋ | 156/453 [01:19<02:23,  2.07it/s, loss=0.638, pair=0.002, adv=3.673, sprd=0.022]
Ep 053/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:33,  1.93it/s, loss=0.638, pair=0.002, adv=3.673, sprd=0.022]
Ep 053/80 [S3:+sens]:  35%|▋ | 157/453 [01:20<02:33,  1.93it/s, loss=0.586, pair=0.002, adv=4.067, sprd=0.013]
Ep 053/80 [S3:+sens]:  35%|▋ | 158/453 [01:20<02:22,  2.08it/s, loss=0.586, pair=0.002, adv=4.067, sprd=0.013]
Ep 053/80 [S3:+sens]:  35%|▋ | 158/453 [01:20<02:22,  2.08it/s, loss=0.629, pair=0.001, adv=3.400, sprd=0.018]
Ep 053/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:24,  2.04it/s, loss=0.629, pair=0.001, adv=3.400, sprd=0.018]
Ep 053/80 [S3:+sens]:  35%|▋ | 159/453 [01:21<02:24,  2.04it/s, loss=0.636, pair=0.002, adv=4.896, sprd=0.022]
Ep 053/80 [S3:+sens]:  35%|▋ | 160/453 [01:21<02:16,  2.15it/s, loss=0.636, pair=0.002, adv=4.896, sprd=0.022]
Ep 053/80 [S3:+sens]:  35%|▋ | 160/453 [01:21<02:16,  2.15it/s, loss=0.615, pair=0.001, adv=5.468, sprd=0.019]
Ep 053/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:24,  2.02it/s, loss=0.615, pair=0.001, adv=5.468, sprd=0.019]
Ep 053/80 [S3:+sens]:  36%|▋ | 161/453 [01:22<02:24,  2.02it/s, loss=0.616, pair=0.000, adv=4.636, sprd=0.018]
Ep 053/80 [S3:+sens]:  36%|▋ | 162/453 [01:22<02:16,  2.13it/s, loss=0.616, pair=0.000, adv=4.636, sprd=0.018]
Ep 053/80 [S3:+sens]:  36%|▋ | 162/453 [01:22<02:16,  2.13it/s, loss=0.645, pair=0.003, adv=4.115, sprd=0.023]
Ep 053/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:23,  2.02it/s, loss=0.645, pair=0.003, adv=4.115, sprd=0.023]
Ep 053/80 [S3:+sens]:  36%|▋ | 163/453 [01:23<02:23,  2.02it/s, loss=0.637, pair=0.000, adv=4.281, sprd=0.021]
Ep 053/80 [S3:+sens]:  36%|▋ | 164/453 [01:23<02:14,  2.15it/s, loss=0.637, pair=0.000, adv=4.281, sprd=0.021]
Ep 053/80 [S3:+sens]:  36%|▋ | 164/453 [01:23<02:14,  2.15it/s, loss=0.654, pair=0.000, adv=4.629, sprd=0.016]
Ep 053/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:19,  2.07it/s, loss=0.654, pair=0.000, adv=4.629, sprd=0.016]
Ep 053/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:19,  2.07it/s, loss=0.635, pair=0.000, adv=4.689, sprd=0.020]
Ep 053/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:11,  2.18it/s, loss=0.635, pair=0.000, adv=4.689, sprd=0.020]
Ep 053/80 [S3:+sens]:  37%|▋ | 166/453 [01:24<02:11,  2.18it/s, loss=0.679, pair=0.000, adv=3.941, sprd=0.030]
Ep 053/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:18,  2.06it/s, loss=0.679, pair=0.000, adv=3.941, sprd=0.030]
Ep 053/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:18,  2.06it/s, loss=0.630, pair=0.000, adv=5.047, sprd=0.020]
Ep 053/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:11,  2.17it/s, loss=0.630, pair=0.000, adv=5.047, sprd=0.020]
Ep 053/80 [S3:+sens]:  37%|▋ | 168/453 [01:25<02:11,  2.17it/s, loss=0.645, pair=0.001, adv=4.098, sprd=0.025]
Ep 053/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:18,  2.05it/s, loss=0.645, pair=0.001, adv=4.098, sprd=0.025]
Ep 053/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:18,  2.05it/s, loss=0.632, pair=0.001, adv=5.261, sprd=0.020]
Ep 053/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:11,  2.15it/s, loss=0.632, pair=0.001, adv=5.261, sprd=0.020]
Ep 053/80 [S3:+sens]:  38%|▊ | 170/453 [01:26<02:11,  2.15it/s, loss=0.653, pair=0.001, adv=4.484, sprd=0.026]
Ep 053/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:19,  2.02it/s, loss=0.653, pair=0.001, adv=4.484, sprd=0.026]
Ep 053/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:19,  2.02it/s, loss=0.645, pair=0.004, adv=4.595, sprd=0.023]
Ep 053/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:13,  2.11it/s, loss=0.645, pair=0.004, adv=4.595, sprd=0.023]
Ep 053/80 [S3:+sens]:  38%|▊ | 172/453 [01:27<02:13,  2.11it/s, loss=0.665, pair=0.003, adv=4.944, sprd=0.024]
Ep 053/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:16,  2.04it/s, loss=0.665, pair=0.003, adv=4.944, sprd=0.024]
Ep 053/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:16,  2.04it/s, loss=0.623, pair=0.001, adv=4.254, sprd=0.013]
Ep 053/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:05,  2.22it/s, loss=0.623, pair=0.001, adv=4.254, sprd=0.013]
Ep 053/80 [S3:+sens]:  38%|▊ | 174/453 [01:28<02:05,  2.22it/s, loss=0.636, pair=0.003, adv=3.963, sprd=0.021]
Ep 053/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:12,  2.10it/s, loss=0.636, pair=0.003, adv=3.963, sprd=0.021]
Ep 053/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:12,  2.10it/s, loss=0.634, pair=0.002, adv=4.702, sprd=0.021]
Ep 053/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:05,  2.20it/s, loss=0.634, pair=0.002, adv=4.702, sprd=0.021]
Ep 053/80 [S3:+sens]:  39%|▊ | 176/453 [01:29<02:05,  2.20it/s, loss=0.635, pair=0.001, adv=4.268, sprd=0.020]
Ep 053/80 [S3:+sens]:  39%|▊ | 177/453 [01:29<02:11,  2.10it/s, loss=0.635, pair=0.001, adv=4.268, sprd=0.020]
Ep 053/80 [S3:+sens]:  39%|▊ | 177/453 [01:29<02:11,  2.10it/s, loss=0.659, pair=0.000, adv=5.405, sprd=0.025]
Ep 053/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:06,  2.17it/s, loss=0.659, pair=0.000, adv=5.405, sprd=0.025]
Ep 053/80 [S3:+sens]:  39%|▊ | 178/453 [01:30<02:06,  2.17it/s, loss=0.629, pair=0.001, adv=4.728, sprd=0.020]
Ep 053/80 [S3:+sens]:  40%|▊ | 179/453 [01:30<02:15,  2.03it/s, loss=0.629, pair=0.001, adv=4.728, sprd=0.020]
Ep 053/80 [S3:+sens]:  40%|▊ | 179/453 [01:30<02:15,  2.03it/s, loss=0.647, pair=0.000, adv=4.232, sprd=0.023]
Ep 053/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:08,  2.13it/s, loss=0.647, pair=0.000, adv=4.232, sprd=0.023]
Ep 053/80 [S3:+sens]:  40%|▊ | 180/453 [01:31<02:08,  2.13it/s, loss=0.644, pair=0.000, adv=4.724, sprd=0.016]
Ep 053/80 [S3:+sens]:  40%|▊ | 181/453 [01:31<02:13,  2.04it/s, loss=0.644, pair=0.000, adv=4.724, sprd=0.016]
Ep 053/80 [S3:+sens]:  40%|▊ | 181/453 [01:31<02:13,  2.04it/s, loss=0.612, pair=0.004, adv=4.482, sprd=0.017]
Ep 053/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:07,  2.13it/s, loss=0.612, pair=0.004, adv=4.482, sprd=0.017]
Ep 053/80 [S3:+sens]:  40%|▊ | 182/453 [01:32<02:07,  2.13it/s, loss=0.649, pair=0.007, adv=5.044, sprd=0.025]
Ep 053/80 [S3:+sens]:  40%|▊ | 183/453 [01:32<02:14,  2.01it/s, loss=0.649, pair=0.007, adv=5.044, sprd=0.025]
Ep 053/80 [S3:+sens]:  40%|▊ | 183/453 [01:32<02:14,  2.01it/s, loss=0.632, pair=0.001, adv=4.470, sprd=0.021]
Ep 053/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:05,  2.14it/s, loss=0.632, pair=0.001, adv=4.470, sprd=0.021]
Ep 053/80 [S3:+sens]:  41%|▊ | 184/453 [01:33<02:05,  2.14it/s, loss=0.665, pair=0.001, adv=4.763, sprd=0.025]
Ep 053/80 [S3:+sens]:  41%|▊ | 185/453 [01:33<02:18,  1.93it/s, loss=0.665, pair=0.001, adv=4.763, sprd=0.025]
Ep 053/80 [S3:+sens]:  41%|▊ | 185/453 [01:33<02:18,  1.93it/s, loss=0.627, pair=0.000, adv=3.731, sprd=0.018]
Ep 053/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:09,  2.06it/s, loss=0.627, pair=0.000, adv=3.731, sprd=0.018]
Ep 053/80 [S3:+sens]:  41%|▊ | 186/453 [01:34<02:09,  2.06it/s, loss=0.611, pair=0.000, adv=4.495, sprd=0.016]
Ep 053/80 [S3:+sens]:  41%|▊ | 187/453 [01:34<02:12,  2.01it/s, loss=0.611, pair=0.000, adv=4.495, sprd=0.016]
Ep 053/80 [S3:+sens]:  41%|▊ | 187/453 [01:34<02:12,  2.01it/s, loss=0.606, pair=0.000, adv=3.628, sprd=0.016]
Ep 053/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:02,  2.16it/s, loss=0.606, pair=0.000, adv=3.628, sprd=0.016]
Ep 053/80 [S3:+sens]:  42%|▊ | 188/453 [01:35<02:02,  2.16it/s, loss=0.625, pair=0.000, adv=3.753, sprd=0.021]
Ep 053/80 [S3:+sens]:  42%|▊ | 189/453 [01:35<02:07,  2.07it/s, loss=0.625, pair=0.000, adv=3.753, sprd=0.021]
Ep 053/80 [S3:+sens]:  42%|▊ | 189/453 [01:35<02:07,  2.07it/s, loss=0.594, pair=0.003, adv=3.327, sprd=0.015]
Ep 053/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<01:58,  2.21it/s, loss=0.594, pair=0.003, adv=3.327, sprd=0.015]
Ep 053/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<01:58,  2.21it/s, loss=0.715, pair=0.000, adv=4.551, sprd=0.026]
Ep 053/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:05,  2.09it/s, loss=0.715, pair=0.000, adv=4.551, sprd=0.026]
Ep 053/80 [S3:+sens]:  42%|▊ | 191/453 [01:36<02:05,  2.09it/s, loss=0.638, pair=0.000, adv=3.858, sprd=0.021]
Ep 053/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<01:59,  2.18it/s, loss=0.638, pair=0.000, adv=3.858, sprd=0.021]
Ep 053/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<01:59,  2.18it/s, loss=0.653, pair=0.001, adv=4.407, sprd=0.025]
Ep 053/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:06,  2.06it/s, loss=0.653, pair=0.001, adv=4.407, sprd=0.025]
Ep 053/80 [S3:+sens]:  43%|▊ | 193/453 [01:37<02:06,  2.06it/s, loss=0.652, pair=0.000, adv=5.327, sprd=0.021]
Ep 053/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<01:59,  2.17it/s, loss=0.652, pair=0.000, adv=5.327, sprd=0.021]
Ep 053/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<01:59,  2.17it/s, loss=0.662, pair=0.001, adv=4.899, sprd=0.026]
Ep 053/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:04,  2.07it/s, loss=0.662, pair=0.001, adv=4.899, sprd=0.026]
Ep 053/80 [S3:+sens]:  43%|▊ | 195/453 [01:38<02:04,  2.07it/s, loss=0.611, pair=0.000, adv=5.040, sprd=0.020]
Ep 053/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:59,  2.14it/s, loss=0.611, pair=0.000, adv=5.040, sprd=0.020]
Ep 053/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:59,  2.14it/s, loss=0.689, pair=0.000, adv=4.056, sprd=0.018]
Ep 053/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:01,  2.10it/s, loss=0.689, pair=0.000, adv=4.056, sprd=0.018]
Ep 053/80 [S3:+sens]:  43%|▊ | 197/453 [01:39<02:01,  2.10it/s, loss=0.636, pair=0.004, adv=3.806, sprd=0.022]
Ep 053/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:57,  2.16it/s, loss=0.636, pair=0.004, adv=3.806, sprd=0.022]
Ep 053/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:57,  2.16it/s, loss=0.618, pair=0.002, adv=5.426, sprd=0.019]
Ep 053/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:04,  2.03it/s, loss=0.618, pair=0.002, adv=5.426, sprd=0.019]
Ep 053/80 [S3:+sens]:  44%|▉ | 199/453 [01:40<02:04,  2.03it/s, loss=0.645, pair=0.002, adv=4.708, sprd=0.024]
Ep 053/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:58,  2.14it/s, loss=0.645, pair=0.002, adv=4.708, sprd=0.024]
Ep 053/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:58,  2.14it/s, loss=0.603, pair=0.003, adv=6.053, sprd=0.016]
Ep 053/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:03,  2.04it/s, loss=0.603, pair=0.003, adv=6.053, sprd=0.016]
Ep 053/80 [S3:+sens]:  44%|▉ | 201/453 [01:41<02:03,  2.04it/s, loss=0.659, pair=0.001, adv=6.597, sprd=0.026]
Ep 053/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:58,  2.12it/s, loss=0.659, pair=0.001, adv=6.597, sprd=0.026]
Ep 053/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:58,  2.12it/s, loss=0.589, pair=0.000, adv=5.499, sprd=0.013]
Ep 053/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:02,  2.04it/s, loss=0.589, pair=0.000, adv=5.499, sprd=0.013]
Ep 053/80 [S3:+sens]:  45%|▉ | 203/453 [01:42<02:02,  2.04it/s, loss=0.599, pair=0.004, adv=4.643, sprd=0.012]
Ep 053/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:54,  2.18it/s, loss=0.599, pair=0.004, adv=4.643, sprd=0.012]
Ep 053/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:54,  2.18it/s, loss=0.651, pair=0.000, adv=6.576, sprd=0.024]
Ep 053/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:01,  2.04it/s, loss=0.651, pair=0.000, adv=6.576, sprd=0.024]
Ep 053/80 [S3:+sens]:  45%|▉ | 205/453 [01:43<02:01,  2.04it/s, loss=0.623, pair=0.000, adv=4.204, sprd=0.021]
Ep 053/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:57,  2.11it/s, loss=0.623, pair=0.000, adv=4.204, sprd=0.021]
Ep 053/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:57,  2.11it/s, loss=0.636, pair=0.000, adv=5.534, sprd=0.020]
Ep 053/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:00,  2.04it/s, loss=0.636, pair=0.000, adv=5.534, sprd=0.020]
Ep 053/80 [S3:+sens]:  46%|▉ | 207/453 [01:44<02:00,  2.04it/s, loss=0.613, pair=0.000, adv=5.380, sprd=0.019]
Ep 053/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<01:54,  2.14it/s, loss=0.613, pair=0.000, adv=5.380, sprd=0.019]
Ep 053/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<01:54,  2.14it/s, loss=0.642, pair=0.000, adv=5.740, sprd=0.023]
Ep 053/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:59,  2.04it/s, loss=0.642, pair=0.000, adv=5.740, sprd=0.023]
Ep 053/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:59,  2.04it/s, loss=0.656, pair=0.000, adv=4.764, sprd=0.026]
Ep 053/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:54,  2.12it/s, loss=0.656, pair=0.000, adv=4.764, sprd=0.026]
Ep 053/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<01:54,  2.12it/s, loss=0.687, pair=0.000, adv=4.422, sprd=0.035]
Ep 053/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:02,  1.97it/s, loss=0.687, pair=0.000, adv=4.422, sprd=0.035]
Ep 053/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:02,  1.97it/s, loss=0.649, pair=0.002, adv=5.507, sprd=0.020]
Ep 053/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:53,  2.13it/s, loss=0.649, pair=0.002, adv=5.507, sprd=0.020]
Ep 053/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<01:53,  2.13it/s, loss=0.650, pair=0.000, adv=6.043, sprd=0.021]
Ep 053/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:03,  1.94it/s, loss=0.650, pair=0.000, adv=6.043, sprd=0.021]
Ep 053/80 [S3:+sens]:  47%|▉ | 213/453 [01:47<02:03,  1.94it/s, loss=0.616, pair=0.018, adv=5.903, sprd=0.019]
Ep 053/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<01:56,  2.04it/s, loss=0.616, pair=0.018, adv=5.903, sprd=0.019]
Ep 053/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<01:56,  2.04it/s, loss=0.738, pair=0.221, adv=3.702, sprd=0.022]
Ep 053/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:55,  2.05it/s, loss=0.738, pair=0.221, adv=3.702, sprd=0.022]
Ep 053/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:55,  2.05it/s, loss=0.654, pair=0.002, adv=6.184, sprd=0.022]
Ep 053/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.14it/s, loss=0.654, pair=0.002, adv=6.184, sprd=0.022]
Ep 053/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<01:50,  2.14it/s, loss=0.588, pair=0.004, adv=4.812, sprd=0.012]
Ep 053/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:51,  2.11it/s, loss=0.588, pair=0.004, adv=4.812, sprd=0.012]
Ep 053/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:51,  2.11it/s, loss=0.653, pair=0.000, adv=6.060, sprd=0.026]
Ep 053/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:48,  2.17it/s, loss=0.653, pair=0.000, adv=6.060, sprd=0.026]
Ep 053/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<01:48,  2.17it/s, loss=0.614, pair=0.000, adv=6.119, sprd=0.020]
Ep 053/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:54,  2.05it/s, loss=0.614, pair=0.000, adv=6.119, sprd=0.020]
Ep 053/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:54,  2.05it/s, loss=0.620, pair=0.000, adv=4.853, sprd=0.021]
Ep 053/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:49,  2.13it/s, loss=0.620, pair=0.000, adv=4.853, sprd=0.021]
Ep 053/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:49,  2.13it/s, loss=0.655, pair=0.002, adv=4.871, sprd=0.021]
Ep 053/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:59,  1.95it/s, loss=0.655, pair=0.002, adv=4.871, sprd=0.021]
Ep 053/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:59,  1.95it/s, loss=0.645, pair=0.000, adv=5.239, sprd=0.026]
Ep 053/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:55,  2.00it/s, loss=0.645, pair=0.000, adv=5.239, sprd=0.026]
Ep 053/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:55,  2.00it/s, loss=0.621, pair=0.007, adv=5.098, sprd=0.018]
Ep 053/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:05,  1.83it/s, loss=0.621, pair=0.007, adv=5.098, sprd=0.018]
Ep 053/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<02:05,  1.83it/s, loss=0.638, pair=0.004, adv=4.899, sprd=0.022]
Ep 053/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:58,  1.93it/s, loss=0.638, pair=0.004, adv=4.899, sprd=0.022]
Ep 053/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<01:58,  1.93it/s, loss=0.671, pair=0.001, adv=6.602, sprd=0.018]
Ep 053/80 [S3:+sens]:  50%|▉ | 225/453 [01:52<02:06,  1.81it/s, loss=0.671, pair=0.001, adv=6.602, sprd=0.018]
Ep 053/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<02:06,  1.81it/s, loss=0.624, pair=0.000, adv=3.798, sprd=0.021]
Ep 053/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:58,  1.92it/s, loss=0.624, pair=0.000, adv=3.798, sprd=0.021]
Ep 053/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:58,  1.92it/s, loss=0.653, pair=0.000, adv=5.762, sprd=0.026]
Ep 053/80 [S3:+sens]:  50%|█ | 227/453 [01:53<02:05,  1.79it/s, loss=0.653, pair=0.000, adv=5.762, sprd=0.026]
Ep 053/80 [S3:+sens]:  50%|█ | 227/453 [01:54<02:05,  1.79it/s, loss=0.621, pair=0.000, adv=5.999, sprd=0.016]
Ep 053/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:56,  1.93it/s, loss=0.621, pair=0.000, adv=5.999, sprd=0.016]
Ep 053/80 [S3:+sens]:  50%|█ | 228/453 [01:54<01:56,  1.93it/s, loss=0.656, pair=0.001, adv=7.014, sprd=0.019]
Ep 053/80 [S3:+sens]:  51%|█ | 229/453 [01:54<02:05,  1.79it/s, loss=0.656, pair=0.001, adv=7.014, sprd=0.019]
Ep 053/80 [S3:+sens]:  51%|█ | 229/453 [01:55<02:05,  1.79it/s, loss=0.693, pair=0.000, adv=5.779, sprd=0.034]
Ep 053/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:58,  1.88it/s, loss=0.693, pair=0.000, adv=5.779, sprd=0.034]
Ep 053/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:58,  1.88it/s, loss=0.616, pair=0.003, adv=4.339, sprd=0.018]
Ep 053/80 [S3:+sens]:  51%|█ | 231/453 [01:55<02:07,  1.74it/s, loss=0.616, pair=0.003, adv=4.339, sprd=0.018]
Ep 053/80 [S3:+sens]:  51%|█ | 231/453 [01:56<02:07,  1.74it/s, loss=0.579, pair=0.000, adv=4.464, sprd=0.014]
Ep 053/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:58,  1.86it/s, loss=0.579, pair=0.000, adv=4.464, sprd=0.014]
Ep 053/80 [S3:+sens]:  51%|█ | 232/453 [01:57<01:58,  1.86it/s, loss=0.624, pair=0.005, adv=6.129, sprd=0.015]
Ep 053/80 [S3:+sens]:  51%|█ | 233/453 [01:57<02:04,  1.76it/s, loss=0.624, pair=0.005, adv=6.129, sprd=0.015]
Ep 053/80 [S3:+sens]:  51%|█ | 233/453 [01:57<02:04,  1.76it/s, loss=0.579, pair=0.002, adv=6.137, sprd=0.015]
Ep 053/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:57,  1.86it/s, loss=0.579, pair=0.002, adv=6.137, sprd=0.015]
Ep 053/80 [S3:+sens]:  52%|█ | 234/453 [01:58<01:57,  1.86it/s, loss=0.646, pair=0.007, adv=6.101, sprd=0.022]
Ep 053/80 [S3:+sens]:  52%|█ | 235/453 [01:58<02:01,  1.79it/s, loss=0.646, pair=0.007, adv=6.101, sprd=0.022]
Ep 053/80 [S3:+sens]:  52%|█ | 235/453 [01:58<02:01,  1.79it/s, loss=0.644, pair=0.004, adv=3.994, sprd=0.022]
Ep 053/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:53,  1.91it/s, loss=0.644, pair=0.004, adv=3.994, sprd=0.022]
Ep 053/80 [S3:+sens]:  52%|█ | 236/453 [01:59<01:53,  1.91it/s, loss=0.619, pair=0.001, adv=4.104, sprd=0.020]
Ep 053/80 [S3:+sens]:  52%|█ | 237/453 [01:59<02:08,  1.68it/s, loss=0.619, pair=0.001, adv=4.104, sprd=0.020]
Ep 053/80 [S3:+sens]:  52%|█ | 237/453 [01:59<02:08,  1.68it/s, loss=0.634, pair=0.002, adv=4.751, sprd=0.023]
Ep 053/80 [S3:+sens]:  53%|█ | 238/453 [01:59<02:00,  1.79it/s, loss=0.634, pair=0.002, adv=4.751, sprd=0.023]
Ep 053/80 [S3:+sens]:  53%|█ | 238/453 [02:00<02:00,  1.79it/s, loss=0.594, pair=0.000, adv=5.021, sprd=0.015]
Ep 053/80 [S3:+sens]:  53%|█ | 239/453 [02:00<02:04,  1.72it/s, loss=0.594, pair=0.000, adv=5.021, sprd=0.015]
Ep 053/80 [S3:+sens]:  53%|█ | 239/453 [02:00<02:04,  1.72it/s, loss=0.651, pair=0.003, adv=4.625, sprd=0.021]
Ep 053/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:55,  1.85it/s, loss=0.651, pair=0.003, adv=4.625, sprd=0.021]
Ep 053/80 [S3:+sens]:  53%|█ | 240/453 [02:01<01:55,  1.85it/s, loss=0.597, pair=0.004, adv=4.607, sprd=0.016]
Ep 053/80 [S3:+sens]:  53%|█ | 241/453 [02:01<02:00,  1.76it/s, loss=0.597, pair=0.004, adv=4.607, sprd=0.016]
Ep 053/80 [S3:+sens]:  53%|█ | 241/453 [02:01<02:00,  1.76it/s, loss=0.603, pair=0.003, adv=4.460, sprd=0.016]
Ep 053/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:52,  1.87it/s, loss=0.603, pair=0.003, adv=4.460, sprd=0.016]
Ep 053/80 [S3:+sens]:  53%|█ | 242/453 [02:02<01:52,  1.87it/s, loss=0.598, pair=0.000, adv=5.282, sprd=0.014]
Ep 053/80 [S3:+sens]:  54%|█ | 243/453 [02:02<02:00,  1.74it/s, loss=0.598, pair=0.000, adv=5.282, sprd=0.014]
Ep 053/80 [S3:+sens]:  54%|█ | 243/453 [02:03<02:00,  1.74it/s, loss=0.664, pair=0.000, adv=5.254, sprd=0.027]
Ep 053/80 [S3:+sens]:  54%|█ | 244/453 [02:03<01:53,  1.85it/s, loss=0.664, pair=0.000, adv=5.254, sprd=0.027]
Ep 053/80 [S3:+sens]:  54%|█ | 244/453 [02:03<01:53,  1.85it/s, loss=0.637, pair=0.000, adv=5.396, sprd=0.022]
Ep 053/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:59,  1.73it/s, loss=0.637, pair=0.000, adv=5.396, sprd=0.022]
Ep 053/80 [S3:+sens]:  54%|█ | 245/453 [02:04<01:59,  1.73it/s, loss=0.646, pair=0.000, adv=3.813, sprd=0.024]
Ep 053/80 [S3:+sens]:  54%|█ | 246/453 [02:04<01:51,  1.85it/s, loss=0.646, pair=0.000, adv=3.813, sprd=0.024]
Ep 053/80 [S3:+sens]:  54%|█ | 246/453 [02:04<01:51,  1.85it/s, loss=0.647, pair=0.000, adv=5.525, sprd=0.027]
Ep 053/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:59,  1.72it/s, loss=0.647, pair=0.000, adv=5.525, sprd=0.027]
Ep 053/80 [S3:+sens]:  55%|█ | 247/453 [02:05<01:59,  1.72it/s, loss=0.616, pair=0.000, adv=5.011, sprd=0.018]
Ep 053/80 [S3:+sens]:  55%|█ | 248/453 [02:05<01:50,  1.85it/s, loss=0.616, pair=0.000, adv=5.011, sprd=0.018]
Ep 053/80 [S3:+sens]:  55%|█ | 248/453 [02:05<01:50,  1.85it/s, loss=0.678, pair=0.000, adv=5.697, sprd=0.028]
Ep 053/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:56,  1.75it/s, loss=0.678, pair=0.000, adv=5.697, sprd=0.028]
Ep 053/80 [S3:+sens]:  55%|█ | 249/453 [02:06<01:56,  1.75it/s, loss=0.671, pair=0.002, adv=4.319, sprd=0.024]
Ep 053/80 [S3:+sens]:  55%|█ | 250/453 [02:06<01:46,  1.90it/s, loss=0.671, pair=0.002, adv=4.319, sprd=0.024]
Ep 053/80 [S3:+sens]:  55%|█ | 250/453 [02:06<01:46,  1.90it/s, loss=0.607, pair=0.001, adv=5.972, sprd=0.020]
Ep 053/80 [S3:+sens]:  55%|█ | 251/453 [02:06<01:48,  1.86it/s, loss=0.607, pair=0.001, adv=5.972, sprd=0.020]
Ep 053/80 [S3:+sens]:  55%|█ | 251/453 [02:07<01:48,  1.86it/s, loss=0.626, pair=0.003, adv=6.045, sprd=0.018]
Ep 053/80 [S3:+sens]:  56%|█ | 252/453 [02:07<01:40,  2.00it/s, loss=0.626, pair=0.003, adv=6.045, sprd=0.018]
Ep 053/80 [S3:+sens]:  56%|█ | 252/453 [02:07<01:40,  2.00it/s, loss=0.662, pair=0.001, adv=5.038, sprd=0.025]
Ep 053/80 [S3:+sens]:  56%|█ | 253/453 [02:07<01:41,  1.96it/s, loss=0.662, pair=0.001, adv=5.038, sprd=0.025]
Ep 053/80 [S3:+sens]:  56%|█ | 253/453 [02:08<01:41,  1.96it/s, loss=0.685, pair=0.000, adv=6.780, sprd=0.031]
Ep 053/80 [S3:+sens]:  56%|█ | 254/453 [02:08<01:36,  2.06it/s, loss=0.685, pair=0.000, adv=6.780, sprd=0.031]
Ep 053/80 [S3:+sens]:  56%|█ | 254/453 [02:08<01:36,  2.06it/s, loss=0.629, pair=0.000, adv=6.630, sprd=0.018]
Ep 053/80 [S3:+sens]:  56%|█▏| 255/453 [02:08<01:38,  2.02it/s, loss=0.629, pair=0.000, adv=6.630, sprd=0.018]
Ep 053/80 [S3:+sens]:  56%|█▏| 255/453 [02:09<01:38,  2.02it/s, loss=0.647, pair=0.000, adv=5.268, sprd=0.024]
Ep 053/80 [S3:+sens]:  57%|█▏| 256/453 [02:09<01:33,  2.11it/s, loss=0.647, pair=0.000, adv=5.268, sprd=0.024]
Ep 053/80 [S3:+sens]:  57%|█▏| 256/453 [02:09<01:33,  2.11it/s, loss=1.486, pair=2.320, adv=3.908, sprd=0.030]
Ep 053/80 [S3:+sens]:  57%|█▏| 257/453 [02:09<01:38,  2.00it/s, loss=1.486, pair=2.320, adv=3.908, sprd=0.030]
Ep 053/80 [S3:+sens]:  57%|█▏| 257/453 [02:10<01:38,  2.00it/s, loss=0.624, pair=0.001, adv=5.778, sprd=0.022]
Ep 053/80 [S3:+sens]:  57%|█▏| 258/453 [02:10<01:33,  2.08it/s, loss=0.624, pair=0.001, adv=5.778, sprd=0.022]
Ep 053/80 [S3:+sens]:  57%|█▏| 258/453 [02:10<01:33,  2.08it/s, loss=0.612, pair=0.000, adv=6.028, sprd=0.019]
Ep 053/80 [S3:+sens]:  57%|█▏| 259/453 [02:10<01:38,  1.98it/s, loss=0.612, pair=0.000, adv=6.028, sprd=0.019]
Ep 053/80 [S3:+sens]:  57%|█▏| 259/453 [02:11<01:38,  1.98it/s, loss=0.605, pair=0.009, adv=6.118, sprd=0.015]
Ep 053/80 [S3:+sens]:  57%|█▏| 260/453 [02:11<01:31,  2.11it/s, loss=0.605, pair=0.009, adv=6.118, sprd=0.015]
Ep 053/80 [S3:+sens]:  57%|█▏| 260/453 [02:11<01:31,  2.11it/s, loss=0.643, pair=0.003, adv=5.458, sprd=0.023]
Ep 053/80 [S3:+sens]:  58%|█▏| 261/453 [02:11<01:35,  2.02it/s, loss=0.643, pair=0.003, adv=5.458, sprd=0.023]
Ep 053/80 [S3:+sens]:  58%|█▏| 261/453 [02:12<01:35,  2.02it/s, loss=0.612, pair=0.003, adv=5.211, sprd=0.017]
Ep 053/80 [S3:+sens]:  58%|█▏| 262/453 [02:12<01:29,  2.14it/s, loss=0.612, pair=0.003, adv=5.211, sprd=0.017]
Ep 053/80 [S3:+sens]:  58%|█▏| 262/453 [02:12<01:29,  2.14it/s, loss=0.669, pair=0.003, adv=7.191, sprd=0.023]
Ep 053/80 [S3:+sens]:  58%|█▏| 263/453 [02:12<01:31,  2.07it/s, loss=0.669, pair=0.003, adv=7.191, sprd=0.023]
Ep 053/80 [S3:+sens]:  58%|█▏| 263/453 [02:13<01:31,  2.07it/s, loss=0.680, pair=0.001, adv=4.571, sprd=0.028]
Ep 053/80 [S3:+sens]:  58%|█▏| 264/453 [02:13<01:27,  2.17it/s, loss=0.680, pair=0.001, adv=4.571, sprd=0.028]
Ep 053/80 [S3:+sens]:  58%|█▏| 264/453 [02:13<01:27,  2.17it/s, loss=0.643, pair=0.002, adv=6.052, sprd=0.019]
Ep 053/80 [S3:+sens]:  58%|█▏| 265/453 [02:13<01:34,  2.00it/s, loss=0.643, pair=0.002, adv=6.052, sprd=0.019]
Ep 053/80 [S3:+sens]:  58%|█▏| 265/453 [02:14<01:34,  2.00it/s, loss=0.646, pair=0.000, adv=4.147, sprd=0.022]
Ep 053/80 [S3:+sens]:  59%|█▏| 266/453 [02:14<01:28,  2.11it/s, loss=0.646, pair=0.000, adv=4.147, sprd=0.022]
Ep 053/80 [S3:+sens]:  59%|█▏| 266/453 [02:14<01:28,  2.11it/s, loss=0.684, pair=0.000, adv=5.495, sprd=0.028]
Ep 053/80 [S3:+sens]:  59%|█▏| 267/453 [02:14<01:31,  2.03it/s, loss=0.684, pair=0.000, adv=5.495, sprd=0.028]
Ep 053/80 [S3:+sens]:  59%|█▏| 267/453 [02:15<01:31,  2.03it/s, loss=0.661, pair=0.000, adv=3.883, sprd=0.025]
Ep 053/80 [S3:+sens]:  59%|█▏| 268/453 [02:15<01:26,  2.14it/s, loss=0.661, pair=0.000, adv=3.883, sprd=0.025]
Ep 053/80 [S3:+sens]:  59%|█▏| 268/453 [02:15<01:26,  2.14it/s, loss=0.658, pair=0.000, adv=5.939, sprd=0.020]
Ep 053/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:28,  2.07it/s, loss=0.658, pair=0.000, adv=5.939, sprd=0.020]
Ep 053/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:28,  2.07it/s, loss=0.624, pair=0.001, adv=4.384, sprd=0.022]
Ep 053/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:25,  2.15it/s, loss=0.624, pair=0.001, adv=4.384, sprd=0.022]
Ep 053/80 [S3:+sens]:  60%|█▏| 270/453 [02:16<01:25,  2.15it/s, loss=1.404, pair=2.174, adv=6.964, sprd=0.025]
Ep 053/80 [S3:+sens]:  60%|█▏| 271/453 [02:16<01:29,  2.04it/s, loss=1.404, pair=2.174, adv=6.964, sprd=0.025]
Ep 053/80 [S3:+sens]:  60%|█▏| 271/453 [02:16<01:29,  2.04it/s, loss=0.662, pair=0.000, adv=3.811, sprd=0.027]
Ep 053/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:24,  2.13it/s, loss=0.662, pair=0.000, adv=3.811, sprd=0.027]
Ep 053/80 [S3:+sens]:  60%|█▏| 272/453 [02:17<01:24,  2.13it/s, loss=0.597, pair=0.001, adv=6.449, sprd=0.013]
Ep 053/80 [S3:+sens]:  60%|█▏| 273/453 [02:17<01:27,  2.05it/s, loss=0.597, pair=0.001, adv=6.449, sprd=0.013]
Ep 053/80 [S3:+sens]:  60%|█▏| 273/453 [02:17<01:27,  2.05it/s, loss=0.629, pair=0.000, adv=5.942, sprd=0.018]
Ep 053/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:23,  2.15it/s, loss=0.629, pair=0.000, adv=5.942, sprd=0.018]
Ep 053/80 [S3:+sens]:  60%|█▏| 274/453 [02:18<01:23,  2.15it/s, loss=0.644, pair=0.000, adv=4.156, sprd=0.022]
Ep 053/80 [S3:+sens]:  61%|█▏| 275/453 [02:18<01:27,  2.03it/s, loss=0.644, pair=0.000, adv=4.156, sprd=0.022]
Ep 053/80 [S3:+sens]:  61%|█▏| 275/453 [02:18<01:27,  2.03it/s, loss=0.640, pair=0.000, adv=5.185, sprd=0.018]
Ep 053/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:22,  2.15it/s, loss=0.640, pair=0.000, adv=5.185, sprd=0.018]
Ep 053/80 [S3:+sens]:  61%|█▏| 276/453 [02:19<01:22,  2.15it/s, loss=0.684, pair=0.000, adv=4.175, sprd=0.030]
Ep 053/80 [S3:+sens]:  61%|█▏| 277/453 [02:19<01:25,  2.05it/s, loss=0.684, pair=0.000, adv=4.175, sprd=0.030]
Ep 053/80 [S3:+sens]:  61%|█▏| 277/453 [02:19<01:25,  2.05it/s, loss=0.655, pair=0.000, adv=4.829, sprd=0.019]
Ep 053/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:20,  2.18it/s, loss=0.655, pair=0.000, adv=4.829, sprd=0.019]
Ep 053/80 [S3:+sens]:  61%|█▏| 278/453 [02:20<01:20,  2.18it/s, loss=0.652, pair=0.002, adv=5.765, sprd=0.024]
Ep 053/80 [S3:+sens]:  62%|█▏| 279/453 [02:20<01:23,  2.09it/s, loss=0.652, pair=0.002, adv=5.765, sprd=0.024]
Ep 053/80 [S3:+sens]:  62%|█▏| 279/453 [02:20<01:23,  2.09it/s, loss=0.631, pair=0.002, adv=4.552, sprd=0.018]
Ep 053/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:18,  2.21it/s, loss=0.631, pair=0.002, adv=4.552, sprd=0.018]
Ep 053/80 [S3:+sens]:  62%|█▏| 280/453 [02:21<01:18,  2.21it/s, loss=0.600, pair=0.002, adv=4.365, sprd=0.013]
Ep 053/80 [S3:+sens]:  62%|█▏| 281/453 [02:21<01:20,  2.13it/s, loss=0.600, pair=0.002, adv=4.365, sprd=0.013]
Ep 053/80 [S3:+sens]:  62%|█▏| 281/453 [02:21<01:20,  2.13it/s, loss=0.608, pair=0.002, adv=5.390, sprd=0.016]
Ep 053/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:16,  2.22it/s, loss=0.608, pair=0.002, adv=5.390, sprd=0.016]
Ep 053/80 [S3:+sens]:  62%|█▏| 282/453 [02:22<01:16,  2.22it/s, loss=0.605, pair=0.002, adv=4.312, sprd=0.017]
Ep 053/80 [S3:+sens]:  62%|█▏| 283/453 [02:22<01:21,  2.09it/s, loss=0.605, pair=0.002, adv=4.312, sprd=0.017]
Ep 053/80 [S3:+sens]:  62%|█▏| 283/453 [02:22<01:21,  2.09it/s, loss=0.687, pair=0.005, adv=4.670, sprd=0.031]
Ep 053/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:18,  2.15it/s, loss=0.687, pair=0.005, adv=4.670, sprd=0.031]
Ep 053/80 [S3:+sens]:  63%|█▎| 284/453 [02:23<01:18,  2.15it/s, loss=0.610, pair=0.002, adv=5.752, sprd=0.016]
Ep 053/80 [S3:+sens]:  63%|█▎| 285/453 [02:23<01:22,  2.04it/s, loss=0.610, pair=0.002, adv=5.752, sprd=0.016]
Ep 053/80 [S3:+sens]:  63%|█▎| 285/453 [02:23<01:22,  2.04it/s, loss=0.625, pair=0.002, adv=5.408, sprd=0.017]
Ep 053/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:17,  2.16it/s, loss=0.625, pair=0.002, adv=5.408, sprd=0.017]
Ep 053/80 [S3:+sens]:  63%|█▎| 286/453 [02:24<01:17,  2.16it/s, loss=0.643, pair=0.005, adv=3.589, sprd=0.026]
Ep 053/80 [S3:+sens]:  63%|█▎| 287/453 [02:24<01:21,  2.04it/s, loss=0.643, pair=0.005, adv=3.589, sprd=0.026]
Ep 053/80 [S3:+sens]:  63%|█▎| 287/453 [02:24<01:21,  2.04it/s, loss=0.637, pair=0.000, adv=4.291, sprd=0.023]
Ep 053/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:17,  2.14it/s, loss=0.637, pair=0.000, adv=4.291, sprd=0.023]
Ep 053/80 [S3:+sens]:  64%|█▎| 288/453 [02:25<01:17,  2.14it/s, loss=0.631, pair=0.000, adv=5.049, sprd=0.018]
Ep 053/80 [S3:+sens]:  64%|█▎| 289/453 [02:25<01:19,  2.07it/s, loss=0.631, pair=0.000, adv=5.049, sprd=0.018]
Ep 053/80 [S3:+sens]:  64%|█▎| 289/453 [02:25<01:19,  2.07it/s, loss=0.575, pair=0.004, adv=3.046, sprd=0.017]
Ep 053/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:14,  2.18it/s, loss=0.575, pair=0.004, adv=3.046, sprd=0.017]
Ep 053/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:14,  2.18it/s, loss=0.640, pair=0.000, adv=6.733, sprd=0.019]
Ep 053/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:17,  2.09it/s, loss=0.640, pair=0.000, adv=6.733, sprd=0.019]
Ep 053/80 [S3:+sens]:  64%|█▎| 291/453 [02:26<01:17,  2.09it/s, loss=0.613, pair=0.000, adv=5.327, sprd=0.019]
Ep 053/80 [S3:+sens]:  64%|█▎| 292/453 [02:26<01:13,  2.19it/s, loss=0.613, pair=0.000, adv=5.327, sprd=0.019]
Ep 053/80 [S3:+sens]:  64%|█▎| 292/453 [02:27<01:13,  2.19it/s, loss=0.674, pair=0.000, adv=6.219, sprd=0.017]
Ep 053/80 [S3:+sens]:  65%|█▎| 293/453 [02:27<01:21,  1.96it/s, loss=0.674, pair=0.000, adv=6.219, sprd=0.017]
Ep 053/80 [S3:+sens]:  65%|█▎| 293/453 [02:27<01:21,  1.96it/s, loss=0.630, pair=0.001, adv=4.507, sprd=0.022]
Ep 053/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:17,  2.06it/s, loss=0.630, pair=0.001, adv=4.507, sprd=0.022]
Ep 053/80 [S3:+sens]:  65%|█▎| 294/453 [02:27<01:17,  2.06it/s, loss=0.659, pair=0.000, adv=5.864, sprd=0.013]
Ep 053/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:18,  2.01it/s, loss=0.659, pair=0.000, adv=5.864, sprd=0.013]
Ep 053/80 [S3:+sens]:  65%|█▎| 295/453 [02:28<01:18,  2.01it/s, loss=0.607, pair=0.001, adv=4.485, sprd=0.013]
Ep 053/80 [S3:+sens]:  65%|█▎| 296/453 [02:28<01:12,  2.17it/s, loss=0.607, pair=0.001, adv=4.485, sprd=0.013]
Ep 053/80 [S3:+sens]:  65%|█▎| 296/453 [02:28<01:12,  2.17it/s, loss=0.660, pair=0.001, adv=3.648, sprd=0.026]
Ep 053/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:16,  2.04it/s, loss=0.660, pair=0.001, adv=3.648, sprd=0.026]
Ep 053/80 [S3:+sens]:  66%|█▎| 297/453 [02:29<01:16,  2.04it/s, loss=0.646, pair=0.002, adv=4.718, sprd=0.021]
Ep 053/80 [S3:+sens]:  66%|█▎| 298/453 [02:29<01:11,  2.16it/s, loss=0.646, pair=0.002, adv=4.718, sprd=0.021]
Ep 053/80 [S3:+sens]:  66%|█▎| 298/453 [02:29<01:11,  2.16it/s, loss=0.632, pair=0.004, adv=5.228, sprd=0.023]
Ep 053/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:15,  2.03it/s, loss=0.632, pair=0.004, adv=5.228, sprd=0.023]
Ep 053/80 [S3:+sens]:  66%|█▎| 299/453 [02:30<01:15,  2.03it/s, loss=0.618, pair=0.001, adv=5.885, sprd=0.018]
Ep 053/80 [S3:+sens]:  66%|█▎| 300/453 [02:30<01:12,  2.12it/s, loss=0.618, pair=0.001, adv=5.885, sprd=0.018]
Ep 053/80 [S3:+sens]:  66%|█▎| 300/453 [02:30<01:12,  2.12it/s, loss=0.647, pair=0.003, adv=6.057, sprd=0.022]
Ep 053/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:15,  2.02it/s, loss=0.647, pair=0.003, adv=6.057, sprd=0.022]
Ep 053/80 [S3:+sens]:  66%|█▎| 301/453 [02:31<01:15,  2.02it/s, loss=0.690, pair=0.008, adv=4.266, sprd=0.034]
Ep 053/80 [S3:+sens]:  67%|█▎| 302/453 [02:31<01:11,  2.10it/s, loss=0.690, pair=0.008, adv=4.266, sprd=0.034]
Ep 053/80 [S3:+sens]:  67%|█▎| 302/453 [02:31<01:11,  2.10it/s, loss=0.657, pair=0.003, adv=4.339, sprd=0.028]
Ep 053/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:16,  1.95it/s, loss=0.657, pair=0.003, adv=4.339, sprd=0.028]
Ep 053/80 [S3:+sens]:  67%|█▎| 303/453 [02:32<01:16,  1.95it/s, loss=0.675, pair=0.003, adv=4.968, sprd=0.029]
Ep 053/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:12,  2.07it/s, loss=0.675, pair=0.003, adv=4.968, sprd=0.029]
Ep 053/80 [S3:+sens]:  67%|█▎| 304/453 [02:32<01:12,  2.07it/s, loss=0.680, pair=0.028, adv=4.810, sprd=0.028]
Ep 053/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:14,  1.99it/s, loss=0.680, pair=0.028, adv=4.810, sprd=0.028]
Ep 053/80 [S3:+sens]:  67%|█▎| 305/453 [02:33<01:14,  1.99it/s, loss=0.629, pair=0.003, adv=4.855, sprd=0.020]
Ep 053/80 [S3:+sens]:  68%|█▎| 306/453 [02:33<01:10,  2.09it/s, loss=0.629, pair=0.003, adv=4.855, sprd=0.020]
Ep 053/80 [S3:+sens]:  68%|█▎| 306/453 [02:33<01:10,  2.09it/s, loss=0.576, pair=0.002, adv=3.029, sprd=0.019]
Ep 053/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:11,  2.03it/s, loss=0.576, pair=0.002, adv=3.029, sprd=0.019]
Ep 053/80 [S3:+sens]:  68%|█▎| 307/453 [02:34<01:11,  2.03it/s, loss=0.607, pair=0.004, adv=5.739, sprd=0.017]
Ep 053/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:07,  2.14it/s, loss=0.607, pair=0.004, adv=5.739, sprd=0.017]
Ep 053/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:07,  2.14it/s, loss=0.603, pair=0.002, adv=3.403, sprd=0.016]
Ep 053/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:09,  2.09it/s, loss=0.603, pair=0.002, adv=3.403, sprd=0.016]
Ep 053/80 [S3:+sens]:  68%|█▎| 309/453 [02:35<01:09,  2.09it/s, loss=0.615, pair=0.001, adv=4.901, sprd=0.021]
Ep 053/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:06,  2.14it/s, loss=0.615, pair=0.001, adv=4.901, sprd=0.021]
Ep 053/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:06,  2.14it/s, loss=0.620, pair=0.001, adv=6.195, sprd=0.016]
Ep 053/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:08,  2.06it/s, loss=0.620, pair=0.001, adv=6.195, sprd=0.016]
Ep 053/80 [S3:+sens]:  69%|█▎| 311/453 [02:36<01:08,  2.06it/s, loss=0.624, pair=0.000, adv=3.549, sprd=0.019]
Ep 053/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:05,  2.16it/s, loss=0.624, pair=0.000, adv=3.549, sprd=0.019]
Ep 053/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:05,  2.16it/s, loss=0.651, pair=0.003, adv=4.878, sprd=0.025]
Ep 053/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:08,  2.05it/s, loss=0.651, pair=0.003, adv=4.878, sprd=0.025]
Ep 053/80 [S3:+sens]:  69%|█▍| 313/453 [02:37<01:08,  2.05it/s, loss=0.626, pair=0.002, adv=6.152, sprd=0.019]
Ep 053/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:04,  2.15it/s, loss=0.626, pair=0.002, adv=6.152, sprd=0.019]
Ep 053/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:04,  2.15it/s, loss=0.653, pair=0.000, adv=4.665, sprd=0.018]
Ep 053/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:05,  2.10it/s, loss=0.653, pair=0.000, adv=4.665, sprd=0.018]
Ep 053/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:05,  2.10it/s, loss=0.621, pair=0.001, adv=6.136, sprd=0.019]
Ep 053/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:02,  2.19it/s, loss=0.621, pair=0.001, adv=6.136, sprd=0.019]
Ep 053/80 [S3:+sens]:  70%|█▍| 316/453 [02:38<01:02,  2.19it/s, loss=0.620, pair=0.001, adv=5.192, sprd=0.019]
Ep 053/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:05,  2.07it/s, loss=0.620, pair=0.001, adv=5.192, sprd=0.019]
Ep 053/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:05,  2.07it/s, loss=0.640, pair=0.001, adv=5.161, sprd=0.023]
Ep 053/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:02,  2.15it/s, loss=0.640, pair=0.001, adv=5.161, sprd=0.023]
Ep 053/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:02,  2.15it/s, loss=0.642, pair=0.002, adv=4.359, sprd=0.023]
Ep 053/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:08,  1.97it/s, loss=0.642, pair=0.002, adv=4.359, sprd=0.023]
Ep 053/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:08,  1.97it/s, loss=0.597, pair=0.000, adv=7.225, sprd=0.014]
Ep 053/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:04,  2.05it/s, loss=0.597, pair=0.000, adv=7.225, sprd=0.014]
Ep 053/80 [S3:+sens]:  71%|█▍| 320/453 [02:40<01:04,  2.05it/s, loss=0.638, pair=0.000, adv=3.542, sprd=0.021]
Ep 053/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:10,  1.88it/s, loss=0.638, pair=0.000, adv=3.542, sprd=0.021]
Ep 053/80 [S3:+sens]:  71%|█▍| 321/453 [02:41<01:10,  1.88it/s, loss=0.622, pair=0.000, adv=4.582, sprd=0.021]
Ep 053/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:06,  1.96it/s, loss=0.622, pair=0.000, adv=4.582, sprd=0.021]
Ep 053/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:06,  1.96it/s, loss=0.652, pair=0.000, adv=3.683, sprd=0.026]
Ep 053/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:16,  1.70it/s, loss=0.652, pair=0.000, adv=3.683, sprd=0.026]
Ep 053/80 [S3:+sens]:  71%|█▍| 323/453 [02:42<01:16,  1.70it/s, loss=0.665, pair=0.000, adv=4.900, sprd=0.022]
Ep 053/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:09,  1.86it/s, loss=0.665, pair=0.000, adv=4.900, sprd=0.022]
Ep 053/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:09,  1.86it/s, loss=0.693, pair=0.000, adv=4.956, sprd=0.022]
Ep 053/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:13,  1.75it/s, loss=0.693, pair=0.000, adv=4.956, sprd=0.022]
Ep 053/80 [S3:+sens]:  72%|█▍| 325/453 [02:43<01:13,  1.75it/s, loss=0.636, pair=0.000, adv=4.170, sprd=0.027]
Ep 053/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<01:09,  1.83it/s, loss=0.636, pair=0.000, adv=4.170, sprd=0.027]
Ep 053/80 [S3:+sens]:  72%|█▍| 326/453 [02:44<01:09,  1.83it/s, loss=0.579, pair=0.000, adv=5.362, sprd=0.012]
Ep 053/80 [S3:+sens]:  72%|█▍| 327/453 [02:44<01:12,  1.74it/s, loss=0.579, pair=0.000, adv=5.362, sprd=0.012]
Ep 053/80 [S3:+sens]:  72%|█▍| 327/453 [02:44<01:12,  1.74it/s, loss=0.623, pair=0.000, adv=5.745, sprd=0.019]
Ep 053/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<01:07,  1.86it/s, loss=0.623, pair=0.000, adv=5.745, sprd=0.019]
Ep 053/80 [S3:+sens]:  72%|█▍| 328/453 [02:45<01:07,  1.86it/s, loss=0.646, pair=0.000, adv=5.950, sprd=0.024]
Ep 053/80 [S3:+sens]:  73%|█▍| 329/453 [02:45<01:10,  1.76it/s, loss=0.646, pair=0.000, adv=5.950, sprd=0.024]
Ep 053/80 [S3:+sens]:  73%|█▍| 329/453 [02:45<01:10,  1.76it/s, loss=1.378, pair=2.195, adv=7.211, sprd=0.016]
Ep 053/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<01:05,  1.89it/s, loss=1.378, pair=2.195, adv=7.211, sprd=0.016]
Ep 053/80 [S3:+sens]:  73%|█▍| 330/453 [02:46<01:05,  1.89it/s, loss=0.630, pair=0.000, adv=4.027, sprd=0.021]
Ep 053/80 [S3:+sens]:  73%|█▍| 331/453 [02:46<01:08,  1.78it/s, loss=0.630, pair=0.000, adv=4.027, sprd=0.021]
Ep 053/80 [S3:+sens]:  73%|█▍| 331/453 [02:46<01:08,  1.78it/s, loss=0.619, pair=0.000, adv=4.863, sprd=0.018]
Ep 053/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:04,  1.89it/s, loss=0.619, pair=0.000, adv=4.863, sprd=0.018]
Ep 053/80 [S3:+sens]:  73%|█▍| 332/453 [02:47<01:04,  1.89it/s, loss=0.643, pair=0.000, adv=5.479, sprd=0.021]
Ep 053/80 [S3:+sens]:  74%|█▍| 333/453 [02:47<01:06,  1.80it/s, loss=0.643, pair=0.000, adv=5.479, sprd=0.021]
Ep 053/80 [S3:+sens]:  74%|█▍| 333/453 [02:47<01:06,  1.80it/s, loss=0.660, pair=0.000, adv=4.145, sprd=0.026]
Ep 053/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<01:02,  1.91it/s, loss=0.660, pair=0.000, adv=4.145, sprd=0.026]
Ep 053/80 [S3:+sens]:  74%|█▍| 334/453 [02:48<01:02,  1.91it/s, loss=0.663, pair=0.000, adv=5.774, sprd=0.021]
Ep 053/80 [S3:+sens]:  74%|█▍| 335/453 [02:48<01:04,  1.82it/s, loss=0.663, pair=0.000, adv=5.774, sprd=0.021]
Ep 053/80 [S3:+sens]:  74%|█▍| 335/453 [02:48<01:04,  1.82it/s, loss=0.696, pair=0.003, adv=6.540, sprd=0.037]
Ep 053/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<01:01,  1.90it/s, loss=0.696, pair=0.003, adv=6.540, sprd=0.037]
Ep 053/80 [S3:+sens]:  74%|█▍| 336/453 [02:49<01:01,  1.90it/s, loss=0.610, pair=0.000, adv=5.621, sprd=0.018]
Ep 053/80 [S3:+sens]:  74%|█▍| 337/453 [02:49<01:04,  1.81it/s, loss=0.610, pair=0.000, adv=5.621, sprd=0.018]
Ep 053/80 [S3:+sens]:  74%|█▍| 337/453 [02:49<01:04,  1.81it/s, loss=0.629, pair=0.000, adv=5.122, sprd=0.023]
Ep 053/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<01:00,  1.91it/s, loss=0.629, pair=0.000, adv=5.122, sprd=0.023]
Ep 053/80 [S3:+sens]:  75%|█▍| 338/453 [02:50<01:00,  1.91it/s, loss=0.619, pair=0.000, adv=4.545, sprd=0.015]
Ep 053/80 [S3:+sens]:  75%|█▍| 339/453 [02:50<01:02,  1.84it/s, loss=0.619, pair=0.000, adv=4.545, sprd=0.015]
Ep 053/80 [S3:+sens]:  75%|█▍| 339/453 [02:50<01:02,  1.84it/s, loss=0.668, pair=0.002, adv=5.262, sprd=0.025]
Ep 053/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:58,  1.94it/s, loss=0.668, pair=0.002, adv=5.262, sprd=0.025]
Ep 053/80 [S3:+sens]:  75%|█▌| 340/453 [02:51<00:58,  1.94it/s, loss=0.592, pair=0.000, adv=4.642, sprd=0.015]
Ep 053/80 [S3:+sens]:  75%|█▌| 341/453 [02:51<01:01,  1.84it/s, loss=0.592, pair=0.000, adv=4.642, sprd=0.015]
Ep 053/80 [S3:+sens]:  75%|█▌| 341/453 [02:51<01:01,  1.84it/s, loss=0.639, pair=0.001, adv=5.066, sprd=0.022]
Ep 053/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:57,  1.94it/s, loss=0.639, pair=0.001, adv=5.066, sprd=0.022]
Ep 053/80 [S3:+sens]:  75%|█▌| 342/453 [02:52<00:57,  1.94it/s, loss=0.637, pair=0.000, adv=4.442, sprd=0.019]
Ep 053/80 [S3:+sens]:  76%|█▌| 343/453 [02:52<00:59,  1.85it/s, loss=0.637, pair=0.000, adv=4.442, sprd=0.019]
Ep 053/80 [S3:+sens]:  76%|█▌| 343/453 [02:53<00:59,  1.85it/s, loss=0.650, pair=0.000, adv=4.540, sprd=0.025]
Ep 053/80 [S3:+sens]:  76%|█▌| 344/453 [02:53<00:56,  1.94it/s, loss=0.650, pair=0.000, adv=4.540, sprd=0.025]
Ep 053/80 [S3:+sens]:  76%|█▌| 344/453 [02:53<00:56,  1.94it/s, loss=0.672, pair=0.003, adv=6.073, sprd=0.029]
Ep 053/80 [S3:+sens]:  76%|█▌| 345/453 [02:53<00:58,  1.83it/s, loss=0.672, pair=0.003, adv=6.073, sprd=0.029]
Ep 053/80 [S3:+sens]:  76%|█▌| 345/453 [02:54<00:58,  1.83it/s, loss=0.659, pair=0.000, adv=3.599, sprd=0.023]
Ep 053/80 [S3:+sens]:  76%|█▌| 346/453 [02:54<00:54,  1.95it/s, loss=0.659, pair=0.000, adv=3.599, sprd=0.023]
Ep 053/80 [S3:+sens]:  76%|█▌| 346/453 [02:54<00:54,  1.95it/s, loss=0.663, pair=0.000, adv=5.189, sprd=0.027]
Ep 053/80 [S3:+sens]:  77%|█▌| 347/453 [02:54<01:02,  1.69it/s, loss=0.663, pair=0.000, adv=5.189, sprd=0.027]
Ep 053/80 [S3:+sens]:  77%|█▌| 347/453 [02:55<01:02,  1.69it/s, loss=0.617, pair=0.000, adv=6.807, sprd=0.018]
Ep 053/80 [S3:+sens]:  77%|█▌| 348/453 [02:55<00:57,  1.83it/s, loss=0.617, pair=0.000, adv=6.807, sprd=0.018]
Ep 053/80 [S3:+sens]:  77%|█▌| 348/453 [02:55<00:57,  1.83it/s, loss=0.648, pair=0.000, adv=5.503, sprd=0.021]
Ep 053/80 [S3:+sens]:  77%|█▌| 349/453 [02:55<00:56,  1.84it/s, loss=0.648, pair=0.000, adv=5.503, sprd=0.021]
Ep 053/80 [S3:+sens]:  77%|█▌| 349/453 [02:56<00:56,  1.84it/s, loss=0.598, pair=0.000, adv=6.347, sprd=0.013]
Ep 053/80 [S3:+sens]:  77%|█▌| 350/453 [02:56<00:51,  2.00it/s, loss=0.598, pair=0.000, adv=6.347, sprd=0.013]
Ep 053/80 [S3:+sens]:  77%|█▌| 350/453 [02:56<00:51,  2.00it/s, loss=0.639, pair=0.000, adv=5.575, sprd=0.024]
Ep 053/80 [S3:+sens]:  77%|█▌| 351/453 [02:56<00:52,  1.94it/s, loss=0.639, pair=0.000, adv=5.575, sprd=0.024]
Ep 053/80 [S3:+sens]:  77%|█▌| 351/453 [02:57<00:52,  1.94it/s, loss=0.625, pair=0.002, adv=5.301, sprd=0.021]
Ep 053/80 [S3:+sens]:  78%|█▌| 352/453 [02:57<00:49,  2.06it/s, loss=0.625, pair=0.002, adv=5.301, sprd=0.021]
Ep 053/80 [S3:+sens]:  78%|█▌| 352/453 [02:57<00:49,  2.06it/s, loss=0.605, pair=0.001, adv=5.769, sprd=0.017]
Ep 053/80 [S3:+sens]:  78%|█▌| 353/453 [02:57<00:49,  2.02it/s, loss=0.605, pair=0.001, adv=5.769, sprd=0.017]
Ep 053/80 [S3:+sens]:  78%|█▌| 353/453 [02:58<00:49,  2.02it/s, loss=1.417, pair=2.189, adv=6.031, sprd=0.024]
Ep 053/80 [S3:+sens]:  78%|█▌| 354/453 [02:58<00:46,  2.11it/s, loss=1.417, pair=2.189, adv=6.031, sprd=0.024]
Ep 053/80 [S3:+sens]:  78%|█▌| 354/453 [02:58<00:46,  2.11it/s, loss=0.690, pair=0.002, adv=4.724, sprd=0.031]
Ep 053/80 [S3:+sens]:  78%|█▌| 355/453 [02:58<00:49,  1.98it/s, loss=0.690, pair=0.002, adv=4.724, sprd=0.031]
Ep 053/80 [S3:+sens]:  78%|█▌| 355/453 [02:59<00:49,  1.98it/s, loss=0.640, pair=0.001, adv=5.399, sprd=0.016]
Ep 053/80 [S3:+sens]:  79%|█▌| 356/453 [02:59<00:45,  2.13it/s, loss=0.640, pair=0.001, adv=5.399, sprd=0.016]
Ep 053/80 [S3:+sens]:  79%|█▌| 356/453 [02:59<00:45,  2.13it/s, loss=0.623, pair=0.000, adv=6.288, sprd=0.018]
Ep 053/80 [S3:+sens]:  79%|█▌| 357/453 [02:59<00:46,  2.06it/s, loss=0.623, pair=0.000, adv=6.288, sprd=0.018]
Ep 053/80 [S3:+sens]:  79%|█▌| 357/453 [03:00<00:46,  2.06it/s, loss=0.650, pair=0.001, adv=5.245, sprd=0.026]
Ep 053/80 [S3:+sens]:  79%|█▌| 358/453 [03:00<00:44,  2.14it/s, loss=0.650, pair=0.001, adv=5.245, sprd=0.026]
Ep 053/80 [S3:+sens]:  79%|█▌| 358/453 [03:00<00:44,  2.14it/s, loss=0.613, pair=0.035, adv=3.284, sprd=0.019]
Ep 053/80 [S3:+sens]:  79%|█▌| 359/453 [03:00<00:46,  2.04it/s, loss=0.613, pair=0.035, adv=3.284, sprd=0.019]
Ep 053/80 [S3:+sens]:  79%|█▌| 359/453 [03:00<00:46,  2.04it/s, loss=0.632, pair=0.000, adv=4.120, sprd=0.022]
Ep 053/80 [S3:+sens]:  79%|█▌| 360/453 [03:00<00:43,  2.14it/s, loss=0.632, pair=0.000, adv=4.120, sprd=0.022]
Ep 053/80 [S3:+sens]:  79%|█▌| 360/453 [03:01<00:43,  2.14it/s, loss=0.611, pair=0.000, adv=4.902, sprd=0.018]
Ep 053/80 [S3:+sens]:  80%|█▌| 361/453 [03:01<00:44,  2.06it/s, loss=0.611, pair=0.000, adv=4.902, sprd=0.018]
Ep 053/80 [S3:+sens]:  80%|█▌| 361/453 [03:01<00:44,  2.06it/s, loss=0.632, pair=0.000, adv=5.543, sprd=0.018]
Ep 053/80 [S3:+sens]:  80%|█▌| 362/453 [03:01<00:41,  2.17it/s, loss=0.632, pair=0.000, adv=5.543, sprd=0.018]
Ep 053/80 [S3:+sens]:  80%|█▌| 362/453 [03:02<00:41,  2.17it/s, loss=0.618, pair=0.000, adv=4.571, sprd=0.017]
Ep 053/80 [S3:+sens]:  80%|█▌| 363/453 [03:02<00:43,  2.08it/s, loss=0.618, pair=0.000, adv=4.571, sprd=0.017]
Ep 053/80 [S3:+sens]:  80%|█▌| 363/453 [03:02<00:43,  2.08it/s, loss=0.660, pair=0.000, adv=5.492, sprd=0.026]
Ep 053/80 [S3:+sens]:  80%|█▌| 364/453 [03:02<00:40,  2.17it/s, loss=0.660, pair=0.000, adv=5.492, sprd=0.026]
Ep 053/80 [S3:+sens]:  80%|█▌| 364/453 [03:03<00:40,  2.17it/s, loss=0.626, pair=0.000, adv=6.317, sprd=0.017]
Ep 053/80 [S3:+sens]:  81%|█▌| 365/453 [03:03<00:42,  2.06it/s, loss=0.626, pair=0.000, adv=6.317, sprd=0.017]
Ep 053/80 [S3:+sens]:  81%|█▌| 365/453 [03:03<00:42,  2.06it/s, loss=0.667, pair=0.000, adv=5.306, sprd=0.025]
Ep 053/80 [S3:+sens]:  81%|█▌| 366/453 [03:03<00:40,  2.17it/s, loss=0.667, pair=0.000, adv=5.306, sprd=0.025]
Ep 053/80 [S3:+sens]:  81%|█▌| 366/453 [03:04<00:40,  2.17it/s, loss=0.585, pair=0.000, adv=5.828, sprd=0.014]
Ep 053/80 [S3:+sens]:  81%|█▌| 367/453 [03:04<00:40,  2.10it/s, loss=0.585, pair=0.000, adv=5.828, sprd=0.014]
Ep 053/80 [S3:+sens]:  81%|█▌| 367/453 [03:04<00:40,  2.10it/s, loss=0.629, pair=0.000, adv=6.415, sprd=0.020]
Ep 053/80 [S3:+sens]:  81%|█▌| 368/453 [03:04<00:38,  2.18it/s, loss=0.629, pair=0.000, adv=6.415, sprd=0.020]
Ep 053/80 [S3:+sens]:  81%|█▌| 368/453 [03:05<00:38,  2.18it/s, loss=0.621, pair=0.000, adv=3.492, sprd=0.020]
Ep 053/80 [S3:+sens]:  81%|█▋| 369/453 [03:05<00:40,  2.10it/s, loss=0.621, pair=0.000, adv=3.492, sprd=0.020]
Ep 053/80 [S3:+sens]:  81%|█▋| 369/453 [03:05<00:40,  2.10it/s, loss=0.621, pair=0.000, adv=6.210, sprd=0.019]
Ep 053/80 [S3:+sens]:  82%|█▋| 370/453 [03:05<00:37,  2.19it/s, loss=0.621, pair=0.000, adv=6.210, sprd=0.019]
Ep 053/80 [S3:+sens]:  82%|█▋| 370/453 [03:06<00:37,  2.19it/s, loss=0.699, pair=0.000, adv=3.175, sprd=0.028]
Ep 053/80 [S3:+sens]:  82%|█▋| 371/453 [03:06<00:39,  2.10it/s, loss=0.699, pair=0.000, adv=3.175, sprd=0.028]
Ep 053/80 [S3:+sens]:  82%|█▋| 371/453 [03:06<00:39,  2.10it/s, loss=0.674, pair=0.000, adv=5.399, sprd=0.025]
Ep 053/80 [S3:+sens]:  82%|█▋| 372/453 [03:06<00:37,  2.18it/s, loss=0.674, pair=0.000, adv=5.399, sprd=0.025]
Ep 053/80 [S3:+sens]:  82%|█▋| 372/453 [03:07<00:37,  2.18it/s, loss=0.684, pair=0.000, adv=4.870, sprd=0.031]
Ep 053/80 [S3:+sens]:  82%|█▋| 373/453 [03:07<00:38,  2.07it/s, loss=0.684, pair=0.000, adv=4.870, sprd=0.031]
Ep 053/80 [S3:+sens]:  82%|█▋| 373/453 [03:07<00:38,  2.07it/s, loss=0.591, pair=0.000, adv=4.831, sprd=0.015]
Ep 053/80 [S3:+sens]:  83%|█▋| 374/453 [03:07<00:36,  2.17it/s, loss=0.591, pair=0.000, adv=4.831, sprd=0.015]
Ep 053/80 [S3:+sens]:  83%|█▋| 374/453 [03:08<00:36,  2.17it/s, loss=0.640, pair=0.001, adv=3.300, sprd=0.024]
Ep 053/80 [S3:+sens]:  83%|█▋| 375/453 [03:08<00:39,  1.96it/s, loss=0.640, pair=0.001, adv=3.300, sprd=0.024]
Ep 053/80 [S3:+sens]:  83%|█▋| 375/453 [03:08<00:39,  1.96it/s, loss=0.650, pair=0.001, adv=6.661, sprd=0.019]
Ep 053/80 [S3:+sens]:  83%|█▋| 376/453 [03:08<00:36,  2.10it/s, loss=0.650, pair=0.001, adv=6.661, sprd=0.019]
Ep 053/80 [S3:+sens]:  83%|█▋| 376/453 [03:09<00:36,  2.10it/s, loss=0.656, pair=0.000, adv=4.989, sprd=0.026]
Ep 053/80 [S3:+sens]:  83%|█▋| 377/453 [03:09<00:37,  2.00it/s, loss=0.656, pair=0.000, adv=4.989, sprd=0.026]
Ep 053/80 [S3:+sens]:  83%|█▋| 377/453 [03:09<00:37,  2.00it/s, loss=0.642, pair=0.000, adv=6.390, sprd=0.021]
Ep 053/80 [S3:+sens]:  83%|█▋| 378/453 [03:09<00:35,  2.13it/s, loss=0.642, pair=0.000, adv=6.390, sprd=0.021]
Ep 053/80 [S3:+sens]:  83%|█▋| 378/453 [03:10<00:35,  2.13it/s, loss=0.666, pair=0.001, adv=5.789, sprd=0.026]
Ep 053/80 [S3:+sens]:  84%|█▋| 379/453 [03:10<00:36,  2.05it/s, loss=0.666, pair=0.001, adv=5.789, sprd=0.026]
Ep 053/80 [S3:+sens]:  84%|█▋| 379/453 [03:10<00:36,  2.05it/s, loss=0.629, pair=0.000, adv=5.585, sprd=0.021]
Ep 053/80 [S3:+sens]:  84%|█▋| 380/453 [03:10<00:34,  2.14it/s, loss=0.629, pair=0.000, adv=5.585, sprd=0.021]
Ep 053/80 [S3:+sens]:  84%|█▋| 380/453 [03:11<00:34,  2.14it/s, loss=0.604, pair=0.003, adv=4.384, sprd=0.017]
Ep 053/80 [S3:+sens]:  84%|█▋| 381/453 [03:11<00:35,  2.06it/s, loss=0.604, pair=0.003, adv=4.384, sprd=0.017]
Ep 053/80 [S3:+sens]:  84%|█▋| 381/453 [03:11<00:35,  2.06it/s, loss=0.641, pair=0.003, adv=5.837, sprd=0.023]
Ep 053/80 [S3:+sens]:  84%|█▋| 382/453 [03:11<00:33,  2.14it/s, loss=0.641, pair=0.003, adv=5.837, sprd=0.023]
Ep 053/80 [S3:+sens]:  84%|█▋| 382/453 [03:11<00:33,  2.14it/s, loss=0.616, pair=0.003, adv=3.594, sprd=0.019]
Ep 053/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:34,  2.06it/s, loss=0.616, pair=0.003, adv=3.594, sprd=0.019]
Ep 053/80 [S3:+sens]:  85%|█▋| 383/453 [03:12<00:34,  2.06it/s, loss=0.621, pair=0.000, adv=4.518, sprd=0.021]
Ep 053/80 [S3:+sens]:  85%|█▋| 384/453 [03:12<00:32,  2.14it/s, loss=0.621, pair=0.000, adv=4.518, sprd=0.021]
Ep 053/80 [S3:+sens]:  85%|█▋| 384/453 [03:12<00:32,  2.14it/s, loss=0.684, pair=0.126, adv=4.470, sprd=0.022]
Ep 053/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:32,  2.07it/s, loss=0.684, pair=0.126, adv=4.470, sprd=0.022]
Ep 053/80 [S3:+sens]:  85%|█▋| 385/453 [03:13<00:32,  2.07it/s, loss=0.652, pair=0.001, adv=4.391, sprd=0.023]
Ep 053/80 [S3:+sens]:  85%|█▋| 386/453 [03:13<00:30,  2.18it/s, loss=0.652, pair=0.001, adv=4.391, sprd=0.023]
Ep 053/80 [S3:+sens]:  85%|█▋| 386/453 [03:13<00:30,  2.18it/s, loss=0.682, pair=0.001, adv=4.658, sprd=0.033]
Ep 053/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:32,  2.04it/s, loss=0.682, pair=0.001, adv=4.658, sprd=0.033]
Ep 053/80 [S3:+sens]:  85%|█▋| 387/453 [03:14<00:32,  2.04it/s, loss=0.653, pair=0.000, adv=5.112, sprd=0.020]
Ep 053/80 [S3:+sens]:  86%|█▋| 388/453 [03:14<00:29,  2.18it/s, loss=0.653, pair=0.000, adv=5.112, sprd=0.020]
Ep 053/80 [S3:+sens]:  86%|█▋| 388/453 [03:14<00:29,  2.18it/s, loss=0.664, pair=0.000, adv=6.681, sprd=0.022]
Ep 053/80 [S3:+sens]:  86%|█▋| 389/453 [03:14<00:30,  2.07it/s, loss=0.664, pair=0.000, adv=6.681, sprd=0.022]
Ep 053/80 [S3:+sens]:  86%|█▋| 389/453 [03:15<00:30,  2.07it/s, loss=0.610, pair=0.000, adv=5.321, sprd=0.019]
Ep 053/80 [S3:+sens]:  86%|█▋| 390/453 [03:15<00:29,  2.15it/s, loss=0.610, pair=0.000, adv=5.321, sprd=0.019]
Ep 053/80 [S3:+sens]:  86%|█▋| 390/453 [03:15<00:29,  2.15it/s, loss=0.644, pair=0.000, adv=5.938, sprd=0.020]
Ep 053/80 [S3:+sens]:  86%|█▋| 391/453 [03:15<00:30,  2.05it/s, loss=0.644, pair=0.000, adv=5.938, sprd=0.020]
Ep 053/80 [S3:+sens]:  86%|█▋| 391/453 [03:16<00:30,  2.05it/s, loss=0.660, pair=0.000, adv=4.541, sprd=0.028]
Ep 053/80 [S3:+sens]:  87%|█▋| 392/453 [03:16<00:28,  2.13it/s, loss=0.660, pair=0.000, adv=4.541, sprd=0.028]
Ep 053/80 [S3:+sens]:  87%|█▋| 392/453 [03:16<00:28,  2.13it/s, loss=0.671, pair=0.000, adv=5.216, sprd=0.027]
Ep 053/80 [S3:+sens]:  87%|█▋| 393/453 [03:16<00:29,  2.03it/s, loss=0.671, pair=0.000, adv=5.216, sprd=0.027]
Ep 053/80 [S3:+sens]:  87%|█▋| 393/453 [03:17<00:29,  2.03it/s, loss=0.672, pair=0.000, adv=5.230, sprd=0.026]
Ep 053/80 [S3:+sens]:  87%|█▋| 394/453 [03:17<00:27,  2.13it/s, loss=0.672, pair=0.000, adv=5.230, sprd=0.026]
Ep 053/80 [S3:+sens]:  87%|█▋| 394/453 [03:17<00:27,  2.13it/s, loss=0.666, pair=0.000, adv=6.045, sprd=0.028]
Ep 053/80 [S3:+sens]:  87%|█▋| 395/453 [03:17<00:28,  2.04it/s, loss=0.666, pair=0.000, adv=6.045, sprd=0.028]
Ep 053/80 [S3:+sens]:  87%|█▋| 395/453 [03:18<00:28,  2.04it/s, loss=0.630, pair=0.000, adv=4.910, sprd=0.022]
Ep 053/80 [S3:+sens]:  87%|█▋| 396/453 [03:18<00:26,  2.13it/s, loss=0.630, pair=0.000, adv=4.910, sprd=0.022]
Ep 053/80 [S3:+sens]:  87%|█▋| 396/453 [03:18<00:26,  2.13it/s, loss=0.636, pair=0.001, adv=5.532, sprd=0.022]
Ep 053/80 [S3:+sens]:  88%|█▊| 397/453 [03:18<00:27,  2.05it/s, loss=0.636, pair=0.001, adv=5.532, sprd=0.022]
Ep 053/80 [S3:+sens]:  88%|█▊| 397/453 [03:19<00:27,  2.05it/s, loss=0.606, pair=0.000, adv=5.034, sprd=0.018]
Ep 053/80 [S3:+sens]:  88%|█▊| 398/453 [03:19<00:25,  2.15it/s, loss=0.606, pair=0.000, adv=5.034, sprd=0.018]
Ep 053/80 [S3:+sens]:  88%|█▊| 398/453 [03:19<00:25,  2.15it/s, loss=0.663, pair=0.002, adv=5.518, sprd=0.024]
Ep 053/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:26,  2.06it/s, loss=0.663, pair=0.002, adv=5.518, sprd=0.024]
Ep 053/80 [S3:+sens]:  88%|█▊| 399/453 [03:19<00:26,  2.06it/s, loss=0.614, pair=0.000, adv=5.542, sprd=0.016]
Ep 053/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:24,  2.16it/s, loss=0.614, pair=0.000, adv=5.542, sprd=0.016]
Ep 053/80 [S3:+sens]:  88%|█▊| 400/453 [03:20<00:24,  2.16it/s, loss=0.645, pair=0.000, adv=4.099, sprd=0.016]
Ep 053/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:24,  2.09it/s, loss=0.645, pair=0.000, adv=4.099, sprd=0.016]
Ep 053/80 [S3:+sens]:  89%|█▊| 401/453 [03:20<00:24,  2.09it/s, loss=0.637, pair=0.001, adv=5.981, sprd=0.024]
Ep 053/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:23,  2.15it/s, loss=0.637, pair=0.001, adv=5.981, sprd=0.024]
Ep 053/80 [S3:+sens]:  89%|█▊| 402/453 [03:21<00:23,  2.15it/s, loss=0.623, pair=0.002, adv=4.433, sprd=0.022]
Ep 053/80 [S3:+sens]:  89%|█▊| 403/453 [03:21<00:26,  1.90it/s, loss=0.623, pair=0.002, adv=4.433, sprd=0.022]
Ep 053/80 [S3:+sens]:  89%|█▊| 403/453 [03:22<00:26,  1.90it/s, loss=0.667, pair=0.000, adv=4.746, sprd=0.027]
Ep 053/80 [S3:+sens]:  89%|█▊| 404/453 [03:22<00:24,  2.03it/s, loss=0.667, pair=0.000, adv=4.746, sprd=0.027]
Ep 053/80 [S3:+sens]:  89%|█▊| 404/453 [03:22<00:24,  2.03it/s, loss=0.645, pair=0.001, adv=4.562, sprd=0.020]
Ep 053/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:23,  2.00it/s, loss=0.645, pair=0.001, adv=4.562, sprd=0.020]
Ep 053/80 [S3:+sens]:  89%|█▊| 405/453 [03:22<00:23,  2.00it/s, loss=0.625, pair=0.000, adv=5.186, sprd=0.019]
Ep 053/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:22,  2.13it/s, loss=0.625, pair=0.000, adv=5.186, sprd=0.019]
Ep 053/80 [S3:+sens]:  90%|█▊| 406/453 [03:23<00:22,  2.13it/s, loss=0.731, pair=0.366, adv=6.555, sprd=0.015]
Ep 053/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:22,  2.05it/s, loss=0.731, pair=0.366, adv=6.555, sprd=0.015]
Ep 053/80 [S3:+sens]:  90%|█▊| 407/453 [03:23<00:22,  2.05it/s, loss=0.608, pair=0.000, adv=4.549, sprd=0.016]
Ep 053/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:20,  2.15it/s, loss=0.608, pair=0.000, adv=4.549, sprd=0.016]
Ep 053/80 [S3:+sens]:  90%|█▊| 408/453 [03:24<00:20,  2.15it/s, loss=0.623, pair=0.000, adv=6.153, sprd=0.018]
Ep 053/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:21,  2.06it/s, loss=0.623, pair=0.000, adv=6.153, sprd=0.018]
Ep 053/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:21,  2.06it/s, loss=0.644, pair=0.000, adv=4.072, sprd=0.020]
Ep 053/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:19,  2.17it/s, loss=0.644, pair=0.000, adv=4.072, sprd=0.020]
Ep 053/80 [S3:+sens]:  91%|█▊| 410/453 [03:25<00:19,  2.17it/s, loss=0.651, pair=0.000, adv=5.637, sprd=0.018]
Ep 053/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:19,  2.11it/s, loss=0.651, pair=0.000, adv=5.637, sprd=0.018]
Ep 053/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:19,  2.11it/s, loss=0.641, pair=0.000, adv=5.008, sprd=0.024]
Ep 053/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:18,  2.17it/s, loss=0.641, pair=0.000, adv=5.008, sprd=0.024]
Ep 053/80 [S3:+sens]:  91%|█▊| 412/453 [03:26<00:18,  2.17it/s, loss=0.592, pair=0.001, adv=4.486, sprd=0.015]
Ep 053/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:19,  2.07it/s, loss=0.592, pair=0.001, adv=4.486, sprd=0.015]
Ep 053/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:19,  2.07it/s, loss=0.616, pair=0.001, adv=5.631, sprd=0.019]
Ep 053/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:18,  2.16it/s, loss=0.616, pair=0.001, adv=5.631, sprd=0.019]
Ep 053/80 [S3:+sens]:  91%|█▊| 414/453 [03:27<00:18,  2.16it/s, loss=0.669, pair=0.000, adv=5.432, sprd=0.023]
Ep 053/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:18,  2.06it/s, loss=0.669, pair=0.000, adv=5.432, sprd=0.023]
Ep 053/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:18,  2.06it/s, loss=0.628, pair=0.001, adv=5.963, sprd=0.020]
Ep 053/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:17,  2.15it/s, loss=0.628, pair=0.001, adv=5.963, sprd=0.020]
Ep 053/80 [S3:+sens]:  92%|█▊| 416/453 [03:28<00:17,  2.15it/s, loss=0.664, pair=0.001, adv=4.585, sprd=0.026]
Ep 053/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:17,  2.02it/s, loss=0.664, pair=0.001, adv=4.585, sprd=0.026]
Ep 053/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:17,  2.02it/s, loss=0.590, pair=0.000, adv=5.802, sprd=0.012]
Ep 053/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:16,  2.13it/s, loss=0.590, pair=0.000, adv=5.802, sprd=0.012]
Ep 053/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:16,  2.13it/s, loss=0.637, pair=0.000, adv=5.281, sprd=0.022]
Ep 053/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:17,  1.90it/s, loss=0.637, pair=0.000, adv=5.281, sprd=0.022]
Ep 053/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:17,  1.90it/s, loss=0.656, pair=0.000, adv=6.283, sprd=0.022]
Ep 053/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:16,  2.01it/s, loss=0.656, pair=0.000, adv=6.283, sprd=0.022]
Ep 053/80 [S3:+sens]:  93%|█▊| 420/453 [03:30<00:16,  2.01it/s, loss=0.632, pair=0.001, adv=4.046, sprd=0.021]
Ep 053/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.86it/s, loss=0.632, pair=0.001, adv=4.046, sprd=0.021]
Ep 053/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.86it/s, loss=0.664, pair=0.002, adv=6.054, sprd=0.022]
Ep 053/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:15,  1.99it/s, loss=0.664, pair=0.002, adv=6.054, sprd=0.022]
Ep 053/80 [S3:+sens]:  93%|█▊| 422/453 [03:31<00:15,  1.99it/s, loss=0.619, pair=0.000, adv=5.534, sprd=0.020]
Ep 053/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.86it/s, loss=0.619, pair=0.000, adv=5.534, sprd=0.020]
Ep 053/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.86it/s, loss=0.662, pair=0.001, adv=4.473, sprd=0.025]
Ep 053/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:14,  1.96it/s, loss=0.662, pair=0.001, adv=4.473, sprd=0.025]
Ep 053/80 [S3:+sens]:  94%|█▊| 424/453 [03:32<00:14,  1.96it/s, loss=0.604, pair=0.000, adv=4.284, sprd=0.017]
Ep 053/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.82it/s, loss=0.604, pair=0.000, adv=4.284, sprd=0.017]
Ep 053/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.82it/s, loss=0.618, pair=0.000, adv=5.533, sprd=0.021]
Ep 053/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:14,  1.92it/s, loss=0.618, pair=0.000, adv=5.533, sprd=0.021]
Ep 053/80 [S3:+sens]:  94%|█▉| 426/453 [03:33<00:14,  1.92it/s, loss=0.684, pair=0.002, adv=6.494, sprd=0.028]
Ep 053/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.80it/s, loss=0.684, pair=0.002, adv=6.494, sprd=0.028]
Ep 053/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.80it/s, loss=0.654, pair=0.000, adv=5.611, sprd=0.018]
Ep 053/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:12,  1.94it/s, loss=0.654, pair=0.000, adv=5.611, sprd=0.018]
Ep 053/80 [S3:+sens]:  94%|█▉| 428/453 [03:34<00:12,  1.94it/s, loss=0.618, pair=0.003, adv=4.406, sprd=0.019]
Ep 053/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:13,  1.80it/s, loss=0.618, pair=0.003, adv=4.406, sprd=0.019]
Ep 053/80 [S3:+sens]:  95%|█▉| 429/453 [03:35<00:13,  1.80it/s, loss=0.566, pair=0.000, adv=2.977, sprd=0.022]
Ep 053/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:12,  1.90it/s, loss=0.566, pair=0.000, adv=2.977, sprd=0.022]
Ep 053/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:12,  1.90it/s, loss=0.653, pair=0.001, adv=5.979, sprd=0.027]
Ep 053/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:12,  1.80it/s, loss=0.653, pair=0.001, adv=5.979, sprd=0.027]
Ep 053/80 [S3:+sens]:  95%|█▉| 431/453 [03:36<00:12,  1.80it/s, loss=0.642, pair=0.002, adv=4.612, sprd=0.022]
Ep 053/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:10,  1.91it/s, loss=0.642, pair=0.002, adv=4.612, sprd=0.022]
Ep 053/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:10,  1.91it/s, loss=0.647, pair=0.000, adv=5.863, sprd=0.018]
Ep 053/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:11,  1.69it/s, loss=0.647, pair=0.000, adv=5.863, sprd=0.018]
Ep 053/80 [S3:+sens]:  96%|█▉| 433/453 [03:37<00:11,  1.69it/s, loss=0.581, pair=0.000, adv=4.622, sprd=0.013]
Ep 053/80 [S3:+sens]:  96%|█▉| 434/453 [03:37<00:10,  1.85it/s, loss=0.581, pair=0.000, adv=4.622, sprd=0.013]
Ep 053/80 [S3:+sens]:  96%|█▉| 434/453 [03:37<00:10,  1.85it/s, loss=0.619, pair=0.000, adv=4.930, sprd=0.020]
Ep 053/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:10,  1.78it/s, loss=0.619, pair=0.000, adv=4.930, sprd=0.020]
Ep 053/80 [S3:+sens]:  96%|█▉| 435/453 [03:38<00:10,  1.78it/s, loss=0.650, pair=0.003, adv=4.059, sprd=0.023]
Ep 053/80 [S3:+sens]:  96%|█▉| 436/453 [03:38<00:09,  1.88it/s, loss=0.650, pair=0.003, adv=4.059, sprd=0.023]
Ep 053/80 [S3:+sens]:  96%|█▉| 436/453 [03:39<00:09,  1.88it/s, loss=0.618, pair=0.000, adv=4.370, sprd=0.020]
Ep 053/80 [S3:+sens]:  96%|█▉| 437/453 [03:39<00:09,  1.78it/s, loss=0.618, pair=0.000, adv=4.370, sprd=0.020]
Ep 053/80 [S3:+sens]:  96%|█▉| 437/453 [03:39<00:09,  1.78it/s, loss=0.618, pair=0.000, adv=5.431, sprd=0.017]
Ep 053/80 [S3:+sens]:  97%|█▉| 438/453 [03:39<00:07,  1.91it/s, loss=0.618, pair=0.000, adv=5.431, sprd=0.017]
Ep 053/80 [S3:+sens]:  97%|█▉| 438/453 [03:40<00:07,  1.91it/s, loss=0.644, pair=0.000, adv=6.210, sprd=0.019]
Ep 053/80 [S3:+sens]:  97%|█▉| 439/453 [03:40<00:07,  1.81it/s, loss=0.644, pair=0.000, adv=6.210, sprd=0.019]
Ep 053/80 [S3:+sens]:  97%|█▉| 439/453 [03:40<00:07,  1.81it/s, loss=0.634, pair=0.001, adv=4.142, sprd=0.022]
Ep 053/80 [S3:+sens]:  97%|█▉| 440/453 [03:40<00:06,  1.92it/s, loss=0.634, pair=0.001, adv=4.142, sprd=0.022]
Ep 053/80 [S3:+sens]:  97%|█▉| 440/453 [03:41<00:06,  1.92it/s, loss=0.647, pair=0.001, adv=4.795, sprd=0.025]
Ep 053/80 [S3:+sens]:  97%|█▉| 441/453 [03:41<00:06,  1.82it/s, loss=0.647, pair=0.001, adv=4.795, sprd=0.025]
Ep 053/80 [S3:+sens]:  97%|█▉| 441/453 [03:41<00:06,  1.82it/s, loss=0.634, pair=0.003, adv=4.810, sprd=0.016]
Ep 053/80 [S3:+sens]:  98%|█▉| 442/453 [03:41<00:05,  1.96it/s, loss=0.634, pair=0.003, adv=4.810, sprd=0.016]
Ep 053/80 [S3:+sens]:  98%|█▉| 442/453 [03:42<00:05,  1.96it/s, loss=0.611, pair=0.002, adv=4.545, sprd=0.017]
Ep 053/80 [S3:+sens]:  98%|█▉| 443/453 [03:42<00:05,  1.85it/s, loss=0.611, pair=0.002, adv=4.545, sprd=0.017]
Ep 053/80 [S3:+sens]:  98%|█▉| 443/453 [03:42<00:05,  1.85it/s, loss=0.652, pair=0.001, adv=5.061, sprd=0.022]
Ep 053/80 [S3:+sens]:  98%|█▉| 444/453 [03:42<00:04,  1.97it/s, loss=0.652, pair=0.001, adv=5.061, sprd=0.022]
Ep 053/80 [S3:+sens]:  98%|█▉| 444/453 [03:43<00:04,  1.97it/s, loss=0.664, pair=0.001, adv=5.556, sprd=0.024]
Ep 053/80 [S3:+sens]:  98%|█▉| 445/453 [03:43<00:04,  1.86it/s, loss=0.664, pair=0.001, adv=5.556, sprd=0.024]
Ep 053/80 [S3:+sens]:  98%|█▉| 445/453 [03:43<00:04,  1.86it/s, loss=0.654, pair=0.001, adv=5.487, sprd=0.028]
Ep 053/80 [S3:+sens]:  98%|█▉| 446/453 [03:43<00:03,  1.94it/s, loss=0.654, pair=0.001, adv=5.487, sprd=0.028]
Ep 053/80 [S3:+sens]:  98%|█▉| 446/453 [03:44<00:03,  1.94it/s, loss=0.583, pair=0.003, adv=4.486, sprd=0.012]
Ep 053/80 [S3:+sens]:  99%|█▉| 447/453 [03:44<00:03,  1.87it/s, loss=0.583, pair=0.003, adv=4.486, sprd=0.012]
Ep 053/80 [S3:+sens]:  99%|█▉| 447/453 [03:44<00:03,  1.87it/s, loss=0.636, pair=0.000, adv=3.793, sprd=0.021]
Ep 053/80 [S3:+sens]:  99%|█▉| 448/453 [03:44<00:02,  2.01it/s, loss=0.636, pair=0.000, adv=3.793, sprd=0.021]
Ep 053/80 [S3:+sens]:  99%|█▉| 448/453 [03:45<00:02,  2.01it/s, loss=0.664, pair=0.001, adv=5.526, sprd=0.024]
Ep 053/80 [S3:+sens]:  99%|█▉| 449/453 [03:45<00:02,  1.97it/s, loss=0.664, pair=0.001, adv=5.526, sprd=0.024]
Ep 053/80 [S3:+sens]:  99%|█▉| 449/453 [03:45<00:02,  1.97it/s, loss=0.642, pair=0.002, adv=4.654, sprd=0.023]
Ep 053/80 [S3:+sens]:  99%|█▉| 450/453 [03:45<00:01,  2.09it/s, loss=0.642, pair=0.002, adv=4.654, sprd=0.023]
Ep 053/80 [S3:+sens]:  99%|█▉| 450/453 [03:46<00:01,  2.09it/s, loss=0.704, pair=0.000, adv=4.560, sprd=0.025]
Ep 053/80 [S3:+sens]: 100%|█▉| 451/453 [03:46<00:00,  2.01it/s, loss=0.704, pair=0.000, adv=4.560, sprd=0.025]
Ep 053/80 [S3:+sens]: 100%|█▉| 451/453 [03:46<00:00,  2.01it/s, loss=0.588, pair=0.000, adv=4.389, sprd=0.014]
Ep 053/80 [S3:+sens]: 100%|█▉| 452/453 [03:46<00:00,  2.13it/s, loss=0.588, pair=0.000, adv=4.389, sprd=0.014]
Ep 053/80 [S3:+sens]: 100%|█▉| 452/453 [03:47<00:00,  2.13it/s, loss=0.624, pair=0.000, adv=4.316, sprd=0.022]
Ep 053/80 [S3:+sens]: 100%|██| 453/453 [03:47<00:00,  2.04it/s, loss=0.624, pair=0.000, adv=4.316, sprd=0.022]
                                                                                                              
Epoch 053/80 [S3:+sens]  loss=0.6550  mat=0.2704  sens=1.0855  pair=0.0491  adv=4.8784(rand=3.47)  deg=0.0053  orth=0.0013  spread=0.0213  q_mean=52.1  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=3.09e-05  227s

Ep 054/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 054/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.655, pair=0.000, adv=5.476, sprd=0.024]
Ep 054/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:21,  1.02it/s, loss=0.655, pair=0.000, adv=5.476, sprd=0.024]
Ep 054/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:21,  1.02it/s, loss=0.654, pair=0.000, adv=5.728, sprd=0.025]
Ep 054/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:55,  1.53it/s, loss=0.654, pair=0.000, adv=5.728, sprd=0.025]
Ep 054/80 [S3:+sens]:   0%|    | 2/453 [00:02<04:55,  1.53it/s, loss=0.595, pair=0.000, adv=3.813, sprd=0.016]
Ep 054/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:52,  1.54it/s, loss=0.595, pair=0.000, adv=3.813, sprd=0.016]
Ep 054/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:52,  1.54it/s, loss=0.638, pair=0.000, adv=5.090, sprd=0.021]
Ep 054/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:11,  1.79it/s, loss=0.638, pair=0.000, adv=5.090, sprd=0.021]
Ep 054/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:11,  1.79it/s, loss=0.635, pair=0.002, adv=4.099, sprd=0.022]
Ep 054/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:08,  1.80it/s, loss=0.635, pair=0.002, adv=4.099, sprd=0.022]
Ep 054/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:08,  1.80it/s, loss=0.587, pair=0.001, adv=5.093, sprd=0.015]
Ep 054/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  1.99it/s, loss=0.587, pair=0.001, adv=5.093, sprd=0.015]
Ep 054/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  1.99it/s, loss=0.638, pair=0.001, adv=4.912, sprd=0.021]
Ep 054/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:47,  1.96it/s, loss=0.638, pair=0.001, adv=4.912, sprd=0.021]
Ep 054/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:47,  1.96it/s, loss=0.660, pair=0.004, adv=3.988, sprd=0.024]
Ep 054/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.10it/s, loss=0.660, pair=0.004, adv=3.988, sprd=0.024]
Ep 054/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.10it/s, loss=0.636, pair=0.005, adv=5.744, sprd=0.022]
Ep 054/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:40,  2.01it/s, loss=0.636, pair=0.005, adv=5.744, sprd=0.022]
Ep 054/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.644, pair=0.002, adv=4.546, sprd=0.025]
Ep 054/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:32,  2.09it/s, loss=0.644, pair=0.002, adv=4.546, sprd=0.025]
Ep 054/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:32,  2.09it/s, loss=0.635, pair=0.004, adv=5.385, sprd=0.019]
Ep 054/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:37,  2.04it/s, loss=0.635, pair=0.004, adv=5.385, sprd=0.019]
Ep 054/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:37,  2.04it/s, loss=0.664, pair=0.002, adv=6.299, sprd=0.021]
Ep 054/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:25,  2.15it/s, loss=0.664, pair=0.002, adv=6.299, sprd=0.021]
Ep 054/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:25,  2.15it/s, loss=0.613, pair=0.001, adv=5.885, sprd=0.017]
Ep 054/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:34,  2.05it/s, loss=0.613, pair=0.001, adv=5.885, sprd=0.017]
Ep 054/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:34,  2.05it/s, loss=0.650, pair=0.004, adv=4.846, sprd=0.023]
Ep 054/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.14it/s, loss=0.650, pair=0.004, adv=4.846, sprd=0.023]
Ep 054/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.14it/s, loss=0.646, pair=0.004, adv=4.683, sprd=0.022]
Ep 054/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.07it/s, loss=0.646, pair=0.004, adv=4.683, sprd=0.022]
Ep 054/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:31,  2.07it/s, loss=0.629, pair=0.006, adv=5.144, sprd=0.019]
Ep 054/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:17,  2.21it/s, loss=0.629, pair=0.006, adv=5.144, sprd=0.019]
Ep 054/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:17,  2.21it/s, loss=0.652, pair=0.002, adv=6.033, sprd=0.020]
Ep 054/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.10it/s, loss=0.652, pair=0.002, adv=6.033, sprd=0.020]
Ep 054/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:28,  2.10it/s, loss=0.634, pair=0.005, adv=4.652, sprd=0.021]
Ep 054/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.634, pair=0.005, adv=4.652, sprd=0.021]
Ep 054/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.661, pair=0.002, adv=4.670, sprd=0.025]
Ep 054/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:30,  2.06it/s, loss=0.661, pair=0.002, adv=4.670, sprd=0.025]
Ep 054/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:30,  2.06it/s, loss=0.645, pair=0.003, adv=4.231, sprd=0.024]
Ep 054/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:21,  2.15it/s, loss=0.645, pair=0.003, adv=4.231, sprd=0.024]
Ep 054/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:21,  2.15it/s, loss=0.652, pair=0.005, adv=4.739, sprd=0.026]
Ep 054/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:32,  2.03it/s, loss=0.652, pair=0.005, adv=4.739, sprd=0.026]
Ep 054/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:32,  2.03it/s, loss=0.640, pair=0.006, adv=5.348, sprd=0.025]
Ep 054/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:24,  2.11it/s, loss=0.640, pair=0.006, adv=5.348, sprd=0.025]
Ep 054/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:24,  2.11it/s, loss=0.636, pair=0.007, adv=3.575, sprd=0.020]
Ep 054/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:29,  2.05it/s, loss=0.636, pair=0.007, adv=3.575, sprd=0.020]
Ep 054/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:29,  2.05it/s, loss=0.657, pair=0.002, adv=4.146, sprd=0.028]
Ep 054/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:21,  2.13it/s, loss=0.657, pair=0.002, adv=4.146, sprd=0.028]
Ep 054/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.635, pair=0.001, adv=4.277, sprd=0.018]
Ep 054/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.07it/s, loss=0.635, pair=0.001, adv=4.277, sprd=0.018]
Ep 054/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.07it/s, loss=0.635, pair=0.003, adv=5.818, sprd=0.020]
Ep 054/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:16,  2.17it/s, loss=0.635, pair=0.003, adv=5.818, sprd=0.020]
Ep 054/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:16,  2.17it/s, loss=0.598, pair=0.008, adv=5.509, sprd=0.014]
Ep 054/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:21,  2.11it/s, loss=0.598, pair=0.008, adv=5.509, sprd=0.014]
Ep 054/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:21,  2.11it/s, loss=0.644, pair=0.000, adv=6.551, sprd=0.024]
Ep 054/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:15,  2.18it/s, loss=0.644, pair=0.000, adv=6.551, sprd=0.024]
Ep 054/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.18it/s, loss=0.618, pair=0.001, adv=4.446, sprd=0.022]
Ep 054/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.05it/s, loss=0.618, pair=0.001, adv=4.446, sprd=0.022]
Ep 054/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.05it/s, loss=0.622, pair=0.000, adv=4.782, sprd=0.018]
Ep 054/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.15it/s, loss=0.622, pair=0.000, adv=4.782, sprd=0.018]
Ep 054/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.15it/s, loss=0.642, pair=0.000, adv=6.140, sprd=0.022]
Ep 054/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:39,  1.92it/s, loss=0.642, pair=0.000, adv=6.140, sprd=0.022]
Ep 054/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:39,  1.92it/s, loss=0.606, pair=0.003, adv=4.080, sprd=0.018]
Ep 054/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:24,  2.06it/s, loss=0.606, pair=0.003, adv=4.080, sprd=0.018]
Ep 054/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:24,  2.06it/s, loss=0.665, pair=0.000, adv=4.351, sprd=0.029]
Ep 054/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:33,  1.97it/s, loss=0.665, pair=0.000, adv=4.351, sprd=0.029]
Ep 054/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:33,  1.97it/s, loss=0.652, pair=0.000, adv=5.286, sprd=0.020]
Ep 054/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:19,  2.10it/s, loss=0.652, pair=0.000, adv=5.286, sprd=0.020]
Ep 054/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:19,  2.10it/s, loss=0.587, pair=0.002, adv=2.825, sprd=0.014]
Ep 054/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.06it/s, loss=0.587, pair=0.002, adv=2.825, sprd=0.014]
Ep 054/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.06it/s, loss=0.664, pair=0.002, adv=4.221, sprd=0.025]
Ep 054/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:12,  2.17it/s, loss=0.664, pair=0.002, adv=4.221, sprd=0.025]
Ep 054/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:12,  2.17it/s, loss=0.645, pair=0.000, adv=4.130, sprd=0.025]
Ep 054/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:24,  2.04it/s, loss=0.645, pair=0.000, adv=4.130, sprd=0.025]
Ep 054/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:24,  2.04it/s, loss=0.627, pair=0.000, adv=5.005, sprd=0.016]
Ep 054/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:09,  2.19it/s, loss=0.627, pair=0.000, adv=5.005, sprd=0.016]
Ep 054/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:09,  2.19it/s, loss=0.667, pair=0.000, adv=4.524, sprd=0.026]
Ep 054/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.10it/s, loss=0.667, pair=0.000, adv=4.524, sprd=0.026]
Ep 054/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.10it/s, loss=0.610, pair=0.001, adv=3.830, sprd=0.017]
Ep 054/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:08,  2.19it/s, loss=0.610, pair=0.001, adv=3.830, sprd=0.017]
Ep 054/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:08,  2.19it/s, loss=0.698, pair=0.000, adv=4.350, sprd=0.025]
Ep 054/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.698, pair=0.000, adv=4.350, sprd=0.025]
Ep 054/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.609, pair=0.004, adv=4.678, sprd=0.019]
Ep 054/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:11,  2.14it/s, loss=0.609, pair=0.004, adv=4.678, sprd=0.019]
Ep 054/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:11,  2.14it/s, loss=0.648, pair=0.002, adv=3.840, sprd=0.022]
Ep 054/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.06it/s, loss=0.648, pair=0.002, adv=3.840, sprd=0.022]
Ep 054/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.06it/s, loss=0.682, pair=0.001, adv=5.106, sprd=0.031]
Ep 054/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:12,  2.13it/s, loss=0.682, pair=0.001, adv=5.106, sprd=0.031]
Ep 054/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:12,  2.13it/s, loss=0.633, pair=0.000, adv=4.022, sprd=0.023]
Ep 054/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:23,  2.00it/s, loss=0.633, pair=0.000, adv=4.022, sprd=0.023]
Ep 054/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:23,  2.00it/s, loss=0.620, pair=0.004, adv=5.902, sprd=0.018]
Ep 054/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:12,  2.12it/s, loss=0.620, pair=0.004, adv=5.902, sprd=0.018]
Ep 054/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:12,  2.12it/s, loss=0.679, pair=0.004, adv=5.890, sprd=0.031]
Ep 054/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.01it/s, loss=0.679, pair=0.004, adv=5.890, sprd=0.031]
Ep 054/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.01it/s, loss=0.620, pair=0.001, adv=5.532, sprd=0.021]
Ep 054/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:12,  2.10it/s, loss=0.620, pair=0.001, adv=5.532, sprd=0.021]
Ep 054/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:12,  2.10it/s, loss=0.613, pair=0.007, adv=5.851, sprd=0.017]
Ep 054/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.613, pair=0.007, adv=5.851, sprd=0.017]
Ep 054/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.651, pair=0.002, adv=5.557, sprd=0.022]
Ep 054/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.13it/s, loss=0.651, pair=0.002, adv=5.557, sprd=0.022]
Ep 054/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.13it/s, loss=0.651, pair=0.004, adv=4.983, sprd=0.028]
Ep 054/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:19,  2.01it/s, loss=0.651, pair=0.004, adv=4.983, sprd=0.028]
Ep 054/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:19,  2.01it/s, loss=0.630, pair=0.001, adv=5.262, sprd=0.022]
Ep 054/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:09,  2.12it/s, loss=0.630, pair=0.001, adv=5.262, sprd=0.022]
Ep 054/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:09,  2.12it/s, loss=0.649, pair=0.005, adv=6.331, sprd=0.022]
Ep 054/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:17,  2.03it/s, loss=0.649, pair=0.005, adv=6.331, sprd=0.022]
Ep 054/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:17,  2.03it/s, loss=0.650, pair=0.001, adv=4.582, sprd=0.022]
Ep 054/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.650, pair=0.001, adv=4.582, sprd=0.022]
Ep 054/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.566, pair=0.000, adv=5.572, sprd=0.010]
Ep 054/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:12,  2.07it/s, loss=0.566, pair=0.000, adv=5.572, sprd=0.010]
Ep 054/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:12,  2.07it/s, loss=0.647, pair=0.001, adv=5.568, sprd=0.025]
Ep 054/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.647, pair=0.001, adv=5.568, sprd=0.025]
Ep 054/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.633, pair=0.003, adv=4.919, sprd=0.023]
Ep 054/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:14,  2.03it/s, loss=0.633, pair=0.003, adv=4.919, sprd=0.023]
Ep 054/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:14,  2.03it/s, loss=0.616, pair=0.000, adv=6.753, sprd=0.017]
Ep 054/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:03,  2.15it/s, loss=0.616, pair=0.000, adv=6.753, sprd=0.017]
Ep 054/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:03,  2.15it/s, loss=0.643, pair=0.004, adv=5.610, sprd=0.024]
Ep 054/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:22,  1.94it/s, loss=0.643, pair=0.004, adv=5.610, sprd=0.024]
Ep 054/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:22,  1.94it/s, loss=0.691, pair=0.004, adv=4.756, sprd=0.030]
Ep 054/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:13,  2.03it/s, loss=0.691, pair=0.004, adv=4.756, sprd=0.030]
Ep 054/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:13,  2.03it/s, loss=0.611, pair=0.007, adv=3.269, sprd=0.020]
Ep 054/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:15,  2.00it/s, loss=0.611, pair=0.007, adv=3.269, sprd=0.020]
Ep 054/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:15,  2.00it/s, loss=0.662, pair=0.004, adv=4.419, sprd=0.022]
Ep 054/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:04,  2.12it/s, loss=0.662, pair=0.004, adv=4.419, sprd=0.022]
Ep 054/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:04,  2.12it/s, loss=0.630, pair=0.004, adv=4.661, sprd=0.020]
Ep 054/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:21,  1.94it/s, loss=0.630, pair=0.004, adv=4.661, sprd=0.020]
Ep 054/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:21,  1.94it/s, loss=0.668, pair=0.020, adv=4.114, sprd=0.029]
Ep 054/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:15,  1.99it/s, loss=0.668, pair=0.020, adv=4.114, sprd=0.029]
Ep 054/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:15,  1.99it/s, loss=0.640, pair=0.000, adv=5.202, sprd=0.020]
Ep 054/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:29,  1.85it/s, loss=0.640, pair=0.000, adv=5.202, sprd=0.020]
Ep 054/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:29,  1.85it/s, loss=0.654, pair=0.000, adv=4.854, sprd=0.026]
Ep 054/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:20,  1.93it/s, loss=0.654, pair=0.000, adv=4.854, sprd=0.026]
Ep 054/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:20,  1.93it/s, loss=0.631, pair=0.000, adv=5.478, sprd=0.021]
Ep 054/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:27,  1.86it/s, loss=0.631, pair=0.000, adv=5.478, sprd=0.021]
Ep 054/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:27,  1.86it/s, loss=0.642, pair=0.000, adv=4.083, sprd=0.023]
Ep 054/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:17,  1.95it/s, loss=0.642, pair=0.000, adv=4.083, sprd=0.023]
Ep 054/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:17,  1.95it/s, loss=0.639, pair=0.000, adv=4.709, sprd=0.021]
Ep 054/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:29,  1.84it/s, loss=0.639, pair=0.000, adv=4.709, sprd=0.021]
Ep 054/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:29,  1.84it/s, loss=0.630, pair=0.000, adv=5.916, sprd=0.022]
Ep 054/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:19,  1.92it/s, loss=0.630, pair=0.000, adv=5.916, sprd=0.022]
Ep 054/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:19,  1.92it/s, loss=0.583, pair=0.000, adv=6.747, sprd=0.013]
Ep 054/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:31,  1.80it/s, loss=0.583, pair=0.000, adv=6.747, sprd=0.013]
Ep 054/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:31,  1.80it/s, loss=0.595, pair=0.001, adv=6.479, sprd=0.014]
Ep 054/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:18,  1.92it/s, loss=0.595, pair=0.001, adv=6.479, sprd=0.014]
Ep 054/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:18,  1.92it/s, loss=0.618, pair=0.002, adv=4.666, sprd=0.018]
Ep 054/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:32,  1.79it/s, loss=0.618, pair=0.002, adv=4.666, sprd=0.018]
Ep 054/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:32,  1.79it/s, loss=0.623, pair=0.002, adv=3.567, sprd=0.022]
Ep 054/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:21,  1.88it/s, loss=0.623, pair=0.002, adv=3.567, sprd=0.022]
Ep 054/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:21,  1.88it/s, loss=0.694, pair=0.000, adv=6.917, sprd=0.031]
Ep 054/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:34,  1.76it/s, loss=0.694, pair=0.000, adv=6.917, sprd=0.031]
Ep 054/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:34,  1.76it/s, loss=0.656, pair=0.000, adv=5.564, sprd=0.026]
Ep 054/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<03:21,  1.87it/s, loss=0.656, pair=0.000, adv=5.564, sprd=0.026]
Ep 054/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:21,  1.87it/s, loss=0.655, pair=0.000, adv=5.799, sprd=0.019]
Ep 054/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:28,  1.80it/s, loss=0.655, pair=0.000, adv=5.799, sprd=0.019]
Ep 054/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:28,  1.80it/s, loss=0.602, pair=0.000, adv=5.156, sprd=0.017]
Ep 054/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:14,  1.93it/s, loss=0.602, pair=0.000, adv=5.156, sprd=0.017]
Ep 054/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:14,  1.93it/s, loss=0.608, pair=0.000, adv=4.693, sprd=0.018]
Ep 054/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:26,  1.81it/s, loss=0.608, pair=0.000, adv=4.693, sprd=0.018]
Ep 054/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:26,  1.81it/s, loss=0.662, pair=0.000, adv=4.459, sprd=0.026]
Ep 054/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:13,  1.93it/s, loss=0.662, pair=0.000, adv=4.459, sprd=0.026]
Ep 054/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<03:13,  1.93it/s, loss=0.640, pair=0.000, adv=5.791, sprd=0.020]
Ep 054/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:24,  1.81it/s, loss=0.640, pair=0.000, adv=5.791, sprd=0.020]
Ep 054/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:24,  1.81it/s, loss=0.591, pair=0.000, adv=3.446, sprd=0.015]
Ep 054/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<03:12,  1.93it/s, loss=0.591, pair=0.000, adv=3.446, sprd=0.015]
Ep 054/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<03:12,  1.93it/s, loss=0.641, pair=0.000, adv=5.259, sprd=0.022]
Ep 054/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<03:25,  1.80it/s, loss=0.641, pair=0.000, adv=5.259, sprd=0.022]
Ep 054/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:25,  1.80it/s, loss=0.692, pair=0.000, adv=5.888, sprd=0.033]
Ep 054/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:15,  1.89it/s, loss=0.692, pair=0.000, adv=5.888, sprd=0.033]
Ep 054/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:15,  1.89it/s, loss=0.643, pair=0.000, adv=5.640, sprd=0.022]
Ep 054/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:22,  1.81it/s, loss=0.643, pair=0.000, adv=5.640, sprd=0.022]
Ep 054/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:22,  1.81it/s, loss=0.644, pair=0.000, adv=4.458, sprd=0.026]
Ep 054/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:13,  1.90it/s, loss=0.644, pair=0.000, adv=4.458, sprd=0.026]
Ep 054/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<03:13,  1.90it/s, loss=0.672, pair=0.003, adv=3.356, sprd=0.029]
Ep 054/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<03:24,  1.79it/s, loss=0.672, pair=0.003, adv=3.356, sprd=0.029]
Ep 054/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<03:24,  1.79it/s, loss=0.871, pair=0.527, adv=4.657, sprd=0.035]
Ep 054/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<03:16,  1.86it/s, loss=0.871, pair=0.527, adv=4.657, sprd=0.035]
Ep 054/80 [S3:+sens]:  19%|▌  | 88/453 [00:45<03:16,  1.86it/s, loss=0.648, pair=0.000, adv=3.993, sprd=0.022]
Ep 054/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<03:39,  1.66it/s, loss=0.648, pair=0.000, adv=3.993, sprd=0.022]
Ep 054/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<03:39,  1.66it/s, loss=0.630, pair=0.003, adv=5.393, sprd=0.016]
Ep 054/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<03:18,  1.82it/s, loss=0.630, pair=0.003, adv=5.393, sprd=0.016]
Ep 054/80 [S3:+sens]:  20%|▌  | 90/453 [00:46<03:18,  1.82it/s, loss=0.624, pair=0.005, adv=5.506, sprd=0.022]
Ep 054/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<03:18,  1.82it/s, loss=0.624, pair=0.005, adv=5.506, sprd=0.022]
Ep 054/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<03:18,  1.82it/s, loss=0.593, pair=0.000, adv=4.878, sprd=0.013]
Ep 054/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:01,  1.99it/s, loss=0.593, pair=0.000, adv=4.878, sprd=0.013]
Ep 054/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<03:01,  1.99it/s, loss=0.625, pair=0.000, adv=4.286, sprd=0.018]
Ep 054/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<03:01,  1.99it/s, loss=0.625, pair=0.000, adv=4.286, sprd=0.018]
Ep 054/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<03:01,  1.99it/s, loss=0.648, pair=0.007, adv=3.781, sprd=0.023]
Ep 054/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:51,  2.09it/s, loss=0.648, pair=0.007, adv=3.781, sprd=0.023]
Ep 054/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:51,  2.09it/s, loss=0.595, pair=0.000, adv=5.815, sprd=0.013]
Ep 054/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:55,  2.04it/s, loss=0.595, pair=0.000, adv=5.815, sprd=0.013]
Ep 054/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:55,  2.04it/s, loss=0.626, pair=0.000, adv=3.926, sprd=0.018]
Ep 054/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:45,  2.16it/s, loss=0.626, pair=0.000, adv=3.926, sprd=0.018]
Ep 054/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:45,  2.16it/s, loss=0.638, pair=0.000, adv=5.000, sprd=0.020]
Ep 054/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:53,  2.05it/s, loss=0.638, pair=0.000, adv=5.000, sprd=0.020]
Ep 054/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:53,  2.05it/s, loss=0.622, pair=0.000, adv=5.490, sprd=0.021]
Ep 054/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.13it/s, loss=0.622, pair=0.000, adv=5.490, sprd=0.021]
Ep 054/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.13it/s, loss=0.622, pair=0.000, adv=6.437, sprd=0.017]
Ep 054/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:51,  2.07it/s, loss=0.622, pair=0.000, adv=6.437, sprd=0.017]
Ep 054/80 [S3:+sens]:  22%|▋  | 99/453 [00:50<02:51,  2.07it/s, loss=0.633, pair=0.000, adv=6.349, sprd=0.021]
Ep 054/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:42,  2.18it/s, loss=0.633, pair=0.000, adv=6.349, sprd=0.021]
Ep 054/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:42,  2.18it/s, loss=0.621, pair=0.001, adv=3.629, sprd=0.018]
Ep 054/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:49,  2.08it/s, loss=0.621, pair=0.001, adv=3.629, sprd=0.018]
Ep 054/80 [S3:+sens]:  22%|▍ | 101/453 [00:51<02:49,  2.08it/s, loss=0.668, pair=0.000, adv=4.393, sprd=0.029]
Ep 054/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:43,  2.14it/s, loss=0.668, pair=0.000, adv=4.393, sprd=0.029]
Ep 054/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:43,  2.14it/s, loss=0.652, pair=0.000, adv=5.169, sprd=0.027]
Ep 054/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:54,  2.01it/s, loss=0.652, pair=0.000, adv=5.169, sprd=0.027]
Ep 054/80 [S3:+sens]:  23%|▍ | 103/453 [00:52<02:54,  2.01it/s, loss=0.619, pair=0.002, adv=4.413, sprd=0.019]
Ep 054/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:45,  2.11it/s, loss=0.619, pair=0.002, adv=4.413, sprd=0.019]
Ep 054/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:45,  2.11it/s, loss=0.637, pair=0.001, adv=5.964, sprd=0.024]
Ep 054/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:53,  2.00it/s, loss=0.637, pair=0.001, adv=5.964, sprd=0.024]
Ep 054/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<02:53,  2.00it/s, loss=0.661, pair=0.005, adv=4.123, sprd=0.029]
Ep 054/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:46,  2.08it/s, loss=0.661, pair=0.005, adv=4.123, sprd=0.029]
Ep 054/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:46,  2.08it/s, loss=0.640, pair=0.002, adv=5.972, sprd=0.021]
Ep 054/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:53,  2.00it/s, loss=0.640, pair=0.002, adv=5.972, sprd=0.021]
Ep 054/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<02:53,  2.00it/s, loss=0.633, pair=0.003, adv=6.035, sprd=0.022]
Ep 054/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:45,  2.09it/s, loss=0.633, pair=0.003, adv=6.035, sprd=0.022]
Ep 054/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:45,  2.09it/s, loss=0.690, pair=0.003, adv=4.953, sprd=0.021]
Ep 054/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:52,  1.99it/s, loss=0.690, pair=0.003, adv=4.953, sprd=0.021]
Ep 054/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<02:52,  1.99it/s, loss=0.629, pair=0.002, adv=3.459, sprd=0.019]
Ep 054/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:42,  2.11it/s, loss=0.629, pair=0.002, adv=3.459, sprd=0.019]
Ep 054/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:42,  2.11it/s, loss=0.619, pair=0.005, adv=4.807, sprd=0.017]
Ep 054/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:45,  2.06it/s, loss=0.619, pair=0.005, adv=4.807, sprd=0.017]
Ep 054/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<02:45,  2.06it/s, loss=0.650, pair=0.001, adv=5.925, sprd=0.022]
Ep 054/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:38,  2.15it/s, loss=0.650, pair=0.001, adv=5.925, sprd=0.022]
Ep 054/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:38,  2.15it/s, loss=0.655, pair=0.004, adv=5.681, sprd=0.025]
Ep 054/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:53,  1.95it/s, loss=0.655, pair=0.004, adv=5.681, sprd=0.025]
Ep 054/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<02:53,  1.95it/s, loss=0.663, pair=0.001, adv=5.095, sprd=0.026]
Ep 054/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:44,  2.06it/s, loss=0.663, pair=0.001, adv=5.095, sprd=0.026]
Ep 054/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:44,  2.06it/s, loss=0.647, pair=0.005, adv=5.141, sprd=0.025]
Ep 054/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:50,  1.98it/s, loss=0.647, pair=0.005, adv=5.141, sprd=0.025]
Ep 054/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<02:50,  1.98it/s, loss=0.653, pair=0.008, adv=4.185, sprd=0.025]
Ep 054/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:41,  2.09it/s, loss=0.653, pair=0.008, adv=4.185, sprd=0.025]
Ep 054/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:41,  2.09it/s, loss=0.605, pair=0.001, adv=6.225, sprd=0.017]
Ep 054/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:43,  2.05it/s, loss=0.605, pair=0.001, adv=6.225, sprd=0.017]
Ep 054/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:43,  2.05it/s, loss=0.657, pair=0.002, adv=5.089, sprd=0.023]
Ep 054/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:35,  2.15it/s, loss=0.657, pair=0.002, adv=5.089, sprd=0.023]
Ep 054/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:35,  2.15it/s, loss=0.627, pair=0.003, adv=4.480, sprd=0.018]
Ep 054/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:43,  2.05it/s, loss=0.627, pair=0.003, adv=4.480, sprd=0.018]
Ep 054/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:43,  2.05it/s, loss=0.636, pair=0.001, adv=4.994, sprd=0.024]
Ep 054/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:37,  2.12it/s, loss=0.636, pair=0.001, adv=4.994, sprd=0.024]
Ep 054/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:37,  2.12it/s, loss=0.670, pair=0.000, adv=4.559, sprd=0.028]
Ep 054/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:43,  2.03it/s, loss=0.670, pair=0.000, adv=4.559, sprd=0.028]
Ep 054/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:43,  2.03it/s, loss=0.630, pair=0.002, adv=4.742, sprd=0.020]
Ep 054/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:34,  2.14it/s, loss=0.630, pair=0.002, adv=4.742, sprd=0.020]
Ep 054/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:34,  2.14it/s, loss=0.643, pair=0.002, adv=3.302, sprd=0.024]
Ep 054/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:37,  2.10it/s, loss=0.643, pair=0.002, adv=3.302, sprd=0.024]
Ep 054/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:37,  2.10it/s, loss=0.619, pair=0.001, adv=4.806, sprd=0.019]
Ep 054/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:30,  2.19it/s, loss=0.619, pair=0.001, adv=4.806, sprd=0.019]
Ep 054/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:30,  2.19it/s, loss=0.589, pair=0.001, adv=4.933, sprd=0.013]
Ep 054/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:36,  2.10it/s, loss=0.589, pair=0.001, adv=4.933, sprd=0.013]
Ep 054/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:36,  2.10it/s, loss=0.647, pair=0.004, adv=3.918, sprd=0.024]
Ep 054/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:29,  2.19it/s, loss=0.647, pair=0.004, adv=3.918, sprd=0.024]
Ep 054/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:29,  2.19it/s, loss=0.685, pair=0.087, adv=5.333, sprd=0.027]
Ep 054/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:38,  2.06it/s, loss=0.685, pair=0.087, adv=5.333, sprd=0.027]
Ep 054/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:38,  2.06it/s, loss=0.607, pair=0.001, adv=3.283, sprd=0.018]
Ep 054/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:28,  2.19it/s, loss=0.607, pair=0.001, adv=3.283, sprd=0.018]
Ep 054/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:28,  2.19it/s, loss=0.648, pair=0.002, adv=5.779, sprd=0.017]
Ep 054/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:36,  2.08it/s, loss=0.648, pair=0.002, adv=5.779, sprd=0.017]
Ep 054/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:36,  2.08it/s, loss=0.653, pair=0.002, adv=4.728, sprd=0.022]
Ep 054/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:27,  2.19it/s, loss=0.653, pair=0.002, adv=4.728, sprd=0.022]
Ep 054/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:27,  2.19it/s, loss=0.624, pair=0.001, adv=5.172, sprd=0.021]
Ep 054/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:35,  2.07it/s, loss=0.624, pair=0.001, adv=5.172, sprd=0.021]
Ep 054/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:35,  2.07it/s, loss=0.667, pair=0.001, adv=6.779, sprd=0.027]
Ep 054/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:29,  2.15it/s, loss=0.667, pair=0.001, adv=6.779, sprd=0.027]
Ep 054/80 [S3:+sens]:  29%|▌ | 132/453 [01:06<02:29,  2.15it/s, loss=0.626, pair=0.001, adv=3.927, sprd=0.019]
Ep 054/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.626, pair=0.001, adv=3.927, sprd=0.019]
Ep 054/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:35,  2.06it/s, loss=0.503, pair=0.002, adv=2.477, sprd=0.016]
Ep 054/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:26,  2.18it/s, loss=0.503, pair=0.002, adv=2.477, sprd=0.016]
Ep 054/80 [S3:+sens]:  30%|▌ | 134/453 [01:07<02:26,  2.18it/s, loss=0.660, pair=0.004, adv=5.069, sprd=0.016]
Ep 054/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:32,  2.09it/s, loss=0.660, pair=0.004, adv=5.069, sprd=0.016]
Ep 054/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:32,  2.09it/s, loss=0.620, pair=0.003, adv=6.520, sprd=0.017]
Ep 054/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:25,  2.18it/s, loss=0.620, pair=0.003, adv=6.520, sprd=0.017]
Ep 054/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:25,  2.18it/s, loss=0.635, pair=0.002, adv=5.754, sprd=0.018]
Ep 054/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:31,  2.09it/s, loss=0.635, pair=0.002, adv=5.754, sprd=0.018]
Ep 054/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:31,  2.09it/s, loss=0.609, pair=0.006, adv=5.274, sprd=0.015]
Ep 054/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:22,  2.21it/s, loss=0.609, pair=0.006, adv=5.274, sprd=0.015]
Ep 054/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:22,  2.21it/s, loss=0.661, pair=0.000, adv=5.072, sprd=0.026]
Ep 054/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:29,  2.10it/s, loss=0.661, pair=0.000, adv=5.072, sprd=0.026]
Ep 054/80 [S3:+sens]:  31%|▌ | 139/453 [01:09<02:29,  2.10it/s, loss=0.675, pair=0.001, adv=5.233, sprd=0.025]
Ep 054/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:23,  2.18it/s, loss=0.675, pair=0.001, adv=5.233, sprd=0.025]
Ep 054/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:23,  2.18it/s, loss=0.657, pair=0.001, adv=4.629, sprd=0.025]
Ep 054/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:40,  1.95it/s, loss=0.657, pair=0.001, adv=4.629, sprd=0.025]
Ep 054/80 [S3:+sens]:  31%|▌ | 141/453 [01:10<02:40,  1.95it/s, loss=0.619, pair=0.003, adv=5.387, sprd=0.015]
Ep 054/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:28,  2.09it/s, loss=0.619, pair=0.003, adv=5.387, sprd=0.015]
Ep 054/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:28,  2.09it/s, loss=0.604, pair=0.006, adv=5.826, sprd=0.015]
Ep 054/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:33,  2.02it/s, loss=0.604, pair=0.006, adv=5.826, sprd=0.015]
Ep 054/80 [S3:+sens]:  32%|▋ | 143/453 [01:11<02:33,  2.02it/s, loss=0.630, pair=0.002, adv=5.174, sprd=0.021]
Ep 054/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:25,  2.12it/s, loss=0.630, pair=0.002, adv=5.174, sprd=0.021]
Ep 054/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:25,  2.12it/s, loss=0.641, pair=0.008, adv=4.637, sprd=0.026]
Ep 054/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:34,  2.00it/s, loss=0.641, pair=0.008, adv=4.637, sprd=0.026]
Ep 054/80 [S3:+sens]:  32%|▋ | 145/453 [01:12<02:34,  2.00it/s, loss=0.662, pair=0.004, adv=5.418, sprd=0.022]
Ep 054/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:24,  2.12it/s, loss=0.662, pair=0.004, adv=5.418, sprd=0.022]
Ep 054/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:24,  2.12it/s, loss=0.613, pair=0.004, adv=5.278, sprd=0.019]
Ep 054/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:30,  2.03it/s, loss=0.613, pair=0.004, adv=5.278, sprd=0.019]
Ep 054/80 [S3:+sens]:  32%|▋ | 147/453 [01:13<02:30,  2.03it/s, loss=0.660, pair=0.008, adv=4.292, sprd=0.029]
Ep 054/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:24,  2.11it/s, loss=0.660, pair=0.008, adv=4.292, sprd=0.029]
Ep 054/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:24,  2.11it/s, loss=0.647, pair=0.003, adv=4.271, sprd=0.024]
Ep 054/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:30,  2.02it/s, loss=0.647, pair=0.003, adv=4.271, sprd=0.024]
Ep 054/80 [S3:+sens]:  33%|▋ | 149/453 [01:14<02:30,  2.02it/s, loss=0.628, pair=0.004, adv=3.783, sprd=0.018]
Ep 054/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:21,  2.14it/s, loss=0.628, pair=0.004, adv=3.783, sprd=0.018]
Ep 054/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:21,  2.14it/s, loss=0.662, pair=0.000, adv=5.731, sprd=0.023]
Ep 054/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:23,  2.10it/s, loss=0.662, pair=0.000, adv=5.731, sprd=0.023]
Ep 054/80 [S3:+sens]:  33%|▋ | 151/453 [01:15<02:23,  2.10it/s, loss=0.618, pair=0.001, adv=4.533, sprd=0.020]
Ep 054/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:18,  2.17it/s, loss=0.618, pair=0.001, adv=4.533, sprd=0.020]
Ep 054/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:18,  2.17it/s, loss=0.671, pair=0.004, adv=4.978, sprd=0.026]
Ep 054/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:24,  2.08it/s, loss=0.671, pair=0.004, adv=4.978, sprd=0.026]
Ep 054/80 [S3:+sens]:  34%|▋ | 153/453 [01:16<02:24,  2.08it/s, loss=0.616, pair=0.002, adv=4.995, sprd=0.015]
Ep 054/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:16,  2.20it/s, loss=0.616, pair=0.002, adv=4.995, sprd=0.015]
Ep 054/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:16,  2.20it/s, loss=0.671, pair=0.004, adv=3.900, sprd=0.024]
Ep 054/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:20,  2.13it/s, loss=0.671, pair=0.004, adv=3.900, sprd=0.024]
Ep 054/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:20,  2.13it/s, loss=0.621, pair=0.001, adv=4.481, sprd=0.018]
Ep 054/80 [S3:+sens]:  34%|▋ | 156/453 [01:16<02:13,  2.23it/s, loss=0.621, pair=0.001, adv=4.481, sprd=0.018]
Ep 054/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:13,  2.23it/s, loss=0.603, pair=0.000, adv=5.135, sprd=0.017]
Ep 054/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:18,  2.13it/s, loss=0.603, pair=0.000, adv=5.135, sprd=0.017]
Ep 054/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:18,  2.13it/s, loss=0.645, pair=0.006, adv=4.634, sprd=0.025]
Ep 054/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:15,  2.17it/s, loss=0.645, pair=0.006, adv=4.634, sprd=0.025]
Ep 054/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:15,  2.17it/s, loss=0.662, pair=0.002, adv=4.777, sprd=0.028]
Ep 054/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:22,  2.06it/s, loss=0.662, pair=0.002, adv=4.777, sprd=0.028]
Ep 054/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:22,  2.06it/s, loss=0.626, pair=0.000, adv=4.270, sprd=0.021]
Ep 054/80 [S3:+sens]:  35%|▋ | 160/453 [01:18<02:15,  2.16it/s, loss=0.626, pair=0.000, adv=4.270, sprd=0.021]
Ep 054/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:15,  2.16it/s, loss=0.697, pair=0.000, adv=5.351, sprd=0.020]
Ep 054/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:28,  1.97it/s, loss=0.697, pair=0.000, adv=5.351, sprd=0.020]
Ep 054/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:28,  1.97it/s, loss=0.680, pair=0.000, adv=5.902, sprd=0.025]
Ep 054/80 [S3:+sens]:  36%|▋ | 162/453 [01:19<02:24,  2.02it/s, loss=0.680, pair=0.000, adv=5.902, sprd=0.025]
Ep 054/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:24,  2.02it/s, loss=0.663, pair=0.000, adv=5.136, sprd=0.027]
Ep 054/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:36,  1.85it/s, loss=0.663, pair=0.000, adv=5.136, sprd=0.027]
Ep 054/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:36,  1.85it/s, loss=0.667, pair=0.001, adv=5.708, sprd=0.026]
Ep 054/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:27,  1.96it/s, loss=0.667, pair=0.001, adv=5.708, sprd=0.026]
Ep 054/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:27,  1.96it/s, loss=0.638, pair=0.000, adv=6.955, sprd=0.021]
Ep 054/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:35,  1.85it/s, loss=0.638, pair=0.000, adv=6.955, sprd=0.021]
Ep 054/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:35,  1.85it/s, loss=0.604, pair=0.000, adv=6.940, sprd=0.015]
Ep 054/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:26,  1.96it/s, loss=0.604, pair=0.000, adv=6.940, sprd=0.015]
Ep 054/80 [S3:+sens]:  37%|▋ | 166/453 [01:22<02:26,  1.96it/s, loss=0.683, pair=0.001, adv=5.111, sprd=0.025]
Ep 054/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:37,  1.82it/s, loss=0.683, pair=0.001, adv=5.111, sprd=0.025]
Ep 054/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:37,  1.82it/s, loss=0.619, pair=0.000, adv=6.675, sprd=0.016]
Ep 054/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:26,  1.95it/s, loss=0.619, pair=0.000, adv=6.675, sprd=0.016]
Ep 054/80 [S3:+sens]:  37%|▋ | 168/453 [01:23<02:26,  1.95it/s, loss=0.673, pair=0.000, adv=6.017, sprd=0.013]
Ep 054/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:45,  1.71it/s, loss=0.673, pair=0.000, adv=6.017, sprd=0.013]
Ep 054/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:45,  1.71it/s, loss=0.625, pair=0.000, adv=6.178, sprd=0.021]
Ep 054/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:34,  1.83it/s, loss=0.625, pair=0.000, adv=6.178, sprd=0.021]
Ep 054/80 [S3:+sens]:  38%|▊ | 170/453 [01:24<02:34,  1.83it/s, loss=0.645, pair=0.000, adv=5.649, sprd=0.024]
Ep 054/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:41,  1.75it/s, loss=0.645, pair=0.000, adv=5.649, sprd=0.024]
Ep 054/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:41,  1.75it/s, loss=0.634, pair=0.001, adv=6.404, sprd=0.022]
Ep 054/80 [S3:+sens]:  38%|▊ | 172/453 [01:25<02:31,  1.85it/s, loss=0.634, pair=0.001, adv=6.404, sprd=0.022]
Ep 054/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:31,  1.85it/s, loss=0.635, pair=0.001, adv=4.902, sprd=0.013]
Ep 054/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:36,  1.79it/s, loss=0.635, pair=0.001, adv=4.902, sprd=0.013]
Ep 054/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:36,  1.79it/s, loss=0.630, pair=0.002, adv=4.913, sprd=0.018]
Ep 054/80 [S3:+sens]:  38%|▊ | 174/453 [01:26<02:25,  1.92it/s, loss=0.630, pair=0.002, adv=4.913, sprd=0.018]
Ep 054/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:25,  1.92it/s, loss=0.594, pair=0.000, adv=4.492, sprd=0.014]
Ep 054/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:29,  1.86it/s, loss=0.594, pair=0.000, adv=4.492, sprd=0.014]
Ep 054/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:29,  1.86it/s, loss=0.645, pair=0.000, adv=4.640, sprd=0.021]
Ep 054/80 [S3:+sens]:  39%|▊ | 176/453 [01:27<02:20,  1.97it/s, loss=0.645, pair=0.000, adv=4.640, sprd=0.021]
Ep 054/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:20,  1.97it/s, loss=0.622, pair=0.000, adv=3.582, sprd=0.017]
Ep 054/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:27,  1.87it/s, loss=0.622, pair=0.000, adv=3.582, sprd=0.017]
Ep 054/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:27,  1.87it/s, loss=0.640, pair=0.000, adv=4.487, sprd=0.021]
Ep 054/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:20,  1.96it/s, loss=0.640, pair=0.000, adv=4.487, sprd=0.021]
Ep 054/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:20,  1.96it/s, loss=0.637, pair=0.000, adv=5.740, sprd=0.018]
Ep 054/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:26,  1.87it/s, loss=0.637, pair=0.000, adv=5.740, sprd=0.018]
Ep 054/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:26,  1.87it/s, loss=0.594, pair=0.000, adv=4.808, sprd=0.016]
Ep 054/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:19,  1.96it/s, loss=0.594, pair=0.000, adv=4.808, sprd=0.016]
Ep 054/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:19,  1.96it/s, loss=0.596, pair=0.000, adv=4.979, sprd=0.016]
Ep 054/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:27,  1.84it/s, loss=0.596, pair=0.000, adv=4.979, sprd=0.016]
Ep 054/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:27,  1.84it/s, loss=0.618, pair=0.000, adv=5.028, sprd=0.019]
Ep 054/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:19,  1.94it/s, loss=0.618, pair=0.000, adv=5.028, sprd=0.019]
Ep 054/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:19,  1.94it/s, loss=0.619, pair=0.000, adv=4.616, sprd=0.020]
Ep 054/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:29,  1.81it/s, loss=0.619, pair=0.000, adv=4.616, sprd=0.020]
Ep 054/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:29,  1.81it/s, loss=0.621, pair=0.001, adv=3.923, sprd=0.019]
Ep 054/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:19,  1.93it/s, loss=0.621, pair=0.001, adv=3.923, sprd=0.019]
Ep 054/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:19,  1.93it/s, loss=0.687, pair=0.002, adv=5.101, sprd=0.032]
Ep 054/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:31,  1.77it/s, loss=0.687, pair=0.002, adv=5.101, sprd=0.032]
Ep 054/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:31,  1.77it/s, loss=0.613, pair=0.005, adv=5.614, sprd=0.017]
Ep 054/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:19,  1.91it/s, loss=0.613, pair=0.005, adv=5.614, sprd=0.017]
Ep 054/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:19,  1.91it/s, loss=0.665, pair=0.000, adv=4.629, sprd=0.024]
Ep 054/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:27,  1.80it/s, loss=0.665, pair=0.000, adv=4.629, sprd=0.024]
Ep 054/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:27,  1.80it/s, loss=0.676, pair=0.001, adv=4.991, sprd=0.029]
Ep 054/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:19,  1.90it/s, loss=0.676, pair=0.001, adv=4.991, sprd=0.029]
Ep 054/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:19,  1.90it/s, loss=0.716, pair=0.001, adv=6.242, sprd=0.024]
Ep 054/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:26,  1.80it/s, loss=0.716, pair=0.001, adv=6.242, sprd=0.024]
Ep 054/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:26,  1.80it/s, loss=0.610, pair=0.000, adv=5.972, sprd=0.017]
Ep 054/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:16,  1.92it/s, loss=0.610, pair=0.000, adv=5.972, sprd=0.017]
Ep 054/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:16,  1.92it/s, loss=0.660, pair=0.001, adv=4.116, sprd=0.028]
Ep 054/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:18,  1.89it/s, loss=0.660, pair=0.001, adv=4.116, sprd=0.028]
Ep 054/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:18,  1.89it/s, loss=0.645, pair=0.001, adv=5.700, sprd=0.017]
Ep 054/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:07,  2.05it/s, loss=0.645, pair=0.001, adv=5.700, sprd=0.017]
Ep 054/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:07,  2.05it/s, loss=0.620, pair=0.002, adv=5.107, sprd=0.017]
Ep 054/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:09,  2.00it/s, loss=0.620, pair=0.002, adv=5.107, sprd=0.017]
Ep 054/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:09,  2.00it/s, loss=0.613, pair=0.001, adv=4.392, sprd=0.017]
Ep 054/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:02,  2.12it/s, loss=0.613, pair=0.001, adv=4.392, sprd=0.017]
Ep 054/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:02,  2.12it/s, loss=0.653, pair=0.003, adv=5.401, sprd=0.022]
Ep 054/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:03,  2.09it/s, loss=0.653, pair=0.003, adv=5.401, sprd=0.022]
Ep 054/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:03,  2.09it/s, loss=0.593, pair=0.075, adv=2.744, sprd=0.020]
Ep 054/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<01:56,  2.21it/s, loss=0.593, pair=0.075, adv=2.744, sprd=0.020]
Ep 054/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<01:56,  2.21it/s, loss=0.661, pair=0.000, adv=4.714, sprd=0.018]
Ep 054/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:02,  2.09it/s, loss=0.661, pair=0.000, adv=4.714, sprd=0.018]
Ep 054/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:02,  2.09it/s, loss=0.648, pair=0.001, adv=4.110, sprd=0.023]
Ep 054/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<01:56,  2.19it/s, loss=0.648, pair=0.001, adv=4.110, sprd=0.023]
Ep 054/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<01:56,  2.19it/s, loss=0.658, pair=0.001, adv=6.002, sprd=0.026]
Ep 054/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:08,  1.98it/s, loss=0.658, pair=0.001, adv=6.002, sprd=0.026]
Ep 054/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:08,  1.98it/s, loss=0.613, pair=0.004, adv=5.681, sprd=0.014]
Ep 054/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:57,  2.14it/s, loss=0.613, pair=0.004, adv=5.681, sprd=0.014]
Ep 054/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:57,  2.14it/s, loss=0.648, pair=0.001, adv=4.885, sprd=0.021]
Ep 054/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:01,  2.07it/s, loss=0.648, pair=0.001, adv=4.885, sprd=0.021]
Ep 054/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:01,  2.07it/s, loss=0.647, pair=0.003, adv=3.789, sprd=0.021]
Ep 054/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<01:55,  2.18it/s, loss=0.647, pair=0.003, adv=3.789, sprd=0.021]
Ep 054/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<01:55,  2.18it/s, loss=0.612, pair=0.002, adv=6.050, sprd=0.018]
Ep 054/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:59,  2.09it/s, loss=0.612, pair=0.002, adv=6.050, sprd=0.018]
Ep 054/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<01:59,  2.09it/s, loss=0.623, pair=0.002, adv=4.836, sprd=0.020]
Ep 054/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:54,  2.18it/s, loss=0.623, pair=0.002, adv=4.836, sprd=0.020]
Ep 054/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:54,  2.18it/s, loss=0.624, pair=0.002, adv=5.047, sprd=0.021]
Ep 054/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<01:59,  2.08it/s, loss=0.624, pair=0.002, adv=5.047, sprd=0.021]
Ep 054/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<01:59,  2.08it/s, loss=0.667, pair=0.002, adv=4.232, sprd=0.026]
Ep 054/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:54,  2.16it/s, loss=0.667, pair=0.002, adv=4.232, sprd=0.026]
Ep 054/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:54,  2.16it/s, loss=0.601, pair=0.006, adv=4.811, sprd=0.016]
Ep 054/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:00,  2.05it/s, loss=0.601, pair=0.006, adv=4.811, sprd=0.016]
Ep 054/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:00,  2.05it/s, loss=0.627, pair=0.002, adv=4.688, sprd=0.019]
Ep 054/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:53,  2.16it/s, loss=0.627, pair=0.002, adv=4.688, sprd=0.019]
Ep 054/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<01:53,  2.16it/s, loss=0.637, pair=0.004, adv=5.739, sprd=0.018]
Ep 054/80 [S3:+sens]:  46%|▉ | 209/453 [01:43<01:55,  2.10it/s, loss=0.637, pair=0.004, adv=5.739, sprd=0.018]
Ep 054/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<01:55,  2.10it/s, loss=0.602, pair=0.000, adv=4.903, sprd=0.017]
Ep 054/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:50,  2.19it/s, loss=0.602, pair=0.000, adv=4.903, sprd=0.017]
Ep 054/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<01:50,  2.19it/s, loss=0.659, pair=0.000, adv=4.368, sprd=0.029]
Ep 054/80 [S3:+sens]:  47%|▉ | 211/453 [01:44<01:57,  2.06it/s, loss=0.659, pair=0.000, adv=4.368, sprd=0.029]
Ep 054/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<01:57,  2.06it/s, loss=0.619, pair=0.000, adv=5.200, sprd=0.017]
Ep 054/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:50,  2.18it/s, loss=0.619, pair=0.000, adv=5.200, sprd=0.017]
Ep 054/80 [S3:+sens]:  47%|▉ | 212/453 [01:45<01:50,  2.18it/s, loss=0.632, pair=0.001, adv=4.726, sprd=0.022]
Ep 054/80 [S3:+sens]:  47%|▉ | 213/453 [01:45<01:55,  2.08it/s, loss=0.632, pair=0.001, adv=4.726, sprd=0.022]
Ep 054/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<01:55,  2.08it/s, loss=0.628, pair=0.000, adv=3.983, sprd=0.017]
Ep 054/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:47,  2.23it/s, loss=0.628, pair=0.000, adv=3.983, sprd=0.017]
Ep 054/80 [S3:+sens]:  47%|▉ | 214/453 [01:46<01:47,  2.23it/s, loss=0.650, pair=0.000, adv=6.075, sprd=0.023]
Ep 054/80 [S3:+sens]:  47%|▉ | 215/453 [01:46<01:52,  2.11it/s, loss=0.650, pair=0.000, adv=6.075, sprd=0.023]
Ep 054/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<01:52,  2.11it/s, loss=0.643, pair=0.000, adv=4.636, sprd=0.026]
Ep 054/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.643, pair=0.000, adv=4.636, sprd=0.026]
Ep 054/80 [S3:+sens]:  48%|▉ | 216/453 [01:47<01:50,  2.15it/s, loss=0.661, pair=0.000, adv=6.196, sprd=0.027]
Ep 054/80 [S3:+sens]:  48%|▉ | 217/453 [01:47<01:56,  2.03it/s, loss=0.661, pair=0.000, adv=6.196, sprd=0.027]
Ep 054/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<01:56,  2.03it/s, loss=0.628, pair=0.000, adv=4.372, sprd=0.021]
Ep 054/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.14it/s, loss=0.628, pair=0.000, adv=4.372, sprd=0.021]
Ep 054/80 [S3:+sens]:  48%|▉ | 218/453 [01:48<01:49,  2.14it/s, loss=0.687, pair=0.000, adv=4.617, sprd=0.018]
Ep 054/80 [S3:+sens]:  48%|▉ | 219/453 [01:48<01:51,  2.10it/s, loss=0.687, pair=0.000, adv=4.617, sprd=0.018]
Ep 054/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<01:51,  2.10it/s, loss=0.652, pair=0.000, adv=4.631, sprd=0.027]
Ep 054/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:48,  2.15it/s, loss=0.652, pair=0.000, adv=4.631, sprd=0.027]
Ep 054/80 [S3:+sens]:  49%|▉ | 220/453 [01:49<01:48,  2.15it/s, loss=0.680, pair=0.000, adv=3.319, sprd=0.023]
Ep 054/80 [S3:+sens]:  49%|▉ | 221/453 [01:49<01:52,  2.07it/s, loss=0.680, pair=0.000, adv=3.319, sprd=0.023]
Ep 054/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<01:52,  2.07it/s, loss=0.620, pair=0.000, adv=6.467, sprd=0.020]
Ep 054/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:47,  2.14it/s, loss=0.620, pair=0.000, adv=6.467, sprd=0.020]
Ep 054/80 [S3:+sens]:  49%|▉ | 222/453 [01:50<01:47,  2.14it/s, loss=0.663, pair=0.002, adv=4.383, sprd=0.022]
Ep 054/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:54,  2.00it/s, loss=0.663, pair=0.002, adv=4.383, sprd=0.022]
Ep 054/80 [S3:+sens]:  49%|▉ | 223/453 [01:50<01:54,  2.00it/s, loss=0.631, pair=0.001, adv=5.640, sprd=0.017]
Ep 054/80 [S3:+sens]:  49%|▉ | 224/453 [01:50<01:45,  2.16it/s, loss=0.631, pair=0.001, adv=5.640, sprd=0.017]
Ep 054/80 [S3:+sens]:  49%|▉ | 224/453 [01:51<01:45,  2.16it/s, loss=0.662, pair=0.000, adv=5.225, sprd=0.020]
Ep 054/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:50,  2.07it/s, loss=0.662, pair=0.000, adv=5.225, sprd=0.020]
Ep 054/80 [S3:+sens]:  50%|▉ | 225/453 [01:51<01:50,  2.07it/s, loss=0.688, pair=0.000, adv=5.323, sprd=0.032]
Ep 054/80 [S3:+sens]:  50%|▉ | 226/453 [01:51<01:46,  2.13it/s, loss=0.688, pair=0.000, adv=5.323, sprd=0.032]
Ep 054/80 [S3:+sens]:  50%|▉ | 226/453 [01:52<01:46,  2.13it/s, loss=0.639, pair=0.000, adv=3.631, sprd=0.022]
Ep 054/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:50,  2.05it/s, loss=0.639, pair=0.000, adv=3.631, sprd=0.022]
Ep 054/80 [S3:+sens]:  50%|█ | 227/453 [01:52<01:50,  2.05it/s, loss=0.599, pair=0.001, adv=4.951, sprd=0.016]
Ep 054/80 [S3:+sens]:  50%|█ | 228/453 [01:52<01:44,  2.14it/s, loss=0.599, pair=0.001, adv=4.951, sprd=0.016]
Ep 054/80 [S3:+sens]:  50%|█ | 228/453 [01:53<01:44,  2.14it/s, loss=0.643, pair=0.000, adv=4.384, sprd=0.023]
Ep 054/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:48,  2.06it/s, loss=0.643, pair=0.000, adv=4.384, sprd=0.023]
Ep 054/80 [S3:+sens]:  51%|█ | 229/453 [01:53<01:48,  2.06it/s, loss=0.633, pair=0.000, adv=5.037, sprd=0.022]
Ep 054/80 [S3:+sens]:  51%|█ | 230/453 [01:53<01:43,  2.15it/s, loss=0.633, pair=0.000, adv=5.037, sprd=0.022]
Ep 054/80 [S3:+sens]:  51%|█ | 230/453 [01:54<01:43,  2.15it/s, loss=0.627, pair=0.000, adv=5.191, sprd=0.020]
Ep 054/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:47,  2.06it/s, loss=0.627, pair=0.000, adv=5.191, sprd=0.020]
Ep 054/80 [S3:+sens]:  51%|█ | 231/453 [01:54<01:47,  2.06it/s, loss=0.642, pair=0.000, adv=4.280, sprd=0.022]
Ep 054/80 [S3:+sens]:  51%|█ | 232/453 [01:54<01:42,  2.15it/s, loss=0.642, pair=0.000, adv=4.280, sprd=0.022]
Ep 054/80 [S3:+sens]:  51%|█ | 232/453 [01:55<01:42,  2.15it/s, loss=0.653, pair=0.000, adv=6.914, sprd=0.028]
Ep 054/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:48,  2.02it/s, loss=0.653, pair=0.000, adv=6.914, sprd=0.028]
Ep 054/80 [S3:+sens]:  51%|█ | 233/453 [01:55<01:48,  2.02it/s, loss=0.671, pair=0.002, adv=5.637, sprd=0.029]
Ep 054/80 [S3:+sens]:  52%|█ | 234/453 [01:55<01:43,  2.11it/s, loss=0.671, pair=0.002, adv=5.637, sprd=0.029]
Ep 054/80 [S3:+sens]:  52%|█ | 234/453 [01:56<01:43,  2.11it/s, loss=0.611, pair=0.003, adv=5.672, sprd=0.018]
Ep 054/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:46,  2.04it/s, loss=0.611, pair=0.003, adv=5.672, sprd=0.018]
Ep 054/80 [S3:+sens]:  52%|█ | 235/453 [01:56<01:46,  2.04it/s, loss=0.656, pair=0.002, adv=5.498, sprd=0.022]
Ep 054/80 [S3:+sens]:  52%|█ | 236/453 [01:56<01:41,  2.15it/s, loss=0.656, pair=0.002, adv=5.498, sprd=0.022]
Ep 054/80 [S3:+sens]:  52%|█ | 236/453 [01:57<01:41,  2.15it/s, loss=0.601, pair=0.002, adv=4.508, sprd=0.015]
Ep 054/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:43,  2.08it/s, loss=0.601, pair=0.002, adv=4.508, sprd=0.015]
Ep 054/80 [S3:+sens]:  52%|█ | 237/453 [01:57<01:43,  2.08it/s, loss=0.635, pair=0.003, adv=5.692, sprd=0.018]
Ep 054/80 [S3:+sens]:  53%|█ | 238/453 [01:57<01:38,  2.19it/s, loss=0.635, pair=0.003, adv=5.692, sprd=0.018]
Ep 054/80 [S3:+sens]:  53%|█ | 238/453 [01:58<01:38,  2.19it/s, loss=0.665, pair=0.005, adv=3.820, sprd=0.019]
Ep 054/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:40,  2.12it/s, loss=0.665, pair=0.005, adv=3.820, sprd=0.019]
Ep 054/80 [S3:+sens]:  53%|█ | 239/453 [01:58<01:40,  2.12it/s, loss=0.624, pair=0.007, adv=4.140, sprd=0.021]
Ep 054/80 [S3:+sens]:  53%|█ | 240/453 [01:58<01:37,  2.18it/s, loss=0.624, pair=0.007, adv=4.140, sprd=0.021]
Ep 054/80 [S3:+sens]:  53%|█ | 240/453 [01:59<01:37,  2.18it/s, loss=0.646, pair=0.006, adv=4.776, sprd=0.023]
Ep 054/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:42,  2.06it/s, loss=0.646, pair=0.006, adv=4.776, sprd=0.023]
Ep 054/80 [S3:+sens]:  53%|█ | 241/453 [01:59<01:42,  2.06it/s, loss=0.640, pair=0.007, adv=5.655, sprd=0.021]
Ep 054/80 [S3:+sens]:  53%|█ | 242/453 [01:59<01:37,  2.17it/s, loss=0.640, pair=0.007, adv=5.655, sprd=0.021]
Ep 054/80 [S3:+sens]:  53%|█ | 242/453 [02:00<01:37,  2.17it/s, loss=0.619, pair=0.009, adv=5.758, sprd=0.018]
Ep 054/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:41,  2.07it/s, loss=0.619, pair=0.009, adv=5.758, sprd=0.018]
Ep 054/80 [S3:+sens]:  54%|█ | 243/453 [02:00<01:41,  2.07it/s, loss=0.609, pair=0.005, adv=5.704, sprd=0.019]
Ep 054/80 [S3:+sens]:  54%|█ | 244/453 [02:00<01:37,  2.13it/s, loss=0.609, pair=0.005, adv=5.704, sprd=0.019]
Ep 054/80 [S3:+sens]:  54%|█ | 244/453 [02:01<01:37,  2.13it/s, loss=0.639, pair=0.003, adv=5.223, sprd=0.023]
Ep 054/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.05it/s, loss=0.639, pair=0.003, adv=5.223, sprd=0.023]
Ep 054/80 [S3:+sens]:  54%|█ | 245/453 [02:01<01:41,  2.05it/s, loss=0.639, pair=0.004, adv=6.525, sprd=0.020]
Ep 054/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:35,  2.16it/s, loss=0.639, pair=0.004, adv=6.525, sprd=0.020]
Ep 054/80 [S3:+sens]:  54%|█ | 246/453 [02:01<01:35,  2.16it/s, loss=0.604, pair=0.001, adv=5.052, sprd=0.016]
Ep 054/80 [S3:+sens]:  55%|█ | 247/453 [02:01<01:39,  2.07it/s, loss=0.604, pair=0.001, adv=5.052, sprd=0.016]
Ep 054/80 [S3:+sens]:  55%|█ | 247/453 [02:02<01:39,  2.07it/s, loss=0.641, pair=0.005, adv=6.006, sprd=0.019]
Ep 054/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:34,  2.17it/s, loss=0.641, pair=0.005, adv=6.006, sprd=0.019]
Ep 054/80 [S3:+sens]:  55%|█ | 248/453 [02:02<01:34,  2.17it/s, loss=0.588, pair=0.001, adv=4.941, sprd=0.013]
Ep 054/80 [S3:+sens]:  55%|█ | 249/453 [02:02<01:38,  2.08it/s, loss=0.588, pair=0.001, adv=4.941, sprd=0.013]
Ep 054/80 [S3:+sens]:  55%|█ | 249/453 [02:03<01:38,  2.08it/s, loss=0.588, pair=0.014, adv=5.060, sprd=0.013]
Ep 054/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:32,  2.19it/s, loss=0.588, pair=0.014, adv=5.060, sprd=0.013]
Ep 054/80 [S3:+sens]:  55%|█ | 250/453 [02:03<01:32,  2.19it/s, loss=0.632, pair=0.003, adv=3.778, sprd=0.017]
Ep 054/80 [S3:+sens]:  55%|█ | 251/453 [02:03<01:39,  2.03it/s, loss=0.632, pair=0.003, adv=3.778, sprd=0.017]
Ep 054/80 [S3:+sens]:  55%|█ | 251/453 [02:04<01:39,  2.03it/s, loss=0.648, pair=0.004, adv=5.769, sprd=0.019]
Ep 054/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:33,  2.15it/s, loss=0.648, pair=0.004, adv=5.769, sprd=0.019]
Ep 054/80 [S3:+sens]:  56%|█ | 252/453 [02:04<01:33,  2.15it/s, loss=0.640, pair=0.001, adv=4.883, sprd=0.020]
Ep 054/80 [S3:+sens]:  56%|█ | 253/453 [02:04<01:36,  2.06it/s, loss=0.640, pair=0.001, adv=4.883, sprd=0.020]
Ep 054/80 [S3:+sens]:  56%|█ | 253/453 [02:05<01:36,  2.06it/s, loss=0.638, pair=0.002, adv=5.922, sprd=0.020]
Ep 054/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:32,  2.16it/s, loss=0.638, pair=0.002, adv=5.922, sprd=0.020]
Ep 054/80 [S3:+sens]:  56%|█ | 254/453 [02:05<01:32,  2.16it/s, loss=0.629, pair=0.003, adv=6.746, sprd=0.022]
Ep 054/80 [S3:+sens]:  56%|█▏| 255/453 [02:05<01:35,  2.07it/s, loss=0.629, pair=0.003, adv=6.746, sprd=0.022]
Ep 054/80 [S3:+sens]:  56%|█▏| 255/453 [02:06<01:35,  2.07it/s, loss=0.642, pair=0.001, adv=4.210, sprd=0.021]
Ep 054/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:29,  2.19it/s, loss=0.642, pair=0.001, adv=4.210, sprd=0.021]
Ep 054/80 [S3:+sens]:  57%|█▏| 256/453 [02:06<01:29,  2.19it/s, loss=0.648, pair=0.001, adv=4.491, sprd=0.024]
Ep 054/80 [S3:+sens]:  57%|█▏| 257/453 [02:06<01:34,  2.06it/s, loss=0.648, pair=0.001, adv=4.491, sprd=0.024]
Ep 054/80 [S3:+sens]:  57%|█▏| 257/453 [02:07<01:34,  2.06it/s, loss=0.651, pair=0.000, adv=3.731, sprd=0.023]
Ep 054/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:30,  2.15it/s, loss=0.651, pair=0.000, adv=3.731, sprd=0.023]
Ep 054/80 [S3:+sens]:  57%|█▏| 258/453 [02:07<01:30,  2.15it/s, loss=0.599, pair=0.001, adv=3.989, sprd=0.014]
Ep 054/80 [S3:+sens]:  57%|█▏| 259/453 [02:07<01:34,  2.06it/s, loss=0.599, pair=0.001, adv=3.989, sprd=0.014]
Ep 054/80 [S3:+sens]:  57%|█▏| 259/453 [02:08<01:34,  2.06it/s, loss=0.610, pair=0.001, adv=4.922, sprd=0.017]
Ep 054/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:29,  2.15it/s, loss=0.610, pair=0.001, adv=4.922, sprd=0.017]
Ep 054/80 [S3:+sens]:  57%|█▏| 260/453 [02:08<01:29,  2.15it/s, loss=0.614, pair=0.000, adv=5.747, sprd=0.016]
Ep 054/80 [S3:+sens]:  58%|█▏| 261/453 [02:08<01:37,  1.98it/s, loss=0.614, pair=0.000, adv=5.747, sprd=0.016]
Ep 054/80 [S3:+sens]:  58%|█▏| 261/453 [02:09<01:37,  1.98it/s, loss=0.650, pair=0.001, adv=6.186, sprd=0.024]
Ep 054/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:33,  2.04it/s, loss=0.650, pair=0.001, adv=6.186, sprd=0.024]
Ep 054/80 [S3:+sens]:  58%|█▏| 262/453 [02:09<01:33,  2.04it/s, loss=0.638, pair=0.001, adv=4.469, sprd=0.020]
Ep 054/80 [S3:+sens]:  58%|█▏| 263/453 [02:09<01:40,  1.88it/s, loss=0.638, pair=0.001, adv=4.469, sprd=0.020]
Ep 054/80 [S3:+sens]:  58%|█▏| 263/453 [02:10<01:40,  1.88it/s, loss=0.679, pair=0.001, adv=4.810, sprd=0.029]
Ep 054/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:35,  1.97it/s, loss=0.679, pair=0.001, adv=4.810, sprd=0.029]
Ep 054/80 [S3:+sens]:  58%|█▏| 264/453 [02:10<01:35,  1.97it/s, loss=0.708, pair=0.001, adv=4.325, sprd=0.023]
Ep 054/80 [S3:+sens]:  58%|█▏| 265/453 [02:10<01:42,  1.84it/s, loss=0.708, pair=0.001, adv=4.325, sprd=0.023]
Ep 054/80 [S3:+sens]:  58%|█▏| 265/453 [02:11<01:42,  1.84it/s, loss=0.616, pair=0.000, adv=4.391, sprd=0.017]
Ep 054/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:35,  1.96it/s, loss=0.616, pair=0.000, adv=4.391, sprd=0.017]
Ep 054/80 [S3:+sens]:  59%|█▏| 266/453 [02:11<01:35,  1.96it/s, loss=0.632, pair=0.000, adv=5.272, sprd=0.020]
Ep 054/80 [S3:+sens]:  59%|█▏| 267/453 [02:11<01:41,  1.84it/s, loss=0.632, pair=0.000, adv=5.272, sprd=0.020]
Ep 054/80 [S3:+sens]:  59%|█▏| 267/453 [02:12<01:41,  1.84it/s, loss=0.633, pair=0.003, adv=5.905, sprd=0.021]
Ep 054/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:35,  1.94it/s, loss=0.633, pair=0.003, adv=5.905, sprd=0.021]
Ep 054/80 [S3:+sens]:  59%|█▏| 268/453 [02:12<01:35,  1.94it/s, loss=0.608, pair=0.007, adv=3.808, sprd=0.014]
Ep 054/80 [S3:+sens]:  59%|█▏| 269/453 [02:12<01:40,  1.84it/s, loss=0.608, pair=0.007, adv=3.808, sprd=0.014]
Ep 054/80 [S3:+sens]:  59%|█▏| 269/453 [02:13<01:40,  1.84it/s, loss=0.660, pair=0.005, adv=6.898, sprd=0.025]
Ep 054/80 [S3:+sens]:  60%|█▏| 270/453 [02:13<01:35,  1.93it/s, loss=0.660, pair=0.005, adv=6.898, sprd=0.025]
Ep 054/80 [S3:+sens]:  60%|█▏| 270/453 [02:14<01:35,  1.93it/s, loss=0.660, pair=0.005, adv=4.964, sprd=0.023]
Ep 054/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:40,  1.82it/s, loss=0.660, pair=0.005, adv=4.964, sprd=0.023]
Ep 054/80 [S3:+sens]:  60%|█▏| 271/453 [02:14<01:40,  1.82it/s, loss=0.604, pair=0.002, adv=3.968, sprd=0.015]
Ep 054/80 [S3:+sens]:  60%|█▏| 272/453 [02:14<01:33,  1.94it/s, loss=0.604, pair=0.002, adv=3.968, sprd=0.015]
Ep 054/80 [S3:+sens]:  60%|█▏| 272/453 [02:15<01:33,  1.94it/s, loss=0.642, pair=0.001, adv=5.890, sprd=0.020]
Ep 054/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:37,  1.85it/s, loss=0.642, pair=0.001, adv=5.890, sprd=0.020]
Ep 054/80 [S3:+sens]:  60%|█▏| 273/453 [02:15<01:37,  1.85it/s, loss=0.668, pair=0.000, adv=4.872, sprd=0.025]
Ep 054/80 [S3:+sens]:  60%|█▏| 274/453 [02:15<01:30,  1.97it/s, loss=0.668, pair=0.000, adv=4.872, sprd=0.025]
Ep 054/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:30,  1.97it/s, loss=0.678, pair=0.000, adv=5.572, sprd=0.031]
Ep 054/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:36,  1.85it/s, loss=0.678, pair=0.000, adv=5.572, sprd=0.031]
Ep 054/80 [S3:+sens]:  61%|█▏| 275/453 [02:16<01:36,  1.85it/s, loss=0.672, pair=0.000, adv=4.337, sprd=0.027]
Ep 054/80 [S3:+sens]:  61%|█▏| 276/453 [02:16<01:30,  1.95it/s, loss=0.672, pair=0.000, adv=4.337, sprd=0.027]
Ep 054/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:30,  1.95it/s, loss=0.614, pair=0.000, adv=6.793, sprd=0.019]
Ep 054/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:36,  1.82it/s, loss=0.614, pair=0.000, adv=6.793, sprd=0.019]
Ep 054/80 [S3:+sens]:  61%|█▏| 277/453 [02:17<01:36,  1.82it/s, loss=0.579, pair=0.000, adv=3.333, sprd=0.015]
Ep 054/80 [S3:+sens]:  61%|█▏| 278/453 [02:17<01:29,  1.96it/s, loss=0.579, pair=0.000, adv=3.333, sprd=0.015]
Ep 054/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:29,  1.96it/s, loss=0.685, pair=0.001, adv=5.517, sprd=0.016]
Ep 054/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:40,  1.73it/s, loss=0.685, pair=0.001, adv=5.517, sprd=0.016]
Ep 054/80 [S3:+sens]:  62%|█▏| 279/453 [02:18<01:40,  1.73it/s, loss=0.602, pair=0.001, adv=5.697, sprd=0.017]
Ep 054/80 [S3:+sens]:  62%|█▏| 280/453 [02:18<01:33,  1.85it/s, loss=0.602, pair=0.001, adv=5.697, sprd=0.017]
Ep 054/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:33,  1.85it/s, loss=0.652, pair=0.004, adv=5.976, sprd=0.026]
Ep 054/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:37,  1.77it/s, loss=0.652, pair=0.004, adv=5.976, sprd=0.026]
Ep 054/80 [S3:+sens]:  62%|█▏| 281/453 [02:19<01:37,  1.77it/s, loss=0.603, pair=0.000, adv=4.780, sprd=0.013]
Ep 054/80 [S3:+sens]:  62%|█▏| 282/453 [02:19<01:29,  1.91it/s, loss=0.603, pair=0.000, adv=4.780, sprd=0.013]
Ep 054/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:29,  1.91it/s, loss=0.612, pair=0.001, adv=3.437, sprd=0.018]
Ep 054/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:34,  1.80it/s, loss=0.612, pair=0.001, adv=3.437, sprd=0.018]
Ep 054/80 [S3:+sens]:  62%|█▏| 283/453 [02:20<01:34,  1.80it/s, loss=0.676, pair=0.001, adv=6.627, sprd=0.030]
Ep 054/80 [S3:+sens]:  63%|█▎| 284/453 [02:20<01:29,  1.90it/s, loss=0.676, pair=0.001, adv=6.627, sprd=0.030]
Ep 054/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:29,  1.90it/s, loss=0.617, pair=0.002, adv=5.324, sprd=0.017]
Ep 054/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:33,  1.80it/s, loss=0.617, pair=0.002, adv=5.324, sprd=0.017]
Ep 054/80 [S3:+sens]:  63%|█▎| 285/453 [02:21<01:33,  1.80it/s, loss=0.621, pair=0.002, adv=4.249, sprd=0.017]
Ep 054/80 [S3:+sens]:  63%|█▎| 286/453 [02:21<01:26,  1.93it/s, loss=0.621, pair=0.002, adv=4.249, sprd=0.017]
Ep 054/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:26,  1.93it/s, loss=0.715, pair=0.001, adv=5.028, sprd=0.030]
Ep 054/80 [S3:+sens]:  63%|█▎| 287/453 [02:22<01:32,  1.79it/s, loss=0.715, pair=0.001, adv=5.028, sprd=0.030]
Ep 054/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:32,  1.79it/s, loss=0.650, pair=0.001, adv=4.020, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:25,  1.94it/s, loss=0.650, pair=0.001, adv=4.020, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:25,  1.94it/s, loss=0.633, pair=0.001, adv=5.791, sprd=0.025]
Ep 054/80 [S3:+sens]:  64%|█▎| 289/453 [02:23<01:31,  1.79it/s, loss=0.633, pair=0.001, adv=5.791, sprd=0.025]
Ep 054/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:31,  1.79it/s, loss=0.639, pair=0.000, adv=3.388, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:24,  1.93it/s, loss=0.639, pair=0.000, adv=3.388, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:24,  1.93it/s, loss=0.599, pair=0.002, adv=4.429, sprd=0.015]
Ep 054/80 [S3:+sens]:  64%|█▎| 291/453 [02:24<01:26,  1.87it/s, loss=0.599, pair=0.002, adv=4.429, sprd=0.015]
Ep 054/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:26,  1.87it/s, loss=0.633, pair=0.000, adv=5.831, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:20,  1.99it/s, loss=0.633, pair=0.000, adv=5.831, sprd=0.020]
Ep 054/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:20,  1.99it/s, loss=0.638, pair=0.002, adv=4.203, sprd=0.015]
Ep 054/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:20,  1.99it/s, loss=0.638, pair=0.002, adv=4.203, sprd=0.015]
Ep 054/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:20,  1.99it/s, loss=0.614, pair=0.001, adv=3.443, sprd=0.019]
Ep 054/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:15,  2.10it/s, loss=0.614, pair=0.001, adv=3.443, sprd=0.019]
Ep 054/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:15,  2.10it/s, loss=0.734, pair=0.002, adv=6.024, sprd=0.028]
Ep 054/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:18,  2.01it/s, loss=0.734, pair=0.002, adv=6.024, sprd=0.028]
Ep 054/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:18,  2.01it/s, loss=0.912, pair=0.802, adv=3.784, sprd=0.021]
Ep 054/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:14,  2.10it/s, loss=0.912, pair=0.802, adv=3.784, sprd=0.021]
Ep 054/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:14,  2.10it/s, loss=0.662, pair=0.001, adv=4.996, sprd=0.013]
Ep 054/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.07it/s, loss=0.662, pair=0.001, adv=4.996, sprd=0.013]
Ep 054/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.07it/s, loss=0.653, pair=0.003, adv=4.019, sprd=0.021]
Ep 054/80 [S3:+sens]:  66%|█▎| 298/453 [02:27<01:10,  2.19it/s, loss=0.653, pair=0.003, adv=4.019, sprd=0.021]
Ep 054/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:10,  2.19it/s, loss=0.654, pair=0.000, adv=4.438, sprd=0.025]
Ep 054/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.08it/s, loss=0.654, pair=0.000, adv=4.438, sprd=0.025]
Ep 054/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.08it/s, loss=0.627, pair=0.000, adv=4.060, sprd=0.017]
Ep 054/80 [S3:+sens]:  66%|█▎| 300/453 [02:28<01:09,  2.19it/s, loss=0.627, pair=0.000, adv=4.060, sprd=0.017]
Ep 054/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:09,  2.19it/s, loss=0.609, pair=0.002, adv=4.970, sprd=0.015]
Ep 054/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.10it/s, loss=0.609, pair=0.002, adv=4.970, sprd=0.015]
Ep 054/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.10it/s, loss=0.600, pair=0.000, adv=3.555, sprd=0.011]
Ep 054/80 [S3:+sens]:  67%|█▎| 302/453 [02:29<01:07,  2.25it/s, loss=0.600, pair=0.000, adv=3.555, sprd=0.011]
Ep 054/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:07,  2.25it/s, loss=0.659, pair=0.000, adv=5.160, sprd=0.020]
Ep 054/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:14,  2.03it/s, loss=0.659, pair=0.000, adv=5.160, sprd=0.020]
Ep 054/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:14,  2.03it/s, loss=0.670, pair=0.000, adv=5.017, sprd=0.026]
Ep 054/80 [S3:+sens]:  67%|█▎| 304/453 [02:30<01:10,  2.12it/s, loss=0.670, pair=0.000, adv=5.017, sprd=0.026]
Ep 054/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:10,  2.12it/s, loss=0.616, pair=0.000, adv=4.183, sprd=0.018]
Ep 054/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.04it/s, loss=0.616, pair=0.000, adv=4.183, sprd=0.018]
Ep 054/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:12,  2.04it/s, loss=0.627, pair=0.000, adv=4.308, sprd=0.016]
Ep 054/80 [S3:+sens]:  68%|█▎| 306/453 [02:31<01:07,  2.19it/s, loss=0.627, pair=0.000, adv=4.308, sprd=0.016]
Ep 054/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:07,  2.19it/s, loss=0.650, pair=0.000, adv=3.506, sprd=0.023]
Ep 054/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.08it/s, loss=0.650, pair=0.000, adv=3.506, sprd=0.023]
Ep 054/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:10,  2.08it/s, loss=0.616, pair=0.003, adv=4.667, sprd=0.019]
Ep 054/80 [S3:+sens]:  68%|█▎| 308/453 [02:32<01:06,  2.17it/s, loss=0.616, pair=0.003, adv=4.667, sprd=0.019]
Ep 054/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:06,  2.17it/s, loss=0.618, pair=0.000, adv=4.824, sprd=0.016]
Ep 054/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:07,  2.14it/s, loss=0.618, pair=0.000, adv=4.824, sprd=0.016]
Ep 054/80 [S3:+sens]:  68%|█▎| 309/453 [02:33<01:07,  2.14it/s, loss=0.623, pair=0.000, adv=4.411, sprd=0.020]
Ep 054/80 [S3:+sens]:  68%|█▎| 310/453 [02:33<01:04,  2.20it/s, loss=0.623, pair=0.000, adv=4.411, sprd=0.020]
Ep 054/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:04,  2.20it/s, loss=0.618, pair=0.000, adv=5.889, sprd=0.020]
Ep 054/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.07it/s, loss=0.618, pair=0.000, adv=5.889, sprd=0.020]
Ep 054/80 [S3:+sens]:  69%|█▎| 311/453 [02:34<01:08,  2.07it/s, loss=0.607, pair=0.000, adv=5.277, sprd=0.017]
Ep 054/80 [S3:+sens]:  69%|█▍| 312/453 [02:34<01:04,  2.17it/s, loss=0.607, pair=0.000, adv=5.277, sprd=0.017]
Ep 054/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:04,  2.17it/s, loss=0.617, pair=0.028, adv=5.399, sprd=0.016]
Ep 054/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:06,  2.10it/s, loss=0.617, pair=0.028, adv=5.399, sprd=0.016]
Ep 054/80 [S3:+sens]:  69%|█▍| 313/453 [02:35<01:06,  2.10it/s, loss=0.628, pair=0.000, adv=5.040, sprd=0.017]
Ep 054/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:02,  2.22it/s, loss=0.628, pair=0.000, adv=5.040, sprd=0.017]
Ep 054/80 [S3:+sens]:  69%|█▍| 314/453 [02:35<01:02,  2.22it/s, loss=0.623, pair=0.002, adv=4.143, sprd=0.017]
Ep 054/80 [S3:+sens]:  70%|█▍| 315/453 [02:35<01:05,  2.12it/s, loss=0.623, pair=0.002, adv=4.143, sprd=0.017]
Ep 054/80 [S3:+sens]:  70%|█▍| 315/453 [02:36<01:05,  2.12it/s, loss=0.595, pair=0.002, adv=3.664, sprd=0.016]
Ep 054/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:02,  2.19it/s, loss=0.595, pair=0.002, adv=3.664, sprd=0.016]
Ep 054/80 [S3:+sens]:  70%|█▍| 316/453 [02:36<01:02,  2.19it/s, loss=0.653, pair=0.003, adv=3.845, sprd=0.021]
Ep 054/80 [S3:+sens]:  70%|█▍| 317/453 [02:36<01:05,  2.09it/s, loss=0.653, pair=0.003, adv=3.845, sprd=0.021]
Ep 054/80 [S3:+sens]:  70%|█▍| 317/453 [02:37<01:05,  2.09it/s, loss=0.680, pair=0.005, adv=4.790, sprd=0.029]
Ep 054/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:02,  2.15it/s, loss=0.680, pair=0.005, adv=4.790, sprd=0.029]
Ep 054/80 [S3:+sens]:  70%|█▍| 318/453 [02:37<01:02,  2.15it/s, loss=0.621, pair=0.001, adv=5.154, sprd=0.018]
Ep 054/80 [S3:+sens]:  70%|█▍| 319/453 [02:37<01:05,  2.05it/s, loss=0.621, pair=0.001, adv=5.154, sprd=0.018]
Ep 054/80 [S3:+sens]:  70%|█▍| 319/453 [02:38<01:05,  2.05it/s, loss=0.631, pair=0.000, adv=4.408, sprd=0.020]
Ep 054/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:01,  2.16it/s, loss=0.631, pair=0.000, adv=4.408, sprd=0.020]
Ep 054/80 [S3:+sens]:  71%|█▍| 320/453 [02:38<01:01,  2.16it/s, loss=0.638, pair=0.000, adv=6.118, sprd=0.021]
Ep 054/80 [S3:+sens]:  71%|█▍| 321/453 [02:38<01:03,  2.06it/s, loss=0.638, pair=0.000, adv=6.118, sprd=0.021]
Ep 054/80 [S3:+sens]:  71%|█▍| 321/453 [02:39<01:03,  2.06it/s, loss=1.395, pair=2.174, adv=5.580, sprd=0.019]
Ep 054/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:00,  2.17it/s, loss=1.395, pair=2.174, adv=5.580, sprd=0.019]
Ep 054/80 [S3:+sens]:  71%|█▍| 322/453 [02:39<01:00,  2.17it/s, loss=0.628, pair=0.000, adv=4.567, sprd=0.020]
Ep 054/80 [S3:+sens]:  71%|█▍| 323/453 [02:39<01:03,  2.06it/s, loss=0.628, pair=0.000, adv=4.567, sprd=0.020]
Ep 054/80 [S3:+sens]:  71%|█▍| 323/453 [02:40<01:03,  2.06it/s, loss=0.633, pair=0.001, adv=5.815, sprd=0.020]
Ep 054/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<00:59,  2.16it/s, loss=0.633, pair=0.001, adv=5.815, sprd=0.020]
Ep 054/80 [S3:+sens]:  72%|█▍| 324/453 [02:40<00:59,  2.16it/s, loss=0.616, pair=0.001, adv=4.203, sprd=0.019]
Ep 054/80 [S3:+sens]:  72%|█▍| 325/453 [02:40<01:02,  2.06it/s, loss=0.616, pair=0.001, adv=4.203, sprd=0.019]
Ep 054/80 [S3:+sens]:  72%|█▍| 325/453 [02:41<01:02,  2.06it/s, loss=0.627, pair=0.001, adv=4.619, sprd=0.019]
Ep 054/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<00:58,  2.17it/s, loss=0.627, pair=0.001, adv=4.619, sprd=0.019]
Ep 054/80 [S3:+sens]:  72%|█▍| 326/453 [02:41<00:58,  2.17it/s, loss=0.674, pair=0.000, adv=4.931, sprd=0.028]
Ep 054/80 [S3:+sens]:  72%|█▍| 327/453 [02:41<01:01,  2.07it/s, loss=0.674, pair=0.000, adv=4.931, sprd=0.028]
Ep 054/80 [S3:+sens]:  72%|█▍| 327/453 [02:42<01:01,  2.07it/s, loss=0.623, pair=0.001, adv=4.422, sprd=0.020]
Ep 054/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:58,  2.15it/s, loss=0.623, pair=0.001, adv=4.422, sprd=0.020]
Ep 054/80 [S3:+sens]:  72%|█▍| 328/453 [02:42<00:58,  2.15it/s, loss=0.633, pair=0.001, adv=5.230, sprd=0.021]
Ep 054/80 [S3:+sens]:  73%|█▍| 329/453 [02:42<01:00,  2.06it/s, loss=0.633, pair=0.001, adv=5.230, sprd=0.021]
Ep 054/80 [S3:+sens]:  73%|█▍| 329/453 [02:43<01:00,  2.06it/s, loss=0.644, pair=0.002, adv=3.815, sprd=0.021]
Ep 054/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:56,  2.17it/s, loss=0.644, pair=0.002, adv=3.815, sprd=0.021]
Ep 054/80 [S3:+sens]:  73%|█▍| 330/453 [02:43<00:56,  2.17it/s, loss=0.669, pair=0.002, adv=5.587, sprd=0.028]
Ep 054/80 [S3:+sens]:  73%|█▍| 331/453 [02:43<01:03,  1.91it/s, loss=0.669, pair=0.002, adv=5.587, sprd=0.028]
Ep 054/80 [S3:+sens]:  73%|█▍| 331/453 [02:44<01:03,  1.91it/s, loss=0.608, pair=0.000, adv=3.188, sprd=0.023]
Ep 054/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:59,  2.02it/s, loss=0.608, pair=0.000, adv=3.188, sprd=0.023]
Ep 054/80 [S3:+sens]:  73%|█▍| 332/453 [02:44<00:59,  2.02it/s, loss=0.661, pair=0.000, adv=5.159, sprd=0.028]
Ep 054/80 [S3:+sens]:  74%|█▍| 333/453 [02:44<01:01,  1.94it/s, loss=0.661, pair=0.000, adv=5.159, sprd=0.028]
Ep 054/80 [S3:+sens]:  74%|█▍| 333/453 [02:45<01:01,  1.94it/s, loss=0.590, pair=0.001, adv=3.920, sprd=0.014]
Ep 054/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:57,  2.07it/s, loss=0.590, pair=0.001, adv=3.920, sprd=0.014]
Ep 054/80 [S3:+sens]:  74%|█▍| 334/453 [02:45<00:57,  2.07it/s, loss=0.637, pair=0.001, adv=5.056, sprd=0.021]
Ep 054/80 [S3:+sens]:  74%|█▍| 335/453 [02:45<00:58,  2.00it/s, loss=0.637, pair=0.001, adv=5.056, sprd=0.021]
Ep 054/80 [S3:+sens]:  74%|█▍| 335/453 [02:46<00:58,  2.00it/s, loss=0.620, pair=0.001, adv=4.571, sprd=0.017]
Ep 054/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.15it/s, loss=0.620, pair=0.001, adv=4.571, sprd=0.017]
Ep 054/80 [S3:+sens]:  74%|█▍| 336/453 [02:46<00:54,  2.15it/s, loss=0.599, pair=0.002, adv=4.901, sprd=0.016]
Ep 054/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<00:56,  2.05it/s, loss=0.599, pair=0.002, adv=4.901, sprd=0.016]
Ep 054/80 [S3:+sens]:  74%|█▍| 337/453 [02:46<00:56,  2.05it/s, loss=0.650, pair=0.003, adv=3.111, sprd=0.031]
Ep 054/80 [S3:+sens]:  75%|█▍| 338/453 [02:46<00:53,  2.13it/s, loss=0.650, pair=0.003, adv=3.111, sprd=0.031]
Ep 054/80 [S3:+sens]:  75%|█▍| 338/453 [02:47<00:53,  2.13it/s, loss=0.652, pair=0.008, adv=6.227, sprd=0.021]
Ep 054/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<00:55,  2.05it/s, loss=0.652, pair=0.008, adv=6.227, sprd=0.021]
Ep 054/80 [S3:+sens]:  75%|█▍| 339/453 [02:47<00:55,  2.05it/s, loss=0.652, pair=0.006, adv=4.446, sprd=0.023]
Ep 054/80 [S3:+sens]:  75%|█▌| 340/453 [02:47<00:52,  2.14it/s, loss=0.652, pair=0.006, adv=4.446, sprd=0.023]
Ep 054/80 [S3:+sens]:  75%|█▌| 340/453 [02:48<00:52,  2.14it/s, loss=0.641, pair=0.001, adv=3.953, sprd=0.021]
Ep 054/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<00:54,  2.06it/s, loss=0.641, pair=0.001, adv=3.953, sprd=0.021]
Ep 054/80 [S3:+sens]:  75%|█▌| 341/453 [02:48<00:54,  2.06it/s, loss=0.630, pair=0.000, adv=5.537, sprd=0.018]
Ep 054/80 [S3:+sens]:  75%|█▌| 342/453 [02:48<00:50,  2.18it/s, loss=0.630, pair=0.000, adv=5.537, sprd=0.018]
Ep 054/80 [S3:+sens]:  75%|█▌| 342/453 [02:49<00:50,  2.18it/s, loss=0.687, pair=0.000, adv=4.921, sprd=0.023]
Ep 054/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<00:53,  2.07it/s, loss=0.687, pair=0.000, adv=4.921, sprd=0.023]
Ep 054/80 [S3:+sens]:  76%|█▌| 343/453 [02:49<00:53,  2.07it/s, loss=0.647, pair=0.000, adv=5.047, sprd=0.022]
Ep 054/80 [S3:+sens]:  76%|█▌| 344/453 [02:49<00:50,  2.17it/s, loss=0.647, pair=0.000, adv=5.047, sprd=0.022]
Ep 054/80 [S3:+sens]:  76%|█▌| 344/453 [02:50<00:50,  2.17it/s, loss=0.613, pair=0.000, adv=4.574, sprd=0.016]
Ep 054/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:52,  2.06it/s, loss=0.613, pair=0.000, adv=4.574, sprd=0.016]
Ep 054/80 [S3:+sens]:  76%|█▌| 345/453 [02:50<00:52,  2.06it/s, loss=0.638, pair=0.000, adv=4.973, sprd=0.024]
Ep 054/80 [S3:+sens]:  76%|█▌| 346/453 [02:50<00:50,  2.14it/s, loss=0.638, pair=0.000, adv=4.973, sprd=0.024]
Ep 054/80 [S3:+sens]:  76%|█▌| 346/453 [02:51<00:50,  2.14it/s, loss=0.618, pair=0.000, adv=5.423, sprd=0.017]
Ep 054/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:51,  2.05it/s, loss=0.618, pair=0.000, adv=5.423, sprd=0.017]
Ep 054/80 [S3:+sens]:  77%|█▌| 347/453 [02:51<00:51,  2.05it/s, loss=0.695, pair=0.001, adv=6.076, sprd=0.029]
Ep 054/80 [S3:+sens]:  77%|█▌| 348/453 [02:51<00:48,  2.15it/s, loss=0.695, pair=0.001, adv=6.076, sprd=0.029]
Ep 054/80 [S3:+sens]:  77%|█▌| 348/453 [02:52<00:48,  2.15it/s, loss=0.613, pair=0.002, adv=4.655, sprd=0.016]
Ep 054/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:50,  2.06it/s, loss=0.613, pair=0.002, adv=4.655, sprd=0.016]
Ep 054/80 [S3:+sens]:  77%|█▌| 349/453 [02:52<00:50,  2.06it/s, loss=0.636, pair=0.000, adv=5.373, sprd=0.021]
Ep 054/80 [S3:+sens]:  77%|█▌| 350/453 [02:52<00:47,  2.15it/s, loss=0.636, pair=0.000, adv=5.373, sprd=0.021]
Ep 054/80 [S3:+sens]:  77%|█▌| 350/453 [02:53<00:47,  2.15it/s, loss=0.536, pair=0.000, adv=2.850, sprd=0.015]
Ep 054/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:48,  2.09it/s, loss=0.536, pair=0.000, adv=2.850, sprd=0.015]
Ep 054/80 [S3:+sens]:  77%|█▌| 351/453 [02:53<00:48,  2.09it/s, loss=0.549, pair=0.000, adv=2.763, sprd=0.019]
Ep 054/80 [S3:+sens]:  78%|█▌| 352/453 [02:53<00:45,  2.20it/s, loss=0.549, pair=0.000, adv=2.763, sprd=0.019]
Ep 054/80 [S3:+sens]:  78%|█▌| 352/453 [02:54<00:45,  2.20it/s, loss=0.631, pair=0.000, adv=4.217, sprd=0.018]
Ep 054/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:47,  2.11it/s, loss=0.631, pair=0.000, adv=4.217, sprd=0.018]
Ep 054/80 [S3:+sens]:  78%|█▌| 353/453 [02:54<00:47,  2.11it/s, loss=0.652, pair=0.000, adv=3.942, sprd=0.026]
Ep 054/80 [S3:+sens]:  78%|█▌| 354/453 [02:54<00:45,  2.18it/s, loss=0.652, pair=0.000, adv=3.942, sprd=0.026]
Ep 054/80 [S3:+sens]:  78%|█▌| 354/453 [02:55<00:45,  2.18it/s, loss=0.629, pair=0.000, adv=4.666, sprd=0.018]
Ep 054/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:46,  2.10it/s, loss=0.629, pair=0.000, adv=4.666, sprd=0.018]
Ep 054/80 [S3:+sens]:  78%|█▌| 355/453 [02:55<00:46,  2.10it/s, loss=0.603, pair=0.000, adv=3.688, sprd=0.018]
Ep 054/80 [S3:+sens]:  79%|█▌| 356/453 [02:55<00:44,  2.18it/s, loss=0.603, pair=0.000, adv=3.688, sprd=0.018]
Ep 054/80 [S3:+sens]:  79%|█▌| 356/453 [02:55<00:44,  2.18it/s, loss=0.651, pair=0.000, adv=3.595, sprd=0.021]
Ep 054/80 [S3:+sens]:  79%|█▌| 357/453 [02:55<00:44,  2.13it/s, loss=0.651, pair=0.000, adv=3.595, sprd=0.021]
Ep 054/80 [S3:+sens]:  79%|█▌| 357/453 [02:56<00:44,  2.13it/s, loss=0.629, pair=0.000, adv=4.549, sprd=0.020]
Ep 054/80 [S3:+sens]:  79%|█▌| 358/453 [02:56<00:42,  2.21it/s, loss=0.629, pair=0.000, adv=4.549, sprd=0.020]
Ep 054/80 [S3:+sens]:  79%|█▌| 358/453 [02:56<00:42,  2.21it/s, loss=0.640, pair=0.000, adv=3.145, sprd=0.027]
Ep 054/80 [S3:+sens]:  79%|█▌| 359/453 [02:56<00:47,  1.97it/s, loss=0.640, pair=0.000, adv=3.145, sprd=0.027]
Ep 054/80 [S3:+sens]:  79%|█▌| 359/453 [02:57<00:47,  1.97it/s, loss=0.647, pair=0.000, adv=4.644, sprd=0.024]
Ep 054/80 [S3:+sens]:  79%|█▌| 360/453 [02:57<00:44,  2.07it/s, loss=0.647, pair=0.000, adv=4.644, sprd=0.024]
Ep 054/80 [S3:+sens]:  79%|█▌| 360/453 [02:58<00:44,  2.07it/s, loss=0.665, pair=0.000, adv=3.515, sprd=0.028]
Ep 054/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:48,  1.90it/s, loss=0.665, pair=0.000, adv=3.515, sprd=0.028]
Ep 054/80 [S3:+sens]:  80%|█▌| 361/453 [02:58<00:48,  1.90it/s, loss=0.648, pair=0.000, adv=3.705, sprd=0.022]
Ep 054/80 [S3:+sens]:  80%|█▌| 362/453 [02:58<00:45,  1.99it/s, loss=0.648, pair=0.000, adv=3.705, sprd=0.022]
Ep 054/80 [S3:+sens]:  80%|█▌| 362/453 [02:59<00:45,  1.99it/s, loss=0.668, pair=0.000, adv=6.194, sprd=0.027]
Ep 054/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:49,  1.83it/s, loss=0.668, pair=0.000, adv=6.194, sprd=0.027]
Ep 054/80 [S3:+sens]:  80%|█▌| 363/453 [02:59<00:49,  1.83it/s, loss=0.634, pair=0.000, adv=4.271, sprd=0.018]
Ep 054/80 [S3:+sens]:  80%|█▌| 364/453 [02:59<00:45,  1.96it/s, loss=0.634, pair=0.000, adv=4.271, sprd=0.018]
Ep 054/80 [S3:+sens]:  80%|█▌| 364/453 [03:00<00:45,  1.96it/s, loss=0.658, pair=0.001, adv=3.871, sprd=0.026]
Ep 054/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:47,  1.84it/s, loss=0.658, pair=0.001, adv=3.871, sprd=0.026]
Ep 054/80 [S3:+sens]:  81%|█▌| 365/453 [03:00<00:47,  1.84it/s, loss=0.635, pair=0.001, adv=4.302, sprd=0.021]
Ep 054/80 [S3:+sens]:  81%|█▌| 366/453 [03:00<00:44,  1.96it/s, loss=0.635, pair=0.001, adv=4.302, sprd=0.021]
Ep 054/80 [S3:+sens]:  81%|█▌| 366/453 [03:01<00:44,  1.96it/s, loss=0.623, pair=0.001, adv=4.040, sprd=0.016]
Ep 054/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:45,  1.88it/s, loss=0.623, pair=0.001, adv=4.040, sprd=0.016]
Ep 054/80 [S3:+sens]:  81%|█▌| 367/453 [03:01<00:45,  1.88it/s, loss=0.604, pair=0.002, adv=4.733, sprd=0.016]
Ep 054/80 [S3:+sens]:  81%|█▌| 368/453 [03:01<00:43,  1.98it/s, loss=0.604, pair=0.002, adv=4.733, sprd=0.016]
Ep 054/80 [S3:+sens]:  81%|█▌| 368/453 [03:02<00:43,  1.98it/s, loss=0.640, pair=0.003, adv=3.964, sprd=0.021]
Ep 054/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:45,  1.85it/s, loss=0.640, pair=0.003, adv=3.964, sprd=0.021]
Ep 054/80 [S3:+sens]:  81%|█▋| 369/453 [03:02<00:45,  1.85it/s, loss=0.590, pair=0.002, adv=4.169, sprd=0.013]
Ep 054/80 [S3:+sens]:  82%|█▋| 370/453 [03:02<00:41,  2.00it/s, loss=0.590, pair=0.002, adv=4.169, sprd=0.013]
Ep 054/80 [S3:+sens]:  82%|█▋| 370/453 [03:03<00:41,  2.00it/s, loss=0.644, pair=0.001, adv=3.464, sprd=0.022]
Ep 054/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:43,  1.89it/s, loss=0.644, pair=0.001, adv=3.464, sprd=0.022]
Ep 054/80 [S3:+sens]:  82%|█▋| 371/453 [03:03<00:43,  1.89it/s, loss=0.660, pair=0.003, adv=3.493, sprd=0.026]
Ep 054/80 [S3:+sens]:  82%|█▋| 372/453 [03:03<00:40,  1.98it/s, loss=0.660, pair=0.003, adv=3.493, sprd=0.026]
Ep 054/80 [S3:+sens]:  82%|█▋| 372/453 [03:04<00:40,  1.98it/s, loss=0.649, pair=0.003, adv=4.973, sprd=0.023]
Ep 054/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:43,  1.84it/s, loss=0.649, pair=0.003, adv=4.973, sprd=0.023]
Ep 054/80 [S3:+sens]:  82%|█▋| 373/453 [03:04<00:43,  1.84it/s, loss=0.602, pair=0.004, adv=5.253, sprd=0.014]
Ep 054/80 [S3:+sens]:  83%|█▋| 374/453 [03:04<00:40,  1.97it/s, loss=0.602, pair=0.004, adv=5.253, sprd=0.014]
Ep 054/80 [S3:+sens]:  83%|█▋| 374/453 [03:05<00:40,  1.97it/s, loss=0.634, pair=0.001, adv=4.815, sprd=0.020]
Ep 054/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:42,  1.83it/s, loss=0.634, pair=0.001, adv=4.815, sprd=0.020]
Ep 054/80 [S3:+sens]:  83%|█▋| 375/453 [03:05<00:42,  1.83it/s, loss=0.650, pair=0.000, adv=4.151, sprd=0.022]
Ep 054/80 [S3:+sens]:  83%|█▋| 376/453 [03:05<00:39,  1.96it/s, loss=0.650, pair=0.000, adv=4.151, sprd=0.022]
Ep 054/80 [S3:+sens]:  83%|█▋| 376/453 [03:06<00:39,  1.96it/s, loss=0.645, pair=0.002, adv=4.937, sprd=0.022]
Ep 054/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:41,  1.85it/s, loss=0.645, pair=0.002, adv=4.937, sprd=0.022]
Ep 054/80 [S3:+sens]:  83%|█▋| 377/453 [03:06<00:41,  1.85it/s, loss=0.627, pair=0.004, adv=4.417, sprd=0.017]
Ep 054/80 [S3:+sens]:  83%|█▋| 378/453 [03:06<00:38,  1.97it/s, loss=0.627, pair=0.004, adv=4.417, sprd=0.017]
Ep 054/80 [S3:+sens]:  83%|█▋| 378/453 [03:07<00:38,  1.97it/s, loss=0.660, pair=0.004, adv=4.689, sprd=0.023]
Ep 054/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:39,  1.86it/s, loss=0.660, pair=0.004, adv=4.689, sprd=0.023]
Ep 054/80 [S3:+sens]:  84%|█▋| 379/453 [03:07<00:39,  1.86it/s, loss=0.636, pair=0.008, adv=5.778, sprd=0.023]
Ep 054/80 [S3:+sens]:  84%|█▋| 380/453 [03:07<00:37,  1.93it/s, loss=0.636, pair=0.008, adv=5.778, sprd=0.023]
Ep 054/80 [S3:+sens]:  84%|█▋| 380/453 [03:08<00:37,  1.93it/s, loss=0.634, pair=0.060, adv=3.727, sprd=0.018]
Ep 054/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:39,  1.84it/s, loss=0.634, pair=0.060, adv=3.727, sprd=0.018]
Ep 054/80 [S3:+sens]:  84%|█▋| 381/453 [03:08<00:39,  1.84it/s, loss=0.565, pair=0.014, adv=2.813, sprd=0.017]
Ep 054/80 [S3:+sens]:  84%|█▋| 382/453 [03:08<00:35,  2.01it/s, loss=0.565, pair=0.014, adv=2.813, sprd=0.017]
Ep 054/80 [S3:+sens]:  84%|█▋| 382/453 [03:09<00:35,  2.01it/s, loss=0.640, pair=0.005, adv=4.775, sprd=0.020]
Ep 054/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:36,  1.92it/s, loss=0.640, pair=0.005, adv=4.775, sprd=0.020]
Ep 054/80 [S3:+sens]:  85%|█▋| 383/453 [03:09<00:36,  1.92it/s, loss=0.643, pair=0.001, adv=5.094, sprd=0.020]
Ep 054/80 [S3:+sens]:  85%|█▋| 384/453 [03:09<00:34,  2.01it/s, loss=0.643, pair=0.001, adv=5.094, sprd=0.020]
Ep 054/80 [S3:+sens]:  85%|█▋| 384/453 [03:10<00:34,  2.01it/s, loss=0.638, pair=0.003, adv=4.349, sprd=0.022]
Ep 054/80 [S3:+sens]:  85%|█▋| 385/453 [03:10<00:36,  1.89it/s, loss=0.638, pair=0.003, adv=4.349, sprd=0.022]
Ep 054/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:36,  1.89it/s, loss=0.612, pair=0.001, adv=3.973, sprd=0.016]
Ep 054/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:33,  1.99it/s, loss=0.612, pair=0.001, adv=3.973, sprd=0.016]
Ep 054/80 [S3:+sens]:  85%|█▋| 386/453 [03:11<00:33,  1.99it/s, loss=0.709, pair=0.000, adv=4.099, sprd=0.025]
Ep 054/80 [S3:+sens]:  85%|█▋| 387/453 [03:11<00:34,  1.89it/s, loss=0.709, pair=0.000, adv=4.099, sprd=0.025]
Ep 054/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:34,  1.89it/s, loss=0.658, pair=0.001, adv=3.811, sprd=0.025]
Ep 054/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:32,  1.99it/s, loss=0.658, pair=0.001, adv=3.811, sprd=0.025]
Ep 054/80 [S3:+sens]:  86%|█▋| 388/453 [03:12<00:32,  1.99it/s, loss=0.665, pair=0.000, adv=4.925, sprd=0.028]
Ep 054/80 [S3:+sens]:  86%|█▋| 389/453 [03:12<00:37,  1.72it/s, loss=0.665, pair=0.000, adv=4.925, sprd=0.028]
Ep 054/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:37,  1.72it/s, loss=0.625, pair=0.000, adv=5.358, sprd=0.016]
Ep 054/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:33,  1.88it/s, loss=0.625, pair=0.000, adv=5.358, sprd=0.016]
Ep 054/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:33,  1.88it/s, loss=0.648, pair=0.000, adv=3.819, sprd=0.026]
Ep 054/80 [S3:+sens]:  86%|█▋| 391/453 [03:13<00:33,  1.85it/s, loss=0.648, pair=0.000, adv=3.819, sprd=0.026]
Ep 054/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:33,  1.85it/s, loss=0.654, pair=0.001, adv=4.525, sprd=0.026]
Ep 054/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:30,  1.99it/s, loss=0.654, pair=0.001, adv=4.525, sprd=0.026]
Ep 054/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:30,  1.99it/s, loss=0.722, pair=0.000, adv=4.133, sprd=0.024]
Ep 054/80 [S3:+sens]:  87%|█▋| 393/453 [03:14<00:30,  1.98it/s, loss=0.722, pair=0.000, adv=4.133, sprd=0.024]
Ep 054/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:30,  1.98it/s, loss=0.633, pair=0.000, adv=4.296, sprd=0.021]
Ep 054/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:28,  2.09it/s, loss=0.633, pair=0.000, adv=4.296, sprd=0.021]
Ep 054/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:28,  2.09it/s, loss=0.620, pair=0.000, adv=3.692, sprd=0.020]
Ep 054/80 [S3:+sens]:  87%|█▋| 395/453 [03:15<00:28,  2.01it/s, loss=0.620, pair=0.000, adv=3.692, sprd=0.020]
Ep 054/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:28,  2.01it/s, loss=0.655, pair=0.000, adv=4.440, sprd=0.024]
Ep 054/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.11it/s, loss=0.655, pair=0.000, adv=4.440, sprd=0.024]
Ep 054/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.11it/s, loss=0.624, pair=0.001, adv=5.640, sprd=0.019]
Ep 054/80 [S3:+sens]:  88%|█▊| 397/453 [03:16<00:27,  2.06it/s, loss=0.624, pair=0.001, adv=5.640, sprd=0.019]
Ep 054/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.06it/s, loss=0.631, pair=0.000, adv=4.457, sprd=0.018]
Ep 054/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.16it/s, loss=0.631, pair=0.000, adv=4.457, sprd=0.018]
Ep 054/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.16it/s, loss=1.181, pair=1.485, adv=5.290, sprd=0.026]
Ep 054/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:26,  2.04it/s, loss=1.181, pair=1.485, adv=5.290, sprd=0.026]
Ep 054/80 [S3:+sens]:  88%|█▊| 399/453 [03:17<00:26,  2.04it/s, loss=0.645, pair=0.000, adv=3.759, sprd=0.023]
Ep 054/80 [S3:+sens]:  88%|█▊| 400/453 [03:17<00:24,  2.14it/s, loss=0.645, pair=0.000, adv=3.759, sprd=0.023]
Ep 054/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:24,  2.14it/s, loss=0.670, pair=0.003, adv=3.868, sprd=0.024]
Ep 054/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:25,  2.04it/s, loss=0.670, pair=0.003, adv=3.868, sprd=0.024]
Ep 054/80 [S3:+sens]:  89%|█▊| 401/453 [03:18<00:25,  2.04it/s, loss=0.661, pair=0.000, adv=4.180, sprd=0.026]
Ep 054/80 [S3:+sens]:  89%|█▊| 402/453 [03:18<00:23,  2.13it/s, loss=0.661, pair=0.000, adv=4.180, sprd=0.026]
Ep 054/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:23,  2.13it/s, loss=0.651, pair=0.000, adv=4.941, sprd=0.028]
Ep 054/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.02it/s, loss=0.651, pair=0.000, adv=4.941, sprd=0.028]
Ep 054/80 [S3:+sens]:  89%|█▊| 403/453 [03:19<00:24,  2.02it/s, loss=0.636, pair=0.000, adv=5.401, sprd=0.020]
Ep 054/80 [S3:+sens]:  89%|█▊| 404/453 [03:19<00:23,  2.13it/s, loss=0.636, pair=0.000, adv=5.401, sprd=0.020]
Ep 054/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:23,  2.13it/s, loss=0.663, pair=0.001, adv=3.337, sprd=0.022]
Ep 054/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.04it/s, loss=0.663, pair=0.001, adv=3.337, sprd=0.022]
Ep 054/80 [S3:+sens]:  89%|█▊| 405/453 [03:20<00:23,  2.04it/s, loss=0.665, pair=0.004, adv=4.018, sprd=0.028]
Ep 054/80 [S3:+sens]:  90%|█▊| 406/453 [03:20<00:22,  2.11it/s, loss=0.665, pair=0.004, adv=4.018, sprd=0.028]
Ep 054/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:22,  2.11it/s, loss=0.633, pair=0.002, adv=4.092, sprd=0.020]
Ep 054/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.06it/s, loss=0.633, pair=0.002, adv=4.092, sprd=0.020]
Ep 054/80 [S3:+sens]:  90%|█▊| 407/453 [03:21<00:22,  2.06it/s, loss=0.639, pair=0.000, adv=4.542, sprd=0.023]
Ep 054/80 [S3:+sens]:  90%|█▊| 408/453 [03:21<00:21,  2.14it/s, loss=0.639, pair=0.000, adv=4.542, sprd=0.023]
Ep 054/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:21,  2.14it/s, loss=0.593, pair=0.001, adv=4.959, sprd=0.015]
Ep 054/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.04it/s, loss=0.593, pair=0.001, adv=4.959, sprd=0.015]
Ep 054/80 [S3:+sens]:  90%|█▊| 409/453 [03:22<00:21,  2.04it/s, loss=0.638, pair=0.000, adv=5.187, sprd=0.022]
Ep 054/80 [S3:+sens]:  91%|█▊| 410/453 [03:22<00:20,  2.13it/s, loss=0.638, pair=0.000, adv=5.187, sprd=0.022]
Ep 054/80 [S3:+sens]:  91%|█▊| 410/453 [03:23<00:20,  2.13it/s, loss=0.702, pair=0.001, adv=4.568, sprd=0.034]
Ep 054/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.01it/s, loss=0.702, pair=0.001, adv=4.568, sprd=0.034]
Ep 054/80 [S3:+sens]:  91%|█▊| 411/453 [03:23<00:20,  2.01it/s, loss=0.614, pair=0.000, adv=5.396, sprd=0.021]
Ep 054/80 [S3:+sens]:  91%|█▊| 412/453 [03:23<00:19,  2.08it/s, loss=0.614, pair=0.000, adv=5.396, sprd=0.021]
Ep 054/80 [S3:+sens]:  91%|█▊| 412/453 [03:24<00:19,  2.08it/s, loss=0.618, pair=0.000, adv=5.257, sprd=0.016]
Ep 054/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:20,  1.94it/s, loss=0.618, pair=0.000, adv=5.257, sprd=0.016]
Ep 054/80 [S3:+sens]:  91%|█▊| 413/453 [03:24<00:20,  1.94it/s, loss=0.640, pair=0.001, adv=4.519, sprd=0.022]
Ep 054/80 [S3:+sens]:  91%|█▊| 414/453 [03:24<00:18,  2.06it/s, loss=0.640, pair=0.001, adv=4.519, sprd=0.022]
Ep 054/80 [S3:+sens]:  91%|█▊| 414/453 [03:25<00:18,  2.06it/s, loss=0.646, pair=0.000, adv=5.623, sprd=0.024]
Ep 054/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:19,  1.98it/s, loss=0.646, pair=0.000, adv=5.623, sprd=0.024]
Ep 054/80 [S3:+sens]:  92%|█▊| 415/453 [03:25<00:19,  1.98it/s, loss=0.606, pair=0.001, adv=3.818, sprd=0.015]
Ep 054/80 [S3:+sens]:  92%|█▊| 416/453 [03:25<00:17,  2.10it/s, loss=0.606, pair=0.001, adv=3.818, sprd=0.015]
Ep 054/80 [S3:+sens]:  92%|█▊| 416/453 [03:26<00:17,  2.10it/s, loss=0.574, pair=0.000, adv=2.984, sprd=0.020]
Ep 054/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.04it/s, loss=0.574, pair=0.000, adv=2.984, sprd=0.020]
Ep 054/80 [S3:+sens]:  92%|█▊| 417/453 [03:26<00:17,  2.04it/s, loss=0.577, pair=0.002, adv=6.299, sprd=0.012]
Ep 054/80 [S3:+sens]:  92%|█▊| 418/453 [03:26<00:16,  2.16it/s, loss=0.577, pair=0.002, adv=6.299, sprd=0.012]
Ep 054/80 [S3:+sens]:  92%|█▊| 418/453 [03:27<00:16,  2.16it/s, loss=0.671, pair=0.000, adv=4.797, sprd=0.024]
Ep 054/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.09it/s, loss=0.671, pair=0.000, adv=4.797, sprd=0.024]
Ep 054/80 [S3:+sens]:  92%|█▊| 419/453 [03:27<00:16,  2.09it/s, loss=0.570, pair=0.000, adv=3.189, sprd=0.016]
Ep 054/80 [S3:+sens]:  93%|█▊| 420/453 [03:27<00:15,  2.18it/s, loss=0.570, pair=0.000, adv=3.189, sprd=0.016]
Ep 054/80 [S3:+sens]:  93%|█▊| 420/453 [03:28<00:15,  2.18it/s, loss=0.635, pair=0.000, adv=4.637, sprd=0.023]
Ep 054/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.06it/s, loss=0.635, pair=0.000, adv=4.637, sprd=0.023]
Ep 054/80 [S3:+sens]:  93%|█▊| 421/453 [03:28<00:15,  2.06it/s, loss=0.604, pair=0.000, adv=4.912, sprd=0.017]
Ep 054/80 [S3:+sens]:  93%|█▊| 422/453 [03:28<00:14,  2.18it/s, loss=0.604, pair=0.000, adv=4.912, sprd=0.017]
Ep 054/80 [S3:+sens]:  93%|█▊| 422/453 [03:29<00:14,  2.18it/s, loss=0.600, pair=0.001, adv=4.282, sprd=0.016]
Ep 054/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.09it/s, loss=0.600, pair=0.001, adv=4.282, sprd=0.016]
Ep 054/80 [S3:+sens]:  93%|█▊| 423/453 [03:29<00:14,  2.09it/s, loss=0.645, pair=0.005, adv=5.488, sprd=0.019]
Ep 054/80 [S3:+sens]:  94%|█▊| 424/453 [03:29<00:13,  2.20it/s, loss=0.645, pair=0.005, adv=5.488, sprd=0.019]
Ep 054/80 [S3:+sens]:  94%|█▊| 424/453 [03:30<00:13,  2.20it/s, loss=0.636, pair=0.000, adv=4.494, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.08it/s, loss=0.636, pair=0.000, adv=4.494, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 425/453 [03:30<00:13,  2.08it/s, loss=0.627, pair=0.000, adv=5.076, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 426/453 [03:30<00:12,  2.15it/s, loss=0.627, pair=0.000, adv=5.076, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 426/453 [03:30<00:12,  2.15it/s, loss=0.659, pair=0.002, adv=4.517, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 427/453 [03:30<00:12,  2.10it/s, loss=0.659, pair=0.002, adv=4.517, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 427/453 [03:31<00:12,  2.10it/s, loss=0.671, pair=0.022, adv=5.461, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.20it/s, loss=0.671, pair=0.022, adv=5.461, sprd=0.023]
Ep 054/80 [S3:+sens]:  94%|█▉| 428/453 [03:31<00:11,  2.20it/s, loss=0.634, pair=0.001, adv=3.424, sprd=0.021]
Ep 054/80 [S3:+sens]:  95%|█▉| 429/453 [03:31<00:11,  2.07it/s, loss=0.634, pair=0.001, adv=3.424, sprd=0.021]
Ep 054/80 [S3:+sens]:  95%|█▉| 429/453 [03:32<00:11,  2.07it/s, loss=0.657, pair=0.005, adv=5.138, sprd=0.028]
Ep 054/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.12it/s, loss=0.657, pair=0.005, adv=5.138, sprd=0.028]
Ep 054/80 [S3:+sens]:  95%|█▉| 430/453 [03:32<00:10,  2.12it/s, loss=0.632, pair=0.000, adv=6.133, sprd=0.018]
Ep 054/80 [S3:+sens]:  95%|█▉| 431/453 [03:32<00:10,  2.06it/s, loss=0.632, pair=0.000, adv=6.133, sprd=0.018]
Ep 054/80 [S3:+sens]:  95%|█▉| 431/453 [03:33<00:10,  2.06it/s, loss=0.669, pair=0.002, adv=4.687, sprd=0.026]
Ep 054/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:09,  2.15it/s, loss=0.669, pair=0.002, adv=4.687, sprd=0.026]
Ep 054/80 [S3:+sens]:  95%|█▉| 432/453 [03:33<00:09,  2.15it/s, loss=0.630, pair=0.001, adv=4.603, sprd=0.020]
Ep 054/80 [S3:+sens]:  96%|█▉| 433/453 [03:33<00:09,  2.00it/s, loss=0.630, pair=0.001, adv=4.603, sprd=0.020]
Ep 054/80 [S3:+sens]:  96%|█▉| 433/453 [03:34<00:09,  2.00it/s, loss=0.635, pair=0.002, adv=3.891, sprd=0.024]
Ep 054/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:09,  2.09it/s, loss=0.635, pair=0.002, adv=3.891, sprd=0.024]
Ep 054/80 [S3:+sens]:  96%|█▉| 434/453 [03:34<00:09,  2.09it/s, loss=0.649, pair=0.000, adv=5.233, sprd=0.024]
Ep 054/80 [S3:+sens]:  96%|█▉| 435/453 [03:34<00:09,  1.99it/s, loss=0.649, pair=0.000, adv=5.233, sprd=0.024]
Ep 054/80 [S3:+sens]:  96%|█▉| 435/453 [03:35<00:09,  1.99it/s, loss=0.629, pair=0.000, adv=3.652, sprd=0.020]
Ep 054/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:08,  2.12it/s, loss=0.629, pair=0.000, adv=3.652, sprd=0.020]
Ep 054/80 [S3:+sens]:  96%|█▉| 436/453 [03:35<00:08,  2.12it/s, loss=0.593, pair=0.009, adv=3.608, sprd=0.013]
Ep 054/80 [S3:+sens]:  96%|█▉| 437/453 [03:35<00:07,  2.08it/s, loss=0.593, pair=0.009, adv=3.608, sprd=0.013]
Ep 054/80 [S3:+sens]:  96%|█▉| 437/453 [03:36<00:07,  2.08it/s, loss=0.619, pair=0.001, adv=5.361, sprd=0.016]
Ep 054/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:06,  2.19it/s, loss=0.619, pair=0.001, adv=5.361, sprd=0.016]
Ep 054/80 [S3:+sens]:  97%|█▉| 438/453 [03:36<00:06,  2.19it/s, loss=0.642, pair=0.001, adv=5.025, sprd=0.021]
Ep 054/80 [S3:+sens]:  97%|█▉| 439/453 [03:36<00:06,  2.09it/s, loss=0.642, pair=0.001, adv=5.025, sprd=0.021]
Ep 054/80 [S3:+sens]:  97%|█▉| 439/453 [03:37<00:06,  2.09it/s, loss=0.626, pair=0.000, adv=4.537, sprd=0.019]
Ep 054/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:05,  2.18it/s, loss=0.626, pair=0.000, adv=4.537, sprd=0.019]
Ep 054/80 [S3:+sens]:  97%|█▉| 440/453 [03:37<00:05,  2.18it/s, loss=0.640, pair=0.000, adv=5.000, sprd=0.023]
Ep 054/80 [S3:+sens]:  97%|█▉| 441/453 [03:37<00:06,  1.95it/s, loss=0.640, pair=0.000, adv=5.000, sprd=0.023]
Ep 054/80 [S3:+sens]:  97%|█▉| 441/453 [03:38<00:06,  1.95it/s, loss=0.629, pair=0.000, adv=4.668, sprd=0.023]
Ep 054/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.05it/s, loss=0.629, pair=0.000, adv=4.668, sprd=0.023]
Ep 054/80 [S3:+sens]:  98%|█▉| 442/453 [03:38<00:05,  2.05it/s, loss=0.615, pair=0.002, adv=4.539, sprd=0.019]
Ep 054/80 [S3:+sens]:  98%|█▉| 443/453 [03:38<00:05,  1.98it/s, loss=0.615, pair=0.002, adv=4.539, sprd=0.019]
Ep 054/80 [S3:+sens]:  98%|█▉| 443/453 [03:39<00:05,  1.98it/s, loss=0.629, pair=0.000, adv=5.936, sprd=0.016]
Ep 054/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.15it/s, loss=0.629, pair=0.000, adv=5.936, sprd=0.016]
Ep 054/80 [S3:+sens]:  98%|█▉| 444/453 [03:39<00:04,  2.15it/s, loss=0.655, pair=0.000, adv=4.984, sprd=0.017]
Ep 054/80 [S3:+sens]:  98%|█▉| 445/453 [03:39<00:03,  2.02it/s, loss=0.655, pair=0.000, adv=4.984, sprd=0.017]
Ep 054/80 [S3:+sens]:  98%|█▉| 445/453 [03:40<00:03,  2.02it/s, loss=0.616, pair=0.000, adv=4.687, sprd=0.018]
Ep 054/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.12it/s, loss=0.616, pair=0.000, adv=4.687, sprd=0.018]
Ep 054/80 [S3:+sens]:  98%|█▉| 446/453 [03:40<00:03,  2.12it/s, loss=0.676, pair=0.000, adv=5.203, sprd=0.025]
Ep 054/80 [S3:+sens]:  99%|█▉| 447/453 [03:40<00:02,  2.07it/s, loss=0.676, pair=0.000, adv=5.203, sprd=0.025]
Ep 054/80 [S3:+sens]:  99%|█▉| 447/453 [03:40<00:02,  2.07it/s, loss=0.685, pair=0.000, adv=5.891, sprd=0.028]
Ep 054/80 [S3:+sens]:  99%|█▉| 448/453 [03:40<00:02,  2.16it/s, loss=0.685, pair=0.000, adv=5.891, sprd=0.028]
Ep 054/80 [S3:+sens]:  99%|█▉| 448/453 [03:41<00:02,  2.16it/s, loss=0.654, pair=0.000, adv=4.124, sprd=0.024]
Ep 054/80 [S3:+sens]:  99%|█▉| 449/453 [03:41<00:01,  2.08it/s, loss=0.654, pair=0.000, adv=4.124, sprd=0.024]
Ep 054/80 [S3:+sens]:  99%|█▉| 449/453 [03:41<00:01,  2.08it/s, loss=0.639, pair=0.000, adv=4.397, sprd=0.023]
Ep 054/80 [S3:+sens]:  99%|█▉| 450/453 [03:41<00:01,  2.16it/s, loss=0.639, pair=0.000, adv=4.397, sprd=0.023]
Ep 054/80 [S3:+sens]:  99%|█▉| 450/453 [03:42<00:01,  2.16it/s, loss=0.653, pair=0.000, adv=5.635, sprd=0.025]
Ep 054/80 [S3:+sens]: 100%|█▉| 451/453 [03:42<00:00,  2.08it/s, loss=0.653, pair=0.000, adv=5.635, sprd=0.025]
Ep 054/80 [S3:+sens]: 100%|█▉| 451/453 [03:42<00:00,  2.08it/s, loss=0.644, pair=0.000, adv=3.663, sprd=0.022]
Ep 054/80 [S3:+sens]: 100%|█▉| 452/453 [03:42<00:00,  2.18it/s, loss=0.644, pair=0.000, adv=3.663, sprd=0.022]
Ep 054/80 [S3:+sens]: 100%|█▉| 452/453 [03:43<00:00,  2.18it/s, loss=0.694, pair=0.000, adv=3.957, sprd=0.021]
Ep 054/80 [S3:+sens]: 100%|██| 453/453 [03:43<00:00,  2.09it/s, loss=0.694, pair=0.000, adv=3.957, sprd=0.021]
                                                                                                              
Epoch 054/80 [S3:+sens]  loss=0.6413  mat=0.2680  sens=1.0481  pair=0.0132  adv=4.8505(rand=3.47)  deg=0.0061  orth=0.0012  spread=0.0211  q_mean=52.1  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.93e-05  223s

Ep 055/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 055/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.622, pair=0.000, adv=5.441, sprd=0.018]
Ep 055/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:24,  1.02it/s, loss=0.622, pair=0.000, adv=5.441, sprd=0.018]
Ep 055/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:24,  1.02it/s, loss=0.675, pair=0.000, adv=4.553, sprd=0.030]
Ep 055/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:59,  1.51it/s, loss=0.675, pair=0.000, adv=4.553, sprd=0.030]
Ep 055/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:59,  1.51it/s, loss=0.598, pair=0.001, adv=5.136, sprd=0.015]
Ep 055/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:34,  1.64it/s, loss=0.598, pair=0.001, adv=5.136, sprd=0.015]
Ep 055/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:34,  1.64it/s, loss=0.616, pair=0.003, adv=4.323, sprd=0.016]
Ep 055/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.93it/s, loss=0.616, pair=0.003, adv=4.323, sprd=0.016]
Ep 055/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.93it/s, loss=0.631, pair=0.000, adv=3.987, sprd=0.020]
Ep 055/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:54,  1.91it/s, loss=0.631, pair=0.000, adv=3.987, sprd=0.020]
Ep 055/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:54,  1.91it/s, loss=0.654, pair=0.001, adv=5.821, sprd=0.025]
Ep 055/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.03it/s, loss=0.654, pair=0.001, adv=5.821, sprd=0.025]
Ep 055/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.03it/s, loss=0.623, pair=0.001, adv=5.690, sprd=0.020]
Ep 055/80 [S3:+sens]:   2%|    | 7/453 [00:03<04:02,  1.84it/s, loss=0.623, pair=0.001, adv=5.690, sprd=0.020]
Ep 055/80 [S3:+sens]:   2%|    | 7/453 [00:04<04:02,  1.84it/s, loss=0.575, pair=0.001, adv=4.064, sprd=0.012]
Ep 055/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:49,  1.94it/s, loss=0.575, pair=0.001, adv=4.064, sprd=0.012]
Ep 055/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:49,  1.94it/s, loss=0.608, pair=0.001, adv=5.546, sprd=0.018]
Ep 055/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.79it/s, loss=0.608, pair=0.001, adv=5.546, sprd=0.018]
Ep 055/80 [S3:+sens]:   2%|    | 9/453 [00:05<04:07,  1.79it/s, loss=0.603, pair=0.001, adv=4.030, sprd=0.016]
Ep 055/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:52,  1.91it/s, loss=0.603, pair=0.001, adv=4.030, sprd=0.016]
Ep 055/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:52,  1.91it/s, loss=0.617, pair=0.002, adv=5.144, sprd=0.018]
Ep 055/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:08,  1.78it/s, loss=0.617, pair=0.002, adv=5.144, sprd=0.018]
Ep 055/80 [S3:+sens]:   2%|   | 11/453 [00:06<04:08,  1.78it/s, loss=0.593, pair=0.012, adv=4.010, sprd=0.016]
Ep 055/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:53,  1.89it/s, loss=0.593, pair=0.012, adv=4.010, sprd=0.016]
Ep 055/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:53,  1.89it/s, loss=0.647, pair=0.000, adv=4.258, sprd=0.024]
Ep 055/80 [S3:+sens]:   3%|   | 13/453 [00:07<04:07,  1.78it/s, loss=0.647, pair=0.000, adv=4.258, sprd=0.024]
Ep 055/80 [S3:+sens]:   3%|   | 13/453 [00:07<04:07,  1.78it/s, loss=0.582, pair=0.000, adv=4.257, sprd=0.012]
Ep 055/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:48,  1.92it/s, loss=0.582, pair=0.000, adv=4.257, sprd=0.012]
Ep 055/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:48,  1.92it/s, loss=0.655, pair=0.000, adv=4.470, sprd=0.026]
Ep 055/80 [S3:+sens]:   3%|   | 15/453 [00:08<04:25,  1.65it/s, loss=0.655, pair=0.000, adv=4.470, sprd=0.026]
Ep 055/80 [S3:+sens]:   3%|   | 15/453 [00:08<04:25,  1.65it/s, loss=0.684, pair=0.001, adv=6.048, sprd=0.032]
Ep 055/80 [S3:+sens]:   4%|   | 16/453 [00:08<04:04,  1.79it/s, loss=0.684, pair=0.001, adv=6.048, sprd=0.032]
Ep 055/80 [S3:+sens]:   4%|   | 16/453 [00:09<04:04,  1.79it/s, loss=0.661, pair=0.002, adv=5.165, sprd=0.027]
Ep 055/80 [S3:+sens]:   4%|   | 17/453 [00:09<04:13,  1.72it/s, loss=0.661, pair=0.002, adv=5.165, sprd=0.027]
Ep 055/80 [S3:+sens]:   4%|   | 17/453 [00:09<04:13,  1.72it/s, loss=0.595, pair=0.000, adv=3.936, sprd=0.014]
Ep 055/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:50,  1.88it/s, loss=0.595, pair=0.000, adv=3.936, sprd=0.014]
Ep 055/80 [S3:+sens]:   4%|   | 18/453 [00:10<03:50,  1.88it/s, loss=0.634, pair=0.000, adv=3.741, sprd=0.022]
Ep 055/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<04:01,  1.80it/s, loss=0.634, pair=0.000, adv=3.741, sprd=0.022]
Ep 055/80 [S3:+sens]:   4%|▏  | 19/453 [00:11<04:01,  1.80it/s, loss=0.634, pair=0.003, adv=4.410, sprd=0.021]
Ep 055/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:45,  1.92it/s, loss=0.634, pair=0.003, adv=4.410, sprd=0.021]
Ep 055/80 [S3:+sens]:   4%|▏  | 20/453 [00:11<03:45,  1.92it/s, loss=0.663, pair=0.000, adv=5.435, sprd=0.028]
Ep 055/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:59,  1.81it/s, loss=0.663, pair=0.000, adv=5.435, sprd=0.028]
Ep 055/80 [S3:+sens]:   5%|▏  | 21/453 [00:12<03:59,  1.81it/s, loss=1.467, pair=2.324, adv=4.239, sprd=0.017]
Ep 055/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:38,  1.97it/s, loss=1.467, pair=2.324, adv=4.239, sprd=0.017]
Ep 055/80 [S3:+sens]:   5%|▏  | 22/453 [00:12<03:38,  1.97it/s, loss=0.592, pair=0.000, adv=3.208, sprd=0.019]
Ep 055/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:51,  1.86it/s, loss=0.592, pair=0.000, adv=3.208, sprd=0.019]
Ep 055/80 [S3:+sens]:   5%|▏  | 23/453 [00:13<03:51,  1.86it/s, loss=0.614, pair=0.000, adv=5.167, sprd=0.019]
Ep 055/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:40,  1.95it/s, loss=0.614, pair=0.000, adv=5.167, sprd=0.019]
Ep 055/80 [S3:+sens]:   5%|▏  | 24/453 [00:13<03:40,  1.95it/s, loss=0.606, pair=0.000, adv=3.479, sprd=0.015]
Ep 055/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:50,  1.85it/s, loss=0.606, pair=0.000, adv=3.479, sprd=0.015]
Ep 055/80 [S3:+sens]:   6%|▏  | 25/453 [00:14<03:50,  1.85it/s, loss=0.634, pair=0.000, adv=3.887, sprd=0.021]
Ep 055/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:37,  1.96it/s, loss=0.634, pair=0.000, adv=3.887, sprd=0.021]
Ep 055/80 [S3:+sens]:   6%|▏  | 26/453 [00:14<03:37,  1.96it/s, loss=0.643, pair=0.001, adv=4.963, sprd=0.019]
Ep 055/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:48,  1.86it/s, loss=0.643, pair=0.001, adv=4.963, sprd=0.019]
Ep 055/80 [S3:+sens]:   6%|▏  | 27/453 [00:15<03:48,  1.86it/s, loss=0.647, pair=0.000, adv=4.722, sprd=0.022]
Ep 055/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:35,  1.97it/s, loss=0.647, pair=0.000, adv=4.722, sprd=0.022]
Ep 055/80 [S3:+sens]:   6%|▏  | 28/453 [00:15<03:35,  1.97it/s, loss=0.631, pair=0.003, adv=4.841, sprd=0.016]
Ep 055/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:44,  1.89it/s, loss=0.631, pair=0.003, adv=4.841, sprd=0.016]
Ep 055/80 [S3:+sens]:   6%|▏  | 29/453 [00:16<03:44,  1.89it/s, loss=0.661, pair=0.002, adv=5.048, sprd=0.025]
Ep 055/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:32,  1.99it/s, loss=0.661, pair=0.002, adv=5.048, sprd=0.025]
Ep 055/80 [S3:+sens]:   7%|▏  | 30/453 [00:16<03:32,  1.99it/s, loss=0.678, pair=0.001, adv=4.826, sprd=0.034]
Ep 055/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:52,  1.81it/s, loss=0.678, pair=0.001, adv=4.826, sprd=0.034]
Ep 055/80 [S3:+sens]:   7%|▏  | 31/453 [00:17<03:52,  1.81it/s, loss=0.676, pair=0.001, adv=4.528, sprd=0.028]
Ep 055/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:38,  1.93it/s, loss=0.676, pair=0.001, adv=4.528, sprd=0.028]
Ep 055/80 [S3:+sens]:   7%|▏  | 32/453 [00:17<03:38,  1.93it/s, loss=0.640, pair=0.000, adv=4.810, sprd=0.025]
Ep 055/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:54,  1.79it/s, loss=0.640, pair=0.000, adv=4.810, sprd=0.025]
Ep 055/80 [S3:+sens]:   7%|▏  | 33/453 [00:18<03:54,  1.79it/s, loss=0.631, pair=0.001, adv=5.582, sprd=0.020]
Ep 055/80 [S3:+sens]:   8%|▏  | 34/453 [00:18<03:39,  1.91it/s, loss=0.631, pair=0.001, adv=5.582, sprd=0.020]
Ep 055/80 [S3:+sens]:   8%|▏  | 34/453 [00:19<03:39,  1.91it/s, loss=0.690, pair=0.001, adv=6.207, sprd=0.031]
Ep 055/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:54,  1.78it/s, loss=0.690, pair=0.001, adv=6.207, sprd=0.031]
Ep 055/80 [S3:+sens]:   8%|▏  | 35/453 [00:19<03:54,  1.78it/s, loss=0.676, pair=0.002, adv=5.457, sprd=0.033]
Ep 055/80 [S3:+sens]:   8%|▏  | 36/453 [00:19<03:40,  1.89it/s, loss=0.676, pair=0.002, adv=5.457, sprd=0.033]
Ep 055/80 [S3:+sens]:   8%|▏  | 36/453 [00:20<03:40,  1.89it/s, loss=0.672, pair=0.003, adv=4.368, sprd=0.027]
Ep 055/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:42,  1.87it/s, loss=0.672, pair=0.003, adv=4.368, sprd=0.027]
Ep 055/80 [S3:+sens]:   8%|▏  | 37/453 [00:20<03:42,  1.87it/s, loss=0.668, pair=0.000, adv=4.819, sprd=0.026]
Ep 055/80 [S3:+sens]:   8%|▎  | 38/453 [00:20<03:27,  2.00it/s, loss=0.668, pair=0.000, adv=4.819, sprd=0.026]
Ep 055/80 [S3:+sens]:   8%|▎  | 38/453 [00:21<03:27,  2.00it/s, loss=0.652, pair=0.000, adv=5.793, sprd=0.024]
Ep 055/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<03:36,  1.91it/s, loss=0.652, pair=0.000, adv=5.793, sprd=0.024]
Ep 055/80 [S3:+sens]:   9%|▎  | 39/453 [00:21<03:36,  1.91it/s, loss=0.610, pair=0.000, adv=4.985, sprd=0.016]
Ep 055/80 [S3:+sens]:   9%|▎  | 40/453 [00:21<03:22,  2.04it/s, loss=0.610, pair=0.000, adv=4.985, sprd=0.016]
Ep 055/80 [S3:+sens]:   9%|▎  | 40/453 [00:22<03:22,  2.04it/s, loss=0.630, pair=0.002, adv=3.818, sprd=0.023]
Ep 055/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:29,  1.97it/s, loss=0.630, pair=0.002, adv=3.818, sprd=0.023]
Ep 055/80 [S3:+sens]:   9%|▎  | 41/453 [00:22<03:29,  1.97it/s, loss=0.630, pair=0.000, adv=6.094, sprd=0.022]
Ep 055/80 [S3:+sens]:   9%|▎  | 42/453 [00:22<03:18,  2.07it/s, loss=0.630, pair=0.000, adv=6.094, sprd=0.022]
Ep 055/80 [S3:+sens]:   9%|▎  | 42/453 [00:23<03:18,  2.07it/s, loss=0.653, pair=0.001, adv=5.389, sprd=0.024]
Ep 055/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:27,  1.97it/s, loss=0.653, pair=0.001, adv=5.389, sprd=0.024]
Ep 055/80 [S3:+sens]:   9%|▎  | 43/453 [00:23<03:27,  1.97it/s, loss=0.619, pair=0.000, adv=4.520, sprd=0.019]
Ep 055/80 [S3:+sens]:  10%|▎  | 44/453 [00:23<03:14,  2.11it/s, loss=0.619, pair=0.000, adv=4.520, sprd=0.019]
Ep 055/80 [S3:+sens]:  10%|▎  | 44/453 [00:24<03:14,  2.11it/s, loss=0.654, pair=0.001, adv=4.528, sprd=0.025]
Ep 055/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:32,  1.92it/s, loss=0.654, pair=0.001, adv=4.528, sprd=0.025]
Ep 055/80 [S3:+sens]:  10%|▎  | 45/453 [00:24<03:32,  1.92it/s, loss=0.646, pair=0.000, adv=4.824, sprd=0.020]
Ep 055/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:17,  2.06it/s, loss=0.646, pair=0.000, adv=4.824, sprd=0.020]
Ep 055/80 [S3:+sens]:  10%|▎  | 46/453 [00:24<03:17,  2.06it/s, loss=0.639, pair=0.000, adv=4.272, sprd=0.020]
Ep 055/80 [S3:+sens]:  10%|▎  | 47/453 [00:24<03:21,  2.02it/s, loss=0.639, pair=0.000, adv=4.272, sprd=0.020]
Ep 055/80 [S3:+sens]:  10%|▎  | 47/453 [00:25<03:21,  2.02it/s, loss=0.643, pair=0.000, adv=5.563, sprd=0.024]
Ep 055/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:11,  2.11it/s, loss=0.643, pair=0.000, adv=5.563, sprd=0.024]
Ep 055/80 [S3:+sens]:  11%|▎  | 48/453 [00:25<03:11,  2.11it/s, loss=0.662, pair=0.000, adv=4.574, sprd=0.024]
Ep 055/80 [S3:+sens]:  11%|▎  | 49/453 [00:25<03:18,  2.04it/s, loss=0.662, pair=0.000, adv=4.574, sprd=0.024]
Ep 055/80 [S3:+sens]:  11%|▎  | 49/453 [00:26<03:18,  2.04it/s, loss=0.661, pair=0.000, adv=3.435, sprd=0.023]
Ep 055/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:07,  2.15it/s, loss=0.661, pair=0.000, adv=3.435, sprd=0.023]
Ep 055/80 [S3:+sens]:  11%|▎  | 50/453 [00:26<03:07,  2.15it/s, loss=0.596, pair=0.000, adv=4.062, sprd=0.016]
Ep 055/80 [S3:+sens]:  11%|▎  | 51/453 [00:26<03:17,  2.04it/s, loss=0.596, pair=0.000, adv=4.062, sprd=0.016]
Ep 055/80 [S3:+sens]:  11%|▎  | 51/453 [00:27<03:17,  2.04it/s, loss=0.708, pair=0.001, adv=4.521, sprd=0.035]
Ep 055/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:10,  2.11it/s, loss=0.708, pair=0.001, adv=4.521, sprd=0.035]
Ep 055/80 [S3:+sens]:  11%|▎  | 52/453 [00:27<03:10,  2.11it/s, loss=0.614, pair=0.001, adv=4.461, sprd=0.015]
Ep 055/80 [S3:+sens]:  12%|▎  | 53/453 [00:27<03:15,  2.05it/s, loss=0.614, pair=0.001, adv=4.461, sprd=0.015]
Ep 055/80 [S3:+sens]:  12%|▎  | 53/453 [00:28<03:15,  2.05it/s, loss=0.673, pair=0.002, adv=5.643, sprd=0.028]
Ep 055/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:07,  2.13it/s, loss=0.673, pair=0.002, adv=5.643, sprd=0.028]
Ep 055/80 [S3:+sens]:  12%|▎  | 54/453 [00:28<03:07,  2.13it/s, loss=0.663, pair=0.003, adv=6.089, sprd=0.024]
Ep 055/80 [S3:+sens]:  12%|▎  | 55/453 [00:28<03:12,  2.07it/s, loss=0.663, pair=0.003, adv=6.089, sprd=0.024]
Ep 055/80 [S3:+sens]:  12%|▎  | 55/453 [00:29<03:12,  2.07it/s, loss=0.625, pair=0.001, adv=4.479, sprd=0.019]
Ep 055/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:01,  2.18it/s, loss=0.625, pair=0.001, adv=4.479, sprd=0.019]
Ep 055/80 [S3:+sens]:  12%|▎  | 56/453 [00:29<03:01,  2.18it/s, loss=0.677, pair=0.001, adv=6.349, sprd=0.025]
Ep 055/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:09,  2.09it/s, loss=0.677, pair=0.001, adv=6.349, sprd=0.025]
Ep 055/80 [S3:+sens]:  13%|▍  | 57/453 [00:30<03:09,  2.09it/s, loss=0.662, pair=0.007, adv=5.640, sprd=0.028]
Ep 055/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:03,  2.15it/s, loss=0.662, pair=0.007, adv=5.640, sprd=0.028]
Ep 055/80 [S3:+sens]:  13%|▍  | 58/453 [00:30<03:03,  2.15it/s, loss=0.603, pair=0.005, adv=4.306, sprd=0.019]
Ep 055/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:12,  2.05it/s, loss=0.603, pair=0.005, adv=4.306, sprd=0.019]
Ep 055/80 [S3:+sens]:  13%|▍  | 59/453 [00:31<03:12,  2.05it/s, loss=0.651, pair=0.005, adv=3.961, sprd=0.020]
Ep 055/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:03,  2.15it/s, loss=0.651, pair=0.005, adv=3.961, sprd=0.020]
Ep 055/80 [S3:+sens]:  13%|▍  | 60/453 [00:31<03:03,  2.15it/s, loss=0.652, pair=0.007, adv=4.583, sprd=0.019]
Ep 055/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:08,  2.08it/s, loss=0.652, pair=0.007, adv=4.583, sprd=0.019]
Ep 055/80 [S3:+sens]:  13%|▍  | 61/453 [00:32<03:08,  2.08it/s, loss=0.662, pair=0.003, adv=5.183, sprd=0.024]
Ep 055/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.662, pair=0.003, adv=5.183, sprd=0.024]
Ep 055/80 [S3:+sens]:  14%|▍  | 62/453 [00:32<03:00,  2.16it/s, loss=0.596, pair=0.008, adv=6.251, sprd=0.014]
Ep 055/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:09,  2.06it/s, loss=0.596, pair=0.008, adv=6.251, sprd=0.014]
Ep 055/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:09,  2.06it/s, loss=0.597, pair=0.001, adv=4.824, sprd=0.013]
Ep 055/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<02:57,  2.19it/s, loss=0.597, pair=0.001, adv=4.824, sprd=0.013]
Ep 055/80 [S3:+sens]:  14%|▍  | 64/453 [00:33<02:57,  2.19it/s, loss=0.606, pair=0.001, adv=5.939, sprd=0.016]
Ep 055/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:04,  2.11it/s, loss=0.606, pair=0.001, adv=5.939, sprd=0.016]
Ep 055/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:04,  2.11it/s, loss=0.612, pair=0.001, adv=4.388, sprd=0.018]
Ep 055/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<02:58,  2.17it/s, loss=0.612, pair=0.001, adv=4.388, sprd=0.018]
Ep 055/80 [S3:+sens]:  15%|▍  | 66/453 [00:34<02:58,  2.17it/s, loss=0.643, pair=0.001, adv=5.005, sprd=0.020]
Ep 055/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:02,  2.12it/s, loss=0.643, pair=0.001, adv=5.005, sprd=0.020]
Ep 055/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:02,  2.12it/s, loss=0.590, pair=0.002, adv=3.568, sprd=0.014]
Ep 055/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<02:53,  2.21it/s, loss=0.590, pair=0.002, adv=3.568, sprd=0.014]
Ep 055/80 [S3:+sens]:  15%|▍  | 68/453 [00:35<02:53,  2.21it/s, loss=0.664, pair=0.002, adv=4.512, sprd=0.029]
Ep 055/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:14,  1.97it/s, loss=0.664, pair=0.002, adv=4.512, sprd=0.029]
Ep 055/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:14,  1.97it/s, loss=0.634, pair=0.003, adv=4.974, sprd=0.023]
Ep 055/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:06,  2.06it/s, loss=0.634, pair=0.003, adv=4.974, sprd=0.023]
Ep 055/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<03:06,  2.06it/s, loss=0.663, pair=0.003, adv=5.064, sprd=0.025]
Ep 055/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:12,  1.98it/s, loss=0.663, pair=0.003, adv=5.064, sprd=0.025]
Ep 055/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:12,  1.98it/s, loss=0.631, pair=0.002, adv=5.697, sprd=0.019]
Ep 055/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:01,  2.10it/s, loss=0.631, pair=0.002, adv=5.697, sprd=0.019]
Ep 055/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<03:01,  2.10it/s, loss=0.647, pair=0.004, adv=6.136, sprd=0.020]
Ep 055/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:05,  2.05it/s, loss=0.647, pair=0.004, adv=6.136, sprd=0.020]
Ep 055/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:05,  2.05it/s, loss=0.642, pair=0.004, adv=5.048, sprd=0.021]
Ep 055/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<02:56,  2.15it/s, loss=0.642, pair=0.004, adv=5.048, sprd=0.021]
Ep 055/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<02:56,  2.15it/s, loss=0.654, pair=0.000, adv=5.562, sprd=0.024]
Ep 055/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:03,  2.06it/s, loss=0.654, pair=0.000, adv=5.562, sprd=0.024]
Ep 055/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:03,  2.06it/s, loss=0.642, pair=0.007, adv=3.835, sprd=0.018]
Ep 055/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<02:50,  2.21it/s, loss=0.642, pair=0.007, adv=3.835, sprd=0.018]
Ep 055/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<02:50,  2.21it/s, loss=0.615, pair=0.000, adv=5.157, sprd=0.017]
Ep 055/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.11it/s, loss=0.615, pair=0.000, adv=5.157, sprd=0.017]
Ep 055/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<02:58,  2.11it/s, loss=0.701, pair=0.000, adv=5.757, sprd=0.034]
Ep 055/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<02:53,  2.17it/s, loss=0.701, pair=0.000, adv=5.757, sprd=0.034]
Ep 055/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<02:53,  2.17it/s, loss=0.694, pair=0.000, adv=4.601, sprd=0.021]
Ep 055/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:58,  2.09it/s, loss=0.694, pair=0.000, adv=4.601, sprd=0.021]
Ep 055/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<02:58,  2.09it/s, loss=0.632, pair=0.001, adv=5.516, sprd=0.021]
Ep 055/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:51,  2.17it/s, loss=0.632, pair=0.001, adv=5.516, sprd=0.021]
Ep 055/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<02:51,  2.17it/s, loss=0.622, pair=0.001, adv=5.974, sprd=0.018]
Ep 055/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:55,  2.11it/s, loss=0.622, pair=0.001, adv=5.974, sprd=0.018]
Ep 055/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<02:55,  2.11it/s, loss=0.644, pair=0.001, adv=5.774, sprd=0.020]
Ep 055/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:47,  2.22it/s, loss=0.644, pair=0.001, adv=5.774, sprd=0.020]
Ep 055/80 [S3:+sens]:  18%|▌  | 82/453 [00:42<02:47,  2.22it/s, loss=1.385, pair=2.062, adv=7.750, sprd=0.026]
Ep 055/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:56,  2.10it/s, loss=1.385, pair=2.062, adv=7.750, sprd=0.026]
Ep 055/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<02:56,  2.10it/s, loss=0.597, pair=0.000, adv=5.210, sprd=0.015]
Ep 055/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:47,  2.20it/s, loss=0.597, pair=0.000, adv=5.210, sprd=0.015]
Ep 055/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<02:47,  2.20it/s, loss=0.623, pair=0.003, adv=4.299, sprd=0.018]
Ep 055/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<02:54,  2.11it/s, loss=0.623, pair=0.003, adv=4.299, sprd=0.018]
Ep 055/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<02:54,  2.11it/s, loss=0.580, pair=0.003, adv=3.771, sprd=0.012]
Ep 055/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:45,  2.22it/s, loss=0.580, pair=0.003, adv=3.771, sprd=0.012]
Ep 055/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:45,  2.22it/s, loss=0.598, pair=0.000, adv=5.364, sprd=0.016]
Ep 055/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:56,  2.08it/s, loss=0.598, pair=0.000, adv=5.364, sprd=0.016]
Ep 055/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:56,  2.08it/s, loss=0.638, pair=0.000, adv=5.292, sprd=0.018]
Ep 055/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:46,  2.20it/s, loss=0.638, pair=0.000, adv=5.292, sprd=0.018]
Ep 055/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:46,  2.20it/s, loss=0.648, pair=0.000, adv=5.250, sprd=0.020]
Ep 055/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:53,  2.09it/s, loss=0.648, pair=0.000, adv=5.250, sprd=0.020]
Ep 055/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:53,  2.09it/s, loss=0.621, pair=0.001, adv=4.728, sprd=0.015]
Ep 055/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:44,  2.20it/s, loss=0.621, pair=0.001, adv=4.728, sprd=0.015]
Ep 055/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:44,  2.20it/s, loss=0.638, pair=0.002, adv=5.398, sprd=0.016]
Ep 055/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:49,  2.13it/s, loss=0.638, pair=0.002, adv=5.398, sprd=0.016]
Ep 055/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:49,  2.13it/s, loss=0.756, pair=0.272, adv=4.891, sprd=0.025]
Ep 055/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:43,  2.21it/s, loss=0.756, pair=0.272, adv=4.891, sprd=0.025]
Ep 055/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:43,  2.21it/s, loss=0.682, pair=0.002, adv=5.819, sprd=0.030]
Ep 055/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:50,  2.11it/s, loss=0.682, pair=0.002, adv=5.819, sprd=0.030]
Ep 055/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:50,  2.11it/s, loss=0.606, pair=0.002, adv=4.741, sprd=0.020]
Ep 055/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.18it/s, loss=0.606, pair=0.002, adv=4.741, sprd=0.020]
Ep 055/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.18it/s, loss=0.621, pair=0.003, adv=4.885, sprd=0.018]
Ep 055/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:49,  2.11it/s, loss=0.621, pair=0.003, adv=4.885, sprd=0.018]
Ep 055/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:49,  2.11it/s, loss=0.640, pair=0.002, adv=4.080, sprd=0.020]
Ep 055/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:40,  2.22it/s, loss=0.640, pair=0.002, adv=4.080, sprd=0.020]
Ep 055/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:40,  2.22it/s, loss=0.700, pair=0.018, adv=4.149, sprd=0.021]
Ep 055/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:58,  1.99it/s, loss=0.700, pair=0.018, adv=4.149, sprd=0.021]
Ep 055/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:58,  1.99it/s, loss=1.250, pair=1.843, adv=7.073, sprd=0.017]
Ep 055/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:48,  2.11it/s, loss=1.250, pair=1.843, adv=7.073, sprd=0.017]
Ep 055/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:48,  2.11it/s, loss=0.681, pair=0.000, adv=6.769, sprd=0.028]
Ep 055/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:55,  2.02it/s, loss=0.681, pair=0.000, adv=6.769, sprd=0.028]
Ep 055/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:55,  2.02it/s, loss=0.645, pair=0.000, adv=5.636, sprd=0.023]
Ep 055/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:46,  2.12it/s, loss=0.645, pair=0.000, adv=5.636, sprd=0.023]
Ep 055/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:46,  2.12it/s, loss=0.620, pair=0.000, adv=4.850, sprd=0.020]
Ep 055/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:52,  2.04it/s, loss=0.620, pair=0.000, adv=4.850, sprd=0.020]
Ep 055/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:52,  2.04it/s, loss=0.645, pair=0.001, adv=5.808, sprd=0.024]
Ep 055/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:45,  2.12it/s, loss=0.645, pair=0.001, adv=5.808, sprd=0.024]
Ep 055/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:45,  2.12it/s, loss=0.600, pair=0.000, adv=4.518, sprd=0.018]
Ep 055/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.01it/s, loss=0.600, pair=0.000, adv=4.518, sprd=0.018]
Ep 055/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:53,  2.01it/s, loss=0.658, pair=0.000, adv=6.157, sprd=0.027]
Ep 055/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:46,  2.09it/s, loss=0.658, pair=0.000, adv=6.157, sprd=0.027]
Ep 055/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:46,  2.09it/s, loss=0.658, pair=0.003, adv=5.082, sprd=0.022]
Ep 055/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<03:02,  1.90it/s, loss=0.658, pair=0.003, adv=5.082, sprd=0.022]
Ep 055/80 [S3:+sens]:  23%|▍ | 105/453 [00:53<03:02,  1.90it/s, loss=0.617, pair=0.000, adv=4.807, sprd=0.021]
Ep 055/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.617, pair=0.000, adv=4.807, sprd=0.021]
Ep 055/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:54,  1.99it/s, loss=0.618, pair=0.000, adv=4.028, sprd=0.018]
Ep 055/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<03:04,  1.87it/s, loss=0.618, pair=0.000, adv=4.028, sprd=0.018]
Ep 055/80 [S3:+sens]:  24%|▍ | 107/453 [00:54<03:04,  1.87it/s, loss=0.643, pair=0.000, adv=3.963, sprd=0.020]
Ep 055/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:52,  2.00it/s, loss=0.643, pair=0.000, adv=3.963, sprd=0.020]
Ep 055/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:52,  2.00it/s, loss=0.683, pair=0.000, adv=5.712, sprd=0.031]
Ep 055/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<03:09,  1.82it/s, loss=0.683, pair=0.000, adv=5.712, sprd=0.031]
Ep 055/80 [S3:+sens]:  24%|▍ | 109/453 [00:55<03:09,  1.82it/s, loss=0.635, pair=0.000, adv=5.556, sprd=0.020]
Ep 055/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:57,  1.93it/s, loss=0.635, pair=0.000, adv=5.556, sprd=0.020]
Ep 055/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:57,  1.93it/s, loss=0.661, pair=0.000, adv=6.116, sprd=0.024]
Ep 055/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<03:07,  1.82it/s, loss=0.661, pair=0.000, adv=6.116, sprd=0.024]
Ep 055/80 [S3:+sens]:  25%|▍ | 111/453 [00:56<03:07,  1.82it/s, loss=0.632, pair=0.000, adv=6.046, sprd=0.017]
Ep 055/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:55,  1.95it/s, loss=0.632, pair=0.000, adv=6.046, sprd=0.017]
Ep 055/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:55,  1.95it/s, loss=0.635, pair=0.000, adv=4.920, sprd=0.021]
Ep 055/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<03:06,  1.83it/s, loss=0.635, pair=0.000, adv=4.920, sprd=0.021]
Ep 055/80 [S3:+sens]:  25%|▍ | 113/453 [00:57<03:06,  1.83it/s, loss=0.651, pair=0.000, adv=4.633, sprd=0.024]
Ep 055/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:54,  1.94it/s, loss=0.651, pair=0.000, adv=4.633, sprd=0.024]
Ep 055/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:54,  1.94it/s, loss=0.651, pair=0.000, adv=5.219, sprd=0.022]
Ep 055/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<03:06,  1.81it/s, loss=0.651, pair=0.000, adv=5.219, sprd=0.022]
Ep 055/80 [S3:+sens]:  25%|▌ | 115/453 [00:58<03:06,  1.81it/s, loss=0.613, pair=0.000, adv=5.730, sprd=0.021]
Ep 055/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:57,  1.89it/s, loss=0.613, pair=0.000, adv=5.730, sprd=0.021]
Ep 055/80 [S3:+sens]:  26%|▌ | 116/453 [00:59<02:57,  1.89it/s, loss=0.644, pair=0.000, adv=5.773, sprd=0.022]
Ep 055/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:08,  1.78it/s, loss=0.644, pair=0.000, adv=5.773, sprd=0.022]
Ep 055/80 [S3:+sens]:  26%|▌ | 117/453 [00:59<03:08,  1.78it/s, loss=0.621, pair=0.000, adv=3.321, sprd=0.020]
Ep 055/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:53,  1.94it/s, loss=0.621, pair=0.000, adv=3.321, sprd=0.020]
Ep 055/80 [S3:+sens]:  26%|▌ | 118/453 [01:00<02:53,  1.94it/s, loss=0.588, pair=0.000, adv=4.455, sprd=0.014]
Ep 055/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<03:04,  1.81it/s, loss=0.588, pair=0.000, adv=4.455, sprd=0.014]
Ep 055/80 [S3:+sens]:  26%|▌ | 119/453 [01:00<03:04,  1.81it/s, loss=0.618, pair=0.000, adv=4.469, sprd=0.019]
Ep 055/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:52,  1.93it/s, loss=0.618, pair=0.000, adv=4.469, sprd=0.019]
Ep 055/80 [S3:+sens]:  26%|▌ | 120/453 [01:01<02:52,  1.93it/s, loss=0.647, pair=0.000, adv=4.787, sprd=0.024]
Ep 055/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:06,  1.78it/s, loss=0.647, pair=0.000, adv=4.787, sprd=0.024]
Ep 055/80 [S3:+sens]:  27%|▌ | 121/453 [01:01<03:06,  1.78it/s, loss=0.628, pair=0.000, adv=5.467, sprd=0.019]
Ep 055/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:53,  1.91it/s, loss=0.628, pair=0.000, adv=5.467, sprd=0.019]
Ep 055/80 [S3:+sens]:  27%|▌ | 122/453 [01:02<02:53,  1.91it/s, loss=0.658, pair=0.000, adv=6.919, sprd=0.026]
Ep 055/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:03,  1.80it/s, loss=0.658, pair=0.000, adv=6.919, sprd=0.026]
Ep 055/80 [S3:+sens]:  27%|▌ | 123/453 [01:02<03:03,  1.80it/s, loss=0.612, pair=0.000, adv=6.084, sprd=0.014]
Ep 055/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:48,  1.95it/s, loss=0.612, pair=0.000, adv=6.084, sprd=0.014]
Ep 055/80 [S3:+sens]:  27%|▌ | 124/453 [01:03<02:48,  1.95it/s, loss=0.579, pair=0.001, adv=5.014, sprd=0.014]
Ep 055/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:14,  1.69it/s, loss=0.579, pair=0.001, adv=5.014, sprd=0.014]
Ep 055/80 [S3:+sens]:  28%|▌ | 125/453 [01:03<03:14,  1.69it/s, loss=0.655, pair=0.000, adv=6.014, sprd=0.024]
Ep 055/80 [S3:+sens]:  28%|▌ | 126/453 [01:03<02:59,  1.83it/s, loss=0.655, pair=0.000, adv=6.014, sprd=0.024]
Ep 055/80 [S3:+sens]:  28%|▌ | 126/453 [01:04<02:59,  1.83it/s, loss=0.633, pair=0.000, adv=5.320, sprd=0.018]
Ep 055/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<03:04,  1.77it/s, loss=0.633, pair=0.000, adv=5.320, sprd=0.018]
Ep 055/80 [S3:+sens]:  28%|▌ | 127/453 [01:04<03:04,  1.77it/s, loss=0.626, pair=0.002, adv=4.330, sprd=0.018]
Ep 055/80 [S3:+sens]:  28%|▌ | 128/453 [01:04<02:50,  1.90it/s, loss=0.626, pair=0.002, adv=4.330, sprd=0.018]
Ep 055/80 [S3:+sens]:  28%|▌ | 128/453 [01:05<02:50,  1.90it/s, loss=0.606, pair=0.007, adv=6.458, sprd=0.017]
Ep 055/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:57,  1.83it/s, loss=0.606, pair=0.007, adv=6.458, sprd=0.017]
Ep 055/80 [S3:+sens]:  28%|▌ | 129/453 [01:05<02:57,  1.83it/s, loss=0.621, pair=0.003, adv=5.334, sprd=0.021]
Ep 055/80 [S3:+sens]:  29%|▌ | 130/453 [01:05<02:46,  1.94it/s, loss=0.621, pair=0.003, adv=5.334, sprd=0.021]
Ep 055/80 [S3:+sens]:  29%|▌ | 130/453 [01:06<02:46,  1.94it/s, loss=0.726, pair=0.007, adv=6.204, sprd=0.039]
Ep 055/80 [S3:+sens]:  29%|▌ | 131/453 [01:06<03:04,  1.75it/s, loss=0.726, pair=0.007, adv=6.204, sprd=0.039]
Ep 055/80 [S3:+sens]:  29%|▌ | 131/453 [01:07<03:04,  1.75it/s, loss=0.661, pair=0.003, adv=4.320, sprd=0.024]
Ep 055/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:51,  1.87it/s, loss=0.661, pair=0.003, adv=4.320, sprd=0.024]
Ep 055/80 [S3:+sens]:  29%|▌ | 132/453 [01:07<02:51,  1.87it/s, loss=0.665, pair=0.004, adv=4.504, sprd=0.024]
Ep 055/80 [S3:+sens]:  29%|▌ | 133/453 [01:07<02:58,  1.79it/s, loss=0.665, pair=0.004, adv=4.504, sprd=0.024]
Ep 055/80 [S3:+sens]:  29%|▌ | 133/453 [01:08<02:58,  1.79it/s, loss=0.658, pair=0.007, adv=6.303, sprd=0.023]
Ep 055/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:46,  1.92it/s, loss=0.658, pair=0.007, adv=6.303, sprd=0.023]
Ep 055/80 [S3:+sens]:  30%|▌ | 134/453 [01:08<02:46,  1.92it/s, loss=0.691, pair=0.006, adv=6.254, sprd=0.020]
Ep 055/80 [S3:+sens]:  30%|▌ | 135/453 [01:08<02:47,  1.90it/s, loss=0.691, pair=0.006, adv=6.254, sprd=0.020]
Ep 055/80 [S3:+sens]:  30%|▌ | 135/453 [01:09<02:47,  1.90it/s, loss=0.642, pair=0.005, adv=4.788, sprd=0.022]
Ep 055/80 [S3:+sens]:  30%|▌ | 136/453 [01:09<02:36,  2.03it/s, loss=0.642, pair=0.005, adv=4.788, sprd=0.022]
Ep 055/80 [S3:+sens]:  30%|▌ | 136/453 [01:09<02:36,  2.03it/s, loss=0.638, pair=0.002, adv=4.356, sprd=0.018]
Ep 055/80 [S3:+sens]:  30%|▌ | 137/453 [01:09<02:38,  1.99it/s, loss=0.638, pair=0.002, adv=4.356, sprd=0.018]
Ep 055/80 [S3:+sens]:  30%|▌ | 137/453 [01:10<02:38,  1.99it/s, loss=0.645, pair=0.001, adv=4.429, sprd=0.024]
Ep 055/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:30,  2.09it/s, loss=0.645, pair=0.001, adv=4.429, sprd=0.024]
Ep 055/80 [S3:+sens]:  30%|▌ | 138/453 [01:10<02:30,  2.09it/s, loss=0.610, pair=0.005, adv=5.362, sprd=0.015]
Ep 055/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:31,  2.07it/s, loss=0.610, pair=0.005, adv=5.362, sprd=0.015]
Ep 055/80 [S3:+sens]:  31%|▌ | 139/453 [01:10<02:31,  2.07it/s, loss=0.665, pair=0.003, adv=5.811, sprd=0.025]
Ep 055/80 [S3:+sens]:  31%|▌ | 140/453 [01:10<02:24,  2.17it/s, loss=0.665, pair=0.003, adv=5.811, sprd=0.025]
Ep 055/80 [S3:+sens]:  31%|▌ | 140/453 [01:11<02:24,  2.17it/s, loss=0.690, pair=0.001, adv=5.664, sprd=0.023]
Ep 055/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:30,  2.07it/s, loss=0.690, pair=0.001, adv=5.664, sprd=0.023]
Ep 055/80 [S3:+sens]:  31%|▌ | 141/453 [01:11<02:30,  2.07it/s, loss=0.638, pair=0.001, adv=4.897, sprd=0.021]
Ep 055/80 [S3:+sens]:  31%|▋ | 142/453 [01:11<02:24,  2.15it/s, loss=0.638, pair=0.001, adv=4.897, sprd=0.021]
Ep 055/80 [S3:+sens]:  31%|▋ | 142/453 [01:12<02:24,  2.15it/s, loss=0.656, pair=0.002, adv=5.618, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:30,  2.06it/s, loss=0.656, pair=0.002, adv=5.618, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 143/453 [01:12<02:30,  2.06it/s, loss=0.627, pair=0.001, adv=5.821, sprd=0.017]
Ep 055/80 [S3:+sens]:  32%|▋ | 144/453 [01:12<02:21,  2.18it/s, loss=0.627, pair=0.001, adv=5.821, sprd=0.017]
Ep 055/80 [S3:+sens]:  32%|▋ | 144/453 [01:13<02:21,  2.18it/s, loss=0.642, pair=0.002, adv=5.277, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:29,  2.07it/s, loss=0.642, pair=0.002, adv=5.277, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 145/453 [01:13<02:29,  2.07it/s, loss=0.647, pair=0.001, adv=5.749, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 146/453 [01:13<02:22,  2.15it/s, loss=0.647, pair=0.001, adv=5.749, sprd=0.024]
Ep 055/80 [S3:+sens]:  32%|▋ | 146/453 [01:14<02:22,  2.15it/s, loss=0.598, pair=0.000, adv=5.373, sprd=0.015]
Ep 055/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:28,  2.07it/s, loss=0.598, pair=0.000, adv=5.373, sprd=0.015]
Ep 055/80 [S3:+sens]:  32%|▋ | 147/453 [01:14<02:28,  2.07it/s, loss=0.651, pair=0.002, adv=5.960, sprd=0.022]
Ep 055/80 [S3:+sens]:  33%|▋ | 148/453 [01:14<02:20,  2.17it/s, loss=0.651, pair=0.002, adv=5.960, sprd=0.022]
Ep 055/80 [S3:+sens]:  33%|▋ | 148/453 [01:15<02:20,  2.17it/s, loss=0.620, pair=0.000, adv=4.486, sprd=0.019]
Ep 055/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:25,  2.10it/s, loss=0.620, pair=0.000, adv=4.486, sprd=0.019]
Ep 055/80 [S3:+sens]:  33%|▋ | 149/453 [01:15<02:25,  2.10it/s, loss=0.634, pair=0.001, adv=5.085, sprd=0.021]
Ep 055/80 [S3:+sens]:  33%|▋ | 150/453 [01:15<02:19,  2.17it/s, loss=0.634, pair=0.001, adv=5.085, sprd=0.021]
Ep 055/80 [S3:+sens]:  33%|▋ | 150/453 [01:16<02:19,  2.17it/s, loss=0.590, pair=0.001, adv=4.863, sprd=0.014]
Ep 055/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:25,  2.07it/s, loss=0.590, pair=0.001, adv=4.863, sprd=0.014]
Ep 055/80 [S3:+sens]:  33%|▋ | 151/453 [01:16<02:25,  2.07it/s, loss=0.653, pair=0.001, adv=4.829, sprd=0.020]
Ep 055/80 [S3:+sens]:  34%|▋ | 152/453 [01:16<02:17,  2.19it/s, loss=0.653, pair=0.001, adv=4.829, sprd=0.020]
Ep 055/80 [S3:+sens]:  34%|▋ | 152/453 [01:17<02:17,  2.19it/s, loss=0.617, pair=0.000, adv=5.463, sprd=0.021]
Ep 055/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:23,  2.09it/s, loss=0.617, pair=0.000, adv=5.463, sprd=0.021]
Ep 055/80 [S3:+sens]:  34%|▋ | 153/453 [01:17<02:23,  2.09it/s, loss=0.658, pair=0.001, adv=6.494, sprd=0.029]
Ep 055/80 [S3:+sens]:  34%|▋ | 154/453 [01:17<02:19,  2.14it/s, loss=0.658, pair=0.001, adv=6.494, sprd=0.029]
Ep 055/80 [S3:+sens]:  34%|▋ | 154/453 [01:18<02:19,  2.14it/s, loss=0.647, pair=0.001, adv=5.382, sprd=0.024]
Ep 055/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:33,  1.94it/s, loss=0.647, pair=0.001, adv=5.382, sprd=0.024]
Ep 055/80 [S3:+sens]:  34%|▋ | 155/453 [01:18<02:33,  1.94it/s, loss=1.396, pair=2.328, adv=4.822, sprd=0.012]
Ep 055/80 [S3:+sens]:  34%|▋ | 156/453 [01:18<02:20,  2.11it/s, loss=1.396, pair=2.328, adv=4.822, sprd=0.012]
Ep 055/80 [S3:+sens]:  34%|▋ | 156/453 [01:19<02:20,  2.11it/s, loss=0.640, pair=0.000, adv=4.703, sprd=0.023]
Ep 055/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:26,  2.03it/s, loss=0.640, pair=0.000, adv=4.703, sprd=0.023]
Ep 055/80 [S3:+sens]:  35%|▋ | 157/453 [01:19<02:26,  2.03it/s, loss=0.612, pair=0.003, adv=5.105, sprd=0.018]
Ep 055/80 [S3:+sens]:  35%|▋ | 158/453 [01:19<02:18,  2.13it/s, loss=0.612, pair=0.003, adv=5.105, sprd=0.018]
Ep 055/80 [S3:+sens]:  35%|▋ | 158/453 [01:20<02:18,  2.13it/s, loss=0.687, pair=0.000, adv=5.527, sprd=0.031]
Ep 055/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:25,  2.02it/s, loss=0.687, pair=0.000, adv=5.527, sprd=0.031]
Ep 055/80 [S3:+sens]:  35%|▋ | 159/453 [01:20<02:25,  2.02it/s, loss=0.644, pair=0.008, adv=5.849, sprd=0.020]
Ep 055/80 [S3:+sens]:  35%|▋ | 160/453 [01:20<02:16,  2.14it/s, loss=0.644, pair=0.008, adv=5.849, sprd=0.020]
Ep 055/80 [S3:+sens]:  35%|▋ | 160/453 [01:21<02:16,  2.14it/s, loss=0.603, pair=0.000, adv=5.404, sprd=0.017]
Ep 055/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:20,  2.07it/s, loss=0.603, pair=0.000, adv=5.404, sprd=0.017]
Ep 055/80 [S3:+sens]:  36%|▋ | 161/453 [01:21<02:20,  2.07it/s, loss=0.638, pair=0.000, adv=6.669, sprd=0.021]
Ep 055/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:12,  2.19it/s, loss=0.638, pair=0.000, adv=6.669, sprd=0.021]
Ep 055/80 [S3:+sens]:  36%|▋ | 162/453 [01:21<02:12,  2.19it/s, loss=0.600, pair=0.000, adv=3.898, sprd=0.013]
Ep 055/80 [S3:+sens]:  36%|▋ | 163/453 [01:21<02:18,  2.09it/s, loss=0.600, pair=0.000, adv=3.898, sprd=0.013]
Ep 055/80 [S3:+sens]:  36%|▋ | 163/453 [01:22<02:18,  2.09it/s, loss=0.640, pair=0.000, adv=3.832, sprd=0.017]
Ep 055/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:08,  2.25it/s, loss=0.640, pair=0.000, adv=3.832, sprd=0.017]
Ep 055/80 [S3:+sens]:  36%|▋ | 164/453 [01:22<02:08,  2.25it/s, loss=0.639, pair=0.004, adv=4.941, sprd=0.021]
Ep 055/80 [S3:+sens]:  36%|▋ | 165/453 [01:22<02:15,  2.12it/s, loss=0.639, pair=0.004, adv=4.941, sprd=0.021]
Ep 055/80 [S3:+sens]:  36%|▋ | 165/453 [01:23<02:15,  2.12it/s, loss=0.662, pair=0.006, adv=4.775, sprd=0.026]
Ep 055/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:11,  2.19it/s, loss=0.662, pair=0.006, adv=4.775, sprd=0.026]
Ep 055/80 [S3:+sens]:  37%|▋ | 166/453 [01:23<02:11,  2.19it/s, loss=0.656, pair=0.003, adv=4.165, sprd=0.022]
Ep 055/80 [S3:+sens]:  37%|▋ | 167/453 [01:23<02:21,  2.03it/s, loss=0.656, pair=0.003, adv=4.165, sprd=0.022]
Ep 055/80 [S3:+sens]:  37%|▋ | 167/453 [01:24<02:21,  2.03it/s, loss=0.620, pair=0.007, adv=5.112, sprd=0.019]
Ep 055/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:14,  2.12it/s, loss=0.620, pair=0.007, adv=5.112, sprd=0.019]
Ep 055/80 [S3:+sens]:  37%|▋ | 168/453 [01:24<02:14,  2.12it/s, loss=0.632, pair=0.004, adv=4.614, sprd=0.019]
Ep 055/80 [S3:+sens]:  37%|▋ | 169/453 [01:24<02:17,  2.06it/s, loss=0.632, pair=0.004, adv=4.614, sprd=0.019]
Ep 055/80 [S3:+sens]:  37%|▋ | 169/453 [01:25<02:17,  2.06it/s, loss=0.647, pair=0.005, adv=4.534, sprd=0.028]
Ep 055/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:13,  2.11it/s, loss=0.647, pair=0.005, adv=4.534, sprd=0.028]
Ep 055/80 [S3:+sens]:  38%|▊ | 170/453 [01:25<02:13,  2.11it/s, loss=0.617, pair=0.004, adv=5.913, sprd=0.018]
Ep 055/80 [S3:+sens]:  38%|▊ | 171/453 [01:25<02:18,  2.03it/s, loss=0.617, pair=0.004, adv=5.913, sprd=0.018]
Ep 055/80 [S3:+sens]:  38%|▊ | 171/453 [01:26<02:18,  2.03it/s, loss=0.652, pair=0.006, adv=3.945, sprd=0.025]
Ep 055/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:12,  2.11it/s, loss=0.652, pair=0.006, adv=3.945, sprd=0.025]
Ep 055/80 [S3:+sens]:  38%|▊ | 172/453 [01:26<02:12,  2.11it/s, loss=0.631, pair=0.004, adv=5.095, sprd=0.021]
Ep 055/80 [S3:+sens]:  38%|▊ | 173/453 [01:26<02:16,  2.04it/s, loss=0.631, pair=0.004, adv=5.095, sprd=0.021]
Ep 055/80 [S3:+sens]:  38%|▊ | 173/453 [01:27<02:16,  2.04it/s, loss=0.616, pair=0.000, adv=5.365, sprd=0.019]
Ep 055/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:10,  2.13it/s, loss=0.616, pair=0.000, adv=5.365, sprd=0.019]
Ep 055/80 [S3:+sens]:  38%|▊ | 174/453 [01:27<02:10,  2.13it/s, loss=0.634, pair=0.001, adv=6.552, sprd=0.021]
Ep 055/80 [S3:+sens]:  39%|▊ | 175/453 [01:27<02:15,  2.06it/s, loss=0.634, pair=0.001, adv=6.552, sprd=0.021]
Ep 055/80 [S3:+sens]:  39%|▊ | 175/453 [01:28<02:15,  2.06it/s, loss=0.655, pair=0.002, adv=5.986, sprd=0.023]
Ep 055/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:08,  2.16it/s, loss=0.655, pair=0.002, adv=5.986, sprd=0.023]
Ep 055/80 [S3:+sens]:  39%|▊ | 176/453 [01:28<02:08,  2.16it/s, loss=0.656, pair=0.001, adv=5.285, sprd=0.019]
Ep 055/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:12,  2.09it/s, loss=0.656, pair=0.001, adv=5.285, sprd=0.019]
Ep 055/80 [S3:+sens]:  39%|▊ | 177/453 [01:28<02:12,  2.09it/s, loss=0.618, pair=0.000, adv=5.792, sprd=0.017]
Ep 055/80 [S3:+sens]:  39%|▊ | 178/453 [01:28<02:04,  2.21it/s, loss=0.618, pair=0.000, adv=5.792, sprd=0.017]
Ep 055/80 [S3:+sens]:  39%|▊ | 178/453 [01:29<02:04,  2.21it/s, loss=0.630, pair=0.001, adv=3.997, sprd=0.019]
Ep 055/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:15,  2.02it/s, loss=0.630, pair=0.001, adv=3.997, sprd=0.019]
Ep 055/80 [S3:+sens]:  40%|▊ | 179/453 [01:29<02:15,  2.02it/s, loss=0.620, pair=0.000, adv=4.918, sprd=0.017]
Ep 055/80 [S3:+sens]:  40%|▊ | 180/453 [01:29<02:07,  2.14it/s, loss=0.620, pair=0.000, adv=4.918, sprd=0.017]
Ep 055/80 [S3:+sens]:  40%|▊ | 180/453 [01:30<02:07,  2.14it/s, loss=0.651, pair=0.001, adv=5.706, sprd=0.023]
Ep 055/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:11,  2.06it/s, loss=0.651, pair=0.001, adv=5.706, sprd=0.023]
Ep 055/80 [S3:+sens]:  40%|▊ | 181/453 [01:30<02:11,  2.06it/s, loss=0.639, pair=0.003, adv=4.353, sprd=0.025]
Ep 055/80 [S3:+sens]:  40%|▊ | 182/453 [01:30<02:07,  2.13it/s, loss=0.639, pair=0.003, adv=4.353, sprd=0.025]
Ep 055/80 [S3:+sens]:  40%|▊ | 182/453 [01:31<02:07,  2.13it/s, loss=0.640, pair=0.002, adv=4.609, sprd=0.021]
Ep 055/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:10,  2.08it/s, loss=0.640, pair=0.002, adv=4.609, sprd=0.021]
Ep 055/80 [S3:+sens]:  40%|▊ | 183/453 [01:31<02:10,  2.08it/s, loss=0.646, pair=0.002, adv=4.656, sprd=0.024]
Ep 055/80 [S3:+sens]:  41%|▊ | 184/453 [01:31<02:04,  2.16it/s, loss=0.646, pair=0.002, adv=4.656, sprd=0.024]
Ep 055/80 [S3:+sens]:  41%|▊ | 184/453 [01:32<02:04,  2.16it/s, loss=0.637, pair=0.004, adv=4.487, sprd=0.024]
Ep 055/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:12,  2.02it/s, loss=0.637, pair=0.004, adv=4.487, sprd=0.024]
Ep 055/80 [S3:+sens]:  41%|▊ | 185/453 [01:32<02:12,  2.02it/s, loss=0.683, pair=0.004, adv=3.500, sprd=0.031]
Ep 055/80 [S3:+sens]:  41%|▊ | 186/453 [01:32<02:06,  2.11it/s, loss=0.683, pair=0.004, adv=3.500, sprd=0.031]
Ep 055/80 [S3:+sens]:  41%|▊ | 186/453 [01:33<02:06,  2.11it/s, loss=0.614, pair=0.004, adv=6.058, sprd=0.017]
Ep 055/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:09,  2.05it/s, loss=0.614, pair=0.004, adv=6.058, sprd=0.017]
Ep 055/80 [S3:+sens]:  41%|▊ | 187/453 [01:33<02:09,  2.05it/s, loss=0.622, pair=0.005, adv=3.128, sprd=0.018]
Ep 055/80 [S3:+sens]:  42%|▊ | 188/453 [01:33<02:00,  2.19it/s, loss=0.622, pair=0.005, adv=3.128, sprd=0.018]
Ep 055/80 [S3:+sens]:  42%|▊ | 188/453 [01:34<02:00,  2.19it/s, loss=0.688, pair=0.003, adv=4.822, sprd=0.029]
Ep 055/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.688, pair=0.003, adv=4.822, sprd=0.029]
Ep 055/80 [S3:+sens]:  42%|▊ | 189/453 [01:34<02:11,  2.01it/s, loss=0.633, pair=0.005, adv=4.932, sprd=0.019]
Ep 055/80 [S3:+sens]:  42%|▊ | 190/453 [01:34<02:03,  2.14it/s, loss=0.633, pair=0.005, adv=4.932, sprd=0.019]
Ep 055/80 [S3:+sens]:  42%|▊ | 190/453 [01:35<02:03,  2.14it/s, loss=0.628, pair=0.003, adv=4.987, sprd=0.017]
Ep 055/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:07,  2.06it/s, loss=0.628, pair=0.003, adv=4.987, sprd=0.017]
Ep 055/80 [S3:+sens]:  42%|▊ | 191/453 [01:35<02:07,  2.06it/s, loss=0.634, pair=0.007, adv=4.578, sprd=0.021]
Ep 055/80 [S3:+sens]:  42%|▊ | 192/453 [01:35<02:01,  2.14it/s, loss=0.634, pair=0.007, adv=4.578, sprd=0.021]
Ep 055/80 [S3:+sens]:  42%|▊ | 192/453 [01:36<02:01,  2.14it/s, loss=0.660, pair=0.000, adv=4.711, sprd=0.024]
Ep 055/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:07,  2.04it/s, loss=0.660, pair=0.000, adv=4.711, sprd=0.024]
Ep 055/80 [S3:+sens]:  43%|▊ | 193/453 [01:36<02:07,  2.04it/s, loss=0.645, pair=0.004, adv=5.525, sprd=0.024]
Ep 055/80 [S3:+sens]:  43%|▊ | 194/453 [01:36<02:02,  2.12it/s, loss=0.645, pair=0.004, adv=5.525, sprd=0.024]
Ep 055/80 [S3:+sens]:  43%|▊ | 194/453 [01:37<02:02,  2.12it/s, loss=0.863, pair=0.006, adv=5.201, sprd=0.041]
Ep 055/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:12,  1.95it/s, loss=0.863, pair=0.006, adv=5.201, sprd=0.041]
Ep 055/80 [S3:+sens]:  43%|▊ | 195/453 [01:37<02:12,  1.95it/s, loss=0.665, pair=0.001, adv=6.472, sprd=0.029]
Ep 055/80 [S3:+sens]:  43%|▊ | 196/453 [01:37<02:06,  2.03it/s, loss=0.665, pair=0.001, adv=6.472, sprd=0.029]
Ep 055/80 [S3:+sens]:  43%|▊ | 196/453 [01:38<02:06,  2.03it/s, loss=0.645, pair=0.000, adv=4.823, sprd=0.022]
Ep 055/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:09,  1.97it/s, loss=0.645, pair=0.000, adv=4.823, sprd=0.022]
Ep 055/80 [S3:+sens]:  43%|▊ | 197/453 [01:38<02:09,  1.97it/s, loss=0.589, pair=0.001, adv=3.794, sprd=0.016]
Ep 055/80 [S3:+sens]:  44%|▊ | 198/453 [01:38<02:03,  2.07it/s, loss=0.589, pair=0.001, adv=3.794, sprd=0.016]
Ep 055/80 [S3:+sens]:  44%|▊ | 198/453 [01:39<02:03,  2.07it/s, loss=0.643, pair=0.000, adv=5.995, sprd=0.024]
Ep 055/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.02it/s, loss=0.643, pair=0.000, adv=5.995, sprd=0.024]
Ep 055/80 [S3:+sens]:  44%|▉ | 199/453 [01:39<02:05,  2.02it/s, loss=0.627, pair=0.000, adv=4.121, sprd=0.019]
Ep 055/80 [S3:+sens]:  44%|▉ | 200/453 [01:39<01:58,  2.13it/s, loss=0.627, pair=0.000, adv=4.121, sprd=0.019]
Ep 055/80 [S3:+sens]:  44%|▉ | 200/453 [01:40<01:58,  2.13it/s, loss=0.677, pair=0.004, adv=5.630, sprd=0.033]
Ep 055/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.01it/s, loss=0.677, pair=0.004, adv=5.630, sprd=0.033]
Ep 055/80 [S3:+sens]:  44%|▉ | 201/453 [01:40<02:05,  2.01it/s, loss=0.635, pair=0.001, adv=4.291, sprd=0.024]
Ep 055/80 [S3:+sens]:  45%|▉ | 202/453 [01:40<02:00,  2.09it/s, loss=0.635, pair=0.001, adv=4.291, sprd=0.024]
Ep 055/80 [S3:+sens]:  45%|▉ | 202/453 [01:41<02:00,  2.09it/s, loss=0.640, pair=0.001, adv=5.178, sprd=0.026]
Ep 055/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:05,  1.99it/s, loss=0.640, pair=0.001, adv=5.178, sprd=0.026]
Ep 055/80 [S3:+sens]:  45%|▉ | 203/453 [01:41<02:05,  1.99it/s, loss=0.656, pair=0.005, adv=4.808, sprd=0.019]
Ep 055/80 [S3:+sens]:  45%|▉ | 204/453 [01:41<01:57,  2.12it/s, loss=0.656, pair=0.005, adv=4.808, sprd=0.019]
Ep 055/80 [S3:+sens]:  45%|▉ | 204/453 [01:42<01:57,  2.12it/s, loss=0.601, pair=0.004, adv=4.502, sprd=0.014]
Ep 055/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:06,  1.96it/s, loss=0.601, pair=0.004, adv=4.502, sprd=0.014]
Ep 055/80 [S3:+sens]:  45%|▉ | 205/453 [01:42<02:06,  1.96it/s, loss=0.606, pair=0.004, adv=3.186, sprd=0.019]
Ep 055/80 [S3:+sens]:  45%|▉ | 206/453 [01:42<01:59,  2.06it/s, loss=0.606, pair=0.004, adv=3.186, sprd=0.019]
Ep 055/80 [S3:+sens]:  45%|▉ | 206/453 [01:43<01:59,  2.06it/s, loss=0.587, pair=0.000, adv=5.045, sprd=0.011]
Ep 055/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:19,  1.76it/s, loss=0.587, pair=0.000, adv=5.045, sprd=0.011]
Ep 055/80 [S3:+sens]:  46%|▉ | 207/453 [01:43<02:19,  1.76it/s, loss=0.662, pair=0.002, adv=4.218, sprd=0.030]
Ep 055/80 [S3:+sens]:  46%|▉ | 208/453 [01:43<02:12,  1.86it/s, loss=0.662, pair=0.002, adv=4.218, sprd=0.030]
Ep 055/80 [S3:+sens]:  46%|▉ | 208/453 [01:44<02:12,  1.86it/s, loss=0.699, pair=0.001, adv=5.589, sprd=0.032]
Ep 055/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:17,  1.78it/s, loss=0.699, pair=0.001, adv=5.589, sprd=0.032]
Ep 055/80 [S3:+sens]:  46%|▉ | 209/453 [01:44<02:17,  1.78it/s, loss=0.646, pair=0.001, adv=5.527, sprd=0.022]
Ep 055/80 [S3:+sens]:  46%|▉ | 210/453 [01:44<02:07,  1.91it/s, loss=0.646, pair=0.001, adv=5.527, sprd=0.022]
Ep 055/80 [S3:+sens]:  46%|▉ | 210/453 [01:45<02:07,  1.91it/s, loss=0.651, pair=0.001, adv=4.734, sprd=0.027]
Ep 055/80 [S3:+sens]:  47%|▉ | 211/453 [01:45<02:16,  1.78it/s, loss=0.651, pair=0.001, adv=4.734, sprd=0.027]
Ep 055/80 [S3:+sens]:  47%|▉ | 211/453 [01:46<02:16,  1.78it/s, loss=0.655, pair=0.000, adv=5.648, sprd=0.027]
Ep 055/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<02:08,  1.88it/s, loss=0.655, pair=0.000, adv=5.648, sprd=0.027]
Ep 055/80 [S3:+sens]:  47%|▉ | 212/453 [01:46<02:08,  1.88it/s, loss=0.629, pair=0.001, adv=5.537, sprd=0.019]
Ep 055/80 [S3:+sens]:  47%|▉ | 213/453 [01:46<02:13,  1.80it/s, loss=0.629, pair=0.001, adv=5.537, sprd=0.019]
Ep 055/80 [S3:+sens]:  47%|▉ | 213/453 [01:47<02:13,  1.80it/s, loss=0.652, pair=0.000, adv=6.025, sprd=0.026]
Ep 055/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<02:05,  1.90it/s, loss=0.652, pair=0.000, adv=6.025, sprd=0.026]
Ep 055/80 [S3:+sens]:  47%|▉ | 214/453 [01:47<02:05,  1.90it/s, loss=0.629, pair=0.000, adv=5.211, sprd=0.021]
Ep 055/80 [S3:+sens]:  47%|▉ | 215/453 [01:47<02:12,  1.79it/s, loss=0.629, pair=0.000, adv=5.211, sprd=0.021]
Ep 055/80 [S3:+sens]:  47%|▉ | 215/453 [01:48<02:12,  1.79it/s, loss=0.654, pair=0.000, adv=7.204, sprd=0.025]
Ep 055/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:05,  1.89it/s, loss=0.654, pair=0.000, adv=7.204, sprd=0.025]
Ep 055/80 [S3:+sens]:  48%|▉ | 216/453 [01:48<02:05,  1.89it/s, loss=0.651, pair=0.000, adv=5.315, sprd=0.026]
Ep 055/80 [S3:+sens]:  48%|▉ | 217/453 [01:48<02:11,  1.79it/s, loss=0.651, pair=0.000, adv=5.315, sprd=0.026]
Ep 055/80 [S3:+sens]:  48%|▉ | 217/453 [01:49<02:11,  1.79it/s, loss=0.652, pair=0.000, adv=6.061, sprd=0.023]
Ep 055/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:02,  1.92it/s, loss=0.652, pair=0.000, adv=6.061, sprd=0.023]
Ep 055/80 [S3:+sens]:  48%|▉ | 218/453 [01:49<02:02,  1.92it/s, loss=0.643, pair=0.000, adv=3.759, sprd=0.020]
Ep 055/80 [S3:+sens]:  48%|▉ | 219/453 [01:49<02:07,  1.84it/s, loss=0.643, pair=0.000, adv=3.759, sprd=0.020]
Ep 055/80 [S3:+sens]:  48%|▉ | 219/453 [01:50<02:07,  1.84it/s, loss=0.655, pair=0.000, adv=4.820, sprd=0.024]
Ep 055/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:59,  1.95it/s, loss=0.655, pair=0.000, adv=4.820, sprd=0.024]
Ep 055/80 [S3:+sens]:  49%|▉ | 220/453 [01:50<01:59,  1.95it/s, loss=0.654, pair=0.000, adv=5.855, sprd=0.022]
Ep 055/80 [S3:+sens]:  49%|▉ | 221/453 [01:50<02:06,  1.83it/s, loss=0.654, pair=0.000, adv=5.855, sprd=0.022]
Ep 055/80 [S3:+sens]:  49%|▉ | 221/453 [01:51<02:06,  1.83it/s, loss=0.623, pair=0.001, adv=4.362, sprd=0.018]
Ep 055/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:58,  1.95it/s, loss=0.623, pair=0.001, adv=4.362, sprd=0.018]
Ep 055/80 [S3:+sens]:  49%|▉ | 222/453 [01:51<01:58,  1.95it/s, loss=0.630, pair=0.000, adv=5.197, sprd=0.021]
Ep 055/80 [S3:+sens]:  49%|▉ | 223/453 [01:51<02:08,  1.78it/s, loss=0.630, pair=0.000, adv=5.197, sprd=0.021]
Ep 055/80 [S3:+sens]:  49%|▉ | 223/453 [01:52<02:08,  1.78it/s, loss=0.613, pair=0.002, adv=5.351, sprd=0.019]
Ep 055/80 [S3:+sens]:  49%|▉ | 224/453 [01:52<02:01,  1.88it/s, loss=0.613, pair=0.002, adv=5.351, sprd=0.019]
Ep 055/80 [S3:+sens]:  49%|▉ | 224/453 [01:53<02:01,  1.88it/s, loss=0.659, pair=0.005, adv=4.911, sprd=0.026]
Ep 055/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<02:08,  1.77it/s, loss=0.659, pair=0.005, adv=4.911, sprd=0.026]
Ep 055/80 [S3:+sens]:  50%|▉ | 225/453 [01:53<02:08,  1.77it/s, loss=0.611, pair=0.002, adv=5.080, sprd=0.016]
Ep 055/80 [S3:+sens]:  50%|▉ | 226/453 [01:53<01:59,  1.90it/s, loss=0.611, pair=0.002, adv=5.080, sprd=0.016]
Ep 055/80 [S3:+sens]:  50%|▉ | 226/453 [01:54<01:59,  1.90it/s, loss=0.622, pair=0.002, adv=5.318, sprd=0.020]
Ep 055/80 [S3:+sens]:  50%|█ | 227/453 [01:54<02:07,  1.77it/s, loss=0.622, pair=0.002, adv=5.318, sprd=0.020]
Ep 055/80 [S3:+sens]:  50%|█ | 227/453 [01:54<02:07,  1.77it/s, loss=0.674, pair=0.002, adv=3.619, sprd=0.028]
Ep 055/80 [S3:+sens]:  50%|█ | 228/453 [01:54<02:00,  1.87it/s, loss=0.674, pair=0.002, adv=3.619, sprd=0.028]
Ep 055/80 [S3:+sens]:  50%|█ | 228/453 [01:55<02:00,  1.87it/s, loss=0.642, pair=0.000, adv=6.264, sprd=0.020]
Ep 055/80 [S3:+sens]:  51%|█ | 229/453 [01:55<02:05,  1.78it/s, loss=0.642, pair=0.000, adv=6.264, sprd=0.020]
Ep 055/80 [S3:+sens]:  51%|█ | 229/453 [01:55<02:05,  1.78it/s, loss=0.668, pair=0.000, adv=4.913, sprd=0.028]
Ep 055/80 [S3:+sens]:  51%|█ | 230/453 [01:55<01:58,  1.88it/s, loss=0.668, pair=0.000, adv=4.913, sprd=0.028]
Ep 055/80 [S3:+sens]:  51%|█ | 230/453 [01:56<01:58,  1.88it/s, loss=0.667, pair=0.001, adv=5.052, sprd=0.024]
Ep 055/80 [S3:+sens]:  51%|█ | 231/453 [01:56<02:03,  1.80it/s, loss=0.667, pair=0.001, adv=5.052, sprd=0.024]
Ep 055/80 [S3:+sens]:  51%|█ | 231/453 [01:56<02:03,  1.80it/s, loss=0.664, pair=0.001, adv=4.904, sprd=0.028]
Ep 055/80 [S3:+sens]:  51%|█ | 232/453 [01:56<01:56,  1.90it/s, loss=0.664, pair=0.001, adv=4.904, sprd=0.028]
Ep 055/80 [S3:+sens]:  51%|█ | 232/453 [01:57<01:56,  1.90it/s, loss=0.607, pair=0.002, adv=5.379, sprd=0.016]
Ep 055/80 [S3:+sens]:  51%|█ | 233/453 [01:57<02:01,  1.81it/s, loss=0.607, pair=0.002, adv=5.379, sprd=0.016]
Ep 055/80 [S3:+sens]:  51%|█ | 233/453 [01:57<02:01,  1.81it/s, loss=0.616, pair=0.000, adv=5.130, sprd=0.015]
Ep 055/80 [S3:+sens]:  52%|█ | 234/453 [01:57<01:52,  1.95it/s, loss=0.616, pair=0.000, adv=5.130, sprd=0.015]
Ep 055/80 [S3:+sens]:  52%|█ | 234/453 [01:58<01:52,  1.95it/s, loss=0.635, pair=0.000, adv=5.937, sprd=0.024]
Ep 055/80 [S3:+sens]:  52%|█ | 235/453 [01:58<01:59,  1.83it/s, loss=0.635, pair=0.000, adv=5.937, sprd=0.024]
Ep 055/80 [S3:+sens]:  52%|█ | 235/453 [01:58<01:59,  1.83it/s, loss=0.629, pair=0.000, adv=5.161, sprd=0.020]
Ep 055/80 [S3:+sens]:  52%|█ | 236/453 [01:58<01:49,  1.98it/s, loss=0.629, pair=0.000, adv=5.161, sprd=0.020]
Ep 055/80 [S3:+sens]:  52%|█ | 236/453 [01:59<01:49,  1.98it/s, loss=0.684, pair=0.000, adv=5.535, sprd=0.022]
Ep 055/80 [S3:+sens]:  52%|█ | 237/453 [01:59<01:50,  1.95it/s, loss=0.684, pair=0.000, adv=5.535, sprd=0.022]
Ep 055/80 [S3:+sens]:  52%|█ | 237/453 [01:59<01:50,  1.95it/s, loss=0.624, pair=0.000, adv=4.149, sprd=0.017]
Ep 055/80 [S3:+sens]:  53%|█ | 238/453 [01:59<01:42,  2.10it/s, loss=0.624, pair=0.000, adv=4.149, sprd=0.017]
Ep 055/80 [S3:+sens]:  53%|█ | 238/453 [02:00<01:42,  2.10it/s, loss=0.594, pair=0.002, adv=4.933, sprd=0.011]
Ep 055/80 [S3:+sens]:  53%|█ | 239/453 [02:00<01:43,  2.08it/s, loss=0.594, pair=0.002, adv=4.933, sprd=0.011]
Ep 055/80 [S3:+sens]:  53%|█ | 239/453 [02:00<01:43,  2.08it/s, loss=0.645, pair=0.000, adv=5.255, sprd=0.020]
Ep 055/80 [S3:+sens]:  53%|█ | 240/453 [02:00<01:36,  2.20it/s, loss=0.645, pair=0.000, adv=5.255, sprd=0.020]
Ep 055/80 [S3:+sens]:  53%|█ | 240/453 [02:01<01:36,  2.20it/s, loss=0.675, pair=0.003, adv=6.350, sprd=0.028]
Ep 055/80 [S3:+sens]:  53%|█ | 241/453 [02:01<01:41,  2.09it/s, loss=0.675, pair=0.003, adv=6.350, sprd=0.028]
Ep 055/80 [S3:+sens]:  53%|█ | 241/453 [02:01<01:41,  2.09it/s, loss=0.624, pair=0.001, adv=4.543, sprd=0.021]
Ep 055/80 [S3:+sens]:  53%|█ | 242/453 [02:01<01:37,  2.16it/s, loss=0.624, pair=0.001, adv=4.543, sprd=0.021]
Ep 055/80 [S3:+sens]:  53%|█ | 242/453 [02:02<01:37,  2.16it/s, loss=0.652, pair=0.001, adv=6.469, sprd=0.023]
Ep 055/80 [S3:+sens]:  54%|█ | 243/453 [02:02<01:42,  2.05it/s, loss=0.652, pair=0.001, adv=6.469, sprd=0.023]
Ep 055/80 [S3:+sens]:  54%|█ | 243/453 [02:02<01:42,  2.05it/s, loss=0.629, pair=0.000, adv=4.564, sprd=0.021]
Ep 055/80 [S3:+sens]:  54%|█ | 244/453 [02:02<01:37,  2.14it/s, loss=0.629, pair=0.000, adv=4.564, sprd=0.021]
Ep 055/80 [S3:+sens]:  54%|█ | 244/453 [02:03<01:37,  2.14it/s, loss=0.649, pair=0.002, adv=5.757, sprd=0.017]
Ep 055/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:38,  2.11it/s, loss=0.649, pair=0.002, adv=5.757, sprd=0.017]
Ep 055/80 [S3:+sens]:  54%|█ | 245/453 [02:03<01:38,  2.11it/s, loss=0.615, pair=0.001, adv=4.371, sprd=0.018]
Ep 055/80 [S3:+sens]:  54%|█ | 246/453 [02:03<01:34,  2.20it/s, loss=0.615, pair=0.001, adv=4.371, sprd=0.018]
Ep 055/80 [S3:+sens]:  54%|█ | 246/453 [02:04<01:34,  2.20it/s, loss=0.684, pair=0.000, adv=6.865, sprd=0.031]
Ep 055/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:39,  2.07it/s, loss=0.684, pair=0.000, adv=6.865, sprd=0.031]
Ep 055/80 [S3:+sens]:  55%|█ | 247/453 [02:04<01:39,  2.07it/s, loss=0.639, pair=0.001, adv=5.456, sprd=0.024]
Ep 055/80 [S3:+sens]:  55%|█ | 248/453 [02:04<01:35,  2.14it/s, loss=0.639, pair=0.001, adv=5.456, sprd=0.024]
Ep 055/80 [S3:+sens]:  55%|█ | 248/453 [02:05<01:35,  2.14it/s, loss=0.611, pair=0.002, adv=3.921, sprd=0.017]
Ep 055/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:39,  2.05it/s, loss=0.611, pair=0.002, adv=3.921, sprd=0.017]
Ep 055/80 [S3:+sens]:  55%|█ | 249/453 [02:05<01:39,  2.05it/s, loss=0.593, pair=0.004, adv=4.707, sprd=0.013]
Ep 055/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:33,  2.16it/s, loss=0.593, pair=0.004, adv=4.707, sprd=0.013]
Ep 055/80 [S3:+sens]:  55%|█ | 250/453 [02:05<01:33,  2.16it/s, loss=0.661, pair=0.011, adv=4.803, sprd=0.022]
Ep 055/80 [S3:+sens]:  55%|█ | 251/453 [02:05<01:36,  2.10it/s, loss=0.661, pair=0.011, adv=4.803, sprd=0.022]
Ep 055/80 [S3:+sens]:  55%|█ | 251/453 [02:06<01:36,  2.10it/s, loss=0.670, pair=0.000, adv=5.084, sprd=0.025]
Ep 055/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:32,  2.18it/s, loss=0.670, pair=0.000, adv=5.084, sprd=0.025]
Ep 055/80 [S3:+sens]:  56%|█ | 252/453 [02:06<01:32,  2.18it/s, loss=0.622, pair=0.000, adv=5.441, sprd=0.020]
Ep 055/80 [S3:+sens]:  56%|█ | 253/453 [02:06<01:37,  2.04it/s, loss=0.622, pair=0.000, adv=5.441, sprd=0.020]
Ep 055/80 [S3:+sens]:  56%|█ | 253/453 [02:07<01:37,  2.04it/s, loss=0.638, pair=0.000, adv=5.396, sprd=0.022]
Ep 055/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:33,  2.14it/s, loss=0.638, pair=0.000, adv=5.396, sprd=0.022]
Ep 055/80 [S3:+sens]:  56%|█ | 254/453 [02:07<01:33,  2.14it/s, loss=0.666, pair=0.001, adv=5.086, sprd=0.019]
Ep 055/80 [S3:+sens]:  56%|█▏| 255/453 [02:07<01:36,  2.05it/s, loss=0.666, pair=0.001, adv=5.086, sprd=0.019]
Ep 055/80 [S3:+sens]:  56%|█▏| 255/453 [02:08<01:36,  2.05it/s, loss=0.607, pair=0.001, adv=4.896, sprd=0.016]
Ep 055/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:31,  2.16it/s, loss=0.607, pair=0.001, adv=4.896, sprd=0.016]
Ep 055/80 [S3:+sens]:  57%|█▏| 256/453 [02:08<01:31,  2.16it/s, loss=0.683, pair=0.001, adv=5.466, sprd=0.022]
Ep 055/80 [S3:+sens]:  57%|█▏| 257/453 [02:08<01:35,  2.06it/s, loss=0.683, pair=0.001, adv=5.466, sprd=0.022]
Ep 055/80 [S3:+sens]:  57%|█▏| 257/453 [02:09<01:35,  2.06it/s, loss=0.635, pair=0.000, adv=6.240, sprd=0.022]
Ep 055/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:31,  2.14it/s, loss=0.635, pair=0.000, adv=6.240, sprd=0.022]
Ep 055/80 [S3:+sens]:  57%|█▏| 258/453 [02:09<01:31,  2.14it/s, loss=0.657, pair=0.000, adv=5.360, sprd=0.027]
Ep 055/80 [S3:+sens]:  57%|█▏| 259/453 [02:09<01:36,  2.02it/s, loss=0.657, pair=0.000, adv=5.360, sprd=0.027]
Ep 055/80 [S3:+sens]:  57%|█▏| 259/453 [02:10<01:36,  2.02it/s, loss=0.686, pair=0.000, adv=4.396, sprd=0.031]
Ep 055/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:32,  2.09it/s, loss=0.686, pair=0.000, adv=4.396, sprd=0.031]
Ep 055/80 [S3:+sens]:  57%|█▏| 260/453 [02:10<01:32,  2.09it/s, loss=0.669, pair=0.000, adv=5.886, sprd=0.025]
Ep 055/80 [S3:+sens]:  58%|█▏| 261/453 [02:10<01:35,  2.01it/s, loss=0.669, pair=0.000, adv=5.886, sprd=0.025]
Ep 055/80 [S3:+sens]:  58%|█▏| 261/453 [02:11<01:35,  2.01it/s, loss=0.616, pair=0.000, adv=3.871, sprd=0.018]
Ep 055/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:28,  2.16it/s, loss=0.616, pair=0.000, adv=3.871, sprd=0.018]
Ep 055/80 [S3:+sens]:  58%|█▏| 262/453 [02:11<01:28,  2.16it/s, loss=0.620, pair=0.002, adv=4.137, sprd=0.020]
Ep 055/80 [S3:+sens]:  58%|█▏| 263/453 [02:11<01:33,  2.03it/s, loss=0.620, pair=0.002, adv=4.137, sprd=0.020]
Ep 055/80 [S3:+sens]:  58%|█▏| 263/453 [02:12<01:33,  2.03it/s, loss=0.609, pair=0.000, adv=5.415, sprd=0.016]
Ep 055/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:28,  2.14it/s, loss=0.609, pair=0.000, adv=5.415, sprd=0.016]
Ep 055/80 [S3:+sens]:  58%|█▏| 264/453 [02:12<01:28,  2.14it/s, loss=0.618, pair=0.001, adv=4.039, sprd=0.017]
Ep 055/80 [S3:+sens]:  58%|█▏| 265/453 [02:12<01:37,  1.93it/s, loss=0.618, pair=0.001, adv=4.039, sprd=0.017]
Ep 055/80 [S3:+sens]:  58%|█▏| 265/453 [02:13<01:37,  1.93it/s, loss=0.662, pair=0.000, adv=3.720, sprd=0.024]
Ep 055/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:30,  2.07it/s, loss=0.662, pair=0.000, adv=3.720, sprd=0.024]
Ep 055/80 [S3:+sens]:  59%|█▏| 266/453 [02:13<01:30,  2.07it/s, loss=0.647, pair=0.000, adv=6.002, sprd=0.023]
Ep 055/80 [S3:+sens]:  59%|█▏| 267/453 [02:13<01:32,  2.00it/s, loss=0.647, pair=0.000, adv=6.002, sprd=0.023]
Ep 055/80 [S3:+sens]:  59%|█▏| 267/453 [02:14<01:32,  2.00it/s, loss=0.645, pair=0.000, adv=5.083, sprd=0.025]
Ep 055/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:28,  2.09it/s, loss=0.645, pair=0.000, adv=5.083, sprd=0.025]
Ep 055/80 [S3:+sens]:  59%|█▏| 268/453 [02:14<01:28,  2.09it/s, loss=0.611, pair=0.000, adv=5.476, sprd=0.017]
Ep 055/80 [S3:+sens]:  59%|█▏| 269/453 [02:14<01:31,  2.00it/s, loss=0.611, pair=0.000, adv=5.476, sprd=0.017]
Ep 055/80 [S3:+sens]:  59%|█▏| 269/453 [02:15<01:31,  2.00it/s, loss=0.646, pair=0.001, adv=5.041, sprd=0.022]
Ep 055/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:26,  2.12it/s, loss=0.646, pair=0.001, adv=5.041, sprd=0.022]
Ep 055/80 [S3:+sens]:  60%|█▏| 270/453 [02:15<01:26,  2.12it/s, loss=0.681, pair=0.001, adv=6.947, sprd=0.030]
Ep 055/80 [S3:+sens]:  60%|█▏| 271/453 [02:15<01:29,  2.04it/s, loss=0.681, pair=0.001, adv=6.947, sprd=0.030]
Ep 055/80 [S3:+sens]:  60%|█▏| 271/453 [02:16<01:29,  2.04it/s, loss=0.645, pair=0.000, adv=5.917, sprd=0.023]
Ep 055/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:24,  2.15it/s, loss=0.645, pair=0.000, adv=5.917, sprd=0.023]
Ep 055/80 [S3:+sens]:  60%|█▏| 272/453 [02:16<01:24,  2.15it/s, loss=0.666, pair=0.000, adv=5.398, sprd=0.025]
Ep 055/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:27,  2.06it/s, loss=0.666, pair=0.000, adv=5.398, sprd=0.025]
Ep 055/80 [S3:+sens]:  60%|█▏| 273/453 [02:16<01:27,  2.06it/s, loss=0.658, pair=0.000, adv=4.451, sprd=0.023]
Ep 055/80 [S3:+sens]:  60%|█▏| 274/453 [02:16<01:22,  2.17it/s, loss=0.658, pair=0.000, adv=4.451, sprd=0.023]
Ep 055/80 [S3:+sens]:  60%|█▏| 274/453 [02:17<01:22,  2.17it/s, loss=0.608, pair=0.002, adv=4.848, sprd=0.014]
Ep 055/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:25,  2.08it/s, loss=0.608, pair=0.002, adv=4.848, sprd=0.014]
Ep 055/80 [S3:+sens]:  61%|█▏| 275/453 [02:17<01:25,  2.08it/s, loss=0.637, pair=0.000, adv=5.670, sprd=0.022]
Ep 055/80 [S3:+sens]:  61%|█▏| 276/453 [02:17<01:21,  2.17it/s, loss=0.637, pair=0.000, adv=5.670, sprd=0.022]
Ep 055/80 [S3:+sens]:  61%|█▏| 276/453 [02:18<01:21,  2.17it/s, loss=0.620, pair=0.000, adv=3.941, sprd=0.019]
Ep 055/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:25,  2.07it/s, loss=0.620, pair=0.000, adv=3.941, sprd=0.019]
Ep 055/80 [S3:+sens]:  61%|█▏| 277/453 [02:18<01:25,  2.07it/s, loss=0.589, pair=0.000, adv=4.518, sprd=0.014]
Ep 055/80 [S3:+sens]:  61%|█▏| 278/453 [02:18<01:20,  2.16it/s, loss=0.589, pair=0.000, adv=4.518, sprd=0.014]
Ep 055/80 [S3:+sens]:  61%|█▏| 278/453 [02:19<01:20,  2.16it/s, loss=0.614, pair=0.000, adv=4.642, sprd=0.019]
Ep 055/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:23,  2.08it/s, loss=0.614, pair=0.000, adv=4.642, sprd=0.019]
Ep 055/80 [S3:+sens]:  62%|█▏| 279/453 [02:19<01:23,  2.08it/s, loss=0.627, pair=0.001, adv=4.304, sprd=0.021]
Ep 055/80 [S3:+sens]:  62%|█▏| 280/453 [02:19<01:20,  2.16it/s, loss=0.627, pair=0.001, adv=4.304, sprd=0.021]
Ep 055/80 [S3:+sens]:  62%|█▏| 280/453 [02:20<01:20,  2.16it/s, loss=0.611, pair=0.000, adv=4.855, sprd=0.017]
Ep 055/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:22,  2.09it/s, loss=0.611, pair=0.000, adv=4.855, sprd=0.017]
Ep 055/80 [S3:+sens]:  62%|█▏| 281/453 [02:20<01:22,  2.09it/s, loss=0.631, pair=0.000, adv=4.351, sprd=0.022]
Ep 055/80 [S3:+sens]:  62%|█▏| 282/453 [02:20<01:19,  2.15it/s, loss=0.631, pair=0.000, adv=4.351, sprd=0.022]
Ep 055/80 [S3:+sens]:  62%|█▏| 282/453 [02:21<01:19,  2.15it/s, loss=0.617, pair=0.000, adv=3.896, sprd=0.018]
Ep 055/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:20,  2.11it/s, loss=0.617, pair=0.000, adv=3.896, sprd=0.018]
Ep 055/80 [S3:+sens]:  62%|█▏| 283/453 [02:21<01:20,  2.11it/s, loss=0.633, pair=0.002, adv=4.105, sprd=0.017]
Ep 055/80 [S3:+sens]:  63%|█▎| 284/453 [02:21<01:16,  2.21it/s, loss=0.633, pair=0.002, adv=4.105, sprd=0.017]
Ep 055/80 [S3:+sens]:  63%|█▎| 284/453 [02:22<01:16,  2.21it/s, loss=0.603, pair=0.001, adv=5.196, sprd=0.015]
Ep 055/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:19,  2.13it/s, loss=0.603, pair=0.001, adv=5.196, sprd=0.015]
Ep 055/80 [S3:+sens]:  63%|█▎| 285/453 [02:22<01:19,  2.13it/s, loss=0.615, pair=0.001, adv=4.261, sprd=0.016]
Ep 055/80 [S3:+sens]:  63%|█▎| 286/453 [02:22<01:14,  2.24it/s, loss=0.615, pair=0.001, adv=4.261, sprd=0.016]
Ep 055/80 [S3:+sens]:  63%|█▎| 286/453 [02:23<01:14,  2.24it/s, loss=0.669, pair=0.000, adv=6.085, sprd=0.029]
Ep 055/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:18,  2.11it/s, loss=0.669, pair=0.000, adv=6.085, sprd=0.029]
Ep 055/80 [S3:+sens]:  63%|█▎| 287/453 [02:23<01:18,  2.11it/s, loss=0.637, pair=0.001, adv=5.361, sprd=0.021]
Ep 055/80 [S3:+sens]:  64%|█▎| 288/453 [02:23<01:14,  2.21it/s, loss=0.637, pair=0.001, adv=5.361, sprd=0.021]
Ep 055/80 [S3:+sens]:  64%|█▎| 288/453 [02:24<01:14,  2.21it/s, loss=0.572, pair=0.000, adv=4.199, sprd=0.010]
Ep 055/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:20,  2.03it/s, loss=0.572, pair=0.000, adv=4.199, sprd=0.010]
Ep 055/80 [S3:+sens]:  64%|█▎| 289/453 [02:24<01:20,  2.03it/s, loss=0.640, pair=0.000, adv=4.380, sprd=0.021]
Ep 055/80 [S3:+sens]:  64%|█▎| 290/453 [02:24<01:15,  2.15it/s, loss=0.640, pair=0.000, adv=4.380, sprd=0.021]
Ep 055/80 [S3:+sens]:  64%|█▎| 290/453 [02:25<01:15,  2.15it/s, loss=0.647, pair=0.002, adv=5.763, sprd=0.025]
Ep 055/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:19,  2.04it/s, loss=0.647, pair=0.002, adv=5.763, sprd=0.025]
Ep 055/80 [S3:+sens]:  64%|█▎| 291/453 [02:25<01:19,  2.04it/s, loss=0.637, pair=0.006, adv=3.892, sprd=0.020]
Ep 055/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:14,  2.15it/s, loss=0.637, pair=0.006, adv=3.892, sprd=0.020]
Ep 055/80 [S3:+sens]:  64%|█▎| 292/453 [02:25<01:14,  2.15it/s, loss=0.650, pair=0.005, adv=4.475, sprd=0.022]
Ep 055/80 [S3:+sens]:  65%|█▎| 293/453 [02:25<01:17,  2.06it/s, loss=0.650, pair=0.005, adv=4.475, sprd=0.022]
Ep 055/80 [S3:+sens]:  65%|█▎| 293/453 [02:26<01:17,  2.06it/s, loss=0.670, pair=0.000, adv=4.218, sprd=0.029]
Ep 055/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:14,  2.13it/s, loss=0.670, pair=0.000, adv=4.218, sprd=0.029]
Ep 055/80 [S3:+sens]:  65%|█▎| 294/453 [02:26<01:14,  2.13it/s, loss=0.659, pair=0.001, adv=5.125, sprd=0.028]
Ep 055/80 [S3:+sens]:  65%|█▎| 295/453 [02:26<01:18,  2.01it/s, loss=0.659, pair=0.001, adv=5.125, sprd=0.028]
Ep 055/80 [S3:+sens]:  65%|█▎| 295/453 [02:27<01:18,  2.01it/s, loss=0.602, pair=0.001, adv=4.268, sprd=0.015]
Ep 055/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.13it/s, loss=0.602, pair=0.001, adv=4.268, sprd=0.015]
Ep 055/80 [S3:+sens]:  65%|█▎| 296/453 [02:27<01:13,  2.13it/s, loss=0.657, pair=0.000, adv=5.136, sprd=0.023]
Ep 055/80 [S3:+sens]:  66%|█▎| 297/453 [02:27<01:15,  2.07it/s, loss=0.657, pair=0.000, adv=5.136, sprd=0.023]
Ep 055/80 [S3:+sens]:  66%|█▎| 297/453 [02:28<01:15,  2.07it/s, loss=0.612, pair=0.000, adv=5.076, sprd=0.018]
Ep 055/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:11,  2.17it/s, loss=0.612, pair=0.000, adv=5.076, sprd=0.018]
Ep 055/80 [S3:+sens]:  66%|█▎| 298/453 [02:28<01:11,  2.17it/s, loss=0.671, pair=0.000, adv=5.142, sprd=0.028]
Ep 055/80 [S3:+sens]:  66%|█▎| 299/453 [02:28<01:14,  2.05it/s, loss=0.671, pair=0.000, adv=5.142, sprd=0.028]
Ep 055/80 [S3:+sens]:  66%|█▎| 299/453 [02:29<01:14,  2.05it/s, loss=0.631, pair=0.000, adv=4.600, sprd=0.019]
Ep 055/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:10,  2.16it/s, loss=0.631, pair=0.000, adv=4.600, sprd=0.019]
Ep 055/80 [S3:+sens]:  66%|█▎| 300/453 [02:29<01:10,  2.16it/s, loss=0.633, pair=0.000, adv=4.824, sprd=0.016]
Ep 055/80 [S3:+sens]:  66%|█▎| 301/453 [02:29<01:12,  2.10it/s, loss=0.633, pair=0.000, adv=4.824, sprd=0.016]
Ep 055/80 [S3:+sens]:  66%|█▎| 301/453 [02:30<01:12,  2.10it/s, loss=2.349, pair=0.000, adv=4.212, sprd=0.022]
Ep 055/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:10,  2.15it/s, loss=2.349, pair=0.000, adv=4.212, sprd=0.022]
Ep 055/80 [S3:+sens]:  67%|█▎| 302/453 [02:30<01:10,  2.15it/s, loss=0.664, pair=0.000, adv=4.493, sprd=0.026]
Ep 055/80 [S3:+sens]:  67%|█▎| 303/453 [02:30<01:15,  1.98it/s, loss=0.664, pair=0.000, adv=4.493, sprd=0.026]
Ep 055/80 [S3:+sens]:  67%|█▎| 303/453 [02:31<01:15,  1.98it/s, loss=0.626, pair=0.000, adv=3.672, sprd=0.018]
Ep 055/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:11,  2.07it/s, loss=0.626, pair=0.000, adv=3.672, sprd=0.018]
Ep 055/80 [S3:+sens]:  67%|█▎| 304/453 [02:31<01:11,  2.07it/s, loss=0.606, pair=0.003, adv=4.394, sprd=0.015]
Ep 055/80 [S3:+sens]:  67%|█▎| 305/453 [02:31<01:18,  1.89it/s, loss=0.606, pair=0.003, adv=4.394, sprd=0.015]
Ep 055/80 [S3:+sens]:  67%|█▎| 305/453 [02:32<01:18,  1.89it/s, loss=0.634, pair=0.001, adv=3.735, sprd=0.019]
Ep 055/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:13,  2.00it/s, loss=0.634, pair=0.001, adv=3.735, sprd=0.019]
Ep 055/80 [S3:+sens]:  68%|█▎| 306/453 [02:32<01:13,  2.00it/s, loss=0.653, pair=0.001, adv=4.631, sprd=0.027]
Ep 055/80 [S3:+sens]:  68%|█▎| 307/453 [02:32<01:18,  1.86it/s, loss=0.653, pair=0.001, adv=4.631, sprd=0.027]
Ep 055/80 [S3:+sens]:  68%|█▎| 307/453 [02:33<01:18,  1.86it/s, loss=0.663, pair=0.000, adv=5.673, sprd=0.028]
Ep 055/80 [S3:+sens]:  68%|█▎| 308/453 [02:33<01:15,  1.93it/s, loss=0.663, pair=0.000, adv=5.673, sprd=0.028]
Ep 055/80 [S3:+sens]:  68%|█▎| 308/453 [02:34<01:15,  1.93it/s, loss=0.715, pair=0.003, adv=4.618, sprd=0.038]
Ep 055/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:19,  1.80it/s, loss=0.715, pair=0.003, adv=4.618, sprd=0.038]
Ep 055/80 [S3:+sens]:  68%|█▎| 309/453 [02:34<01:19,  1.80it/s, loss=0.606, pair=0.000, adv=5.306, sprd=0.014]
Ep 055/80 [S3:+sens]:  68%|█▎| 310/453 [02:34<01:13,  1.93it/s, loss=0.606, pair=0.000, adv=5.306, sprd=0.014]
Ep 055/80 [S3:+sens]:  68%|█▎| 310/453 [02:35<01:13,  1.93it/s, loss=0.676, pair=0.002, adv=5.268, sprd=0.017]
Ep 055/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:18,  1.82it/s, loss=0.676, pair=0.002, adv=5.268, sprd=0.017]
Ep 055/80 [S3:+sens]:  69%|█▎| 311/453 [02:35<01:18,  1.82it/s, loss=0.647, pair=0.000, adv=5.358, sprd=0.022]
Ep 055/80 [S3:+sens]:  69%|█▍| 312/453 [02:35<01:12,  1.95it/s, loss=0.647, pair=0.000, adv=5.358, sprd=0.022]
Ep 055/80 [S3:+sens]:  69%|█▍| 312/453 [02:36<01:12,  1.95it/s, loss=0.632, pair=0.000, adv=5.504, sprd=0.021]
Ep 055/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:16,  1.83it/s, loss=0.632, pair=0.000, adv=5.504, sprd=0.021]
Ep 055/80 [S3:+sens]:  69%|█▍| 313/453 [02:36<01:16,  1.83it/s, loss=0.641, pair=0.004, adv=3.623, sprd=0.019]
Ep 055/80 [S3:+sens]:  69%|█▍| 314/453 [02:36<01:10,  1.96it/s, loss=0.641, pair=0.004, adv=3.623, sprd=0.019]
Ep 055/80 [S3:+sens]:  69%|█▍| 314/453 [02:37<01:10,  1.96it/s, loss=0.626, pair=0.000, adv=4.920, sprd=0.019]
Ep 055/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:15,  1.82it/s, loss=0.626, pair=0.000, adv=4.920, sprd=0.019]
Ep 055/80 [S3:+sens]:  70%|█▍| 315/453 [02:37<01:15,  1.82it/s, loss=0.662, pair=0.000, adv=5.661, sprd=0.026]
Ep 055/80 [S3:+sens]:  70%|█▍| 316/453 [02:37<01:11,  1.92it/s, loss=0.662, pair=0.000, adv=5.661, sprd=0.026]
Ep 055/80 [S3:+sens]:  70%|█▍| 316/453 [02:38<01:11,  1.92it/s, loss=0.634, pair=0.000, adv=4.604, sprd=0.020]
Ep 055/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:22,  1.66it/s, loss=0.634, pair=0.000, adv=4.604, sprd=0.020]
Ep 055/80 [S3:+sens]:  70%|█▍| 317/453 [02:38<01:22,  1.66it/s, loss=0.626, pair=0.000, adv=5.386, sprd=0.020]
Ep 055/80 [S3:+sens]:  70%|█▍| 318/453 [02:38<01:15,  1.80it/s, loss=0.626, pair=0.000, adv=5.386, sprd=0.020]
Ep 055/80 [S3:+sens]:  70%|█▍| 318/453 [02:39<01:15,  1.80it/s, loss=0.614, pair=0.000, adv=3.740, sprd=0.018]
Ep 055/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:18,  1.71it/s, loss=0.614, pair=0.000, adv=3.740, sprd=0.018]
Ep 055/80 [S3:+sens]:  70%|█▍| 319/453 [02:39<01:18,  1.71it/s, loss=0.654, pair=0.000, adv=5.438, sprd=0.022]
Ep 055/80 [S3:+sens]:  71%|█▍| 320/453 [02:39<01:12,  1.84it/s, loss=0.654, pair=0.000, adv=5.438, sprd=0.022]
Ep 055/80 [S3:+sens]:  71%|█▍| 320/453 [02:40<01:12,  1.84it/s, loss=0.598, pair=0.000, adv=5.027, sprd=0.017]
Ep 055/80 [S3:+sens]:  71%|█▍| 321/453 [02:40<01:14,  1.77it/s, loss=0.598, pair=0.000, adv=5.027, sprd=0.017]
Ep 055/80 [S3:+sens]:  71%|█▍| 321/453 [02:41<01:14,  1.77it/s, loss=0.617, pair=0.000, adv=5.338, sprd=0.021]
Ep 055/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:10,  1.86it/s, loss=0.617, pair=0.000, adv=5.338, sprd=0.021]
Ep 055/80 [S3:+sens]:  71%|█▍| 322/453 [02:41<01:10,  1.86it/s, loss=0.666, pair=0.000, adv=4.679, sprd=0.026]
Ep 055/80 [S3:+sens]:  71%|█▍| 323/453 [02:41<01:13,  1.77it/s, loss=0.666, pair=0.000, adv=4.679, sprd=0.026]
Ep 055/80 [S3:+sens]:  71%|█▍| 323/453 [02:42<01:13,  1.77it/s, loss=0.644, pair=0.000, adv=5.265, sprd=0.024]
Ep 055/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:08,  1.87it/s, loss=0.644, pair=0.000, adv=5.265, sprd=0.024]
Ep 055/80 [S3:+sens]:  72%|█▍| 324/453 [02:42<01:08,  1.87it/s, loss=0.669, pair=0.000, adv=5.203, sprd=0.027]
Ep 055/80 [S3:+sens]:  72%|█▍| 325/453 [02:42<01:12,  1.76it/s, loss=0.669, pair=0.000, adv=5.203, sprd=0.027]
Ep 055/80 [S3:+sens]:  72%|█▍| 325/453 [02:43<01:12,  1.76it/s, loss=0.597, pair=0.000, adv=4.281, sprd=0.013]
Ep 055/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<01:06,  1.90it/s, loss=0.597, pair=0.000, adv=4.281, sprd=0.013]
Ep 055/80 [S3:+sens]:  72%|█▍| 326/453 [02:43<01:06,  1.90it/s, loss=0.614, pair=0.000, adv=4.735, sprd=0.018]
Ep 055/80 [S3:+sens]:  72%|█▍| 327/453 [02:43<01:09,  1.82it/s, loss=0.614, pair=0.000, adv=4.735, sprd=0.018]
Ep 055/80 [S3:+sens]:  72%|█▍| 327/453 [02:44<01:09,  1.82it/s, loss=0.603, pair=0.000, adv=3.557, sprd=0.018]
Ep 055/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<01:05,  1.92it/s, loss=0.603, pair=0.000, adv=3.557, sprd=0.018]
Ep 055/80 [S3:+sens]:  72%|█▍| 328/453 [02:44<01:05,  1.92it/s, loss=0.624, pair=0.000, adv=4.913, sprd=0.019]
Ep 055/80 [S3:+sens]:  73%|█▍| 329/453 [02:44<01:07,  1.83it/s, loss=0.624, pair=0.000, adv=4.913, sprd=0.019]
Ep 055/80 [S3:+sens]:  73%|█▍| 329/453 [02:45<01:07,  1.83it/s, loss=0.635, pair=0.000, adv=5.210, sprd=0.018]
Ep 055/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<01:02,  1.96it/s, loss=0.635, pair=0.000, adv=5.210, sprd=0.018]
Ep 055/80 [S3:+sens]:  73%|█▍| 330/453 [02:45<01:02,  1.96it/s, loss=0.643, pair=0.000, adv=3.783, sprd=0.019]
Ep 055/80 [S3:+sens]:  73%|█▍| 331/453 [02:45<01:05,  1.85it/s, loss=0.643, pair=0.000, adv=3.783, sprd=0.019]
Ep 055/80 [S3:+sens]:  73%|█▍| 331/453 [02:46<01:05,  1.85it/s, loss=0.641, pair=0.000, adv=5.424, sprd=0.024]
Ep 055/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:02,  1.94it/s, loss=0.641, pair=0.000, adv=5.424, sprd=0.024]
Ep 055/80 [S3:+sens]:  73%|█▍| 332/453 [02:46<01:02,  1.94it/s, loss=0.613, pair=0.000, adv=5.048, sprd=0.015]
Ep 055/80 [S3:+sens]:  74%|█▍| 333/453 [02:46<01:02,  1.91it/s, loss=0.613, pair=0.000, adv=5.048, sprd=0.015]
Ep 055/80 [S3:+sens]:  74%|█▍| 333/453 [02:47<01:02,  1.91it/s, loss=0.608, pair=0.000, adv=4.125, sprd=0.016]
Ep 055/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<00:57,  2.06it/s, loss=0.608, pair=0.000, adv=4.125, sprd=0.016]
Ep 055/80 [S3:+sens]:  74%|█▍| 334/453 [02:47<00:57,  2.06it/s, loss=0.593, pair=0.000, adv=5.273, sprd=0.016]
Ep 055/80 [S3:+sens]:  74%|█▍| 335/453 [02:47<00:59,  1.99it/s, loss=0.593, pair=0.000, adv=5.273, sprd=0.016]
Ep 055/80 [S3:+sens]:  74%|█▍| 335/453 [02:48<00:59,  1.99it/s, loss=0.638, pair=0.001, adv=3.847, sprd=0.017]
Ep 055/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:54,  2.15it/s, loss=0.638, pair=0.001, adv=3.847, sprd=0.017]
Ep 055/80 [S3:+sens]:  74%|█▍| 336/453 [02:48<00:54,  2.15it/s, loss=0.650, pair=0.000, adv=4.114, sprd=0.017]
Ep 055/80 [S3:+sens]:  74%|█▍| 337/453 [02:48<00:56,  2.06it/s, loss=0.650, pair=0.000, adv=4.114, sprd=0.017]
Ep 055/80 [S3:+sens]:  74%|█▍| 337/453 [02:49<00:56,  2.06it/s, loss=0.635, pair=0.000, adv=5.119, sprd=0.019]
Ep 055/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<00:52,  2.19it/s, loss=0.635, pair=0.000, adv=5.119, sprd=0.019]
Ep 055/80 [S3:+sens]:  75%|█▍| 338/453 [02:49<00:52,  2.19it/s, loss=0.606, pair=0.000, adv=4.338, sprd=0.018]
Ep 055/80 [S3:+sens]:  75%|█▍| 339/453 [02:49<00:55,  2.05it/s, loss=0.606, pair=0.000, adv=4.338, sprd=0.018]
Ep 055/80 [S3:+sens]:  75%|█▍| 339/453 [02:50<00:55,  2.05it/s, loss=0.640, pair=0.000, adv=5.769, sprd=0.020]
Ep 055/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:51,  2.19it/s, loss=0.640, pair=0.000, adv=5.769, sprd=0.020]
Ep 055/80 [S3:+sens]:  75%|█▌| 340/453 [02:50<00:51,  2.19it/s, loss=0.663, pair=0.001, adv=4.689, sprd=0.018]
Ep 055/80 [S3:+sens]:  75%|█▌| 341/453 [02:50<00:53,  2.10it/s, loss=0.663, pair=0.001, adv=4.689, sprd=0.018]
Ep 055/80 [S3:+sens]:  75%|█▌| 341/453 [02:51<00:53,  2.10it/s, loss=0.602, pair=0.000, adv=3.849, sprd=0.015]
Ep 055/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:50,  2.20it/s, loss=0.602, pair=0.000, adv=3.849, sprd=0.015]
Ep 055/80 [S3:+sens]:  75%|█▌| 342/453 [02:51<00:50,  2.20it/s, loss=0.643, pair=0.005, adv=5.465, sprd=0.022]
Ep 055/80 [S3:+sens]:  76%|█▌| 343/453 [02:51<00:52,  2.08it/s, loss=0.643, pair=0.005, adv=5.465, sprd=0.022]
Ep 055/80 [S3:+sens]:  76%|█▌| 343/453 [02:52<00:52,  2.08it/s, loss=0.642, pair=0.001, adv=5.827, sprd=0.024]
Ep 055/80 [S3:+sens]:  76%|█▌| 344/453 [02:52<00:50,  2.15it/s, loss=0.642, pair=0.001, adv=5.827, sprd=0.024]
Ep 055/80 [S3:+sens]:  76%|█▌| 344/453 [02:52<00:50,  2.15it/s, loss=0.644, pair=0.001, adv=3.909, sprd=0.019]
Ep 055/80 [S3:+sens]:  76%|█▌| 345/453 [02:52<00:54,  1.99it/s, loss=0.644, pair=0.001, adv=3.909, sprd=0.019]
Ep 055/80 [S3:+sens]:  76%|█▌| 345/453 [02:53<00:54,  1.99it/s, loss=0.659, pair=0.000, adv=5.102, sprd=0.028]
Ep 055/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:51,  2.07it/s, loss=0.659, pair=0.000, adv=5.102, sprd=0.028]
Ep 055/80 [S3:+sens]:  76%|█▌| 346/453 [02:53<00:51,  2.07it/s, loss=0.608, pair=0.000, adv=5.473, sprd=0.017]
Ep 055/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:52,  2.02it/s, loss=0.608, pair=0.000, adv=5.473, sprd=0.017]
Ep 055/80 [S3:+sens]:  77%|█▌| 347/453 [02:53<00:52,  2.02it/s, loss=0.577, pair=0.000, adv=4.593, sprd=0.011]
Ep 055/80 [S3:+sens]:  77%|█▌| 348/453 [02:53<00:48,  2.15it/s, loss=0.577, pair=0.000, adv=4.593, sprd=0.011]
Ep 055/80 [S3:+sens]:  77%|█▌| 348/453 [02:54<00:48,  2.15it/s, loss=0.640, pair=0.000, adv=4.911, sprd=0.024]
Ep 055/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:50,  2.06it/s, loss=0.640, pair=0.000, adv=4.911, sprd=0.024]
Ep 055/80 [S3:+sens]:  77%|█▌| 349/453 [02:54<00:50,  2.06it/s, loss=0.621, pair=0.000, adv=4.772, sprd=0.018]
Ep 055/80 [S3:+sens]:  77%|█▌| 350/453 [02:54<00:47,  2.16it/s, loss=0.621, pair=0.000, adv=4.772, sprd=0.018]
Ep 055/80 [S3:+sens]:  77%|█▌| 350/453 [02:55<00:47,  2.16it/s, loss=0.652, pair=0.000, adv=5.573, sprd=0.024]
Ep 055/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:49,  2.06it/s, loss=0.652, pair=0.000, adv=5.573, sprd=0.024]
Ep 055/80 [S3:+sens]:  77%|█▌| 351/453 [02:55<00:49,  2.06it/s, loss=0.638, pair=0.001, adv=5.376, sprd=0.021]
Ep 055/80 [S3:+sens]:  78%|█▌| 352/453 [02:55<00:46,  2.16it/s, loss=0.638, pair=0.001, adv=5.376, sprd=0.021]
Ep 055/80 [S3:+sens]:  78%|█▌| 352/453 [02:56<00:46,  2.16it/s, loss=0.647, pair=0.000, adv=5.461, sprd=0.023]
Ep 055/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:48,  2.07it/s, loss=0.647, pair=0.000, adv=5.461, sprd=0.023]
Ep 055/80 [S3:+sens]:  78%|█▌| 353/453 [02:56<00:48,  2.07it/s, loss=0.657, pair=0.000, adv=4.658, sprd=0.019]
Ep 055/80 [S3:+sens]:  78%|█▌| 354/453 [02:56<00:44,  2.20it/s, loss=0.657, pair=0.000, adv=4.658, sprd=0.019]
Ep 055/80 [S3:+sens]:  78%|█▌| 354/453 [02:57<00:44,  2.20it/s, loss=0.654, pair=0.000, adv=3.897, sprd=0.022]
Ep 055/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:46,  2.09it/s, loss=0.654, pair=0.000, adv=3.897, sprd=0.022]
Ep 055/80 [S3:+sens]:  78%|█▌| 355/453 [02:57<00:46,  2.09it/s, loss=0.646, pair=0.000, adv=5.219, sprd=0.019]
Ep 055/80 [S3:+sens]:  79%|█▌| 356/453 [02:57<00:43,  2.22it/s, loss=0.646, pair=0.000, adv=5.219, sprd=0.019]
Ep 055/80 [S3:+sens]:  79%|█▌| 356/453 [02:58<00:43,  2.22it/s, loss=0.609, pair=0.001, adv=4.711, sprd=0.017]
Ep 055/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:45,  2.09it/s, loss=0.609, pair=0.001, adv=4.711, sprd=0.017]
Ep 055/80 [S3:+sens]:  79%|█▌| 357/453 [02:58<00:45,  2.09it/s, loss=0.656, pair=0.001, adv=5.781, sprd=0.023]
Ep 055/80 [S3:+sens]:  79%|█▌| 358/453 [02:58<00:43,  2.20it/s, loss=0.656, pair=0.001, adv=5.781, sprd=0.023]
Ep 055/80 [S3:+sens]:  79%|█▌| 358/453 [02:59<00:43,  2.20it/s, loss=0.632, pair=0.001, adv=5.209, sprd=0.024]
Ep 055/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.06it/s, loss=0.632, pair=0.001, adv=5.209, sprd=0.024]
Ep 055/80 [S3:+sens]:  79%|█▌| 359/453 [02:59<00:45,  2.06it/s, loss=0.641, pair=0.000, adv=5.818, sprd=0.020]
Ep 055/80 [S3:+sens]:  79%|█▌| 360/453 [02:59<00:43,  2.16it/s, loss=0.641, pair=0.000, adv=5.818, sprd=0.020]
Ep 055/80 [S3:+sens]:  79%|█▌| 360/453 [03:00<00:43,  2.16it/s, loss=0.667, pair=0.000, adv=4.680, sprd=0.027]
Ep 055/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:45,  2.02it/s, loss=0.667, pair=0.000, adv=4.680, sprd=0.027]
Ep 055/80 [S3:+sens]:  80%|█▌| 361/453 [03:00<00:45,  2.02it/s, loss=0.656, pair=0.000, adv=5.657, sprd=0.026]
Ep 055/80 [S3:+sens]:  80%|█▌| 362/453 [03:00<00:43,  2.11it/s, loss=0.656, pair=0.000, adv=5.657, sprd=0.026]
Ep 055/80 [S3:+sens]:  80%|█▌| 362/453 [03:01<00:43,  2.11it/s, loss=0.662, pair=0.000, adv=4.897, sprd=0.025]
Ep 055/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:44,  2.04it/s, loss=0.662, pair=0.000, adv=4.897, sprd=0.025]
Ep 055/80 [S3:+sens]:  80%|█▌| 363/453 [03:01<00:44,  2.04it/s, loss=0.612, pair=0.000, adv=5.366, sprd=0.018]
Ep 055/80 [S3:+sens]:  80%|█▌| 364/453 [03:01<00:41,  2.15it/s, loss=0.612, pair=0.000, adv=5.366, sprd=0.018]
Ep 055/80 [S3:+sens]:  80%|█▌| 364/453 [03:02<00:41,  2.15it/s, loss=0.651, pair=0.001, adv=5.767, sprd=0.023]
Ep 055/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:43,  2.04it/s, loss=0.651, pair=0.001, adv=5.767, sprd=0.023]
Ep 055/80 [S3:+sens]:  81%|█▌| 365/453 [03:02<00:43,  2.04it/s, loss=0.627, pair=0.001, adv=3.891, sprd=0.018]
Ep 055/80 [S3:+sens]:  81%|█▌| 366/453 [03:02<00:40,  2.16it/s, loss=0.627, pair=0.001, adv=3.891, sprd=0.018]
Ep 055/80 [S3:+sens]:  81%|█▌| 366/453 [03:03<00:40,  2.16it/s, loss=0.618, pair=0.000, adv=4.551, sprd=0.019]
Ep 055/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:41,  2.07it/s, loss=0.618, pair=0.000, adv=4.551, sprd=0.019]
Ep 055/80 [S3:+sens]:  81%|█▌| 367/453 [03:03<00:41,  2.07it/s, loss=0.605, pair=0.000, adv=4.981, sprd=0.017]
Ep 055/80 [S3:+sens]:  81%|█▌| 368/453 [03:03<00:39,  2.16it/s, loss=0.605, pair=0.000, adv=4.981, sprd=0.017]
Ep 055/80 [S3:+sens]:  81%|█▌| 368/453 [03:04<00:39,  2.16it/s, loss=0.672, pair=0.002, adv=4.558, sprd=0.030]
Ep 055/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:41,  2.03it/s, loss=0.672, pair=0.002, adv=4.558, sprd=0.030]
Ep 055/80 [S3:+sens]:  81%|█▋| 369/453 [03:04<00:41,  2.03it/s, loss=0.643, pair=0.000, adv=5.977, sprd=0.021]
Ep 055/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:38,  2.14it/s, loss=0.643, pair=0.000, adv=5.977, sprd=0.021]
Ep 055/80 [S3:+sens]:  82%|█▋| 370/453 [03:04<00:38,  2.14it/s, loss=0.648, pair=0.000, adv=5.367, sprd=0.022]
Ep 055/80 [S3:+sens]:  82%|█▋| 371/453 [03:04<00:40,  2.02it/s, loss=0.648, pair=0.000, adv=5.367, sprd=0.022]
Ep 055/80 [S3:+sens]:  82%|█▋| 371/453 [03:05<00:40,  2.02it/s, loss=0.616, pair=0.001, adv=4.749, sprd=0.019]
Ep 055/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:38,  2.13it/s, loss=0.616, pair=0.001, adv=4.749, sprd=0.019]
Ep 055/80 [S3:+sens]:  82%|█▋| 372/453 [03:05<00:38,  2.13it/s, loss=0.613, pair=0.000, adv=5.017, sprd=0.015]
Ep 055/80 [S3:+sens]:  82%|█▋| 373/453 [03:05<00:38,  2.07it/s, loss=0.613, pair=0.000, adv=5.017, sprd=0.015]
Ep 055/80 [S3:+sens]:  82%|█▋| 373/453 [03:06<00:38,  2.07it/s, loss=0.671, pair=0.000, adv=5.214, sprd=0.024]
Ep 055/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.17it/s, loss=0.671, pair=0.000, adv=5.214, sprd=0.024]
Ep 055/80 [S3:+sens]:  83%|█▋| 374/453 [03:06<00:36,  2.17it/s, loss=0.634, pair=0.000, adv=3.394, sprd=0.021]
Ep 055/80 [S3:+sens]:  83%|█▋| 375/453 [03:06<00:40,  1.95it/s, loss=0.634, pair=0.000, adv=3.394, sprd=0.021]
Ep 055/80 [S3:+sens]:  83%|█▋| 375/453 [03:07<00:40,  1.95it/s, loss=0.623, pair=0.000, adv=4.961, sprd=0.019]
Ep 055/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:37,  2.07it/s, loss=0.623, pair=0.000, adv=4.961, sprd=0.019]
Ep 055/80 [S3:+sens]:  83%|█▋| 376/453 [03:07<00:37,  2.07it/s, loss=0.633, pair=0.000, adv=5.479, sprd=0.020]
Ep 055/80 [S3:+sens]:  83%|█▋| 377/453 [03:07<00:37,  2.03it/s, loss=0.633, pair=0.000, adv=5.479, sprd=0.020]
Ep 055/80 [S3:+sens]:  83%|█▋| 377/453 [03:08<00:37,  2.03it/s, loss=0.696, pair=0.015, adv=5.689, sprd=0.032]
Ep 055/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.11it/s, loss=0.696, pair=0.015, adv=5.689, sprd=0.032]
Ep 055/80 [S3:+sens]:  83%|█▋| 378/453 [03:08<00:35,  2.11it/s, loss=0.605, pair=0.002, adv=5.061, sprd=0.017]
Ep 055/80 [S3:+sens]:  84%|█▋| 379/453 [03:08<00:36,  2.02it/s, loss=0.605, pair=0.002, adv=5.061, sprd=0.017]
Ep 055/80 [S3:+sens]:  84%|█▋| 379/453 [03:09<00:36,  2.02it/s, loss=0.681, pair=0.002, adv=4.403, sprd=0.027]
Ep 055/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.12it/s, loss=0.681, pair=0.002, adv=4.403, sprd=0.027]
Ep 055/80 [S3:+sens]:  84%|█▋| 380/453 [03:09<00:34,  2.12it/s, loss=0.707, pair=0.005, adv=4.008, sprd=0.025]
Ep 055/80 [S3:+sens]:  84%|█▋| 381/453 [03:09<00:35,  2.02it/s, loss=0.707, pair=0.005, adv=4.008, sprd=0.025]
Ep 055/80 [S3:+sens]:  84%|█▋| 381/453 [03:10<00:35,  2.02it/s, loss=0.719, pair=0.063, adv=5.458, sprd=0.030]
Ep 055/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.12it/s, loss=0.719, pair=0.063, adv=5.458, sprd=0.030]
Ep 055/80 [S3:+sens]:  84%|█▋| 382/453 [03:10<00:33,  2.12it/s, loss=0.657, pair=0.004, adv=5.677, sprd=0.022]
Ep 055/80 [S3:+sens]:  85%|█▋| 383/453 [03:10<00:33,  2.09it/s, loss=0.657, pair=0.004, adv=5.677, sprd=0.022]
Ep 055/80 [S3:+sens]:  85%|█▋| 383/453 [03:11<00:33,  2.09it/s, loss=0.632, pair=0.003, adv=4.674, sprd=0.021]
Ep 055/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:31,  2.17it/s, loss=0.632, pair=0.003, adv=4.674, sprd=0.021]
Ep 055/80 [S3:+sens]:  85%|█▋| 384/453 [03:11<00:31,  2.17it/s, loss=0.676, pair=0.003, adv=6.553, sprd=0.020]
Ep 055/80 [S3:+sens]:  85%|█▋| 385/453 [03:11<00:33,  2.05it/s, loss=0.676, pair=0.003, adv=6.553, sprd=0.020]
Ep 055/80 [S3:+sens]:  85%|█▋| 385/453 [03:12<00:33,  2.05it/s, loss=0.639, pair=0.003, adv=5.914, sprd=0.023]
Ep 055/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.14it/s, loss=0.639, pair=0.003, adv=5.914, sprd=0.023]
Ep 055/80 [S3:+sens]:  85%|█▋| 386/453 [03:12<00:31,  2.14it/s, loss=0.618, pair=0.002, adv=4.315, sprd=0.017]
Ep 055/80 [S3:+sens]:  85%|█▋| 387/453 [03:12<00:32,  2.06it/s, loss=0.618, pair=0.002, adv=4.315, sprd=0.017]
Ep 055/80 [S3:+sens]:  85%|█▋| 387/453 [03:13<00:32,  2.06it/s, loss=0.638, pair=0.000, adv=5.563, sprd=0.022]
Ep 055/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:30,  2.16it/s, loss=0.638, pair=0.000, adv=5.563, sprd=0.022]
Ep 055/80 [S3:+sens]:  86%|█▋| 388/453 [03:13<00:30,  2.16it/s, loss=0.650, pair=0.001, adv=5.452, sprd=0.022]
Ep 055/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.09it/s, loss=0.650, pair=0.001, adv=5.452, sprd=0.022]
Ep 055/80 [S3:+sens]:  86%|█▋| 389/453 [03:13<00:30,  2.09it/s, loss=0.680, pair=0.001, adv=5.461, sprd=0.027]
Ep 055/80 [S3:+sens]:  86%|█▋| 390/453 [03:13<00:28,  2.17it/s, loss=0.680, pair=0.001, adv=5.461, sprd=0.027]
Ep 055/80 [S3:+sens]:  86%|█▋| 390/453 [03:14<00:28,  2.17it/s, loss=0.598, pair=0.002, adv=4.665, sprd=0.017]
Ep 055/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.08it/s, loss=0.598, pair=0.002, adv=4.665, sprd=0.017]
Ep 055/80 [S3:+sens]:  86%|█▋| 391/453 [03:14<00:29,  2.08it/s, loss=0.614, pair=0.000, adv=4.694, sprd=0.019]
Ep 055/80 [S3:+sens]:  87%|█▋| 392/453 [03:14<00:27,  2.18it/s, loss=0.614, pair=0.000, adv=4.694, sprd=0.019]
Ep 055/80 [S3:+sens]:  87%|█▋| 392/453 [03:15<00:27,  2.18it/s, loss=0.666, pair=0.000, adv=4.806, sprd=0.026]
Ep 055/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.09it/s, loss=0.666, pair=0.000, adv=4.806, sprd=0.026]
Ep 055/80 [S3:+sens]:  87%|█▋| 393/453 [03:15<00:28,  2.09it/s, loss=0.551, pair=0.000, adv=3.084, sprd=0.015]
Ep 055/80 [S3:+sens]:  87%|█▋| 394/453 [03:15<00:27,  2.16it/s, loss=0.551, pair=0.000, adv=3.084, sprd=0.015]
Ep 055/80 [S3:+sens]:  87%|█▋| 394/453 [03:16<00:27,  2.16it/s, loss=0.636, pair=0.000, adv=3.760, sprd=0.018]
Ep 055/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.07it/s, loss=0.636, pair=0.000, adv=3.760, sprd=0.018]
Ep 055/80 [S3:+sens]:  87%|█▋| 395/453 [03:16<00:27,  2.07it/s, loss=0.625, pair=0.000, adv=4.757, sprd=0.021]
Ep 055/80 [S3:+sens]:  87%|█▋| 396/453 [03:16<00:26,  2.16it/s, loss=0.625, pair=0.000, adv=4.757, sprd=0.021]
Ep 055/80 [S3:+sens]:  87%|█▋| 396/453 [03:17<00:26,  2.16it/s, loss=0.650, pair=0.000, adv=4.094, sprd=0.025]
Ep 055/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.03it/s, loss=0.650, pair=0.000, adv=4.094, sprd=0.025]
Ep 055/80 [S3:+sens]:  88%|█▊| 397/453 [03:17<00:27,  2.03it/s, loss=0.609, pair=0.000, adv=3.690, sprd=0.016]
Ep 055/80 [S3:+sens]:  88%|█▊| 398/453 [03:17<00:25,  2.14it/s, loss=0.609, pair=0.000, adv=3.690, sprd=0.016]
Ep 055/80 [S3:+sens]:  88%|█▊| 398/453 [03:18<00:25,  2.14it/s, loss=0.647, pair=0.000, adv=4.489, sprd=0.022]
Ep 055/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:27,  1.98it/s, loss=0.647, pair=0.000, adv=4.489, sprd=0.022]
Ep 055/80 [S3:+sens]:  88%|█▊| 399/453 [03:18<00:27,  1.98it/s, loss=0.639, pair=0.000, adv=6.333, sprd=0.021]
Ep 055/80 [S3:+sens]:  88%|█▊| 400/453 [03:18<00:25,  2.11it/s, loss=0.639, pair=0.000, adv=6.333, sprd=0.021]
Ep 055/80 [S3:+sens]:  88%|█▊| 400/453 [03:19<00:25,  2.11it/s, loss=0.684, pair=0.000, adv=4.244, sprd=0.019]
Ep 055/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.03it/s, loss=0.684, pair=0.000, adv=4.244, sprd=0.019]
Ep 055/80 [S3:+sens]:  89%|█▊| 401/453 [03:19<00:25,  2.03it/s, loss=0.621, pair=0.002, adv=4.703, sprd=0.019]
Ep 055/80 [S3:+sens]:  89%|█▊| 402/453 [03:19<00:24,  2.11it/s, loss=0.621, pair=0.002, adv=4.703, sprd=0.019]
Ep 055/80 [S3:+sens]:  89%|█▊| 402/453 [03:20<00:24,  2.11it/s, loss=0.651, pair=0.000, adv=4.523, sprd=0.023]
Ep 055/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:25,  1.94it/s, loss=0.651, pair=0.000, adv=4.523, sprd=0.023]
Ep 055/80 [S3:+sens]:  89%|█▊| 403/453 [03:20<00:25,  1.94it/s, loss=0.619, pair=0.000, adv=5.106, sprd=0.020]
Ep 055/80 [S3:+sens]:  89%|█▊| 404/453 [03:20<00:24,  2.02it/s, loss=0.619, pair=0.000, adv=5.106, sprd=0.020]
Ep 055/80 [S3:+sens]:  89%|█▊| 404/453 [03:21<00:24,  2.02it/s, loss=0.669, pair=0.000, adv=5.643, sprd=0.028]
Ep 055/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:25,  1.87it/s, loss=0.669, pair=0.000, adv=5.643, sprd=0.028]
Ep 055/80 [S3:+sens]:  89%|█▊| 405/453 [03:21<00:25,  1.87it/s, loss=0.682, pair=0.000, adv=3.994, sprd=0.029]
Ep 055/80 [S3:+sens]:  90%|█▊| 406/453 [03:21<00:24,  1.94it/s, loss=0.682, pair=0.000, adv=3.994, sprd=0.029]
Ep 055/80 [S3:+sens]:  90%|█▊| 406/453 [03:22<00:24,  1.94it/s, loss=0.665, pair=0.000, adv=5.476, sprd=0.028]
Ep 055/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:25,  1.83it/s, loss=0.665, pair=0.000, adv=5.476, sprd=0.028]
Ep 055/80 [S3:+sens]:  90%|█▊| 407/453 [03:22<00:25,  1.83it/s, loss=0.648, pair=0.000, adv=5.001, sprd=0.024]
Ep 055/80 [S3:+sens]:  90%|█▊| 408/453 [03:22<00:23,  1.93it/s, loss=0.648, pair=0.000, adv=5.001, sprd=0.024]
Ep 055/80 [S3:+sens]:  90%|█▊| 408/453 [03:23<00:23,  1.93it/s, loss=0.648, pair=0.000, adv=6.330, sprd=0.023]
Ep 055/80 [S3:+sens]:  90%|█▊| 409/453 [03:23<00:23,  1.83it/s, loss=0.648, pair=0.000, adv=6.330, sprd=0.023]
Ep 055/80 [S3:+sens]:  90%|█▊| 409/453 [03:24<00:23,  1.83it/s, loss=0.659, pair=0.000, adv=4.140, sprd=0.028]
Ep 055/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:22,  1.92it/s, loss=0.659, pair=0.000, adv=4.140, sprd=0.028]
Ep 055/80 [S3:+sens]:  91%|█▊| 410/453 [03:24<00:22,  1.92it/s, loss=0.649, pair=0.000, adv=4.959, sprd=0.023]
Ep 055/80 [S3:+sens]:  91%|█▊| 411/453 [03:24<00:23,  1.80it/s, loss=0.649, pair=0.000, adv=4.959, sprd=0.023]
Ep 055/80 [S3:+sens]:  91%|█▊| 411/453 [03:25<00:23,  1.80it/s, loss=0.598, pair=0.000, adv=4.786, sprd=0.017]
Ep 055/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:21,  1.89it/s, loss=0.598, pair=0.000, adv=4.786, sprd=0.017]
Ep 055/80 [S3:+sens]:  91%|█▊| 412/453 [03:25<00:21,  1.89it/s, loss=0.644, pair=0.002, adv=5.020, sprd=0.023]
Ep 055/80 [S3:+sens]:  91%|█▊| 413/453 [03:25<00:22,  1.80it/s, loss=0.644, pair=0.002, adv=5.020, sprd=0.023]
Ep 055/80 [S3:+sens]:  91%|█▊| 413/453 [03:26<00:22,  1.80it/s, loss=0.640, pair=0.006, adv=5.246, sprd=0.021]
Ep 055/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:20,  1.91it/s, loss=0.640, pair=0.006, adv=5.246, sprd=0.021]
Ep 055/80 [S3:+sens]:  91%|█▊| 414/453 [03:26<00:20,  1.91it/s, loss=0.634, pair=0.001, adv=4.077, sprd=0.021]
Ep 055/80 [S3:+sens]:  92%|█▊| 415/453 [03:26<00:21,  1.80it/s, loss=0.634, pair=0.001, adv=4.077, sprd=0.021]
Ep 055/80 [S3:+sens]:  92%|█▊| 415/453 [03:27<00:21,  1.80it/s, loss=0.638, pair=0.000, adv=4.616, sprd=0.022]
Ep 055/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:19,  1.90it/s, loss=0.638, pair=0.000, adv=4.616, sprd=0.022]
Ep 055/80 [S3:+sens]:  92%|█▊| 416/453 [03:27<00:19,  1.90it/s, loss=0.794, pair=0.426, adv=5.060, sprd=0.025]
Ep 055/80 [S3:+sens]:  92%|█▊| 417/453 [03:27<00:20,  1.79it/s, loss=0.794, pair=0.426, adv=5.060, sprd=0.025]
Ep 055/80 [S3:+sens]:  92%|█▊| 417/453 [03:28<00:20,  1.79it/s, loss=0.614, pair=0.000, adv=5.172, sprd=0.020]
Ep 055/80 [S3:+sens]:  92%|█▊| 418/453 [03:28<00:18,  1.90it/s, loss=0.614, pair=0.000, adv=5.172, sprd=0.020]
Ep 055/80 [S3:+sens]:  92%|█▊| 418/453 [03:29<00:18,  1.90it/s, loss=0.588, pair=0.000, adv=5.395, sprd=0.015]
Ep 055/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:19,  1.79it/s, loss=0.588, pair=0.000, adv=5.395, sprd=0.015]
Ep 055/80 [S3:+sens]:  92%|█▊| 419/453 [03:29<00:19,  1.79it/s, loss=0.583, pair=0.000, adv=4.624, sprd=0.014]
Ep 055/80 [S3:+sens]:  93%|█▊| 420/453 [03:29<00:17,  1.90it/s, loss=0.583, pair=0.000, adv=4.624, sprd=0.014]
Ep 055/80 [S3:+sens]:  93%|█▊| 420/453 [03:30<00:17,  1.90it/s, loss=0.592, pair=0.000, adv=4.582, sprd=0.014]
Ep 055/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.79it/s, loss=0.592, pair=0.000, adv=4.582, sprd=0.014]
Ep 055/80 [S3:+sens]:  93%|█▊| 421/453 [03:30<00:17,  1.79it/s, loss=0.628, pair=0.000, adv=5.980, sprd=0.021]
Ep 055/80 [S3:+sens]:  93%|█▊| 422/453 [03:30<00:16,  1.89it/s, loss=0.628, pair=0.000, adv=5.980, sprd=0.021]
Ep 055/80 [S3:+sens]:  93%|█▊| 422/453 [03:31<00:16,  1.89it/s, loss=0.704, pair=0.000, adv=3.583, sprd=0.027]
Ep 055/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.80it/s, loss=0.704, pair=0.000, adv=3.583, sprd=0.027]
Ep 055/80 [S3:+sens]:  93%|█▊| 423/453 [03:31<00:16,  1.80it/s, loss=0.640, pair=0.000, adv=3.755, sprd=0.019]
Ep 055/80 [S3:+sens]:  94%|█▊| 424/453 [03:31<00:15,  1.93it/s, loss=0.640, pair=0.000, adv=3.755, sprd=0.019]
Ep 055/80 [S3:+sens]:  94%|█▊| 424/453 [03:32<00:15,  1.93it/s, loss=0.641, pair=0.000, adv=4.589, sprd=0.022]
Ep 055/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.81it/s, loss=0.641, pair=0.000, adv=4.589, sprd=0.022]
Ep 055/80 [S3:+sens]:  94%|█▉| 425/453 [03:32<00:15,  1.81it/s, loss=0.629, pair=0.000, adv=3.410, sprd=0.023]
Ep 055/80 [S3:+sens]:  94%|█▉| 426/453 [03:32<00:14,  1.92it/s, loss=0.629, pair=0.000, adv=3.410, sprd=0.023]
Ep 055/80 [S3:+sens]:  94%|█▉| 426/453 [03:33<00:14,  1.92it/s, loss=0.652, pair=0.000, adv=3.510, sprd=0.018]
Ep 055/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.74it/s, loss=0.652, pair=0.000, adv=3.510, sprd=0.018]
Ep 055/80 [S3:+sens]:  94%|█▉| 427/453 [03:33<00:14,  1.74it/s, loss=0.629, pair=0.001, adv=4.945, sprd=0.023]
Ep 055/80 [S3:+sens]:  94%|█▉| 428/453 [03:33<00:13,  1.85it/s, loss=0.629, pair=0.001, adv=4.945, sprd=0.023]
Ep 055/80 [S3:+sens]:  94%|█▉| 428/453 [03:34<00:13,  1.85it/s, loss=0.641, pair=0.001, adv=5.492, sprd=0.021]
Ep 055/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:13,  1.78it/s, loss=0.641, pair=0.001, adv=5.492, sprd=0.021]
Ep 055/80 [S3:+sens]:  95%|█▉| 429/453 [03:34<00:13,  1.78it/s, loss=0.617, pair=0.003, adv=4.509, sprd=0.019]
Ep 055/80 [S3:+sens]:  95%|█▉| 430/453 [03:34<00:12,  1.90it/s, loss=0.617, pair=0.003, adv=4.509, sprd=0.019]
Ep 055/80 [S3:+sens]:  95%|█▉| 430/453 [03:35<00:12,  1.90it/s, loss=0.642, pair=0.006, adv=4.094, sprd=0.020]
Ep 055/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:12,  1.82it/s, loss=0.642, pair=0.006, adv=4.094, sprd=0.020]
Ep 055/80 [S3:+sens]:  95%|█▉| 431/453 [03:35<00:12,  1.82it/s, loss=0.609, pair=0.002, adv=5.190, sprd=0.020]
Ep 055/80 [S3:+sens]:  95%|█▉| 432/453 [03:35<00:10,  1.93it/s, loss=0.609, pair=0.002, adv=5.190, sprd=0.020]
Ep 055/80 [S3:+sens]:  95%|█▉| 432/453 [03:36<00:10,  1.93it/s, loss=0.590, pair=0.002, adv=4.367, sprd=0.013]
Ep 055/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.93it/s, loss=0.590, pair=0.002, adv=4.367, sprd=0.013]
Ep 055/80 [S3:+sens]:  96%|█▉| 433/453 [03:36<00:10,  1.93it/s, loss=0.642, pair=0.002, adv=5.343, sprd=0.024]
Ep 055/80 [S3:+sens]:  96%|█▉| 434/453 [03:36<00:09,  2.06it/s, loss=0.642, pair=0.002, adv=5.343, sprd=0.024]
Ep 055/80 [S3:+sens]:  96%|█▉| 434/453 [03:37<00:09,  2.06it/s, loss=0.648, pair=0.002, adv=5.286, sprd=0.021]
Ep 055/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:09,  1.98it/s, loss=0.648, pair=0.002, adv=5.286, sprd=0.021]
Ep 055/80 [S3:+sens]:  96%|█▉| 435/453 [03:37<00:09,  1.98it/s, loss=0.691, pair=0.004, adv=6.087, sprd=0.029]
Ep 055/80 [S3:+sens]:  96%|█▉| 436/453 [03:37<00:08,  2.11it/s, loss=0.691, pair=0.004, adv=6.087, sprd=0.029]
Ep 055/80 [S3:+sens]:  96%|█▉| 436/453 [03:38<00:08,  2.11it/s, loss=0.688, pair=0.001, adv=5.244, sprd=0.023]
Ep 055/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.02it/s, loss=0.688, pair=0.001, adv=5.244, sprd=0.023]
Ep 055/80 [S3:+sens]:  96%|█▉| 437/453 [03:38<00:07,  2.02it/s, loss=0.648, pair=0.001, adv=4.563, sprd=0.021]
Ep 055/80 [S3:+sens]:  97%|█▉| 438/453 [03:38<00:06,  2.15it/s, loss=0.648, pair=0.001, adv=4.563, sprd=0.021]
Ep 055/80 [S3:+sens]:  97%|█▉| 438/453 [03:39<00:06,  2.15it/s, loss=0.597, pair=0.000, adv=3.232, sprd=0.018]
Ep 055/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.03it/s, loss=0.597, pair=0.000, adv=3.232, sprd=0.018]
Ep 055/80 [S3:+sens]:  97%|█▉| 439/453 [03:39<00:06,  2.03it/s, loss=0.640, pair=0.000, adv=5.133, sprd=0.022]
Ep 055/80 [S3:+sens]:  97%|█▉| 440/453 [03:39<00:06,  2.14it/s, loss=0.640, pair=0.000, adv=5.133, sprd=0.022]
Ep 055/80 [S3:+sens]:  97%|█▉| 440/453 [03:40<00:06,  2.14it/s, loss=0.665, pair=0.002, adv=4.407, sprd=0.025]
Ep 055/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.07it/s, loss=0.665, pair=0.002, adv=4.407, sprd=0.025]
Ep 055/80 [S3:+sens]:  97%|█▉| 441/453 [03:40<00:05,  2.07it/s, loss=0.632, pair=0.001, adv=3.331, sprd=0.026]
Ep 055/80 [S3:+sens]:  98%|█▉| 442/453 [03:40<00:05,  2.14it/s, loss=0.632, pair=0.001, adv=3.331, sprd=0.026]
Ep 055/80 [S3:+sens]:  98%|█▉| 442/453 [03:41<00:05,  2.14it/s, loss=0.709, pair=0.001, adv=4.824, sprd=0.039]
Ep 055/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.02it/s, loss=0.709, pair=0.001, adv=4.824, sprd=0.039]
Ep 055/80 [S3:+sens]:  98%|█▉| 443/453 [03:41<00:04,  2.02it/s, loss=0.651, pair=0.000, adv=3.992, sprd=0.021]
Ep 055/80 [S3:+sens]:  98%|█▉| 444/453 [03:41<00:04,  2.14it/s, loss=0.651, pair=0.000, adv=3.992, sprd=0.021]
Ep 055/80 [S3:+sens]:  98%|█▉| 444/453 [03:42<00:04,  2.14it/s, loss=0.628, pair=0.004, adv=4.838, sprd=0.018]
Ep 055/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:03,  2.07it/s, loss=0.628, pair=0.004, adv=4.838, sprd=0.018]
Ep 055/80 [S3:+sens]:  98%|█▉| 445/453 [03:42<00:03,  2.07it/s, loss=0.632, pair=0.005, adv=4.055, sprd=0.024]
Ep 055/80 [S3:+sens]:  98%|█▉| 446/453 [03:42<00:03,  2.13it/s, loss=0.632, pair=0.005, adv=4.055, sprd=0.024]
Ep 055/80 [S3:+sens]:  98%|█▉| 446/453 [03:43<00:03,  2.13it/s, loss=0.673, pair=0.002, adv=5.547, sprd=0.026]
Ep 055/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:02,  2.06it/s, loss=0.673, pair=0.002, adv=5.547, sprd=0.026]
Ep 055/80 [S3:+sens]:  99%|█▉| 447/453 [03:43<00:02,  2.06it/s, loss=0.622, pair=0.004, adv=4.361, sprd=0.016]
Ep 055/80 [S3:+sens]:  99%|█▉| 448/453 [03:43<00:02,  2.20it/s, loss=0.622, pair=0.004, adv=4.361, sprd=0.016]
Ep 055/80 [S3:+sens]:  99%|█▉| 448/453 [03:44<00:02,  2.20it/s, loss=0.626, pair=0.001, adv=5.295, sprd=0.021]
Ep 055/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:01,  2.06it/s, loss=0.626, pair=0.001, adv=5.295, sprd=0.021]
Ep 055/80 [S3:+sens]:  99%|█▉| 449/453 [03:44<00:01,  2.06it/s, loss=0.667, pair=0.000, adv=4.379, sprd=0.028]
Ep 055/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.14it/s, loss=0.667, pair=0.000, adv=4.379, sprd=0.028]
Ep 055/80 [S3:+sens]:  99%|█▉| 450/453 [03:44<00:01,  2.14it/s, loss=0.617, pair=0.002, adv=4.895, sprd=0.017]
Ep 055/80 [S3:+sens]: 100%|█▉| 451/453 [03:44<00:00,  2.12it/s, loss=0.617, pair=0.002, adv=4.895, sprd=0.017]
Ep 055/80 [S3:+sens]: 100%|█▉| 451/453 [03:45<00:00,  2.12it/s, loss=0.684, pair=0.000, adv=5.904, sprd=0.029]
Ep 055/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.18it/s, loss=0.684, pair=0.000, adv=5.904, sprd=0.029]
Ep 055/80 [S3:+sens]: 100%|█▉| 452/453 [03:45<00:00,  2.18it/s, loss=0.611, pair=0.000, adv=3.898, sprd=0.020]
Ep 055/80 [S3:+sens]: 100%|██| 453/453 [03:45<00:00,  2.08it/s, loss=0.611, pair=0.000, adv=3.898, sprd=0.020]
                                                                                                              
Epoch 055/80 [S3:+sens]  loss=0.6500  mat=0.2688  sens=1.0603  pair=0.0218  adv=4.9680(rand=3.47)  deg=0.0040  orth=0.0055  spread=0.0214  q_mean=52.2  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.77e-05  226s

Ep 056/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 056/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.601, pair=0.000, adv=4.895, sprd=0.016]
Ep 056/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:26,  1.39s/it, loss=0.601, pair=0.000, adv=4.895, sprd=0.016]
Ep 056/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:26,  1.39s/it, loss=0.629, pair=0.000, adv=4.701, sprd=0.019]
Ep 056/80 [S3:+sens]:   0%|    | 2/453 [00:01<06:04,  1.24it/s, loss=0.629, pair=0.000, adv=4.701, sprd=0.019]
Ep 056/80 [S3:+sens]:   0%|    | 2/453 [00:02<06:04,  1.24it/s, loss=0.630, pair=0.000, adv=5.616, sprd=0.024]
Ep 056/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:10,  1.45it/s, loss=0.630, pair=0.000, adv=5.616, sprd=0.024]
Ep 056/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:10,  1.45it/s, loss=0.618, pair=0.001, adv=3.660, sprd=0.018]
Ep 056/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:16,  1.75it/s, loss=0.618, pair=0.001, adv=3.660, sprd=0.018]
Ep 056/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:16,  1.75it/s, loss=0.683, pair=0.001, adv=4.441, sprd=0.020]
Ep 056/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:06,  1.82it/s, loss=0.683, pair=0.001, adv=4.441, sprd=0.020]
Ep 056/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:06,  1.82it/s, loss=0.627, pair=0.000, adv=4.194, sprd=0.017]
Ep 056/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:42,  2.00it/s, loss=0.627, pair=0.000, adv=4.194, sprd=0.017]
Ep 056/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:42,  2.00it/s, loss=0.614, pair=0.001, adv=5.594, sprd=0.019]
Ep 056/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:47,  1.96it/s, loss=0.614, pair=0.001, adv=5.594, sprd=0.019]
Ep 056/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:47,  1.96it/s, loss=0.658, pair=0.006, adv=6.231, sprd=0.024]
Ep 056/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:33,  2.08it/s, loss=0.658, pair=0.006, adv=6.231, sprd=0.024]
Ep 056/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:33,  2.08it/s, loss=0.670, pair=0.006, adv=5.495, sprd=0.026]
Ep 056/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:48,  1.94it/s, loss=0.670, pair=0.006, adv=5.495, sprd=0.026]
Ep 056/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:48,  1.94it/s, loss=0.645, pair=0.010, adv=5.412, sprd=0.019]
Ep 056/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:31,  2.09it/s, loss=0.645, pair=0.010, adv=5.412, sprd=0.019]
Ep 056/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:31,  2.09it/s, loss=0.674, pair=0.006, adv=5.427, sprd=0.029]
Ep 056/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:40,  2.00it/s, loss=0.674, pair=0.006, adv=5.427, sprd=0.029]
Ep 056/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:40,  2.00it/s, loss=0.625, pair=0.007, adv=4.501, sprd=0.016]
Ep 056/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.13it/s, loss=0.625, pair=0.007, adv=4.501, sprd=0.016]
Ep 056/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:26,  2.13it/s, loss=0.643, pair=0.004, adv=4.742, sprd=0.019]
Ep 056/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:33,  2.06it/s, loss=0.643, pair=0.004, adv=4.742, sprd=0.019]
Ep 056/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:33,  2.06it/s, loss=0.636, pair=0.002, adv=4.320, sprd=0.020]
Ep 056/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:21,  2.18it/s, loss=0.636, pair=0.002, adv=4.320, sprd=0.020]
Ep 056/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:21,  2.18it/s, loss=0.612, pair=0.006, adv=3.877, sprd=0.015]
Ep 056/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:27,  2.11it/s, loss=0.612, pair=0.006, adv=3.877, sprd=0.015]
Ep 056/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:27,  2.11it/s, loss=0.597, pair=0.001, adv=3.940, sprd=0.015]
Ep 056/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:16,  2.22it/s, loss=0.597, pair=0.001, adv=3.940, sprd=0.015]
Ep 056/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:16,  2.22it/s, loss=0.608, pair=0.004, adv=4.353, sprd=0.017]
Ep 056/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:26,  2.11it/s, loss=0.608, pair=0.004, adv=4.353, sprd=0.017]
Ep 056/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:26,  2.11it/s, loss=0.637, pair=0.005, adv=4.774, sprd=0.024]
Ep 056/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.637, pair=0.005, adv=4.774, sprd=0.024]
Ep 056/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.655, pair=0.001, adv=5.877, sprd=0.026]
Ep 056/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:32,  2.04it/s, loss=0.655, pair=0.001, adv=5.877, sprd=0.026]
Ep 056/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:32,  2.04it/s, loss=0.641, pair=0.002, adv=3.800, sprd=0.022]
Ep 056/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:21,  2.15it/s, loss=0.641, pair=0.002, adv=3.800, sprd=0.022]
Ep 056/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:21,  2.15it/s, loss=0.580, pair=0.001, adv=3.247, sprd=0.016]
Ep 056/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:29,  2.06it/s, loss=0.580, pair=0.001, adv=3.247, sprd=0.016]
Ep 056/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:29,  2.06it/s, loss=0.606, pair=0.001, adv=4.673, sprd=0.016]
Ep 056/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.606, pair=0.001, adv=4.673, sprd=0.016]
Ep 056/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.595, pair=0.001, adv=3.037, sprd=0.018]
Ep 056/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:24,  2.10it/s, loss=0.595, pair=0.001, adv=3.037, sprd=0.018]
Ep 056/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:24,  2.10it/s, loss=0.644, pair=0.000, adv=5.487, sprd=0.022]
Ep 056/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.20it/s, loss=0.644, pair=0.000, adv=5.487, sprd=0.022]
Ep 056/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.20it/s, loss=0.643, pair=0.002, adv=5.124, sprd=0.022]
Ep 056/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:22,  2.12it/s, loss=0.643, pair=0.002, adv=5.124, sprd=0.022]
Ep 056/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:22,  2.12it/s, loss=0.610, pair=0.000, adv=4.942, sprd=0.018]
Ep 056/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:13,  2.20it/s, loss=0.610, pair=0.000, adv=4.942, sprd=0.018]
Ep 056/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:13,  2.20it/s, loss=0.618, pair=0.000, adv=6.717, sprd=0.020]
Ep 056/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:22,  2.10it/s, loss=0.618, pair=0.000, adv=6.717, sprd=0.020]
Ep 056/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:22,  2.10it/s, loss=0.645, pair=0.000, adv=5.903, sprd=0.021]
Ep 056/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:13,  2.20it/s, loss=0.645, pair=0.000, adv=5.903, sprd=0.021]
Ep 056/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:13,  2.20it/s, loss=0.648, pair=0.007, adv=4.086, sprd=0.027]
Ep 056/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.648, pair=0.007, adv=4.086, sprd=0.027]
Ep 056/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.659, pair=0.003, adv=4.456, sprd=0.026]
Ep 056/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:18,  2.13it/s, loss=0.659, pair=0.003, adv=4.456, sprd=0.026]
Ep 056/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.648, pair=0.005, adv=6.314, sprd=0.018]
Ep 056/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:34,  1.96it/s, loss=0.648, pair=0.005, adv=6.314, sprd=0.018]
Ep 056/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:34,  1.96it/s, loss=0.605, pair=0.005, adv=5.706, sprd=0.016]
Ep 056/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:21,  2.09it/s, loss=0.605, pair=0.005, adv=5.706, sprd=0.016]
Ep 056/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:21,  2.09it/s, loss=0.621, pair=0.000, adv=5.647, sprd=0.018]
Ep 056/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:29,  2.01it/s, loss=0.621, pair=0.000, adv=5.647, sprd=0.018]
Ep 056/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:29,  2.01it/s, loss=0.620, pair=0.001, adv=4.993, sprd=0.019]
Ep 056/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:19,  2.10it/s, loss=0.620, pair=0.001, adv=4.993, sprd=0.019]
Ep 056/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:19,  2.10it/s, loss=0.661, pair=0.002, adv=5.600, sprd=0.024]
Ep 056/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.05it/s, loss=0.661, pair=0.002, adv=5.600, sprd=0.024]
Ep 056/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.05it/s, loss=0.665, pair=0.001, adv=4.442, sprd=0.022]
Ep 056/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:12,  2.16it/s, loss=0.665, pair=0.001, adv=4.442, sprd=0.022]
Ep 056/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:12,  2.16it/s, loss=0.621, pair=0.003, adv=6.140, sprd=0.018]
Ep 056/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.621, pair=0.003, adv=6.140, sprd=0.018]
Ep 056/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.599, pair=0.003, adv=4.911, sprd=0.016]
Ep 056/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.599, pair=0.003, adv=4.911, sprd=0.016]
Ep 056/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.18it/s, loss=0.650, pair=0.001, adv=5.107, sprd=0.028]
Ep 056/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.650, pair=0.001, adv=5.107, sprd=0.028]
Ep 056/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.644, pair=0.003, adv=6.411, sprd=0.022]
Ep 056/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:10,  2.17it/s, loss=0.644, pair=0.003, adv=6.411, sprd=0.022]
Ep 056/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:10,  2.17it/s, loss=0.700, pair=0.000, adv=5.033, sprd=0.024]
Ep 056/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.700, pair=0.000, adv=5.033, sprd=0.024]
Ep 056/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.591, pair=0.011, adv=5.128, sprd=0.011]
Ep 056/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:04,  2.22it/s, loss=0.591, pair=0.011, adv=5.128, sprd=0.011]
Ep 056/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:04,  2.22it/s, loss=0.759, pair=0.481, adv=4.673, sprd=0.017]
Ep 056/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:16,  2.08it/s, loss=0.759, pair=0.481, adv=4.673, sprd=0.017]
Ep 056/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:16,  2.08it/s, loss=0.590, pair=0.000, adv=3.669, sprd=0.012]
Ep 056/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.20it/s, loss=0.590, pair=0.000, adv=3.669, sprd=0.012]
Ep 056/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:06,  2.20it/s, loss=1.554, pair=2.475, adv=5.303, sprd=0.033]
Ep 056/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:18,  2.06it/s, loss=1.554, pair=2.475, adv=5.303, sprd=0.033]
Ep 056/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:18,  2.06it/s, loss=0.673, pair=0.002, adv=5.447, sprd=0.024]
Ep 056/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.673, pair=0.002, adv=5.447, sprd=0.024]
Ep 056/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:07,  2.17it/s, loss=0.666, pair=0.000, adv=4.964, sprd=0.027]
Ep 056/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:26,  1.96it/s, loss=0.666, pair=0.000, adv=4.964, sprd=0.027]
Ep 056/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:26,  1.96it/s, loss=0.625, pair=0.002, adv=5.600, sprd=0.015]
Ep 056/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:14,  2.08it/s, loss=0.625, pair=0.002, adv=5.600, sprd=0.015]
Ep 056/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:14,  2.08it/s, loss=0.652, pair=0.008, adv=6.042, sprd=0.026]
Ep 056/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:32,  1.90it/s, loss=0.652, pair=0.008, adv=6.042, sprd=0.026]
Ep 056/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:32,  1.90it/s, loss=0.661, pair=0.009, adv=5.372, sprd=0.022]
Ep 056/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:18,  2.03it/s, loss=0.661, pair=0.009, adv=5.372, sprd=0.022]
Ep 056/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:18,  2.03it/s, loss=1.405, pair=2.199, adv=5.724, sprd=0.022]
Ep 056/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:35,  1.86it/s, loss=1.405, pair=2.199, adv=5.724, sprd=0.022]
Ep 056/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:35,  1.86it/s, loss=0.698, pair=0.001, adv=5.387, sprd=0.034]
Ep 056/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:26,  1.94it/s, loss=0.698, pair=0.001, adv=5.387, sprd=0.034]
Ep 056/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:26,  1.94it/s, loss=0.624, pair=0.001, adv=5.085, sprd=0.021]
Ep 056/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:38,  1.83it/s, loss=0.624, pair=0.001, adv=5.085, sprd=0.021]
Ep 056/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:38,  1.83it/s, loss=0.621, pair=0.001, adv=4.223, sprd=0.015]
Ep 056/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:23,  1.96it/s, loss=0.621, pair=0.001, adv=4.223, sprd=0.015]
Ep 056/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:23,  1.96it/s, loss=0.687, pair=0.000, adv=4.428, sprd=0.032]
Ep 056/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:53,  1.71it/s, loss=0.687, pair=0.000, adv=4.428, sprd=0.032]
Ep 056/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:53,  1.71it/s, loss=0.622, pair=0.000, adv=5.772, sprd=0.017]
Ep 056/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:33,  1.86it/s, loss=0.622, pair=0.000, adv=5.772, sprd=0.017]
Ep 056/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:33,  1.86it/s, loss=0.626, pair=0.001, adv=6.134, sprd=0.020]
Ep 056/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:42,  1.78it/s, loss=0.626, pair=0.001, adv=6.134, sprd=0.020]
Ep 056/80 [S3:+sens]:  13%|▍  | 57/453 [00:29<03:42,  1.78it/s, loss=0.617, pair=0.001, adv=5.502, sprd=0.017]
Ep 056/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:26,  1.92it/s, loss=0.617, pair=0.001, adv=5.502, sprd=0.017]
Ep 056/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:26,  1.92it/s, loss=0.612, pair=0.005, adv=5.342, sprd=0.017]
Ep 056/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:36,  1.82it/s, loss=0.612, pair=0.005, adv=5.342, sprd=0.017]
Ep 056/80 [S3:+sens]:  13%|▍  | 59/453 [00:30<03:36,  1.82it/s, loss=0.596, pair=0.004, adv=5.372, sprd=0.014]
Ep 056/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:21,  1.95it/s, loss=0.596, pair=0.004, adv=5.372, sprd=0.014]
Ep 056/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:21,  1.95it/s, loss=0.671, pair=0.003, adv=4.615, sprd=0.024]
Ep 056/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:32,  1.84it/s, loss=0.671, pair=0.003, adv=4.615, sprd=0.024]
Ep 056/80 [S3:+sens]:  13%|▍  | 61/453 [00:31<03:32,  1.84it/s, loss=0.629, pair=0.000, adv=5.709, sprd=0.018]
Ep 056/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:17,  1.98it/s, loss=0.629, pair=0.000, adv=5.709, sprd=0.018]
Ep 056/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:17,  1.98it/s, loss=0.623, pair=0.000, adv=4.801, sprd=0.017]
Ep 056/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:29,  1.86it/s, loss=0.623, pair=0.000, adv=4.801, sprd=0.017]
Ep 056/80 [S3:+sens]:  14%|▍  | 63/453 [00:32<03:29,  1.86it/s, loss=0.604, pair=0.001, adv=4.282, sprd=0.014]
Ep 056/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:14,  2.00it/s, loss=0.604, pair=0.001, adv=4.282, sprd=0.014]
Ep 056/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:14,  2.00it/s, loss=0.633, pair=0.003, adv=5.409, sprd=0.022]
Ep 056/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:31,  1.83it/s, loss=0.633, pair=0.003, adv=5.409, sprd=0.022]
Ep 056/80 [S3:+sens]:  14%|▍  | 65/453 [00:33<03:31,  1.83it/s, loss=0.618, pair=0.001, adv=5.370, sprd=0.019]
Ep 056/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:19,  1.94it/s, loss=0.618, pair=0.001, adv=5.370, sprd=0.019]
Ep 056/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:19,  1.94it/s, loss=0.640, pair=0.003, adv=4.511, sprd=0.025]
Ep 056/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:34,  1.80it/s, loss=0.640, pair=0.003, adv=4.511, sprd=0.025]
Ep 056/80 [S3:+sens]:  15%|▍  | 67/453 [00:34<03:34,  1.80it/s, loss=0.617, pair=0.004, adv=5.064, sprd=0.020]
Ep 056/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:22,  1.90it/s, loss=0.617, pair=0.004, adv=5.064, sprd=0.020]
Ep 056/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:22,  1.90it/s, loss=0.665, pair=0.002, adv=4.651, sprd=0.019]
Ep 056/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:32,  1.81it/s, loss=0.665, pair=0.002, adv=4.651, sprd=0.019]
Ep 056/80 [S3:+sens]:  15%|▍  | 69/453 [00:35<03:32,  1.81it/s, loss=0.653, pair=0.006, adv=6.184, sprd=0.026]
Ep 056/80 [S3:+sens]:  15%|▍  | 70/453 [00:35<03:20,  1.91it/s, loss=0.653, pair=0.006, adv=6.184, sprd=0.026]
Ep 056/80 [S3:+sens]:  15%|▍  | 70/453 [00:36<03:20,  1.91it/s, loss=0.633, pair=0.002, adv=4.525, sprd=0.018]
Ep 056/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:32,  1.80it/s, loss=0.633, pair=0.002, adv=4.525, sprd=0.018]
Ep 056/80 [S3:+sens]:  16%|▍  | 71/453 [00:36<03:32,  1.80it/s, loss=0.650, pair=0.002, adv=5.629, sprd=0.025]
Ep 056/80 [S3:+sens]:  16%|▍  | 72/453 [00:36<03:20,  1.90it/s, loss=0.650, pair=0.002, adv=5.629, sprd=0.025]
Ep 056/80 [S3:+sens]:  16%|▍  | 72/453 [00:37<03:20,  1.90it/s, loss=0.659, pair=0.001, adv=6.479, sprd=0.020]
Ep 056/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:30,  1.81it/s, loss=0.659, pair=0.001, adv=6.479, sprd=0.020]
Ep 056/80 [S3:+sens]:  16%|▍  | 73/453 [00:37<03:30,  1.81it/s, loss=0.628, pair=0.001, adv=4.667, sprd=0.021]
Ep 056/80 [S3:+sens]:  16%|▍  | 74/453 [00:37<03:17,  1.92it/s, loss=0.628, pair=0.001, adv=4.667, sprd=0.021]
Ep 056/80 [S3:+sens]:  16%|▍  | 74/453 [00:38<03:17,  1.92it/s, loss=0.670, pair=0.001, adv=5.739, sprd=0.024]
Ep 056/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:28,  1.81it/s, loss=0.670, pair=0.001, adv=5.739, sprd=0.024]
Ep 056/80 [S3:+sens]:  17%|▍  | 75/453 [00:38<03:28,  1.81it/s, loss=0.642, pair=0.003, adv=5.408, sprd=0.018]
Ep 056/80 [S3:+sens]:  17%|▌  | 76/453 [00:38<03:14,  1.94it/s, loss=0.642, pair=0.003, adv=5.408, sprd=0.018]
Ep 056/80 [S3:+sens]:  17%|▌  | 76/453 [00:39<03:14,  1.94it/s, loss=0.567, pair=0.002, adv=3.761, sprd=0.012]
Ep 056/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:16,  1.91it/s, loss=0.567, pair=0.002, adv=3.761, sprd=0.012]
Ep 056/80 [S3:+sens]:  17%|▌  | 77/453 [00:39<03:16,  1.91it/s, loss=0.618, pair=0.003, adv=4.763, sprd=0.020]
Ep 056/80 [S3:+sens]:  17%|▌  | 78/453 [00:39<03:03,  2.04it/s, loss=0.618, pair=0.003, adv=4.763, sprd=0.020]
Ep 056/80 [S3:+sens]:  17%|▌  | 78/453 [00:40<03:03,  2.04it/s, loss=0.580, pair=0.000, adv=4.289, sprd=0.012]
Ep 056/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:09,  1.97it/s, loss=0.580, pair=0.000, adv=4.289, sprd=0.012]
Ep 056/80 [S3:+sens]:  17%|▌  | 79/453 [00:40<03:09,  1.97it/s, loss=0.629, pair=0.003, adv=5.980, sprd=0.018]
Ep 056/80 [S3:+sens]:  18%|▌  | 80/453 [00:40<02:57,  2.11it/s, loss=0.629, pair=0.003, adv=5.980, sprd=0.018]
Ep 056/80 [S3:+sens]:  18%|▌  | 80/453 [00:41<02:57,  2.11it/s, loss=0.653, pair=0.000, adv=4.268, sprd=0.023]
Ep 056/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:05,  2.00it/s, loss=0.653, pair=0.000, adv=4.268, sprd=0.023]
Ep 056/80 [S3:+sens]:  18%|▌  | 81/453 [00:41<03:05,  2.00it/s, loss=0.609, pair=0.001, adv=6.218, sprd=0.017]
Ep 056/80 [S3:+sens]:  18%|▌  | 82/453 [00:41<02:54,  2.13it/s, loss=0.609, pair=0.001, adv=6.218, sprd=0.017]
Ep 056/80 [S3:+sens]:  18%|▌  | 82/453 [00:42<02:54,  2.13it/s, loss=0.621, pair=0.000, adv=6.054, sprd=0.019]
Ep 056/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:13,  1.91it/s, loss=0.621, pair=0.000, adv=6.054, sprd=0.019]
Ep 056/80 [S3:+sens]:  18%|▌  | 83/453 [00:42<03:13,  1.91it/s, loss=0.636, pair=0.002, adv=5.844, sprd=0.022]
Ep 056/80 [S3:+sens]:  19%|▌  | 84/453 [00:42<03:01,  2.03it/s, loss=0.636, pair=0.002, adv=5.844, sprd=0.022]
Ep 056/80 [S3:+sens]:  19%|▌  | 84/453 [00:43<03:01,  2.03it/s, loss=0.628, pair=0.000, adv=5.566, sprd=0.014]
Ep 056/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:01,  2.03it/s, loss=0.628, pair=0.000, adv=5.566, sprd=0.014]
Ep 056/80 [S3:+sens]:  19%|▌  | 85/453 [00:43<03:01,  2.03it/s, loss=0.627, pair=0.004, adv=5.007, sprd=0.018]
Ep 056/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:46,  2.20it/s, loss=0.627, pair=0.004, adv=5.007, sprd=0.018]
Ep 056/80 [S3:+sens]:  19%|▌  | 86/453 [00:43<02:46,  2.20it/s, loss=0.656, pair=0.002, adv=5.303, sprd=0.025]
Ep 056/80 [S3:+sens]:  19%|▌  | 87/453 [00:43<02:55,  2.08it/s, loss=0.656, pair=0.002, adv=5.303, sprd=0.025]
Ep 056/80 [S3:+sens]:  19%|▌  | 87/453 [00:44<02:55,  2.08it/s, loss=0.631, pair=0.001, adv=4.934, sprd=0.021]
Ep 056/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.631, pair=0.001, adv=4.934, sprd=0.021]
Ep 056/80 [S3:+sens]:  19%|▌  | 88/453 [00:44<02:48,  2.17it/s, loss=0.644, pair=0.005, adv=6.930, sprd=0.020]
Ep 056/80 [S3:+sens]:  20%|▌  | 89/453 [00:44<02:52,  2.11it/s, loss=0.644, pair=0.005, adv=6.930, sprd=0.020]
Ep 056/80 [S3:+sens]:  20%|▌  | 89/453 [00:45<02:52,  2.11it/s, loss=0.646, pair=0.001, adv=6.217, sprd=0.020]
Ep 056/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:44,  2.20it/s, loss=0.646, pair=0.001, adv=6.217, sprd=0.020]
Ep 056/80 [S3:+sens]:  20%|▌  | 90/453 [00:45<02:44,  2.20it/s, loss=0.603, pair=0.003, adv=4.622, sprd=0.017]
Ep 056/80 [S3:+sens]:  20%|▌  | 91/453 [00:45<02:52,  2.10it/s, loss=0.603, pair=0.003, adv=4.622, sprd=0.017]
Ep 056/80 [S3:+sens]:  20%|▌  | 91/453 [00:46<02:52,  2.10it/s, loss=0.653, pair=0.004, adv=5.572, sprd=0.029]
Ep 056/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:47,  2.16it/s, loss=0.653, pair=0.004, adv=5.572, sprd=0.029]
Ep 056/80 [S3:+sens]:  20%|▌  | 92/453 [00:46<02:47,  2.16it/s, loss=0.628, pair=0.005, adv=6.257, sprd=0.020]
Ep 056/80 [S3:+sens]:  21%|▌  | 93/453 [00:46<02:51,  2.10it/s, loss=0.628, pair=0.005, adv=6.257, sprd=0.020]
Ep 056/80 [S3:+sens]:  21%|▌  | 93/453 [00:47<02:51,  2.10it/s, loss=0.624, pair=0.005, adv=6.657, sprd=0.020]
Ep 056/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.18it/s, loss=0.624, pair=0.005, adv=6.657, sprd=0.020]
Ep 056/80 [S3:+sens]:  21%|▌  | 94/453 [00:47<02:44,  2.18it/s, loss=0.686, pair=0.002, adv=5.212, sprd=0.028]
Ep 056/80 [S3:+sens]:  21%|▋  | 95/453 [00:47<02:55,  2.04it/s, loss=0.686, pair=0.002, adv=5.212, sprd=0.028]
Ep 056/80 [S3:+sens]:  21%|▋  | 95/453 [00:48<02:55,  2.04it/s, loss=0.655, pair=0.001, adv=6.351, sprd=0.023]
Ep 056/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:46,  2.15it/s, loss=0.655, pair=0.001, adv=6.351, sprd=0.023]
Ep 056/80 [S3:+sens]:  21%|▋  | 96/453 [00:48<02:46,  2.15it/s, loss=0.692, pair=0.002, adv=5.246, sprd=0.036]
Ep 056/80 [S3:+sens]:  21%|▋  | 97/453 [00:48<02:54,  2.04it/s, loss=0.692, pair=0.002, adv=5.246, sprd=0.036]
Ep 056/80 [S3:+sens]:  21%|▋  | 97/453 [00:49<02:54,  2.04it/s, loss=0.632, pair=0.001, adv=5.765, sprd=0.023]
Ep 056/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.12it/s, loss=0.632, pair=0.001, adv=5.765, sprd=0.023]
Ep 056/80 [S3:+sens]:  22%|▋  | 98/453 [00:49<02:47,  2.12it/s, loss=0.630, pair=0.002, adv=6.274, sprd=0.017]
Ep 056/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:48,  2.10it/s, loss=0.630, pair=0.002, adv=6.274, sprd=0.017]
Ep 056/80 [S3:+sens]:  22%|▋  | 99/453 [00:49<02:48,  2.10it/s, loss=0.634, pair=0.001, adv=3.303, sprd=0.022]
Ep 056/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:40,  2.20it/s, loss=0.634, pair=0.001, adv=3.303, sprd=0.022]
Ep 056/80 [S3:+sens]:  22%|▍ | 100/453 [00:50<02:40,  2.20it/s, loss=0.671, pair=0.001, adv=5.331, sprd=0.026]
Ep 056/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:50,  2.06it/s, loss=0.671, pair=0.001, adv=5.331, sprd=0.026]
Ep 056/80 [S3:+sens]:  22%|▍ | 101/453 [00:50<02:50,  2.06it/s, loss=0.670, pair=0.001, adv=4.721, sprd=0.029]
Ep 056/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:44,  2.14it/s, loss=0.670, pair=0.001, adv=4.721, sprd=0.029]
Ep 056/80 [S3:+sens]:  23%|▍ | 102/453 [00:51<02:44,  2.14it/s, loss=0.638, pair=0.003, adv=4.976, sprd=0.021]
Ep 056/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:48,  2.08it/s, loss=0.638, pair=0.003, adv=4.976, sprd=0.021]
Ep 056/80 [S3:+sens]:  23%|▍ | 103/453 [00:51<02:48,  2.08it/s, loss=0.658, pair=0.004, adv=4.772, sprd=0.020]
Ep 056/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:39,  2.19it/s, loss=0.658, pair=0.004, adv=4.772, sprd=0.020]
Ep 056/80 [S3:+sens]:  23%|▍ | 104/453 [00:52<02:39,  2.19it/s, loss=0.622, pair=0.007, adv=4.287, sprd=0.016]
Ep 056/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:43,  2.13it/s, loss=0.622, pair=0.007, adv=4.287, sprd=0.016]
Ep 056/80 [S3:+sens]:  23%|▍ | 105/453 [00:52<02:43,  2.13it/s, loss=0.596, pair=0.005, adv=5.211, sprd=0.016]
Ep 056/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:37,  2.20it/s, loss=0.596, pair=0.005, adv=5.211, sprd=0.016]
Ep 056/80 [S3:+sens]:  23%|▍ | 106/453 [00:53<02:37,  2.20it/s, loss=0.632, pair=0.002, adv=5.378, sprd=0.024]
Ep 056/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:46,  2.08it/s, loss=0.632, pair=0.002, adv=5.378, sprd=0.024]
Ep 056/80 [S3:+sens]:  24%|▍ | 107/453 [00:53<02:46,  2.08it/s, loss=0.633, pair=0.001, adv=4.482, sprd=0.021]
Ep 056/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:38,  2.18it/s, loss=0.633, pair=0.001, adv=4.482, sprd=0.021]
Ep 056/80 [S3:+sens]:  24%|▍ | 108/453 [00:54<02:38,  2.18it/s, loss=0.607, pair=0.003, adv=5.357, sprd=0.019]
Ep 056/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:47,  2.06it/s, loss=0.607, pair=0.003, adv=5.357, sprd=0.019]
Ep 056/80 [S3:+sens]:  24%|▍ | 109/453 [00:54<02:47,  2.06it/s, loss=0.629, pair=0.002, adv=6.462, sprd=0.020]
Ep 056/80 [S3:+sens]:  24%|▍ | 110/453 [00:54<02:39,  2.15it/s, loss=0.629, pair=0.002, adv=6.462, sprd=0.020]
Ep 056/80 [S3:+sens]:  24%|▍ | 110/453 [00:55<02:39,  2.15it/s, loss=0.646, pair=0.004, adv=3.977, sprd=0.024]
Ep 056/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.05it/s, loss=0.646, pair=0.004, adv=3.977, sprd=0.024]
Ep 056/80 [S3:+sens]:  25%|▍ | 111/453 [00:55<02:47,  2.05it/s, loss=0.625, pair=0.002, adv=5.969, sprd=0.018]
Ep 056/80 [S3:+sens]:  25%|▍ | 112/453 [00:55<02:38,  2.15it/s, loss=0.625, pair=0.002, adv=5.969, sprd=0.018]
Ep 056/80 [S3:+sens]:  25%|▍ | 112/453 [00:56<02:38,  2.15it/s, loss=0.631, pair=0.003, adv=3.975, sprd=0.021]
Ep 056/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:52,  1.98it/s, loss=0.631, pair=0.003, adv=3.975, sprd=0.021]
Ep 056/80 [S3:+sens]:  25%|▍ | 113/453 [00:56<02:52,  1.98it/s, loss=0.663, pair=0.001, adv=4.485, sprd=0.023]
Ep 056/80 [S3:+sens]:  25%|▌ | 114/453 [00:56<02:42,  2.09it/s, loss=0.663, pair=0.001, adv=4.485, sprd=0.023]
Ep 056/80 [S3:+sens]:  25%|▌ | 114/453 [00:57<02:42,  2.09it/s, loss=0.617, pair=0.002, adv=3.371, sprd=0.020]
Ep 056/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:46,  2.03it/s, loss=0.617, pair=0.002, adv=3.371, sprd=0.020]
Ep 056/80 [S3:+sens]:  25%|▌ | 115/453 [00:57<02:46,  2.03it/s, loss=0.620, pair=0.001, adv=3.826, sprd=0.017]
Ep 056/80 [S3:+sens]:  26%|▌ | 116/453 [00:57<02:37,  2.14it/s, loss=0.620, pair=0.001, adv=3.826, sprd=0.017]
Ep 056/80 [S3:+sens]:  26%|▌ | 116/453 [00:58<02:37,  2.14it/s, loss=0.661, pair=0.002, adv=4.960, sprd=0.026]
Ep 056/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:45,  2.03it/s, loss=0.661, pair=0.002, adv=4.960, sprd=0.026]
Ep 056/80 [S3:+sens]:  26%|▌ | 117/453 [00:58<02:45,  2.03it/s, loss=0.656, pair=0.001, adv=4.831, sprd=0.022]
Ep 056/80 [S3:+sens]:  26%|▌ | 118/453 [00:58<02:36,  2.14it/s, loss=0.656, pair=0.001, adv=4.831, sprd=0.022]
Ep 056/80 [S3:+sens]:  26%|▌ | 118/453 [00:59<02:36,  2.14it/s, loss=0.676, pair=0.006, adv=4.385, sprd=0.029]
Ep 056/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:44,  2.03it/s, loss=0.676, pair=0.006, adv=4.385, sprd=0.029]
Ep 056/80 [S3:+sens]:  26%|▌ | 119/453 [00:59<02:44,  2.03it/s, loss=0.585, pair=0.003, adv=3.826, sprd=0.014]
Ep 056/80 [S3:+sens]:  26%|▌ | 120/453 [00:59<02:37,  2.12it/s, loss=0.585, pair=0.003, adv=3.826, sprd=0.014]
Ep 056/80 [S3:+sens]:  26%|▌ | 120/453 [01:00<02:37,  2.12it/s, loss=0.615, pair=0.000, adv=5.478, sprd=0.020]
Ep 056/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:43,  2.03it/s, loss=0.615, pair=0.000, adv=5.478, sprd=0.020]
Ep 056/80 [S3:+sens]:  27%|▌ | 121/453 [01:00<02:43,  2.03it/s, loss=0.630, pair=0.002, adv=5.633, sprd=0.024]
Ep 056/80 [S3:+sens]:  27%|▌ | 122/453 [01:00<02:38,  2.09it/s, loss=0.630, pair=0.002, adv=5.633, sprd=0.024]
Ep 056/80 [S3:+sens]:  27%|▌ | 122/453 [01:01<02:38,  2.09it/s, loss=0.625, pair=0.001, adv=5.622, sprd=0.022]
Ep 056/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:43,  2.02it/s, loss=0.625, pair=0.001, adv=5.622, sprd=0.022]
Ep 056/80 [S3:+sens]:  27%|▌ | 123/453 [01:01<02:43,  2.02it/s, loss=0.699, pair=0.001, adv=5.849, sprd=0.037]
Ep 056/80 [S3:+sens]:  27%|▌ | 124/453 [01:01<02:37,  2.09it/s, loss=0.699, pair=0.001, adv=5.849, sprd=0.037]
Ep 056/80 [S3:+sens]:  27%|▌ | 124/453 [01:02<02:37,  2.09it/s, loss=0.634, pair=0.005, adv=4.384, sprd=0.021]
Ep 056/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:43,  2.01it/s, loss=0.634, pair=0.005, adv=4.384, sprd=0.021]
Ep 056/80 [S3:+sens]:  28%|▌ | 125/453 [01:02<02:43,  2.01it/s, loss=0.605, pair=0.000, adv=4.959, sprd=0.018]
Ep 056/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:35,  2.11it/s, loss=0.605, pair=0.000, adv=4.959, sprd=0.018]
Ep 056/80 [S3:+sens]:  28%|▌ | 126/453 [01:02<02:35,  2.11it/s, loss=0.619, pair=0.002, adv=5.163, sprd=0.017]
Ep 056/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:39,  2.04it/s, loss=0.619, pair=0.002, adv=5.163, sprd=0.017]
Ep 056/80 [S3:+sens]:  28%|▌ | 127/453 [01:03<02:39,  2.04it/s, loss=0.647, pair=0.002, adv=5.455, sprd=0.019]
Ep 056/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:25,  2.23it/s, loss=0.647, pair=0.002, adv=5.455, sprd=0.019]
Ep 056/80 [S3:+sens]:  28%|▌ | 128/453 [01:03<02:25,  2.23it/s, loss=0.639, pair=0.001, adv=4.925, sprd=0.023]
Ep 056/80 [S3:+sens]:  28%|▌ | 129/453 [01:03<02:34,  2.10it/s, loss=0.639, pair=0.001, adv=4.925, sprd=0.023]
Ep 056/80 [S3:+sens]:  28%|▌ | 129/453 [01:04<02:34,  2.10it/s, loss=0.658, pair=0.000, adv=5.242, sprd=0.022]
Ep 056/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:26,  2.21it/s, loss=0.658, pair=0.000, adv=5.242, sprd=0.022]
Ep 056/80 [S3:+sens]:  29%|▌ | 130/453 [01:04<02:26,  2.21it/s, loss=0.666, pair=0.005, adv=5.075, sprd=0.025]
Ep 056/80 [S3:+sens]:  29%|▌ | 131/453 [01:04<02:31,  2.13it/s, loss=0.666, pair=0.005, adv=5.075, sprd=0.025]
Ep 056/80 [S3:+sens]:  29%|▌ | 131/453 [01:05<02:31,  2.13it/s, loss=0.649, pair=0.001, adv=5.681, sprd=0.025]
Ep 056/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:26,  2.20it/s, loss=0.649, pair=0.001, adv=5.681, sprd=0.025]
Ep 056/80 [S3:+sens]:  29%|▌ | 132/453 [01:05<02:26,  2.20it/s, loss=0.672, pair=0.002, adv=4.379, sprd=0.027]
Ep 056/80 [S3:+sens]:  29%|▌ | 133/453 [01:05<02:31,  2.11it/s, loss=0.672, pair=0.002, adv=4.379, sprd=0.027]
Ep 056/80 [S3:+sens]:  29%|▌ | 133/453 [01:06<02:31,  2.11it/s, loss=0.624, pair=0.003, adv=6.822, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:24,  2.21it/s, loss=0.624, pair=0.003, adv=6.822, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 134/453 [01:06<02:24,  2.21it/s, loss=0.779, pair=0.000, adv=5.425, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 135/453 [01:06<02:35,  2.04it/s, loss=0.779, pair=0.000, adv=5.425, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 135/453 [01:07<02:35,  2.04it/s, loss=0.627, pair=0.002, adv=5.788, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:28,  2.14it/s, loss=0.627, pair=0.002, adv=5.788, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 136/453 [01:07<02:28,  2.14it/s, loss=0.624, pair=0.000, adv=3.881, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 137/453 [01:07<02:35,  2.03it/s, loss=0.624, pair=0.000, adv=3.881, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 137/453 [01:08<02:35,  2.03it/s, loss=0.621, pair=0.005, adv=5.715, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:27,  2.14it/s, loss=0.621, pair=0.005, adv=5.715, sprd=0.020]
Ep 056/80 [S3:+sens]:  30%|▌ | 138/453 [01:08<02:27,  2.14it/s, loss=0.655, pair=0.000, adv=5.209, sprd=0.022]
Ep 056/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:31,  2.08it/s, loss=0.655, pair=0.000, adv=5.209, sprd=0.022]
Ep 056/80 [S3:+sens]:  31%|▌ | 139/453 [01:08<02:31,  2.08it/s, loss=0.581, pair=0.000, adv=4.693, sprd=0.011]
Ep 056/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:22,  2.20it/s, loss=0.581, pair=0.000, adv=4.693, sprd=0.011]
Ep 056/80 [S3:+sens]:  31%|▌ | 140/453 [01:09<02:22,  2.20it/s, loss=0.577, pair=0.000, adv=3.174, sprd=0.017]
Ep 056/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:30,  2.08it/s, loss=0.577, pair=0.000, adv=3.174, sprd=0.017]
Ep 056/80 [S3:+sens]:  31%|▌ | 141/453 [01:09<02:30,  2.08it/s, loss=0.581, pair=0.006, adv=3.599, sprd=0.012]
Ep 056/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:21,  2.19it/s, loss=0.581, pair=0.006, adv=3.599, sprd=0.012]
Ep 056/80 [S3:+sens]:  31%|▋ | 142/453 [01:10<02:21,  2.19it/s, loss=0.638, pair=0.000, adv=4.240, sprd=0.022]
Ep 056/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:28,  2.09it/s, loss=0.638, pair=0.000, adv=4.240, sprd=0.022]
Ep 056/80 [S3:+sens]:  32%|▋ | 143/453 [01:10<02:28,  2.09it/s, loss=0.641, pair=0.000, adv=4.560, sprd=0.019]
Ep 056/80 [S3:+sens]:  32%|▋ | 144/453 [01:10<02:20,  2.19it/s, loss=0.641, pair=0.000, adv=4.560, sprd=0.019]
Ep 056/80 [S3:+sens]:  32%|▋ | 144/453 [01:11<02:20,  2.19it/s, loss=0.672, pair=0.001, adv=4.597, sprd=0.018]
Ep 056/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:27,  2.09it/s, loss=0.672, pair=0.001, adv=4.597, sprd=0.018]
Ep 056/80 [S3:+sens]:  32%|▋ | 145/453 [01:11<02:27,  2.09it/s, loss=0.635, pair=0.001, adv=4.119, sprd=0.018]
Ep 056/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:19,  2.20it/s, loss=0.635, pair=0.001, adv=4.119, sprd=0.018]
Ep 056/80 [S3:+sens]:  32%|▋ | 146/453 [01:12<02:19,  2.20it/s, loss=0.653, pair=0.001, adv=4.692, sprd=0.024]
Ep 056/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:26,  2.09it/s, loss=0.653, pair=0.001, adv=4.692, sprd=0.024]
Ep 056/80 [S3:+sens]:  32%|▋ | 147/453 [01:12<02:26,  2.09it/s, loss=0.651, pair=0.001, adv=5.501, sprd=0.026]
Ep 056/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:21,  2.16it/s, loss=0.651, pair=0.001, adv=5.501, sprd=0.026]
Ep 056/80 [S3:+sens]:  33%|▋ | 148/453 [01:13<02:21,  2.16it/s, loss=0.637, pair=0.004, adv=3.862, sprd=0.020]
Ep 056/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:27,  2.06it/s, loss=0.637, pair=0.004, adv=3.862, sprd=0.020]
Ep 056/80 [S3:+sens]:  33%|▋ | 149/453 [01:13<02:27,  2.06it/s, loss=0.646, pair=0.005, adv=4.803, sprd=0.025]
Ep 056/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:22,  2.13it/s, loss=0.646, pair=0.005, adv=4.803, sprd=0.025]
Ep 056/80 [S3:+sens]:  33%|▋ | 150/453 [01:14<02:22,  2.13it/s, loss=0.635, pair=0.005, adv=4.842, sprd=0.023]
Ep 056/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:29,  2.02it/s, loss=0.635, pair=0.005, adv=4.842, sprd=0.023]
Ep 056/80 [S3:+sens]:  33%|▋ | 151/453 [01:14<02:29,  2.02it/s, loss=0.643, pair=0.007, adv=4.866, sprd=0.025]
Ep 056/80 [S3:+sens]:  34%|▋ | 152/453 [01:14<02:24,  2.09it/s, loss=0.643, pair=0.007, adv=4.866, sprd=0.025]
Ep 056/80 [S3:+sens]:  34%|▋ | 152/453 [01:15<02:24,  2.09it/s, loss=0.662, pair=0.005, adv=3.786, sprd=0.026]
Ep 056/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:28,  2.02it/s, loss=0.662, pair=0.005, adv=3.786, sprd=0.026]
Ep 056/80 [S3:+sens]:  34%|▋ | 153/453 [01:15<02:28,  2.02it/s, loss=0.656, pair=0.003, adv=6.063, sprd=0.027]
Ep 056/80 [S3:+sens]:  34%|▋ | 154/453 [01:15<02:22,  2.10it/s, loss=0.656, pair=0.003, adv=6.063, sprd=0.027]
Ep 056/80 [S3:+sens]:  34%|▋ | 154/453 [01:16<02:22,  2.10it/s, loss=0.607, pair=0.004, adv=3.560, sprd=0.012]
Ep 056/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:21,  2.11it/s, loss=0.607, pair=0.004, adv=3.560, sprd=0.012]
Ep 056/80 [S3:+sens]:  34%|▋ | 155/453 [01:16<02:21,  2.11it/s, loss=0.636, pair=0.010, adv=4.798, sprd=0.020]
Ep 056/80 [S3:+sens]:  34%|▋ | 156/453 [01:16<02:15,  2.19it/s, loss=0.636, pair=0.010, adv=4.798, sprd=0.020]
Ep 056/80 [S3:+sens]:  34%|▋ | 156/453 [01:17<02:15,  2.19it/s, loss=0.663, pair=0.004, adv=5.117, sprd=0.028]
Ep 056/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:24,  2.05it/s, loss=0.663, pair=0.004, adv=5.117, sprd=0.028]
Ep 056/80 [S3:+sens]:  35%|▋ | 157/453 [01:17<02:24,  2.05it/s, loss=0.625, pair=0.004, adv=4.330, sprd=0.021]
Ep 056/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:18,  2.14it/s, loss=0.625, pair=0.004, adv=4.330, sprd=0.021]
Ep 056/80 [S3:+sens]:  35%|▋ | 158/453 [01:18<02:18,  2.14it/s, loss=0.669, pair=0.003, adv=5.234, sprd=0.030]
Ep 056/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:24,  2.03it/s, loss=0.669, pair=0.003, adv=5.234, sprd=0.030]
Ep 056/80 [S3:+sens]:  35%|▋ | 159/453 [01:18<02:24,  2.03it/s, loss=0.650, pair=0.001, adv=4.310, sprd=0.022]
Ep 056/80 [S3:+sens]:  35%|▋ | 160/453 [01:18<02:16,  2.15it/s, loss=0.650, pair=0.001, adv=4.310, sprd=0.022]
Ep 056/80 [S3:+sens]:  35%|▋ | 160/453 [01:19<02:16,  2.15it/s, loss=0.603, pair=0.001, adv=4.238, sprd=0.014]
Ep 056/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:20,  2.08it/s, loss=0.603, pair=0.001, adv=4.238, sprd=0.014]
Ep 056/80 [S3:+sens]:  36%|▋ | 161/453 [01:19<02:20,  2.08it/s, loss=0.574, pair=0.001, adv=4.685, sprd=0.011]
Ep 056/80 [S3:+sens]:  36%|▋ | 162/453 [01:19<02:13,  2.17it/s, loss=0.574, pair=0.001, adv=4.685, sprd=0.011]
Ep 056/80 [S3:+sens]:  36%|▋ | 162/453 [01:20<02:13,  2.17it/s, loss=0.593, pair=0.001, adv=4.390, sprd=0.014]
Ep 056/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:25,  1.99it/s, loss=0.593, pair=0.001, adv=4.390, sprd=0.014]
Ep 056/80 [S3:+sens]:  36%|▋ | 163/453 [01:20<02:25,  1.99it/s, loss=0.668, pair=0.001, adv=4.576, sprd=0.029]
Ep 056/80 [S3:+sens]:  36%|▋ | 164/453 [01:20<02:19,  2.06it/s, loss=0.668, pair=0.001, adv=4.576, sprd=0.029]
Ep 056/80 [S3:+sens]:  36%|▋ | 164/453 [01:21<02:19,  2.06it/s, loss=0.610, pair=0.001, adv=4.262, sprd=0.015]
Ep 056/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:21,  2.03it/s, loss=0.610, pair=0.001, adv=4.262, sprd=0.015]
Ep 056/80 [S3:+sens]:  36%|▋ | 165/453 [01:21<02:21,  2.03it/s, loss=0.597, pair=0.001, adv=3.367, sprd=0.016]
Ep 056/80 [S3:+sens]:  37%|▋ | 166/453 [01:21<02:12,  2.17it/s, loss=0.597, pair=0.001, adv=3.367, sprd=0.016]
Ep 056/80 [S3:+sens]:  37%|▋ | 166/453 [01:21<02:12,  2.17it/s, loss=0.698, pair=0.001, adv=5.457, sprd=0.031]
Ep 056/80 [S3:+sens]:  37%|▋ | 167/453 [01:21<02:19,  2.05it/s, loss=0.698, pair=0.001, adv=5.457, sprd=0.031]
Ep 056/80 [S3:+sens]:  37%|▋ | 167/453 [01:22<02:19,  2.05it/s, loss=0.620, pair=0.000, adv=3.228, sprd=0.020]
Ep 056/80 [S3:+sens]:  37%|▋ | 168/453 [01:22<02:12,  2.15it/s, loss=0.620, pair=0.000, adv=3.228, sprd=0.020]
Ep 056/80 [S3:+sens]:  37%|▋ | 168/453 [01:22<02:12,  2.15it/s, loss=0.650, pair=0.000, adv=3.988, sprd=0.022]
Ep 056/80 [S3:+sens]:  37%|▋ | 169/453 [01:22<02:19,  2.03it/s, loss=0.650, pair=0.000, adv=3.988, sprd=0.022]
Ep 056/80 [S3:+sens]:  37%|▋ | 169/453 [01:23<02:19,  2.03it/s, loss=0.594, pair=0.001, adv=3.494, sprd=0.013]
Ep 056/80 [S3:+sens]:  38%|▊ | 170/453 [01:23<02:10,  2.16it/s, loss=0.594, pair=0.001, adv=3.494, sprd=0.013]
Ep 056/80 [S3:+sens]:  38%|▊ | 170/453 [01:23<02:10,  2.16it/s, loss=0.597, pair=0.000, adv=4.403, sprd=0.016]
Ep 056/80 [S3:+sens]:  38%|▊ | 171/453 [01:23<02:16,  2.06it/s, loss=0.597, pair=0.000, adv=4.403, sprd=0.016]
Ep 056/80 [S3:+sens]:  38%|▊ | 171/453 [01:24<02:16,  2.06it/s, loss=0.637, pair=0.001, adv=5.186, sprd=0.021]
Ep 056/80 [S3:+sens]:  38%|▊ | 172/453 [01:24<02:10,  2.15it/s, loss=0.637, pair=0.001, adv=5.186, sprd=0.021]
Ep 056/80 [S3:+sens]:  38%|▊ | 172/453 [01:24<02:10,  2.15it/s, loss=0.670, pair=0.000, adv=4.850, sprd=0.017]
Ep 056/80 [S3:+sens]:  38%|▊ | 173/453 [01:24<02:15,  2.06it/s, loss=0.670, pair=0.000, adv=4.850, sprd=0.017]
Ep 056/80 [S3:+sens]:  38%|▊ | 173/453 [01:25<02:15,  2.06it/s, loss=0.645, pair=0.000, adv=4.177, sprd=0.024]
Ep 056/80 [S3:+sens]:  38%|▊ | 174/453 [01:25<02:10,  2.14it/s, loss=0.645, pair=0.000, adv=4.177, sprd=0.024]
Ep 056/80 [S3:+sens]:  38%|▊ | 174/453 [01:25<02:10,  2.14it/s, loss=0.618, pair=0.001, adv=4.922, sprd=0.018]
Ep 056/80 [S3:+sens]:  39%|▊ | 175/453 [01:25<02:15,  2.05it/s, loss=0.618, pair=0.001, adv=4.922, sprd=0.018]
Ep 056/80 [S3:+sens]:  39%|▊ | 175/453 [01:26<02:15,  2.05it/s, loss=0.607, pair=0.000, adv=4.463, sprd=0.016]
Ep 056/80 [S3:+sens]:  39%|▊ | 176/453 [01:26<02:07,  2.17it/s, loss=0.607, pair=0.000, adv=4.463, sprd=0.016]
Ep 056/80 [S3:+sens]:  39%|▊ | 176/453 [01:26<02:07,  2.17it/s, loss=0.660, pair=0.000, adv=3.658, sprd=0.023]
Ep 056/80 [S3:+sens]:  39%|▊ | 177/453 [01:26<02:13,  2.07it/s, loss=0.660, pair=0.000, adv=3.658, sprd=0.023]
Ep 056/80 [S3:+sens]:  39%|▊ | 177/453 [01:27<02:13,  2.07it/s, loss=0.648, pair=0.000, adv=5.214, sprd=0.019]
Ep 056/80 [S3:+sens]:  39%|▊ | 178/453 [01:27<02:05,  2.19it/s, loss=0.648, pair=0.000, adv=5.214, sprd=0.019]
Ep 056/80 [S3:+sens]:  39%|▊ | 178/453 [01:27<02:05,  2.19it/s, loss=0.678, pair=0.002, adv=4.718, sprd=0.029]
Ep 056/80 [S3:+sens]:  40%|▊ | 179/453 [01:27<02:11,  2.08it/s, loss=0.678, pair=0.002, adv=4.718, sprd=0.029]
Ep 056/80 [S3:+sens]:  40%|▊ | 179/453 [01:28<02:11,  2.08it/s, loss=0.665, pair=0.001, adv=4.522, sprd=0.023]
Ep 056/80 [S3:+sens]:  40%|▊ | 180/453 [01:28<02:04,  2.19it/s, loss=0.665, pair=0.001, adv=4.522, sprd=0.023]
Ep 056/80 [S3:+sens]:  40%|▊ | 180/453 [01:28<02:04,  2.19it/s, loss=0.685, pair=0.000, adv=3.489, sprd=0.021]
Ep 056/80 [S3:+sens]:  40%|▊ | 181/453 [01:28<02:11,  2.07it/s, loss=0.685, pair=0.000, adv=3.489, sprd=0.021]
Ep 056/80 [S3:+sens]:  40%|▊ | 181/453 [01:28<02:11,  2.07it/s, loss=0.642, pair=0.001, adv=4.324, sprd=0.025]
Ep 056/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:06,  2.15it/s, loss=0.642, pair=0.001, adv=4.324, sprd=0.025]
Ep 056/80 [S3:+sens]:  40%|▊ | 182/453 [01:29<02:06,  2.15it/s, loss=0.688, pair=0.000, adv=3.987, sprd=0.023]
Ep 056/80 [S3:+sens]:  40%|▊ | 183/453 [01:29<02:11,  2.05it/s, loss=0.688, pair=0.000, adv=3.987, sprd=0.023]
Ep 056/80 [S3:+sens]:  40%|▊ | 183/453 [01:29<02:11,  2.05it/s, loss=0.614, pair=0.000, adv=4.125, sprd=0.016]
Ep 056/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:04,  2.16it/s, loss=0.614, pair=0.000, adv=4.125, sprd=0.016]
Ep 056/80 [S3:+sens]:  41%|▊ | 184/453 [01:30<02:04,  2.16it/s, loss=0.607, pair=0.001, adv=3.688, sprd=0.014]
Ep 056/80 [S3:+sens]:  41%|▊ | 185/453 [01:30<02:09,  2.07it/s, loss=0.607, pair=0.001, adv=3.688, sprd=0.014]
Ep 056/80 [S3:+sens]:  41%|▊ | 185/453 [01:30<02:09,  2.07it/s, loss=0.618, pair=0.001, adv=6.421, sprd=0.019]
Ep 056/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:03,  2.16it/s, loss=0.618, pair=0.001, adv=6.421, sprd=0.019]
Ep 056/80 [S3:+sens]:  41%|▊ | 186/453 [01:31<02:03,  2.16it/s, loss=0.617, pair=0.001, adv=4.286, sprd=0.016]
Ep 056/80 [S3:+sens]:  41%|▊ | 187/453 [01:31<02:08,  2.08it/s, loss=0.617, pair=0.001, adv=4.286, sprd=0.016]
Ep 056/80 [S3:+sens]:  41%|▊ | 187/453 [01:31<02:08,  2.08it/s, loss=0.660, pair=0.001, adv=4.055, sprd=0.021]
Ep 056/80 [S3:+sens]:  42%|▊ | 188/453 [01:31<02:01,  2.18it/s, loss=0.660, pair=0.001, adv=4.055, sprd=0.021]
Ep 056/80 [S3:+sens]:  42%|▊ | 188/453 [01:32<02:01,  2.18it/s, loss=0.613, pair=0.001, adv=4.625, sprd=0.017]
Ep 056/80 [S3:+sens]:  42%|▊ | 189/453 [01:32<02:06,  2.08it/s, loss=0.613, pair=0.001, adv=4.625, sprd=0.017]
Ep 056/80 [S3:+sens]:  42%|▊ | 189/453 [01:32<02:06,  2.08it/s, loss=0.599, pair=0.001, adv=4.457, sprd=0.017]
Ep 056/80 [S3:+sens]:  42%|▊ | 190/453 [01:32<02:02,  2.15it/s, loss=0.599, pair=0.001, adv=4.457, sprd=0.017]
Ep 056/80 [S3:+sens]:  42%|▊ | 190/453 [01:33<02:02,  2.15it/s, loss=0.611, pair=0.001, adv=3.739, sprd=0.018]
Ep 056/80 [S3:+sens]:  42%|▊ | 191/453 [01:33<02:13,  1.96it/s, loss=0.611, pair=0.001, adv=3.739, sprd=0.018]
Ep 056/80 [S3:+sens]:  42%|▊ | 191/453 [01:33<02:13,  1.96it/s, loss=0.644, pair=0.002, adv=5.879, sprd=0.023]
Ep 056/80 [S3:+sens]:  42%|▊ | 192/453 [01:33<02:06,  2.07it/s, loss=0.644, pair=0.002, adv=5.879, sprd=0.023]
Ep 056/80 [S3:+sens]:  42%|▊ | 192/453 [01:34<02:06,  2.07it/s, loss=0.663, pair=0.001, adv=4.989, sprd=0.029]
Ep 056/80 [S3:+sens]:  43%|▊ | 193/453 [01:34<02:11,  1.98it/s, loss=0.663, pair=0.001, adv=4.989, sprd=0.029]
Ep 056/80 [S3:+sens]:  43%|▊ | 193/453 [01:34<02:11,  1.98it/s, loss=0.653, pair=0.005, adv=4.091, sprd=0.024]
Ep 056/80 [S3:+sens]:  43%|▊ | 194/453 [01:34<02:04,  2.09it/s, loss=0.653, pair=0.005, adv=4.091, sprd=0.024]
Ep 056/80 [S3:+sens]:  43%|▊ | 194/453 [01:35<02:04,  2.09it/s, loss=0.707, pair=0.004, adv=5.961, sprd=0.025]
Ep 056/80 [S3:+sens]:  43%|▊ | 195/453 [01:35<02:06,  2.04it/s, loss=0.707, pair=0.004, adv=5.961, sprd=0.025]
Ep 056/80 [S3:+sens]:  43%|▊ | 195/453 [01:35<02:06,  2.04it/s, loss=0.643, pair=0.002, adv=4.543, sprd=0.020]
Ep 056/80 [S3:+sens]:  43%|▊ | 196/453 [01:35<01:58,  2.16it/s, loss=0.643, pair=0.002, adv=4.543, sprd=0.020]
Ep 056/80 [S3:+sens]:  43%|▊ | 196/453 [01:36<01:58,  2.16it/s, loss=0.646, pair=0.003, adv=3.994, sprd=0.025]
Ep 056/80 [S3:+sens]:  43%|▊ | 197/453 [01:36<02:04,  2.05it/s, loss=0.646, pair=0.003, adv=3.994, sprd=0.025]
Ep 056/80 [S3:+sens]:  43%|▊ | 197/453 [01:36<02:04,  2.05it/s, loss=0.717, pair=0.005, adv=5.432, sprd=0.042]
Ep 056/80 [S3:+sens]:  44%|▊ | 198/453 [01:36<02:01,  2.10it/s, loss=0.717, pair=0.005, adv=5.432, sprd=0.042]
Ep 056/80 [S3:+sens]:  44%|▊ | 198/453 [01:37<02:01,  2.10it/s, loss=0.628, pair=0.003, adv=4.437, sprd=0.019]
Ep 056/80 [S3:+sens]:  44%|▉ | 199/453 [01:37<02:06,  2.01it/s, loss=0.628, pair=0.003, adv=4.437, sprd=0.019]
Ep 056/80 [S3:+sens]:  44%|▉ | 199/453 [01:37<02:06,  2.01it/s, loss=0.678, pair=0.009, adv=4.682, sprd=0.025]
Ep 056/80 [S3:+sens]:  44%|▉ | 200/453 [01:37<01:59,  2.12it/s, loss=0.678, pair=0.009, adv=4.682, sprd=0.025]
Ep 056/80 [S3:+sens]:  44%|▉ | 200/453 [01:38<01:59,  2.12it/s, loss=0.593, pair=0.002, adv=4.435, sprd=0.016]
Ep 056/80 [S3:+sens]:  44%|▉ | 201/453 [01:38<02:03,  2.04it/s, loss=0.593, pair=0.002, adv=4.435, sprd=0.016]
Ep 056/80 [S3:+sens]:  44%|▉ | 201/453 [01:38<02:03,  2.04it/s, loss=0.622, pair=0.006, adv=4.345, sprd=0.022]
Ep 056/80 [S3:+sens]:  45%|▉ | 202/453 [01:38<01:58,  2.12it/s, loss=0.622, pair=0.006, adv=4.345, sprd=0.022]
Ep 056/80 [S3:+sens]:  45%|▉ | 202/453 [01:39<01:58,  2.12it/s, loss=0.616, pair=0.004, adv=3.993, sprd=0.019]
Ep 056/80 [S3:+sens]:  45%|▉ | 203/453 [01:39<02:04,  2.01it/s, loss=0.616, pair=0.004, adv=3.993, sprd=0.019]
Ep 056/80 [S3:+sens]:  45%|▉ | 203/453 [01:39<02:04,  2.01it/s, loss=0.647, pair=0.001, adv=4.188, sprd=0.025]
Ep 056/80 [S3:+sens]:  45%|▉ | 204/453 [01:39<01:59,  2.09it/s, loss=0.647, pair=0.001, adv=4.188, sprd=0.025]
Ep 056/80 [S3:+sens]:  45%|▉ | 204/453 [01:40<01:59,  2.09it/s, loss=0.631, pair=0.000, adv=4.786, sprd=0.021]
Ep 056/80 [S3:+sens]:  45%|▉ | 205/453 [01:40<02:02,  2.02it/s, loss=0.631, pair=0.000, adv=4.786, sprd=0.021]
Ep 056/80 [S3:+sens]:  45%|▉ | 205/453 [01:40<02:02,  2.02it/s, loss=0.575, pair=0.000, adv=4.713, sprd=0.014]
Ep 056/80 [S3:+sens]:  45%|▉ | 206/453 [01:40<01:57,  2.11it/s, loss=0.575, pair=0.000, adv=4.713, sprd=0.014]
Ep 056/80 [S3:+sens]:  45%|▉ | 206/453 [01:41<01:57,  2.11it/s, loss=0.604, pair=0.003, adv=4.324, sprd=0.015]
Ep 056/80 [S3:+sens]:  46%|▉ | 207/453 [01:41<01:59,  2.06it/s, loss=0.604, pair=0.003, adv=4.324, sprd=0.015]
Ep 056/80 [S3:+sens]:  46%|▉ | 207/453 [01:41<01:59,  2.06it/s, loss=0.643, pair=0.001, adv=4.235, sprd=0.022]
Ep 056/80 [S3:+sens]:  46%|▉ | 208/453 [01:41<01:54,  2.15it/s, loss=0.643, pair=0.001, adv=4.235, sprd=0.022]
Ep 056/80 [S3:+sens]:  46%|▉ | 208/453 [01:41<01:54,  2.15it/s, loss=0.648, pair=0.000, adv=4.767, sprd=0.019]
Ep 056/80 [S3:+sens]:  46%|▉ | 209/453 [01:41<01:56,  2.09it/s, loss=0.648, pair=0.000, adv=4.767, sprd=0.019]
Ep 056/80 [S3:+sens]:  46%|▉ | 209/453 [01:42<01:56,  2.09it/s, loss=1.419, pair=2.328, adv=6.766, sprd=0.017]
Ep 056/80 [S3:+sens]:  46%|▉ | 210/453 [01:42<01:50,  2.19it/s, loss=1.419, pair=2.328, adv=6.766, sprd=0.017]
Ep 056/80 [S3:+sens]:  46%|▉ | 210/453 [01:42<01:50,  2.19it/s, loss=0.660, pair=0.000, adv=4.097, sprd=0.023]
Ep 056/80 [S3:+sens]:  47%|▉ | 211/453 [01:42<01:58,  2.05it/s, loss=0.660, pair=0.000, adv=4.097, sprd=0.023]
Ep 056/80 [S3:+sens]:  47%|▉ | 211/453 [01:43<01:58,  2.05it/s, loss=0.613, pair=0.002, adv=3.619, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 212/453 [01:43<01:50,  2.17it/s, loss=0.613, pair=0.002, adv=3.619, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 212/453 [01:43<01:50,  2.17it/s, loss=0.639, pair=0.008, adv=4.537, sprd=0.022]
Ep 056/80 [S3:+sens]:  47%|▉ | 213/453 [01:43<01:57,  2.04it/s, loss=0.639, pair=0.008, adv=4.537, sprd=0.022]
Ep 056/80 [S3:+sens]:  47%|▉ | 213/453 [01:44<01:57,  2.04it/s, loss=0.627, pair=0.005, adv=3.798, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 214/453 [01:44<01:50,  2.17it/s, loss=0.627, pair=0.005, adv=3.798, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 214/453 [01:44<01:50,  2.17it/s, loss=0.610, pair=0.003, adv=5.012, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 215/453 [01:44<01:54,  2.08it/s, loss=0.610, pair=0.003, adv=5.012, sprd=0.017]
Ep 056/80 [S3:+sens]:  47%|▉ | 215/453 [01:45<01:54,  2.08it/s, loss=0.714, pair=0.007, adv=4.287, sprd=0.036]
Ep 056/80 [S3:+sens]:  48%|▉ | 216/453 [01:45<01:50,  2.15it/s, loss=0.714, pair=0.007, adv=4.287, sprd=0.036]
Ep 056/80 [S3:+sens]:  48%|▉ | 216/453 [01:45<01:50,  2.15it/s, loss=0.578, pair=0.000, adv=3.259, sprd=0.014]
Ep 056/80 [S3:+sens]:  48%|▉ | 217/453 [01:45<01:52,  2.10it/s, loss=0.578, pair=0.000, adv=3.259, sprd=0.014]
Ep 056/80 [S3:+sens]:  48%|▉ | 217/453 [01:46<01:52,  2.10it/s, loss=0.614, pair=0.001, adv=4.157, sprd=0.016]
Ep 056/80 [S3:+sens]:  48%|▉ | 218/453 [01:46<01:44,  2.24it/s, loss=0.614, pair=0.001, adv=4.157, sprd=0.016]
Ep 056/80 [S3:+sens]:  48%|▉ | 218/453 [01:46<01:44,  2.24it/s, loss=0.608, pair=0.000, adv=4.007, sprd=0.014]
Ep 056/80 [S3:+sens]:  48%|▉ | 219/453 [01:46<01:51,  2.10it/s, loss=0.608, pair=0.000, adv=4.007, sprd=0.014]
Ep 056/80 [S3:+sens]:  48%|▉ | 219/453 [01:47<01:51,  2.10it/s, loss=0.691, pair=0.004, adv=3.601, sprd=0.029]
Ep 056/80 [S3:+sens]:  49%|▉ | 220/453 [01:47<01:47,  2.17it/s, loss=0.691, pair=0.004, adv=3.601, sprd=0.029]
Ep 056/80 [S3:+sens]:  49%|▉ | 220/453 [01:47<01:47,  2.17it/s, loss=0.634, pair=0.000, adv=3.556, sprd=0.024]
Ep 056/80 [S3:+sens]:  49%|▉ | 221/453 [01:47<02:00,  1.93it/s, loss=0.634, pair=0.000, adv=3.556, sprd=0.024]
Ep 056/80 [S3:+sens]:  49%|▉ | 221/453 [01:48<02:00,  1.93it/s, loss=0.644, pair=0.000, adv=5.111, sprd=0.021]
Ep 056/80 [S3:+sens]:  49%|▉ | 222/453 [01:48<01:51,  2.08it/s, loss=0.644, pair=0.000, adv=5.111, sprd=0.021]
Ep 056/80 [S3:+sens]:  49%|▉ | 222/453 [01:48<01:51,  2.08it/s, loss=0.627, pair=0.000, adv=4.304, sprd=0.021]
Ep 056/80 [S3:+sens]:  49%|▉ | 223/453 [01:48<01:54,  2.01it/s, loss=0.627, pair=0.000, adv=4.304, sprd=0.021]
Ep 056/80 [S3:+sens]:  49%|▉ | 223/453 [01:49<01:54,  2.01it/s, loss=0.622, pair=0.001, adv=3.409, sprd=0.018]
Ep 056/80 [S3:+sens]:  49%|▉ | 224/453 [01:49<01:46,  2.15it/s, loss=0.622, pair=0.001, adv=3.409, sprd=0.018]
Ep 056/80 [S3:+sens]:  49%|▉ | 224/453 [01:49<01:46,  2.15it/s, loss=0.651, pair=0.000, adv=4.366, sprd=0.024]
Ep 056/80 [S3:+sens]:  50%|▉ | 225/453 [01:49<01:51,  2.04it/s, loss=0.651, pair=0.000, adv=4.366, sprd=0.024]
Ep 056/80 [S3:+sens]:  50%|▉ | 225/453 [01:50<01:51,  2.04it/s, loss=0.585, pair=0.001, adv=3.554, sprd=0.013]
Ep 056/80 [S3:+sens]:  50%|▉ | 226/453 [01:50<01:45,  2.14it/s, loss=0.585, pair=0.001, adv=3.554, sprd=0.013]
Ep 056/80 [S3:+sens]:  50%|▉ | 226/453 [01:50<01:45,  2.14it/s, loss=0.660, pair=0.001, adv=5.220, sprd=0.025]
Ep 056/80 [S3:+sens]:  50%|█ | 227/453 [01:50<01:49,  2.07it/s, loss=0.660, pair=0.001, adv=5.220, sprd=0.025]
Ep 056/80 [S3:+sens]:  50%|█ | 227/453 [01:50<01:49,  2.07it/s, loss=0.638, pair=0.001, adv=5.351, sprd=0.019]
Ep 056/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:43,  2.17it/s, loss=0.638, pair=0.001, adv=5.351, sprd=0.019]
Ep 056/80 [S3:+sens]:  50%|█ | 228/453 [01:51<01:43,  2.17it/s, loss=0.627, pair=0.001, adv=3.473, sprd=0.017]
Ep 056/80 [S3:+sens]:  51%|█ | 229/453 [01:51<01:50,  2.03it/s, loss=0.627, pair=0.001, adv=3.473, sprd=0.017]
Ep 056/80 [S3:+sens]:  51%|█ | 229/453 [01:51<01:50,  2.03it/s, loss=0.576, pair=0.002, adv=3.204, sprd=0.016]
Ep 056/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:44,  2.13it/s, loss=0.576, pair=0.002, adv=3.204, sprd=0.016]
Ep 056/80 [S3:+sens]:  51%|█ | 230/453 [01:52<01:44,  2.13it/s, loss=0.660, pair=0.001, adv=5.159, sprd=0.027]
Ep 056/80 [S3:+sens]:  51%|█ | 231/453 [01:52<01:48,  2.04it/s, loss=0.660, pair=0.001, adv=5.159, sprd=0.027]
Ep 056/80 [S3:+sens]:  51%|█ | 231/453 [01:52<01:48,  2.04it/s, loss=1.478, pair=2.471, adv=5.023, sprd=0.015]
Ep 056/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:41,  2.19it/s, loss=1.478, pair=2.471, adv=5.023, sprd=0.015]
Ep 056/80 [S3:+sens]:  51%|█ | 232/453 [01:53<01:41,  2.19it/s, loss=0.637, pair=0.001, adv=5.572, sprd=0.020]
Ep 056/80 [S3:+sens]:  51%|█ | 233/453 [01:53<01:44,  2.10it/s, loss=0.637, pair=0.001, adv=5.572, sprd=0.020]
Ep 056/80 [S3:+sens]:  51%|█ | 233/453 [01:53<01:44,  2.10it/s, loss=0.627, pair=0.000, adv=4.876, sprd=0.021]
Ep 056/80 [S3:+sens]:  52%|█ | 234/453 [01:53<01:40,  2.17it/s, loss=0.627, pair=0.000, adv=4.876, sprd=0.021]
Ep 056/80 [S3:+sens]:  52%|█ | 234/453 [01:54<01:40,  2.17it/s, loss=0.636, pair=0.000, adv=4.634, sprd=0.021]
Ep 056/80 [S3:+sens]:  52%|█ | 235/453 [01:54<01:44,  2.09it/s, loss=0.636, pair=0.000, adv=4.634, sprd=0.021]
Ep 056/80 [S3:+sens]:  52%|█ | 235/453 [01:54<01:44,  2.09it/s, loss=0.597, pair=0.000, adv=4.339, sprd=0.014]
Ep 056/80 [S3:+sens]:  52%|█ | 236/453 [01:54<01:38,  2.21it/s, loss=0.597, pair=0.000, adv=4.339, sprd=0.014]
Ep 056/80 [S3:+sens]:  52%|█ | 236/453 [01:55<01:38,  2.21it/s, loss=0.666, pair=0.000, adv=5.550, sprd=0.026]
Ep 056/80 [S3:+sens]:  52%|█ | 237/453 [01:55<01:44,  2.07it/s, loss=0.666, pair=0.000, adv=5.550, sprd=0.026]
Ep 056/80 [S3:+sens]:  52%|█ | 237/453 [01:55<01:44,  2.07it/s, loss=0.627, pair=0.001, adv=4.747, sprd=0.023]
Ep 056/80 [S3:+sens]:  53%|█ | 238/453 [01:55<01:40,  2.15it/s, loss=0.627, pair=0.001, adv=4.747, sprd=0.023]
Ep 056/80 [S3:+sens]:  53%|█ | 238/453 [01:56<01:40,  2.15it/s, loss=0.648, pair=0.002, adv=4.251, sprd=0.020]
Ep 056/80 [S3:+sens]:  53%|█ | 239/453 [01:56<01:43,  2.08it/s, loss=0.648, pair=0.002, adv=4.251, sprd=0.020]
Ep 056/80 [S3:+sens]:  53%|█ | 239/453 [01:56<01:43,  2.08it/s, loss=0.656, pair=0.006, adv=3.476, sprd=0.017]
Ep 056/80 [S3:+sens]:  53%|█ | 240/453 [01:56<01:36,  2.21it/s, loss=0.656, pair=0.006, adv=3.476, sprd=0.017]
Ep 056/80 [S3:+sens]:  53%|█ | 240/453 [01:57<01:36,  2.21it/s, loss=0.614, pair=0.003, adv=5.241, sprd=0.019]
Ep 056/80 [S3:+sens]:  53%|█ | 241/453 [01:57<01:42,  2.06it/s, loss=0.614, pair=0.003, adv=5.241, sprd=0.019]
Ep 056/80 [S3:+sens]:  53%|█ | 241/453 [01:57<01:42,  2.06it/s, loss=0.647, pair=0.003, adv=5.955, sprd=0.025]
Ep 056/80 [S3:+sens]:  53%|█ | 242/453 [01:57<01:38,  2.14it/s, loss=0.647, pair=0.003, adv=5.955, sprd=0.025]
Ep 056/80 [S3:+sens]:  53%|█ | 242/453 [01:58<01:38,  2.14it/s, loss=0.625, pair=0.002, adv=7.005, sprd=0.021]
Ep 056/80 [S3:+sens]:  54%|█ | 243/453 [01:58<01:42,  2.05it/s, loss=0.625, pair=0.002, adv=7.005, sprd=0.021]
Ep 056/80 [S3:+sens]:  54%|█ | 243/453 [01:58<01:42,  2.05it/s, loss=0.633, pair=0.002, adv=4.204, sprd=0.021]
Ep 056/80 [S3:+sens]:  54%|█ | 244/453 [01:58<01:37,  2.14it/s, loss=0.633, pair=0.002, adv=4.204, sprd=0.021]
Ep 056/80 [S3:+sens]:  54%|█ | 244/453 [01:59<01:37,  2.14it/s, loss=0.617, pair=0.002, adv=3.285, sprd=0.020]
Ep 056/80 [S3:+sens]:  54%|█ | 245/453 [01:59<01:41,  2.05it/s, loss=0.617, pair=0.002, adv=3.285, sprd=0.020]
Ep 056/80 [S3:+sens]:  54%|█ | 245/453 [01:59<01:41,  2.05it/s, loss=0.628, pair=0.006, adv=4.634, sprd=0.018]
Ep 056/80 [S3:+sens]:  54%|█ | 246/453 [01:59<01:34,  2.20it/s, loss=0.628, pair=0.006, adv=4.634, sprd=0.018]
Ep 056/80 [S3:+sens]:  54%|█ | 246/453 [02:00<01:34,  2.20it/s, loss=0.637, pair=0.003, adv=5.627, sprd=0.020]
Ep 056/80 [S3:+sens]:  55%|█ | 247/453 [02:00<01:37,  2.11it/s, loss=0.637, pair=0.003, adv=5.627, sprd=0.020]
Ep 056/80 [S3:+sens]:  55%|█ | 247/453 [02:00<01:37,  2.11it/s, loss=0.624, pair=0.001, adv=4.156, sprd=0.019]
Ep 056/80 [S3:+sens]:  55%|█ | 248/453 [02:00<01:37,  2.11it/s, loss=0.624, pair=0.001, adv=4.156, sprd=0.019]
Ep 056/80 [S3:+sens]:  55%|█ | 248/453 [02:01<01:37,  2.11it/s, loss=0.644, pair=0.002, adv=4.116, sprd=0.023]
Ep 056/80 [S3:+sens]:  55%|█ | 249/453 [02:01<01:41,  2.02it/s, loss=0.644, pair=0.002, adv=4.116, sprd=0.023]
Ep 056/80 [S3:+sens]:  55%|█ | 249/453 [02:01<01:41,  2.02it/s, loss=0.649, pair=0.001, adv=4.516, sprd=0.022]
Ep 056/80 [S3:+sens]:  55%|█ | 250/453 [02:01<01:36,  2.11it/s, loss=0.649, pair=0.001, adv=4.516, sprd=0.022]
Ep 056/80 [S3:+sens]:  55%|█ | 250/453 [02:01<01:36,  2.11it/s, loss=0.661, pair=0.003, adv=3.972, sprd=0.017]
Ep 056/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:39,  2.03it/s, loss=0.661, pair=0.003, adv=3.972, sprd=0.017]
Ep 056/80 [S3:+sens]:  55%|█ | 251/453 [02:02<01:39,  2.03it/s, loss=0.631, pair=0.003, adv=4.219, sprd=0.023]
Ep 056/80 [S3:+sens]:  56%|█ | 252/453 [02:02<01:35,  2.10it/s, loss=0.631, pair=0.003, adv=4.219, sprd=0.023]
Ep 056/80 [S3:+sens]:  56%|█ | 252/453 [02:02<01:35,  2.10it/s, loss=0.587, pair=0.003, adv=4.148, sprd=0.014]
Ep 056/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:39,  2.01it/s, loss=0.587, pair=0.003, adv=4.148, sprd=0.014]
Ep 056/80 [S3:+sens]:  56%|█ | 253/453 [02:03<01:39,  2.01it/s, loss=0.586, pair=0.002, adv=4.304, sprd=0.015]
Ep 056/80 [S3:+sens]:  56%|█ | 254/453 [02:03<01:33,  2.12it/s, loss=0.586, pair=0.002, adv=4.304, sprd=0.015]
Ep 056/80 [S3:+sens]:  56%|█ | 254/453 [02:03<01:33,  2.12it/s, loss=0.627, pair=0.004, adv=5.426, sprd=0.017]
Ep 056/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:36,  2.06it/s, loss=0.627, pair=0.004, adv=5.426, sprd=0.017]
Ep 056/80 [S3:+sens]:  56%|█▏| 255/453 [02:04<01:36,  2.06it/s, loss=0.630, pair=0.003, adv=4.333, sprd=0.021]
Ep 056/80 [S3:+sens]:  57%|█▏| 256/453 [02:04<01:30,  2.17it/s, loss=0.630, pair=0.003, adv=4.333, sprd=0.021]
Ep 056/80 [S3:+sens]:  57%|█▏| 256/453 [02:04<01:30,  2.17it/s, loss=0.659, pair=0.000, adv=3.673, sprd=0.028]
Ep 056/80 [S3:+sens]:  57%|█▏| 257/453 [02:04<01:35,  2.05it/s, loss=0.659, pair=0.000, adv=3.673, sprd=0.028]
Ep 056/80 [S3:+sens]:  57%|█▏| 257/453 [02:05<01:35,  2.05it/s, loss=0.646, pair=0.000, adv=5.631, sprd=0.022]
Ep 056/80 [S3:+sens]:  57%|█▏| 258/453 [02:05<01:30,  2.16it/s, loss=0.646, pair=0.000, adv=5.631, sprd=0.022]
Ep 056/80 [S3:+sens]:  57%|█▏| 258/453 [02:05<01:30,  2.16it/s, loss=0.640, pair=0.000, adv=4.393, sprd=0.021]
Ep 056/80 [S3:+sens]:  57%|█▏| 259/453 [02:05<01:33,  2.07it/s, loss=0.640, pair=0.000, adv=4.393, sprd=0.021]
Ep 056/80 [S3:+sens]:  57%|█▏| 259/453 [02:06<01:33,  2.07it/s, loss=0.644, pair=0.001, adv=5.961, sprd=0.024]
Ep 056/80 [S3:+sens]:  57%|█▏| 260/453 [02:06<01:30,  2.14it/s, loss=0.644, pair=0.001, adv=5.961, sprd=0.024]
Ep 056/80 [S3:+sens]:  57%|█▏| 260/453 [02:06<01:30,  2.14it/s, loss=0.607, pair=0.003, adv=5.520, sprd=0.018]
Ep 056/80 [S3:+sens]:  58%|█▏| 261/453 [02:06<01:34,  2.03it/s, loss=0.607, pair=0.003, adv=5.520, sprd=0.018]
Ep 056/80 [S3:+sens]:  58%|█▏| 261/453 [02:07<01:34,  2.03it/s, loss=0.656, pair=0.002, adv=4.563, sprd=0.023]
Ep 056/80 [S3:+sens]:  58%|█▏| 262/453 [02:07<01:29,  2.14it/s, loss=0.656, pair=0.002, adv=4.563, sprd=0.023]
Ep 056/80 [S3:+sens]:  58%|█▏| 262/453 [02:07<01:29,  2.14it/s, loss=0.629, pair=0.001, adv=5.510, sprd=0.019]
Ep 056/80 [S3:+sens]:  58%|█▏| 263/453 [02:07<01:31,  2.08it/s, loss=0.629, pair=0.001, adv=5.510, sprd=0.019]
Ep 056/80 [S3:+sens]:  58%|█▏| 263/453 [02:08<01:31,  2.08it/s, loss=0.655, pair=0.003, adv=5.459, sprd=0.026]
Ep 056/80 [S3:+sens]:  58%|█▏| 264/453 [02:08<01:27,  2.16it/s, loss=0.655, pair=0.003, adv=5.459, sprd=0.026]
Ep 056/80 [S3:+sens]:  58%|█▏| 264/453 [02:08<01:27,  2.16it/s, loss=0.648, pair=0.004, adv=5.413, sprd=0.025]
Ep 056/80 [S3:+sens]:  58%|█▏| 265/453 [02:08<01:31,  2.06it/s, loss=0.648, pair=0.004, adv=5.413, sprd=0.025]
Ep 056/80 [S3:+sens]:  58%|█▏| 265/453 [02:09<01:31,  2.06it/s, loss=0.656, pair=0.004, adv=3.957, sprd=0.025]
Ep 056/80 [S3:+sens]:  59%|█▏| 266/453 [02:09<01:26,  2.15it/s, loss=0.656, pair=0.004, adv=3.957, sprd=0.025]
Ep 056/80 [S3:+sens]:  59%|█▏| 266/453 [02:09<01:26,  2.15it/s, loss=0.637, pair=0.005, adv=5.285, sprd=0.024]
Ep 056/80 [S3:+sens]:  59%|█▏| 267/453 [02:09<01:32,  2.00it/s, loss=0.637, pair=0.005, adv=5.285, sprd=0.024]
Ep 056/80 [S3:+sens]:  59%|█▏| 267/453 [02:10<01:32,  2.00it/s, loss=0.646, pair=0.005, adv=4.320, sprd=0.023]
Ep 056/80 [S3:+sens]:  59%|█▏| 268/453 [02:10<01:28,  2.10it/s, loss=0.646, pair=0.005, adv=4.320, sprd=0.023]
Ep 056/80 [S3:+sens]:  59%|█▏| 268/453 [02:10<01:28,  2.10it/s, loss=0.625, pair=0.005, adv=5.174, sprd=0.023]
Ep 056/80 [S3:+sens]:  59%|█▏| 269/453 [02:10<01:31,  2.00it/s, loss=0.625, pair=0.005, adv=5.174, sprd=0.023]
Ep 056/80 [S3:+sens]:  59%|█▏| 269/453 [02:11<01:31,  2.00it/s, loss=0.641, pair=0.002, adv=6.368, sprd=0.023]
Ep 056/80 [S3:+sens]:  60%|█▏| 270/453 [02:11<01:27,  2.09it/s, loss=0.641, pair=0.002, adv=6.368, sprd=0.023]
Ep 056/80 [S3:+sens]:  60%|█▏| 270/453 [02:11<01:27,  2.09it/s, loss=0.659, pair=0.000, adv=5.130, sprd=0.023]
Ep 056/80 [S3:+sens]:  60%|█▏| 271/453 [02:11<01:30,  2.02it/s, loss=0.659, pair=0.000, adv=5.130, sprd=0.023]
Ep 056/80 [S3:+sens]:  60%|█▏| 271/453 [02:12<01:30,  2.02it/s, loss=0.661, pair=0.001, adv=5.815, sprd=0.027]
Ep 056/80 [S3:+sens]:  60%|█▏| 272/453 [02:12<01:25,  2.11it/s, loss=0.661, pair=0.001, adv=5.815, sprd=0.027]
Ep 056/80 [S3:+sens]:  60%|█▏| 272/453 [02:12<01:25,  2.11it/s, loss=0.642, pair=0.001, adv=4.074, sprd=0.019]
Ep 056/80 [S3:+sens]:  60%|█▏| 273/453 [02:12<01:29,  2.02it/s, loss=0.642, pair=0.001, adv=4.074, sprd=0.019]
Ep 056/80 [S3:+sens]:  60%|█▏| 273/453 [02:12<01:29,  2.02it/s, loss=0.608, pair=0.001, adv=3.799, sprd=0.016]
Ep 056/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:23,  2.13it/s, loss=0.608, pair=0.001, adv=3.799, sprd=0.016]
Ep 056/80 [S3:+sens]:  60%|█▏| 274/453 [02:13<01:23,  2.13it/s, loss=0.727, pair=0.004, adv=5.056, sprd=0.027]
Ep 056/80 [S3:+sens]:  61%|█▏| 275/453 [02:13<01:31,  1.95it/s, loss=0.727, pair=0.004, adv=5.056, sprd=0.027]
Ep 056/80 [S3:+sens]:  61%|█▏| 275/453 [02:13<01:31,  1.95it/s, loss=0.643, pair=0.000, adv=3.776, sprd=0.021]
Ep 056/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:25,  2.08it/s, loss=0.643, pair=0.000, adv=3.776, sprd=0.021]
Ep 056/80 [S3:+sens]:  61%|█▏| 276/453 [02:14<01:25,  2.08it/s, loss=0.623, pair=0.000, adv=2.996, sprd=0.028]
Ep 056/80 [S3:+sens]:  61%|█▏| 277/453 [02:14<01:28,  2.00it/s, loss=0.623, pair=0.000, adv=2.996, sprd=0.028]
Ep 056/80 [S3:+sens]:  61%|█▏| 277/453 [02:14<01:28,  2.00it/s, loss=0.676, pair=0.000, adv=5.374, sprd=0.032]
Ep 056/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:24,  2.07it/s, loss=0.676, pair=0.000, adv=5.374, sprd=0.032]
Ep 056/80 [S3:+sens]:  61%|█▏| 278/453 [02:15<01:24,  2.07it/s, loss=0.625, pair=0.000, adv=5.143, sprd=0.020]
Ep 056/80 [S3:+sens]:  62%|█▏| 279/453 [02:15<01:26,  2.01it/s, loss=0.625, pair=0.000, adv=5.143, sprd=0.020]
Ep 056/80 [S3:+sens]:  62%|█▏| 279/453 [02:15<01:26,  2.01it/s, loss=0.640, pair=0.000, adv=4.549, sprd=0.023]
Ep 056/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:22,  2.09it/s, loss=0.640, pair=0.000, adv=4.549, sprd=0.023]
Ep 056/80 [S3:+sens]:  62%|█▏| 280/453 [02:16<01:22,  2.09it/s, loss=0.678, pair=0.000, adv=3.843, sprd=0.025]
Ep 056/80 [S3:+sens]:  62%|█▏| 281/453 [02:16<01:23,  2.05it/s, loss=0.678, pair=0.000, adv=3.843, sprd=0.025]
Ep 056/80 [S3:+sens]:  62%|█▏| 281/453 [02:16<01:23,  2.05it/s, loss=0.633, pair=0.000, adv=4.372, sprd=0.021]
Ep 056/80 [S3:+sens]:  62%|█▏| 282/453 [02:16<01:19,  2.14it/s, loss=0.633, pair=0.000, adv=4.372, sprd=0.021]
Ep 056/80 [S3:+sens]:  62%|█▏| 282/453 [02:17<01:19,  2.14it/s, loss=0.615, pair=0.000, adv=4.163, sprd=0.015]
Ep 056/80 [S3:+sens]:  62%|█▏| 283/453 [02:17<01:21,  2.09it/s, loss=0.615, pair=0.000, adv=4.163, sprd=0.015]
Ep 056/80 [S3:+sens]:  62%|█▏| 283/453 [02:17<01:21,  2.09it/s, loss=0.601, pair=0.000, adv=3.641, sprd=0.018]
Ep 056/80 [S3:+sens]:  63%|█▎| 284/453 [02:17<01:18,  2.16it/s, loss=0.601, pair=0.000, adv=3.641, sprd=0.018]
Ep 056/80 [S3:+sens]:  63%|█▎| 284/453 [02:18<01:18,  2.16it/s, loss=0.605, pair=0.000, adv=3.010, sprd=0.025]
Ep 056/80 [S3:+sens]:  63%|█▎| 285/453 [02:18<01:21,  2.06it/s, loss=0.605, pair=0.000, adv=3.010, sprd=0.025]
Ep 056/80 [S3:+sens]:  63%|█▎| 285/453 [02:18<01:21,  2.06it/s, loss=0.615, pair=0.000, adv=4.627, sprd=0.017]
Ep 056/80 [S3:+sens]:  63%|█▎| 286/453 [02:18<01:16,  2.18it/s, loss=0.615, pair=0.000, adv=4.627, sprd=0.017]
Ep 056/80 [S3:+sens]:  63%|█▎| 286/453 [02:19<01:16,  2.18it/s, loss=0.612, pair=0.000, adv=3.319, sprd=0.020]
Ep 056/80 [S3:+sens]:  63%|█▎| 287/453 [02:19<01:20,  2.07it/s, loss=0.612, pair=0.000, adv=3.319, sprd=0.020]
Ep 056/80 [S3:+sens]:  63%|█▎| 287/453 [02:19<01:20,  2.07it/s, loss=0.606, pair=0.000, adv=5.724, sprd=0.016]
Ep 056/80 [S3:+sens]:  64%|█▎| 288/453 [02:19<01:15,  2.17it/s, loss=0.606, pair=0.000, adv=5.724, sprd=0.016]
Ep 056/80 [S3:+sens]:  64%|█▎| 288/453 [02:20<01:15,  2.17it/s, loss=0.699, pair=0.000, adv=3.874, sprd=0.021]
Ep 056/80 [S3:+sens]:  64%|█▎| 289/453 [02:20<01:18,  2.10it/s, loss=0.699, pair=0.000, adv=3.874, sprd=0.021]
Ep 056/80 [S3:+sens]:  64%|█▎| 289/453 [02:20<01:18,  2.10it/s, loss=0.656, pair=0.000, adv=4.498, sprd=0.026]
Ep 056/80 [S3:+sens]:  64%|█▎| 290/453 [02:20<01:15,  2.16it/s, loss=0.656, pair=0.000, adv=4.498, sprd=0.026]
Ep 056/80 [S3:+sens]:  64%|█▎| 290/453 [02:21<01:15,  2.16it/s, loss=0.595, pair=0.000, adv=4.493, sprd=0.012]
Ep 056/80 [S3:+sens]:  64%|█▎| 291/453 [02:21<01:16,  2.11it/s, loss=0.595, pair=0.000, adv=4.493, sprd=0.012]
Ep 056/80 [S3:+sens]:  64%|█▎| 291/453 [02:21<01:16,  2.11it/s, loss=0.650, pair=0.000, adv=4.291, sprd=0.027]
Ep 056/80 [S3:+sens]:  64%|█▎| 292/453 [02:21<01:14,  2.16it/s, loss=0.650, pair=0.000, adv=4.291, sprd=0.027]
Ep 056/80 [S3:+sens]:  64%|█▎| 292/453 [02:22<01:14,  2.16it/s, loss=0.674, pair=0.000, adv=5.208, sprd=0.028]
Ep 056/80 [S3:+sens]:  65%|█▎| 293/453 [02:22<01:18,  2.05it/s, loss=0.674, pair=0.000, adv=5.208, sprd=0.028]
Ep 056/80 [S3:+sens]:  65%|█▎| 293/453 [02:22<01:18,  2.05it/s, loss=0.576, pair=0.000, adv=4.278, sprd=0.012]
Ep 056/80 [S3:+sens]:  65%|█▎| 294/453 [02:22<01:13,  2.16it/s, loss=0.576, pair=0.000, adv=4.278, sprd=0.012]
Ep 056/80 [S3:+sens]:  65%|█▎| 294/453 [02:23<01:13,  2.16it/s, loss=0.713, pair=0.000, adv=5.263, sprd=0.023]
Ep 056/80 [S3:+sens]:  65%|█▎| 295/453 [02:23<01:16,  2.06it/s, loss=0.713, pair=0.000, adv=5.263, sprd=0.023]
Ep 056/80 [S3:+sens]:  65%|█▎| 295/453 [02:23<01:16,  2.06it/s, loss=0.693, pair=0.000, adv=3.777, sprd=0.031]
Ep 056/80 [S3:+sens]:  65%|█▎| 296/453 [02:23<01:13,  2.13it/s, loss=0.693, pair=0.000, adv=3.777, sprd=0.031]
Ep 056/80 [S3:+sens]:  65%|█▎| 296/453 [02:24<01:13,  2.13it/s, loss=0.609, pair=0.000, adv=4.451, sprd=0.017]
Ep 056/80 [S3:+sens]:  66%|█▎| 297/453 [02:24<01:16,  2.05it/s, loss=0.609, pair=0.000, adv=4.451, sprd=0.017]
Ep 056/80 [S3:+sens]:  66%|█▎| 297/453 [02:24<01:16,  2.05it/s, loss=0.600, pair=0.000, adv=3.717, sprd=0.014]
Ep 056/80 [S3:+sens]:  66%|█▎| 298/453 [02:24<01:10,  2.19it/s, loss=0.600, pair=0.000, adv=3.717, sprd=0.014]
Ep 056/80 [S3:+sens]:  66%|█▎| 298/453 [02:24<01:10,  2.19it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.015]
Ep 056/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:14,  2.06it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.015]
Ep 056/80 [S3:+sens]:  66%|█▎| 299/453 [02:25<01:14,  2.06it/s, loss=0.632, pair=0.000, adv=5.090, sprd=0.014]
Ep 056/80 [S3:+sens]:  66%|█▎| 300/453 [02:25<01:09,  2.21it/s, loss=0.632, pair=0.000, adv=5.090, sprd=0.014]
Ep 056/80 [S3:+sens]:  66%|█▎| 300/453 [02:25<01:09,  2.21it/s, loss=0.630, pair=0.000, adv=3.602, sprd=0.021]
Ep 056/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:13,  2.06it/s, loss=0.630, pair=0.000, adv=3.602, sprd=0.021]
Ep 056/80 [S3:+sens]:  66%|█▎| 301/453 [02:26<01:13,  2.06it/s, loss=0.622, pair=0.000, adv=4.423, sprd=0.020]
Ep 056/80 [S3:+sens]:  67%|█▎| 302/453 [02:26<01:09,  2.17it/s, loss=0.622, pair=0.000, adv=4.423, sprd=0.020]
Ep 056/80 [S3:+sens]:  67%|█▎| 302/453 [02:26<01:09,  2.17it/s, loss=0.656, pair=0.003, adv=4.590, sprd=0.022]
Ep 056/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:11,  2.09it/s, loss=0.656, pair=0.003, adv=4.590, sprd=0.022]
Ep 056/80 [S3:+sens]:  67%|█▎| 303/453 [02:27<01:11,  2.09it/s, loss=0.672, pair=0.000, adv=3.527, sprd=0.028]
Ep 056/80 [S3:+sens]:  67%|█▎| 304/453 [02:27<01:12,  2.05it/s, loss=0.672, pair=0.000, adv=3.527, sprd=0.028]
Ep 056/80 [S3:+sens]:  67%|█▎| 304/453 [02:27<01:12,  2.05it/s, loss=0.648, pair=0.000, adv=3.876, sprd=0.024]
Ep 056/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:15,  1.96it/s, loss=0.648, pair=0.000, adv=3.876, sprd=0.024]
Ep 056/80 [S3:+sens]:  67%|█▎| 305/453 [02:28<01:15,  1.96it/s, loss=0.626, pair=0.000, adv=4.976, sprd=0.015]
Ep 056/80 [S3:+sens]:  68%|█▎| 306/453 [02:28<01:08,  2.14it/s, loss=0.626, pair=0.000, adv=4.976, sprd=0.015]
Ep 056/80 [S3:+sens]:  68%|█▎| 306/453 [02:28<01:08,  2.14it/s, loss=0.634, pair=0.000, adv=5.393, sprd=0.024]
Ep 056/80 [S3:+sens]:  68%|█▎| 307/453 [02:28<01:12,  2.02it/s, loss=0.634, pair=0.000, adv=5.393, sprd=0.024]
Ep 056/80 [S3:+sens]:  68%|█▎| 307/453 [02:29<01:12,  2.02it/s, loss=0.689, pair=0.000, adv=4.369, sprd=0.035]
Ep 056/80 [S3:+sens]:  68%|█▎| 308/453 [02:29<01:09,  2.09it/s, loss=0.689, pair=0.000, adv=4.369, sprd=0.035]
Ep 056/80 [S3:+sens]:  68%|█▎| 308/453 [02:29<01:09,  2.09it/s, loss=0.699, pair=0.001, adv=4.094, sprd=0.022]
Ep 056/80 [S3:+sens]:  68%|█▎| 309/453 [02:29<01:11,  2.02it/s, loss=0.699, pair=0.001, adv=4.094, sprd=0.022]
Ep 056/80 [S3:+sens]:  68%|█▎| 309/453 [02:30<01:11,  2.02it/s, loss=0.599, pair=0.001, adv=3.671, sprd=0.016]
Ep 056/80 [S3:+sens]:  68%|█▎| 310/453 [02:30<01:06,  2.16it/s, loss=0.599, pair=0.001, adv=3.671, sprd=0.016]
Ep 056/80 [S3:+sens]:  68%|█▎| 310/453 [02:30<01:06,  2.16it/s, loss=0.632, pair=0.000, adv=3.909, sprd=0.020]
Ep 056/80 [S3:+sens]:  69%|█▎| 311/453 [02:30<01:07,  2.09it/s, loss=0.632, pair=0.000, adv=3.909, sprd=0.020]
Ep 056/80 [S3:+sens]:  69%|█▎| 311/453 [02:31<01:07,  2.09it/s, loss=0.619, pair=0.000, adv=3.557, sprd=0.018]
Ep 056/80 [S3:+sens]:  69%|█▍| 312/453 [02:31<01:04,  2.19it/s, loss=0.619, pair=0.000, adv=3.557, sprd=0.018]
Ep 056/80 [S3:+sens]:  69%|█▍| 312/453 [02:31<01:04,  2.19it/s, loss=0.596, pair=0.000, adv=3.757, sprd=0.017]
Ep 056/80 [S3:+sens]:  69%|█▍| 313/453 [02:31<01:08,  2.06it/s, loss=0.596, pair=0.000, adv=3.757, sprd=0.017]
Ep 056/80 [S3:+sens]:  69%|█▍| 313/453 [02:32<01:08,  2.06it/s, loss=0.579, pair=0.003, adv=3.611, sprd=0.015]
Ep 056/80 [S3:+sens]:  69%|█▍| 314/453 [02:32<01:05,  2.12it/s, loss=0.579, pair=0.003, adv=3.611, sprd=0.015]
Ep 056/80 [S3:+sens]:  69%|█▍| 314/453 [02:32<01:05,  2.12it/s, loss=0.661, pair=0.005, adv=3.736, sprd=0.026]
Ep 056/80 [S3:+sens]:  70%|█▍| 315/453 [02:32<01:08,  2.03it/s, loss=0.661, pair=0.005, adv=3.736, sprd=0.026]
Ep 056/80 [S3:+sens]:  70%|█▍| 315/453 [02:33<01:08,  2.03it/s, loss=0.643, pair=0.000, adv=4.114, sprd=0.022]
Ep 056/80 [S3:+sens]:  70%|█▍| 316/453 [02:33<01:04,  2.13it/s, loss=0.643, pair=0.000, adv=4.114, sprd=0.022]
Ep 056/80 [S3:+sens]:  70%|█▍| 316/453 [02:33<01:04,  2.13it/s, loss=0.666, pair=0.001, adv=3.612, sprd=0.025]
Ep 056/80 [S3:+sens]:  70%|█▍| 317/453 [02:33<01:06,  2.04it/s, loss=0.666, pair=0.001, adv=3.612, sprd=0.025]
Ep 056/80 [S3:+sens]:  70%|█▍| 317/453 [02:33<01:06,  2.04it/s, loss=0.606, pair=0.002, adv=3.259, sprd=0.016]
Ep 056/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:02,  2.17it/s, loss=0.606, pair=0.002, adv=3.259, sprd=0.016]
Ep 056/80 [S3:+sens]:  70%|█▍| 318/453 [02:34<01:02,  2.17it/s, loss=0.616, pair=0.000, adv=4.009, sprd=0.018]
Ep 056/80 [S3:+sens]:  70%|█▍| 319/453 [02:34<01:05,  2.06it/s, loss=0.616, pair=0.000, adv=4.009, sprd=0.018]
Ep 056/80 [S3:+sens]:  70%|█▍| 319/453 [02:34<01:05,  2.06it/s, loss=0.683, pair=0.001, adv=4.602, sprd=0.028]
Ep 056/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:01,  2.17it/s, loss=0.683, pair=0.001, adv=4.602, sprd=0.028]
Ep 056/80 [S3:+sens]:  71%|█▍| 320/453 [02:35<01:01,  2.17it/s, loss=0.610, pair=0.004, adv=4.461, sprd=0.018]
Ep 056/80 [S3:+sens]:  71%|█▍| 321/453 [02:35<01:03,  2.06it/s, loss=0.610, pair=0.004, adv=4.461, sprd=0.018]
Ep 056/80 [S3:+sens]:  71%|█▍| 321/453 [02:35<01:03,  2.06it/s, loss=0.682, pair=0.006, adv=4.746, sprd=0.029]
Ep 056/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:00,  2.15it/s, loss=0.682, pair=0.006, adv=4.746, sprd=0.029]
Ep 056/80 [S3:+sens]:  71%|█▍| 322/453 [02:36<01:00,  2.15it/s, loss=0.659, pair=0.007, adv=3.855, sprd=0.022]
Ep 056/80 [S3:+sens]:  71%|█▍| 323/453 [02:36<01:02,  2.06it/s, loss=0.659, pair=0.007, adv=3.855, sprd=0.022]
Ep 056/80 [S3:+sens]:  71%|█▍| 323/453 [02:36<01:02,  2.06it/s, loss=0.641, pair=0.001, adv=5.156, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<00:59,  2.18it/s, loss=0.641, pair=0.001, adv=5.156, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 324/453 [02:37<00:59,  2.18it/s, loss=0.641, pair=0.000, adv=4.140, sprd=0.020]
Ep 056/80 [S3:+sens]:  72%|█▍| 325/453 [02:37<01:00,  2.11it/s, loss=0.641, pair=0.000, adv=4.140, sprd=0.020]
Ep 056/80 [S3:+sens]:  72%|█▍| 325/453 [02:37<01:00,  2.11it/s, loss=0.610, pair=0.000, adv=3.252, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:57,  2.20it/s, loss=0.610, pair=0.000, adv=3.252, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 326/453 [02:38<00:57,  2.20it/s, loss=0.616, pair=0.001, adv=3.801, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 327/453 [02:38<01:03,  1.97it/s, loss=0.616, pair=0.001, adv=3.801, sprd=0.019]
Ep 056/80 [S3:+sens]:  72%|█▍| 327/453 [02:38<01:03,  1.97it/s, loss=0.603, pair=0.001, adv=4.075, sprd=0.018]
Ep 056/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<01:00,  2.08it/s, loss=0.603, pair=0.001, adv=4.075, sprd=0.018]
Ep 056/80 [S3:+sens]:  72%|█▍| 328/453 [02:39<01:00,  2.08it/s, loss=0.643, pair=0.000, adv=4.440, sprd=0.023]
Ep 056/80 [S3:+sens]:  73%|█▍| 329/453 [02:39<01:02,  2.00it/s, loss=0.643, pair=0.000, adv=4.440, sprd=0.023]
Ep 056/80 [S3:+sens]:  73%|█▍| 329/453 [02:39<01:02,  2.00it/s, loss=0.670, pair=0.000, adv=5.059, sprd=0.028]
Ep 056/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.09it/s, loss=0.670, pair=0.000, adv=5.059, sprd=0.028]
Ep 056/80 [S3:+sens]:  73%|█▍| 330/453 [02:40<00:58,  2.09it/s, loss=0.652, pair=0.004, adv=5.030, sprd=0.023]
Ep 056/80 [S3:+sens]:  73%|█▍| 331/453 [02:40<00:59,  2.04it/s, loss=0.652, pair=0.004, adv=5.030, sprd=0.023]
Ep 056/80 [S3:+sens]:  73%|█▍| 331/453 [02:40<00:59,  2.04it/s, loss=0.668, pair=0.000, adv=5.765, sprd=0.026]
Ep 056/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:56,  2.14it/s, loss=0.668, pair=0.000, adv=5.765, sprd=0.026]
Ep 056/80 [S3:+sens]:  73%|█▍| 332/453 [02:41<00:56,  2.14it/s, loss=0.694, pair=0.001, adv=4.357, sprd=0.033]
Ep 056/80 [S3:+sens]:  74%|█▍| 333/453 [02:41<00:59,  2.03it/s, loss=0.694, pair=0.001, adv=4.357, sprd=0.033]
Ep 056/80 [S3:+sens]:  74%|█▍| 333/453 [02:41<00:59,  2.03it/s, loss=0.642, pair=0.000, adv=4.768, sprd=0.017]
Ep 056/80 [S3:+sens]:  74%|█▍| 334/453 [02:41<00:55,  2.14it/s, loss=0.642, pair=0.000, adv=4.768, sprd=0.017]
Ep 056/80 [S3:+sens]:  74%|█▍| 334/453 [02:42<00:55,  2.14it/s, loss=0.711, pair=0.000, adv=3.956, sprd=0.023]
Ep 056/80 [S3:+sens]:  74%|█▍| 335/453 [02:42<00:57,  2.06it/s, loss=0.711, pair=0.000, adv=3.956, sprd=0.023]
Ep 056/80 [S3:+sens]:  74%|█▍| 335/453 [02:42<00:57,  2.06it/s, loss=0.628, pair=0.000, adv=4.740, sprd=0.020]
Ep 056/80 [S3:+sens]:  74%|█▍| 336/453 [02:42<00:54,  2.14it/s, loss=0.628, pair=0.000, adv=4.740, sprd=0.020]
Ep 056/80 [S3:+sens]:  74%|█▍| 336/453 [02:43<00:54,  2.14it/s, loss=0.633, pair=0.005, adv=5.063, sprd=0.020]
Ep 056/80 [S3:+sens]:  74%|█▍| 337/453 [02:43<00:56,  2.04it/s, loss=0.633, pair=0.005, adv=5.063, sprd=0.020]
Ep 056/80 [S3:+sens]:  74%|█▍| 337/453 [02:43<00:56,  2.04it/s, loss=0.700, pair=0.004, adv=4.319, sprd=0.032]
Ep 056/80 [S3:+sens]:  75%|█▍| 338/453 [02:43<00:53,  2.13it/s, loss=0.700, pair=0.004, adv=4.319, sprd=0.032]
Ep 056/80 [S3:+sens]:  75%|█▍| 338/453 [02:44<00:53,  2.13it/s, loss=0.689, pair=0.000, adv=3.932, sprd=0.032]
Ep 056/80 [S3:+sens]:  75%|█▍| 339/453 [02:44<00:56,  2.02it/s, loss=0.689, pair=0.000, adv=3.932, sprd=0.032]
Ep 056/80 [S3:+sens]:  75%|█▍| 339/453 [02:44<00:56,  2.02it/s, loss=0.622, pair=0.000, adv=4.574, sprd=0.019]
Ep 056/80 [S3:+sens]:  75%|█▌| 340/453 [02:44<00:52,  2.14it/s, loss=0.622, pair=0.000, adv=4.574, sprd=0.019]
Ep 056/80 [S3:+sens]:  75%|█▌| 340/453 [02:45<00:52,  2.14it/s, loss=0.631, pair=0.001, adv=4.200, sprd=0.021]
Ep 056/80 [S3:+sens]:  75%|█▌| 341/453 [02:45<00:54,  2.04it/s, loss=0.631, pair=0.001, adv=4.200, sprd=0.021]
Ep 056/80 [S3:+sens]:  75%|█▌| 341/453 [02:45<00:54,  2.04it/s, loss=0.652, pair=0.000, adv=4.487, sprd=0.024]
Ep 056/80 [S3:+sens]:  75%|█▌| 342/453 [02:45<00:52,  2.13it/s, loss=0.652, pair=0.000, adv=4.487, sprd=0.024]
Ep 056/80 [S3:+sens]:  75%|█▌| 342/453 [02:46<00:52,  2.13it/s, loss=0.576, pair=0.000, adv=4.835, sprd=0.012]
Ep 056/80 [S3:+sens]:  76%|█▌| 343/453 [02:46<00:53,  2.04it/s, loss=0.576, pair=0.000, adv=4.835, sprd=0.012]
Ep 056/80 [S3:+sens]:  76%|█▌| 343/453 [02:46<00:53,  2.04it/s, loss=0.636, pair=0.002, adv=5.434, sprd=0.019]
Ep 056/80 [S3:+sens]:  76%|█▌| 344/453 [02:46<00:49,  2.22it/s, loss=0.636, pair=0.002, adv=5.434, sprd=0.019]
Ep 056/80 [S3:+sens]:  76%|█▌| 344/453 [02:46<00:49,  2.22it/s, loss=0.639, pair=0.000, adv=3.420, sprd=0.023]
Ep 056/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:51,  2.09it/s, loss=0.639, pair=0.000, adv=3.420, sprd=0.023]
Ep 056/80 [S3:+sens]:  76%|█▌| 345/453 [02:47<00:51,  2.09it/s, loss=0.633, pair=0.000, adv=4.039, sprd=0.018]
Ep 056/80 [S3:+sens]:  76%|█▌| 346/453 [02:47<00:48,  2.19it/s, loss=0.633, pair=0.000, adv=4.039, sprd=0.018]
Ep 056/80 [S3:+sens]:  76%|█▌| 346/453 [02:47<00:48,  2.19it/s, loss=0.651, pair=0.001, adv=3.388, sprd=0.025]
Ep 056/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:51,  2.07it/s, loss=0.651, pair=0.001, adv=3.388, sprd=0.025]
Ep 056/80 [S3:+sens]:  77%|█▌| 347/453 [02:48<00:51,  2.07it/s, loss=0.591, pair=0.000, adv=4.781, sprd=0.013]
Ep 056/80 [S3:+sens]:  77%|█▌| 348/453 [02:48<00:47,  2.19it/s, loss=0.591, pair=0.000, adv=4.781, sprd=0.013]
Ep 056/80 [S3:+sens]:  77%|█▌| 348/453 [02:48<00:47,  2.19it/s, loss=0.594, pair=0.000, adv=3.276, sprd=0.017]
Ep 056/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:49,  2.10it/s, loss=0.594, pair=0.000, adv=3.276, sprd=0.017]
Ep 056/80 [S3:+sens]:  77%|█▌| 349/453 [02:49<00:49,  2.10it/s, loss=0.644, pair=0.001, adv=3.434, sprd=0.023]
Ep 056/80 [S3:+sens]:  77%|█▌| 350/453 [02:49<00:47,  2.18it/s, loss=0.644, pair=0.001, adv=3.434, sprd=0.023]
Ep 056/80 [S3:+sens]:  77%|█▌| 350/453 [02:49<00:47,  2.18it/s, loss=0.638, pair=0.000, adv=3.983, sprd=0.023]
Ep 056/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:49,  2.06it/s, loss=0.638, pair=0.000, adv=3.983, sprd=0.023]
Ep 056/80 [S3:+sens]:  77%|█▌| 351/453 [02:50<00:49,  2.06it/s, loss=0.631, pair=0.000, adv=3.379, sprd=0.020]
Ep 056/80 [S3:+sens]:  78%|█▌| 352/453 [02:50<00:46,  2.17it/s, loss=0.631, pair=0.000, adv=3.379, sprd=0.020]
Ep 056/80 [S3:+sens]:  78%|█▌| 352/453 [02:50<00:46,  2.17it/s, loss=0.640, pair=0.000, adv=5.036, sprd=0.023]
Ep 056/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.07it/s, loss=0.640, pair=0.000, adv=5.036, sprd=0.023]
Ep 056/80 [S3:+sens]:  78%|█▌| 353/453 [02:51<00:48,  2.07it/s, loss=0.659, pair=0.000, adv=5.260, sprd=0.024]
Ep 056/80 [S3:+sens]:  78%|█▌| 354/453 [02:51<00:45,  2.17it/s, loss=0.659, pair=0.000, adv=5.260, sprd=0.024]
Ep 056/80 [S3:+sens]:  78%|█▌| 354/453 [02:51<00:45,  2.17it/s, loss=0.695, pair=0.000, adv=4.743, sprd=0.022]
Ep 056/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:49,  1.98it/s, loss=0.695, pair=0.000, adv=4.743, sprd=0.022]
Ep 056/80 [S3:+sens]:  78%|█▌| 355/453 [02:52<00:49,  1.98it/s, loss=0.587, pair=0.000, adv=3.074, sprd=0.020]
Ep 056/80 [S3:+sens]:  79%|█▌| 356/453 [02:52<00:46,  2.10it/s, loss=0.587, pair=0.000, adv=3.074, sprd=0.020]
Ep 056/80 [S3:+sens]:  79%|█▌| 356/453 [02:52<00:46,  2.10it/s, loss=0.626, pair=0.000, adv=3.863, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.04it/s, loss=0.626, pair=0.000, adv=3.863, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 357/453 [02:53<00:47,  2.04it/s, loss=0.614, pair=0.000, adv=6.238, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 358/453 [02:53<00:44,  2.15it/s, loss=0.614, pair=0.000, adv=6.238, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 358/453 [02:53<00:44,  2.15it/s, loss=0.673, pair=0.000, adv=5.179, sprd=0.032]
Ep 056/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:46,  2.03it/s, loss=0.673, pair=0.000, adv=5.179, sprd=0.032]
Ep 056/80 [S3:+sens]:  79%|█▌| 359/453 [02:54<00:46,  2.03it/s, loss=0.611, pair=0.000, adv=4.396, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 360/453 [02:54<00:43,  2.15it/s, loss=0.611, pair=0.000, adv=4.396, sprd=0.017]
Ep 056/80 [S3:+sens]:  79%|█▌| 360/453 [02:54<00:43,  2.15it/s, loss=0.636, pair=0.000, adv=5.005, sprd=0.020]
Ep 056/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.04it/s, loss=0.636, pair=0.000, adv=5.005, sprd=0.020]
Ep 056/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.04it/s, loss=0.631, pair=0.000, adv=4.751, sprd=0.019]
Ep 056/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.16it/s, loss=0.631, pair=0.000, adv=4.751, sprd=0.019]
Ep 056/80 [S3:+sens]:  80%|█▌| 362/453 [02:55<00:42,  2.16it/s, loss=0.646, pair=0.000, adv=4.128, sprd=0.022]
Ep 056/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:43,  2.06it/s, loss=0.646, pair=0.000, adv=4.128, sprd=0.022]
Ep 056/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:43,  2.06it/s, loss=0.629, pair=0.000, adv=5.519, sprd=0.020]
Ep 056/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.16it/s, loss=0.629, pair=0.000, adv=5.519, sprd=0.020]
Ep 056/80 [S3:+sens]:  80%|█▌| 364/453 [02:56<00:41,  2.16it/s, loss=0.713, pair=0.011, adv=5.615, sprd=0.036]
Ep 056/80 [S3:+sens]:  81%|█▌| 365/453 [02:56<00:43,  2.05it/s, loss=0.713, pair=0.011, adv=5.615, sprd=0.036]
Ep 056/80 [S3:+sens]:  81%|█▌| 365/453 [02:56<00:43,  2.05it/s, loss=0.614, pair=0.000, adv=4.406, sprd=0.016]
Ep 056/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.16it/s, loss=0.614, pair=0.000, adv=4.406, sprd=0.016]
Ep 056/80 [S3:+sens]:  81%|█▌| 366/453 [02:57<00:40,  2.16it/s, loss=0.682, pair=0.000, adv=5.701, sprd=0.028]
Ep 056/80 [S3:+sens]:  81%|█▌| 367/453 [02:57<00:41,  2.06it/s, loss=0.682, pair=0.000, adv=5.701, sprd=0.028]
Ep 056/80 [S3:+sens]:  81%|█▌| 367/453 [02:57<00:41,  2.06it/s, loss=0.655, pair=0.000, adv=5.578, sprd=0.025]
Ep 056/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:39,  2.13it/s, loss=0.655, pair=0.000, adv=5.578, sprd=0.025]
Ep 056/80 [S3:+sens]:  81%|█▌| 368/453 [02:58<00:39,  2.13it/s, loss=0.626, pair=0.000, adv=6.159, sprd=0.018]
Ep 056/80 [S3:+sens]:  81%|█▋| 369/453 [02:58<00:41,  2.05it/s, loss=0.626, pair=0.000, adv=6.159, sprd=0.018]
Ep 056/80 [S3:+sens]:  81%|█▋| 369/453 [02:58<00:41,  2.05it/s, loss=0.627, pair=0.000, adv=4.561, sprd=0.022]
Ep 056/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:38,  2.14it/s, loss=0.627, pair=0.000, adv=4.561, sprd=0.022]
Ep 056/80 [S3:+sens]:  82%|█▋| 370/453 [02:59<00:38,  2.14it/s, loss=0.606, pair=0.000, adv=4.860, sprd=0.018]
Ep 056/80 [S3:+sens]:  82%|█▋| 371/453 [02:59<00:40,  2.04it/s, loss=0.606, pair=0.000, adv=4.860, sprd=0.018]
Ep 056/80 [S3:+sens]:  82%|█▋| 371/453 [02:59<00:40,  2.04it/s, loss=0.670, pair=0.000, adv=6.201, sprd=0.027]
Ep 056/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.13it/s, loss=0.670, pair=0.000, adv=6.201, sprd=0.027]
Ep 056/80 [S3:+sens]:  82%|█▋| 372/453 [03:00<00:37,  2.13it/s, loss=0.658, pair=0.009, adv=6.590, sprd=0.024]
Ep 056/80 [S3:+sens]:  82%|█▋| 373/453 [03:00<00:39,  2.02it/s, loss=0.658, pair=0.009, adv=6.590, sprd=0.024]
Ep 056/80 [S3:+sens]:  82%|█▋| 373/453 [03:00<00:39,  2.02it/s, loss=0.628, pair=0.000, adv=4.354, sprd=0.021]
Ep 056/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.12it/s, loss=0.628, pair=0.000, adv=4.354, sprd=0.021]
Ep 056/80 [S3:+sens]:  83%|█▋| 374/453 [03:01<00:37,  2.12it/s, loss=0.700, pair=0.001, adv=5.957, sprd=0.023]
Ep 056/80 [S3:+sens]:  83%|█▋| 375/453 [03:01<00:38,  2.03it/s, loss=0.700, pair=0.001, adv=5.957, sprd=0.023]
Ep 056/80 [S3:+sens]:  83%|█▋| 375/453 [03:01<00:38,  2.03it/s, loss=0.684, pair=0.000, adv=5.273, sprd=0.034]
Ep 056/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:36,  2.09it/s, loss=0.684, pair=0.000, adv=5.273, sprd=0.034]
Ep 056/80 [S3:+sens]:  83%|█▋| 376/453 [03:02<00:36,  2.09it/s, loss=0.629, pair=0.000, adv=3.733, sprd=0.020]
Ep 056/80 [S3:+sens]:  83%|█▋| 377/453 [03:02<00:38,  1.99it/s, loss=0.629, pair=0.000, adv=3.733, sprd=0.020]
Ep 056/80 [S3:+sens]:  83%|█▋| 377/453 [03:02<00:38,  1.99it/s, loss=0.638, pair=0.001, adv=4.579, sprd=0.018]
Ep 056/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.12it/s, loss=0.638, pair=0.001, adv=4.579, sprd=0.018]
Ep 056/80 [S3:+sens]:  83%|█▋| 378/453 [03:03<00:35,  2.12it/s, loss=0.667, pair=0.000, adv=6.362, sprd=0.026]
Ep 056/80 [S3:+sens]:  84%|█▋| 379/453 [03:03<00:36,  2.05it/s, loss=0.667, pair=0.000, adv=6.362, sprd=0.026]
Ep 056/80 [S3:+sens]:  84%|█▋| 379/453 [03:03<00:36,  2.05it/s, loss=0.645, pair=0.004, adv=5.610, sprd=0.026]
Ep 056/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:34,  2.12it/s, loss=0.645, pair=0.004, adv=5.610, sprd=0.026]
Ep 056/80 [S3:+sens]:  84%|█▋| 380/453 [03:04<00:34,  2.12it/s, loss=0.665, pair=0.005, adv=5.821, sprd=0.029]
Ep 056/80 [S3:+sens]:  84%|█▋| 381/453 [03:04<00:36,  2.00it/s, loss=0.665, pair=0.005, adv=5.821, sprd=0.029]
Ep 056/80 [S3:+sens]:  84%|█▋| 381/453 [03:04<00:36,  2.00it/s, loss=0.667, pair=0.001, adv=4.795, sprd=0.028]
Ep 056/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:33,  2.09it/s, loss=0.667, pair=0.001, adv=4.795, sprd=0.028]
Ep 056/80 [S3:+sens]:  84%|█▋| 382/453 [03:05<00:33,  2.09it/s, loss=0.655, pair=0.000, adv=5.692, sprd=0.016]
Ep 056/80 [S3:+sens]:  85%|█▋| 383/453 [03:05<00:34,  2.02it/s, loss=0.655, pair=0.000, adv=5.692, sprd=0.016]
Ep 056/80 [S3:+sens]:  85%|█▋| 383/453 [03:05<00:34,  2.02it/s, loss=0.652, pair=0.000, adv=4.442, sprd=0.025]
Ep 056/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:34,  2.00it/s, loss=0.652, pair=0.000, adv=4.442, sprd=0.025]
Ep 056/80 [S3:+sens]:  85%|█▋| 384/453 [03:06<00:34,  2.00it/s, loss=0.655, pair=0.000, adv=5.649, sprd=0.024]
Ep 056/80 [S3:+sens]:  85%|█▋| 385/453 [03:06<00:34,  1.96it/s, loss=0.655, pair=0.000, adv=5.649, sprd=0.024]
Ep 056/80 [S3:+sens]:  85%|█▋| 385/453 [03:06<00:34,  1.96it/s, loss=0.647, pair=0.000, adv=6.518, sprd=0.023]
Ep 056/80 [S3:+sens]:  85%|█▋| 386/453 [03:06<00:32,  2.07it/s, loss=0.647, pair=0.000, adv=6.518, sprd=0.023]
Ep 056/80 [S3:+sens]:  85%|█▋| 386/453 [03:07<00:32,  2.07it/s, loss=0.625, pair=0.000, adv=5.223, sprd=0.021]
Ep 056/80 [S3:+sens]:  85%|█▋| 387/453 [03:07<00:33,  1.98it/s, loss=0.625, pair=0.000, adv=5.223, sprd=0.021]
Ep 056/80 [S3:+sens]:  85%|█▋| 387/453 [03:07<00:33,  1.98it/s, loss=0.633, pair=0.000, adv=5.275, sprd=0.021]
Ep 056/80 [S3:+sens]:  86%|█▋| 388/453 [03:07<00:31,  2.10it/s, loss=0.633, pair=0.000, adv=5.275, sprd=0.021]
Ep 056/80 [S3:+sens]:  86%|█▋| 388/453 [03:08<00:31,  2.10it/s, loss=0.668, pair=0.000, adv=6.121, sprd=0.031]
Ep 056/80 [S3:+sens]:  86%|█▋| 389/453 [03:08<00:31,  2.02it/s, loss=0.668, pair=0.000, adv=6.121, sprd=0.031]
Ep 056/80 [S3:+sens]:  86%|█▋| 389/453 [03:08<00:31,  2.02it/s, loss=0.626, pair=0.000, adv=4.904, sprd=0.019]
Ep 056/80 [S3:+sens]:  86%|█▋| 390/453 [03:08<00:29,  2.13it/s, loss=0.626, pair=0.000, adv=4.904, sprd=0.019]
Ep 056/80 [S3:+sens]:  86%|█▋| 390/453 [03:09<00:29,  2.13it/s, loss=0.620, pair=0.000, adv=5.191, sprd=0.019]
Ep 056/80 [S3:+sens]:  86%|█▋| 391/453 [03:09<00:30,  2.06it/s, loss=0.620, pair=0.000, adv=5.191, sprd=0.019]
Ep 056/80 [S3:+sens]:  86%|█▋| 391/453 [03:09<00:30,  2.06it/s, loss=0.628, pair=0.000, adv=5.230, sprd=0.018]
Ep 056/80 [S3:+sens]:  87%|█▋| 392/453 [03:09<00:28,  2.17it/s, loss=0.628, pair=0.000, adv=5.230, sprd=0.018]
Ep 056/80 [S3:+sens]:  87%|█▋| 392/453 [03:09<00:28,  2.17it/s, loss=0.645, pair=0.000, adv=4.981, sprd=0.021]
Ep 056/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:28,  2.08it/s, loss=0.645, pair=0.000, adv=4.981, sprd=0.021]
Ep 056/80 [S3:+sens]:  87%|█▋| 393/453 [03:10<00:28,  2.08it/s, loss=0.616, pair=0.002, adv=5.893, sprd=0.017]
Ep 056/80 [S3:+sens]:  87%|█▋| 394/453 [03:10<00:26,  2.19it/s, loss=0.616, pair=0.002, adv=5.893, sprd=0.017]
Ep 056/80 [S3:+sens]:  87%|█▋| 394/453 [03:10<00:26,  2.19it/s, loss=0.680, pair=0.000, adv=6.168, sprd=0.022]
Ep 056/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.05it/s, loss=0.680, pair=0.000, adv=6.168, sprd=0.022]
Ep 056/80 [S3:+sens]:  87%|█▋| 395/453 [03:11<00:28,  2.05it/s, loss=0.637, pair=0.001, adv=4.398, sprd=0.021]
Ep 056/80 [S3:+sens]:  87%|█▋| 396/453 [03:11<00:26,  2.14it/s, loss=0.637, pair=0.001, adv=4.398, sprd=0.021]
Ep 056/80 [S3:+sens]:  87%|█▋| 396/453 [03:11<00:26,  2.14it/s, loss=0.680, pair=0.002, adv=7.040, sprd=0.020]
Ep 056/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.07it/s, loss=0.680, pair=0.002, adv=7.040, sprd=0.020]
Ep 056/80 [S3:+sens]:  88%|█▊| 397/453 [03:12<00:27,  2.07it/s, loss=0.585, pair=0.001, adv=5.136, sprd=0.015]
Ep 056/80 [S3:+sens]:  88%|█▊| 398/453 [03:12<00:25,  2.14it/s, loss=0.585, pair=0.001, adv=5.136, sprd=0.015]
Ep 056/80 [S3:+sens]:  88%|█▊| 398/453 [03:12<00:25,  2.14it/s, loss=0.619, pair=0.000, adv=5.639, sprd=0.019]
Ep 056/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.05it/s, loss=0.619, pair=0.000, adv=5.639, sprd=0.019]
Ep 056/80 [S3:+sens]:  88%|█▊| 399/453 [03:13<00:26,  2.05it/s, loss=0.606, pair=0.001, adv=5.018, sprd=0.016]
Ep 056/80 [S3:+sens]:  88%|█▊| 400/453 [03:13<00:24,  2.14it/s, loss=0.606, pair=0.001, adv=5.018, sprd=0.016]
Ep 056/80 [S3:+sens]:  88%|█▊| 400/453 [03:13<00:24,  2.14it/s, loss=0.632, pair=0.000, adv=5.274, sprd=0.023]
Ep 056/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.04it/s, loss=0.632, pair=0.000, adv=5.274, sprd=0.023]
Ep 056/80 [S3:+sens]:  89%|█▊| 401/453 [03:14<00:25,  2.04it/s, loss=0.634, pair=0.000, adv=4.527, sprd=0.022]
Ep 056/80 [S3:+sens]:  89%|█▊| 402/453 [03:14<00:23,  2.13it/s, loss=0.634, pair=0.000, adv=4.527, sprd=0.022]
Ep 056/80 [S3:+sens]:  89%|█▊| 402/453 [03:14<00:23,  2.13it/s, loss=0.647, pair=0.001, adv=4.552, sprd=0.020]
Ep 056/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:23,  2.10it/s, loss=0.647, pair=0.001, adv=4.552, sprd=0.020]
Ep 056/80 [S3:+sens]:  89%|█▊| 403/453 [03:15<00:23,  2.10it/s, loss=0.657, pair=0.001, adv=6.846, sprd=0.022]
Ep 056/80 [S3:+sens]:  89%|█▊| 404/453 [03:15<00:21,  2.23it/s, loss=0.657, pair=0.001, adv=6.846, sprd=0.022]
Ep 056/80 [S3:+sens]:  89%|█▊| 404/453 [03:15<00:21,  2.23it/s, loss=0.614, pair=0.002, adv=4.718, sprd=0.019]
Ep 056/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:22,  2.12it/s, loss=0.614, pair=0.002, adv=4.718, sprd=0.019]
Ep 056/80 [S3:+sens]:  89%|█▊| 405/453 [03:16<00:22,  2.12it/s, loss=0.630, pair=0.000, adv=4.410, sprd=0.020]
Ep 056/80 [S3:+sens]:  90%|█▊| 406/453 [03:16<00:21,  2.20it/s, loss=0.630, pair=0.000, adv=4.410, sprd=0.020]
Ep 056/80 [S3:+sens]:  90%|█▊| 406/453 [03:16<00:21,  2.20it/s, loss=0.649, pair=0.000, adv=4.308, sprd=0.024]
Ep 056/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:23,  1.97it/s, loss=0.649, pair=0.000, adv=4.308, sprd=0.024]
Ep 056/80 [S3:+sens]:  90%|█▊| 407/453 [03:17<00:23,  1.97it/s, loss=0.667, pair=0.000, adv=4.874, sprd=0.026]
Ep 056/80 [S3:+sens]:  90%|█▊| 408/453 [03:17<00:21,  2.07it/s, loss=0.667, pair=0.000, adv=4.874, sprd=0.026]
Ep 056/80 [S3:+sens]:  90%|█▊| 408/453 [03:17<00:21,  2.07it/s, loss=0.643, pair=0.000, adv=5.302, sprd=0.021]
Ep 056/80 [S3:+sens]:  90%|█▊| 409/453 [03:17<00:22,  1.99it/s, loss=0.643, pair=0.000, adv=5.302, sprd=0.021]
Ep 056/80 [S3:+sens]:  90%|█▊| 409/453 [03:18<00:22,  1.99it/s, loss=0.684, pair=0.000, adv=5.992, sprd=0.029]
Ep 056/80 [S3:+sens]:  91%|█▊| 410/453 [03:18<00:20,  2.10it/s, loss=0.684, pair=0.000, adv=5.992, sprd=0.029]
Ep 056/80 [S3:+sens]:  91%|█▊| 410/453 [03:18<00:20,  2.10it/s, loss=0.622, pair=0.000, adv=5.501, sprd=0.021]
Ep 056/80 [S3:+sens]:  91%|█▊| 411/453 [03:18<00:20,  2.04it/s, loss=0.622, pair=0.000, adv=5.501, sprd=0.021]
Ep 056/80 [S3:+sens]:  91%|█▊| 411/453 [03:19<00:20,  2.04it/s, loss=0.634, pair=0.000, adv=5.764, sprd=0.024]
Ep 056/80 [S3:+sens]:  91%|█▊| 412/453 [03:19<00:19,  2.11it/s, loss=0.634, pair=0.000, adv=5.764, sprd=0.024]
Ep 056/80 [S3:+sens]:  91%|█▊| 412/453 [03:19<00:19,  2.11it/s, loss=0.598, pair=0.001, adv=4.018, sprd=0.015]
Ep 056/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.03it/s, loss=0.598, pair=0.001, adv=4.018, sprd=0.015]
Ep 056/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.03it/s, loss=0.619, pair=0.000, adv=5.370, sprd=0.021]
Ep 056/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.10it/s, loss=0.619, pair=0.000, adv=5.370, sprd=0.021]
Ep 056/80 [S3:+sens]:  91%|█▊| 414/453 [03:20<00:18,  2.10it/s, loss=0.715, pair=0.000, adv=6.273, sprd=0.025]
Ep 056/80 [S3:+sens]:  92%|█▊| 415/453 [03:20<00:18,  2.03it/s, loss=0.715, pair=0.000, adv=6.273, sprd=0.025]
Ep 056/80 [S3:+sens]:  92%|█▊| 415/453 [03:20<00:18,  2.03it/s, loss=0.665, pair=0.002, adv=4.775, sprd=0.029]
Ep 056/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.11it/s, loss=0.665, pair=0.002, adv=4.775, sprd=0.029]
Ep 056/80 [S3:+sens]:  92%|█▊| 416/453 [03:21<00:17,  2.11it/s, loss=0.666, pair=0.000, adv=4.476, sprd=0.026]
Ep 056/80 [S3:+sens]:  92%|█▊| 417/453 [03:21<00:17,  2.04it/s, loss=0.666, pair=0.000, adv=4.476, sprd=0.026]
Ep 056/80 [S3:+sens]:  92%|█▊| 417/453 [03:21<00:17,  2.04it/s, loss=0.622, pair=0.000, adv=4.678, sprd=0.016]
Ep 056/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.16it/s, loss=0.622, pair=0.000, adv=4.678, sprd=0.016]
Ep 056/80 [S3:+sens]:  92%|█▊| 418/453 [03:22<00:16,  2.16it/s, loss=0.625, pair=0.000, adv=5.438, sprd=0.015]
Ep 056/80 [S3:+sens]:  92%|█▊| 419/453 [03:22<00:16,  2.11it/s, loss=0.625, pair=0.000, adv=5.438, sprd=0.015]
Ep 056/80 [S3:+sens]:  92%|█▊| 419/453 [03:22<00:16,  2.11it/s, loss=0.628, pair=0.001, adv=6.149, sprd=0.019]
Ep 056/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:14,  2.20it/s, loss=0.628, pair=0.001, adv=6.149, sprd=0.019]
Ep 056/80 [S3:+sens]:  93%|█▊| 420/453 [03:23<00:14,  2.20it/s, loss=0.653, pair=0.000, adv=5.933, sprd=0.027]
Ep 056/80 [S3:+sens]:  93%|█▊| 421/453 [03:23<00:15,  2.08it/s, loss=0.653, pair=0.000, adv=5.933, sprd=0.027]
Ep 056/80 [S3:+sens]:  93%|█▊| 421/453 [03:23<00:15,  2.08it/s, loss=0.594, pair=0.001, adv=3.494, sprd=0.014]
Ep 056/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.19it/s, loss=0.594, pair=0.001, adv=3.494, sprd=0.014]
Ep 056/80 [S3:+sens]:  93%|█▊| 422/453 [03:24<00:14,  2.19it/s, loss=0.636, pair=0.000, adv=4.237, sprd=0.012]
Ep 056/80 [S3:+sens]:  93%|█▊| 423/453 [03:24<00:14,  2.13it/s, loss=0.636, pair=0.000, adv=4.237, sprd=0.012]
Ep 056/80 [S3:+sens]:  93%|█▊| 423/453 [03:24<00:14,  2.13it/s, loss=0.648, pair=0.000, adv=5.494, sprd=0.023]
Ep 056/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.23it/s, loss=0.648, pair=0.000, adv=5.494, sprd=0.023]
Ep 056/80 [S3:+sens]:  94%|█▊| 424/453 [03:25<00:13,  2.23it/s, loss=0.662, pair=0.000, adv=4.332, sprd=0.028]
Ep 056/80 [S3:+sens]:  94%|█▉| 425/453 [03:25<00:13,  2.08it/s, loss=0.662, pair=0.000, adv=4.332, sprd=0.028]
Ep 056/80 [S3:+sens]:  94%|█▉| 425/453 [03:25<00:13,  2.08it/s, loss=0.699, pair=0.000, adv=4.501, sprd=0.037]
Ep 056/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.12it/s, loss=0.699, pair=0.000, adv=4.501, sprd=0.037]
Ep 056/80 [S3:+sens]:  94%|█▉| 426/453 [03:26<00:12,  2.12it/s, loss=0.641, pair=0.001, adv=4.082, sprd=0.018]
Ep 056/80 [S3:+sens]:  94%|█▉| 427/453 [03:26<00:12,  2.09it/s, loss=0.641, pair=0.001, adv=4.082, sprd=0.018]
Ep 056/80 [S3:+sens]:  94%|█▉| 427/453 [03:26<00:12,  2.09it/s, loss=0.624, pair=0.000, adv=4.219, sprd=0.017]
Ep 056/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.20it/s, loss=0.624, pair=0.000, adv=4.219, sprd=0.017]
Ep 056/80 [S3:+sens]:  94%|█▉| 428/453 [03:27<00:11,  2.20it/s, loss=0.668, pair=0.000, adv=4.765, sprd=0.029]
Ep 056/80 [S3:+sens]:  95%|█▉| 429/453 [03:27<00:11,  2.04it/s, loss=0.668, pair=0.000, adv=4.765, sprd=0.029]
Ep 056/80 [S3:+sens]:  95%|█▉| 429/453 [03:27<00:11,  2.04it/s, loss=0.628, pair=0.000, adv=5.060, sprd=0.022]
Ep 056/80 [S3:+sens]:  95%|█▉| 430/453 [03:27<00:10,  2.12it/s, loss=0.628, pair=0.000, adv=5.060, sprd=0.022]
Ep 056/80 [S3:+sens]:  95%|█▉| 430/453 [03:28<00:10,  2.12it/s, loss=0.662, pair=0.000, adv=4.914, sprd=0.025]
Ep 056/80 [S3:+sens]:  95%|█▉| 431/453 [03:28<00:10,  2.02it/s, loss=0.662, pair=0.000, adv=4.914, sprd=0.025]
Ep 056/80 [S3:+sens]:  95%|█▉| 431/453 [03:28<00:10,  2.02it/s, loss=0.642, pair=0.002, adv=4.234, sprd=0.022]
Ep 056/80 [S3:+sens]:  95%|█▉| 432/453 [03:28<00:09,  2.13it/s, loss=0.642, pair=0.002, adv=4.234, sprd=0.022]
Ep 056/80 [S3:+sens]:  95%|█▉| 432/453 [03:29<00:09,  2.13it/s, loss=0.608, pair=0.013, adv=3.588, sprd=0.012]
Ep 056/80 [S3:+sens]:  96%|█▉| 433/453 [03:29<00:09,  2.06it/s, loss=0.608, pair=0.013, adv=3.588, sprd=0.012]
Ep 056/80 [S3:+sens]:  96%|█▉| 433/453 [03:29<00:09,  2.06it/s, loss=0.628, pair=0.009, adv=4.293, sprd=0.014]
Ep 056/80 [S3:+sens]:  96%|█▉| 434/453 [03:29<00:08,  2.21it/s, loss=0.628, pair=0.009, adv=4.293, sprd=0.014]
Ep 056/80 [S3:+sens]:  96%|█▉| 434/453 [03:30<00:08,  2.21it/s, loss=0.669, pair=0.003, adv=6.597, sprd=0.031]
Ep 056/80 [S3:+sens]:  96%|█▉| 435/453 [03:30<00:09,  1.96it/s, loss=0.669, pair=0.003, adv=6.597, sprd=0.031]
Ep 056/80 [S3:+sens]:  96%|█▉| 435/453 [03:30<00:09,  1.96it/s, loss=0.652, pair=0.004, adv=6.339, sprd=0.023]
Ep 056/80 [S3:+sens]:  96%|█▉| 436/453 [03:30<00:08,  2.09it/s, loss=0.652, pair=0.004, adv=6.339, sprd=0.023]
Ep 056/80 [S3:+sens]:  96%|█▉| 436/453 [03:30<00:08,  2.09it/s, loss=0.670, pair=0.007, adv=4.803, sprd=0.028]
Ep 056/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.01it/s, loss=0.670, pair=0.007, adv=4.803, sprd=0.028]
Ep 056/80 [S3:+sens]:  96%|█▉| 437/453 [03:31<00:07,  2.01it/s, loss=0.624, pair=0.001, adv=3.388, sprd=0.016]
Ep 056/80 [S3:+sens]:  97%|█▉| 438/453 [03:31<00:06,  2.15it/s, loss=0.624, pair=0.001, adv=3.388, sprd=0.016]
Ep 056/80 [S3:+sens]:  97%|█▉| 438/453 [03:31<00:06,  2.15it/s, loss=0.605, pair=0.000, adv=4.463, sprd=0.019]
Ep 056/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.04it/s, loss=0.605, pair=0.000, adv=4.463, sprd=0.019]
Ep 056/80 [S3:+sens]:  97%|█▉| 439/453 [03:32<00:06,  2.04it/s, loss=0.648, pair=0.001, adv=6.707, sprd=0.022]
Ep 056/80 [S3:+sens]:  97%|█▉| 440/453 [03:32<00:06,  2.14it/s, loss=0.648, pair=0.001, adv=6.707, sprd=0.022]
Ep 056/80 [S3:+sens]:  97%|█▉| 440/453 [03:32<00:06,  2.14it/s, loss=0.613, pair=0.002, adv=6.436, sprd=0.017]
Ep 056/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.06it/s, loss=0.613, pair=0.002, adv=6.436, sprd=0.017]
Ep 056/80 [S3:+sens]:  97%|█▉| 441/453 [03:33<00:05,  2.06it/s, loss=0.648, pair=0.000, adv=3.433, sprd=0.024]
Ep 056/80 [S3:+sens]:  98%|█▉| 442/453 [03:33<00:05,  2.16it/s, loss=0.648, pair=0.000, adv=3.433, sprd=0.024]
Ep 056/80 [S3:+sens]:  98%|█▉| 442/453 [03:33<00:05,  2.16it/s, loss=0.638, pair=0.000, adv=4.450, sprd=0.021]
Ep 056/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.03it/s, loss=0.638, pair=0.000, adv=4.450, sprd=0.021]
Ep 056/80 [S3:+sens]:  98%|█▉| 443/453 [03:34<00:04,  2.03it/s, loss=0.641, pair=0.000, adv=4.006, sprd=0.020]
Ep 056/80 [S3:+sens]:  98%|█▉| 444/453 [03:34<00:04,  2.15it/s, loss=0.641, pair=0.000, adv=4.006, sprd=0.020]
Ep 056/80 [S3:+sens]:  98%|█▉| 444/453 [03:34<00:04,  2.15it/s, loss=0.603, pair=0.001, adv=6.079, sprd=0.017]
Ep 056/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:03,  2.06it/s, loss=0.603, pair=0.001, adv=6.079, sprd=0.017]
Ep 056/80 [S3:+sens]:  98%|█▉| 445/453 [03:35<00:03,  2.06it/s, loss=0.621, pair=0.000, adv=4.757, sprd=0.021]
Ep 056/80 [S3:+sens]:  98%|█▉| 446/453 [03:35<00:03,  2.14it/s, loss=0.621, pair=0.000, adv=4.757, sprd=0.021]
Ep 056/80 [S3:+sens]:  98%|█▉| 446/453 [03:35<00:03,  2.14it/s, loss=0.628, pair=0.000, adv=6.078, sprd=0.022]
Ep 056/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.03it/s, loss=0.628, pair=0.000, adv=6.078, sprd=0.022]
Ep 056/80 [S3:+sens]:  99%|█▉| 447/453 [03:36<00:02,  2.03it/s, loss=0.623, pair=0.000, adv=4.810, sprd=0.019]
Ep 056/80 [S3:+sens]:  99%|█▉| 448/453 [03:36<00:02,  2.14it/s, loss=0.623, pair=0.000, adv=4.810, sprd=0.019]
Ep 056/80 [S3:+sens]:  99%|█▉| 448/453 [03:36<00:02,  2.14it/s, loss=0.707, pair=0.000, adv=5.501, sprd=0.026]
Ep 056/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.03it/s, loss=0.707, pair=0.000, adv=5.501, sprd=0.026]
Ep 056/80 [S3:+sens]:  99%|█▉| 449/453 [03:37<00:01,  2.03it/s, loss=0.634, pair=0.000, adv=5.309, sprd=0.023]
Ep 056/80 [S3:+sens]:  99%|█▉| 450/453 [03:37<00:01,  2.12it/s, loss=0.634, pair=0.000, adv=5.309, sprd=0.023]
Ep 056/80 [S3:+sens]:  99%|█▉| 450/453 [03:37<00:01,  2.12it/s, loss=0.658, pair=0.045, adv=5.416, sprd=0.021]
Ep 056/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.10it/s, loss=0.658, pair=0.045, adv=5.416, sprd=0.021]
Ep 056/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.10it/s, loss=0.653, pair=0.000, adv=6.306, sprd=0.019]
Ep 056/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.24it/s, loss=0.653, pair=0.000, adv=6.306, sprd=0.019]
Ep 056/80 [S3:+sens]: 100%|█▉| 452/453 [03:38<00:00,  2.24it/s, loss=0.618, pair=0.000, adv=4.765, sprd=0.017]
Ep 056/80 [S3:+sens]: 100%|██| 453/453 [03:38<00:00,  2.13it/s, loss=0.618, pair=0.000, adv=4.765, sprd=0.017]
                                                                                                              
Epoch 056/80 [S3:+sens]  loss=0.6456  mat=0.2689  sens=1.0603  pair=0.0237  adv=4.8050(rand=3.47)  deg=0.0063  orth=0.0014  spread=0.0212  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.61e-05  219s

Ep 057/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 057/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.676, pair=0.000, adv=6.607, sprd=0.030]
Ep 057/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:55,  1.05s/it, loss=0.676, pair=0.000, adv=6.607, sprd=0.030]
Ep 057/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:55,  1.05s/it, loss=0.643, pair=0.000, adv=5.688, sprd=0.021]
Ep 057/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:04,  1.48it/s, loss=0.643, pair=0.000, adv=5.688, sprd=0.021]
Ep 057/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:04,  1.48it/s, loss=0.633, pair=0.000, adv=5.504, sprd=0.024]
Ep 057/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:47,  1.57it/s, loss=0.633, pair=0.000, adv=5.504, sprd=0.024]
Ep 057/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:47,  1.57it/s, loss=0.650, pair=0.000, adv=5.587, sprd=0.021]
Ep 057/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.650, pair=0.000, adv=5.587, sprd=0.021]
Ep 057/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.669, pair=0.000, adv=5.314, sprd=0.025]
Ep 057/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:01,  1.85it/s, loss=0.669, pair=0.000, adv=5.314, sprd=0.025]
Ep 057/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:01,  1.85it/s, loss=0.655, pair=0.000, adv=5.708, sprd=0.025]
Ep 057/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:43,  2.00it/s, loss=0.655, pair=0.000, adv=5.708, sprd=0.025]
Ep 057/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:43,  2.00it/s, loss=0.625, pair=0.000, adv=4.851, sprd=0.020]
Ep 057/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:49,  1.94it/s, loss=0.625, pair=0.000, adv=4.851, sprd=0.020]
Ep 057/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:49,  1.94it/s, loss=0.622, pair=0.002, adv=3.705, sprd=0.015]
Ep 057/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.622, pair=0.002, adv=3.705, sprd=0.015]
Ep 057/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.626, pair=0.000, adv=4.594, sprd=0.020]
Ep 057/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:52,  1.91it/s, loss=0.626, pair=0.000, adv=4.594, sprd=0.020]
Ep 057/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:52,  1.91it/s, loss=0.650, pair=0.000, adv=5.447, sprd=0.023]
Ep 057/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:37,  2.04it/s, loss=0.650, pair=0.000, adv=5.447, sprd=0.023]
Ep 057/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:37,  2.04it/s, loss=0.661, pair=0.000, adv=6.224, sprd=0.025]
Ep 057/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:43,  1.98it/s, loss=0.661, pair=0.000, adv=6.224, sprd=0.025]
Ep 057/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:43,  1.98it/s, loss=0.662, pair=0.000, adv=4.818, sprd=0.025]
Ep 057/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:32,  2.07it/s, loss=0.662, pair=0.000, adv=4.818, sprd=0.025]
Ep 057/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:32,  2.07it/s, loss=0.648, pair=0.000, adv=5.489, sprd=0.019]
Ep 057/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:41,  1.98it/s, loss=0.648, pair=0.000, adv=5.489, sprd=0.019]
Ep 057/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:41,  1.98it/s, loss=0.686, pair=0.000, adv=5.333, sprd=0.030]
Ep 057/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:30,  2.08it/s, loss=0.686, pair=0.000, adv=5.333, sprd=0.030]
Ep 057/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:30,  2.08it/s, loss=0.612, pair=0.000, adv=4.555, sprd=0.017]
Ep 057/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:34,  2.04it/s, loss=0.612, pair=0.000, adv=4.555, sprd=0.017]
Ep 057/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:34,  2.04it/s, loss=0.634, pair=0.001, adv=6.007, sprd=0.021]
Ep 057/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:24,  2.13it/s, loss=0.634, pair=0.001, adv=6.007, sprd=0.021]
Ep 057/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:24,  2.13it/s, loss=0.638, pair=0.001, adv=5.498, sprd=0.022]
Ep 057/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:32,  2.05it/s, loss=0.638, pair=0.001, adv=5.498, sprd=0.022]
Ep 057/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:32,  2.05it/s, loss=0.601, pair=0.001, adv=4.798, sprd=0.015]
Ep 057/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.601, pair=0.001, adv=4.798, sprd=0.015]
Ep 057/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.652, pair=0.001, adv=5.684, sprd=0.023]
Ep 057/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.08it/s, loss=0.652, pair=0.001, adv=5.684, sprd=0.023]
Ep 057/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:29,  2.08it/s, loss=0.643, pair=0.002, adv=5.935, sprd=0.023]
Ep 057/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.643, pair=0.002, adv=5.935, sprd=0.023]
Ep 057/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.633, pair=0.001, adv=5.240, sprd=0.021]
Ep 057/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:32,  2.03it/s, loss=0.633, pair=0.001, adv=5.240, sprd=0.021]
Ep 057/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:32,  2.03it/s, loss=0.643, pair=0.002, adv=5.579, sprd=0.019]
Ep 057/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.643, pair=0.002, adv=5.579, sprd=0.019]
Ep 057/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.626, pair=0.000, adv=4.181, sprd=0.017]
Ep 057/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:25,  2.09it/s, loss=0.626, pair=0.000, adv=4.181, sprd=0.017]
Ep 057/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:25,  2.09it/s, loss=0.611, pair=0.002, adv=5.211, sprd=0.018]
Ep 057/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:16,  2.18it/s, loss=0.611, pair=0.002, adv=5.211, sprd=0.018]
Ep 057/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:16,  2.18it/s, loss=0.657, pair=0.000, adv=4.841, sprd=0.027]
Ep 057/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:28,  2.05it/s, loss=0.657, pair=0.000, adv=4.841, sprd=0.027]
Ep 057/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:28,  2.05it/s, loss=0.626, pair=0.001, adv=5.322, sprd=0.021]
Ep 057/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:20,  2.13it/s, loss=0.626, pair=0.001, adv=5.322, sprd=0.021]
Ep 057/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:20,  2.13it/s, loss=0.672, pair=0.000, adv=6.859, sprd=0.031]
Ep 057/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:30,  2.02it/s, loss=0.672, pair=0.000, adv=6.859, sprd=0.031]
Ep 057/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:30,  2.02it/s, loss=0.621, pair=0.000, adv=6.678, sprd=0.017]
Ep 057/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:16,  2.16it/s, loss=0.621, pair=0.000, adv=6.678, sprd=0.017]
Ep 057/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:16,  2.16it/s, loss=0.588, pair=0.000, adv=3.165, sprd=0.013]
Ep 057/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:20,  2.11it/s, loss=0.588, pair=0.000, adv=3.165, sprd=0.013]
Ep 057/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:20,  2.11it/s, loss=0.578, pair=0.000, adv=5.210, sprd=0.013]
Ep 057/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:11,  2.21it/s, loss=0.578, pair=0.000, adv=5.210, sprd=0.013]
Ep 057/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:11,  2.21it/s, loss=0.648, pair=0.000, adv=4.478, sprd=0.022]
Ep 057/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.648, pair=0.000, adv=4.478, sprd=0.022]
Ep 057/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.640, pair=0.000, adv=5.443, sprd=0.021]
Ep 057/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:12,  2.19it/s, loss=0.640, pair=0.000, adv=5.443, sprd=0.021]
Ep 057/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:12,  2.19it/s, loss=0.655, pair=0.001, adv=5.905, sprd=0.024]
Ep 057/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.10it/s, loss=0.655, pair=0.001, adv=5.905, sprd=0.024]
Ep 057/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.10it/s, loss=0.626, pair=0.000, adv=5.564, sprd=0.020]
Ep 057/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:11,  2.19it/s, loss=0.626, pair=0.000, adv=5.564, sprd=0.020]
Ep 057/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:11,  2.19it/s, loss=0.635, pair=0.000, adv=5.414, sprd=0.017]
Ep 057/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:16,  2.13it/s, loss=0.635, pair=0.000, adv=5.414, sprd=0.017]
Ep 057/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:16,  2.13it/s, loss=0.660, pair=0.000, adv=6.102, sprd=0.026]
Ep 057/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:10,  2.19it/s, loss=0.660, pair=0.000, adv=6.102, sprd=0.026]
Ep 057/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.19it/s, loss=0.647, pair=0.001, adv=6.110, sprd=0.023]
Ep 057/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:31,  1.96it/s, loss=0.647, pair=0.001, adv=6.110, sprd=0.023]
Ep 057/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:31,  1.96it/s, loss=0.651, pair=0.001, adv=5.585, sprd=0.022]
Ep 057/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:19,  2.08it/s, loss=0.651, pair=0.001, adv=5.585, sprd=0.022]
Ep 057/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:19,  2.08it/s, loss=0.660, pair=0.000, adv=6.484, sprd=0.028]
Ep 057/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:28,  1.99it/s, loss=0.660, pair=0.000, adv=6.484, sprd=0.028]
Ep 057/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:28,  1.99it/s, loss=0.593, pair=0.001, adv=5.532, sprd=0.015]
Ep 057/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:14,  2.12it/s, loss=0.593, pair=0.001, adv=5.532, sprd=0.015]
Ep 057/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:14,  2.12it/s, loss=0.686, pair=0.000, adv=5.992, sprd=0.029]
Ep 057/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:21,  2.04it/s, loss=0.686, pair=0.000, adv=5.992, sprd=0.029]
Ep 057/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:21,  2.04it/s, loss=0.620, pair=0.000, adv=6.026, sprd=0.021]
Ep 057/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:14,  2.12it/s, loss=0.620, pair=0.000, adv=6.026, sprd=0.021]
Ep 057/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:14,  2.12it/s, loss=0.607, pair=0.000, adv=6.821, sprd=0.018]
Ep 057/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.03it/s, loss=0.607, pair=0.000, adv=6.821, sprd=0.018]
Ep 057/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.03it/s, loss=0.648, pair=0.000, adv=4.671, sprd=0.024]
Ep 057/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:13,  2.11it/s, loss=0.648, pair=0.000, adv=4.671, sprd=0.024]
Ep 057/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:13,  2.11it/s, loss=0.663, pair=0.000, adv=6.451, sprd=0.028]
Ep 057/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:23,  2.00it/s, loss=0.663, pair=0.000, adv=6.451, sprd=0.028]
Ep 057/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:23,  2.00it/s, loss=0.639, pair=0.000, adv=7.423, sprd=0.022]
Ep 057/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:12,  2.12it/s, loss=0.639, pair=0.000, adv=7.423, sprd=0.022]
Ep 057/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:12,  2.12it/s, loss=0.623, pair=0.000, adv=6.200, sprd=0.019]
Ep 057/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:19,  2.03it/s, loss=0.623, pair=0.000, adv=6.200, sprd=0.019]
Ep 057/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:19,  2.03it/s, loss=0.600, pair=0.000, adv=6.139, sprd=0.016]
Ep 057/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:07,  2.16it/s, loss=0.600, pair=0.000, adv=6.139, sprd=0.016]
Ep 057/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:07,  2.16it/s, loss=0.667, pair=0.000, adv=5.407, sprd=0.025]
Ep 057/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:16,  2.05it/s, loss=0.667, pair=0.000, adv=5.407, sprd=0.025]
Ep 057/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:16,  2.05it/s, loss=0.616, pair=0.000, adv=6.448, sprd=0.020]
Ep 057/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:09,  2.13it/s, loss=0.616, pair=0.000, adv=6.448, sprd=0.020]
Ep 057/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:09,  2.13it/s, loss=0.644, pair=0.003, adv=4.986, sprd=0.025]
Ep 057/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:16,  2.05it/s, loss=0.644, pair=0.003, adv=4.986, sprd=0.025]
Ep 057/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:16,  2.05it/s, loss=0.582, pair=0.000, adv=4.972, sprd=0.013]
Ep 057/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.582, pair=0.000, adv=4.972, sprd=0.013]
Ep 057/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.694, pair=0.000, adv=5.118, sprd=0.022]
Ep 057/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.07it/s, loss=0.694, pair=0.000, adv=5.118, sprd=0.022]
Ep 057/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.07it/s, loss=0.665, pair=0.000, adv=6.459, sprd=0.027]
Ep 057/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.665, pair=0.000, adv=6.459, sprd=0.027]
Ep 057/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.616, pair=0.000, adv=5.597, sprd=0.018]
Ep 057/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:13,  2.06it/s, loss=0.616, pair=0.000, adv=5.597, sprd=0.018]
Ep 057/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:13,  2.06it/s, loss=0.576, pair=0.000, adv=4.681, sprd=0.012]
Ep 057/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.576, pair=0.000, adv=4.681, sprd=0.012]
Ep 057/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.639, pair=0.000, adv=5.693, sprd=0.020]
Ep 057/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:11,  2.07it/s, loss=0.639, pair=0.000, adv=5.693, sprd=0.020]
Ep 057/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:11,  2.07it/s, loss=0.706, pair=0.000, adv=5.216, sprd=0.037]
Ep 057/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.706, pair=0.000, adv=5.216, sprd=0.037]
Ep 057/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.659, pair=0.001, adv=6.097, sprd=0.020]
Ep 057/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:10,  2.07it/s, loss=0.659, pair=0.001, adv=6.097, sprd=0.020]
Ep 057/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:10,  2.07it/s, loss=0.656, pair=0.000, adv=6.213, sprd=0.026]
Ep 057/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:03,  2.14it/s, loss=0.656, pair=0.000, adv=6.213, sprd=0.026]
Ep 057/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:03,  2.14it/s, loss=0.637, pair=0.000, adv=5.144, sprd=0.017]
Ep 057/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:17,  1.98it/s, loss=0.637, pair=0.000, adv=5.144, sprd=0.017]
Ep 057/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:17,  1.98it/s, loss=0.606, pair=0.000, adv=4.517, sprd=0.013]
Ep 057/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.606, pair=0.000, adv=4.517, sprd=0.013]
Ep 057/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.654, pair=0.000, adv=7.386, sprd=0.027]
Ep 057/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.654, pair=0.000, adv=7.386, sprd=0.027]
Ep 057/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:08,  2.07it/s, loss=0.617, pair=0.000, adv=5.154, sprd=0.020]
Ep 057/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.617, pair=0.000, adv=5.154, sprd=0.020]
Ep 057/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.645, pair=0.000, adv=6.308, sprd=0.022]
Ep 057/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:10,  2.03it/s, loss=0.645, pair=0.000, adv=6.308, sprd=0.022]
Ep 057/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:10,  2.03it/s, loss=0.650, pair=0.000, adv=6.170, sprd=0.024]
Ep 057/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:02,  2.12it/s, loss=0.650, pair=0.000, adv=6.170, sprd=0.024]
Ep 057/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:02,  2.12it/s, loss=0.638, pair=0.001, adv=5.339, sprd=0.022]
Ep 057/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:09,  2.04it/s, loss=0.638, pair=0.001, adv=5.339, sprd=0.022]
Ep 057/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:09,  2.04it/s, loss=0.636, pair=0.001, adv=5.138, sprd=0.026]
Ep 057/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:03,  2.10it/s, loss=0.636, pair=0.001, adv=5.138, sprd=0.026]
Ep 057/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:03,  2.10it/s, loss=0.627, pair=0.000, adv=6.252, sprd=0.020]
Ep 057/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.627, pair=0.000, adv=6.252, sprd=0.020]
Ep 057/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:08,  2.04it/s, loss=0.663, pair=0.000, adv=4.624, sprd=0.025]
Ep 057/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.663, pair=0.000, adv=4.624, sprd=0.025]
Ep 057/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.600, pair=0.000, adv=4.187, sprd=0.015]
Ep 057/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.04it/s, loss=0.600, pair=0.000, adv=4.187, sprd=0.015]
Ep 057/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.04it/s, loss=0.657, pair=0.001, adv=5.619, sprd=0.023]
Ep 057/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:57,  2.15it/s, loss=0.657, pair=0.001, adv=5.619, sprd=0.023]
Ep 057/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:57,  2.15it/s, loss=0.665, pair=0.001, adv=6.476, sprd=0.024]
Ep 057/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:04,  2.06it/s, loss=0.665, pair=0.001, adv=6.476, sprd=0.024]
Ep 057/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:04,  2.06it/s, loss=0.641, pair=0.000, adv=5.172, sprd=0.021]
Ep 057/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.15it/s, loss=0.641, pair=0.000, adv=5.172, sprd=0.021]
Ep 057/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.15it/s, loss=0.613, pair=0.000, adv=5.408, sprd=0.017]
Ep 057/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:01,  2.08it/s, loss=0.613, pair=0.000, adv=5.408, sprd=0.017]
Ep 057/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:01,  2.08it/s, loss=0.650, pair=0.000, adv=4.943, sprd=0.024]
Ep 057/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:55,  2.15it/s, loss=0.650, pair=0.000, adv=4.943, sprd=0.024]
Ep 057/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:55,  2.15it/s, loss=0.686, pair=0.000, adv=4.604, sprd=0.034]
Ep 057/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:07,  2.00it/s, loss=0.686, pair=0.000, adv=4.604, sprd=0.034]
Ep 057/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:07,  2.00it/s, loss=0.611, pair=0.000, adv=4.960, sprd=0.019]
Ep 057/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:58,  2.10it/s, loss=0.611, pair=0.000, adv=4.960, sprd=0.019]
Ep 057/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:58,  2.10it/s, loss=0.599, pair=0.000, adv=5.307, sprd=0.017]
Ep 057/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:07,  2.00it/s, loss=0.599, pair=0.000, adv=5.307, sprd=0.017]
Ep 057/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:07,  2.00it/s, loss=0.575, pair=0.001, adv=4.656, sprd=0.013]
Ep 057/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:57,  2.10it/s, loss=0.575, pair=0.001, adv=4.656, sprd=0.013]
Ep 057/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:57,  2.10it/s, loss=0.697, pair=0.000, adv=5.924, sprd=0.033]
Ep 057/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:04,  2.01it/s, loss=0.697, pair=0.000, adv=5.924, sprd=0.033]
Ep 057/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:04,  2.01it/s, loss=0.629, pair=0.000, adv=5.394, sprd=0.021]
Ep 057/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:54,  2.12it/s, loss=0.629, pair=0.000, adv=5.394, sprd=0.021]
Ep 057/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:54,  2.12it/s, loss=0.609, pair=0.001, adv=5.467, sprd=0.014]
Ep 057/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.609, pair=0.001, adv=5.467, sprd=0.014]
Ep 057/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.661, pair=0.000, adv=6.143, sprd=0.024]
Ep 057/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:49,  2.17it/s, loss=0.661, pair=0.000, adv=6.143, sprd=0.024]
Ep 057/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:49,  2.17it/s, loss=0.666, pair=0.000, adv=6.189, sprd=0.024]
Ep 057/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.666, pair=0.000, adv=6.189, sprd=0.024]
Ep 057/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.634, pair=0.000, adv=4.598, sprd=0.020]
Ep 057/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:46,  2.21it/s, loss=0.634, pair=0.000, adv=4.598, sprd=0.020]
Ep 057/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:46,  2.21it/s, loss=0.641, pair=0.001, adv=4.144, sprd=0.020]
Ep 057/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:53,  2.11it/s, loss=0.641, pair=0.001, adv=4.144, sprd=0.020]
Ep 057/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:53,  2.11it/s, loss=0.623, pair=0.000, adv=5.209, sprd=0.017]
Ep 057/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:44,  2.22it/s, loss=0.623, pair=0.000, adv=5.209, sprd=0.017]
Ep 057/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:44,  2.22it/s, loss=0.610, pair=0.000, adv=3.649, sprd=0.017]
Ep 057/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:01,  2.00it/s, loss=0.610, pair=0.000, adv=3.649, sprd=0.017]
Ep 057/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:01,  2.00it/s, loss=0.606, pair=0.001, adv=4.352, sprd=0.015]
Ep 057/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:49,  2.15it/s, loss=0.606, pair=0.001, adv=4.352, sprd=0.015]
Ep 057/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:49,  2.15it/s, loss=0.660, pair=0.000, adv=5.952, sprd=0.028]
Ep 057/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:58,  2.03it/s, loss=0.660, pair=0.000, adv=5.952, sprd=0.028]
Ep 057/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:58,  2.03it/s, loss=0.645, pair=0.001, adv=5.174, sprd=0.022]
Ep 057/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:49,  2.13it/s, loss=0.645, pair=0.001, adv=5.174, sprd=0.022]
Ep 057/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:49,  2.13it/s, loss=0.652, pair=0.000, adv=6.086, sprd=0.028]
Ep 057/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:56,  2.04it/s, loss=0.652, pair=0.000, adv=6.086, sprd=0.028]
Ep 057/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:56,  2.04it/s, loss=0.655, pair=0.000, adv=6.025, sprd=0.022]
Ep 057/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.15it/s, loss=0.655, pair=0.000, adv=6.025, sprd=0.022]
Ep 057/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:47,  2.15it/s, loss=0.671, pair=0.000, adv=4.969, sprd=0.019]
Ep 057/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.671, pair=0.000, adv=4.969, sprd=0.019]
Ep 057/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.613, pair=0.000, adv=5.021, sprd=0.018]
Ep 057/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.14it/s, loss=0.613, pair=0.000, adv=5.021, sprd=0.018]
Ep 057/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.14it/s, loss=0.642, pair=0.000, adv=7.075, sprd=0.022]
Ep 057/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:55,  2.03it/s, loss=0.642, pair=0.000, adv=7.075, sprd=0.022]
Ep 057/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.03it/s, loss=0.647, pair=0.000, adv=8.103, sprd=0.022]
Ep 057/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:44,  2.16it/s, loss=0.647, pair=0.000, adv=8.103, sprd=0.022]
Ep 057/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:44,  2.16it/s, loss=0.655, pair=0.000, adv=5.679, sprd=0.028]
Ep 057/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:54,  2.03it/s, loss=0.655, pair=0.000, adv=5.679, sprd=0.028]
Ep 057/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:54,  2.03it/s, loss=0.616, pair=0.001, adv=5.262, sprd=0.018]
Ep 057/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:42,  2.17it/s, loss=0.616, pair=0.001, adv=5.262, sprd=0.018]
Ep 057/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:42,  2.17it/s, loss=0.624, pair=0.000, adv=4.956, sprd=0.020]
Ep 057/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:50,  2.06it/s, loss=0.624, pair=0.000, adv=4.956, sprd=0.020]
Ep 057/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:50,  2.06it/s, loss=0.633, pair=0.003, adv=5.640, sprd=0.023]
Ep 057/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:44,  2.13it/s, loss=0.633, pair=0.003, adv=5.640, sprd=0.023]
Ep 057/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:44,  2.13it/s, loss=0.622, pair=0.003, adv=6.075, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:48,  2.08it/s, loss=0.622, pair=0.003, adv=6.075, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:48,  2.08it/s, loss=0.610, pair=0.000, adv=5.412, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.18it/s, loss=0.610, pair=0.000, adv=5.412, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.18it/s, loss=0.614, pair=0.006, adv=4.315, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:47,  2.07it/s, loss=0.614, pair=0.006, adv=4.315, sprd=0.017]
Ep 057/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:47,  2.07it/s, loss=0.606, pair=0.000, adv=6.134, sprd=0.016]
Ep 057/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.606, pair=0.000, adv=6.134, sprd=0.016]
Ep 057/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.650, pair=0.000, adv=4.484, sprd=0.015]
Ep 057/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:48,  2.05it/s, loss=0.650, pair=0.000, adv=4.484, sprd=0.015]
Ep 057/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:48,  2.05it/s, loss=0.638, pair=0.001, adv=5.935, sprd=0.023]
Ep 057/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.638, pair=0.001, adv=5.935, sprd=0.023]
Ep 057/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.604, pair=0.000, adv=4.196, sprd=0.017]
Ep 057/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.05it/s, loss=0.604, pair=0.000, adv=4.196, sprd=0.017]
Ep 057/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:47,  2.05it/s, loss=0.663, pair=0.000, adv=5.210, sprd=0.021]
Ep 057/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.663, pair=0.000, adv=5.210, sprd=0.021]
Ep 057/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.647, pair=0.000, adv=5.252, sprd=0.023]
Ep 057/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.07it/s, loss=0.647, pair=0.000, adv=5.252, sprd=0.023]
Ep 057/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:45,  2.07it/s, loss=0.618, pair=0.001, adv=5.775, sprd=0.019]
Ep 057/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:38,  2.16it/s, loss=0.618, pair=0.001, adv=5.775, sprd=0.019]
Ep 057/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:38,  2.16it/s, loss=0.671, pair=0.003, adv=6.319, sprd=0.028]
Ep 057/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.05it/s, loss=0.671, pair=0.003, adv=6.319, sprd=0.028]
Ep 057/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.05it/s, loss=0.648, pair=0.002, adv=3.443, sprd=0.022]
Ep 057/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:38,  2.14it/s, loss=0.648, pair=0.002, adv=3.443, sprd=0.022]
Ep 057/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:38,  2.14it/s, loss=0.612, pair=0.002, adv=5.397, sprd=0.018]
Ep 057/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:45,  2.04it/s, loss=0.612, pair=0.002, adv=5.397, sprd=0.018]
Ep 057/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:45,  2.04it/s, loss=0.671, pair=0.003, adv=4.562, sprd=0.028]
Ep 057/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:38,  2.13it/s, loss=0.671, pair=0.003, adv=4.562, sprd=0.028]
Ep 057/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:38,  2.13it/s, loss=0.624, pair=0.002, adv=5.506, sprd=0.020]
Ep 057/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:53,  1.93it/s, loss=0.624, pair=0.002, adv=5.506, sprd=0.020]
Ep 057/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:53,  1.93it/s, loss=0.571, pair=0.002, adv=5.295, sprd=0.012]
Ep 057/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:42,  2.06it/s, loss=0.571, pair=0.002, adv=5.295, sprd=0.012]
Ep 057/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:42,  2.06it/s, loss=0.672, pair=0.007, adv=5.085, sprd=0.028]
Ep 057/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:47,  1.99it/s, loss=0.672, pair=0.007, adv=5.085, sprd=0.028]
Ep 057/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:47,  1.99it/s, loss=0.585, pair=0.001, adv=6.079, sprd=0.014]
Ep 057/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:37,  2.11it/s, loss=0.585, pair=0.001, adv=6.079, sprd=0.014]
Ep 057/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:37,  2.11it/s, loss=0.708, pair=0.006, adv=4.979, sprd=0.023]
Ep 057/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:42,  2.05it/s, loss=0.708, pair=0.006, adv=4.979, sprd=0.023]
Ep 057/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:42,  2.05it/s, loss=0.616, pair=0.001, adv=4.668, sprd=0.021]
Ep 057/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.13it/s, loss=0.616, pair=0.001, adv=4.668, sprd=0.021]
Ep 057/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:35,  2.13it/s, loss=0.631, pair=0.000, adv=3.976, sprd=0.022]
Ep 057/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:43,  2.01it/s, loss=0.631, pair=0.000, adv=3.976, sprd=0.022]
Ep 057/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:43,  2.01it/s, loss=0.668, pair=0.002, adv=3.978, sprd=0.028]
Ep 057/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:36,  2.10it/s, loss=0.668, pair=0.002, adv=3.978, sprd=0.028]
Ep 057/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:36,  2.10it/s, loss=0.663, pair=0.002, adv=5.431, sprd=0.024]
Ep 057/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.663, pair=0.002, adv=5.431, sprd=0.024]
Ep 057/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.661, pair=0.000, adv=6.952, sprd=0.028]
Ep 057/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:34,  2.11it/s, loss=0.661, pair=0.000, adv=6.952, sprd=0.028]
Ep 057/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:34,  2.11it/s, loss=0.630, pair=0.001, adv=5.493, sprd=0.021]
Ep 057/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:41,  2.02it/s, loss=0.630, pair=0.001, adv=5.493, sprd=0.021]
Ep 057/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:41,  2.02it/s, loss=0.606, pair=0.000, adv=4.499, sprd=0.014]
Ep 057/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:30,  2.16it/s, loss=0.606, pair=0.000, adv=4.499, sprd=0.014]
Ep 057/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:30,  2.16it/s, loss=0.694, pair=0.013, adv=5.342, sprd=0.021]
Ep 057/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:35,  2.08it/s, loss=0.694, pair=0.013, adv=5.342, sprd=0.021]
Ep 057/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:35,  2.08it/s, loss=0.664, pair=0.000, adv=4.502, sprd=0.028]
Ep 057/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.14it/s, loss=0.664, pair=0.000, adv=4.502, sprd=0.028]
Ep 057/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:30,  2.14it/s, loss=0.643, pair=0.002, adv=6.041, sprd=0.017]
Ep 057/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:33,  2.09it/s, loss=0.643, pair=0.002, adv=6.041, sprd=0.017]
Ep 057/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:33,  2.09it/s, loss=0.646, pair=0.000, adv=4.650, sprd=0.026]
Ep 057/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.646, pair=0.000, adv=4.650, sprd=0.026]
Ep 057/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:28,  2.16it/s, loss=0.671, pair=0.001, adv=4.828, sprd=0.028]
Ep 057/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:36,  2.04it/s, loss=0.671, pair=0.001, adv=4.828, sprd=0.028]
Ep 057/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:36,  2.04it/s, loss=0.606, pair=0.001, adv=3.971, sprd=0.017]
Ep 057/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.606, pair=0.001, adv=3.971, sprd=0.017]
Ep 057/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:27,  2.16it/s, loss=0.621, pair=0.001, adv=6.442, sprd=0.018]
Ep 057/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:32,  2.09it/s, loss=0.621, pair=0.001, adv=6.442, sprd=0.018]
Ep 057/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:32,  2.09it/s, loss=0.625, pair=0.001, adv=4.795, sprd=0.018]
Ep 057/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:24,  2.20it/s, loss=0.625, pair=0.001, adv=4.795, sprd=0.018]
Ep 057/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:24,  2.20it/s, loss=0.686, pair=0.000, adv=5.278, sprd=0.021]
Ep 057/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.686, pair=0.000, adv=5.278, sprd=0.021]
Ep 057/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.629, pair=0.003, adv=3.991, sprd=0.020]
Ep 057/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:24,  2.18it/s, loss=0.629, pair=0.003, adv=3.991, sprd=0.020]
Ep 057/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:24,  2.18it/s, loss=0.623, pair=0.001, adv=3.950, sprd=0.020]
Ep 057/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:32,  2.06it/s, loss=0.623, pair=0.001, adv=3.950, sprd=0.020]
Ep 057/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:32,  2.06it/s, loss=0.655, pair=0.001, adv=4.180, sprd=0.027]
Ep 057/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.14it/s, loss=0.655, pair=0.001, adv=4.180, sprd=0.027]
Ep 057/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.14it/s, loss=0.624, pair=0.000, adv=4.320, sprd=0.018]
Ep 057/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:30,  2.07it/s, loss=0.624, pair=0.000, adv=4.320, sprd=0.018]
Ep 057/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:30,  2.07it/s, loss=0.598, pair=0.001, adv=3.990, sprd=0.014]
Ep 057/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.21it/s, loss=0.598, pair=0.001, adv=3.990, sprd=0.014]
Ep 057/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.21it/s, loss=0.647, pair=0.003, adv=5.522, sprd=0.024]
Ep 057/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:27,  2.11it/s, loss=0.647, pair=0.003, adv=5.522, sprd=0.024]
Ep 057/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:27,  2.11it/s, loss=0.611, pair=0.001, adv=4.564, sprd=0.017]
Ep 057/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.19it/s, loss=0.611, pair=0.001, adv=4.564, sprd=0.017]
Ep 057/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.19it/s, loss=0.651, pair=0.002, adv=4.036, sprd=0.022]
Ep 057/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:27,  2.09it/s, loss=0.651, pair=0.002, adv=4.036, sprd=0.022]
Ep 057/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:27,  2.09it/s, loss=0.654, pair=0.005, adv=5.228, sprd=0.023]
Ep 057/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:20,  2.19it/s, loss=0.654, pair=0.005, adv=5.228, sprd=0.023]
Ep 057/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:20,  2.19it/s, loss=0.664, pair=0.000, adv=3.266, sprd=0.023]
Ep 057/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:36,  1.95it/s, loss=0.664, pair=0.000, adv=3.266, sprd=0.023]
Ep 057/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:36,  1.95it/s, loss=0.631, pair=0.000, adv=3.542, sprd=0.021]
Ep 057/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:27,  2.06it/s, loss=0.631, pair=0.000, adv=3.542, sprd=0.021]
Ep 057/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:27,  2.06it/s, loss=0.688, pair=0.001, adv=5.656, sprd=0.022]
Ep 057/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:33,  1.99it/s, loss=0.688, pair=0.001, adv=5.656, sprd=0.022]
Ep 057/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:33,  1.99it/s, loss=0.620, pair=0.000, adv=5.648, sprd=0.018]
Ep 057/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:24,  2.10it/s, loss=0.620, pair=0.000, adv=5.648, sprd=0.018]
Ep 057/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:24,  2.10it/s, loss=0.641, pair=0.006, adv=5.313, sprd=0.022]
Ep 057/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:30,  2.01it/s, loss=0.641, pair=0.006, adv=5.313, sprd=0.022]
Ep 057/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:30,  2.01it/s, loss=0.681, pair=0.009, adv=4.556, sprd=0.031]
Ep 057/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:24,  2.09it/s, loss=0.681, pair=0.009, adv=4.556, sprd=0.031]
Ep 057/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:24,  2.09it/s, loss=0.644, pair=0.004, adv=5.850, sprd=0.022]
Ep 057/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:28,  2.02it/s, loss=0.644, pair=0.004, adv=5.850, sprd=0.022]
Ep 057/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:28,  2.02it/s, loss=0.619, pair=0.002, adv=4.300, sprd=0.018]
Ep 057/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.13it/s, loss=0.619, pair=0.002, adv=4.300, sprd=0.018]
Ep 057/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.13it/s, loss=0.622, pair=0.004, adv=4.614, sprd=0.016]
Ep 057/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:22,  2.09it/s, loss=0.622, pair=0.004, adv=4.614, sprd=0.016]
Ep 057/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:22,  2.09it/s, loss=0.647, pair=0.006, adv=4.019, sprd=0.020]
Ep 057/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:15,  2.19it/s, loss=0.647, pair=0.006, adv=4.019, sprd=0.020]
Ep 057/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:15,  2.19it/s, loss=0.620, pair=0.004, adv=6.508, sprd=0.020]
Ep 057/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.620, pair=0.004, adv=6.508, sprd=0.020]
Ep 057/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:22,  2.08it/s, loss=0.612, pair=0.003, adv=5.717, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:16,  2.17it/s, loss=0.612, pair=0.003, adv=5.717, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:16,  2.17it/s, loss=0.629, pair=0.004, adv=4.260, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.629, pair=0.004, adv=4.260, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.628, pair=0.006, adv=5.560, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:15,  2.16it/s, loss=0.628, pair=0.006, adv=5.560, sprd=0.019]
Ep 057/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.16it/s, loss=0.649, pair=0.002, adv=5.157, sprd=0.021]
Ep 057/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.649, pair=0.002, adv=5.157, sprd=0.021]
Ep 057/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.635, pair=0.005, adv=4.956, sprd=0.020]
Ep 057/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:14,  2.16it/s, loss=0.635, pair=0.005, adv=4.956, sprd=0.020]
Ep 057/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:14,  2.16it/s, loss=0.669, pair=0.012, adv=4.973, sprd=0.027]
Ep 057/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.06it/s, loss=0.669, pair=0.012, adv=4.973, sprd=0.027]
Ep 057/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.06it/s, loss=0.636, pair=0.004, adv=6.583, sprd=0.020]
Ep 057/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:13,  2.17it/s, loss=0.636, pair=0.004, adv=6.583, sprd=0.020]
Ep 057/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:13,  2.17it/s, loss=0.606, pair=0.006, adv=4.571, sprd=0.016]
Ep 057/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:18,  2.08it/s, loss=0.606, pair=0.006, adv=4.571, sprd=0.016]
Ep 057/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:18,  2.08it/s, loss=0.599, pair=0.003, adv=5.143, sprd=0.016]
Ep 057/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:11,  2.19it/s, loss=0.599, pair=0.003, adv=5.143, sprd=0.016]
Ep 057/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:11,  2.19it/s, loss=0.647, pair=0.000, adv=4.897, sprd=0.018]
Ep 057/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:15,  2.11it/s, loss=0.647, pair=0.000, adv=4.897, sprd=0.018]
Ep 057/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:15,  2.11it/s, loss=1.487, pair=2.324, adv=6.228, sprd=0.027]
Ep 057/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=1.487, pair=2.324, adv=6.228, sprd=0.027]
Ep 057/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:09,  2.20it/s, loss=0.640, pair=0.000, adv=4.276, sprd=0.019]
Ep 057/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.640, pair=0.000, adv=4.276, sprd=0.019]
Ep 057/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.638, pair=0.015, adv=4.039, sprd=0.014]
Ep 057/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:06,  2.24it/s, loss=0.638, pair=0.015, adv=4.039, sprd=0.014]
Ep 057/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:06,  2.24it/s, loss=0.659, pair=0.000, adv=4.685, sprd=0.023]
Ep 057/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:20,  2.00it/s, loss=0.659, pair=0.000, adv=4.685, sprd=0.023]
Ep 057/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:20,  2.00it/s, loss=0.672, pair=0.000, adv=4.215, sprd=0.029]
Ep 057/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:14,  2.08it/s, loss=0.672, pair=0.000, adv=4.215, sprd=0.029]
Ep 057/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:14,  2.08it/s, loss=0.650, pair=0.001, adv=3.836, sprd=0.024]
Ep 057/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:19,  2.01it/s, loss=0.650, pair=0.001, adv=3.836, sprd=0.024]
Ep 057/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:19,  2.01it/s, loss=0.667, pair=0.000, adv=6.025, sprd=0.024]
Ep 057/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:12,  2.11it/s, loss=0.667, pair=0.000, adv=6.025, sprd=0.024]
Ep 057/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:12,  2.11it/s, loss=0.658, pair=0.001, adv=6.499, sprd=0.023]
Ep 057/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.658, pair=0.001, adv=6.499, sprd=0.023]
Ep 057/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.590, pair=0.002, adv=5.394, sprd=0.014]
Ep 057/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:04,  2.22it/s, loss=0.590, pair=0.002, adv=5.394, sprd=0.014]
Ep 057/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:04,  2.22it/s, loss=0.639, pair=0.002, adv=5.053, sprd=0.022]
Ep 057/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:11,  2.11it/s, loss=0.639, pair=0.002, adv=5.053, sprd=0.022]
Ep 057/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:11,  2.11it/s, loss=0.623, pair=0.003, adv=6.756, sprd=0.015]
Ep 057/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:00,  2.27it/s, loss=0.623, pair=0.003, adv=6.756, sprd=0.015]
Ep 057/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:00,  2.27it/s, loss=0.637, pair=0.001, adv=3.877, sprd=0.023]
Ep 057/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:09,  2.12it/s, loss=0.637, pair=0.001, adv=3.877, sprd=0.023]
Ep 057/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:09,  2.12it/s, loss=0.669, pair=0.001, adv=4.211, sprd=0.028]
Ep 057/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.18it/s, loss=0.669, pair=0.001, adv=4.211, sprd=0.028]
Ep 057/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.18it/s, loss=0.676, pair=0.003, adv=4.711, sprd=0.028]
Ep 057/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.09it/s, loss=0.676, pair=0.003, adv=4.711, sprd=0.028]
Ep 057/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:10,  2.09it/s, loss=0.605, pair=0.006, adv=3.860, sprd=0.017]
Ep 057/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:02,  2.21it/s, loss=0.605, pair=0.006, adv=3.860, sprd=0.017]
Ep 057/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:02,  2.21it/s, loss=0.641, pair=0.000, adv=4.806, sprd=0.025]
Ep 057/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:09,  2.09it/s, loss=0.641, pair=0.000, adv=4.806, sprd=0.025]
Ep 057/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:09,  2.09it/s, loss=0.633, pair=0.000, adv=5.084, sprd=0.022]
Ep 057/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.16it/s, loss=0.633, pair=0.000, adv=5.084, sprd=0.022]
Ep 057/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.16it/s, loss=0.645, pair=0.000, adv=5.676, sprd=0.022]
Ep 057/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:08,  2.08it/s, loss=0.645, pair=0.000, adv=5.676, sprd=0.022]
Ep 057/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.615, pair=0.002, adv=3.810, sprd=0.017]
Ep 057/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.19it/s, loss=0.615, pair=0.002, adv=3.810, sprd=0.017]
Ep 057/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.19it/s, loss=0.675, pair=0.001, adv=6.425, sprd=0.030]
Ep 057/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.05it/s, loss=0.675, pair=0.001, adv=6.425, sprd=0.030]
Ep 057/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:09,  2.05it/s, loss=0.604, pair=0.000, adv=4.523, sprd=0.020]
Ep 057/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.11it/s, loss=0.604, pair=0.000, adv=4.523, sprd=0.020]
Ep 057/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.11it/s, loss=0.637, pair=0.042, adv=4.655, sprd=0.021]
Ep 057/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:10,  2.02it/s, loss=0.637, pair=0.042, adv=4.655, sprd=0.021]
Ep 057/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:10,  2.02it/s, loss=0.599, pair=0.003, adv=4.451, sprd=0.018]
Ep 057/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:04,  2.11it/s, loss=0.599, pair=0.003, adv=4.451, sprd=0.018]
Ep 057/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:04,  2.11it/s, loss=0.665, pair=0.000, adv=3.513, sprd=0.017]
Ep 057/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:06,  2.07it/s, loss=0.665, pair=0.000, adv=3.513, sprd=0.017]
Ep 057/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:06,  2.07it/s, loss=0.613, pair=0.000, adv=5.009, sprd=0.018]
Ep 057/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:58,  2.19it/s, loss=0.613, pair=0.000, adv=5.009, sprd=0.018]
Ep 057/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:58,  2.19it/s, loss=0.651, pair=0.000, adv=5.760, sprd=0.024]
Ep 057/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.651, pair=0.000, adv=5.760, sprd=0.024]
Ep 057/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.643, pair=0.000, adv=5.861, sprd=0.022]
Ep 057/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:58,  2.19it/s, loss=0.643, pair=0.000, adv=5.861, sprd=0.022]
Ep 057/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:58,  2.19it/s, loss=0.610, pair=0.000, adv=5.472, sprd=0.019]
Ep 057/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.610, pair=0.000, adv=5.472, sprd=0.019]
Ep 057/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.685, pair=0.000, adv=4.139, sprd=0.033]
Ep 057/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:00,  2.14it/s, loss=0.685, pair=0.000, adv=4.139, sprd=0.033]
Ep 057/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.14it/s, loss=0.669, pair=0.001, adv=5.397, sprd=0.020]
Ep 057/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:06,  2.02it/s, loss=0.669, pair=0.001, adv=5.397, sprd=0.020]
Ep 057/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:06,  2.02it/s, loss=0.628, pair=0.000, adv=3.820, sprd=0.023]
Ep 057/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:00,  2.11it/s, loss=0.628, pair=0.000, adv=3.820, sprd=0.023]
Ep 057/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:00,  2.11it/s, loss=0.648, pair=0.002, adv=3.959, sprd=0.018]
Ep 057/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:11,  1.94it/s, loss=0.648, pair=0.002, adv=3.959, sprd=0.018]
Ep 057/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:11,  1.94it/s, loss=0.646, pair=0.000, adv=5.548, sprd=0.024]
Ep 057/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<02:02,  2.07it/s, loss=0.646, pair=0.000, adv=5.548, sprd=0.024]
Ep 057/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<02:02,  2.07it/s, loss=0.686, pair=0.000, adv=5.277, sprd=0.028]
Ep 057/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:04,  2.02it/s, loss=0.686, pair=0.000, adv=5.277, sprd=0.028]
Ep 057/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:04,  2.02it/s, loss=0.593, pair=0.007, adv=4.381, sprd=0.013]
Ep 057/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.15it/s, loss=0.593, pair=0.007, adv=4.381, sprd=0.013]
Ep 057/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.655, pair=0.000, adv=4.763, sprd=0.025]
Ep 057/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.655, pair=0.000, adv=4.763, sprd=0.025]
Ep 057/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.625, pair=0.000, adv=4.258, sprd=0.017]
Ep 057/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:53,  2.20it/s, loss=0.625, pair=0.000, adv=4.258, sprd=0.017]
Ep 057/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:53,  2.20it/s, loss=0.632, pair=0.000, adv=4.589, sprd=0.023]
Ep 057/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.06it/s, loss=0.632, pair=0.000, adv=4.589, sprd=0.023]
Ep 057/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.06it/s, loss=0.592, pair=0.001, adv=4.387, sprd=0.015]
Ep 057/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.16it/s, loss=0.592, pair=0.001, adv=4.387, sprd=0.015]
Ep 057/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.16it/s, loss=0.669, pair=0.000, adv=4.440, sprd=0.026]
Ep 057/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:59,  2.06it/s, loss=0.669, pair=0.000, adv=4.440, sprd=0.026]
Ep 057/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:59,  2.06it/s, loss=0.630, pair=0.000, adv=5.169, sprd=0.021]
Ep 057/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.15it/s, loss=0.630, pair=0.000, adv=5.169, sprd=0.021]
Ep 057/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:53,  2.15it/s, loss=0.643, pair=0.001, adv=4.528, sprd=0.022]
Ep 057/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.07it/s, loss=0.643, pair=0.001, adv=4.528, sprd=0.022]
Ep 057/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.07it/s, loss=0.648, pair=0.001, adv=5.032, sprd=0.020]
Ep 057/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:51,  2.18it/s, loss=0.648, pair=0.001, adv=5.032, sprd=0.020]
Ep 057/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:51,  2.18it/s, loss=0.658, pair=0.000, adv=6.411, sprd=0.024]
Ep 057/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:55,  2.10it/s, loss=0.658, pair=0.000, adv=6.411, sprd=0.024]
Ep 057/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:55,  2.10it/s, loss=0.574, pair=0.002, adv=2.881, sprd=0.021]
Ep 057/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:50,  2.18it/s, loss=0.574, pair=0.002, adv=2.881, sprd=0.021]
Ep 057/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:50,  2.18it/s, loss=0.650, pair=0.000, adv=4.914, sprd=0.022]
Ep 057/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:54,  2.09it/s, loss=0.650, pair=0.000, adv=4.914, sprd=0.022]
Ep 057/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:54,  2.09it/s, loss=0.635, pair=0.001, adv=3.486, sprd=0.019]
Ep 057/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:48,  2.19it/s, loss=0.635, pair=0.001, adv=3.486, sprd=0.019]
Ep 057/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:48,  2.19it/s, loss=0.697, pair=0.000, adv=5.748, sprd=0.022]
Ep 057/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:52,  2.11it/s, loss=0.697, pair=0.000, adv=5.748, sprd=0.022]
Ep 057/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:52,  2.11it/s, loss=0.656, pair=0.000, adv=6.194, sprd=0.023]
Ep 057/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:47,  2.21it/s, loss=0.656, pair=0.000, adv=6.194, sprd=0.023]
Ep 057/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:47,  2.21it/s, loss=0.632, pair=0.000, adv=4.851, sprd=0.019]
Ep 057/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:50,  2.13it/s, loss=0.632, pair=0.000, adv=4.851, sprd=0.019]
Ep 057/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:50,  2.13it/s, loss=0.611, pair=0.000, adv=4.562, sprd=0.015]
Ep 057/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:45,  2.23it/s, loss=0.611, pair=0.000, adv=4.562, sprd=0.015]
Ep 057/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:45,  2.23it/s, loss=0.672, pair=0.001, adv=5.581, sprd=0.025]
Ep 057/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:50,  2.11it/s, loss=0.672, pair=0.001, adv=5.581, sprd=0.025]
Ep 057/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:50,  2.11it/s, loss=0.625, pair=0.000, adv=4.476, sprd=0.022]
Ep 057/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.17it/s, loss=0.625, pair=0.000, adv=4.476, sprd=0.022]
Ep 057/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.17it/s, loss=0.701, pair=0.000, adv=6.089, sprd=0.023]
Ep 057/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:53,  2.05it/s, loss=0.701, pair=0.000, adv=6.089, sprd=0.023]
Ep 057/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:53,  2.05it/s, loss=0.617, pair=0.000, adv=6.727, sprd=0.020]
Ep 057/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.15it/s, loss=0.617, pair=0.000, adv=6.727, sprd=0.020]
Ep 057/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.15it/s, loss=0.657, pair=0.001, adv=5.063, sprd=0.023]
Ep 057/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:52,  2.04it/s, loss=0.657, pair=0.001, adv=5.063, sprd=0.023]
Ep 057/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:52,  2.04it/s, loss=0.629, pair=0.000, adv=4.546, sprd=0.021]
Ep 057/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:47,  2.13it/s, loss=0.629, pair=0.000, adv=4.546, sprd=0.021]
Ep 057/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:47,  2.13it/s, loss=0.625, pair=0.000, adv=3.668, sprd=0.021]
Ep 057/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:53,  2.02it/s, loss=0.625, pair=0.000, adv=3.668, sprd=0.021]
Ep 057/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:53,  2.02it/s, loss=0.646, pair=0.000, adv=4.290, sprd=0.022]
Ep 057/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.646, pair=0.000, adv=4.290, sprd=0.022]
Ep 057/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.658, pair=0.000, adv=3.907, sprd=0.024]
Ep 057/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:55,  1.96it/s, loss=0.658, pair=0.000, adv=3.907, sprd=0.024]
Ep 057/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:55,  1.96it/s, loss=0.682, pair=0.000, adv=5.361, sprd=0.032]
Ep 057/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:49,  2.05it/s, loss=0.682, pair=0.000, adv=5.361, sprd=0.032]
Ep 057/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:49,  2.05it/s, loss=0.643, pair=0.000, adv=4.634, sprd=0.021]
Ep 057/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:51,  2.01it/s, loss=0.643, pair=0.000, adv=4.634, sprd=0.021]
Ep 057/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.646, pair=0.000, adv=4.120, sprd=0.022]
Ep 057/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:45,  2.12it/s, loss=0.646, pair=0.000, adv=4.120, sprd=0.022]
Ep 057/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:45,  2.12it/s, loss=0.664, pair=0.000, adv=5.588, sprd=0.029]
Ep 057/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:50,  2.01it/s, loss=0.664, pair=0.000, adv=5.588, sprd=0.029]
Ep 057/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:50,  2.01it/s, loss=0.634, pair=0.000, adv=4.732, sprd=0.021]
Ep 057/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.12it/s, loss=0.634, pair=0.000, adv=4.732, sprd=0.021]
Ep 057/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.12it/s, loss=0.644, pair=0.000, adv=6.679, sprd=0.023]
Ep 057/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.02it/s, loss=0.644, pair=0.000, adv=6.679, sprd=0.023]
Ep 057/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.02it/s, loss=0.626, pair=0.000, adv=5.171, sprd=0.021]
Ep 057/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:43,  2.12it/s, loss=0.626, pair=0.000, adv=5.171, sprd=0.021]
Ep 057/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:43,  2.12it/s, loss=0.668, pair=0.000, adv=4.501, sprd=0.027]
Ep 057/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:47,  2.02it/s, loss=0.668, pair=0.000, adv=4.501, sprd=0.027]
Ep 057/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:47,  2.02it/s, loss=0.682, pair=0.001, adv=4.150, sprd=0.029]
Ep 057/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.682, pair=0.001, adv=4.150, sprd=0.029]
Ep 057/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.650, pair=0.001, adv=4.935, sprd=0.025]
Ep 057/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:46,  2.03it/s, loss=0.650, pair=0.001, adv=4.935, sprd=0.025]
Ep 057/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:46,  2.03it/s, loss=0.650, pair=0.000, adv=5.086, sprd=0.023]
Ep 057/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.650, pair=0.000, adv=5.086, sprd=0.023]
Ep 057/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.680, pair=0.004, adv=4.880, sprd=0.020]
Ep 057/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.04it/s, loss=0.680, pair=0.004, adv=4.880, sprd=0.020]
Ep 057/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.04it/s, loss=0.627, pair=0.004, adv=4.929, sprd=0.019]
Ep 057/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:38,  2.17it/s, loss=0.627, pair=0.004, adv=4.929, sprd=0.019]
Ep 057/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:38,  2.17it/s, loss=0.631, pair=0.002, adv=4.416, sprd=0.020]
Ep 057/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:41,  2.09it/s, loss=0.631, pair=0.002, adv=4.416, sprd=0.020]
Ep 057/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:41,  2.09it/s, loss=0.643, pair=0.004, adv=5.496, sprd=0.024]
Ep 057/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:37,  2.16it/s, loss=0.643, pair=0.004, adv=5.496, sprd=0.024]
Ep 057/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.16it/s, loss=0.621, pair=0.001, adv=4.189, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.621, pair=0.001, adv=4.189, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.675, pair=0.002, adv=5.420, sprd=0.029]
Ep 057/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.14it/s, loss=0.675, pair=0.002, adv=5.420, sprd=0.029]
Ep 057/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:37,  2.14it/s, loss=0.616, pair=0.000, adv=3.868, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.10it/s, loss=0.616, pair=0.000, adv=3.868, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.10it/s, loss=0.627, pair=0.000, adv=4.160, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:32,  2.25it/s, loss=0.627, pair=0.000, adv=4.160, sprd=0.017]
Ep 057/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:32,  2.25it/s, loss=0.663, pair=0.001, adv=5.064, sprd=0.023]
Ep 057/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:37,  2.11it/s, loss=0.663, pair=0.001, adv=5.064, sprd=0.023]
Ep 057/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:37,  2.11it/s, loss=0.619, pair=0.000, adv=5.877, sprd=0.019]
Ep 057/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:33,  2.20it/s, loss=0.619, pair=0.000, adv=5.877, sprd=0.019]
Ep 057/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:33,  2.20it/s, loss=0.706, pair=0.004, adv=4.167, sprd=0.034]
Ep 057/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.06it/s, loss=0.706, pair=0.004, adv=4.167, sprd=0.034]
Ep 057/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.06it/s, loss=0.641, pair=0.006, adv=5.110, sprd=0.021]
Ep 057/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:34,  2.14it/s, loss=0.641, pair=0.006, adv=5.110, sprd=0.021]
Ep 057/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:34,  2.14it/s, loss=0.610, pair=0.006, adv=3.629, sprd=0.015]
Ep 057/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.08it/s, loss=0.610, pair=0.006, adv=3.629, sprd=0.015]
Ep 057/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.08it/s, loss=0.684, pair=0.005, adv=6.110, sprd=0.032]
Ep 057/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.14it/s, loss=0.684, pair=0.005, adv=6.110, sprd=0.032]
Ep 057/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:33,  2.14it/s, loss=0.668, pair=0.003, adv=3.735, sprd=0.028]
Ep 057/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:38,  2.03it/s, loss=0.668, pair=0.003, adv=3.735, sprd=0.028]
Ep 057/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:38,  2.03it/s, loss=0.656, pair=0.001, adv=5.766, sprd=0.023]
Ep 057/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.15it/s, loss=0.656, pair=0.001, adv=5.766, sprd=0.023]
Ep 057/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:32,  2.15it/s, loss=0.613, pair=0.002, adv=4.416, sprd=0.015]
Ep 057/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.04it/s, loss=0.613, pair=0.002, adv=4.416, sprd=0.015]
Ep 057/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.04it/s, loss=0.603, pair=0.000, adv=4.040, sprd=0.016]
Ep 057/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.13it/s, loss=0.603, pair=0.000, adv=4.040, sprd=0.016]
Ep 057/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.13it/s, loss=0.640, pair=0.000, adv=5.256, sprd=0.026]
Ep 057/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:42,  1.91it/s, loss=0.640, pair=0.000, adv=5.256, sprd=0.026]
Ep 057/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:42,  1.91it/s, loss=0.661, pair=0.000, adv=4.919, sprd=0.027]
Ep 057/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:36,  2.01it/s, loss=0.661, pair=0.000, adv=4.919, sprd=0.027]
Ep 057/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:36,  2.01it/s, loss=0.639, pair=0.000, adv=4.823, sprd=0.023]
Ep 057/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:38,  1.97it/s, loss=0.639, pair=0.000, adv=4.823, sprd=0.023]
Ep 057/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:38,  1.97it/s, loss=0.624, pair=0.000, adv=3.942, sprd=0.013]
Ep 057/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.18it/s, loss=0.624, pair=0.000, adv=3.942, sprd=0.013]
Ep 057/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:28,  2.18it/s, loss=0.637, pair=0.000, adv=4.497, sprd=0.014]
Ep 057/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.09it/s, loss=0.637, pair=0.000, adv=4.497, sprd=0.014]
Ep 057/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.09it/s, loss=0.634, pair=0.000, adv=4.454, sprd=0.022]
Ep 057/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.17it/s, loss=0.634, pair=0.000, adv=4.454, sprd=0.022]
Ep 057/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:28,  2.17it/s, loss=0.686, pair=0.001, adv=5.779, sprd=0.031]
Ep 057/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:32,  2.05it/s, loss=0.686, pair=0.001, adv=5.779, sprd=0.031]
Ep 057/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:32,  2.05it/s, loss=0.668, pair=0.000, adv=5.129, sprd=0.023]
Ep 057/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.17it/s, loss=0.668, pair=0.000, adv=5.129, sprd=0.023]
Ep 057/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.17it/s, loss=0.644, pair=0.001, adv=3.944, sprd=0.023]
Ep 057/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.06it/s, loss=0.644, pair=0.001, adv=3.944, sprd=0.023]
Ep 057/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.06it/s, loss=0.633, pair=0.000, adv=3.804, sprd=0.020]
Ep 057/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.16it/s, loss=0.633, pair=0.000, adv=3.804, sprd=0.020]
Ep 057/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.16it/s, loss=0.646, pair=0.000, adv=6.962, sprd=0.021]
Ep 057/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.08it/s, loss=0.646, pair=0.000, adv=6.962, sprd=0.021]
Ep 057/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.08it/s, loss=0.668, pair=0.000, adv=4.922, sprd=0.026]
Ep 057/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.668, pair=0.000, adv=4.922, sprd=0.026]
Ep 057/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.679, pair=0.000, adv=4.718, sprd=0.028]
Ep 057/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.679, pair=0.000, adv=4.718, sprd=0.028]
Ep 057/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.05it/s, loss=0.637, pair=0.002, adv=4.382, sprd=0.022]
Ep 057/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.15it/s, loss=0.637, pair=0.002, adv=4.382, sprd=0.022]
Ep 057/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.15it/s, loss=0.610, pair=0.004, adv=4.289, sprd=0.017]
Ep 057/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.06it/s, loss=0.610, pair=0.004, adv=4.289, sprd=0.017]
Ep 057/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:28,  2.06it/s, loss=0.554, pair=0.003, adv=3.325, sprd=0.009]
Ep 057/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.554, pair=0.003, adv=3.325, sprd=0.009]
Ep 057/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.643, pair=0.001, adv=5.429, sprd=0.021]
Ep 057/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:25,  2.10it/s, loss=0.643, pair=0.001, adv=5.429, sprd=0.021]
Ep 057/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:25,  2.10it/s, loss=0.632, pair=0.000, adv=4.018, sprd=0.019]
Ep 057/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:21,  2.19it/s, loss=0.632, pair=0.000, adv=4.018, sprd=0.019]
Ep 057/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:21,  2.19it/s, loss=0.641, pair=0.000, adv=4.226, sprd=0.023]
Ep 057/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.07it/s, loss=0.641, pair=0.000, adv=4.226, sprd=0.023]
Ep 057/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:25,  2.07it/s, loss=0.659, pair=0.000, adv=5.449, sprd=0.026]
Ep 057/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.15it/s, loss=0.659, pair=0.000, adv=5.449, sprd=0.026]
Ep 057/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.15it/s, loss=0.589, pair=0.001, adv=6.851, sprd=0.015]
Ep 057/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.06it/s, loss=0.589, pair=0.001, adv=6.851, sprd=0.015]
Ep 057/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:25,  2.06it/s, loss=0.620, pair=0.004, adv=4.203, sprd=0.016]
Ep 057/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.620, pair=0.004, adv=4.203, sprd=0.016]
Ep 057/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.622, pair=0.000, adv=5.089, sprd=0.018]
Ep 057/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.09it/s, loss=0.622, pair=0.000, adv=5.089, sprd=0.018]
Ep 057/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.09it/s, loss=0.630, pair=0.001, adv=4.954, sprd=0.022]
Ep 057/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.15it/s, loss=0.630, pair=0.001, adv=4.954, sprd=0.022]
Ep 057/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.15it/s, loss=0.640, pair=0.001, adv=5.074, sprd=0.022]
Ep 057/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:26,  1.98it/s, loss=0.640, pair=0.001, adv=5.074, sprd=0.022]
Ep 057/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:26,  1.98it/s, loss=0.629, pair=0.001, adv=5.127, sprd=0.018]
Ep 057/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:20,  2.11it/s, loss=0.629, pair=0.001, adv=5.127, sprd=0.018]
Ep 057/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:20,  2.11it/s, loss=0.617, pair=0.001, adv=5.139, sprd=0.020]
Ep 057/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:24,  2.01it/s, loss=0.617, pair=0.001, adv=5.139, sprd=0.020]
Ep 057/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:24,  2.01it/s, loss=0.616, pair=0.000, adv=6.064, sprd=0.018]
Ep 057/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:19,  2.13it/s, loss=0.616, pair=0.000, adv=6.064, sprd=0.018]
Ep 057/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.13it/s, loss=0.580, pair=0.000, adv=5.067, sprd=0.013]
Ep 057/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.580, pair=0.000, adv=5.067, sprd=0.013]
Ep 057/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.680, pair=0.000, adv=4.113, sprd=0.031]
Ep 057/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:19,  2.11it/s, loss=0.680, pair=0.000, adv=4.113, sprd=0.031]
Ep 057/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:19,  2.11it/s, loss=0.590, pair=0.000, adv=3.566, sprd=0.014]
Ep 057/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:22,  2.01it/s, loss=0.590, pair=0.000, adv=3.566, sprd=0.014]
Ep 057/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:22,  2.01it/s, loss=0.647, pair=0.000, adv=5.598, sprd=0.024]
Ep 057/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:18,  2.11it/s, loss=0.647, pair=0.000, adv=5.598, sprd=0.024]
Ep 057/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:18,  2.11it/s, loss=0.686, pair=0.000, adv=4.930, sprd=0.020]
Ep 057/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.02it/s, loss=0.686, pair=0.000, adv=4.930, sprd=0.020]
Ep 057/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.02it/s, loss=1.457, pair=2.469, adv=4.950, sprd=0.015]
Ep 057/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:15,  2.15it/s, loss=1.457, pair=2.469, adv=4.950, sprd=0.015]
Ep 057/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:15,  2.15it/s, loss=0.652, pair=0.000, adv=4.863, sprd=0.026]
Ep 057/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.05it/s, loss=0.652, pair=0.000, adv=4.863, sprd=0.026]
Ep 057/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.05it/s, loss=0.618, pair=0.000, adv=5.732, sprd=0.020]
Ep 057/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.618, pair=0.000, adv=5.732, sprd=0.020]
Ep 057/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.692, pair=0.000, adv=4.478, sprd=0.023]
Ep 057/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.05it/s, loss=0.692, pair=0.000, adv=4.478, sprd=0.023]
Ep 057/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.05it/s, loss=0.640, pair=0.000, adv=5.421, sprd=0.025]
Ep 057/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:15,  2.10it/s, loss=0.640, pair=0.000, adv=5.421, sprd=0.025]
Ep 057/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.10it/s, loss=0.643, pair=0.000, adv=5.060, sprd=0.023]
Ep 057/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:18,  2.02it/s, loss=0.643, pair=0.000, adv=5.060, sprd=0.023]
Ep 057/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:18,  2.02it/s, loss=0.632, pair=0.000, adv=4.994, sprd=0.017]
Ep 057/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.17it/s, loss=0.632, pair=0.000, adv=4.994, sprd=0.017]
Ep 057/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.17it/s, loss=0.608, pair=0.000, adv=5.083, sprd=0.019]
Ep 057/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.08it/s, loss=0.608, pair=0.000, adv=5.083, sprd=0.019]
Ep 057/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.08it/s, loss=0.587, pair=0.000, adv=3.853, sprd=0.011]
Ep 057/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:10,  2.21it/s, loss=0.587, pair=0.000, adv=3.853, sprd=0.011]
Ep 057/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:10,  2.21it/s, loss=0.617, pair=0.000, adv=5.067, sprd=0.017]
Ep 057/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:13,  2.10it/s, loss=0.617, pair=0.000, adv=5.067, sprd=0.017]
Ep 057/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:13,  2.10it/s, loss=0.605, pair=0.001, adv=4.744, sprd=0.015]
Ep 057/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:09,  2.20it/s, loss=0.605, pair=0.001, adv=4.744, sprd=0.015]
Ep 057/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:09,  2.20it/s, loss=0.669, pair=0.000, adv=5.563, sprd=0.026]
Ep 057/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:12,  2.09it/s, loss=0.669, pair=0.000, adv=5.563, sprd=0.026]
Ep 057/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:12,  2.09it/s, loss=0.589, pair=0.000, adv=5.905, sprd=0.014]
Ep 057/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:08,  2.20it/s, loss=0.589, pair=0.000, adv=5.905, sprd=0.014]
Ep 057/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:08,  2.20it/s, loss=0.645, pair=0.000, adv=3.826, sprd=0.022]
Ep 057/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:10,  2.12it/s, loss=0.645, pair=0.000, adv=3.826, sprd=0.022]
Ep 057/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:10,  2.12it/s, loss=0.634, pair=0.000, adv=4.737, sprd=0.016]
Ep 057/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:06,  2.26it/s, loss=0.634, pair=0.000, adv=4.737, sprd=0.016]
Ep 057/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:06,  2.26it/s, loss=0.626, pair=0.000, adv=4.995, sprd=0.015]
Ep 057/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:08,  2.17it/s, loss=0.626, pair=0.000, adv=4.995, sprd=0.015]
Ep 057/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:08,  2.17it/s, loss=0.616, pair=0.000, adv=4.450, sprd=0.016]
Ep 057/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:04,  2.28it/s, loss=0.616, pair=0.000, adv=4.450, sprd=0.016]
Ep 057/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:04,  2.28it/s, loss=0.637, pair=0.000, adv=5.517, sprd=0.022]
Ep 057/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:08,  2.13it/s, loss=0.637, pair=0.000, adv=5.517, sprd=0.022]
Ep 057/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:08,  2.13it/s, loss=1.183, pair=1.602, adv=5.849, sprd=0.021]
Ep 057/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.19it/s, loss=1.183, pair=1.602, adv=5.849, sprd=0.021]
Ep 057/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.19it/s, loss=0.635, pair=0.000, adv=5.277, sprd=0.020]
Ep 057/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:14,  1.94it/s, loss=0.635, pair=0.000, adv=5.277, sprd=0.020]
Ep 057/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:14,  1.94it/s, loss=0.630, pair=0.000, adv=3.775, sprd=0.018]
Ep 057/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:08,  2.07it/s, loss=0.630, pair=0.000, adv=3.775, sprd=0.018]
Ep 057/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:08,  2.07it/s, loss=0.661, pair=0.000, adv=5.141, sprd=0.023]
Ep 057/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:10,  2.02it/s, loss=0.661, pair=0.000, adv=5.141, sprd=0.023]
Ep 057/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:10,  2.02it/s, loss=0.665, pair=0.000, adv=4.847, sprd=0.024]
Ep 057/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.665, pair=0.000, adv=4.847, sprd=0.024]
Ep 057/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.653, pair=0.000, adv=4.583, sprd=0.025]
Ep 057/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:09,  2.03it/s, loss=0.653, pair=0.000, adv=4.583, sprd=0.025]
Ep 057/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:09,  2.03it/s, loss=0.627, pair=0.000, adv=3.702, sprd=0.017]
Ep 057/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.14it/s, loss=0.627, pair=0.000, adv=3.702, sprd=0.017]
Ep 057/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.14it/s, loss=0.610, pair=0.000, adv=5.227, sprd=0.017]
Ep 057/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:05,  2.09it/s, loss=0.610, pair=0.000, adv=5.227, sprd=0.017]
Ep 057/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:05,  2.09it/s, loss=0.650, pair=0.000, adv=4.525, sprd=0.024]
Ep 057/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.17it/s, loss=0.650, pair=0.000, adv=4.525, sprd=0.024]
Ep 057/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.17it/s, loss=0.672, pair=0.000, adv=4.585, sprd=0.025]
Ep 057/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:05,  2.06it/s, loss=0.672, pair=0.000, adv=4.585, sprd=0.025]
Ep 057/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:05,  2.06it/s, loss=0.624, pair=0.000, adv=5.248, sprd=0.020]
Ep 057/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.16it/s, loss=0.624, pair=0.000, adv=5.248, sprd=0.020]
Ep 057/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.16it/s, loss=0.644, pair=0.000, adv=6.962, sprd=0.026]
Ep 057/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.03it/s, loss=0.644, pair=0.000, adv=6.962, sprd=0.026]
Ep 057/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.03it/s, loss=0.624, pair=0.001, adv=3.878, sprd=0.019]
Ep 057/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:02,  2.14it/s, loss=0.624, pair=0.001, adv=3.878, sprd=0.019]
Ep 057/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:02,  2.14it/s, loss=0.676, pair=0.001, adv=5.299, sprd=0.027]
Ep 057/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:04,  2.04it/s, loss=0.676, pair=0.001, adv=5.299, sprd=0.027]
Ep 057/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:04,  2.04it/s, loss=0.638, pair=0.001, adv=4.477, sprd=0.024]
Ep 057/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:01,  2.13it/s, loss=0.638, pair=0.001, adv=4.477, sprd=0.024]
Ep 057/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.13it/s, loss=0.628, pair=0.001, adv=5.822, sprd=0.019]
Ep 057/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.628, pair=0.001, adv=5.822, sprd=0.019]
Ep 057/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.646, pair=0.002, adv=5.857, sprd=0.022]
Ep 057/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:59,  2.16it/s, loss=0.646, pair=0.002, adv=5.857, sprd=0.022]
Ep 057/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.16it/s, loss=0.633, pair=0.002, adv=5.658, sprd=0.023]
Ep 057/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.633, pair=0.002, adv=5.658, sprd=0.023]
Ep 057/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.590, pair=0.001, adv=4.442, sprd=0.015]
Ep 057/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.18it/s, loss=0.590, pair=0.001, adv=4.442, sprd=0.015]
Ep 057/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.18it/s, loss=0.613, pair=0.001, adv=5.850, sprd=0.019]
Ep 057/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.08it/s, loss=0.613, pair=0.001, adv=5.850, sprd=0.019]
Ep 057/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.08it/s, loss=0.632, pair=0.000, adv=4.829, sprd=0.018]
Ep 057/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:56,  2.19it/s, loss=0.632, pair=0.000, adv=4.829, sprd=0.018]
Ep 057/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:56,  2.19it/s, loss=0.643, pair=0.000, adv=5.025, sprd=0.020]
Ep 057/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:57,  2.14it/s, loss=0.643, pair=0.000, adv=5.025, sprd=0.020]
Ep 057/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:57,  2.14it/s, loss=0.621, pair=0.002, adv=4.428, sprd=0.017]
Ep 057/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:54,  2.25it/s, loss=0.621, pair=0.002, adv=4.428, sprd=0.017]
Ep 057/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:54,  2.25it/s, loss=0.639, pair=0.000, adv=5.442, sprd=0.022]
Ep 057/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:57,  2.12it/s, loss=0.639, pair=0.000, adv=5.442, sprd=0.022]
Ep 057/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:57,  2.12it/s, loss=0.667, pair=0.000, adv=5.198, sprd=0.026]
Ep 057/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.19it/s, loss=0.667, pair=0.000, adv=5.198, sprd=0.026]
Ep 057/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:55,  2.19it/s, loss=0.642, pair=0.000, adv=5.781, sprd=0.019]
Ep 057/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.08it/s, loss=0.642, pair=0.000, adv=5.781, sprd=0.019]
Ep 057/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.08it/s, loss=0.644, pair=0.000, adv=5.172, sprd=0.024]
Ep 057/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.16it/s, loss=0.644, pair=0.000, adv=5.172, sprd=0.024]
Ep 057/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.16it/s, loss=0.715, pair=0.000, adv=4.846, sprd=0.026]
Ep 057/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.715, pair=0.000, adv=4.846, sprd=0.026]
Ep 057/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.629, pair=0.000, adv=5.330, sprd=0.018]
Ep 057/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:53,  2.20it/s, loss=0.629, pair=0.000, adv=5.330, sprd=0.018]
Ep 057/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:53,  2.20it/s, loss=0.627, pair=0.000, adv=5.400, sprd=0.017]
Ep 057/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.01it/s, loss=0.627, pair=0.000, adv=5.400, sprd=0.017]
Ep 057/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.01it/s, loss=0.656, pair=0.031, adv=4.563, sprd=0.020]
Ep 057/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.13it/s, loss=0.656, pair=0.031, adv=4.563, sprd=0.020]
Ep 057/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.13it/s, loss=0.651, pair=0.000, adv=4.339, sprd=0.022]
Ep 057/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.06it/s, loss=0.651, pair=0.000, adv=4.339, sprd=0.022]
Ep 057/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.06it/s, loss=0.655, pair=0.000, adv=5.866, sprd=0.021]
Ep 057/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.655, pair=0.000, adv=5.866, sprd=0.021]
Ep 057/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.653, pair=0.000, adv=4.558, sprd=0.018]
Ep 057/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:53,  2.11it/s, loss=0.653, pair=0.000, adv=4.558, sprd=0.018]
Ep 057/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:53,  2.11it/s, loss=0.694, pair=0.190, adv=4.551, sprd=0.018]
Ep 057/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.21it/s, loss=0.694, pair=0.190, adv=4.551, sprd=0.018]
Ep 057/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.21it/s, loss=0.632, pair=0.000, adv=5.985, sprd=0.025]
Ep 057/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:54,  2.04it/s, loss=0.632, pair=0.000, adv=5.985, sprd=0.025]
Ep 057/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.04it/s, loss=0.683, pair=0.000, adv=4.698, sprd=0.031]
Ep 057/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.11it/s, loss=0.683, pair=0.000, adv=4.698, sprd=0.031]
Ep 057/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.11it/s, loss=0.648, pair=0.000, adv=4.565, sprd=0.020]
Ep 057/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:52,  2.05it/s, loss=0.648, pair=0.000, adv=4.565, sprd=0.020]
Ep 057/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:52,  2.05it/s, loss=0.649, pair=0.000, adv=5.316, sprd=0.022]
Ep 057/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.17it/s, loss=0.649, pair=0.000, adv=5.316, sprd=0.022]
Ep 057/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.17it/s, loss=0.634, pair=0.000, adv=5.069, sprd=0.024]
Ep 057/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.04it/s, loss=0.634, pair=0.000, adv=5.069, sprd=0.024]
Ep 057/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.04it/s, loss=0.601, pair=0.001, adv=5.351, sprd=0.015]
Ep 057/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.15it/s, loss=0.601, pair=0.001, adv=5.351, sprd=0.015]
Ep 057/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.15it/s, loss=0.724, pair=0.004, adv=6.218, sprd=0.026]
Ep 057/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.05it/s, loss=0.724, pair=0.004, adv=6.218, sprd=0.026]
Ep 057/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.05it/s, loss=0.674, pair=0.000, adv=4.674, sprd=0.025]
Ep 057/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.14it/s, loss=0.674, pair=0.000, adv=4.674, sprd=0.025]
Ep 057/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.14it/s, loss=0.624, pair=0.000, adv=4.865, sprd=0.019]
Ep 057/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.11it/s, loss=0.624, pair=0.000, adv=4.865, sprd=0.019]
Ep 057/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:48,  2.11it/s, loss=0.615, pair=0.000, adv=5.501, sprd=0.014]
Ep 057/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.23it/s, loss=0.615, pair=0.000, adv=5.501, sprd=0.014]
Ep 057/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.23it/s, loss=0.642, pair=0.000, adv=4.050, sprd=0.023]
Ep 057/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.12it/s, loss=0.642, pair=0.000, adv=4.050, sprd=0.023]
Ep 057/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.12it/s, loss=0.650, pair=0.000, adv=4.717, sprd=0.024]
Ep 057/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.19it/s, loss=0.650, pair=0.000, adv=4.717, sprd=0.024]
Ep 057/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.19it/s, loss=0.623, pair=0.000, adv=6.024, sprd=0.017]
Ep 057/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.09it/s, loss=0.623, pair=0.000, adv=6.024, sprd=0.017]
Ep 057/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.09it/s, loss=0.681, pair=0.001, adv=5.249, sprd=0.031]
Ep 057/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:45,  2.15it/s, loss=0.681, pair=0.001, adv=5.249, sprd=0.031]
Ep 057/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.15it/s, loss=0.670, pair=0.000, adv=4.678, sprd=0.024]
Ep 057/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.670, pair=0.000, adv=4.678, sprd=0.024]
Ep 057/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.622, pair=0.002, adv=4.711, sprd=0.019]
Ep 057/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.17it/s, loss=0.622, pair=0.002, adv=4.711, sprd=0.019]
Ep 057/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.17it/s, loss=0.638, pair=0.000, adv=4.366, sprd=0.019]
Ep 057/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.08it/s, loss=0.638, pair=0.000, adv=4.366, sprd=0.019]
Ep 057/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.08it/s, loss=0.652, pair=0.000, adv=4.636, sprd=0.021]
Ep 057/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.20it/s, loss=0.652, pair=0.000, adv=4.636, sprd=0.021]
Ep 057/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.20it/s, loss=0.598, pair=0.000, adv=5.112, sprd=0.016]
Ep 057/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.08it/s, loss=0.598, pair=0.000, adv=5.112, sprd=0.016]
Ep 057/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.08it/s, loss=0.638, pair=0.000, adv=6.232, sprd=0.024]
Ep 057/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:42,  2.15it/s, loss=0.638, pair=0.000, adv=6.232, sprd=0.024]
Ep 057/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.15it/s, loss=0.612, pair=0.000, adv=5.661, sprd=0.015]
Ep 057/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.11it/s, loss=0.612, pair=0.000, adv=5.661, sprd=0.015]
Ep 057/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.11it/s, loss=0.595, pair=0.000, adv=4.790, sprd=0.015]
Ep 057/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.20it/s, loss=0.595, pair=0.000, adv=4.790, sprd=0.015]
Ep 057/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:40,  2.20it/s, loss=0.699, pair=0.000, adv=5.401, sprd=0.023]
Ep 057/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.08it/s, loss=0.699, pair=0.000, adv=5.401, sprd=0.023]
Ep 057/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.08it/s, loss=0.595, pair=0.000, adv=4.829, sprd=0.017]
Ep 057/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.15it/s, loss=0.595, pair=0.000, adv=4.829, sprd=0.017]
Ep 057/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.15it/s, loss=0.646, pair=0.000, adv=5.242, sprd=0.024]
Ep 057/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:44,  1.94it/s, loss=0.646, pair=0.000, adv=5.242, sprd=0.024]
Ep 057/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:44,  1.94it/s, loss=0.651, pair=0.001, adv=4.344, sprd=0.028]
Ep 057/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:41,  2.03it/s, loss=0.651, pair=0.001, adv=4.344, sprd=0.028]
Ep 057/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:41,  2.03it/s, loss=0.659, pair=0.000, adv=3.800, sprd=0.027]
Ep 057/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:42,  1.96it/s, loss=0.659, pair=0.000, adv=3.800, sprd=0.027]
Ep 057/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:42,  1.96it/s, loss=0.620, pair=0.000, adv=3.829, sprd=0.015]
Ep 057/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:39,  2.11it/s, loss=0.620, pair=0.000, adv=3.829, sprd=0.015]
Ep 057/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:39,  2.11it/s, loss=0.643, pair=0.001, adv=5.948, sprd=0.023]
Ep 057/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.03it/s, loss=0.643, pair=0.001, adv=5.948, sprd=0.023]
Ep 057/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.03it/s, loss=0.629, pair=0.001, adv=6.915, sprd=0.018]
Ep 057/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.17it/s, loss=0.629, pair=0.001, adv=6.915, sprd=0.018]
Ep 057/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.17it/s, loss=0.679, pair=0.002, adv=4.368, sprd=0.028]
Ep 057/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.09it/s, loss=0.679, pair=0.002, adv=4.368, sprd=0.028]
Ep 057/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.09it/s, loss=0.636, pair=0.001, adv=6.107, sprd=0.017]
Ep 057/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:35,  2.23it/s, loss=0.636, pair=0.001, adv=6.107, sprd=0.017]
Ep 057/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:35,  2.23it/s, loss=0.645, pair=0.004, adv=3.685, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:36,  2.11it/s, loss=0.645, pair=0.004, adv=3.685, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:36,  2.11it/s, loss=0.695, pair=0.002, adv=4.671, sprd=0.031]
Ep 057/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.18it/s, loss=0.695, pair=0.002, adv=4.671, sprd=0.031]
Ep 057/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.18it/s, loss=0.705, pair=0.001, adv=3.899, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.10it/s, loss=0.705, pair=0.001, adv=3.899, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.10it/s, loss=0.644, pair=0.001, adv=3.982, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.20it/s, loss=0.644, pair=0.001, adv=3.982, sprd=0.021]
Ep 057/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.20it/s, loss=0.596, pair=0.000, adv=4.033, sprd=0.017]
Ep 057/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.08it/s, loss=0.596, pair=0.000, adv=4.033, sprd=0.017]
Ep 057/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.08it/s, loss=0.633, pair=0.000, adv=4.376, sprd=0.021]
Ep 057/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.16it/s, loss=0.633, pair=0.000, adv=4.376, sprd=0.021]
Ep 057/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.16it/s, loss=0.650, pair=0.002, adv=4.098, sprd=0.021]
Ep 057/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.07it/s, loss=0.650, pair=0.002, adv=4.098, sprd=0.021]
Ep 057/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.07it/s, loss=0.654, pair=0.000, adv=5.397, sprd=0.019]
Ep 057/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.19it/s, loss=0.654, pair=0.000, adv=5.397, sprd=0.019]
Ep 057/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.19it/s, loss=0.632, pair=0.001, adv=4.355, sprd=0.024]
Ep 057/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:33,  2.07it/s, loss=0.632, pair=0.001, adv=4.355, sprd=0.024]
Ep 057/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.07it/s, loss=0.676, pair=0.000, adv=5.067, sprd=0.031]
Ep 057/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.15it/s, loss=0.676, pair=0.000, adv=5.067, sprd=0.031]
Ep 057/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.15it/s, loss=0.646, pair=0.000, adv=4.834, sprd=0.025]
Ep 057/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.03it/s, loss=0.646, pair=0.000, adv=4.834, sprd=0.025]
Ep 057/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.03it/s, loss=0.618, pair=0.000, adv=4.996, sprd=0.019]
Ep 057/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.12it/s, loss=0.618, pair=0.000, adv=4.996, sprd=0.019]
Ep 057/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.12it/s, loss=0.574, pair=0.000, adv=4.674, sprd=0.013]
Ep 057/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.01it/s, loss=0.574, pair=0.000, adv=4.674, sprd=0.013]
Ep 057/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.01it/s, loss=0.685, pair=0.006, adv=5.568, sprd=0.030]
Ep 057/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:31,  2.09it/s, loss=0.685, pair=0.006, adv=5.568, sprd=0.030]
Ep 057/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:31,  2.09it/s, loss=0.618, pair=0.010, adv=5.206, sprd=0.017]
Ep 057/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.05it/s, loss=0.618, pair=0.010, adv=5.206, sprd=0.017]
Ep 057/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.05it/s, loss=0.648, pair=0.003, adv=5.110, sprd=0.023]
Ep 057/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.15it/s, loss=0.648, pair=0.003, adv=5.110, sprd=0.023]
Ep 057/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.15it/s, loss=0.636, pair=0.000, adv=4.369, sprd=0.021]
Ep 057/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:31,  1.96it/s, loss=0.636, pair=0.000, adv=4.369, sprd=0.021]
Ep 057/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:31,  1.96it/s, loss=0.593, pair=0.000, adv=4.834, sprd=0.015]
Ep 057/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:29,  2.09it/s, loss=0.593, pair=0.000, adv=4.834, sprd=0.015]
Ep 057/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:29,  2.09it/s, loss=0.633, pair=0.000, adv=4.011, sprd=0.020]
Ep 057/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.01it/s, loss=0.633, pair=0.000, adv=4.011, sprd=0.020]
Ep 057/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.01it/s, loss=0.640, pair=0.000, adv=3.952, sprd=0.022]
Ep 057/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.12it/s, loss=0.640, pair=0.000, adv=3.952, sprd=0.022]
Ep 057/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.12it/s, loss=0.664, pair=0.000, adv=5.491, sprd=0.025]
Ep 057/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.05it/s, loss=0.664, pair=0.000, adv=5.491, sprd=0.025]
Ep 057/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.05it/s, loss=0.961, pair=0.942, adv=7.678, sprd=0.019]
Ep 057/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:25,  2.20it/s, loss=0.961, pair=0.942, adv=7.678, sprd=0.019]
Ep 057/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:25,  2.20it/s, loss=0.629, pair=0.000, adv=4.659, sprd=0.022]
Ep 057/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.06it/s, loss=0.629, pair=0.000, adv=4.659, sprd=0.022]
Ep 057/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.06it/s, loss=0.641, pair=0.000, adv=5.820, sprd=0.023]
Ep 057/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.15it/s, loss=0.641, pair=0.000, adv=5.820, sprd=0.023]
Ep 057/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.15it/s, loss=0.606, pair=0.000, adv=4.290, sprd=0.015]
Ep 057/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.09it/s, loss=0.606, pair=0.000, adv=4.290, sprd=0.015]
Ep 057/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.09it/s, loss=0.664, pair=0.008, adv=4.824, sprd=0.021]
Ep 057/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.19it/s, loss=0.664, pair=0.008, adv=4.824, sprd=0.021]
Ep 057/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.19it/s, loss=0.653, pair=0.002, adv=5.340, sprd=0.026]
Ep 057/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.05it/s, loss=0.653, pair=0.002, adv=5.340, sprd=0.026]
Ep 057/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.05it/s, loss=0.629, pair=0.000, adv=3.376, sprd=0.024]
Ep 057/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.13it/s, loss=0.629, pair=0.000, adv=3.376, sprd=0.024]
Ep 057/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.13it/s, loss=0.640, pair=0.001, adv=4.406, sprd=0.021]
Ep 057/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.07it/s, loss=0.640, pair=0.001, adv=4.406, sprd=0.021]
Ep 057/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.07it/s, loss=0.665, pair=0.000, adv=4.599, sprd=0.027]
Ep 057/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.16it/s, loss=0.665, pair=0.000, adv=4.599, sprd=0.027]
Ep 057/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.16it/s, loss=0.618, pair=0.000, adv=3.867, sprd=0.019]
Ep 057/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.07it/s, loss=0.618, pair=0.000, adv=3.867, sprd=0.019]
Ep 057/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.07it/s, loss=0.664, pair=0.000, adv=5.481, sprd=0.029]
Ep 057/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.13it/s, loss=0.664, pair=0.000, adv=5.481, sprd=0.029]
Ep 057/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:22,  2.13it/s, loss=0.627, pair=0.000, adv=4.362, sprd=0.018]
Ep 057/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.08it/s, loss=0.627, pair=0.000, adv=4.362, sprd=0.018]
Ep 057/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.08it/s, loss=0.629, pair=0.001, adv=5.233, sprd=0.016]
Ep 057/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.18it/s, loss=0.629, pair=0.001, adv=5.233, sprd=0.016]
Ep 057/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.18it/s, loss=0.630, pair=0.002, adv=4.725, sprd=0.023]
Ep 057/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.06it/s, loss=0.630, pair=0.002, adv=4.725, sprd=0.023]
Ep 057/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.06it/s, loss=0.612, pair=0.000, adv=3.395, sprd=0.021]
Ep 057/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.13it/s, loss=0.612, pair=0.000, adv=3.395, sprd=0.021]
Ep 057/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.13it/s, loss=0.658, pair=0.005, adv=5.041, sprd=0.025]
Ep 057/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.99it/s, loss=0.658, pair=0.005, adv=5.041, sprd=0.025]
Ep 057/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.99it/s, loss=0.665, pair=0.000, adv=5.646, sprd=0.022]
Ep 057/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.12it/s, loss=0.665, pair=0.000, adv=5.646, sprd=0.022]
Ep 057/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.12it/s, loss=0.626, pair=0.000, adv=5.647, sprd=0.019]
Ep 057/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.05it/s, loss=0.626, pair=0.000, adv=5.647, sprd=0.019]
Ep 057/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.05it/s, loss=0.677, pair=0.002, adv=4.771, sprd=0.033]
Ep 057/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.12it/s, loss=0.677, pair=0.002, adv=4.771, sprd=0.033]
Ep 057/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.12it/s, loss=0.626, pair=0.000, adv=4.465, sprd=0.021]
Ep 057/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.01it/s, loss=0.626, pair=0.000, adv=4.465, sprd=0.021]
Ep 057/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.01it/s, loss=0.638, pair=0.000, adv=4.493, sprd=0.020]
Ep 057/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.14it/s, loss=0.638, pair=0.000, adv=4.493, sprd=0.020]
Ep 057/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.14it/s, loss=0.638, pair=0.000, adv=4.775, sprd=0.018]
Ep 057/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.03it/s, loss=0.638, pair=0.000, adv=4.775, sprd=0.018]
Ep 057/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.03it/s, loss=0.621, pair=0.001, adv=5.255, sprd=0.017]
Ep 057/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.16it/s, loss=0.621, pair=0.001, adv=5.255, sprd=0.017]
Ep 057/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.16it/s, loss=0.592, pair=0.001, adv=2.973, sprd=0.022]
Ep 057/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:17,  1.94it/s, loss=0.592, pair=0.001, adv=2.973, sprd=0.022]
Ep 057/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:17,  1.94it/s, loss=0.630, pair=0.001, adv=3.902, sprd=0.016]
Ep 057/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.09it/s, loss=0.630, pair=0.001, adv=3.902, sprd=0.016]
Ep 057/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.09it/s, loss=0.647, pair=0.003, adv=4.793, sprd=0.022]
Ep 057/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.02it/s, loss=0.647, pair=0.003, adv=4.793, sprd=0.022]
Ep 057/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.02it/s, loss=0.621, pair=0.002, adv=4.471, sprd=0.019]
Ep 057/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.12it/s, loss=0.621, pair=0.002, adv=4.471, sprd=0.019]
Ep 057/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.12it/s, loss=0.657, pair=0.002, adv=4.427, sprd=0.015]
Ep 057/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.04it/s, loss=0.657, pair=0.002, adv=4.427, sprd=0.015]
Ep 057/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.04it/s, loss=0.569, pair=0.002, adv=3.225, sprd=0.014]
Ep 057/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.14it/s, loss=0.569, pair=0.002, adv=3.225, sprd=0.014]
Ep 057/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.14it/s, loss=0.643, pair=0.002, adv=6.897, sprd=0.022]
Ep 057/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.04it/s, loss=0.643, pair=0.002, adv=6.897, sprd=0.022]
Ep 057/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.04it/s, loss=0.633, pair=0.005, adv=4.011, sprd=0.018]
Ep 057/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.633, pair=0.005, adv=4.011, sprd=0.018]
Ep 057/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.662, pair=0.003, adv=5.175, sprd=0.026]
Ep 057/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.06it/s, loss=0.662, pair=0.003, adv=5.175, sprd=0.026]
Ep 057/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.06it/s, loss=0.629, pair=0.001, adv=3.800, sprd=0.019]
Ep 057/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.19it/s, loss=0.629, pair=0.001, adv=3.800, sprd=0.019]
Ep 057/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.19it/s, loss=0.653, pair=0.000, adv=6.176, sprd=0.025]
Ep 057/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.09it/s, loss=0.653, pair=0.000, adv=6.176, sprd=0.025]
Ep 057/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.09it/s, loss=0.615, pair=0.002, adv=3.478, sprd=0.016]
Ep 057/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.615, pair=0.002, adv=3.478, sprd=0.016]
Ep 057/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.639, pair=0.001, adv=4.257, sprd=0.012]
Ep 057/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.11it/s, loss=0.639, pair=0.001, adv=4.257, sprd=0.012]
Ep 057/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.11it/s, loss=0.683, pair=0.000, adv=4.327, sprd=0.027]
Ep 057/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.20it/s, loss=0.683, pair=0.000, adv=4.327, sprd=0.027]
Ep 057/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.20it/s, loss=0.609, pair=0.000, adv=3.297, sprd=0.022]
Ep 057/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.09it/s, loss=0.609, pair=0.000, adv=3.297, sprd=0.022]
Ep 057/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.09it/s, loss=0.538, pair=0.001, adv=3.090, sprd=0.011]
Ep 057/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.19it/s, loss=0.538, pair=0.001, adv=3.090, sprd=0.011]
Ep 057/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.19it/s, loss=0.607, pair=0.000, adv=5.177, sprd=0.017]
Ep 057/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.10it/s, loss=0.607, pair=0.000, adv=5.177, sprd=0.017]
Ep 057/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.10it/s, loss=0.670, pair=0.001, adv=4.875, sprd=0.030]
Ep 057/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.16it/s, loss=0.670, pair=0.001, adv=4.875, sprd=0.030]
Ep 057/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.16it/s, loss=0.681, pair=0.000, adv=4.986, sprd=0.027]
Ep 057/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.07it/s, loss=0.681, pair=0.000, adv=4.986, sprd=0.027]
Ep 057/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.07it/s, loss=0.629, pair=0.000, adv=5.085, sprd=0.017]
Ep 057/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.20it/s, loss=0.629, pair=0.000, adv=5.085, sprd=0.017]
Ep 057/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.20it/s, loss=0.650, pair=0.002, adv=3.981, sprd=0.020]
Ep 057/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.10it/s, loss=0.650, pair=0.002, adv=3.981, sprd=0.020]
Ep 057/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.10it/s, loss=1.140, pair=1.338, adv=6.217, sprd=0.027]
Ep 057/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:05,  2.18it/s, loss=1.140, pair=1.338, adv=6.217, sprd=0.027]
Ep 057/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.18it/s, loss=0.590, pair=0.004, adv=3.114, sprd=0.019]
Ep 057/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.590, pair=0.004, adv=3.114, sprd=0.019]
Ep 057/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.632, pair=0.008, adv=4.545, sprd=0.017]
Ep 057/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:04,  2.22it/s, loss=0.632, pair=0.008, adv=4.545, sprd=0.017]
Ep 057/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:04,  2.22it/s, loss=0.670, pair=0.006, adv=5.608, sprd=0.031]
Ep 057/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.670, pair=0.006, adv=5.608, sprd=0.031]
Ep 057/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.642, pair=0.004, adv=4.540, sprd=0.019]
Ep 057/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.17it/s, loss=0.642, pair=0.004, adv=4.540, sprd=0.019]
Ep 057/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.17it/s, loss=0.623, pair=0.007, adv=3.811, sprd=0.021]
Ep 057/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.04it/s, loss=0.623, pair=0.007, adv=3.811, sprd=0.021]
Ep 057/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.04it/s, loss=0.581, pair=0.007, adv=3.577, sprd=0.014]
Ep 057/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.14it/s, loss=0.581, pair=0.007, adv=3.577, sprd=0.014]
Ep 057/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.14it/s, loss=0.639, pair=0.004, adv=4.781, sprd=0.019]
Ep 057/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:03,  1.98it/s, loss=0.639, pair=0.004, adv=4.781, sprd=0.019]
Ep 057/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:03,  1.98it/s, loss=0.662, pair=0.003, adv=4.872, sprd=0.026]
Ep 057/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.10it/s, loss=0.662, pair=0.003, adv=4.872, sprd=0.026]
Ep 057/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.10it/s, loss=0.616, pair=0.000, adv=5.699, sprd=0.016]
Ep 057/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.04it/s, loss=0.616, pair=0.000, adv=5.699, sprd=0.016]
Ep 057/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.04it/s, loss=0.639, pair=0.000, adv=6.177, sprd=0.021]
Ep 057/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.15it/s, loss=0.639, pair=0.000, adv=6.177, sprd=0.021]
Ep 057/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.15it/s, loss=0.630, pair=0.001, adv=4.812, sprd=0.020]
Ep 057/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.07it/s, loss=0.630, pair=0.001, adv=4.812, sprd=0.020]
Ep 057/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.07it/s, loss=0.626, pair=0.000, adv=6.032, sprd=0.020]
Ep 057/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.18it/s, loss=0.626, pair=0.000, adv=6.032, sprd=0.020]
Ep 057/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.18it/s, loss=0.606, pair=0.000, adv=5.220, sprd=0.018]
Ep 057/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.08it/s, loss=0.606, pair=0.000, adv=5.220, sprd=0.018]
                                                                                                              
Epoch 057/80 [S3:+sens]  loss=0.6457  mat=0.2684  sens=1.0585  pair=0.0207  adv=5.0275(rand=3.47)  deg=0.0056  orth=0.0010  spread=0.0212  q_mean=52.1  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.46e-05  216s

Ep 058/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 058/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.637, pair=0.000, adv=4.402, sprd=0.025]
Ep 058/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:54,  1.18s/it, loss=0.637, pair=0.000, adv=4.402, sprd=0.025]
Ep 058/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:54,  1.18s/it, loss=0.609, pair=0.000, adv=5.371, sprd=0.018]
Ep 058/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:31,  1.36it/s, loss=0.609, pair=0.000, adv=5.371, sprd=0.018]
Ep 058/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:31,  1.36it/s, loss=0.656, pair=0.000, adv=6.645, sprd=0.029]
Ep 058/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.656, pair=0.000, adv=6.645, sprd=0.029]
Ep 058/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.583, pair=0.001, adv=4.377, sprd=0.012]
Ep 058/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:08,  1.81it/s, loss=0.583, pair=0.001, adv=4.377, sprd=0.012]
Ep 058/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:08,  1.81it/s, loss=0.637, pair=0.000, adv=4.169, sprd=0.015]
Ep 058/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:54,  1.91it/s, loss=0.637, pair=0.000, adv=4.169, sprd=0.015]
Ep 058/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:54,  1.91it/s, loss=0.647, pair=0.000, adv=4.878, sprd=0.026]
Ep 058/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:41,  2.02it/s, loss=0.647, pair=0.000, adv=4.878, sprd=0.026]
Ep 058/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:41,  2.02it/s, loss=0.625, pair=0.000, adv=5.185, sprd=0.023]
Ep 058/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:51,  1.93it/s, loss=0.625, pair=0.000, adv=5.185, sprd=0.023]
Ep 058/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:51,  1.93it/s, loss=0.643, pair=0.000, adv=4.463, sprd=0.023]
Ep 058/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.643, pair=0.000, adv=4.463, sprd=0.023]
Ep 058/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.608, pair=0.000, adv=4.760, sprd=0.015]
Ep 058/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:41,  2.01it/s, loss=0.608, pair=0.000, adv=4.760, sprd=0.015]
Ep 058/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:41,  2.01it/s, loss=0.609, pair=0.000, adv=6.198, sprd=0.017]
Ep 058/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:28,  2.12it/s, loss=0.609, pair=0.000, adv=6.198, sprd=0.017]
Ep 058/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:28,  2.12it/s, loss=0.619, pair=0.001, adv=5.615, sprd=0.018]
Ep 058/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:41,  1.99it/s, loss=0.619, pair=0.001, adv=5.615, sprd=0.018]
Ep 058/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:41,  1.99it/s, loss=0.603, pair=0.001, adv=3.567, sprd=0.019]
Ep 058/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.603, pair=0.001, adv=3.567, sprd=0.019]
Ep 058/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.707, pair=0.005, adv=4.557, sprd=0.037]
Ep 058/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:39,  2.00it/s, loss=0.707, pair=0.005, adv=4.557, sprd=0.037]
Ep 058/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:39,  2.00it/s, loss=1.305, pair=1.899, adv=5.313, sprd=0.023]
Ep 058/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:28,  2.10it/s, loss=1.305, pair=1.899, adv=5.313, sprd=0.023]
Ep 058/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:28,  2.10it/s, loss=0.547, pair=0.002, adv=3.097, sprd=0.013]
Ep 058/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:34,  2.04it/s, loss=0.547, pair=0.002, adv=3.097, sprd=0.013]
Ep 058/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:34,  2.04it/s, loss=0.650, pair=0.003, adv=6.284, sprd=0.025]
Ep 058/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.13it/s, loss=0.650, pair=0.003, adv=6.284, sprd=0.025]
Ep 058/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.13it/s, loss=0.617, pair=0.001, adv=4.143, sprd=0.018]
Ep 058/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:35,  2.02it/s, loss=0.617, pair=0.001, adv=4.143, sprd=0.018]
Ep 058/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:35,  2.02it/s, loss=0.586, pair=0.003, adv=5.082, sprd=0.012]
Ep 058/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=0.586, pair=0.003, adv=5.082, sprd=0.012]
Ep 058/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=0.666, pair=0.002, adv=4.256, sprd=0.028]
Ep 058/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:32,  2.04it/s, loss=0.666, pair=0.002, adv=4.256, sprd=0.028]
Ep 058/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:32,  2.04it/s, loss=0.673, pair=0.000, adv=4.194, sprd=0.032]
Ep 058/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:38,  1.98it/s, loss=0.673, pair=0.000, adv=4.194, sprd=0.032]
Ep 058/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:38,  1.98it/s, loss=0.615, pair=0.001, adv=3.732, sprd=0.018]
Ep 058/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:43,  1.93it/s, loss=0.615, pair=0.001, adv=3.732, sprd=0.018]
Ep 058/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:43,  1.93it/s, loss=0.630, pair=0.001, adv=5.216, sprd=0.016]
Ep 058/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:26,  2.09it/s, loss=0.630, pair=0.001, adv=5.216, sprd=0.016]
Ep 058/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:26,  2.09it/s, loss=0.645, pair=0.000, adv=5.030, sprd=0.025]
Ep 058/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:35,  2.00it/s, loss=0.645, pair=0.000, adv=5.030, sprd=0.025]
Ep 058/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:35,  2.00it/s, loss=0.678, pair=0.001, adv=6.596, sprd=0.032]
Ep 058/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.678, pair=0.001, adv=6.596, sprd=0.032]
Ep 058/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.679, pair=0.003, adv=5.606, sprd=0.027]
Ep 058/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:32,  2.02it/s, loss=0.679, pair=0.003, adv=5.606, sprd=0.027]
Ep 058/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:32,  2.02it/s, loss=0.643, pair=0.002, adv=5.811, sprd=0.023]
Ep 058/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:22,  2.11it/s, loss=0.643, pair=0.002, adv=5.811, sprd=0.023]
Ep 058/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:22,  2.11it/s, loss=0.629, pair=0.003, adv=4.803, sprd=0.018]
Ep 058/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.05it/s, loss=0.629, pair=0.003, adv=4.803, sprd=0.018]
Ep 058/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:28,  2.05it/s, loss=0.621, pair=0.001, adv=5.144, sprd=0.018]
Ep 058/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:17,  2.15it/s, loss=0.621, pair=0.001, adv=5.144, sprd=0.018]
Ep 058/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:17,  2.15it/s, loss=0.572, pair=0.003, adv=3.361, sprd=0.014]
Ep 058/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.572, pair=0.003, adv=3.361, sprd=0.014]
Ep 058/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:27,  2.04it/s, loss=0.682, pair=0.002, adv=4.986, sprd=0.031]
Ep 058/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.682, pair=0.002, adv=4.986, sprd=0.031]
Ep 058/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.635, pair=0.002, adv=5.458, sprd=0.021]
Ep 058/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.635, pair=0.002, adv=5.458, sprd=0.021]
Ep 058/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:24,  2.06it/s, loss=0.641, pair=0.001, adv=4.805, sprd=0.023]
Ep 058/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:16,  2.14it/s, loss=0.641, pair=0.001, adv=4.805, sprd=0.023]
Ep 058/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:16,  2.14it/s, loss=0.621, pair=0.000, adv=4.541, sprd=0.018]
Ep 058/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.621, pair=0.000, adv=4.541, sprd=0.018]
Ep 058/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:23,  2.06it/s, loss=0.641, pair=0.003, adv=6.608, sprd=0.023]
Ep 058/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.15it/s, loss=0.641, pair=0.003, adv=6.608, sprd=0.023]
Ep 058/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.15it/s, loss=0.628, pair=0.001, adv=5.331, sprd=0.019]
Ep 058/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:25,  2.03it/s, loss=0.628, pair=0.001, adv=5.331, sprd=0.019]
Ep 058/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:25,  2.03it/s, loss=0.638, pair=0.002, adv=5.561, sprd=0.021]
Ep 058/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.13it/s, loss=0.638, pair=0.002, adv=5.561, sprd=0.021]
Ep 058/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.13it/s, loss=0.604, pair=0.005, adv=4.974, sprd=0.017]
Ep 058/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.05it/s, loss=0.604, pair=0.005, adv=4.974, sprd=0.017]
Ep 058/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.05it/s, loss=0.630, pair=0.001, adv=4.411, sprd=0.020]
Ep 058/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:13,  2.15it/s, loss=0.630, pair=0.001, adv=4.411, sprd=0.020]
Ep 058/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:13,  2.15it/s, loss=0.649, pair=0.002, adv=6.022, sprd=0.028]
Ep 058/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:25,  2.02it/s, loss=0.649, pair=0.002, adv=6.022, sprd=0.028]
Ep 058/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:25,  2.02it/s, loss=0.626, pair=0.000, adv=5.521, sprd=0.022]
Ep 058/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:16,  2.11it/s, loss=0.626, pair=0.000, adv=5.521, sprd=0.022]
Ep 058/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:16,  2.11it/s, loss=0.660, pair=0.000, adv=5.391, sprd=0.027]
Ep 058/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:26,  1.99it/s, loss=0.660, pair=0.000, adv=5.391, sprd=0.027]
Ep 058/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:26,  1.99it/s, loss=0.653, pair=0.000, adv=5.398, sprd=0.023]
Ep 058/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:15,  2.10it/s, loss=0.653, pair=0.000, adv=5.398, sprd=0.023]
Ep 058/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:15,  2.10it/s, loss=0.660, pair=0.000, adv=4.304, sprd=0.025]
Ep 058/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:34,  1.91it/s, loss=0.660, pair=0.000, adv=4.304, sprd=0.025]
Ep 058/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:34,  1.91it/s, loss=0.600, pair=0.000, adv=5.423, sprd=0.016]
Ep 058/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:20,  2.04it/s, loss=0.600, pair=0.000, adv=5.423, sprd=0.016]
Ep 058/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:20,  2.04it/s, loss=0.638, pair=0.000, adv=4.354, sprd=0.021]
Ep 058/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:26,  1.97it/s, loss=0.638, pair=0.000, adv=4.354, sprd=0.021]
Ep 058/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:26,  1.97it/s, loss=1.183, pair=1.519, adv=7.211, sprd=0.024]
Ep 058/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:14,  2.09it/s, loss=1.183, pair=1.519, adv=7.211, sprd=0.024]
Ep 058/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:14,  2.09it/s, loss=0.643, pair=0.000, adv=6.059, sprd=0.021]
Ep 058/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.02it/s, loss=0.643, pair=0.000, adv=6.059, sprd=0.021]
Ep 058/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.02it/s, loss=0.631, pair=0.000, adv=5.822, sprd=0.021]
Ep 058/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:10,  2.12it/s, loss=0.631, pair=0.000, adv=5.822, sprd=0.021]
Ep 058/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:10,  2.12it/s, loss=0.650, pair=0.001, adv=6.169, sprd=0.023]
Ep 058/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.650, pair=0.001, adv=6.169, sprd=0.023]
Ep 058/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.645, pair=0.000, adv=5.479, sprd=0.027]
Ep 058/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:11,  2.11it/s, loss=0.645, pair=0.000, adv=5.479, sprd=0.027]
Ep 058/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:11,  2.11it/s, loss=0.648, pair=0.000, adv=6.604, sprd=0.024]
Ep 058/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:17,  2.03it/s, loss=0.648, pair=0.000, adv=6.604, sprd=0.024]
Ep 058/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:17,  2.03it/s, loss=0.571, pair=0.002, adv=4.600, sprd=0.012]
Ep 058/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.16it/s, loss=0.571, pair=0.002, adv=4.600, sprd=0.012]
Ep 058/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:05,  2.16it/s, loss=0.626, pair=0.001, adv=5.952, sprd=0.021]
Ep 058/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.626, pair=0.001, adv=5.952, sprd=0.021]
Ep 058/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.640, pair=0.002, adv=4.665, sprd=0.022]
Ep 058/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:03,  2.17it/s, loss=0.640, pair=0.002, adv=4.665, sprd=0.022]
Ep 058/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:03,  2.17it/s, loss=0.690, pair=0.001, adv=4.696, sprd=0.032]
Ep 058/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:15,  2.03it/s, loss=0.690, pair=0.001, adv=4.696, sprd=0.032]
Ep 058/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:15,  2.03it/s, loss=0.617, pair=0.000, adv=4.014, sprd=0.018]
Ep 058/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.617, pair=0.000, adv=4.014, sprd=0.018]
Ep 058/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:05,  2.14it/s, loss=0.615, pair=0.001, adv=4.369, sprd=0.012]
Ep 058/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:07,  2.11it/s, loss=0.615, pair=0.001, adv=4.369, sprd=0.012]
Ep 058/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:07,  2.11it/s, loss=0.648, pair=0.001, adv=4.322, sprd=0.022]
Ep 058/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<02:59,  2.20it/s, loss=0.648, pair=0.001, adv=4.322, sprd=0.022]
Ep 058/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<02:59,  2.20it/s, loss=0.624, pair=0.001, adv=4.317, sprd=0.011]
Ep 058/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:07,  2.10it/s, loss=0.624, pair=0.001, adv=4.317, sprd=0.011]
Ep 058/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:07,  2.10it/s, loss=0.638, pair=0.002, adv=5.305, sprd=0.023]
Ep 058/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:00,  2.18it/s, loss=0.638, pair=0.002, adv=5.305, sprd=0.023]
Ep 058/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:00,  2.18it/s, loss=0.605, pair=0.002, adv=5.804, sprd=0.016]
Ep 058/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.605, pair=0.002, adv=5.804, sprd=0.016]
Ep 058/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.599, pair=0.003, adv=4.312, sprd=0.015]
Ep 058/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.599, pair=0.003, adv=4.312, sprd=0.015]
Ep 058/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.662, pair=0.000, adv=5.367, sprd=0.018]
Ep 058/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:05,  2.10it/s, loss=0.662, pair=0.000, adv=5.367, sprd=0.018]
Ep 058/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:05,  2.10it/s, loss=0.604, pair=0.000, adv=4.891, sprd=0.014]
Ep 058/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:55,  2.22it/s, loss=0.604, pair=0.000, adv=4.891, sprd=0.014]
Ep 058/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:55,  2.22it/s, loss=0.601, pair=0.001, adv=4.646, sprd=0.017]
Ep 058/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:06,  2.08it/s, loss=0.601, pair=0.001, adv=4.646, sprd=0.017]
Ep 058/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:06,  2.08it/s, loss=0.689, pair=0.000, adv=4.864, sprd=0.031]
Ep 058/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.689, pair=0.000, adv=4.864, sprd=0.031]
Ep 058/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.621, pair=0.000, adv=5.709, sprd=0.018]
Ep 058/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.621, pair=0.000, adv=5.709, sprd=0.018]
Ep 058/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:05,  2.08it/s, loss=0.623, pair=0.000, adv=4.865, sprd=0.020]
Ep 058/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:56,  2.18it/s, loss=0.623, pair=0.000, adv=4.865, sprd=0.020]
Ep 058/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:56,  2.18it/s, loss=0.661, pair=0.000, adv=5.345, sprd=0.023]
Ep 058/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:05,  2.07it/s, loss=0.661, pair=0.000, adv=5.345, sprd=0.023]
Ep 058/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:05,  2.07it/s, loss=0.613, pair=0.000, adv=5.881, sprd=0.017]
Ep 058/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:55,  2.18it/s, loss=0.613, pair=0.000, adv=5.881, sprd=0.017]
Ep 058/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:55,  2.18it/s, loss=0.661, pair=0.003, adv=6.667, sprd=0.026]
Ep 058/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:14,  1.97it/s, loss=0.661, pair=0.003, adv=6.667, sprd=0.026]
Ep 058/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:14,  1.97it/s, loss=0.642, pair=0.006, adv=6.656, sprd=0.024]
Ep 058/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.07it/s, loss=0.642, pair=0.006, adv=6.656, sprd=0.024]
Ep 058/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.07it/s, loss=0.642, pair=0.003, adv=6.407, sprd=0.026]
Ep 058/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:11,  1.99it/s, loss=0.642, pair=0.003, adv=6.407, sprd=0.026]
Ep 058/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:11,  1.99it/s, loss=0.636, pair=0.001, adv=5.083, sprd=0.021]
Ep 058/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:01,  2.09it/s, loss=0.636, pair=0.001, adv=5.083, sprd=0.021]
Ep 058/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:01,  2.09it/s, loss=0.670, pair=0.002, adv=3.562, sprd=0.027]
Ep 058/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.02it/s, loss=0.670, pair=0.002, adv=3.562, sprd=0.027]
Ep 058/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:06,  2.02it/s, loss=0.621, pair=0.001, adv=5.284, sprd=0.019]
Ep 058/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:58,  2.12it/s, loss=0.621, pair=0.001, adv=5.284, sprd=0.019]
Ep 058/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:58,  2.12it/s, loss=0.662, pair=0.002, adv=4.440, sprd=0.022]
Ep 058/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.07it/s, loss=0.662, pair=0.002, adv=4.440, sprd=0.022]
Ep 058/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:01,  2.07it/s, loss=0.609, pair=0.001, adv=4.736, sprd=0.017]
Ep 058/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:52,  2.18it/s, loss=0.609, pair=0.001, adv=4.736, sprd=0.017]
Ep 058/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:52,  2.18it/s, loss=0.663, pair=0.002, adv=5.459, sprd=0.023]
Ep 058/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.09it/s, loss=0.663, pair=0.002, adv=5.459, sprd=0.023]
Ep 058/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<02:58,  2.09it/s, loss=0.603, pair=0.001, adv=6.134, sprd=0.017]
Ep 058/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:51,  2.18it/s, loss=0.603, pair=0.001, adv=6.134, sprd=0.017]
Ep 058/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:51,  2.18it/s, loss=0.678, pair=0.002, adv=4.593, sprd=0.018]
Ep 058/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:54,  2.13it/s, loss=0.678, pair=0.002, adv=4.593, sprd=0.018]
Ep 058/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:54,  2.13it/s, loss=0.651, pair=0.000, adv=5.972, sprd=0.024]
Ep 058/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:47,  2.21it/s, loss=0.651, pair=0.000, adv=5.972, sprd=0.024]
Ep 058/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:47,  2.21it/s, loss=0.669, pair=0.000, adv=5.698, sprd=0.018]
Ep 058/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:56,  2.09it/s, loss=0.669, pair=0.000, adv=5.698, sprd=0.018]
Ep 058/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:56,  2.09it/s, loss=0.607, pair=0.000, adv=5.945, sprd=0.019]
Ep 058/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:49,  2.17it/s, loss=0.607, pair=0.000, adv=5.945, sprd=0.019]
Ep 058/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:49,  2.17it/s, loss=0.633, pair=0.000, adv=3.616, sprd=0.020]
Ep 058/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:59,  2.05it/s, loss=0.633, pair=0.000, adv=3.616, sprd=0.020]
Ep 058/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:59,  2.05it/s, loss=0.682, pair=0.000, adv=4.932, sprd=0.028]
Ep 058/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.682, pair=0.000, adv=4.932, sprd=0.028]
Ep 058/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.14it/s, loss=0.637, pair=0.000, adv=3.615, sprd=0.024]
Ep 058/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:00,  2.03it/s, loss=0.637, pair=0.000, adv=3.615, sprd=0.024]
Ep 058/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:00,  2.03it/s, loss=0.631, pair=0.000, adv=5.032, sprd=0.019]
Ep 058/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:50,  2.15it/s, loss=0.631, pair=0.000, adv=5.032, sprd=0.019]
Ep 058/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:50,  2.15it/s, loss=0.652, pair=0.000, adv=5.201, sprd=0.028]
Ep 058/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.03it/s, loss=0.652, pair=0.000, adv=5.201, sprd=0.028]
Ep 058/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.03it/s, loss=0.636, pair=0.000, adv=5.412, sprd=0.021]
Ep 058/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.636, pair=0.000, adv=5.412, sprd=0.021]
Ep 058/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:50,  2.13it/s, loss=0.687, pair=0.000, adv=4.893, sprd=0.030]
Ep 058/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:56,  2.06it/s, loss=0.687, pair=0.000, adv=4.893, sprd=0.030]
Ep 058/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:56,  2.06it/s, loss=0.662, pair=0.000, adv=6.028, sprd=0.027]
Ep 058/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:48,  2.14it/s, loss=0.662, pair=0.000, adv=6.028, sprd=0.027]
Ep 058/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:48,  2.14it/s, loss=0.670, pair=0.000, adv=7.254, sprd=0.026]
Ep 058/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.670, pair=0.000, adv=7.254, sprd=0.026]
Ep 058/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.622, pair=0.000, adv=5.911, sprd=0.022]
Ep 058/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.622, pair=0.000, adv=5.911, sprd=0.022]
Ep 058/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:47,  2.14it/s, loss=0.650, pair=0.000, adv=6.609, sprd=0.022]
Ep 058/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:55,  2.04it/s, loss=0.650, pair=0.000, adv=6.609, sprd=0.022]
Ep 058/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:55,  2.04it/s, loss=0.657, pair=0.000, adv=6.007, sprd=0.025]
Ep 058/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:47,  2.13it/s, loss=0.657, pair=0.000, adv=6.007, sprd=0.025]
Ep 058/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:47,  2.13it/s, loss=0.629, pair=0.000, adv=5.955, sprd=0.020]
Ep 058/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.03it/s, loss=0.629, pair=0.000, adv=5.955, sprd=0.020]
Ep 058/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.03it/s, loss=0.625, pair=0.000, adv=5.618, sprd=0.021]
Ep 058/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:46,  2.13it/s, loss=0.625, pair=0.000, adv=5.618, sprd=0.021]
Ep 058/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:46,  2.13it/s, loss=0.603, pair=0.000, adv=4.868, sprd=0.017]
Ep 058/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<03:06,  1.90it/s, loss=0.603, pair=0.000, adv=4.868, sprd=0.017]
Ep 058/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<03:06,  1.90it/s, loss=0.623, pair=0.000, adv=4.425, sprd=0.018]
Ep 058/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:54,  2.02it/s, loss=0.623, pair=0.000, adv=4.425, sprd=0.018]
Ep 058/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:54,  2.02it/s, loss=0.658, pair=0.000, adv=4.615, sprd=0.020]
Ep 058/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:55,  2.01it/s, loss=0.658, pair=0.000, adv=4.615, sprd=0.020]
Ep 058/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:55,  2.01it/s, loss=0.673, pair=0.000, adv=4.797, sprd=0.025]
Ep 058/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:45,  2.12it/s, loss=0.673, pair=0.000, adv=4.797, sprd=0.025]
Ep 058/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:45,  2.12it/s, loss=0.644, pair=0.000, adv=6.712, sprd=0.021]
Ep 058/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:49,  2.07it/s, loss=0.644, pair=0.000, adv=6.712, sprd=0.021]
Ep 058/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:49,  2.07it/s, loss=0.604, pair=0.000, adv=4.465, sprd=0.013]
Ep 058/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:38,  2.20it/s, loss=0.604, pair=0.000, adv=4.465, sprd=0.013]
Ep 058/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:38,  2.20it/s, loss=0.648, pair=0.000, adv=6.079, sprd=0.016]
Ep 058/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:48,  2.07it/s, loss=0.648, pair=0.000, adv=6.079, sprd=0.016]
Ep 058/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:48,  2.07it/s, loss=0.653, pair=0.000, adv=7.620, sprd=0.025]
Ep 058/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.653, pair=0.000, adv=7.620, sprd=0.025]
Ep 058/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.625, pair=0.001, adv=4.873, sprd=0.020]
Ep 058/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:48,  2.05it/s, loss=0.625, pair=0.001, adv=4.873, sprd=0.020]
Ep 058/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:48,  2.05it/s, loss=0.629, pair=0.000, adv=4.537, sprd=0.016]
Ep 058/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:37,  2.19it/s, loss=0.629, pair=0.000, adv=4.537, sprd=0.016]
Ep 058/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:37,  2.19it/s, loss=0.671, pair=0.000, adv=4.881, sprd=0.025]
Ep 058/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:44,  2.09it/s, loss=0.671, pair=0.000, adv=4.881, sprd=0.025]
Ep 058/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:44,  2.09it/s, loss=0.602, pair=0.000, adv=5.080, sprd=0.015]
Ep 058/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:35,  2.21it/s, loss=0.602, pair=0.000, adv=5.080, sprd=0.015]
Ep 058/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:35,  2.21it/s, loss=0.600, pair=0.000, adv=4.118, sprd=0.012]
Ep 058/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:40,  2.13it/s, loss=0.600, pair=0.000, adv=4.118, sprd=0.012]
Ep 058/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:40,  2.13it/s, loss=0.628, pair=0.001, adv=4.473, sprd=0.020]
Ep 058/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:33,  2.22it/s, loss=0.628, pair=0.001, adv=4.473, sprd=0.020]
Ep 058/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:33,  2.22it/s, loss=0.695, pair=0.000, adv=6.037, sprd=0.031]
Ep 058/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.06it/s, loss=0.695, pair=0.000, adv=6.037, sprd=0.031]
Ep 058/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:45,  2.06it/s, loss=0.596, pair=0.000, adv=6.277, sprd=0.014]
Ep 058/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:33,  2.20it/s, loss=0.596, pair=0.000, adv=6.277, sprd=0.014]
Ep 058/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:33,  2.20it/s, loss=0.639, pair=0.000, adv=5.159, sprd=0.023]
Ep 058/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.05it/s, loss=0.639, pair=0.000, adv=5.159, sprd=0.023]
Ep 058/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:44,  2.05it/s, loss=0.607, pair=0.000, adv=4.902, sprd=0.018]
Ep 058/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:37,  2.14it/s, loss=0.607, pair=0.000, adv=4.902, sprd=0.018]
Ep 058/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:37,  2.14it/s, loss=0.636, pair=0.000, adv=5.432, sprd=0.020]
Ep 058/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.636, pair=0.000, adv=5.432, sprd=0.020]
Ep 058/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:42,  2.07it/s, loss=0.593, pair=0.000, adv=6.616, sprd=0.015]
Ep 058/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:33,  2.18it/s, loss=0.593, pair=0.000, adv=6.616, sprd=0.015]
Ep 058/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:33,  2.18it/s, loss=0.653, pair=0.000, adv=5.482, sprd=0.021]
Ep 058/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:36,  2.13it/s, loss=0.653, pair=0.000, adv=5.482, sprd=0.021]
Ep 058/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:36,  2.13it/s, loss=0.619, pair=0.000, adv=4.629, sprd=0.021]
Ep 058/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:32,  2.18it/s, loss=0.619, pair=0.000, adv=4.629, sprd=0.021]
Ep 058/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:32,  2.18it/s, loss=0.626, pair=0.001, adv=5.370, sprd=0.019]
Ep 058/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:36,  2.12it/s, loss=0.626, pair=0.001, adv=5.370, sprd=0.019]
Ep 058/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:36,  2.12it/s, loss=0.654, pair=0.004, adv=5.052, sprd=0.022]
Ep 058/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:29,  2.22it/s, loss=0.654, pair=0.004, adv=5.052, sprd=0.022]
Ep 058/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:29,  2.22it/s, loss=0.633, pair=0.000, adv=4.967, sprd=0.018]
Ep 058/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:36,  2.10it/s, loss=0.633, pair=0.000, adv=4.967, sprd=0.018]
Ep 058/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:36,  2.10it/s, loss=0.625, pair=0.001, adv=6.025, sprd=0.019]
Ep 058/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:29,  2.20it/s, loss=0.625, pair=0.001, adv=6.025, sprd=0.019]
Ep 058/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:29,  2.20it/s, loss=0.610, pair=0.000, adv=5.258, sprd=0.018]
Ep 058/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.610, pair=0.000, adv=5.258, sprd=0.018]
Ep 058/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.644, pair=0.001, adv=6.128, sprd=0.022]
Ep 058/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.18it/s, loss=0.644, pair=0.001, adv=6.128, sprd=0.022]
Ep 058/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:29,  2.18it/s, loss=0.605, pair=0.004, adv=5.922, sprd=0.014]
Ep 058/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:44,  1.99it/s, loss=0.605, pair=0.004, adv=5.922, sprd=0.014]
Ep 058/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:44,  1.99it/s, loss=0.627, pair=0.005, adv=4.873, sprd=0.021]
Ep 058/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:35,  2.09it/s, loss=0.627, pair=0.005, adv=4.873, sprd=0.021]
Ep 058/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:35,  2.09it/s, loss=0.640, pair=0.003, adv=6.046, sprd=0.024]
Ep 058/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:42,  2.00it/s, loss=0.640, pair=0.003, adv=6.046, sprd=0.024]
Ep 058/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:42,  2.00it/s, loss=0.689, pair=0.001, adv=6.533, sprd=0.036]
Ep 058/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:35,  2.07it/s, loss=0.689, pair=0.001, adv=6.533, sprd=0.036]
Ep 058/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:35,  2.07it/s, loss=0.635, pair=0.003, adv=5.772, sprd=0.021]
Ep 058/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:42,  1.98it/s, loss=0.635, pair=0.003, adv=5.772, sprd=0.021]
Ep 058/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:42,  1.98it/s, loss=0.656, pair=0.002, adv=5.932, sprd=0.026]
Ep 058/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:34,  2.08it/s, loss=0.656, pair=0.002, adv=5.932, sprd=0.026]
Ep 058/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:34,  2.08it/s, loss=0.628, pair=0.003, adv=5.440, sprd=0.020]
Ep 058/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:40,  2.00it/s, loss=0.628, pair=0.003, adv=5.440, sprd=0.020]
Ep 058/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:40,  2.00it/s, loss=0.580, pair=0.004, adv=4.759, sprd=0.011]
Ep 058/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:29,  2.14it/s, loss=0.580, pair=0.004, adv=4.759, sprd=0.011]
Ep 058/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:29,  2.14it/s, loss=0.663, pair=0.001, adv=5.900, sprd=0.019]
Ep 058/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:35,  2.04it/s, loss=0.663, pair=0.001, adv=5.900, sprd=0.019]
Ep 058/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:35,  2.04it/s, loss=0.658, pair=0.003, adv=6.631, sprd=0.024]
Ep 058/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.15it/s, loss=0.658, pair=0.003, adv=6.631, sprd=0.024]
Ep 058/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:27,  2.15it/s, loss=0.607, pair=0.004, adv=5.539, sprd=0.016]
Ep 058/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:34,  2.04it/s, loss=0.607, pair=0.004, adv=5.539, sprd=0.016]
Ep 058/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:34,  2.04it/s, loss=0.666, pair=0.001, adv=6.520, sprd=0.028]
Ep 058/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:28,  2.13it/s, loss=0.666, pair=0.001, adv=6.520, sprd=0.028]
Ep 058/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:28,  2.13it/s, loss=0.640, pair=0.000, adv=6.316, sprd=0.021]
Ep 058/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.03it/s, loss=0.640, pair=0.000, adv=6.316, sprd=0.021]
Ep 058/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.03it/s, loss=0.644, pair=0.003, adv=5.977, sprd=0.023]
Ep 058/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:27,  2.13it/s, loss=0.644, pair=0.003, adv=5.977, sprd=0.023]
Ep 058/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:27,  2.13it/s, loss=0.664, pair=0.001, adv=7.523, sprd=0.029]
Ep 058/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:33,  2.03it/s, loss=0.664, pair=0.001, adv=7.523, sprd=0.029]
Ep 058/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:33,  2.03it/s, loss=0.632, pair=0.002, adv=3.962, sprd=0.020]
Ep 058/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:24,  2.14it/s, loss=0.632, pair=0.002, adv=3.962, sprd=0.020]
Ep 058/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:24,  2.14it/s, loss=0.624, pair=0.002, adv=4.593, sprd=0.018]
Ep 058/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:31,  2.05it/s, loss=0.624, pair=0.002, adv=4.593, sprd=0.018]
Ep 058/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:31,  2.05it/s, loss=0.631, pair=0.002, adv=4.942, sprd=0.017]
Ep 058/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.18it/s, loss=0.631, pair=0.002, adv=4.942, sprd=0.017]
Ep 058/80 [S3:+sens]:  32%|▋ | 144/453 [01:10<02:21,  2.18it/s, loss=0.646, pair=0.004, adv=5.793, sprd=0.022]
Ep 058/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:30,  2.05it/s, loss=0.646, pair=0.004, adv=5.793, sprd=0.022]
Ep 058/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:30,  2.05it/s, loss=0.619, pair=0.004, adv=5.991, sprd=0.019]
Ep 058/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.14it/s, loss=0.619, pair=0.004, adv=5.991, sprd=0.019]
Ep 058/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:23,  2.14it/s, loss=0.669, pair=0.004, adv=8.284, sprd=0.027]
Ep 058/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:29,  2.05it/s, loss=0.669, pair=0.004, adv=8.284, sprd=0.027]
Ep 058/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:29,  2.05it/s, loss=0.623, pair=0.008, adv=4.211, sprd=0.016]
Ep 058/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.18it/s, loss=0.623, pair=0.008, adv=4.211, sprd=0.016]
Ep 058/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.18it/s, loss=0.678, pair=0.006, adv=5.677, sprd=0.029]
Ep 058/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.678, pair=0.006, adv=5.677, sprd=0.029]
Ep 058/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:27,  2.06it/s, loss=0.701, pair=0.004, adv=6.053, sprd=0.035]
Ep 058/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:23,  2.11it/s, loss=0.701, pair=0.004, adv=6.053, sprd=0.035]
Ep 058/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:23,  2.11it/s, loss=0.643, pair=0.006, adv=5.067, sprd=0.024]
Ep 058/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:38,  1.90it/s, loss=0.643, pair=0.006, adv=5.067, sprd=0.024]
Ep 058/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:38,  1.90it/s, loss=0.639, pair=0.004, adv=5.277, sprd=0.021]
Ep 058/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:27,  2.04it/s, loss=0.639, pair=0.004, adv=5.277, sprd=0.021]
Ep 058/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:27,  2.04it/s, loss=0.671, pair=0.001, adv=4.843, sprd=0.028]
Ep 058/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:31,  1.98it/s, loss=0.671, pair=0.001, adv=4.843, sprd=0.028]
Ep 058/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:31,  1.98it/s, loss=0.623, pair=0.002, adv=5.394, sprd=0.017]
Ep 058/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.13it/s, loss=0.623, pair=0.002, adv=5.394, sprd=0.017]
Ep 058/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.13it/s, loss=0.616, pair=0.001, adv=4.871, sprd=0.019]
Ep 058/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:27,  2.02it/s, loss=0.616, pair=0.001, adv=4.871, sprd=0.019]
Ep 058/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:27,  2.02it/s, loss=0.588, pair=0.001, adv=5.872, sprd=0.015]
Ep 058/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:18,  2.14it/s, loss=0.588, pair=0.001, adv=5.872, sprd=0.015]
Ep 058/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:18,  2.14it/s, loss=0.634, pair=0.001, adv=5.438, sprd=0.020]
Ep 058/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:21,  2.09it/s, loss=0.634, pair=0.001, adv=5.438, sprd=0.020]
Ep 058/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:21,  2.09it/s, loss=0.607, pair=0.001, adv=5.977, sprd=0.017]
Ep 058/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:14,  2.19it/s, loss=0.607, pair=0.001, adv=5.977, sprd=0.017]
Ep 058/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:14,  2.19it/s, loss=0.644, pair=0.002, adv=7.238, sprd=0.024]
Ep 058/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:21,  2.08it/s, loss=0.644, pair=0.002, adv=7.238, sprd=0.024]
Ep 058/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:21,  2.08it/s, loss=0.609, pair=0.001, adv=3.874, sprd=0.015]
Ep 058/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:13,  2.20it/s, loss=0.609, pair=0.001, adv=3.874, sprd=0.015]
Ep 058/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:13,  2.20it/s, loss=0.634, pair=0.001, adv=6.299, sprd=0.020]
Ep 058/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.09it/s, loss=0.634, pair=0.001, adv=6.299, sprd=0.020]
Ep 058/80 [S3:+sens]:  36%|▋ | 161/453 [01:18<02:19,  2.09it/s, loss=0.643, pair=0.002, adv=5.086, sprd=0.024]
Ep 058/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:14,  2.17it/s, loss=0.643, pair=0.002, adv=5.086, sprd=0.024]
Ep 058/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:14,  2.17it/s, loss=0.647, pair=0.002, adv=6.200, sprd=0.022]
Ep 058/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:18,  2.09it/s, loss=0.647, pair=0.002, adv=6.200, sprd=0.022]
Ep 058/80 [S3:+sens]:  36%|▋ | 163/453 [01:19<02:18,  2.09it/s, loss=0.667, pair=0.002, adv=6.024, sprd=0.027]
Ep 058/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:14,  2.15it/s, loss=0.667, pair=0.002, adv=6.024, sprd=0.027]
Ep 058/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:14,  2.15it/s, loss=0.622, pair=0.004, adv=5.469, sprd=0.020]
Ep 058/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:19,  2.07it/s, loss=0.622, pair=0.004, adv=5.469, sprd=0.020]
Ep 058/80 [S3:+sens]:  36%|▋ | 165/453 [01:20<02:19,  2.07it/s, loss=0.647, pair=0.003, adv=6.975, sprd=0.024]
Ep 058/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:12,  2.16it/s, loss=0.647, pair=0.003, adv=6.975, sprd=0.024]
Ep 058/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:12,  2.16it/s, loss=0.639, pair=0.006, adv=4.965, sprd=0.019]
Ep 058/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:18,  2.07it/s, loss=0.639, pair=0.006, adv=4.965, sprd=0.019]
Ep 058/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:18,  2.07it/s, loss=0.622, pair=0.005, adv=5.102, sprd=0.019]
Ep 058/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:12,  2.15it/s, loss=0.622, pair=0.005, adv=5.102, sprd=0.019]
Ep 058/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:12,  2.15it/s, loss=0.685, pair=0.005, adv=5.872, sprd=0.031]
Ep 058/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.685, pair=0.005, adv=5.872, sprd=0.031]
Ep 058/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.655, pair=0.003, adv=6.275, sprd=0.021]
Ep 058/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.15it/s, loss=0.655, pair=0.003, adv=6.275, sprd=0.021]
Ep 058/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:11,  2.15it/s, loss=0.681, pair=0.006, adv=6.168, sprd=0.024]
Ep 058/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.681, pair=0.006, adv=6.168, sprd=0.024]
Ep 058/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.605, pair=0.002, adv=5.096, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:05,  2.24it/s, loss=0.605, pair=0.002, adv=5.096, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:05,  2.24it/s, loss=0.608, pair=0.004, adv=4.001, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:11,  2.13it/s, loss=0.608, pair=0.004, adv=4.001, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:11,  2.13it/s, loss=0.610, pair=0.002, adv=5.193, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:04,  2.24it/s, loss=0.610, pair=0.002, adv=5.193, sprd=0.015]
Ep 058/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:04,  2.24it/s, loss=0.636, pair=0.002, adv=6.489, sprd=0.025]
Ep 058/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:13,  2.08it/s, loss=0.636, pair=0.002, adv=6.489, sprd=0.025]
Ep 058/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:13,  2.08it/s, loss=0.634, pair=0.004, adv=6.270, sprd=0.024]
Ep 058/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.634, pair=0.004, adv=6.270, sprd=0.024]
Ep 058/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:09,  2.14it/s, loss=0.640, pair=0.004, adv=6.162, sprd=0.026]
Ep 058/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:16,  2.02it/s, loss=0.640, pair=0.004, adv=6.162, sprd=0.026]
Ep 058/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:16,  2.02it/s, loss=0.644, pair=0.001, adv=6.310, sprd=0.025]
Ep 058/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:10,  2.11it/s, loss=0.644, pair=0.001, adv=6.310, sprd=0.025]
Ep 058/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:10,  2.11it/s, loss=0.609, pair=0.000, adv=4.004, sprd=0.015]
Ep 058/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:21,  1.94it/s, loss=0.609, pair=0.000, adv=4.004, sprd=0.015]
Ep 058/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:21,  1.94it/s, loss=0.638, pair=0.002, adv=4.891, sprd=0.017]
Ep 058/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:10,  2.09it/s, loss=0.638, pair=0.002, adv=4.891, sprd=0.017]
Ep 058/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:10,  2.09it/s, loss=0.624, pair=0.000, adv=5.778, sprd=0.020]
Ep 058/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:13,  2.03it/s, loss=0.624, pair=0.000, adv=5.778, sprd=0.020]
Ep 058/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:13,  2.03it/s, loss=0.625, pair=0.002, adv=4.820, sprd=0.022]
Ep 058/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:07,  2.12it/s, loss=0.625, pair=0.002, adv=4.820, sprd=0.022]
Ep 058/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:07,  2.12it/s, loss=0.636, pair=0.000, adv=4.843, sprd=0.020]
Ep 058/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:12,  2.04it/s, loss=0.636, pair=0.000, adv=4.843, sprd=0.020]
Ep 058/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:12,  2.04it/s, loss=0.659, pair=0.002, adv=6.844, sprd=0.028]
Ep 058/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.12it/s, loss=0.659, pair=0.002, adv=6.844, sprd=0.028]
Ep 058/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:06,  2.12it/s, loss=0.637, pair=0.000, adv=5.526, sprd=0.015]
Ep 058/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.09it/s, loss=0.637, pair=0.000, adv=5.526, sprd=0.015]
Ep 058/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.09it/s, loss=0.658, pair=0.000, adv=5.095, sprd=0.024]
Ep 058/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.17it/s, loss=0.658, pair=0.000, adv=5.095, sprd=0.024]
Ep 058/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:02,  2.17it/s, loss=0.667, pair=0.000, adv=4.781, sprd=0.027]
Ep 058/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:11,  2.02it/s, loss=0.667, pair=0.000, adv=4.781, sprd=0.027]
Ep 058/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:11,  2.02it/s, loss=0.632, pair=0.000, adv=6.759, sprd=0.017]
Ep 058/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.632, pair=0.000, adv=6.759, sprd=0.017]
Ep 058/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.595, pair=0.001, adv=5.328, sprd=0.014]
Ep 058/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:04,  2.12it/s, loss=0.595, pair=0.001, adv=5.328, sprd=0.014]
Ep 058/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:04,  2.12it/s, loss=0.615, pair=0.003, adv=4.806, sprd=0.018]
Ep 058/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<01:59,  2.19it/s, loss=0.615, pair=0.003, adv=4.806, sprd=0.018]
Ep 058/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<01:59,  2.19it/s, loss=0.623, pair=0.003, adv=5.009, sprd=0.019]
Ep 058/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:04,  2.10it/s, loss=0.623, pair=0.003, adv=5.009, sprd=0.019]
Ep 058/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:04,  2.10it/s, loss=0.590, pair=0.003, adv=5.843, sprd=0.014]
Ep 058/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:58,  2.21it/s, loss=0.590, pair=0.003, adv=5.843, sprd=0.014]
Ep 058/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:58,  2.21it/s, loss=0.692, pair=0.005, adv=5.838, sprd=0.025]
Ep 058/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:04,  2.08it/s, loss=0.692, pair=0.005, adv=5.838, sprd=0.025]
Ep 058/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:04,  2.08it/s, loss=0.650, pair=0.001, adv=4.650, sprd=0.023]
Ep 058/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.17it/s, loss=0.650, pair=0.001, adv=4.650, sprd=0.023]
Ep 058/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.17it/s, loss=0.690, pair=0.002, adv=5.296, sprd=0.033]
Ep 058/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:06,  2.04it/s, loss=0.690, pair=0.002, adv=5.296, sprd=0.033]
Ep 058/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:06,  2.04it/s, loss=0.671, pair=0.002, adv=5.162, sprd=0.028]
Ep 058/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.13it/s, loss=0.671, pair=0.002, adv=5.162, sprd=0.028]
Ep 058/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.13it/s, loss=0.607, pair=0.001, adv=5.622, sprd=0.018]
Ep 058/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:05,  2.04it/s, loss=0.607, pair=0.001, adv=5.622, sprd=0.018]
Ep 058/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:05,  2.04it/s, loss=0.631, pair=0.006, adv=4.995, sprd=0.022]
Ep 058/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:00,  2.12it/s, loss=0.631, pair=0.006, adv=4.995, sprd=0.022]
Ep 058/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:00,  2.12it/s, loss=0.623, pair=0.004, adv=5.115, sprd=0.019]
Ep 058/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:05,  2.02it/s, loss=0.623, pair=0.004, adv=5.115, sprd=0.019]
Ep 058/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:05,  2.02it/s, loss=0.624, pair=0.001, adv=4.858, sprd=0.020]
Ep 058/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:59,  2.12it/s, loss=0.624, pair=0.001, adv=4.858, sprd=0.020]
Ep 058/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:59,  2.12it/s, loss=0.592, pair=0.001, adv=4.897, sprd=0.014]
Ep 058/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.05it/s, loss=0.592, pair=0.001, adv=4.897, sprd=0.014]
Ep 058/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:03,  2.05it/s, loss=0.610, pair=0.001, adv=4.393, sprd=0.018]
Ep 058/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.610, pair=0.001, adv=4.393, sprd=0.018]
Ep 058/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.614, pair=0.000, adv=4.780, sprd=0.017]
Ep 058/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:01,  2.06it/s, loss=0.614, pair=0.000, adv=4.780, sprd=0.017]
Ep 058/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<02:01,  2.06it/s, loss=0.643, pair=0.001, adv=5.480, sprd=0.020]
Ep 058/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.17it/s, loss=0.643, pair=0.001, adv=5.480, sprd=0.020]
Ep 058/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.17it/s, loss=0.669, pair=0.002, adv=6.273, sprd=0.027]
Ep 058/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.06it/s, loss=0.669, pair=0.002, adv=6.273, sprd=0.027]
Ep 058/80 [S3:+sens]:  45%|▉ | 205/453 [01:39<02:00,  2.06it/s, loss=0.613, pair=0.000, adv=5.086, sprd=0.014]
Ep 058/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:52,  2.20it/s, loss=0.613, pair=0.000, adv=5.086, sprd=0.014]
Ep 058/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:52,  2.20it/s, loss=0.659, pair=0.000, adv=6.804, sprd=0.022]
Ep 058/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:03,  1.99it/s, loss=0.659, pair=0.000, adv=6.804, sprd=0.022]
Ep 058/80 [S3:+sens]:  46%|▉ | 207/453 [01:40<02:03,  1.99it/s, loss=0.612, pair=0.000, adv=5.475, sprd=0.020]
Ep 058/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:56,  2.10it/s, loss=0.612, pair=0.000, adv=5.475, sprd=0.020]
Ep 058/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:56,  2.10it/s, loss=0.692, pair=0.000, adv=5.452, sprd=0.024]
Ep 058/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:01,  2.01it/s, loss=0.692, pair=0.000, adv=5.452, sprd=0.024]
Ep 058/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:01,  2.01it/s, loss=0.621, pair=0.000, adv=5.841, sprd=0.017]
Ep 058/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.14it/s, loss=0.621, pair=0.000, adv=5.841, sprd=0.017]
Ep 058/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.14it/s, loss=0.615, pair=0.000, adv=4.009, sprd=0.017]
Ep 058/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.06it/s, loss=0.615, pair=0.000, adv=4.009, sprd=0.017]
Ep 058/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.06it/s, loss=0.606, pair=0.000, adv=5.134, sprd=0.015]
Ep 058/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:51,  2.17it/s, loss=0.606, pair=0.000, adv=5.134, sprd=0.015]
Ep 058/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:51,  2.17it/s, loss=0.628, pair=0.001, adv=4.845, sprd=0.020]
Ep 058/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.07it/s, loss=0.628, pair=0.001, adv=4.845, sprd=0.020]
Ep 058/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.07it/s, loss=0.633, pair=0.000, adv=6.178, sprd=0.022]
Ep 058/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.16it/s, loss=0.633, pair=0.000, adv=6.178, sprd=0.022]
Ep 058/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:50,  2.16it/s, loss=0.669, pair=0.000, adv=4.990, sprd=0.027]
Ep 058/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.05it/s, loss=0.669, pair=0.000, adv=4.990, sprd=0.027]
Ep 058/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.05it/s, loss=0.605, pair=0.000, adv=3.782, sprd=0.015]
Ep 058/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:49,  2.16it/s, loss=0.605, pair=0.000, adv=3.782, sprd=0.015]
Ep 058/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:49,  2.16it/s, loss=0.630, pair=0.000, adv=5.813, sprd=0.021]
Ep 058/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:53,  2.07it/s, loss=0.630, pair=0.000, adv=5.813, sprd=0.021]
Ep 058/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:53,  2.07it/s, loss=0.596, pair=0.000, adv=5.105, sprd=0.015]
Ep 058/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.17it/s, loss=0.596, pair=0.000, adv=5.105, sprd=0.015]
Ep 058/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.17it/s, loss=0.644, pair=0.002, adv=4.392, sprd=0.023]
Ep 058/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.644, pair=0.002, adv=4.392, sprd=0.023]
Ep 058/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.637, pair=0.002, adv=6.062, sprd=0.021]
Ep 058/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:48,  2.14it/s, loss=0.637, pair=0.002, adv=6.062, sprd=0.021]
Ep 058/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:48,  2.14it/s, loss=0.639, pair=0.003, adv=4.032, sprd=0.017]
Ep 058/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.08it/s, loss=0.639, pair=0.003, adv=4.032, sprd=0.017]
Ep 058/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.08it/s, loss=0.606, pair=0.004, adv=5.790, sprd=0.016]
Ep 058/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:45,  2.18it/s, loss=0.606, pair=0.004, adv=5.790, sprd=0.016]
Ep 058/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:45,  2.18it/s, loss=0.604, pair=0.003, adv=5.257, sprd=0.012]
Ep 058/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.11it/s, loss=0.604, pair=0.003, adv=5.257, sprd=0.012]
Ep 058/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.11it/s, loss=0.624, pair=0.004, adv=4.671, sprd=0.018]
Ep 058/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:43,  2.21it/s, loss=0.624, pair=0.004, adv=4.671, sprd=0.018]
Ep 058/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:43,  2.21it/s, loss=0.635, pair=0.005, adv=6.400, sprd=0.020]
Ep 058/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:48,  2.10it/s, loss=0.635, pair=0.005, adv=6.400, sprd=0.020]
Ep 058/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:48,  2.10it/s, loss=0.611, pair=0.004, adv=4.772, sprd=0.017]
Ep 058/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:43,  2.20it/s, loss=0.611, pair=0.004, adv=4.772, sprd=0.017]
Ep 058/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:43,  2.20it/s, loss=0.680, pair=0.006, adv=6.424, sprd=0.024]
Ep 058/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:46,  2.12it/s, loss=0.680, pair=0.006, adv=6.424, sprd=0.024]
Ep 058/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:46,  2.12it/s, loss=0.668, pair=0.000, adv=5.879, sprd=0.024]
Ep 058/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.21it/s, loss=0.668, pair=0.000, adv=5.879, sprd=0.024]
Ep 058/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.21it/s, loss=0.732, pair=0.003, adv=5.115, sprd=0.030]
Ep 058/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.07it/s, loss=0.732, pair=0.003, adv=5.115, sprd=0.030]
Ep 058/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:48,  2.07it/s, loss=0.656, pair=0.002, adv=4.628, sprd=0.025]
Ep 058/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:43,  2.15it/s, loss=0.656, pair=0.002, adv=4.628, sprd=0.025]
Ep 058/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:43,  2.15it/s, loss=0.662, pair=0.004, adv=5.750, sprd=0.021]
Ep 058/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:47,  2.07it/s, loss=0.662, pair=0.004, adv=5.750, sprd=0.021]
Ep 058/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:47,  2.07it/s, loss=0.637, pair=0.004, adv=6.031, sprd=0.022]
Ep 058/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.15it/s, loss=0.637, pair=0.004, adv=6.031, sprd=0.022]
Ep 058/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.15it/s, loss=0.594, pair=0.003, adv=5.159, sprd=0.016]
Ep 058/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.594, pair=0.003, adv=5.159, sprd=0.016]
Ep 058/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:46,  2.06it/s, loss=0.599, pair=0.003, adv=4.420, sprd=0.015]
Ep 058/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:40,  2.19it/s, loss=0.599, pair=0.003, adv=4.420, sprd=0.015]
Ep 058/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:40,  2.19it/s, loss=0.628, pair=0.002, adv=5.597, sprd=0.021]
Ep 058/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.08it/s, loss=0.628, pair=0.002, adv=5.597, sprd=0.021]
Ep 058/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:44,  2.08it/s, loss=0.627, pair=0.001, adv=5.871, sprd=0.021]
Ep 058/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.627, pair=0.001, adv=5.871, sprd=0.021]
Ep 058/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.655, pair=0.007, adv=6.451, sprd=0.024]
Ep 058/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:50,  1.95it/s, loss=0.655, pair=0.007, adv=6.451, sprd=0.024]
Ep 058/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:50,  1.95it/s, loss=0.603, pair=0.004, adv=5.012, sprd=0.015]
Ep 058/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:43,  2.09it/s, loss=0.603, pair=0.004, adv=5.012, sprd=0.015]
Ep 058/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:43,  2.09it/s, loss=0.684, pair=0.004, adv=4.830, sprd=0.027]
Ep 058/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.03it/s, loss=0.684, pair=0.004, adv=4.830, sprd=0.027]
Ep 058/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:45,  2.03it/s, loss=0.600, pair=0.003, adv=3.967, sprd=0.016]
Ep 058/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.600, pair=0.003, adv=3.967, sprd=0.016]
Ep 058/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.627, pair=0.001, adv=5.307, sprd=0.022]
Ep 058/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.02it/s, loss=0.627, pair=0.001, adv=5.307, sprd=0.022]
Ep 058/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:44,  2.02it/s, loss=0.697, pair=0.001, adv=5.640, sprd=0.034]
Ep 058/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.11it/s, loss=0.697, pair=0.001, adv=5.640, sprd=0.034]
Ep 058/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.11it/s, loss=0.626, pair=0.000, adv=5.512, sprd=0.017]
Ep 058/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.626, pair=0.000, adv=5.512, sprd=0.017]
Ep 058/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:41,  2.07it/s, loss=0.619, pair=0.001, adv=5.254, sprd=0.014]
Ep 058/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.19it/s, loss=0.619, pair=0.001, adv=5.254, sprd=0.014]
Ep 058/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.19it/s, loss=0.622, pair=0.001, adv=4.909, sprd=0.019]
Ep 058/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.08it/s, loss=0.622, pair=0.001, adv=4.909, sprd=0.019]
Ep 058/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:39,  2.08it/s, loss=0.667, pair=0.002, adv=6.347, sprd=0.028]
Ep 058/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.16it/s, loss=0.667, pair=0.002, adv=6.347, sprd=0.028]
Ep 058/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.16it/s, loss=0.652, pair=0.003, adv=5.422, sprd=0.025]
Ep 058/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:43,  1.99it/s, loss=0.652, pair=0.003, adv=5.422, sprd=0.025]
Ep 058/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:43,  1.99it/s, loss=0.619, pair=0.002, adv=5.501, sprd=0.019]
Ep 058/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:36,  2.12it/s, loss=0.619, pair=0.002, adv=5.501, sprd=0.019]
Ep 058/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:36,  2.12it/s, loss=0.663, pair=0.015, adv=6.588, sprd=0.029]
Ep 058/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:41,  2.02it/s, loss=0.663, pair=0.015, adv=6.588, sprd=0.029]
Ep 058/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:41,  2.02it/s, loss=0.613, pair=0.004, adv=5.909, sprd=0.019]
Ep 058/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:35,  2.13it/s, loss=0.613, pair=0.004, adv=5.909, sprd=0.019]
Ep 058/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.13it/s, loss=0.609, pair=0.002, adv=5.470, sprd=0.015]
Ep 058/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.07it/s, loss=0.609, pair=0.002, adv=5.470, sprd=0.015]
Ep 058/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.07it/s, loss=0.624, pair=0.004, adv=4.856, sprd=0.018]
Ep 058/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.17it/s, loss=0.624, pair=0.004, adv=4.856, sprd=0.018]
Ep 058/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:32,  2.17it/s, loss=0.656, pair=0.003, adv=5.632, sprd=0.025]
Ep 058/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:35,  2.09it/s, loss=0.656, pair=0.003, adv=5.632, sprd=0.025]
Ep 058/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:35,  2.09it/s, loss=0.600, pair=0.015, adv=5.074, sprd=0.013]
Ep 058/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:29,  2.23it/s, loss=0.600, pair=0.015, adv=5.074, sprd=0.013]
Ep 058/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:29,  2.23it/s, loss=0.655, pair=0.000, adv=5.556, sprd=0.026]
Ep 058/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.10it/s, loss=0.655, pair=0.000, adv=5.556, sprd=0.026]
Ep 058/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.10it/s, loss=0.626, pair=0.003, adv=5.208, sprd=0.018]
Ep 058/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:28,  2.21it/s, loss=0.626, pair=0.003, adv=5.208, sprd=0.018]
Ep 058/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:28,  2.21it/s, loss=0.629, pair=0.005, adv=5.071, sprd=0.017]
Ep 058/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.629, pair=0.005, adv=5.071, sprd=0.017]
Ep 058/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.635, pair=0.002, adv=5.427, sprd=0.018]
Ep 058/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:27,  2.22it/s, loss=0.635, pair=0.002, adv=5.427, sprd=0.018]
Ep 058/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:27,  2.22it/s, loss=0.628, pair=0.004, adv=5.268, sprd=0.017]
Ep 058/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:31,  2.12it/s, loss=0.628, pair=0.004, adv=5.268, sprd=0.017]
Ep 058/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:31,  2.12it/s, loss=0.651, pair=0.007, adv=5.683, sprd=0.023]
Ep 058/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.19it/s, loss=0.651, pair=0.007, adv=5.683, sprd=0.023]
Ep 058/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:28,  2.19it/s, loss=0.825, pair=0.470, adv=7.552, sprd=0.029]
Ep 058/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.96it/s, loss=0.825, pair=0.470, adv=7.552, sprd=0.029]
Ep 058/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.96it/s, loss=0.666, pair=0.006, adv=6.714, sprd=0.028]
Ep 058/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:32,  2.07it/s, loss=0.666, pair=0.006, adv=6.714, sprd=0.028]
Ep 058/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:32,  2.07it/s, loss=0.623, pair=0.003, adv=5.233, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:33,  2.03it/s, loss=0.623, pair=0.003, adv=5.233, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:33,  2.03it/s, loss=0.601, pair=0.001, adv=5.377, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:29,  2.12it/s, loss=0.601, pair=0.001, adv=5.377, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:29,  2.12it/s, loss=0.616, pair=0.004, adv=6.010, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:30,  2.08it/s, loss=0.616, pair=0.004, adv=6.010, sprd=0.018]
Ep 058/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:30,  2.08it/s, loss=0.634, pair=0.003, adv=6.937, sprd=0.018]
Ep 058/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:24,  2.21it/s, loss=0.634, pair=0.003, adv=6.937, sprd=0.018]
Ep 058/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:24,  2.21it/s, loss=0.620, pair=0.005, adv=5.954, sprd=0.019]
Ep 058/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:27,  2.13it/s, loss=0.620, pair=0.005, adv=5.954, sprd=0.019]
Ep 058/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:27,  2.13it/s, loss=0.571, pair=0.005, adv=4.580, sprd=0.012]
Ep 058/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:24,  2.20it/s, loss=0.571, pair=0.005, adv=4.580, sprd=0.012]
Ep 058/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:24,  2.20it/s, loss=0.616, pair=0.002, adv=4.909, sprd=0.018]
Ep 058/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:27,  2.10it/s, loss=0.616, pair=0.002, adv=4.909, sprd=0.018]
Ep 058/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:27,  2.10it/s, loss=0.626, pair=0.000, adv=6.190, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:23,  2.18it/s, loss=0.626, pair=0.000, adv=6.190, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:23,  2.18it/s, loss=0.621, pair=0.002, adv=5.345, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:27,  2.09it/s, loss=0.621, pair=0.002, adv=5.345, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:27,  2.09it/s, loss=0.644, pair=0.002, adv=6.885, sprd=0.025]
Ep 058/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.15it/s, loss=0.644, pair=0.002, adv=6.885, sprd=0.025]
Ep 058/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.15it/s, loss=0.667, pair=0.000, adv=5.056, sprd=0.023]
Ep 058/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.07it/s, loss=0.667, pair=0.000, adv=5.056, sprd=0.023]
Ep 058/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:27,  2.07it/s, loss=0.642, pair=0.000, adv=5.625, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.642, pair=0.000, adv=5.625, sprd=0.021]
Ep 058/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.644, pair=0.000, adv=5.736, sprd=0.023]
Ep 058/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.07it/s, loss=0.644, pair=0.000, adv=5.736, sprd=0.023]
Ep 058/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:25,  2.07it/s, loss=0.610, pair=0.000, adv=4.920, sprd=0.018]
Ep 058/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.16it/s, loss=0.610, pair=0.000, adv=4.920, sprd=0.018]
Ep 058/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.16it/s, loss=0.690, pair=0.002, adv=6.013, sprd=0.021]
Ep 058/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.09it/s, loss=0.690, pair=0.002, adv=6.013, sprd=0.021]
Ep 058/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:24,  2.09it/s, loss=0.623, pair=0.003, adv=5.393, sprd=0.019]
Ep 058/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:19,  2.19it/s, loss=0.623, pair=0.003, adv=5.393, sprd=0.019]
Ep 058/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:19,  2.19it/s, loss=0.571, pair=0.001, adv=4.750, sprd=0.014]
Ep 058/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:26,  2.02it/s, loss=0.571, pair=0.001, adv=4.750, sprd=0.014]
Ep 058/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:26,  2.02it/s, loss=0.647, pair=0.001, adv=5.702, sprd=0.021]
Ep 058/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.14it/s, loss=0.647, pair=0.001, adv=5.702, sprd=0.021]
Ep 058/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.14it/s, loss=0.592, pair=0.004, adv=5.252, sprd=0.014]
Ep 058/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.592, pair=0.004, adv=5.252, sprd=0.014]
Ep 058/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:22,  2.08it/s, loss=0.684, pair=0.055, adv=4.541, sprd=0.022]
Ep 058/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.684, pair=0.055, adv=4.541, sprd=0.022]
Ep 058/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.662, pair=0.000, adv=5.924, sprd=0.028]
Ep 058/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.04it/s, loss=0.662, pair=0.000, adv=5.924, sprd=0.028]
Ep 058/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:23,  2.04it/s, loss=0.682, pair=0.000, adv=5.868, sprd=0.031]
Ep 058/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.12it/s, loss=0.682, pair=0.000, adv=5.868, sprd=0.031]
Ep 058/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.12it/s, loss=0.633, pair=0.000, adv=6.298, sprd=0.021]
Ep 058/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.05it/s, loss=0.633, pair=0.000, adv=6.298, sprd=0.021]
Ep 058/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.05it/s, loss=0.631, pair=0.000, adv=4.089, sprd=0.018]
Ep 058/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:17,  2.16it/s, loss=0.631, pair=0.000, adv=4.089, sprd=0.018]
Ep 058/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:17,  2.16it/s, loss=0.645, pair=0.000, adv=5.593, sprd=0.019]
Ep 058/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.09it/s, loss=0.645, pair=0.000, adv=5.593, sprd=0.019]
Ep 058/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.09it/s, loss=0.607, pair=0.000, adv=4.477, sprd=0.016]
Ep 058/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:15,  2.18it/s, loss=0.607, pair=0.000, adv=4.477, sprd=0.016]
Ep 058/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:15,  2.18it/s, loss=0.634, pair=0.000, adv=5.041, sprd=0.016]
Ep 058/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:22,  1.98it/s, loss=0.634, pair=0.000, adv=5.041, sprd=0.016]
Ep 058/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:22,  1.98it/s, loss=0.628, pair=0.000, adv=5.443, sprd=0.021]
Ep 058/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:17,  2.10it/s, loss=0.628, pair=0.000, adv=5.443, sprd=0.021]
Ep 058/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:17,  2.10it/s, loss=0.620, pair=0.000, adv=5.420, sprd=0.018]
Ep 058/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.620, pair=0.000, adv=5.420, sprd=0.018]
Ep 058/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.580, pair=0.000, adv=4.515, sprd=0.014]
Ep 058/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.580, pair=0.000, adv=4.515, sprd=0.014]
Ep 058/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.614, pair=0.001, adv=5.373, sprd=0.018]
Ep 058/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.06it/s, loss=0.614, pair=0.001, adv=5.373, sprd=0.018]
Ep 058/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.06it/s, loss=0.667, pair=0.000, adv=6.950, sprd=0.027]
Ep 058/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.16it/s, loss=0.667, pair=0.000, adv=6.950, sprd=0.027]
Ep 058/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.625, pair=0.000, adv=4.083, sprd=0.017]
Ep 058/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.07it/s, loss=0.625, pair=0.000, adv=4.083, sprd=0.017]
Ep 058/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.07it/s, loss=0.658, pair=0.000, adv=5.570, sprd=0.023]
Ep 058/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.17it/s, loss=0.658, pair=0.000, adv=5.570, sprd=0.023]
Ep 058/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.17it/s, loss=0.667, pair=0.000, adv=5.426, sprd=0.022]
Ep 058/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.08it/s, loss=0.667, pair=0.000, adv=5.426, sprd=0.022]
Ep 058/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.08it/s, loss=0.600, pair=0.000, adv=3.673, sprd=0.014]
Ep 058/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:09,  2.23it/s, loss=0.600, pair=0.000, adv=3.673, sprd=0.014]
Ep 058/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:09,  2.23it/s, loss=0.663, pair=0.000, adv=5.731, sprd=0.024]
Ep 058/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.08it/s, loss=0.663, pair=0.000, adv=5.731, sprd=0.024]
Ep 058/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.08it/s, loss=0.635, pair=0.000, adv=5.417, sprd=0.022]
Ep 058/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.15it/s, loss=0.635, pair=0.000, adv=5.417, sprd=0.022]
Ep 058/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.15it/s, loss=0.651, pair=0.000, adv=5.411, sprd=0.028]
Ep 058/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:16,  1.99it/s, loss=0.651, pair=0.000, adv=5.411, sprd=0.028]
Ep 058/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:16,  1.99it/s, loss=0.668, pair=0.000, adv=6.519, sprd=0.026]
Ep 058/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:11,  2.10it/s, loss=0.668, pair=0.000, adv=6.519, sprd=0.026]
Ep 058/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:11,  2.10it/s, loss=0.637, pair=0.000, adv=6.278, sprd=0.023]
Ep 058/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.00it/s, loss=0.637, pair=0.000, adv=6.278, sprd=0.023]
Ep 058/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.00it/s, loss=0.624, pair=0.000, adv=4.504, sprd=0.018]
Ep 058/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.13it/s, loss=0.624, pair=0.000, adv=4.504, sprd=0.018]
Ep 058/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.13it/s, loss=0.681, pair=0.000, adv=5.205, sprd=0.031]
Ep 058/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:13,  2.01it/s, loss=0.681, pair=0.000, adv=5.205, sprd=0.031]
Ep 058/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:13,  2.01it/s, loss=0.593, pair=0.000, adv=4.983, sprd=0.015]
Ep 058/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.13it/s, loss=0.593, pair=0.000, adv=4.983, sprd=0.015]
Ep 058/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:08,  2.13it/s, loss=0.627, pair=0.000, adv=5.808, sprd=0.019]
Ep 058/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:10,  2.06it/s, loss=0.627, pair=0.000, adv=5.808, sprd=0.019]
Ep 058/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:10,  2.06it/s, loss=0.615, pair=0.000, adv=4.972, sprd=0.020]
Ep 058/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.615, pair=0.000, adv=4.972, sprd=0.020]
Ep 058/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:07,  2.15it/s, loss=0.625, pair=0.000, adv=5.723, sprd=0.021]
Ep 058/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.04it/s, loss=0.625, pair=0.000, adv=5.723, sprd=0.021]
Ep 058/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.04it/s, loss=0.659, pair=0.006, adv=4.621, sprd=0.022]
Ep 058/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.16it/s, loss=0.659, pair=0.006, adv=4.621, sprd=0.022]
Ep 058/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.16it/s, loss=0.635, pair=0.000, adv=4.987, sprd=0.023]
Ep 058/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.04it/s, loss=0.635, pair=0.000, adv=4.987, sprd=0.023]
Ep 058/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:09,  2.04it/s, loss=0.645, pair=0.000, adv=5.804, sprd=0.023]
Ep 058/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.645, pair=0.000, adv=5.804, sprd=0.023]
Ep 058/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.616, pair=0.000, adv=4.557, sprd=0.016]
Ep 058/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.06it/s, loss=0.616, pair=0.000, adv=4.557, sprd=0.016]
Ep 058/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.06it/s, loss=0.597, pair=0.000, adv=4.915, sprd=0.015]
Ep 058/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.19it/s, loss=0.597, pair=0.000, adv=4.915, sprd=0.015]
Ep 058/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.19it/s, loss=0.620, pair=0.000, adv=4.746, sprd=0.017]
Ep 058/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:07,  2.05it/s, loss=0.620, pair=0.000, adv=4.746, sprd=0.017]
Ep 058/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.05it/s, loss=0.634, pair=0.000, adv=6.241, sprd=0.019]
Ep 058/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.15it/s, loss=0.634, pair=0.000, adv=6.241, sprd=0.019]
Ep 058/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.15it/s, loss=0.672, pair=0.000, adv=4.993, sprd=0.026]
Ep 058/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:09,  1.96it/s, loss=0.672, pair=0.000, adv=4.993, sprd=0.026]
Ep 058/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:09,  1.96it/s, loss=0.593, pair=0.000, adv=4.133, sprd=0.015]
Ep 058/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.10it/s, loss=0.593, pair=0.000, adv=4.133, sprd=0.015]
Ep 058/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.10it/s, loss=0.633, pair=0.001, adv=4.128, sprd=0.021]
Ep 058/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.04it/s, loss=0.633, pair=0.001, adv=4.128, sprd=0.021]
Ep 058/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.04it/s, loss=0.607, pair=0.000, adv=4.741, sprd=0.017]
Ep 058/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.15it/s, loss=0.607, pair=0.000, adv=4.741, sprd=0.017]
Ep 058/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.15it/s, loss=0.648, pair=0.004, adv=4.599, sprd=0.027]
Ep 058/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:04,  2.03it/s, loss=0.648, pair=0.004, adv=4.599, sprd=0.027]
Ep 058/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:04,  2.03it/s, loss=0.642, pair=0.000, adv=5.072, sprd=0.021]
Ep 058/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:00,  2.16it/s, loss=0.642, pair=0.000, adv=5.072, sprd=0.021]
Ep 058/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:00,  2.16it/s, loss=0.656, pair=0.000, adv=5.013, sprd=0.025]
Ep 058/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.05it/s, loss=0.656, pair=0.000, adv=5.013, sprd=0.025]
Ep 058/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:03,  2.05it/s, loss=0.630, pair=0.000, adv=3.803, sprd=0.016]
Ep 058/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.17it/s, loss=0.630, pair=0.000, adv=3.803, sprd=0.016]
Ep 058/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.17it/s, loss=0.668, pair=0.000, adv=5.644, sprd=0.029]
Ep 058/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.668, pair=0.000, adv=5.644, sprd=0.029]
Ep 058/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:02,  2.06it/s, loss=0.593, pair=0.000, adv=4.184, sprd=0.014]
Ep 058/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.16it/s, loss=0.593, pair=0.000, adv=4.184, sprd=0.014]
Ep 058/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.16it/s, loss=0.655, pair=0.000, adv=6.097, sprd=0.024]
Ep 058/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.05it/s, loss=0.655, pair=0.000, adv=6.097, sprd=0.024]
Ep 058/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:01,  2.05it/s, loss=0.634, pair=0.000, adv=5.377, sprd=0.020]
Ep 058/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.16it/s, loss=0.634, pair=0.000, adv=5.377, sprd=0.020]
Ep 058/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.16it/s, loss=0.624, pair=0.001, adv=5.644, sprd=0.017]
Ep 058/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.07it/s, loss=0.624, pair=0.001, adv=5.644, sprd=0.017]
Ep 058/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.07it/s, loss=0.637, pair=0.000, adv=7.636, sprd=0.023]
Ep 058/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:56,  2.16it/s, loss=0.637, pair=0.000, adv=7.636, sprd=0.023]
Ep 058/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:56,  2.16it/s, loss=0.654, pair=0.000, adv=4.051, sprd=0.015]
Ep 058/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.07it/s, loss=0.654, pair=0.000, adv=4.051, sprd=0.015]
Ep 058/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.07it/s, loss=0.654, pair=0.000, adv=4.875, sprd=0.024]
Ep 058/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.15it/s, loss=0.654, pair=0.000, adv=4.875, sprd=0.024]
Ep 058/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.15it/s, loss=0.581, pair=0.000, adv=4.661, sprd=0.014]
Ep 058/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.04it/s, loss=0.581, pair=0.000, adv=4.661, sprd=0.014]
Ep 058/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.04it/s, loss=0.637, pair=0.000, adv=5.600, sprd=0.019]
Ep 058/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.15it/s, loss=0.637, pair=0.000, adv=5.600, sprd=0.019]
Ep 058/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.15it/s, loss=0.622, pair=0.000, adv=5.119, sprd=0.021]
Ep 058/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.04it/s, loss=0.622, pair=0.000, adv=5.119, sprd=0.021]
Ep 058/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.04it/s, loss=0.625, pair=0.000, adv=5.093, sprd=0.016]
Ep 058/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:53,  2.20it/s, loss=0.625, pair=0.000, adv=5.093, sprd=0.016]
Ep 058/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:53,  2.20it/s, loss=0.650, pair=0.000, adv=6.403, sprd=0.025]
Ep 058/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.09it/s, loss=0.650, pair=0.000, adv=6.403, sprd=0.025]
Ep 058/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.09it/s, loss=0.623, pair=0.000, adv=6.262, sprd=0.020]
Ep 058/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:52,  2.17it/s, loss=0.623, pair=0.000, adv=6.262, sprd=0.020]
Ep 058/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:52,  2.17it/s, loss=0.597, pair=0.000, adv=4.574, sprd=0.016]
Ep 058/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:56,  2.03it/s, loss=0.597, pair=0.000, adv=4.574, sprd=0.016]
Ep 058/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:56,  2.03it/s, loss=0.633, pair=0.001, adv=5.949, sprd=0.023]
Ep 058/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:53,  2.12it/s, loss=0.633, pair=0.001, adv=5.949, sprd=0.023]
Ep 058/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.12it/s, loss=0.646, pair=0.002, adv=4.798, sprd=0.021]
Ep 058/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.02it/s, loss=0.646, pair=0.002, adv=4.798, sprd=0.021]
Ep 058/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.02it/s, loss=0.660, pair=0.000, adv=7.066, sprd=0.022]
Ep 058/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.15it/s, loss=0.660, pair=0.000, adv=7.066, sprd=0.022]
Ep 058/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.15it/s, loss=0.662, pair=0.000, adv=6.540, sprd=0.026]
Ep 058/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:53,  2.05it/s, loss=0.662, pair=0.000, adv=6.540, sprd=0.026]
Ep 058/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:53,  2.05it/s, loss=0.684, pair=0.000, adv=6.235, sprd=0.032]
Ep 058/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.12it/s, loss=0.684, pair=0.000, adv=6.235, sprd=0.032]
Ep 058/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.638, pair=0.000, adv=5.420, sprd=0.017]
Ep 058/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:54,  1.97it/s, loss=0.638, pair=0.000, adv=5.420, sprd=0.017]
Ep 058/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:54,  1.97it/s, loss=0.647, pair=0.000, adv=7.541, sprd=0.027]
Ep 058/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:51,  2.06it/s, loss=0.647, pair=0.000, adv=7.541, sprd=0.027]
Ep 058/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:51,  2.06it/s, loss=0.750, pair=0.000, adv=5.751, sprd=0.036]
Ep 058/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:53,  1.98it/s, loss=0.750, pair=0.000, adv=5.751, sprd=0.036]
Ep 058/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:53,  1.98it/s, loss=0.595, pair=0.001, adv=4.161, sprd=0.014]
Ep 058/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.10it/s, loss=0.595, pair=0.001, adv=4.161, sprd=0.014]
Ep 058/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.10it/s, loss=0.668, pair=0.003, adv=5.108, sprd=0.029]
Ep 058/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  2.00it/s, loss=0.668, pair=0.003, adv=5.108, sprd=0.029]
Ep 058/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  2.00it/s, loss=0.671, pair=0.001, adv=7.474, sprd=0.025]
Ep 058/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.12it/s, loss=0.671, pair=0.001, adv=7.474, sprd=0.025]
Ep 058/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:48,  2.12it/s, loss=0.616, pair=0.003, adv=5.285, sprd=0.018]
Ep 058/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.05it/s, loss=0.616, pair=0.003, adv=5.285, sprd=0.018]
Ep 058/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.05it/s, loss=0.854, pair=0.542, adv=6.700, sprd=0.022]
Ep 058/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:46,  2.17it/s, loss=0.854, pair=0.542, adv=6.700, sprd=0.022]
Ep 058/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.17it/s, loss=0.651, pair=0.003, adv=5.308, sprd=0.023]
Ep 058/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.04it/s, loss=0.651, pair=0.003, adv=5.308, sprd=0.023]
Ep 058/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.04it/s, loss=0.632, pair=0.002, adv=6.286, sprd=0.021]
Ep 058/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.12it/s, loss=0.632, pair=0.002, adv=6.286, sprd=0.021]
Ep 058/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.12it/s, loss=0.607, pair=0.002, adv=4.864, sprd=0.017]
Ep 058/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.03it/s, loss=0.607, pair=0.002, adv=4.864, sprd=0.017]
Ep 058/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.03it/s, loss=0.630, pair=0.003, adv=5.272, sprd=0.021]
Ep 058/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.12it/s, loss=0.630, pair=0.003, adv=5.272, sprd=0.021]
Ep 058/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.12it/s, loss=0.613, pair=0.001, adv=5.357, sprd=0.017]
Ep 058/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.06it/s, loss=0.613, pair=0.001, adv=5.357, sprd=0.017]
Ep 058/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.06it/s, loss=0.640, pair=0.000, adv=5.983, sprd=0.022]
Ep 058/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.14it/s, loss=0.640, pair=0.000, adv=5.983, sprd=0.022]
Ep 058/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.14it/s, loss=0.626, pair=0.000, adv=5.839, sprd=0.020]
Ep 058/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.06it/s, loss=0.626, pair=0.000, adv=5.839, sprd=0.020]
Ep 058/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.06it/s, loss=0.671, pair=0.001, adv=5.495, sprd=0.026]
Ep 058/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.671, pair=0.001, adv=5.495, sprd=0.026]
Ep 058/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.608, pair=0.001, adv=5.298, sprd=0.017]
Ep 058/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.08it/s, loss=0.608, pair=0.001, adv=5.298, sprd=0.017]
Ep 058/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.08it/s, loss=0.662, pair=0.026, adv=5.359, sprd=0.025]
Ep 058/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.15it/s, loss=0.662, pair=0.026, adv=5.359, sprd=0.025]
Ep 058/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.15it/s, loss=0.635, pair=0.000, adv=5.200, sprd=0.025]
Ep 058/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:44,  2.01it/s, loss=0.635, pair=0.000, adv=5.200, sprd=0.025]
Ep 058/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:44,  2.01it/s, loss=0.605, pair=0.000, adv=5.599, sprd=0.017]
Ep 058/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:42,  2.12it/s, loss=0.605, pair=0.000, adv=5.599, sprd=0.017]
Ep 058/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:42,  2.12it/s, loss=0.650, pair=0.002, adv=5.140, sprd=0.018]
Ep 058/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.07it/s, loss=0.650, pair=0.002, adv=5.140, sprd=0.018]
Ep 058/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.07it/s, loss=0.658, pair=0.000, adv=3.659, sprd=0.023]
Ep 058/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.17it/s, loss=0.658, pair=0.000, adv=3.659, sprd=0.023]
Ep 058/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.17it/s, loss=0.605, pair=0.001, adv=4.929, sprd=0.016]
Ep 058/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.09it/s, loss=0.605, pair=0.001, adv=4.929, sprd=0.016]
Ep 058/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:41,  2.09it/s, loss=0.641, pair=0.000, adv=4.942, sprd=0.021]
Ep 058/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.18it/s, loss=0.641, pair=0.000, adv=4.942, sprd=0.021]
Ep 058/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.18it/s, loss=0.711, pair=0.002, adv=5.550, sprd=0.028]
Ep 058/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.05it/s, loss=0.711, pair=0.002, adv=5.550, sprd=0.028]
Ep 058/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.05it/s, loss=0.610, pair=0.003, adv=5.567, sprd=0.020]
Ep 058/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.14it/s, loss=0.610, pair=0.003, adv=5.567, sprd=0.020]
Ep 058/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.14it/s, loss=0.653, pair=0.005, adv=3.939, sprd=0.023]
Ep 058/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.05it/s, loss=0.653, pair=0.005, adv=3.939, sprd=0.023]
Ep 058/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:40,  2.05it/s, loss=0.665, pair=0.003, adv=5.762, sprd=0.027]
Ep 058/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.13it/s, loss=0.665, pair=0.003, adv=5.762, sprd=0.027]
Ep 058/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.13it/s, loss=0.675, pair=0.002, adv=4.260, sprd=0.029]
Ep 058/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.02it/s, loss=0.675, pair=0.002, adv=4.260, sprd=0.029]
Ep 058/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:39,  2.02it/s, loss=0.658, pair=0.002, adv=5.090, sprd=0.024]
Ep 058/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:38,  2.04it/s, loss=0.658, pair=0.002, adv=5.090, sprd=0.024]
Ep 058/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:38,  2.04it/s, loss=0.619, pair=0.000, adv=4.762, sprd=0.020]
Ep 058/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:39,  1.97it/s, loss=0.619, pair=0.000, adv=4.762, sprd=0.020]
Ep 058/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:39,  1.97it/s, loss=0.657, pair=0.000, adv=5.075, sprd=0.019]
Ep 058/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.15it/s, loss=0.657, pair=0.000, adv=5.075, sprd=0.019]
Ep 058/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.15it/s, loss=0.672, pair=0.000, adv=6.216, sprd=0.029]
Ep 058/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.06it/s, loss=0.672, pair=0.000, adv=6.216, sprd=0.029]
Ep 058/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.06it/s, loss=0.613, pair=0.000, adv=4.548, sprd=0.018]
Ep 058/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.613, pair=0.000, adv=4.548, sprd=0.018]
Ep 058/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.16it/s, loss=0.589, pair=0.003, adv=4.752, sprd=0.015]
Ep 058/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.05it/s, loss=0.589, pair=0.003, adv=4.752, sprd=0.015]
Ep 058/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.05it/s, loss=0.630, pair=0.000, adv=5.734, sprd=0.020]
Ep 058/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.17it/s, loss=0.630, pair=0.000, adv=5.734, sprd=0.020]
Ep 058/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.17it/s, loss=0.635, pair=0.000, adv=5.407, sprd=0.022]
Ep 058/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.09it/s, loss=0.635, pair=0.000, adv=5.407, sprd=0.022]
Ep 058/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.09it/s, loss=0.664, pair=0.000, adv=4.912, sprd=0.026]
Ep 058/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.17it/s, loss=0.664, pair=0.000, adv=4.912, sprd=0.026]
Ep 058/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.17it/s, loss=0.656, pair=0.000, adv=5.892, sprd=0.024]
Ep 058/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.09it/s, loss=0.656, pair=0.000, adv=5.892, sprd=0.024]
Ep 058/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.09it/s, loss=0.585, pair=0.000, adv=4.067, sprd=0.013]
Ep 058/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.22it/s, loss=0.585, pair=0.000, adv=4.067, sprd=0.013]
Ep 058/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:31,  2.22it/s, loss=0.616, pair=0.000, adv=4.705, sprd=0.018]
Ep 058/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.10it/s, loss=0.616, pair=0.000, adv=4.705, sprd=0.018]
Ep 058/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.10it/s, loss=0.669, pair=0.001, adv=4.227, sprd=0.027]
Ep 058/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.19it/s, loss=0.669, pair=0.001, adv=4.227, sprd=0.027]
Ep 058/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:30,  2.19it/s, loss=0.686, pair=0.001, adv=5.090, sprd=0.028]
Ep 058/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.07it/s, loss=0.686, pair=0.001, adv=5.090, sprd=0.028]
Ep 058/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.07it/s, loss=0.612, pair=0.000, adv=5.359, sprd=0.017]
Ep 058/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.17it/s, loss=0.612, pair=0.000, adv=5.359, sprd=0.017]
Ep 058/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:29,  2.17it/s, loss=0.644, pair=0.000, adv=4.971, sprd=0.021]
Ep 058/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.08it/s, loss=0.644, pair=0.000, adv=4.971, sprd=0.021]
Ep 058/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.08it/s, loss=0.645, pair=0.001, adv=5.516, sprd=0.021]
Ep 058/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.645, pair=0.001, adv=5.516, sprd=0.021]
Ep 058/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:28,  2.19it/s, loss=0.671, pair=0.001, adv=5.506, sprd=0.032]
Ep 058/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.671, pair=0.001, adv=5.506, sprd=0.032]
Ep 058/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.648, pair=0.002, adv=5.896, sprd=0.023]
Ep 058/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.14it/s, loss=0.648, pair=0.002, adv=5.896, sprd=0.023]
Ep 058/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.14it/s, loss=0.591, pair=0.000, adv=4.837, sprd=0.015]
Ep 058/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.05it/s, loss=0.591, pair=0.000, adv=4.837, sprd=0.015]
Ep 058/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.05it/s, loss=0.676, pair=0.001, adv=4.279, sprd=0.026]
Ep 058/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.15it/s, loss=0.676, pair=0.001, adv=4.279, sprd=0.026]
Ep 058/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.15it/s, loss=0.661, pair=0.000, adv=4.992, sprd=0.029]
Ep 058/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.01it/s, loss=0.661, pair=0.000, adv=4.992, sprd=0.029]
Ep 058/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.01it/s, loss=0.648, pair=0.001, adv=5.288, sprd=0.024]
Ep 058/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:27,  2.10it/s, loss=0.648, pair=0.001, adv=5.288, sprd=0.024]
Ep 058/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:27,  2.10it/s, loss=0.606, pair=0.000, adv=4.451, sprd=0.016]
Ep 058/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.04it/s, loss=0.606, pair=0.000, adv=4.451, sprd=0.016]
Ep 058/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.04it/s, loss=0.676, pair=0.000, adv=5.309, sprd=0.031]
Ep 058/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.13it/s, loss=0.676, pair=0.000, adv=5.309, sprd=0.031]
Ep 058/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.13it/s, loss=0.633, pair=0.000, adv=5.037, sprd=0.022]
Ep 058/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.03it/s, loss=0.633, pair=0.000, adv=5.037, sprd=0.022]
Ep 058/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.03it/s, loss=0.618, pair=0.000, adv=4.372, sprd=0.018]
Ep 058/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.13it/s, loss=0.618, pair=0.000, adv=4.372, sprd=0.018]
Ep 058/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.13it/s, loss=0.618, pair=0.000, adv=4.490, sprd=0.016]
Ep 058/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:26,  1.98it/s, loss=0.618, pair=0.000, adv=4.490, sprd=0.016]
Ep 058/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:26,  1.98it/s, loss=0.634, pair=0.000, adv=5.056, sprd=0.021]
Ep 058/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.09it/s, loss=0.634, pair=0.000, adv=5.056, sprd=0.021]
Ep 058/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.09it/s, loss=0.633, pair=0.000, adv=4.661, sprd=0.020]
Ep 058/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.01it/s, loss=0.633, pair=0.000, adv=4.661, sprd=0.020]
Ep 058/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.01it/s, loss=0.593, pair=0.000, adv=4.386, sprd=0.016]
Ep 058/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:23,  2.11it/s, loss=0.593, pair=0.000, adv=4.386, sprd=0.016]
Ep 058/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:23,  2.11it/s, loss=0.645, pair=0.000, adv=4.740, sprd=0.022]
Ep 058/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.04it/s, loss=0.645, pair=0.000, adv=4.740, sprd=0.022]
Ep 058/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.04it/s, loss=0.692, pair=0.000, adv=4.508, sprd=0.030]
Ep 058/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.692, pair=0.000, adv=4.508, sprd=0.030]
Ep 058/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.647, pair=0.000, adv=4.884, sprd=0.025]
Ep 058/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.01it/s, loss=0.647, pair=0.000, adv=4.884, sprd=0.025]
Ep 058/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.01it/s, loss=0.632, pair=0.000, adv=5.009, sprd=0.025]
Ep 058/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.09it/s, loss=0.632, pair=0.000, adv=5.009, sprd=0.025]
Ep 058/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.09it/s, loss=0.636, pair=0.000, adv=5.137, sprd=0.024]
Ep 058/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:22,  1.99it/s, loss=0.636, pair=0.000, adv=5.137, sprd=0.024]
Ep 058/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:22,  1.99it/s, loss=0.658, pair=0.000, adv=4.350, sprd=0.030]
Ep 058/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.06it/s, loss=0.658, pair=0.000, adv=4.350, sprd=0.030]
Ep 058/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.06it/s, loss=0.640, pair=0.000, adv=4.393, sprd=0.018]
Ep 058/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.04it/s, loss=0.640, pair=0.000, adv=4.393, sprd=0.018]
Ep 058/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.04it/s, loss=0.656, pair=0.001, adv=5.508, sprd=0.022]
Ep 058/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.15it/s, loss=0.656, pair=0.001, adv=5.508, sprd=0.022]
Ep 058/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.15it/s, loss=0.656, pair=0.000, adv=5.757, sprd=0.015]
Ep 058/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.08it/s, loss=0.656, pair=0.000, adv=5.757, sprd=0.015]
Ep 058/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.08it/s, loss=0.626, pair=0.000, adv=5.041, sprd=0.017]
Ep 058/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:17,  2.20it/s, loss=0.626, pair=0.000, adv=5.041, sprd=0.017]
Ep 058/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:17,  2.20it/s, loss=0.670, pair=0.002, adv=4.393, sprd=0.016]
Ep 058/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.670, pair=0.002, adv=4.393, sprd=0.016]
Ep 058/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.10it/s, loss=0.622, pair=0.000, adv=4.989, sprd=0.020]
Ep 058/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.17it/s, loss=0.622, pair=0.000, adv=4.989, sprd=0.020]
Ep 058/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.17it/s, loss=0.690, pair=0.003, adv=4.157, sprd=0.031]
Ep 058/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.06it/s, loss=0.690, pair=0.003, adv=4.157, sprd=0.031]
Ep 058/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.06it/s, loss=0.591, pair=0.000, adv=3.790, sprd=0.017]
Ep 058/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.12it/s, loss=0.591, pair=0.000, adv=3.790, sprd=0.017]
Ep 058/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.12it/s, loss=0.638, pair=0.000, adv=5.464, sprd=0.023]
Ep 058/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:17,  1.99it/s, loss=0.638, pair=0.000, adv=5.464, sprd=0.023]
Ep 058/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:17,  1.99it/s, loss=0.515, pair=0.006, adv=2.730, sprd=0.012]
Ep 058/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.13it/s, loss=0.515, pair=0.006, adv=2.730, sprd=0.012]
Ep 058/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.13it/s, loss=0.656, pair=0.000, adv=6.431, sprd=0.024]
Ep 058/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.07it/s, loss=0.656, pair=0.000, adv=6.431, sprd=0.024]
Ep 058/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.07it/s, loss=0.616, pair=0.000, adv=4.463, sprd=0.020]
Ep 058/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.15it/s, loss=0.616, pair=0.000, adv=4.463, sprd=0.020]
Ep 058/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.15it/s, loss=0.659, pair=0.001, adv=6.286, sprd=0.022]
Ep 058/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.10it/s, loss=0.659, pair=0.001, adv=6.286, sprd=0.022]
Ep 058/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.10it/s, loss=0.648, pair=0.000, adv=5.031, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.17it/s, loss=0.648, pair=0.000, adv=5.031, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.17it/s, loss=0.613, pair=0.000, adv=4.220, sprd=0.014]
Ep 058/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.09it/s, loss=0.613, pair=0.000, adv=4.220, sprd=0.014]
Ep 058/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.09it/s, loss=0.615, pair=0.000, adv=4.268, sprd=0.014]
Ep 058/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.21it/s, loss=0.615, pair=0.000, adv=4.268, sprd=0.014]
Ep 058/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.21it/s, loss=0.699, pair=0.001, adv=4.400, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.09it/s, loss=0.699, pair=0.001, adv=4.400, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.09it/s, loss=0.643, pair=0.000, adv=5.304, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.16it/s, loss=0.643, pair=0.000, adv=5.304, sprd=0.024]
Ep 058/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.16it/s, loss=0.680, pair=0.001, adv=4.993, sprd=0.026]
Ep 058/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.10it/s, loss=0.680, pair=0.001, adv=4.993, sprd=0.026]
Ep 058/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.10it/s, loss=0.651, pair=0.000, adv=5.175, sprd=0.022]
Ep 058/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:11,  2.08it/s, loss=0.651, pair=0.000, adv=5.175, sprd=0.022]
Ep 058/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:11,  2.08it/s, loss=0.586, pair=0.001, adv=4.103, sprd=0.012]
Ep 058/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.06it/s, loss=0.586, pair=0.001, adv=4.103, sprd=0.012]
Ep 058/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.06it/s, loss=0.589, pair=0.000, adv=4.321, sprd=0.015]
Ep 058/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.16it/s, loss=0.589, pair=0.000, adv=4.321, sprd=0.015]
Ep 058/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.16it/s, loss=0.590, pair=0.001, adv=3.839, sprd=0.014]
Ep 058/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.590, pair=0.001, adv=3.839, sprd=0.014]
Ep 058/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.622, pair=0.004, adv=4.641, sprd=0.018]
Ep 058/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.17it/s, loss=0.622, pair=0.004, adv=4.641, sprd=0.018]
Ep 058/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.17it/s, loss=0.594, pair=0.000, adv=5.080, sprd=0.017]
Ep 058/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.06it/s, loss=0.594, pair=0.000, adv=5.080, sprd=0.017]
Ep 058/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.06it/s, loss=0.639, pair=0.000, adv=4.213, sprd=0.023]
Ep 058/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.15it/s, loss=0.639, pair=0.000, adv=4.213, sprd=0.023]
Ep 058/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.15it/s, loss=0.628, pair=0.000, adv=5.727, sprd=0.020]
Ep 058/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.06it/s, loss=0.628, pair=0.000, adv=5.727, sprd=0.020]
Ep 058/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.06it/s, loss=0.648, pair=0.000, adv=5.573, sprd=0.026]
Ep 058/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:07,  2.14it/s, loss=0.648, pair=0.000, adv=5.573, sprd=0.026]
Ep 058/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:07,  2.14it/s, loss=0.656, pair=0.000, adv=4.692, sprd=0.021]
Ep 058/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.06it/s, loss=0.656, pair=0.000, adv=4.692, sprd=0.021]
Ep 058/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.06it/s, loss=0.640, pair=0.000, adv=4.562, sprd=0.022]
Ep 058/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.15it/s, loss=0.640, pair=0.000, adv=4.562, sprd=0.022]
Ep 058/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.15it/s, loss=0.675, pair=0.000, adv=4.998, sprd=0.018]
Ep 058/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.675, pair=0.000, adv=4.998, sprd=0.018]
Ep 058/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.09it/s, loss=0.666, pair=0.000, adv=3.843, sprd=0.027]
Ep 058/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.16it/s, loss=0.666, pair=0.000, adv=3.843, sprd=0.027]
Ep 058/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.16it/s, loss=0.655, pair=0.000, adv=3.991, sprd=0.015]
Ep 058/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.655, pair=0.000, adv=3.991, sprd=0.015]
Ep 058/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.06it/s, loss=0.604, pair=0.000, adv=4.456, sprd=0.017]
Ep 058/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.17it/s, loss=0.604, pair=0.000, adv=4.456, sprd=0.017]
Ep 058/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.17it/s, loss=0.630, pair=0.000, adv=5.301, sprd=0.023]
Ep 058/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.04it/s, loss=0.630, pair=0.000, adv=5.301, sprd=0.023]
Ep 058/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.04it/s, loss=0.658, pair=0.000, adv=5.777, sprd=0.025]
Ep 058/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.13it/s, loss=0.658, pair=0.000, adv=5.777, sprd=0.025]
Ep 058/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.13it/s, loss=0.652, pair=0.000, adv=5.142, sprd=0.024]
Ep 058/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.03it/s, loss=0.652, pair=0.000, adv=5.142, sprd=0.024]
Ep 058/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.03it/s, loss=0.640, pair=0.000, adv=5.600, sprd=0.021]
Ep 058/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.14it/s, loss=0.640, pair=0.000, adv=5.600, sprd=0.021]
Ep 058/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.14it/s, loss=0.623, pair=0.001, adv=4.792, sprd=0.017]
Ep 058/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.08it/s, loss=0.623, pair=0.001, adv=4.792, sprd=0.017]
Ep 058/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.08it/s, loss=0.633, pair=0.000, adv=4.874, sprd=0.021]
Ep 058/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.18it/s, loss=0.633, pair=0.000, adv=4.874, sprd=0.021]
Ep 058/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.18it/s, loss=0.647, pair=0.000, adv=4.654, sprd=0.023]
Ep 058/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.05it/s, loss=0.647, pair=0.000, adv=4.654, sprd=0.023]
Ep 058/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.05it/s, loss=0.638, pair=0.000, adv=6.436, sprd=0.021]
Ep 058/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.16it/s, loss=0.638, pair=0.000, adv=6.436, sprd=0.021]
Ep 058/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.16it/s, loss=0.630, pair=0.000, adv=3.675, sprd=0.023]
Ep 058/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.04it/s, loss=0.630, pair=0.000, adv=3.675, sprd=0.023]
                                                                                                              
Epoch 058/80 [S3:+sens]  loss=0.6398  mat=0.2682  sens=1.0501  pair=0.0112  adv=5.2802(rand=3.47)  deg=0.0047  orth=0.0009  spread=0.0210  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.31e-05  217s

Ep 059/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 059/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.666, pair=0.002, adv=4.992, sprd=0.028]
Ep 059/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:25,  1.01it/s, loss=0.666, pair=0.002, adv=4.992, sprd=0.028]
Ep 059/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:25,  1.01it/s, loss=0.594, pair=0.000, adv=5.963, sprd=0.016]
Ep 059/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:54,  1.53it/s, loss=0.594, pair=0.000, adv=5.963, sprd=0.016]
Ep 059/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:54,  1.53it/s, loss=0.651, pair=0.002, adv=4.619, sprd=0.021]
Ep 059/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:24,  1.70it/s, loss=0.651, pair=0.002, adv=4.619, sprd=0.021]
Ep 059/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:24,  1.70it/s, loss=0.607, pair=0.000, adv=4.377, sprd=0.017]
Ep 059/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.93it/s, loss=0.607, pair=0.000, adv=4.377, sprd=0.017]
Ep 059/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:52,  1.93it/s, loss=0.593, pair=0.001, adv=3.563, sprd=0.015]
Ep 059/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:58,  1.88it/s, loss=0.593, pair=0.001, adv=3.563, sprd=0.015]
Ep 059/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:58,  1.88it/s, loss=0.633, pair=0.004, adv=4.336, sprd=0.020]
Ep 059/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.03it/s, loss=0.633, pair=0.004, adv=4.336, sprd=0.020]
Ep 059/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.03it/s, loss=0.611, pair=0.002, adv=4.963, sprd=0.016]
Ep 059/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:42,  2.00it/s, loss=0.611, pair=0.002, adv=4.963, sprd=0.016]
Ep 059/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:42,  2.00it/s, loss=0.645, pair=0.000, adv=3.565, sprd=0.022]
Ep 059/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:30,  2.12it/s, loss=0.645, pair=0.000, adv=3.565, sprd=0.022]
Ep 059/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:30,  2.12it/s, loss=0.654, pair=0.000, adv=5.940, sprd=0.023]
Ep 059/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:37,  2.04it/s, loss=0.654, pair=0.000, adv=5.940, sprd=0.023]
Ep 059/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:37,  2.04it/s, loss=0.602, pair=0.001, adv=3.137, sprd=0.021]
Ep 059/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=0.602, pair=0.001, adv=3.137, sprd=0.021]
Ep 059/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=0.690, pair=0.001, adv=4.989, sprd=0.030]
Ep 059/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:32,  2.08it/s, loss=0.690, pair=0.001, adv=4.989, sprd=0.030]
Ep 059/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:32,  2.08it/s, loss=0.676, pair=0.002, adv=3.600, sprd=0.027]
Ep 059/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.16it/s, loss=0.676, pair=0.002, adv=3.600, sprd=0.027]
Ep 059/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.16it/s, loss=0.649, pair=0.002, adv=5.195, sprd=0.021]
Ep 059/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:31,  2.08it/s, loss=0.649, pair=0.002, adv=5.195, sprd=0.021]
Ep 059/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:31,  2.08it/s, loss=0.640, pair=0.002, adv=5.547, sprd=0.020]
Ep 059/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.18it/s, loss=0.640, pair=0.002, adv=5.547, sprd=0.020]
Ep 059/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.18it/s, loss=0.641, pair=0.001, adv=6.943, sprd=0.018]
Ep 059/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.641, pair=0.001, adv=6.943, sprd=0.018]
Ep 059/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.590, pair=0.005, adv=4.528, sprd=0.015]
Ep 059/80 [S3:+sens]:   4%|   | 16/453 [00:07<03:18,  2.20it/s, loss=0.590, pair=0.005, adv=4.528, sprd=0.015]
Ep 059/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:18,  2.20it/s, loss=0.638, pair=0.002, adv=5.058, sprd=0.024]
Ep 059/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:33,  2.04it/s, loss=0.638, pair=0.002, adv=5.058, sprd=0.024]
Ep 059/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:33,  2.04it/s, loss=0.633, pair=0.003, adv=5.634, sprd=0.022]
Ep 059/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:23,  2.14it/s, loss=0.633, pair=0.003, adv=5.634, sprd=0.022]
Ep 059/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:23,  2.14it/s, loss=0.630, pair=0.000, adv=5.518, sprd=0.021]
Ep 059/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:28,  2.08it/s, loss=0.630, pair=0.000, adv=5.518, sprd=0.021]
Ep 059/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:28,  2.08it/s, loss=0.674, pair=0.011, adv=4.647, sprd=0.026]
Ep 059/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:18,  2.18it/s, loss=0.674, pair=0.011, adv=4.647, sprd=0.026]
Ep 059/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.18it/s, loss=0.614, pair=0.004, adv=4.649, sprd=0.019]
Ep 059/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:29,  2.07it/s, loss=0.614, pair=0.004, adv=4.649, sprd=0.019]
Ep 059/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:29,  2.07it/s, loss=0.605, pair=0.005, adv=4.237, sprd=0.014]
Ep 059/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:18,  2.17it/s, loss=0.605, pair=0.005, adv=4.237, sprd=0.014]
Ep 059/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.692, pair=0.005, adv=5.825, sprd=0.022]
Ep 059/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:39,  1.96it/s, loss=0.692, pair=0.005, adv=5.825, sprd=0.022]
Ep 059/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:39,  1.96it/s, loss=0.649, pair=0.000, adv=4.855, sprd=0.023]
Ep 059/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:27,  2.07it/s, loss=0.649, pair=0.000, adv=4.855, sprd=0.023]
Ep 059/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:27,  2.07it/s, loss=0.609, pair=0.003, adv=4.097, sprd=0.015]
Ep 059/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:32,  2.02it/s, loss=0.609, pair=0.003, adv=4.097, sprd=0.015]
Ep 059/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:32,  2.02it/s, loss=0.635, pair=0.001, adv=4.176, sprd=0.023]
Ep 059/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:22,  2.11it/s, loss=0.635, pair=0.001, adv=4.176, sprd=0.023]
Ep 059/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:22,  2.11it/s, loss=0.656, pair=0.003, adv=5.980, sprd=0.026]
Ep 059/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:33,  1.99it/s, loss=0.656, pair=0.003, adv=5.980, sprd=0.026]
Ep 059/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:33,  1.99it/s, loss=0.610, pair=0.001, adv=5.412, sprd=0.017]
Ep 059/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:20,  2.12it/s, loss=0.610, pair=0.001, adv=5.412, sprd=0.017]
Ep 059/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.714, pair=0.002, adv=5.405, sprd=0.028]
Ep 059/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.03it/s, loss=0.714, pair=0.002, adv=5.405, sprd=0.028]
Ep 059/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.03it/s, loss=0.625, pair=0.000, adv=5.383, sprd=0.019]
Ep 059/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:17,  2.14it/s, loss=0.625, pair=0.000, adv=5.383, sprd=0.019]
Ep 059/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:17,  2.14it/s, loss=0.630, pair=0.000, adv=4.581, sprd=0.018]
Ep 059/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:23,  2.08it/s, loss=0.630, pair=0.000, adv=4.581, sprd=0.018]
Ep 059/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:23,  2.08it/s, loss=0.621, pair=0.000, adv=4.996, sprd=0.017]
Ep 059/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:12,  2.19it/s, loss=0.621, pair=0.000, adv=4.996, sprd=0.017]
Ep 059/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:12,  2.19it/s, loss=0.645, pair=0.000, adv=5.155, sprd=0.014]
Ep 059/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:18,  2.11it/s, loss=0.645, pair=0.000, adv=5.155, sprd=0.014]
Ep 059/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:18,  2.11it/s, loss=0.635, pair=0.000, adv=4.724, sprd=0.020]
Ep 059/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:10,  2.19it/s, loss=0.635, pair=0.000, adv=4.724, sprd=0.020]
Ep 059/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:10,  2.19it/s, loss=0.609, pair=0.000, adv=5.256, sprd=0.018]
Ep 059/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.06it/s, loss=0.609, pair=0.000, adv=5.256, sprd=0.018]
Ep 059/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.06it/s, loss=0.667, pair=0.004, adv=4.004, sprd=0.026]
Ep 059/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:14,  2.15it/s, loss=0.667, pair=0.004, adv=4.004, sprd=0.026]
Ep 059/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:14,  2.15it/s, loss=0.631, pair=0.000, adv=5.360, sprd=0.021]
Ep 059/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.631, pair=0.000, adv=5.360, sprd=0.021]
Ep 059/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.647, pair=0.000, adv=5.943, sprd=0.023]
Ep 059/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.16it/s, loss=0.647, pair=0.000, adv=5.943, sprd=0.023]
Ep 059/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:11,  2.16it/s, loss=0.576, pair=0.000, adv=4.977, sprd=0.013]
Ep 059/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.05it/s, loss=0.576, pair=0.000, adv=4.977, sprd=0.013]
Ep 059/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.05it/s, loss=0.670, pair=0.000, adv=5.841, sprd=0.028]
Ep 059/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:13,  2.14it/s, loss=0.670, pair=0.000, adv=5.841, sprd=0.028]
Ep 059/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:13,  2.14it/s, loss=0.626, pair=0.000, adv=3.693, sprd=0.019]
Ep 059/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:19,  2.06it/s, loss=0.626, pair=0.000, adv=3.693, sprd=0.019]
Ep 059/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.06it/s, loss=0.594, pair=0.000, adv=4.890, sprd=0.014]
Ep 059/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:08,  2.19it/s, loss=0.594, pair=0.000, adv=4.890, sprd=0.014]
Ep 059/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:08,  2.19it/s, loss=0.692, pair=0.000, adv=4.750, sprd=0.031]
Ep 059/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:18,  2.06it/s, loss=0.692, pair=0.000, adv=4.750, sprd=0.031]
Ep 059/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.06it/s, loss=0.664, pair=0.000, adv=5.124, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.15it/s, loss=0.664, pair=0.000, adv=5.124, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.15it/s, loss=0.627, pair=0.001, adv=5.084, sprd=0.016]
Ep 059/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:14,  2.10it/s, loss=0.627, pair=0.001, adv=5.084, sprd=0.016]
Ep 059/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:14,  2.10it/s, loss=0.665, pair=0.000, adv=6.363, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.19it/s, loss=0.665, pair=0.000, adv=6.363, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.19it/s, loss=0.660, pair=0.000, adv=5.301, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:19,  2.04it/s, loss=0.660, pair=0.000, adv=5.301, sprd=0.026]
Ep 059/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:19,  2.04it/s, loss=0.620, pair=0.001, adv=5.186, sprd=0.019]
Ep 059/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.620, pair=0.001, adv=5.186, sprd=0.019]
Ep 059/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.670, pair=0.000, adv=5.592, sprd=0.029]
Ep 059/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:19,  2.02it/s, loss=0.670, pair=0.000, adv=5.592, sprd=0.029]
Ep 059/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.02it/s, loss=0.689, pair=0.002, adv=6.032, sprd=0.032]
Ep 059/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:10,  2.11it/s, loss=0.689, pair=0.002, adv=6.032, sprd=0.032]
Ep 059/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:10,  2.11it/s, loss=0.579, pair=0.000, adv=4.555, sprd=0.011]
Ep 059/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:26,  1.95it/s, loss=0.579, pair=0.000, adv=4.555, sprd=0.011]
Ep 059/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:26,  1.95it/s, loss=0.605, pair=0.000, adv=5.018, sprd=0.018]
Ep 059/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:14,  2.06it/s, loss=0.605, pair=0.000, adv=5.018, sprd=0.018]
Ep 059/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:14,  2.06it/s, loss=0.637, pair=0.000, adv=5.173, sprd=0.021]
Ep 059/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:19,  2.01it/s, loss=0.637, pair=0.000, adv=5.173, sprd=0.021]
Ep 059/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:19,  2.01it/s, loss=0.615, pair=0.000, adv=5.723, sprd=0.020]
Ep 059/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:10,  2.10it/s, loss=0.615, pair=0.000, adv=5.723, sprd=0.020]
Ep 059/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:10,  2.10it/s, loss=0.663, pair=0.000, adv=3.604, sprd=0.025]
Ep 059/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:17,  2.02it/s, loss=0.663, pair=0.000, adv=3.604, sprd=0.025]
Ep 059/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:17,  2.02it/s, loss=0.636, pair=0.000, adv=5.711, sprd=0.021]
Ep 059/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.636, pair=0.000, adv=5.711, sprd=0.021]
Ep 059/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.627, pair=0.000, adv=3.999, sprd=0.015]
Ep 059/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:12,  2.06it/s, loss=0.627, pair=0.000, adv=3.999, sprd=0.015]
Ep 059/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:12,  2.06it/s, loss=1.189, pair=1.558, adv=4.083, sprd=0.024]
Ep 059/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=1.189, pair=1.558, adv=4.083, sprd=0.024]
Ep 059/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.617, pair=0.000, adv=4.474, sprd=0.017]
Ep 059/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:13,  2.04it/s, loss=0.617, pair=0.000, adv=4.474, sprd=0.017]
Ep 059/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:13,  2.04it/s, loss=0.613, pair=0.000, adv=5.079, sprd=0.016]
Ep 059/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.15it/s, loss=0.613, pair=0.000, adv=5.079, sprd=0.016]
Ep 059/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.15it/s, loss=0.636, pair=0.002, adv=4.052, sprd=0.021]
Ep 059/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:12,  2.04it/s, loss=0.636, pair=0.002, adv=4.052, sprd=0.021]
Ep 059/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:12,  2.04it/s, loss=0.655, pair=0.001, adv=5.923, sprd=0.029]
Ep 059/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:05,  2.11it/s, loss=0.655, pair=0.001, adv=5.923, sprd=0.029]
Ep 059/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:05,  2.11it/s, loss=0.598, pair=0.000, adv=5.301, sprd=0.018]
Ep 059/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:14,  2.00it/s, loss=0.598, pair=0.000, adv=5.301, sprd=0.018]
Ep 059/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:14,  2.00it/s, loss=0.606, pair=0.001, adv=5.607, sprd=0.019]
Ep 059/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<03:03,  2.12it/s, loss=0.606, pair=0.001, adv=5.607, sprd=0.019]
Ep 059/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.12it/s, loss=0.624, pair=0.000, adv=6.261, sprd=0.017]
Ep 059/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.624, pair=0.000, adv=6.261, sprd=0.017]
Ep 059/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.625, pair=0.000, adv=4.069, sprd=0.017]
Ep 059/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:58,  2.16it/s, loss=0.625, pair=0.000, adv=4.069, sprd=0.017]
Ep 059/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:58,  2.16it/s, loss=0.647, pair=0.000, adv=3.746, sprd=0.022]
Ep 059/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:06,  2.07it/s, loss=0.647, pair=0.000, adv=3.746, sprd=0.022]
Ep 059/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:06,  2.07it/s, loss=0.679, pair=0.000, adv=4.257, sprd=0.026]
Ep 059/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:57,  2.17it/s, loss=0.679, pair=0.000, adv=4.257, sprd=0.026]
Ep 059/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:57,  2.17it/s, loss=0.672, pair=0.000, adv=6.135, sprd=0.031]
Ep 059/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.672, pair=0.000, adv=6.135, sprd=0.031]
Ep 059/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.648, pair=0.000, adv=4.678, sprd=0.021]
Ep 059/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:58,  2.15it/s, loss=0.648, pair=0.000, adv=4.678, sprd=0.021]
Ep 059/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.628, pair=0.000, adv=5.079, sprd=0.016]
Ep 059/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:04,  2.07it/s, loss=0.628, pair=0.000, adv=5.079, sprd=0.016]
Ep 059/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:04,  2.07it/s, loss=0.638, pair=0.000, adv=5.917, sprd=0.022]
Ep 059/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:56,  2.16it/s, loss=0.638, pair=0.000, adv=5.917, sprd=0.022]
Ep 059/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:56,  2.16it/s, loss=0.627, pair=0.001, adv=4.422, sprd=0.019]
Ep 059/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.627, pair=0.001, adv=4.422, sprd=0.019]
Ep 059/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.683, pair=0.000, adv=4.357, sprd=0.031]
Ep 059/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.14it/s, loss=0.683, pair=0.000, adv=4.357, sprd=0.031]
Ep 059/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.14it/s, loss=0.651, pair=0.000, adv=6.431, sprd=0.024]
Ep 059/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.651, pair=0.000, adv=6.431, sprd=0.024]
Ep 059/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.619, pair=0.001, adv=4.416, sprd=0.018]
Ep 059/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:56,  2.14it/s, loss=0.619, pair=0.001, adv=4.416, sprd=0.018]
Ep 059/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:56,  2.14it/s, loss=0.628, pair=0.002, adv=3.697, sprd=0.021]
Ep 059/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.04it/s, loss=0.628, pair=0.002, adv=3.697, sprd=0.021]
Ep 059/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.04it/s, loss=0.635, pair=0.001, adv=5.018, sprd=0.020]
Ep 059/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.15it/s, loss=0.635, pair=0.001, adv=5.018, sprd=0.020]
Ep 059/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.15it/s, loss=0.653, pair=0.000, adv=6.539, sprd=0.023]
Ep 059/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:09,  1.97it/s, loss=0.653, pair=0.000, adv=6.539, sprd=0.023]
Ep 059/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:09,  1.97it/s, loss=0.657, pair=0.001, adv=4.658, sprd=0.024]
Ep 059/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:59,  2.08it/s, loss=0.657, pair=0.001, adv=4.658, sprd=0.024]
Ep 059/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:59,  2.08it/s, loss=0.637, pair=0.003, adv=6.145, sprd=0.022]
Ep 059/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.03it/s, loss=0.637, pair=0.003, adv=6.145, sprd=0.022]
Ep 059/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.03it/s, loss=0.686, pair=0.001, adv=4.953, sprd=0.029]
Ep 059/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:54,  2.12it/s, loss=0.686, pair=0.001, adv=4.953, sprd=0.029]
Ep 059/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:54,  2.12it/s, loss=0.635, pair=0.000, adv=4.442, sprd=0.022]
Ep 059/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.03it/s, loss=0.635, pair=0.000, adv=4.442, sprd=0.022]
Ep 059/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.03it/s, loss=0.661, pair=0.001, adv=5.910, sprd=0.029]
Ep 059/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:55,  2.11it/s, loss=0.661, pair=0.001, adv=5.910, sprd=0.029]
Ep 059/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:55,  2.11it/s, loss=0.638, pair=0.002, adv=3.480, sprd=0.020]
Ep 059/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.03it/s, loss=0.638, pair=0.002, adv=3.480, sprd=0.020]
Ep 059/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.03it/s, loss=0.639, pair=0.005, adv=5.331, sprd=0.021]
Ep 059/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.13it/s, loss=0.639, pair=0.005, adv=5.331, sprd=0.021]
Ep 059/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.13it/s, loss=0.678, pair=0.002, adv=5.013, sprd=0.029]
Ep 059/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:01,  2.02it/s, loss=0.678, pair=0.002, adv=5.013, sprd=0.029]
Ep 059/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:01,  2.02it/s, loss=0.666, pair=0.000, adv=4.191, sprd=0.028]
Ep 059/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:53,  2.10it/s, loss=0.666, pair=0.000, adv=4.191, sprd=0.028]
Ep 059/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:53,  2.10it/s, loss=0.666, pair=0.001, adv=4.492, sprd=0.018]
Ep 059/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:59,  2.03it/s, loss=0.666, pair=0.001, adv=4.492, sprd=0.018]
Ep 059/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:59,  2.03it/s, loss=0.663, pair=0.001, adv=5.302, sprd=0.021]
Ep 059/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:49,  2.15it/s, loss=0.663, pair=0.001, adv=5.302, sprd=0.021]
Ep 059/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:49,  2.15it/s, loss=0.640, pair=0.001, adv=5.356, sprd=0.020]
Ep 059/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:54,  2.08it/s, loss=0.640, pair=0.001, adv=5.356, sprd=0.020]
Ep 059/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.08it/s, loss=0.608, pair=0.001, adv=4.041, sprd=0.014]
Ep 059/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.20it/s, loss=0.608, pair=0.001, adv=4.041, sprd=0.014]
Ep 059/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.20it/s, loss=0.667, pair=0.000, adv=4.991, sprd=0.013]
Ep 059/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:46,  2.16it/s, loss=0.667, pair=0.000, adv=4.991, sprd=0.013]
Ep 059/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:46,  2.16it/s, loss=0.610, pair=0.000, adv=4.230, sprd=0.016]
Ep 059/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:37,  2.27it/s, loss=0.610, pair=0.000, adv=4.230, sprd=0.016]
Ep 059/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:37,  2.27it/s, loss=0.622, pair=0.000, adv=4.616, sprd=0.019]
Ep 059/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:47,  2.14it/s, loss=0.622, pair=0.000, adv=4.616, sprd=0.019]
Ep 059/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:47,  2.14it/s, loss=0.684, pair=0.003, adv=5.883, sprd=0.030]
Ep 059/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:42,  2.20it/s, loss=0.684, pair=0.003, adv=5.883, sprd=0.030]
Ep 059/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:42,  2.20it/s, loss=0.589, pair=0.000, adv=4.333, sprd=0.013]
Ep 059/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:47,  2.12it/s, loss=0.589, pair=0.000, adv=4.333, sprd=0.013]
Ep 059/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:47,  2.12it/s, loss=0.659, pair=0.000, adv=5.808, sprd=0.026]
Ep 059/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:42,  2.18it/s, loss=0.659, pair=0.000, adv=5.808, sprd=0.026]
Ep 059/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:42,  2.18it/s, loss=0.634, pair=0.000, adv=4.489, sprd=0.021]
Ep 059/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:48,  2.10it/s, loss=0.634, pair=0.000, adv=4.489, sprd=0.021]
Ep 059/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:48,  2.10it/s, loss=0.627, pair=0.000, adv=5.034, sprd=0.017]
Ep 059/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:39,  2.21it/s, loss=0.627, pair=0.000, adv=5.034, sprd=0.017]
Ep 059/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:39,  2.21it/s, loss=0.647, pair=0.000, adv=5.663, sprd=0.022]
Ep 059/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:46,  2.12it/s, loss=0.647, pair=0.000, adv=5.663, sprd=0.022]
Ep 059/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:46,  2.12it/s, loss=0.665, pair=0.000, adv=4.708, sprd=0.027]
Ep 059/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:39,  2.20it/s, loss=0.665, pair=0.000, adv=4.708, sprd=0.027]
Ep 059/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.592, pair=0.002, adv=4.398, sprd=0.013]
Ep 059/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:43,  2.14it/s, loss=0.592, pair=0.002, adv=4.398, sprd=0.013]
Ep 059/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:43,  2.14it/s, loss=0.638, pair=0.000, adv=5.255, sprd=0.022]
Ep 059/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:37,  2.21it/s, loss=0.638, pair=0.000, adv=5.255, sprd=0.022]
Ep 059/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:37,  2.21it/s, loss=0.653, pair=0.000, adv=5.287, sprd=0.022]
Ep 059/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:45,  2.10it/s, loss=0.653, pair=0.000, adv=5.287, sprd=0.022]
Ep 059/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:45,  2.10it/s, loss=0.595, pair=0.000, adv=4.940, sprd=0.015]
Ep 059/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:39,  2.17it/s, loss=0.595, pair=0.000, adv=4.940, sprd=0.015]
Ep 059/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.636, pair=0.000, adv=5.476, sprd=0.023]
Ep 059/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:56,  1.96it/s, loss=0.636, pair=0.000, adv=5.476, sprd=0.023]
Ep 059/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:56,  1.96it/s, loss=0.600, pair=0.000, adv=4.748, sprd=0.017]
Ep 059/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:47,  2.06it/s, loss=0.600, pair=0.000, adv=4.748, sprd=0.017]
Ep 059/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:47,  2.06it/s, loss=0.608, pair=0.000, adv=5.196, sprd=0.016]
Ep 059/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:50,  2.01it/s, loss=0.608, pair=0.000, adv=5.196, sprd=0.016]
Ep 059/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:50,  2.01it/s, loss=0.670, pair=0.000, adv=5.397, sprd=0.030]
Ep 059/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:43,  2.10it/s, loss=0.670, pair=0.000, adv=5.397, sprd=0.030]
Ep 059/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:43,  2.10it/s, loss=0.612, pair=0.000, adv=5.630, sprd=0.019]
Ep 059/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:49,  2.02it/s, loss=0.612, pair=0.000, adv=5.630, sprd=0.019]
Ep 059/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:49,  2.02it/s, loss=0.627, pair=0.000, adv=4.717, sprd=0.021]
Ep 059/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:39,  2.13it/s, loss=0.627, pair=0.000, adv=4.717, sprd=0.021]
Ep 059/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:39,  2.13it/s, loss=0.626, pair=0.000, adv=6.058, sprd=0.018]
Ep 059/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.09it/s, loss=0.626, pair=0.000, adv=6.058, sprd=0.018]
Ep 059/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.09it/s, loss=0.579, pair=0.000, adv=4.879, sprd=0.013]
Ep 059/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:34,  2.20it/s, loss=0.579, pair=0.000, adv=4.879, sprd=0.013]
Ep 059/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:34,  2.20it/s, loss=0.630, pair=0.001, adv=3.832, sprd=0.016]
Ep 059/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:40,  2.11it/s, loss=0.630, pair=0.001, adv=3.832, sprd=0.016]
Ep 059/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:40,  2.11it/s, loss=0.613, pair=0.001, adv=3.778, sprd=0.018]
Ep 059/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:34,  2.18it/s, loss=0.613, pair=0.001, adv=3.778, sprd=0.018]
Ep 059/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:34,  2.18it/s, loss=0.600, pair=0.002, adv=4.442, sprd=0.014]
Ep 059/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.10it/s, loss=0.600, pair=0.002, adv=4.442, sprd=0.014]
Ep 059/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.10it/s, loss=0.625, pair=0.002, adv=4.093, sprd=0.019]
Ep 059/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:33,  2.19it/s, loss=0.625, pair=0.002, adv=4.093, sprd=0.019]
Ep 059/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:33,  2.19it/s, loss=0.663, pair=0.002, adv=5.632, sprd=0.026]
Ep 059/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.663, pair=0.002, adv=5.632, sprd=0.026]
Ep 059/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.603, pair=0.001, adv=3.651, sprd=0.016]
Ep 059/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:34,  2.16it/s, loss=0.603, pair=0.001, adv=3.651, sprd=0.016]
Ep 059/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:34,  2.16it/s, loss=0.632, pair=0.000, adv=5.284, sprd=0.023]
Ep 059/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:43,  2.03it/s, loss=0.632, pair=0.000, adv=5.284, sprd=0.023]
Ep 059/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:43,  2.03it/s, loss=0.634, pair=0.000, adv=6.017, sprd=0.022]
Ep 059/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.13it/s, loss=0.634, pair=0.000, adv=6.017, sprd=0.022]
Ep 059/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:35,  2.13it/s, loss=0.623, pair=0.000, adv=5.540, sprd=0.017]
Ep 059/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:41,  2.05it/s, loss=0.623, pair=0.000, adv=5.540, sprd=0.017]
Ep 059/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:41,  2.05it/s, loss=0.593, pair=0.000, adv=3.289, sprd=0.015]
Ep 059/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:30,  2.19it/s, loss=0.593, pair=0.000, adv=3.289, sprd=0.015]
Ep 059/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:30,  2.19it/s, loss=0.621, pair=0.000, adv=5.276, sprd=0.020]
Ep 059/80 [S3:+sens]:  28%|▌ | 125/453 [00:59<02:37,  2.08it/s, loss=0.621, pair=0.000, adv=5.276, sprd=0.020]
Ep 059/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.642, pair=0.000, adv=5.138, sprd=0.019]
Ep 059/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.19it/s, loss=0.642, pair=0.000, adv=5.138, sprd=0.019]
Ep 059/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.19it/s, loss=0.681, pair=0.000, adv=5.491, sprd=0.019]
Ep 059/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:36,  2.08it/s, loss=0.681, pair=0.000, adv=5.491, sprd=0.019]
Ep 059/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.08it/s, loss=0.640, pair=0.000, adv=4.042, sprd=0.017]
Ep 059/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:25,  2.23it/s, loss=0.640, pair=0.000, adv=4.042, sprd=0.017]
Ep 059/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:25,  2.23it/s, loss=0.627, pair=0.000, adv=5.501, sprd=0.020]
Ep 059/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:34,  2.10it/s, loss=0.627, pair=0.000, adv=5.501, sprd=0.020]
Ep 059/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.10it/s, loss=0.600, pair=0.000, adv=5.823, sprd=0.017]
Ep 059/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:28,  2.18it/s, loss=0.600, pair=0.000, adv=5.823, sprd=0.017]
Ep 059/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:28,  2.18it/s, loss=0.646, pair=0.000, adv=4.013, sprd=0.017]
Ep 059/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:40,  2.01it/s, loss=0.646, pair=0.000, adv=4.013, sprd=0.017]
Ep 059/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:40,  2.01it/s, loss=0.629, pair=0.001, adv=5.529, sprd=0.020]
Ep 059/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:31,  2.12it/s, loss=0.629, pair=0.001, adv=5.529, sprd=0.020]
Ep 059/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:31,  2.12it/s, loss=0.657, pair=0.000, adv=6.371, sprd=0.029]
Ep 059/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:38,  2.01it/s, loss=0.657, pair=0.000, adv=6.371, sprd=0.029]
Ep 059/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:38,  2.01it/s, loss=0.623, pair=0.001, adv=6.135, sprd=0.019]
Ep 059/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:31,  2.11it/s, loss=0.623, pair=0.001, adv=6.135, sprd=0.019]
Ep 059/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:31,  2.11it/s, loss=0.612, pair=0.000, adv=5.224, sprd=0.019]
Ep 059/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:38,  2.01it/s, loss=0.612, pair=0.000, adv=5.224, sprd=0.019]
Ep 059/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:38,  2.01it/s, loss=0.639, pair=0.001, adv=6.415, sprd=0.024]
Ep 059/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:30,  2.11it/s, loss=0.639, pair=0.001, adv=6.415, sprd=0.024]
Ep 059/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:30,  2.11it/s, loss=0.597, pair=0.001, adv=4.629, sprd=0.015]
Ep 059/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:36,  2.01it/s, loss=0.597, pair=0.001, adv=4.629, sprd=0.015]
Ep 059/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:36,  2.01it/s, loss=0.640, pair=0.001, adv=5.703, sprd=0.023]
Ep 059/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:29,  2.11it/s, loss=0.640, pair=0.001, adv=5.703, sprd=0.023]
Ep 059/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:29,  2.11it/s, loss=0.643, pair=0.004, adv=5.668, sprd=0.022]
Ep 059/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:33,  2.04it/s, loss=0.643, pair=0.004, adv=5.668, sprd=0.022]
Ep 059/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:33,  2.04it/s, loss=0.667, pair=0.006, adv=5.928, sprd=0.031]
Ep 059/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:28,  2.11it/s, loss=0.667, pair=0.006, adv=5.928, sprd=0.031]
Ep 059/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:28,  2.11it/s, loss=0.669, pair=0.003, adv=5.667, sprd=0.022]
Ep 059/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:31,  2.06it/s, loss=0.669, pair=0.003, adv=5.667, sprd=0.022]
Ep 059/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:31,  2.06it/s, loss=0.626, pair=0.003, adv=5.617, sprd=0.021]
Ep 059/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:25,  2.14it/s, loss=0.626, pair=0.003, adv=5.617, sprd=0.021]
Ep 059/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:25,  2.14it/s, loss=0.639, pair=0.002, adv=5.615, sprd=0.022]
Ep 059/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:33,  2.02it/s, loss=0.639, pair=0.002, adv=5.615, sprd=0.022]
Ep 059/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:33,  2.02it/s, loss=0.626, pair=0.002, adv=5.564, sprd=0.021]
Ep 059/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:26,  2.11it/s, loss=0.626, pair=0.002, adv=5.564, sprd=0.021]
Ep 059/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:26,  2.11it/s, loss=0.629, pair=0.003, adv=5.675, sprd=0.018]
Ep 059/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.05it/s, loss=0.629, pair=0.003, adv=5.675, sprd=0.018]
Ep 059/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.05it/s, loss=0.587, pair=0.000, adv=3.971, sprd=0.012]
Ep 059/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:21,  2.17it/s, loss=0.587, pair=0.000, adv=3.971, sprd=0.012]
Ep 059/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.607, pair=0.003, adv=6.263, sprd=0.019]
Ep 059/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.09it/s, loss=0.607, pair=0.003, adv=6.263, sprd=0.019]
Ep 059/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.09it/s, loss=0.610, pair=0.000, adv=4.698, sprd=0.017]
Ep 059/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:19,  2.18it/s, loss=0.610, pair=0.000, adv=4.698, sprd=0.017]
Ep 059/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.18it/s, loss=0.645, pair=0.002, adv=7.462, sprd=0.024]
Ep 059/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:25,  2.09it/s, loss=0.645, pair=0.002, adv=7.462, sprd=0.024]
Ep 059/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:25,  2.09it/s, loss=0.590, pair=0.000, adv=4.627, sprd=0.014]
Ep 059/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:16,  2.21it/s, loss=0.590, pair=0.000, adv=4.627, sprd=0.014]
Ep 059/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:16,  2.21it/s, loss=0.667, pair=0.000, adv=5.125, sprd=0.026]
Ep 059/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.09it/s, loss=0.667, pair=0.000, adv=5.125, sprd=0.026]
Ep 059/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.09it/s, loss=0.619, pair=0.000, adv=5.885, sprd=0.022]
Ep 059/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:20,  2.15it/s, loss=0.619, pair=0.000, adv=5.885, sprd=0.022]
Ep 059/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:20,  2.15it/s, loss=0.630, pair=0.000, adv=6.401, sprd=0.020]
Ep 059/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.07it/s, loss=0.630, pair=0.000, adv=6.401, sprd=0.020]
Ep 059/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.07it/s, loss=0.581, pair=0.000, adv=3.526, sprd=0.010]
Ep 059/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:15,  2.20it/s, loss=0.581, pair=0.000, adv=3.526, sprd=0.010]
Ep 059/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:15,  2.20it/s, loss=0.636, pair=0.000, adv=5.278, sprd=0.020]
Ep 059/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:22,  2.09it/s, loss=0.636, pair=0.000, adv=5.278, sprd=0.020]
Ep 059/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:22,  2.09it/s, loss=0.660, pair=0.000, adv=4.909, sprd=0.021]
Ep 059/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:15,  2.20it/s, loss=0.660, pair=0.000, adv=4.909, sprd=0.021]
Ep 059/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:15,  2.20it/s, loss=0.642, pair=0.000, adv=5.585, sprd=0.021]
Ep 059/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.642, pair=0.000, adv=5.585, sprd=0.021]
Ep 059/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.620, pair=0.000, adv=6.722, sprd=0.021]
Ep 059/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.15it/s, loss=0.620, pair=0.000, adv=6.722, sprd=0.021]
Ep 059/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.15it/s, loss=0.647, pair=0.001, adv=4.575, sprd=0.024]
Ep 059/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:31,  1.94it/s, loss=0.647, pair=0.001, adv=4.575, sprd=0.024]
Ep 059/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:31,  1.94it/s, loss=0.652, pair=0.001, adv=6.359, sprd=0.024]
Ep 059/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:21,  2.08it/s, loss=0.652, pair=0.001, adv=6.359, sprd=0.024]
Ep 059/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:21,  2.08it/s, loss=0.602, pair=0.002, adv=6.047, sprd=0.017]
Ep 059/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:25,  2.01it/s, loss=0.602, pair=0.002, adv=6.047, sprd=0.017]
Ep 059/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:25,  2.01it/s, loss=0.626, pair=0.000, adv=5.247, sprd=0.019]
Ep 059/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:17,  2.12it/s, loss=0.626, pair=0.000, adv=5.247, sprd=0.019]
Ep 059/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:17,  2.12it/s, loss=0.632, pair=0.000, adv=4.878, sprd=0.020]
Ep 059/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.04it/s, loss=0.632, pair=0.000, adv=4.878, sprd=0.020]
Ep 059/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.04it/s, loss=0.634, pair=0.001, adv=5.069, sprd=0.020]
Ep 059/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:15,  2.14it/s, loss=0.634, pair=0.001, adv=5.069, sprd=0.020]
Ep 059/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:15,  2.14it/s, loss=0.641, pair=0.005, adv=5.219, sprd=0.022]
Ep 059/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:20,  2.04it/s, loss=0.641, pair=0.005, adv=5.219, sprd=0.022]
Ep 059/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:20,  2.04it/s, loss=0.617, pair=0.003, adv=5.267, sprd=0.017]
Ep 059/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.16it/s, loss=0.617, pair=0.003, adv=5.267, sprd=0.017]
Ep 059/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.16it/s, loss=0.654, pair=0.005, adv=5.126, sprd=0.026]
Ep 059/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:19,  2.06it/s, loss=0.654, pair=0.005, adv=5.126, sprd=0.026]
Ep 059/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:19,  2.06it/s, loss=0.630, pair=0.004, adv=5.651, sprd=0.018]
Ep 059/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.630, pair=0.004, adv=5.651, sprd=0.018]
Ep 059/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.613, pair=0.001, adv=6.087, sprd=0.020]
Ep 059/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:16,  2.08it/s, loss=0.613, pair=0.001, adv=6.087, sprd=0.020]
Ep 059/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:16,  2.08it/s, loss=0.623, pair=0.005, adv=4.936, sprd=0.020]
Ep 059/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.16it/s, loss=0.623, pair=0.005, adv=4.936, sprd=0.020]
Ep 059/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.16it/s, loss=0.667, pair=0.000, adv=4.903, sprd=0.026]
Ep 059/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:17,  2.05it/s, loss=0.667, pair=0.000, adv=4.903, sprd=0.026]
Ep 059/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.05it/s, loss=0.645, pair=0.000, adv=4.947, sprd=0.023]
Ep 059/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:11,  2.14it/s, loss=0.645, pair=0.000, adv=4.947, sprd=0.023]
Ep 059/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:11,  2.14it/s, loss=0.635, pair=0.000, adv=5.398, sprd=0.019]
Ep 059/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:17,  2.03it/s, loss=0.635, pair=0.000, adv=5.398, sprd=0.019]
Ep 059/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:17,  2.03it/s, loss=0.651, pair=0.000, adv=4.375, sprd=0.025]
Ep 059/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:11,  2.12it/s, loss=0.651, pair=0.000, adv=4.375, sprd=0.025]
Ep 059/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:11,  2.12it/s, loss=0.634, pair=0.001, adv=6.000, sprd=0.021]
Ep 059/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:18,  2.01it/s, loss=0.634, pair=0.001, adv=6.000, sprd=0.021]
Ep 059/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:18,  2.01it/s, loss=0.609, pair=0.003, adv=5.126, sprd=0.018]
Ep 059/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:10,  2.11it/s, loss=0.609, pair=0.003, adv=5.126, sprd=0.018]
Ep 059/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:10,  2.11it/s, loss=0.633, pair=0.002, adv=4.673, sprd=0.019]
Ep 059/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:16,  2.03it/s, loss=0.633, pair=0.002, adv=4.673, sprd=0.019]
Ep 059/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:16,  2.03it/s, loss=0.653, pair=0.003, adv=6.665, sprd=0.026]
Ep 059/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:10,  2.11it/s, loss=0.653, pair=0.003, adv=6.665, sprd=0.026]
Ep 059/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:10,  2.11it/s, loss=0.597, pair=0.001, adv=5.153, sprd=0.017]
Ep 059/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:16,  2.00it/s, loss=0.597, pair=0.001, adv=5.153, sprd=0.017]
Ep 059/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:16,  2.00it/s, loss=0.627, pair=0.000, adv=4.406, sprd=0.019]
Ep 059/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:08,  2.12it/s, loss=0.627, pair=0.000, adv=4.406, sprd=0.019]
Ep 059/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:08,  2.12it/s, loss=0.713, pair=0.002, adv=5.965, sprd=0.024]
Ep 059/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:14,  2.03it/s, loss=0.713, pair=0.002, adv=5.965, sprd=0.024]
Ep 059/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:14,  2.03it/s, loss=0.618, pair=0.000, adv=5.439, sprd=0.017]
Ep 059/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.15it/s, loss=0.618, pair=0.000, adv=5.439, sprd=0.017]
Ep 059/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.15it/s, loss=0.632, pair=0.000, adv=5.747, sprd=0.019]
Ep 059/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:10,  2.07it/s, loss=0.632, pair=0.000, adv=5.747, sprd=0.019]
Ep 059/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:10,  2.07it/s, loss=0.676, pair=0.001, adv=4.367, sprd=0.030]
Ep 059/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.13it/s, loss=0.676, pair=0.001, adv=4.367, sprd=0.030]
Ep 059/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.13it/s, loss=0.683, pair=0.000, adv=6.155, sprd=0.025]
Ep 059/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.03it/s, loss=0.683, pair=0.000, adv=6.155, sprd=0.025]
Ep 059/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.03it/s, loss=0.657, pair=0.001, adv=4.222, sprd=0.028]
Ep 059/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:06,  2.11it/s, loss=0.657, pair=0.001, adv=4.222, sprd=0.028]
Ep 059/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:06,  2.11it/s, loss=0.651, pair=0.000, adv=5.735, sprd=0.022]
Ep 059/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:16,  1.95it/s, loss=0.651, pair=0.000, adv=5.735, sprd=0.022]
Ep 059/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:16,  1.95it/s, loss=0.633, pair=0.005, adv=6.394, sprd=0.019]
Ep 059/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.12it/s, loss=0.633, pair=0.005, adv=6.394, sprd=0.019]
Ep 059/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.12it/s, loss=0.627, pair=0.002, adv=4.797, sprd=0.020]
Ep 059/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:09,  2.04it/s, loss=0.627, pair=0.002, adv=4.797, sprd=0.020]
Ep 059/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:09,  2.04it/s, loss=0.631, pair=0.003, adv=4.801, sprd=0.020]
Ep 059/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:02,  2.15it/s, loss=0.631, pair=0.003, adv=4.801, sprd=0.020]
Ep 059/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.15it/s, loss=0.611, pair=0.000, adv=3.874, sprd=0.014]
Ep 059/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:06,  2.08it/s, loss=0.611, pair=0.000, adv=3.874, sprd=0.014]
Ep 059/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:06,  2.08it/s, loss=0.633, pair=0.001, adv=5.510, sprd=0.022]
Ep 059/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<01:59,  2.19it/s, loss=0.633, pair=0.001, adv=5.510, sprd=0.022]
Ep 059/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:59,  2.19it/s, loss=0.634, pair=0.000, adv=4.984, sprd=0.018]
Ep 059/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:03,  2.11it/s, loss=0.634, pair=0.000, adv=4.984, sprd=0.018]
Ep 059/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:03,  2.11it/s, loss=0.670, pair=0.000, adv=5.760, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:57,  2.21it/s, loss=0.670, pair=0.000, adv=5.760, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:57,  2.21it/s, loss=0.657, pair=0.000, adv=5.979, sprd=0.024]
Ep 059/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.08it/s, loss=0.657, pair=0.000, adv=5.979, sprd=0.024]
Ep 059/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.08it/s, loss=0.673, pair=0.000, adv=5.259, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:57,  2.18it/s, loss=0.673, pair=0.000, adv=5.259, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:57,  2.18it/s, loss=0.663, pair=0.000, adv=6.253, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:01,  2.10it/s, loss=0.663, pair=0.000, adv=6.253, sprd=0.025]
Ep 059/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:01,  2.10it/s, loss=0.643, pair=0.000, adv=6.220, sprd=0.025]
Ep 059/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:58,  2.16it/s, loss=0.643, pair=0.000, adv=6.220, sprd=0.025]
Ep 059/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.16it/s, loss=0.645, pair=0.000, adv=5.428, sprd=0.021]
Ep 059/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.07it/s, loss=0.645, pair=0.000, adv=5.428, sprd=0.021]
Ep 059/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.07it/s, loss=0.608, pair=0.000, adv=5.990, sprd=0.019]
Ep 059/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.608, pair=0.000, adv=5.990, sprd=0.019]
Ep 059/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:58,  2.14it/s, loss=0.641, pair=0.006, adv=5.145, sprd=0.020]
Ep 059/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.641, pair=0.006, adv=5.145, sprd=0.020]
Ep 059/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.638, pair=0.011, adv=4.965, sprd=0.017]
Ep 059/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.16it/s, loss=0.638, pair=0.011, adv=4.965, sprd=0.017]
Ep 059/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.16it/s, loss=0.622, pair=0.001, adv=4.896, sprd=0.019]
Ep 059/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.622, pair=0.001, adv=4.896, sprd=0.019]
Ep 059/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.681, pair=0.008, adv=4.453, sprd=0.028]
Ep 059/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.681, pair=0.008, adv=4.453, sprd=0.028]
Ep 059/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:56,  2.14it/s, loss=0.642, pair=0.000, adv=5.308, sprd=0.019]
Ep 059/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.07it/s, loss=0.642, pair=0.000, adv=5.308, sprd=0.019]
Ep 059/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.07it/s, loss=0.618, pair=0.000, adv=5.070, sprd=0.020]
Ep 059/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.16it/s, loss=0.618, pair=0.000, adv=5.070, sprd=0.020]
Ep 059/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.16it/s, loss=0.593, pair=0.001, adv=4.138, sprd=0.013]
Ep 059/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:59,  2.06it/s, loss=0.593, pair=0.001, adv=4.138, sprd=0.013]
Ep 059/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:59,  2.06it/s, loss=0.599, pair=0.001, adv=5.335, sprd=0.017]
Ep 059/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:54,  2.15it/s, loss=0.599, pair=0.001, adv=5.335, sprd=0.017]
Ep 059/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:54,  2.15it/s, loss=0.633, pair=0.001, adv=4.844, sprd=0.019]
Ep 059/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:57,  2.07it/s, loss=0.633, pair=0.001, adv=4.844, sprd=0.019]
Ep 059/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:57,  2.07it/s, loss=0.602, pair=0.001, adv=5.013, sprd=0.016]
Ep 059/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.16it/s, loss=0.602, pair=0.001, adv=5.013, sprd=0.016]
Ep 059/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.16it/s, loss=0.671, pair=0.000, adv=4.729, sprd=0.028]
Ep 059/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:58,  2.04it/s, loss=0.671, pair=0.000, adv=4.729, sprd=0.028]
Ep 059/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:58,  2.04it/s, loss=0.638, pair=0.006, adv=4.977, sprd=0.021]
Ep 059/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.638, pair=0.006, adv=4.977, sprd=0.021]
Ep 059/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.632, pair=0.000, adv=4.864, sprd=0.022]
Ep 059/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:57,  2.04it/s, loss=0.632, pair=0.000, adv=4.864, sprd=0.022]
Ep 059/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.04it/s, loss=0.686, pair=0.001, adv=5.509, sprd=0.031]
Ep 059/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:52,  2.12it/s, loss=0.686, pair=0.001, adv=5.509, sprd=0.031]
Ep 059/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:52,  2.12it/s, loss=0.620, pair=0.000, adv=5.033, sprd=0.019]
Ep 059/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:55,  2.06it/s, loss=0.620, pair=0.000, adv=5.033, sprd=0.019]
Ep 059/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.06it/s, loss=0.614, pair=0.001, adv=4.448, sprd=0.016]
Ep 059/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:47,  2.20it/s, loss=0.614, pair=0.001, adv=4.448, sprd=0.016]
Ep 059/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:47,  2.20it/s, loss=0.662, pair=0.000, adv=4.662, sprd=0.025]
Ep 059/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:59,  1.98it/s, loss=0.662, pair=0.000, adv=4.662, sprd=0.025]
Ep 059/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:59,  1.98it/s, loss=0.609, pair=0.000, adv=4.738, sprd=0.015]
Ep 059/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:50,  2.13it/s, loss=0.609, pair=0.000, adv=4.738, sprd=0.015]
Ep 059/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:50,  2.13it/s, loss=0.637, pair=0.000, adv=4.465, sprd=0.021]
Ep 059/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.02it/s, loss=0.637, pair=0.000, adv=4.465, sprd=0.021]
Ep 059/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.02it/s, loss=0.668, pair=0.000, adv=4.690, sprd=0.031]
Ep 059/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:51,  2.10it/s, loss=0.668, pair=0.000, adv=4.690, sprd=0.031]
Ep 059/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:51,  2.10it/s, loss=0.664, pair=0.001, adv=5.149, sprd=0.026]
Ep 059/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:54,  2.02it/s, loss=0.664, pair=0.001, adv=5.149, sprd=0.026]
Ep 059/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:54,  2.02it/s, loss=0.679, pair=0.000, adv=4.262, sprd=0.026]
Ep 059/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.14it/s, loss=0.679, pair=0.000, adv=4.262, sprd=0.026]
Ep 059/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.14it/s, loss=0.681, pair=0.002, adv=4.959, sprd=0.019]
Ep 059/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:50,  2.08it/s, loss=0.681, pair=0.002, adv=4.959, sprd=0.019]
Ep 059/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:50,  2.08it/s, loss=0.687, pair=0.001, adv=6.051, sprd=0.035]
Ep 059/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:47,  2.14it/s, loss=0.687, pair=0.001, adv=6.051, sprd=0.035]
Ep 059/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:47,  2.14it/s, loss=0.689, pair=0.000, adv=4.922, sprd=0.031]
Ep 059/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.05it/s, loss=0.689, pair=0.000, adv=4.922, sprd=0.031]
Ep 059/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.05it/s, loss=0.594, pair=0.007, adv=4.240, sprd=0.015]
Ep 059/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:45,  2.15it/s, loss=0.594, pair=0.007, adv=4.240, sprd=0.015]
Ep 059/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:45,  2.15it/s, loss=0.656, pair=0.002, adv=6.090, sprd=0.029]
Ep 059/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:50,  2.04it/s, loss=0.656, pair=0.002, adv=6.090, sprd=0.029]
Ep 059/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.605, pair=0.001, adv=4.963, sprd=0.016]
Ep 059/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.605, pair=0.001, adv=4.963, sprd=0.016]
Ep 059/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.639, pair=0.001, adv=5.641, sprd=0.018]
Ep 059/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.09it/s, loss=0.639, pair=0.001, adv=5.641, sprd=0.018]
Ep 059/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.09it/s, loss=0.615, pair=0.001, adv=3.855, sprd=0.014]
Ep 059/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:41,  2.21it/s, loss=0.615, pair=0.001, adv=3.855, sprd=0.014]
Ep 059/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:41,  2.21it/s, loss=0.692, pair=0.001, adv=3.790, sprd=0.035]
Ep 059/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.692, pair=0.001, adv=3.790, sprd=0.035]
Ep 059/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.631, pair=0.001, adv=5.524, sprd=0.020]
Ep 059/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:43,  2.14it/s, loss=0.631, pair=0.001, adv=5.524, sprd=0.020]
Ep 059/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:43,  2.14it/s, loss=0.602, pair=0.003, adv=4.072, sprd=0.012]
Ep 059/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.602, pair=0.003, adv=4.072, sprd=0.012]
Ep 059/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.606, pair=0.005, adv=4.659, sprd=0.013]
Ep 059/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:39,  2.20it/s, loss=0.606, pair=0.005, adv=4.659, sprd=0.013]
Ep 059/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:39,  2.20it/s, loss=0.657, pair=0.000, adv=4.760, sprd=0.028]
Ep 059/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.06it/s, loss=0.657, pair=0.000, adv=4.760, sprd=0.028]
Ep 059/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.06it/s, loss=0.610, pair=0.002, adv=4.640, sprd=0.017]
Ep 059/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:40,  2.16it/s, loss=0.610, pair=0.002, adv=4.640, sprd=0.017]
Ep 059/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.16it/s, loss=0.656, pair=0.002, adv=5.159, sprd=0.026]
Ep 059/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.07it/s, loss=0.656, pair=0.002, adv=5.159, sprd=0.026]
Ep 059/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.07it/s, loss=0.614, pair=0.005, adv=4.500, sprd=0.019]
Ep 059/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:39,  2.17it/s, loss=0.614, pair=0.005, adv=4.500, sprd=0.019]
Ep 059/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.17it/s, loss=0.652, pair=0.000, adv=7.129, sprd=0.026]
Ep 059/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.06it/s, loss=0.652, pair=0.000, adv=7.129, sprd=0.026]
Ep 059/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.06it/s, loss=0.654, pair=0.000, adv=5.602, sprd=0.026]
Ep 059/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:39,  2.14it/s, loss=0.654, pair=0.000, adv=5.602, sprd=0.026]
Ep 059/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.621, pair=0.000, adv=4.259, sprd=0.019]
Ep 059/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:48,  1.96it/s, loss=0.621, pair=0.000, adv=4.259, sprd=0.019]
Ep 059/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:48,  1.96it/s, loss=0.648, pair=0.000, adv=5.364, sprd=0.021]
Ep 059/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:39,  2.11it/s, loss=0.648, pair=0.000, adv=5.364, sprd=0.021]
Ep 059/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:39,  2.11it/s, loss=0.628, pair=0.000, adv=3.649, sprd=0.019]
Ep 059/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:43,  2.03it/s, loss=0.628, pair=0.000, adv=3.649, sprd=0.019]
Ep 059/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:43,  2.03it/s, loss=0.632, pair=0.002, adv=4.640, sprd=0.021]
Ep 059/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.15it/s, loss=0.632, pair=0.002, adv=4.640, sprd=0.021]
Ep 059/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:37,  2.15it/s, loss=0.600, pair=0.002, adv=4.315, sprd=0.016]
Ep 059/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:42,  2.03it/s, loss=0.600, pair=0.002, adv=4.315, sprd=0.016]
Ep 059/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:42,  2.03it/s, loss=0.590, pair=0.001, adv=6.978, sprd=0.016]
Ep 059/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.15it/s, loss=0.590, pair=0.001, adv=6.978, sprd=0.016]
Ep 059/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.15it/s, loss=0.704, pair=0.000, adv=4.532, sprd=0.019]
Ep 059/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:37,  2.11it/s, loss=0.704, pair=0.000, adv=4.532, sprd=0.019]
Ep 059/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:37,  2.11it/s, loss=0.664, pair=0.000, adv=6.189, sprd=0.028]
Ep 059/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.18it/s, loss=0.664, pair=0.000, adv=6.189, sprd=0.028]
Ep 059/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.18it/s, loss=0.620, pair=0.000, adv=5.027, sprd=0.021]
Ep 059/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.05it/s, loss=0.620, pair=0.000, adv=5.027, sprd=0.021]
Ep 059/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.05it/s, loss=0.615, pair=0.000, adv=4.931, sprd=0.017]
Ep 059/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.17it/s, loss=0.615, pair=0.000, adv=4.931, sprd=0.017]
Ep 059/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:33,  2.17it/s, loss=0.644, pair=0.001, adv=4.892, sprd=0.023]
Ep 059/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.06it/s, loss=0.644, pair=0.001, adv=4.892, sprd=0.023]
Ep 059/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.06it/s, loss=0.636, pair=0.000, adv=5.195, sprd=0.021]
Ep 059/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.16it/s, loss=0.636, pair=0.000, adv=5.195, sprd=0.021]
Ep 059/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.16it/s, loss=0.651, pair=0.000, adv=5.545, sprd=0.025]
Ep 059/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:36,  2.08it/s, loss=0.651, pair=0.000, adv=5.545, sprd=0.025]
Ep 059/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.08it/s, loss=0.609, pair=0.000, adv=5.825, sprd=0.016]
Ep 059/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:29,  2.23it/s, loss=0.609, pair=0.000, adv=5.825, sprd=0.016]
Ep 059/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:29,  2.23it/s, loss=0.639, pair=0.000, adv=5.317, sprd=0.021]
Ep 059/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:33,  2.11it/s, loss=0.639, pair=0.000, adv=5.317, sprd=0.021]
Ep 059/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:33,  2.11it/s, loss=0.630, pair=0.000, adv=5.480, sprd=0.019]
Ep 059/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.21it/s, loss=0.630, pair=0.000, adv=5.480, sprd=0.019]
Ep 059/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.21it/s, loss=0.649, pair=0.001, adv=5.039, sprd=0.024]
Ep 059/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:32,  2.11it/s, loss=0.649, pair=0.001, adv=5.039, sprd=0.024]
Ep 059/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.11it/s, loss=0.638, pair=0.000, adv=5.541, sprd=0.018]
Ep 059/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:27,  2.22it/s, loss=0.638, pair=0.000, adv=5.541, sprd=0.018]
Ep 059/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:27,  2.22it/s, loss=0.641, pair=0.000, adv=5.224, sprd=0.024]
Ep 059/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:33,  2.08it/s, loss=0.641, pair=0.000, adv=5.224, sprd=0.024]
Ep 059/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:33,  2.08it/s, loss=0.606, pair=0.000, adv=3.859, sprd=0.018]
Ep 059/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.15it/s, loss=0.606, pair=0.000, adv=3.859, sprd=0.018]
Ep 059/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.15it/s, loss=0.608, pair=0.000, adv=4.771, sprd=0.018]
Ep 059/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.08it/s, loss=0.608, pair=0.000, adv=4.771, sprd=0.018]
Ep 059/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.08it/s, loss=0.640, pair=0.000, adv=5.142, sprd=0.022]
Ep 059/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.640, pair=0.000, adv=5.142, sprd=0.022]
Ep 059/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.655, pair=0.000, adv=5.701, sprd=0.025]
Ep 059/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:32,  2.05it/s, loss=0.655, pair=0.000, adv=5.701, sprd=0.025]
Ep 059/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:32,  2.05it/s, loss=0.628, pair=0.000, adv=5.313, sprd=0.022]
Ep 059/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:28,  2.13it/s, loss=0.628, pair=0.000, adv=5.313, sprd=0.022]
Ep 059/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:28,  2.13it/s, loss=0.703, pair=0.000, adv=5.157, sprd=0.023]
Ep 059/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.05it/s, loss=0.703, pair=0.000, adv=5.157, sprd=0.023]
Ep 059/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.639, pair=0.000, adv=4.755, sprd=0.024]
Ep 059/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.639, pair=0.000, adv=4.755, sprd=0.024]
Ep 059/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.626, pair=0.001, adv=6.156, sprd=0.022]
Ep 059/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:30,  2.05it/s, loss=0.626, pair=0.001, adv=6.156, sprd=0.022]
Ep 059/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:30,  2.05it/s, loss=0.672, pair=0.000, adv=4.367, sprd=0.023]
Ep 059/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:25,  2.16it/s, loss=0.672, pair=0.000, adv=4.367, sprd=0.023]
Ep 059/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.648, pair=0.000, adv=3.914, sprd=0.026]
Ep 059/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:35,  1.93it/s, loss=0.648, pair=0.000, adv=3.914, sprd=0.026]
Ep 059/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:35,  1.93it/s, loss=0.619, pair=0.000, adv=4.686, sprd=0.018]
Ep 059/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:29,  2.05it/s, loss=0.619, pair=0.000, adv=4.686, sprd=0.018]
Ep 059/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:29,  2.05it/s, loss=0.636, pair=0.022, adv=5.891, sprd=0.018]
Ep 059/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:30,  2.00it/s, loss=0.636, pair=0.022, adv=5.891, sprd=0.018]
Ep 059/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:30,  2.00it/s, loss=0.623, pair=0.000, adv=4.548, sprd=0.020]
Ep 059/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:26,  2.10it/s, loss=0.623, pair=0.000, adv=4.548, sprd=0.020]
Ep 059/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:26,  2.10it/s, loss=0.639, pair=0.001, adv=4.705, sprd=0.023]
Ep 059/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:29,  2.01it/s, loss=0.639, pair=0.001, adv=4.705, sprd=0.023]
Ep 059/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:29,  2.01it/s, loss=0.615, pair=0.000, adv=5.924, sprd=0.015]
Ep 059/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:24,  2.13it/s, loss=0.615, pair=0.000, adv=5.924, sprd=0.015]
Ep 059/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:24,  2.13it/s, loss=1.477, pair=2.328, adv=5.585, sprd=0.014]
Ep 059/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:24,  2.11it/s, loss=1.477, pair=2.328, adv=5.585, sprd=0.014]
Ep 059/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:24,  2.11it/s, loss=0.611, pair=0.000, adv=5.497, sprd=0.017]
Ep 059/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:19,  2.23it/s, loss=0.611, pair=0.000, adv=5.497, sprd=0.017]
Ep 059/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:19,  2.23it/s, loss=0.651, pair=0.001, adv=3.844, sprd=0.025]
Ep 059/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:23,  2.11it/s, loss=0.651, pair=0.001, adv=3.844, sprd=0.025]
Ep 059/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:23,  2.11it/s, loss=0.636, pair=0.000, adv=4.209, sprd=0.023]
Ep 059/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:20,  2.18it/s, loss=0.636, pair=0.000, adv=4.209, sprd=0.023]
Ep 059/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.629, pair=0.001, adv=4.667, sprd=0.020]
Ep 059/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.08it/s, loss=0.629, pair=0.001, adv=4.667, sprd=0.020]
Ep 059/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.08it/s, loss=0.667, pair=0.002, adv=5.690, sprd=0.024]
Ep 059/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:19,  2.19it/s, loss=0.667, pair=0.002, adv=5.690, sprd=0.024]
Ep 059/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.19it/s, loss=0.663, pair=0.000, adv=5.336, sprd=0.025]
Ep 059/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.09it/s, loss=0.663, pair=0.000, adv=5.336, sprd=0.025]
Ep 059/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.09it/s, loss=0.633, pair=0.001, adv=5.129, sprd=0.020]
Ep 059/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.19it/s, loss=0.633, pair=0.001, adv=5.129, sprd=0.020]
Ep 059/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.659, pair=0.001, adv=3.806, sprd=0.022]
Ep 059/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.09it/s, loss=0.659, pair=0.001, adv=3.806, sprd=0.022]
Ep 059/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.09it/s, loss=0.622, pair=0.001, adv=5.691, sprd=0.020]
Ep 059/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.18it/s, loss=0.622, pair=0.001, adv=5.691, sprd=0.020]
Ep 059/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:17,  2.18it/s, loss=0.622, pair=0.000, adv=4.668, sprd=0.018]
Ep 059/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.622, pair=0.000, adv=4.668, sprd=0.018]
Ep 059/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.629, pair=0.001, adv=4.525, sprd=0.019]
Ep 059/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:17,  2.15it/s, loss=0.629, pair=0.001, adv=4.525, sprd=0.019]
Ep 059/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:17,  2.15it/s, loss=0.604, pair=0.002, adv=4.262, sprd=0.017]
Ep 059/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.604, pair=0.002, adv=4.262, sprd=0.017]
Ep 059/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.619, pair=0.005, adv=5.828, sprd=0.018]
Ep 059/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.15it/s, loss=0.619, pair=0.005, adv=5.828, sprd=0.018]
Ep 059/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:16,  2.15it/s, loss=0.632, pair=0.001, adv=3.523, sprd=0.021]
Ep 059/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:20,  2.04it/s, loss=0.632, pair=0.001, adv=3.523, sprd=0.021]
Ep 059/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:20,  2.04it/s, loss=0.664, pair=0.005, adv=5.348, sprd=0.028]
Ep 059/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:16,  2.12it/s, loss=0.664, pair=0.005, adv=5.348, sprd=0.028]
Ep 059/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:16,  2.12it/s, loss=0.611, pair=0.002, adv=5.430, sprd=0.017]
Ep 059/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.611, pair=0.002, adv=5.430, sprd=0.017]
Ep 059/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.659, pair=0.003, adv=5.953, sprd=0.023]
Ep 059/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.15it/s, loss=0.659, pair=0.003, adv=5.953, sprd=0.023]
Ep 059/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.15it/s, loss=0.638, pair=0.003, adv=4.696, sprd=0.021]
Ep 059/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:17,  2.06it/s, loss=0.638, pair=0.003, adv=4.696, sprd=0.021]
Ep 059/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.06it/s, loss=0.663, pair=0.005, adv=5.669, sprd=0.024]
Ep 059/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.15it/s, loss=0.663, pair=0.005, adv=5.669, sprd=0.024]
Ep 059/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.15it/s, loss=0.635, pair=0.002, adv=6.292, sprd=0.021]
Ep 059/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:16,  2.07it/s, loss=0.635, pair=0.002, adv=6.292, sprd=0.021]
Ep 059/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.07it/s, loss=0.680, pair=0.006, adv=4.456, sprd=0.034]
Ep 059/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.11it/s, loss=0.680, pair=0.006, adv=4.456, sprd=0.034]
Ep 059/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.11it/s, loss=0.690, pair=0.007, adv=6.066, sprd=0.031]
Ep 059/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:21,  1.91it/s, loss=0.690, pair=0.007, adv=6.066, sprd=0.031]
Ep 059/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:21,  1.91it/s, loss=0.656, pair=0.002, adv=5.421, sprd=0.021]
Ep 059/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:15,  2.05it/s, loss=0.656, pair=0.002, adv=5.421, sprd=0.021]
Ep 059/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:15,  2.05it/s, loss=0.634, pair=0.001, adv=5.543, sprd=0.018]
Ep 059/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:15,  2.03it/s, loss=0.634, pair=0.001, adv=5.543, sprd=0.018]
Ep 059/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.03it/s, loss=0.631, pair=0.000, adv=5.302, sprd=0.021]
Ep 059/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.13it/s, loss=0.631, pair=0.000, adv=5.302, sprd=0.021]
Ep 059/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.13it/s, loss=0.631, pair=0.001, adv=4.461, sprd=0.022]
Ep 059/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:14,  2.03it/s, loss=0.631, pair=0.001, adv=4.461, sprd=0.022]
Ep 059/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.03it/s, loss=0.591, pair=0.000, adv=4.298, sprd=0.015]
Ep 059/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.591, pair=0.000, adv=4.298, sprd=0.015]
Ep 059/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.680, pair=0.003, adv=4.009, sprd=0.030]
Ep 059/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:13,  2.04it/s, loss=0.680, pair=0.003, adv=4.009, sprd=0.030]
Ep 059/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:13,  2.04it/s, loss=0.636, pair=0.001, adv=3.541, sprd=0.017]
Ep 059/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.17it/s, loss=0.636, pair=0.001, adv=3.541, sprd=0.017]
Ep 059/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.17it/s, loss=0.651, pair=0.002, adv=4.177, sprd=0.013]
Ep 059/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:10,  2.10it/s, loss=0.651, pair=0.002, adv=4.177, sprd=0.013]
Ep 059/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:10,  2.10it/s, loss=0.661, pair=0.006, adv=4.719, sprd=0.021]
Ep 059/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:05,  2.24it/s, loss=0.661, pair=0.006, adv=4.719, sprd=0.021]
Ep 059/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:05,  2.24it/s, loss=0.657, pair=0.007, adv=5.851, sprd=0.027]
Ep 059/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:09,  2.09it/s, loss=0.657, pair=0.007, adv=5.851, sprd=0.027]
Ep 059/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:09,  2.09it/s, loss=0.607, pair=0.003, adv=4.563, sprd=0.013]
Ep 059/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:05,  2.21it/s, loss=0.607, pair=0.003, adv=4.563, sprd=0.013]
Ep 059/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:05,  2.21it/s, loss=0.603, pair=0.004, adv=3.477, sprd=0.016]
Ep 059/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.09it/s, loss=0.603, pair=0.004, adv=3.477, sprd=0.016]
Ep 059/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.09it/s, loss=0.627, pair=0.007, adv=5.981, sprd=0.019]
Ep 059/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:04,  2.21it/s, loss=0.627, pair=0.007, adv=5.981, sprd=0.019]
Ep 059/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:04,  2.21it/s, loss=0.658, pair=0.003, adv=5.109, sprd=0.026]
Ep 059/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.05it/s, loss=0.658, pair=0.003, adv=5.109, sprd=0.026]
Ep 059/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.05it/s, loss=0.638, pair=0.003, adv=4.105, sprd=0.017]
Ep 059/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:04,  2.19it/s, loss=0.638, pair=0.003, adv=4.105, sprd=0.017]
Ep 059/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.639, pair=0.002, adv=5.278, sprd=0.026]
Ep 059/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.04it/s, loss=0.639, pair=0.002, adv=5.278, sprd=0.026]
Ep 059/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.04it/s, loss=0.675, pair=0.001, adv=5.292, sprd=0.023]
Ep 059/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:04,  2.14it/s, loss=0.675, pair=0.001, adv=5.292, sprd=0.023]
Ep 059/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.14it/s, loss=0.659, pair=0.003, adv=5.926, sprd=0.022]
Ep 059/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.08it/s, loss=0.659, pair=0.003, adv=5.926, sprd=0.022]
Ep 059/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.08it/s, loss=0.609, pair=0.000, adv=4.701, sprd=0.017]
Ep 059/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:02,  2.18it/s, loss=0.609, pair=0.000, adv=4.701, sprd=0.017]
Ep 059/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.18it/s, loss=0.631, pair=0.001, adv=5.189, sprd=0.020]
Ep 059/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:05,  2.09it/s, loss=0.631, pair=0.001, adv=5.189, sprd=0.020]
Ep 059/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:05,  2.09it/s, loss=0.685, pair=0.001, adv=5.371, sprd=0.030]
Ep 059/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:01,  2.18it/s, loss=0.685, pair=0.001, adv=5.371, sprd=0.030]
Ep 059/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:01,  2.18it/s, loss=0.602, pair=0.001, adv=3.994, sprd=0.014]
Ep 059/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:03,  2.10it/s, loss=0.602, pair=0.001, adv=3.994, sprd=0.014]
Ep 059/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:03,  2.10it/s, loss=0.643, pair=0.000, adv=5.066, sprd=0.022]
Ep 059/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:00,  2.18it/s, loss=0.643, pair=0.000, adv=5.066, sprd=0.022]
Ep 059/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:00,  2.18it/s, loss=0.627, pair=0.000, adv=6.172, sprd=0.020]
Ep 059/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.09it/s, loss=0.627, pair=0.000, adv=6.172, sprd=0.020]
Ep 059/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.09it/s, loss=0.676, pair=0.000, adv=7.002, sprd=0.024]
Ep 059/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:59,  2.20it/s, loss=0.676, pair=0.000, adv=7.002, sprd=0.024]
Ep 059/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<00:59,  2.20it/s, loss=0.658, pair=0.000, adv=5.824, sprd=0.027]
Ep 059/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.658, pair=0.000, adv=5.824, sprd=0.027]
Ep 059/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.666, pair=0.000, adv=5.025, sprd=0.028]
Ep 059/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.666, pair=0.000, adv=5.025, sprd=0.028]
Ep 059/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.13it/s, loss=0.659, pair=0.000, adv=4.804, sprd=0.027]
Ep 059/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:03,  2.02it/s, loss=0.659, pair=0.000, adv=4.804, sprd=0.027]
Ep 059/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:03,  2.02it/s, loss=0.658, pair=0.034, adv=5.109, sprd=0.025]
Ep 059/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:00,  2.11it/s, loss=0.658, pair=0.034, adv=5.109, sprd=0.025]
Ep 059/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:00,  2.11it/s, loss=0.685, pair=0.001, adv=5.241, sprd=0.029]
Ep 059/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:06,  1.91it/s, loss=0.685, pair=0.001, adv=5.241, sprd=0.029]
Ep 059/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:06,  1.91it/s, loss=0.624, pair=0.000, adv=4.550, sprd=0.016]
Ep 059/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<01:00,  2.05it/s, loss=0.624, pair=0.000, adv=4.550, sprd=0.016]
Ep 059/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<01:00,  2.05it/s, loss=0.611, pair=0.000, adv=5.978, sprd=0.018]
Ep 059/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.01it/s, loss=0.611, pair=0.000, adv=5.978, sprd=0.018]
Ep 059/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.01it/s, loss=0.651, pair=0.000, adv=5.104, sprd=0.025]
Ep 059/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:58,  2.11it/s, loss=0.651, pair=0.000, adv=5.104, sprd=0.025]
Ep 059/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:58,  2.11it/s, loss=0.653, pair=0.000, adv=4.854, sprd=0.024]
Ep 059/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.04it/s, loss=0.653, pair=0.000, adv=4.854, sprd=0.024]
Ep 059/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.04it/s, loss=0.628, pair=0.000, adv=5.148, sprd=0.022]
Ep 059/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:57,  2.11it/s, loss=0.628, pair=0.000, adv=5.148, sprd=0.022]
Ep 059/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:57,  2.11it/s, loss=0.699, pair=0.000, adv=5.589, sprd=0.024]
Ep 059/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.699, pair=0.000, adv=5.589, sprd=0.024]
Ep 059/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.646, pair=0.000, adv=5.774, sprd=0.023]
Ep 059/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.15it/s, loss=0.646, pair=0.000, adv=5.774, sprd=0.023]
Ep 059/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.15it/s, loss=0.602, pair=0.000, adv=4.056, sprd=0.016]
Ep 059/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:56,  2.08it/s, loss=0.602, pair=0.000, adv=4.056, sprd=0.016]
Ep 059/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:56,  2.08it/s, loss=0.581, pair=0.000, adv=5.160, sprd=0.014]
Ep 059/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.16it/s, loss=0.581, pair=0.000, adv=5.160, sprd=0.014]
Ep 059/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.16it/s, loss=0.662, pair=0.000, adv=5.240, sprd=0.026]
Ep 059/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:57,  2.03it/s, loss=0.662, pair=0.000, adv=5.240, sprd=0.026]
Ep 059/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.03it/s, loss=0.648, pair=0.000, adv=3.509, sprd=0.023]
Ep 059/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.13it/s, loss=0.648, pair=0.000, adv=3.509, sprd=0.023]
Ep 059/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.13it/s, loss=0.661, pair=0.000, adv=4.935, sprd=0.025]
Ep 059/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:56,  2.03it/s, loss=0.661, pair=0.000, adv=4.935, sprd=0.025]
Ep 059/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:56,  2.03it/s, loss=0.661, pair=0.000, adv=6.856, sprd=0.027]
Ep 059/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:53,  2.13it/s, loss=0.661, pair=0.000, adv=6.856, sprd=0.027]
Ep 059/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:53,  2.13it/s, loss=0.606, pair=0.000, adv=5.508, sprd=0.015]
Ep 059/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.06it/s, loss=0.606, pair=0.000, adv=5.508, sprd=0.015]
Ep 059/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.06it/s, loss=0.589, pair=0.000, adv=5.313, sprd=0.014]
Ep 059/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.589, pair=0.000, adv=5.313, sprd=0.014]
Ep 059/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.643, pair=0.000, adv=5.850, sprd=0.020]
Ep 059/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:52,  2.10it/s, loss=0.643, pair=0.000, adv=5.850, sprd=0.020]
Ep 059/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:52,  2.10it/s, loss=0.634, pair=0.000, adv=3.966, sprd=0.022]
Ep 059/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.18it/s, loss=0.634, pair=0.000, adv=3.966, sprd=0.022]
Ep 059/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.18it/s, loss=0.609, pair=0.002, adv=4.170, sprd=0.013]
Ep 059/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:51,  2.10it/s, loss=0.609, pair=0.002, adv=4.170, sprd=0.013]
Ep 059/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:51,  2.10it/s, loss=0.621, pair=0.001, adv=4.367, sprd=0.020]
Ep 059/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.17it/s, loss=0.621, pair=0.001, adv=4.367, sprd=0.020]
Ep 059/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.17it/s, loss=0.664, pair=0.001, adv=4.886, sprd=0.025]
Ep 059/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:50,  2.09it/s, loss=0.664, pair=0.001, adv=4.886, sprd=0.025]
Ep 059/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:50,  2.09it/s, loss=0.643, pair=0.000, adv=5.236, sprd=0.022]
Ep 059/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.643, pair=0.000, adv=5.236, sprd=0.022]
Ep 059/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.618, pair=0.000, adv=4.851, sprd=0.019]
Ep 059/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.618, pair=0.000, adv=4.851, sprd=0.019]
Ep 059/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.06it/s, loss=0.652, pair=0.001, adv=5.408, sprd=0.022]
Ep 059/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.652, pair=0.001, adv=5.408, sprd=0.022]
Ep 059/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.647, pair=0.002, adv=5.459, sprd=0.024]
Ep 059/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:53,  1.92it/s, loss=0.647, pair=0.002, adv=5.459, sprd=0.024]
Ep 059/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:53,  1.92it/s, loss=0.621, pair=0.001, adv=3.896, sprd=0.017]
Ep 059/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:48,  2.07it/s, loss=0.621, pair=0.001, adv=3.896, sprd=0.017]
Ep 059/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:48,  2.07it/s, loss=0.626, pair=0.002, adv=5.273, sprd=0.020]
Ep 059/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:49,  2.02it/s, loss=0.626, pair=0.002, adv=5.273, sprd=0.020]
Ep 059/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:49,  2.02it/s, loss=0.629, pair=0.002, adv=4.507, sprd=0.020]
Ep 059/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.11it/s, loss=0.629, pair=0.002, adv=4.507, sprd=0.020]
Ep 059/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.11it/s, loss=0.626, pair=0.000, adv=6.092, sprd=0.022]
Ep 059/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.02it/s, loss=0.626, pair=0.000, adv=6.092, sprd=0.022]
Ep 059/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.02it/s, loss=0.632, pair=0.002, adv=4.419, sprd=0.021]
Ep 059/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.12it/s, loss=0.632, pair=0.002, adv=4.419, sprd=0.021]
Ep 059/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.12it/s, loss=0.666, pair=0.009, adv=5.049, sprd=0.016]
Ep 059/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.05it/s, loss=0.666, pair=0.009, adv=5.049, sprd=0.016]
Ep 059/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.05it/s, loss=0.643, pair=0.002, adv=5.667, sprd=0.023]
Ep 059/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:44,  2.14it/s, loss=0.643, pair=0.002, adv=5.667, sprd=0.023]
Ep 059/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.14it/s, loss=0.663, pair=0.002, adv=5.282, sprd=0.028]
Ep 059/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.01it/s, loss=0.663, pair=0.002, adv=5.282, sprd=0.028]
Ep 059/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.01it/s, loss=0.664, pair=0.002, adv=6.178, sprd=0.027]
Ep 059/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:44,  2.11it/s, loss=0.664, pair=0.002, adv=6.178, sprd=0.027]
Ep 059/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:44,  2.11it/s, loss=0.631, pair=0.002, adv=4.462, sprd=0.023]
Ep 059/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.01it/s, loss=0.631, pair=0.002, adv=4.462, sprd=0.023]
Ep 059/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.01it/s, loss=0.643, pair=0.003, adv=4.863, sprd=0.020]
Ep 059/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:42,  2.14it/s, loss=0.643, pair=0.003, adv=4.863, sprd=0.020]
Ep 059/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.14it/s, loss=0.645, pair=0.004, adv=4.897, sprd=0.023]
Ep 059/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.06it/s, loss=0.645, pair=0.004, adv=4.897, sprd=0.023]
Ep 059/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.06it/s, loss=0.619, pair=0.007, adv=4.579, sprd=0.017]
Ep 059/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.18it/s, loss=0.619, pair=0.007, adv=4.579, sprd=0.017]
Ep 059/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:40,  2.18it/s, loss=0.646, pair=0.004, adv=4.399, sprd=0.014]
Ep 059/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.05it/s, loss=0.646, pair=0.004, adv=4.399, sprd=0.014]
Ep 059/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.05it/s, loss=0.643, pair=0.002, adv=5.188, sprd=0.022]
Ep 059/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.16it/s, loss=0.643, pair=0.002, adv=5.188, sprd=0.022]
Ep 059/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.16it/s, loss=0.669, pair=0.002, adv=5.496, sprd=0.031]
Ep 059/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.04it/s, loss=0.669, pair=0.002, adv=5.496, sprd=0.031]
Ep 059/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.04it/s, loss=0.607, pair=0.001, adv=5.307, sprd=0.018]
Ep 059/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.13it/s, loss=0.607, pair=0.001, adv=5.307, sprd=0.018]
Ep 059/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.646, pair=0.000, adv=5.350, sprd=0.024]
Ep 059/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.02it/s, loss=0.646, pair=0.000, adv=5.350, sprd=0.024]
Ep 059/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.02it/s, loss=0.626, pair=0.000, adv=5.263, sprd=0.016]
Ep 059/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.15it/s, loss=0.626, pair=0.000, adv=5.263, sprd=0.016]
Ep 059/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.15it/s, loss=0.646, pair=0.000, adv=4.179, sprd=0.024]
Ep 059/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.05it/s, loss=0.646, pair=0.000, adv=4.179, sprd=0.024]
Ep 059/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.05it/s, loss=0.626, pair=0.000, adv=4.271, sprd=0.022]
Ep 059/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:38,  2.13it/s, loss=0.626, pair=0.000, adv=4.271, sprd=0.022]
Ep 059/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.13it/s, loss=0.681, pair=0.002, adv=5.911, sprd=0.025]
Ep 059/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.07it/s, loss=0.681, pair=0.002, adv=5.911, sprd=0.025]
Ep 059/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.07it/s, loss=0.622, pair=0.002, adv=4.386, sprd=0.018]
Ep 059/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.17it/s, loss=0.622, pair=0.002, adv=4.386, sprd=0.018]
Ep 059/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:36,  2.17it/s, loss=0.663, pair=0.001, adv=5.100, sprd=0.024]
Ep 059/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.09it/s, loss=0.663, pair=0.001, adv=5.100, sprd=0.024]
Ep 059/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.09it/s, loss=0.645, pair=0.001, adv=4.837, sprd=0.020]
Ep 059/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.19it/s, loss=0.645, pair=0.001, adv=4.837, sprd=0.020]
Ep 059/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.19it/s, loss=0.620, pair=0.001, adv=4.774, sprd=0.017]
Ep 059/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.10it/s, loss=0.620, pair=0.001, adv=4.774, sprd=0.017]
Ep 059/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.10it/s, loss=0.627, pair=0.001, adv=4.550, sprd=0.019]
Ep 059/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.18it/s, loss=0.627, pair=0.001, adv=4.550, sprd=0.019]
Ep 059/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.18it/s, loss=0.664, pair=0.002, adv=5.861, sprd=0.028]
Ep 059/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:37,  1.96it/s, loss=0.664, pair=0.002, adv=5.861, sprd=0.028]
Ep 059/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:37,  1.96it/s, loss=0.628, pair=0.000, adv=5.268, sprd=0.020]
Ep 059/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:35,  2.08it/s, loss=0.628, pair=0.000, adv=5.268, sprd=0.020]
Ep 059/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:35,  2.08it/s, loss=0.618, pair=0.000, adv=4.909, sprd=0.018]
Ep 059/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.02it/s, loss=0.618, pair=0.000, adv=4.909, sprd=0.018]
Ep 059/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.02it/s, loss=0.609, pair=0.000, adv=3.570, sprd=0.017]
Ep 059/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.12it/s, loss=0.609, pair=0.000, adv=3.570, sprd=0.017]
Ep 059/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:33,  2.12it/s, loss=0.678, pair=0.000, adv=5.514, sprd=0.030]
Ep 059/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:35,  2.00it/s, loss=0.678, pair=0.000, adv=5.514, sprd=0.030]
Ep 059/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:35,  2.00it/s, loss=0.620, pair=0.000, adv=4.925, sprd=0.019]
Ep 059/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.12it/s, loss=0.620, pair=0.000, adv=4.925, sprd=0.019]
Ep 059/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.12it/s, loss=0.671, pair=0.001, adv=4.537, sprd=0.023]
Ep 059/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.05it/s, loss=0.671, pair=0.001, adv=4.537, sprd=0.023]
Ep 059/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.05it/s, loss=0.637, pair=0.001, adv=5.556, sprd=0.023]
Ep 059/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.16it/s, loss=0.637, pair=0.001, adv=5.556, sprd=0.023]
Ep 059/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.16it/s, loss=0.622, pair=0.000, adv=4.915, sprd=0.022]
Ep 059/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.05it/s, loss=0.622, pair=0.000, adv=4.915, sprd=0.022]
Ep 059/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.05it/s, loss=0.632, pair=0.001, adv=4.846, sprd=0.022]
Ep 059/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.13it/s, loss=0.632, pair=0.001, adv=4.846, sprd=0.022]
Ep 059/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.13it/s, loss=0.638, pair=0.000, adv=4.699, sprd=0.021]
Ep 059/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.04it/s, loss=0.638, pair=0.000, adv=4.699, sprd=0.021]
Ep 059/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.04it/s, loss=0.645, pair=0.000, adv=4.462, sprd=0.024]
Ep 059/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.12it/s, loss=0.645, pair=0.000, adv=4.462, sprd=0.024]
Ep 059/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.12it/s, loss=0.635, pair=0.003, adv=6.284, sprd=0.022]
Ep 059/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.02it/s, loss=0.635, pair=0.003, adv=6.284, sprd=0.022]
Ep 059/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.02it/s, loss=0.680, pair=0.000, adv=5.570, sprd=0.029]
Ep 059/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.11it/s, loss=0.680, pair=0.000, adv=5.570, sprd=0.029]
Ep 059/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.11it/s, loss=0.613, pair=0.000, adv=5.352, sprd=0.017]
Ep 059/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.05it/s, loss=0.613, pair=0.000, adv=5.352, sprd=0.017]
Ep 059/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.05it/s, loss=0.641, pair=0.003, adv=4.632, sprd=0.022]
Ep 059/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.14it/s, loss=0.641, pair=0.003, adv=4.632, sprd=0.022]
Ep 059/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.14it/s, loss=0.662, pair=0.000, adv=4.462, sprd=0.027]
Ep 059/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.03it/s, loss=0.662, pair=0.000, adv=4.462, sprd=0.027]
Ep 059/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.03it/s, loss=0.656, pair=0.000, adv=6.031, sprd=0.023]
Ep 059/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.14it/s, loss=0.656, pair=0.000, adv=6.031, sprd=0.023]
Ep 059/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.14it/s, loss=0.606, pair=0.000, adv=4.018, sprd=0.014]
Ep 059/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.10it/s, loss=0.606, pair=0.000, adv=4.018, sprd=0.014]
Ep 059/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:26,  2.10it/s, loss=0.653, pair=0.000, adv=5.958, sprd=0.027]
Ep 059/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.15it/s, loss=0.653, pair=0.000, adv=5.958, sprd=0.027]
Ep 059/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.15it/s, loss=0.674, pair=0.002, adv=5.307, sprd=0.024]
Ep 059/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.05it/s, loss=0.674, pair=0.002, adv=5.307, sprd=0.024]
Ep 059/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.05it/s, loss=0.624, pair=0.008, adv=5.134, sprd=0.023]
Ep 059/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:25,  2.11it/s, loss=0.624, pair=0.008, adv=5.134, sprd=0.023]
Ep 059/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:25,  2.11it/s, loss=0.659, pair=0.004, adv=5.653, sprd=0.022]
Ep 059/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.03it/s, loss=0.659, pair=0.004, adv=5.653, sprd=0.022]
Ep 059/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.03it/s, loss=0.609, pair=0.005, adv=4.295, sprd=0.015]
Ep 059/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.16it/s, loss=0.609, pair=0.005, adv=4.295, sprd=0.015]
Ep 059/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.16it/s, loss=0.681, pair=0.004, adv=4.941, sprd=0.027]
Ep 059/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.08it/s, loss=0.681, pair=0.004, adv=4.941, sprd=0.027]
Ep 059/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.08it/s, loss=0.589, pair=0.002, adv=3.740, sprd=0.015]
Ep 059/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.18it/s, loss=0.589, pair=0.002, adv=3.740, sprd=0.015]
Ep 059/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.18it/s, loss=0.625, pair=0.004, adv=5.847, sprd=0.019]
Ep 059/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.07it/s, loss=0.625, pair=0.004, adv=5.847, sprd=0.019]
Ep 059/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.07it/s, loss=0.637, pair=0.002, adv=5.724, sprd=0.024]
Ep 059/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.14it/s, loss=0.637, pair=0.002, adv=5.724, sprd=0.024]
Ep 059/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.14it/s, loss=0.682, pair=0.001, adv=6.660, sprd=0.032]
Ep 059/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:23,  1.93it/s, loss=0.682, pair=0.001, adv=6.660, sprd=0.032]
Ep 059/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:23,  1.93it/s, loss=0.651, pair=0.001, adv=5.796, sprd=0.022]
Ep 059/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:21,  2.08it/s, loss=0.651, pair=0.001, adv=5.796, sprd=0.022]
Ep 059/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.08it/s, loss=0.659, pair=0.001, adv=5.600, sprd=0.027]
Ep 059/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.01it/s, loss=0.659, pair=0.001, adv=5.600, sprd=0.027]
Ep 059/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.01it/s, loss=0.602, pair=0.002, adv=6.238, sprd=0.016]
Ep 059/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.12it/s, loss=0.602, pair=0.002, adv=6.238, sprd=0.016]
Ep 059/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.697, pair=0.003, adv=5.145, sprd=0.025]
Ep 059/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.05it/s, loss=0.697, pair=0.003, adv=5.145, sprd=0.025]
Ep 059/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.05it/s, loss=0.657, pair=0.002, adv=4.143, sprd=0.024]
Ep 059/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.14it/s, loss=0.657, pair=0.002, adv=4.143, sprd=0.024]
Ep 059/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.14it/s, loss=0.630, pair=0.003, adv=5.164, sprd=0.020]
Ep 059/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.05it/s, loss=0.630, pair=0.003, adv=5.164, sprd=0.020]
Ep 059/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.05it/s, loss=0.646, pair=0.004, adv=5.235, sprd=0.025]
Ep 059/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.14it/s, loss=0.646, pair=0.004, adv=5.235, sprd=0.025]
Ep 059/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.14it/s, loss=0.656, pair=0.005, adv=5.058, sprd=0.023]
Ep 059/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.06it/s, loss=0.656, pair=0.005, adv=5.058, sprd=0.023]
Ep 059/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.06it/s, loss=0.658, pair=0.005, adv=5.493, sprd=0.021]
Ep 059/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.19it/s, loss=0.658, pair=0.005, adv=5.493, sprd=0.021]
Ep 059/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:16,  2.19it/s, loss=0.611, pair=0.005, adv=4.236, sprd=0.017]
Ep 059/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.11it/s, loss=0.611, pair=0.005, adv=4.236, sprd=0.017]
Ep 059/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.11it/s, loss=1.504, pair=2.471, adv=6.947, sprd=0.018]
Ep 059/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:15,  2.23it/s, loss=1.504, pair=2.471, adv=6.947, sprd=0.018]
Ep 059/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:15,  2.23it/s, loss=0.619, pair=0.002, adv=4.064, sprd=0.016]
Ep 059/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.11it/s, loss=0.619, pair=0.002, adv=4.064, sprd=0.016]
Ep 059/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.11it/s, loss=0.612, pair=0.000, adv=5.008, sprd=0.017]
Ep 059/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.19it/s, loss=0.612, pair=0.000, adv=5.008, sprd=0.017]
Ep 059/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.19it/s, loss=0.643, pair=0.001, adv=4.503, sprd=0.023]
Ep 059/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.07it/s, loss=0.643, pair=0.001, adv=4.503, sprd=0.023]
Ep 059/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.07it/s, loss=0.640, pair=0.001, adv=4.798, sprd=0.026]
Ep 059/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.11it/s, loss=0.640, pair=0.001, adv=4.798, sprd=0.026]
Ep 059/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.11it/s, loss=0.631, pair=0.000, adv=3.523, sprd=0.018]
Ep 059/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.03it/s, loss=0.631, pair=0.000, adv=3.523, sprd=0.018]
Ep 059/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.03it/s, loss=0.662, pair=0.001, adv=5.145, sprd=0.021]
Ep 059/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.15it/s, loss=0.662, pair=0.001, adv=5.145, sprd=0.021]
Ep 059/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.15it/s, loss=0.619, pair=0.001, adv=5.250, sprd=0.017]
Ep 059/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.07it/s, loss=0.619, pair=0.001, adv=5.250, sprd=0.017]
Ep 059/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.07it/s, loss=0.630, pair=0.001, adv=4.618, sprd=0.022]
Ep 059/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.630, pair=0.001, adv=4.618, sprd=0.022]
Ep 059/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.654, pair=0.000, adv=5.236, sprd=0.023]
Ep 059/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.07it/s, loss=0.654, pair=0.000, adv=5.236, sprd=0.023]
Ep 059/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.07it/s, loss=0.620, pair=0.000, adv=4.857, sprd=0.021]
Ep 059/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.16it/s, loss=0.620, pair=0.000, adv=4.857, sprd=0.021]
Ep 059/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.16it/s, loss=0.610, pair=0.003, adv=4.301, sprd=0.017]
Ep 059/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.07it/s, loss=0.610, pair=0.003, adv=4.301, sprd=0.017]
Ep 059/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.07it/s, loss=0.639, pair=0.000, adv=3.940, sprd=0.020]
Ep 059/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.639, pair=0.000, adv=3.940, sprd=0.020]
Ep 059/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.628, pair=0.001, adv=4.236, sprd=0.019]
Ep 059/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.10it/s, loss=0.628, pair=0.001, adv=4.236, sprd=0.019]
Ep 059/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.10it/s, loss=0.627, pair=0.001, adv=5.201, sprd=0.020]
Ep 059/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.20it/s, loss=0.627, pair=0.001, adv=5.201, sprd=0.020]
Ep 059/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.20it/s, loss=0.635, pair=0.003, adv=4.567, sprd=0.020]
Ep 059/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.11it/s, loss=0.635, pair=0.003, adv=4.567, sprd=0.020]
Ep 059/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.11it/s, loss=0.630, pair=0.000, adv=5.192, sprd=0.020]
Ep 059/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.21it/s, loss=0.630, pair=0.000, adv=5.192, sprd=0.020]
Ep 059/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.21it/s, loss=0.661, pair=0.001, adv=5.332, sprd=0.023]
Ep 059/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.12it/s, loss=0.661, pair=0.001, adv=5.332, sprd=0.023]
Ep 059/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.12it/s, loss=0.645, pair=0.000, adv=5.308, sprd=0.023]
Ep 059/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.21it/s, loss=0.645, pair=0.000, adv=5.308, sprd=0.023]
Ep 059/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.21it/s, loss=0.649, pair=0.002, adv=4.878, sprd=0.022]
Ep 059/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:08,  2.00it/s, loss=0.649, pair=0.002, adv=4.878, sprd=0.022]
Ep 059/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:08,  2.00it/s, loss=0.664, pair=0.006, adv=4.822, sprd=0.025]
Ep 059/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:07,  2.10it/s, loss=0.664, pair=0.006, adv=4.822, sprd=0.025]
Ep 059/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:07,  2.10it/s, loss=0.650, pair=0.001, adv=5.025, sprd=0.019]
Ep 059/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.09it/s, loss=0.650, pair=0.001, adv=5.025, sprd=0.019]
Ep 059/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.09it/s, loss=0.648, pair=0.007, adv=4.375, sprd=0.020]
Ep 059/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:05,  2.20it/s, loss=0.648, pair=0.007, adv=4.375, sprd=0.020]
Ep 059/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.20it/s, loss=0.591, pair=0.005, adv=5.415, sprd=0.014]
Ep 059/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.11it/s, loss=0.591, pair=0.005, adv=5.415, sprd=0.014]
Ep 059/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.11it/s, loss=0.618, pair=0.008, adv=4.327, sprd=0.017]
Ep 059/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:04,  2.25it/s, loss=0.618, pair=0.008, adv=4.327, sprd=0.017]
Ep 059/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:04,  2.25it/s, loss=0.644, pair=0.001, adv=5.142, sprd=0.025]
Ep 059/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.10it/s, loss=0.644, pair=0.001, adv=5.142, sprd=0.025]
Ep 059/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.10it/s, loss=0.641, pair=0.001, adv=4.195, sprd=0.019]
Ep 059/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.25it/s, loss=0.641, pair=0.001, adv=4.195, sprd=0.019]
Ep 059/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.25it/s, loss=0.624, pair=0.000, adv=5.258, sprd=0.022]
Ep 059/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.08it/s, loss=0.624, pair=0.000, adv=5.258, sprd=0.022]
Ep 059/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.08it/s, loss=0.635, pair=0.000, adv=4.307, sprd=0.020]
Ep 059/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.19it/s, loss=0.635, pair=0.000, adv=4.307, sprd=0.020]
Ep 059/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.19it/s, loss=0.681, pair=0.000, adv=6.313, sprd=0.031]
Ep 059/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.08it/s, loss=0.681, pair=0.000, adv=6.313, sprd=0.031]
Ep 059/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.08it/s, loss=0.691, pair=0.000, adv=6.213, sprd=0.032]
Ep 059/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.16it/s, loss=0.691, pair=0.000, adv=6.213, sprd=0.032]
Ep 059/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.16it/s, loss=0.663, pair=0.000, adv=4.847, sprd=0.024]
Ep 059/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.10it/s, loss=0.663, pair=0.000, adv=4.847, sprd=0.024]
Ep 059/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.10it/s, loss=0.630, pair=0.002, adv=4.995, sprd=0.020]
Ep 059/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.20it/s, loss=0.630, pair=0.002, adv=4.995, sprd=0.020]
Ep 059/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.20it/s, loss=0.634, pair=0.000, adv=3.871, sprd=0.019]
Ep 059/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.11it/s, loss=0.634, pair=0.000, adv=3.871, sprd=0.019]
Ep 059/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.11it/s, loss=0.622, pair=0.000, adv=4.631, sprd=0.018]
Ep 059/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.22it/s, loss=0.622, pair=0.000, adv=4.631, sprd=0.018]
Ep 059/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.22it/s, loss=0.665, pair=0.000, adv=4.651, sprd=0.018]
Ep 059/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.11it/s, loss=0.665, pair=0.000, adv=4.651, sprd=0.018]
                                                                                                              
Epoch 059/80 [S3:+sens]  loss=0.6431  mat=0.2686  sens=1.0548  pair=0.0154  adv=5.0622(rand=3.47)  deg=0.0047  orth=0.0011  spread=0.0211  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.17e-05  216s

Ep 060/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 060/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.596, pair=0.000, adv=5.101, sprd=0.015]
Ep 060/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:50,  1.31s/it, loss=0.596, pair=0.000, adv=5.101, sprd=0.015]
Ep 060/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:50,  1.31s/it, loss=0.660, pair=0.000, adv=4.754, sprd=0.026]
Ep 060/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:55,  1.27it/s, loss=0.660, pair=0.000, adv=4.754, sprd=0.026]
Ep 060/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:55,  1.27it/s, loss=0.609, pair=0.000, adv=5.422, sprd=0.014]
Ep 060/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.609, pair=0.000, adv=5.422, sprd=0.014]
Ep 060/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:54,  1.53it/s, loss=0.626, pair=0.003, adv=5.456, sprd=0.016]
Ep 060/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:08,  1.81it/s, loss=0.626, pair=0.003, adv=5.456, sprd=0.016]
Ep 060/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:08,  1.81it/s, loss=0.638, pair=0.000, adv=4.961, sprd=0.023]
Ep 060/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:05,  1.83it/s, loss=0.638, pair=0.000, adv=4.961, sprd=0.023]
Ep 060/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:05,  1.83it/s, loss=0.617, pair=0.000, adv=5.187, sprd=0.018]
Ep 060/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  1.99it/s, loss=0.617, pair=0.000, adv=5.187, sprd=0.018]
Ep 060/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:44,  1.99it/s, loss=0.702, pair=0.000, adv=4.774, sprd=0.021]
Ep 060/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:56,  1.88it/s, loss=0.702, pair=0.000, adv=4.774, sprd=0.021]
Ep 060/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:56,  1.88it/s, loss=0.669, pair=0.000, adv=6.024, sprd=0.025]
Ep 060/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.669, pair=0.000, adv=6.024, sprd=0.025]
Ep 060/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:36,  2.06it/s, loss=0.613, pair=0.000, adv=5.435, sprd=0.019]
Ep 060/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:41,  2.01it/s, loss=0.613, pair=0.000, adv=5.435, sprd=0.019]
Ep 060/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:41,  2.01it/s, loss=0.625, pair=0.000, adv=4.290, sprd=0.020]
Ep 060/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.625, pair=0.000, adv=4.290, sprd=0.020]
Ep 060/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:29,  2.11it/s, loss=0.667, pair=0.001, adv=4.792, sprd=0.017]
Ep 060/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:33,  2.07it/s, loss=0.667, pair=0.001, adv=4.792, sprd=0.017]
Ep 060/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:33,  2.07it/s, loss=0.600, pair=0.000, adv=4.584, sprd=0.015]
Ep 060/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.600, pair=0.000, adv=4.584, sprd=0.015]
Ep 060/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.651, pair=0.001, adv=5.588, sprd=0.024]
Ep 060/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:30,  2.09it/s, loss=0.651, pair=0.001, adv=5.588, sprd=0.024]
Ep 060/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:30,  2.09it/s, loss=0.624, pair=0.000, adv=4.498, sprd=0.018]
Ep 060/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:19,  2.20it/s, loss=0.624, pair=0.000, adv=4.498, sprd=0.018]
Ep 060/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:19,  2.20it/s, loss=0.684, pair=0.001, adv=5.100, sprd=0.027]
Ep 060/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:28,  2.10it/s, loss=0.684, pair=0.001, adv=5.100, sprd=0.027]
Ep 060/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:28,  2.10it/s, loss=0.631, pair=0.002, adv=5.971, sprd=0.024]
Ep 060/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.15it/s, loss=0.631, pair=0.002, adv=5.971, sprd=0.024]
Ep 060/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.15it/s, loss=0.653, pair=0.002, adv=5.254, sprd=0.023]
Ep 060/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:30,  2.07it/s, loss=0.653, pair=0.002, adv=5.254, sprd=0.023]
Ep 060/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:30,  2.07it/s, loss=0.612, pair=0.003, adv=4.402, sprd=0.019]
Ep 060/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.612, pair=0.003, adv=4.402, sprd=0.019]
Ep 060/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.689, pair=0.001, adv=4.511, sprd=0.021]
Ep 060/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:28,  2.09it/s, loss=0.689, pair=0.001, adv=4.511, sprd=0.021]
Ep 060/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:28,  2.09it/s, loss=0.636, pair=0.000, adv=5.197, sprd=0.022]
Ep 060/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.18it/s, loss=0.636, pair=0.000, adv=5.197, sprd=0.022]
Ep 060/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.18it/s, loss=0.613, pair=0.000, adv=4.302, sprd=0.016]
Ep 060/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.07it/s, loss=0.613, pair=0.000, adv=4.302, sprd=0.016]
Ep 060/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:28,  2.07it/s, loss=0.669, pair=0.000, adv=6.171, sprd=0.026]
Ep 060/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.669, pair=0.000, adv=6.171, sprd=0.026]
Ep 060/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.673, pair=0.000, adv=4.486, sprd=0.031]
Ep 060/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:29,  2.05it/s, loss=0.673, pair=0.000, adv=4.486, sprd=0.031]
Ep 060/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:29,  2.05it/s, loss=0.618, pair=0.000, adv=4.370, sprd=0.020]
Ep 060/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:20,  2.14it/s, loss=0.618, pair=0.000, adv=4.370, sprd=0.020]
Ep 060/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:20,  2.14it/s, loss=0.624, pair=0.000, adv=5.609, sprd=0.020]
Ep 060/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:29,  2.05it/s, loss=0.624, pair=0.000, adv=5.609, sprd=0.020]
Ep 060/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:29,  2.05it/s, loss=0.657, pair=0.000, adv=4.734, sprd=0.026]
Ep 060/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:19,  2.14it/s, loss=0.657, pair=0.000, adv=4.734, sprd=0.026]
Ep 060/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:19,  2.14it/s, loss=0.586, pair=0.000, adv=4.604, sprd=0.012]
Ep 060/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.06it/s, loss=0.586, pair=0.000, adv=4.604, sprd=0.012]
Ep 060/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.06it/s, loss=0.641, pair=0.000, adv=4.476, sprd=0.023]
Ep 060/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:19,  2.13it/s, loss=0.641, pair=0.000, adv=4.476, sprd=0.023]
Ep 060/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:19,  2.13it/s, loss=0.638, pair=0.000, adv=4.621, sprd=0.013]
Ep 060/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:25,  2.06it/s, loss=0.638, pair=0.000, adv=4.621, sprd=0.013]
Ep 060/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:25,  2.06it/s, loss=0.624, pair=0.001, adv=4.029, sprd=0.019]
Ep 060/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:14,  2.18it/s, loss=0.624, pair=0.001, adv=4.029, sprd=0.019]
Ep 060/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:14,  2.18it/s, loss=0.637, pair=0.000, adv=5.566, sprd=0.021]
Ep 060/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.637, pair=0.000, adv=5.566, sprd=0.021]
Ep 060/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.672, pair=0.000, adv=5.358, sprd=0.026]
Ep 060/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:12,  2.19it/s, loss=0.672, pair=0.000, adv=5.358, sprd=0.026]
Ep 060/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:12,  2.19it/s, loss=0.696, pair=0.001, adv=5.361, sprd=0.035]
Ep 060/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.06it/s, loss=0.696, pair=0.001, adv=5.361, sprd=0.035]
Ep 060/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.06it/s, loss=1.642, pair=3.010, adv=4.472, sprd=0.011]
Ep 060/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:08,  2.22it/s, loss=1.642, pair=3.010, adv=4.472, sprd=0.011]
Ep 060/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:08,  2.22it/s, loss=0.623, pair=0.000, adv=4.141, sprd=0.020]
Ep 060/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:28,  2.00it/s, loss=0.623, pair=0.000, adv=4.141, sprd=0.020]
Ep 060/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:28,  2.00it/s, loss=0.621, pair=0.000, adv=3.874, sprd=0.017]
Ep 060/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:15,  2.13it/s, loss=0.621, pair=0.000, adv=3.874, sprd=0.017]
Ep 060/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:15,  2.13it/s, loss=0.643, pair=0.000, adv=4.491, sprd=0.021]
Ep 060/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.05it/s, loss=0.643, pair=0.000, adv=4.491, sprd=0.021]
Ep 060/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:23,  2.05it/s, loss=0.596, pair=0.000, adv=4.095, sprd=0.014]
Ep 060/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.17it/s, loss=0.596, pair=0.000, adv=4.095, sprd=0.014]
Ep 060/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:11,  2.17it/s, loss=0.676, pair=0.001, adv=4.737, sprd=0.027]
Ep 060/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.06it/s, loss=0.676, pair=0.001, adv=4.737, sprd=0.027]
Ep 060/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.06it/s, loss=0.673, pair=0.003, adv=5.668, sprd=0.028]
Ep 060/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.14it/s, loss=0.673, pair=0.003, adv=5.668, sprd=0.028]
Ep 060/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.14it/s, loss=0.668, pair=0.000, adv=4.268, sprd=0.019]
Ep 060/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.668, pair=0.000, adv=4.268, sprd=0.019]
Ep 060/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.587, pair=0.000, adv=3.900, sprd=0.013]
Ep 060/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:09,  2.17it/s, loss=0.587, pair=0.000, adv=3.900, sprd=0.013]
Ep 060/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:09,  2.17it/s, loss=0.644, pair=0.000, adv=5.636, sprd=0.022]
Ep 060/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:19,  2.05it/s, loss=0.644, pair=0.000, adv=5.636, sprd=0.022]
Ep 060/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:19,  2.05it/s, loss=0.626, pair=0.000, adv=4.270, sprd=0.020]
Ep 060/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.14it/s, loss=0.626, pair=0.000, adv=4.270, sprd=0.020]
Ep 060/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:10,  2.14it/s, loss=0.651, pair=0.000, adv=5.834, sprd=0.021]
Ep 060/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:13,  2.11it/s, loss=0.651, pair=0.000, adv=5.834, sprd=0.021]
Ep 060/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:13,  2.11it/s, loss=0.654, pair=0.000, adv=5.573, sprd=0.023]
Ep 060/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.654, pair=0.000, adv=5.573, sprd=0.023]
Ep 060/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.643, pair=0.000, adv=5.321, sprd=0.019]
Ep 060/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:11,  2.12it/s, loss=0.643, pair=0.000, adv=5.321, sprd=0.019]
Ep 060/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:11,  2.12it/s, loss=0.630, pair=0.000, adv=5.016, sprd=0.020]
Ep 060/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:04,  2.20it/s, loss=0.630, pair=0.000, adv=5.016, sprd=0.020]
Ep 060/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:04,  2.20it/s, loss=0.632, pair=0.000, adv=4.768, sprd=0.020]
Ep 060/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:13,  2.09it/s, loss=0.632, pair=0.000, adv=4.768, sprd=0.020]
Ep 060/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:13,  2.09it/s, loss=0.657, pair=0.000, adv=6.552, sprd=0.031]
Ep 060/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.14it/s, loss=0.657, pair=0.000, adv=6.552, sprd=0.031]
Ep 060/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.14it/s, loss=0.658, pair=0.000, adv=5.439, sprd=0.027]
Ep 060/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:19,  2.02it/s, loss=0.658, pair=0.000, adv=5.439, sprd=0.027]
Ep 060/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:19,  2.02it/s, loss=0.620, pair=0.005, adv=4.333, sprd=0.018]
Ep 060/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.620, pair=0.005, adv=4.333, sprd=0.018]
Ep 060/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.654, pair=0.000, adv=5.143, sprd=0.024]
Ep 060/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:16,  2.04it/s, loss=0.654, pair=0.000, adv=5.143, sprd=0.024]
Ep 060/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:16,  2.04it/s, loss=0.647, pair=0.001, adv=5.045, sprd=0.024]
Ep 060/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.647, pair=0.001, adv=5.045, sprd=0.024]
Ep 060/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=1.502, pair=2.477, adv=5.052, sprd=0.021]
Ep 060/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:14,  2.05it/s, loss=1.502, pair=2.477, adv=5.052, sprd=0.021]
Ep 060/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:14,  2.05it/s, loss=0.603, pair=0.000, adv=4.820, sprd=0.018]
Ep 060/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.603, pair=0.000, adv=4.820, sprd=0.018]
Ep 060/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.656, pair=0.000, adv=4.870, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:13,  2.05it/s, loss=0.656, pair=0.000, adv=4.870, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:13,  2.05it/s, loss=0.640, pair=0.000, adv=6.009, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.640, pair=0.000, adv=6.009, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.697, pair=0.001, adv=4.685, sprd=0.036]
Ep 060/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:14,  2.02it/s, loss=0.697, pair=0.001, adv=4.685, sprd=0.036]
Ep 060/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:14,  2.02it/s, loss=0.604, pair=0.003, adv=4.907, sprd=0.015]
Ep 060/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.15it/s, loss=0.604, pair=0.003, adv=4.907, sprd=0.015]
Ep 060/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.15it/s, loss=0.660, pair=0.006, adv=4.754, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:08,  2.08it/s, loss=0.660, pair=0.006, adv=4.754, sprd=0.024]
Ep 060/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.640, pair=0.002, adv=3.739, sprd=0.020]
Ep 060/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.640, pair=0.002, adv=3.739, sprd=0.020]
Ep 060/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.635, pair=0.000, adv=5.063, sprd=0.020]
Ep 060/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:15,  1.99it/s, loss=0.635, pair=0.000, adv=5.063, sprd=0.020]
Ep 060/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:15,  1.99it/s, loss=0.652, pair=0.000, adv=4.401, sprd=0.024]
Ep 060/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:05,  2.10it/s, loss=0.652, pair=0.000, adv=4.401, sprd=0.024]
Ep 060/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:05,  2.10it/s, loss=0.634, pair=0.007, adv=5.146, sprd=0.022]
Ep 060/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:14,  2.00it/s, loss=0.634, pair=0.007, adv=5.146, sprd=0.022]
Ep 060/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:14,  2.00it/s, loss=0.664, pair=0.004, adv=5.617, sprd=0.026]
Ep 060/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:04,  2.10it/s, loss=0.664, pair=0.004, adv=5.617, sprd=0.026]
Ep 060/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:04,  2.10it/s, loss=0.636, pair=0.001, adv=5.130, sprd=0.022]
Ep 060/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:12,  2.00it/s, loss=0.636, pair=0.001, adv=5.130, sprd=0.022]
Ep 060/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:12,  2.00it/s, loss=0.624, pair=0.001, adv=5.305, sprd=0.018]
Ep 060/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:00,  2.14it/s, loss=0.624, pair=0.001, adv=5.305, sprd=0.018]
Ep 060/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:00,  2.14it/s, loss=0.606, pair=0.001, adv=5.484, sprd=0.017]
Ep 060/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.03it/s, loss=0.606, pair=0.001, adv=5.484, sprd=0.017]
Ep 060/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.03it/s, loss=0.601, pair=0.000, adv=3.079, sprd=0.015]
Ep 060/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:55,  2.18it/s, loss=0.601, pair=0.000, adv=3.079, sprd=0.015]
Ep 060/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:55,  2.18it/s, loss=0.643, pair=0.000, adv=5.827, sprd=0.023]
Ep 060/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:01,  2.10it/s, loss=0.643, pair=0.000, adv=5.827, sprd=0.023]
Ep 060/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:01,  2.10it/s, loss=0.622, pair=0.000, adv=5.231, sprd=0.020]
Ep 060/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:54,  2.18it/s, loss=0.622, pair=0.000, adv=5.231, sprd=0.020]
Ep 060/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:54,  2.18it/s, loss=0.672, pair=0.000, adv=4.264, sprd=0.018]
Ep 060/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.672, pair=0.000, adv=4.264, sprd=0.018]
Ep 060/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.624, pair=0.000, adv=5.220, sprd=0.020]
Ep 060/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.15it/s, loss=0.624, pair=0.000, adv=5.220, sprd=0.020]
Ep 060/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.15it/s, loss=0.636, pair=0.001, adv=4.330, sprd=0.022]
Ep 060/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:07,  2.02it/s, loss=0.636, pair=0.001, adv=4.330, sprd=0.022]
Ep 060/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:07,  2.02it/s, loss=0.661, pair=0.001, adv=4.017, sprd=0.024]
Ep 060/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:57,  2.13it/s, loss=0.661, pair=0.001, adv=4.017, sprd=0.024]
Ep 060/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:57,  2.13it/s, loss=0.632, pair=0.002, adv=4.708, sprd=0.020]
Ep 060/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.03it/s, loss=0.632, pair=0.002, adv=4.708, sprd=0.020]
Ep 060/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.03it/s, loss=0.652, pair=0.000, adv=4.960, sprd=0.026]
Ep 060/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:57,  2.11it/s, loss=0.652, pair=0.000, adv=4.960, sprd=0.026]
Ep 060/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:57,  2.11it/s, loss=0.622, pair=0.000, adv=5.002, sprd=0.021]
Ep 060/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:06,  2.01it/s, loss=0.622, pair=0.000, adv=5.002, sprd=0.021]
Ep 060/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:06,  2.01it/s, loss=0.627, pair=0.000, adv=4.891, sprd=0.018]
Ep 060/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:51,  2.17it/s, loss=0.627, pair=0.000, adv=4.891, sprd=0.018]
Ep 060/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:51,  2.17it/s, loss=0.620, pair=0.000, adv=5.050, sprd=0.017]
Ep 060/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:57,  2.10it/s, loss=0.620, pair=0.000, adv=5.050, sprd=0.017]
Ep 060/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:57,  2.10it/s, loss=0.610, pair=0.000, adv=3.273, sprd=0.020]
Ep 060/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:50,  2.18it/s, loss=0.610, pair=0.000, adv=3.273, sprd=0.020]
Ep 060/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:50,  2.18it/s, loss=0.656, pair=0.000, adv=5.004, sprd=0.022]
Ep 060/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.656, pair=0.000, adv=5.004, sprd=0.022]
Ep 060/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.631, pair=0.000, adv=4.824, sprd=0.023]
Ep 060/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:53,  2.13it/s, loss=0.631, pair=0.000, adv=4.824, sprd=0.023]
Ep 060/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:53,  2.13it/s, loss=0.639, pair=0.000, adv=4.559, sprd=0.018]
Ep 060/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.10it/s, loss=0.639, pair=0.000, adv=4.559, sprd=0.018]
Ep 060/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.10it/s, loss=0.647, pair=0.000, adv=4.812, sprd=0.025]
Ep 060/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:48,  2.17it/s, loss=0.647, pair=0.000, adv=4.812, sprd=0.025]
Ep 060/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:48,  2.17it/s, loss=0.620, pair=0.000, adv=5.559, sprd=0.018]
Ep 060/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.620, pair=0.000, adv=5.559, sprd=0.018]
Ep 060/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.662, pair=0.000, adv=6.762, sprd=0.028]
Ep 060/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.15it/s, loss=0.662, pair=0.000, adv=6.762, sprd=0.028]
Ep 060/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:49,  2.15it/s, loss=0.626, pair=0.000, adv=4.592, sprd=0.021]
Ep 060/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.07it/s, loss=0.626, pair=0.000, adv=4.592, sprd=0.021]
Ep 060/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.07it/s, loss=0.608, pair=0.000, adv=3.944, sprd=0.015]
Ep 060/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.18it/s, loss=0.608, pair=0.000, adv=3.944, sprd=0.015]
Ep 060/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.18it/s, loss=0.596, pair=0.000, adv=4.259, sprd=0.012]
Ep 060/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:50,  2.13it/s, loss=0.596, pair=0.000, adv=4.259, sprd=0.012]
Ep 060/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:50,  2.13it/s, loss=0.647, pair=0.000, adv=6.112, sprd=0.025]
Ep 060/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.20it/s, loss=0.647, pair=0.000, adv=6.112, sprd=0.025]
Ep 060/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:44,  2.20it/s, loss=0.674, pair=0.000, adv=5.760, sprd=0.028]
Ep 060/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<03:03,  1.97it/s, loss=0.674, pair=0.000, adv=5.760, sprd=0.028]
Ep 060/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<03:03,  1.97it/s, loss=0.640, pair=0.001, adv=5.785, sprd=0.019]
Ep 060/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:48,  2.13it/s, loss=0.640, pair=0.001, adv=5.785, sprd=0.019]
Ep 060/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:48,  2.13it/s, loss=0.683, pair=0.000, adv=4.135, sprd=0.018]
Ep 060/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:53,  2.07it/s, loss=0.683, pair=0.000, adv=4.135, sprd=0.018]
Ep 060/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:53,  2.07it/s, loss=0.637, pair=0.000, adv=3.702, sprd=0.022]
Ep 060/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.14it/s, loss=0.637, pair=0.000, adv=3.702, sprd=0.022]
Ep 060/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.14it/s, loss=0.668, pair=0.002, adv=5.616, sprd=0.022]
Ep 060/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:53,  2.05it/s, loss=0.668, pair=0.002, adv=5.616, sprd=0.022]
Ep 060/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:53,  2.05it/s, loss=0.596, pair=0.000, adv=4.786, sprd=0.017]
Ep 060/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:46,  2.14it/s, loss=0.596, pair=0.000, adv=4.786, sprd=0.017]
Ep 060/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:46,  2.14it/s, loss=0.613, pair=0.000, adv=5.162, sprd=0.018]
Ep 060/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:52,  2.05it/s, loss=0.613, pair=0.000, adv=5.162, sprd=0.018]
Ep 060/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:52,  2.05it/s, loss=0.669, pair=0.000, adv=4.504, sprd=0.030]
Ep 060/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.12it/s, loss=0.669, pair=0.000, adv=4.504, sprd=0.030]
Ep 060/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.12it/s, loss=0.630, pair=0.000, adv=4.800, sprd=0.017]
Ep 060/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:50,  2.07it/s, loss=0.630, pair=0.000, adv=4.800, sprd=0.017]
Ep 060/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:50,  2.07it/s, loss=0.605, pair=0.000, adv=4.280, sprd=0.015]
Ep 060/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:40,  2.18it/s, loss=0.605, pair=0.000, adv=4.280, sprd=0.015]
Ep 060/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:40,  2.18it/s, loss=0.612, pair=0.000, adv=4.373, sprd=0.014]
Ep 060/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:45,  2.11it/s, loss=0.612, pair=0.000, adv=4.373, sprd=0.014]
Ep 060/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:45,  2.11it/s, loss=0.684, pair=0.000, adv=5.614, sprd=0.028]
Ep 060/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.18it/s, loss=0.684, pair=0.000, adv=5.614, sprd=0.028]
Ep 060/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.18it/s, loss=0.635, pair=0.000, adv=5.882, sprd=0.022]
Ep 060/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:48,  2.07it/s, loss=0.635, pair=0.000, adv=5.882, sprd=0.022]
Ep 060/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:48,  2.07it/s, loss=0.627, pair=0.003, adv=4.875, sprd=0.019]
Ep 060/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.17it/s, loss=0.627, pair=0.003, adv=4.875, sprd=0.019]
Ep 060/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.17it/s, loss=0.635, pair=0.000, adv=6.454, sprd=0.021]
Ep 060/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.635, pair=0.000, adv=6.454, sprd=0.021]
Ep 060/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.625, pair=0.000, adv=3.827, sprd=0.016]
Ep 060/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:35,  2.21it/s, loss=0.625, pair=0.000, adv=3.827, sprd=0.016]
Ep 060/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:35,  2.21it/s, loss=0.598, pair=0.000, adv=4.431, sprd=0.016]
Ep 060/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:42,  2.12it/s, loss=0.598, pair=0.000, adv=4.431, sprd=0.016]
Ep 060/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:42,  2.12it/s, loss=0.621, pair=0.000, adv=5.052, sprd=0.018]
Ep 060/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:35,  2.20it/s, loss=0.621, pair=0.000, adv=5.052, sprd=0.018]
Ep 060/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:35,  2.20it/s, loss=0.656, pair=0.000, adv=4.441, sprd=0.024]
Ep 060/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:42,  2.10it/s, loss=0.656, pair=0.000, adv=4.441, sprd=0.024]
Ep 060/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:42,  2.10it/s, loss=0.632, pair=0.001, adv=6.022, sprd=0.020]
Ep 060/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:34,  2.21it/s, loss=0.632, pair=0.001, adv=6.022, sprd=0.020]
Ep 060/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:34,  2.21it/s, loss=0.664, pair=0.001, adv=5.306, sprd=0.028]
Ep 060/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.664, pair=0.001, adv=5.306, sprd=0.028]
Ep 060/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.645, pair=0.008, adv=5.823, sprd=0.022]
Ep 060/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:36,  2.16it/s, loss=0.645, pair=0.008, adv=5.823, sprd=0.022]
Ep 060/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.16it/s, loss=0.598, pair=0.000, adv=5.258, sprd=0.016]
Ep 060/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.598, pair=0.000, adv=5.258, sprd=0.016]
Ep 060/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.681, pair=0.001, adv=5.413, sprd=0.030]
Ep 060/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:36,  2.15it/s, loss=0.681, pair=0.001, adv=5.413, sprd=0.030]
Ep 060/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:36,  2.15it/s, loss=0.699, pair=0.001, adv=5.945, sprd=0.022]
Ep 060/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:50,  1.97it/s, loss=0.699, pair=0.001, adv=5.945, sprd=0.022]
Ep 060/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:50,  1.97it/s, loss=0.633, pair=0.000, adv=5.424, sprd=0.021]
Ep 060/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:40,  2.09it/s, loss=0.633, pair=0.000, adv=5.424, sprd=0.021]
Ep 060/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:40,  2.09it/s, loss=0.634, pair=0.001, adv=5.959, sprd=0.021]
Ep 060/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.04it/s, loss=0.634, pair=0.001, adv=5.959, sprd=0.021]
Ep 060/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.04it/s, loss=0.623, pair=0.003, adv=5.054, sprd=0.017]
Ep 060/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:33,  2.17it/s, loss=0.623, pair=0.003, adv=5.054, sprd=0.017]
Ep 060/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:33,  2.17it/s, loss=0.600, pair=0.000, adv=4.126, sprd=0.017]
Ep 060/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:38,  2.09it/s, loss=0.600, pair=0.000, adv=4.126, sprd=0.017]
Ep 060/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:38,  2.09it/s, loss=0.616, pair=0.002, adv=4.736, sprd=0.017]
Ep 060/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:31,  2.19it/s, loss=0.616, pair=0.002, adv=4.736, sprd=0.017]
Ep 060/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:31,  2.19it/s, loss=0.653, pair=0.004, adv=5.594, sprd=0.024]
Ep 060/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.10it/s, loss=0.653, pair=0.004, adv=5.594, sprd=0.024]
Ep 060/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.10it/s, loss=0.662, pair=0.008, adv=5.259, sprd=0.026]
Ep 060/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:32,  2.16it/s, loss=0.662, pair=0.008, adv=5.259, sprd=0.026]
Ep 060/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:32,  2.16it/s, loss=0.599, pair=0.003, adv=4.844, sprd=0.016]
Ep 060/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.599, pair=0.003, adv=4.844, sprd=0.016]
Ep 060/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.643, pair=0.002, adv=5.212, sprd=0.023]
Ep 060/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.14it/s, loss=0.643, pair=0.002, adv=5.212, sprd=0.023]
Ep 060/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.14it/s, loss=0.642, pair=0.002, adv=4.812, sprd=0.019]
Ep 060/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.05it/s, loss=0.642, pair=0.002, adv=4.812, sprd=0.019]
Ep 060/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.05it/s, loss=0.605, pair=0.006, adv=4.568, sprd=0.014]
Ep 060/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:27,  2.20it/s, loss=0.605, pair=0.006, adv=4.568, sprd=0.014]
Ep 060/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:27,  2.20it/s, loss=0.623, pair=0.003, adv=6.229, sprd=0.018]
Ep 060/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:33,  2.10it/s, loss=0.623, pair=0.003, adv=6.229, sprd=0.018]
Ep 060/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:33,  2.10it/s, loss=0.656, pair=0.005, adv=5.648, sprd=0.028]
Ep 060/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.15it/s, loss=0.656, pair=0.005, adv=5.648, sprd=0.028]
Ep 060/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.15it/s, loss=0.656, pair=0.002, adv=4.650, sprd=0.017]
Ep 060/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:36,  2.06it/s, loss=0.656, pair=0.002, adv=4.650, sprd=0.017]
Ep 060/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.607, pair=0.002, adv=4.997, sprd=0.017]
Ep 060/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.607, pair=0.002, adv=4.997, sprd=0.017]
Ep 060/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.623, pair=0.004, adv=6.669, sprd=0.018]
Ep 060/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:32,  2.10it/s, loss=0.623, pair=0.004, adv=6.669, sprd=0.018]
Ep 060/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:32,  2.10it/s, loss=0.612, pair=0.001, adv=4.622, sprd=0.020]
Ep 060/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.612, pair=0.001, adv=4.622, sprd=0.020]
Ep 060/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.654, pair=0.000, adv=5.295, sprd=0.021]
Ep 060/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:33,  2.07it/s, loss=0.654, pair=0.000, adv=5.295, sprd=0.021]
Ep 060/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.683, pair=0.002, adv=5.196, sprd=0.029]
Ep 060/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=0.683, pair=0.002, adv=5.196, sprd=0.029]
Ep 060/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=0.641, pair=0.000, adv=5.069, sprd=0.022]
Ep 060/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:34,  2.04it/s, loss=0.641, pair=0.000, adv=5.069, sprd=0.022]
Ep 060/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:34,  2.04it/s, loss=0.614, pair=0.001, adv=5.391, sprd=0.020]
Ep 060/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:28,  2.13it/s, loss=0.614, pair=0.001, adv=5.391, sprd=0.020]
Ep 060/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:28,  2.13it/s, loss=0.629, pair=0.001, adv=6.399, sprd=0.022]
Ep 060/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:36,  2.00it/s, loss=0.629, pair=0.001, adv=6.399, sprd=0.022]
Ep 060/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:36,  2.00it/s, loss=0.601, pair=0.001, adv=5.543, sprd=0.016]
Ep 060/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:28,  2.11it/s, loss=0.601, pair=0.001, adv=5.543, sprd=0.016]
Ep 060/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:28,  2.11it/s, loss=0.615, pair=0.000, adv=5.334, sprd=0.019]
Ep 060/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:34,  2.02it/s, loss=0.615, pair=0.000, adv=5.334, sprd=0.019]
Ep 060/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:34,  2.02it/s, loss=1.413, pair=2.191, adv=4.374, sprd=0.023]
Ep 060/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:27,  2.11it/s, loss=1.413, pair=2.191, adv=4.374, sprd=0.023]
Ep 060/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:27,  2.11it/s, loss=0.623, pair=0.000, adv=5.537, sprd=0.019]
Ep 060/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:33,  2.03it/s, loss=0.623, pair=0.000, adv=5.537, sprd=0.019]
Ep 060/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:33,  2.03it/s, loss=0.645, pair=0.000, adv=5.223, sprd=0.021]
Ep 060/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:23,  2.15it/s, loss=0.645, pair=0.000, adv=5.223, sprd=0.021]
Ep 060/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:23,  2.15it/s, loss=0.602, pair=0.000, adv=5.429, sprd=0.013]
Ep 060/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:37,  1.96it/s, loss=0.602, pair=0.000, adv=5.429, sprd=0.013]
Ep 060/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:37,  1.96it/s, loss=0.644, pair=0.000, adv=5.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:27,  2.08it/s, loss=0.644, pair=0.000, adv=5.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:27,  2.08it/s, loss=0.641, pair=0.003, adv=5.125, sprd=0.019]
Ep 060/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:30,  2.03it/s, loss=0.641, pair=0.003, adv=5.125, sprd=0.019]
Ep 060/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:30,  2.03it/s, loss=0.615, pair=0.001, adv=5.969, sprd=0.017]
Ep 060/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.615, pair=0.001, adv=5.969, sprd=0.017]
Ep 060/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.651, pair=0.000, adv=6.631, sprd=0.026]
Ep 060/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:28,  2.05it/s, loss=0.651, pair=0.000, adv=6.631, sprd=0.026]
Ep 060/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:28,  2.05it/s, loss=0.639, pair=0.000, adv=4.816, sprd=0.018]
Ep 060/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:17,  2.20it/s, loss=0.639, pair=0.000, adv=4.816, sprd=0.018]
Ep 060/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:17,  2.20it/s, loss=0.617, pair=0.002, adv=5.000, sprd=0.018]
Ep 060/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:23,  2.11it/s, loss=0.617, pair=0.002, adv=5.000, sprd=0.018]
Ep 060/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:23,  2.11it/s, loss=0.672, pair=0.003, adv=5.302, sprd=0.033]
Ep 060/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:19,  2.15it/s, loss=0.672, pair=0.003, adv=5.302, sprd=0.033]
Ep 060/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:19,  2.15it/s, loss=0.686, pair=0.004, adv=5.884, sprd=0.028]
Ep 060/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:25,  2.06it/s, loss=0.686, pair=0.004, adv=5.884, sprd=0.028]
Ep 060/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:25,  2.06it/s, loss=0.640, pair=0.002, adv=5.278, sprd=0.024]
Ep 060/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:19,  2.14it/s, loss=0.640, pair=0.002, adv=5.278, sprd=0.024]
Ep 060/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:19,  2.14it/s, loss=0.624, pair=0.004, adv=5.377, sprd=0.023]
Ep 060/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:28,  2.00it/s, loss=0.624, pair=0.004, adv=5.377, sprd=0.023]
Ep 060/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:28,  2.00it/s, loss=0.633, pair=0.043, adv=5.791, sprd=0.018]
Ep 060/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:19,  2.12it/s, loss=0.633, pair=0.043, adv=5.791, sprd=0.018]
Ep 060/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:19,  2.12it/s, loss=0.597, pair=0.001, adv=3.918, sprd=0.016]
Ep 060/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:25,  2.04it/s, loss=0.597, pair=0.001, adv=3.918, sprd=0.016]
Ep 060/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:25,  2.04it/s, loss=0.610, pair=0.000, adv=5.421, sprd=0.019]
Ep 060/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:18,  2.13it/s, loss=0.610, pair=0.000, adv=5.421, sprd=0.019]
Ep 060/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:18,  2.13it/s, loss=0.622, pair=0.001, adv=6.018, sprd=0.019]
Ep 060/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.622, pair=0.001, adv=6.018, sprd=0.019]
Ep 060/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.650, pair=0.001, adv=5.433, sprd=0.022]
Ep 060/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:16,  2.15it/s, loss=0.650, pair=0.001, adv=5.433, sprd=0.022]
Ep 060/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:16,  2.15it/s, loss=0.599, pair=0.001, adv=4.645, sprd=0.015]
Ep 060/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:20,  2.08it/s, loss=0.599, pair=0.001, adv=4.645, sprd=0.015]
Ep 060/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:20,  2.08it/s, loss=0.628, pair=0.000, adv=4.814, sprd=0.020]
Ep 060/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:14,  2.16it/s, loss=0.628, pair=0.000, adv=4.814, sprd=0.020]
Ep 060/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:14,  2.16it/s, loss=0.630, pair=0.001, adv=5.675, sprd=0.018]
Ep 060/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:17,  2.11it/s, loss=0.630, pair=0.001, adv=5.675, sprd=0.018]
Ep 060/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:17,  2.11it/s, loss=0.716, pair=0.001, adv=5.876, sprd=0.028]
Ep 060/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:10,  2.22it/s, loss=0.716, pair=0.001, adv=5.876, sprd=0.028]
Ep 060/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:10,  2.22it/s, loss=0.648, pair=0.001, adv=5.975, sprd=0.021]
Ep 060/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.12it/s, loss=0.648, pair=0.001, adv=5.975, sprd=0.021]
Ep 060/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.12it/s, loss=0.631, pair=0.002, adv=5.647, sprd=0.020]
Ep 060/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:09,  2.22it/s, loss=0.631, pair=0.002, adv=5.647, sprd=0.020]
Ep 060/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:09,  2.22it/s, loss=0.632, pair=0.003, adv=4.951, sprd=0.021]
Ep 060/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:16,  2.10it/s, loss=0.632, pair=0.003, adv=4.951, sprd=0.021]
Ep 060/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:16,  2.10it/s, loss=0.597, pair=0.003, adv=3.986, sprd=0.014]
Ep 060/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.597, pair=0.003, adv=3.986, sprd=0.014]
Ep 060/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.610, pair=0.001, adv=4.679, sprd=0.017]
Ep 060/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:15,  2.09it/s, loss=0.610, pair=0.001, adv=4.679, sprd=0.017]
Ep 060/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:15,  2.09it/s, loss=0.656, pair=0.000, adv=5.440, sprd=0.026]
Ep 060/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:10,  2.17it/s, loss=0.656, pair=0.000, adv=5.440, sprd=0.026]
Ep 060/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:10,  2.17it/s, loss=0.634, pair=0.000, adv=4.954, sprd=0.021]
Ep 060/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:16,  2.06it/s, loss=0.634, pair=0.000, adv=4.954, sprd=0.021]
Ep 060/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:16,  2.06it/s, loss=0.629, pair=0.000, adv=5.619, sprd=0.022]
Ep 060/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=0.629, pair=0.000, adv=5.619, sprd=0.022]
Ep 060/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=0.696, pair=0.001, adv=5.301, sprd=0.031]
Ep 060/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:23,  1.94it/s, loss=0.696, pair=0.001, adv=5.301, sprd=0.031]
Ep 060/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:23,  1.94it/s, loss=0.647, pair=0.003, adv=5.616, sprd=0.021]
Ep 060/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:13,  2.09it/s, loss=0.647, pair=0.003, adv=5.616, sprd=0.021]
Ep 060/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:13,  2.09it/s, loss=0.691, pair=0.000, adv=5.765, sprd=0.023]
Ep 060/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:18,  2.01it/s, loss=0.691, pair=0.000, adv=5.765, sprd=0.023]
Ep 060/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:18,  2.01it/s, loss=0.653, pair=0.001, adv=4.731, sprd=0.022]
Ep 060/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:10,  2.13it/s, loss=0.653, pair=0.001, adv=4.731, sprd=0.022]
Ep 060/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:10,  2.13it/s, loss=0.606, pair=0.000, adv=6.046, sprd=0.015]
Ep 060/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:14,  2.05it/s, loss=0.606, pair=0.000, adv=6.046, sprd=0.015]
Ep 060/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.05it/s, loss=0.623, pair=0.001, adv=4.346, sprd=0.018]
Ep 060/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:07,  2.15it/s, loss=0.623, pair=0.001, adv=4.346, sprd=0.018]
Ep 060/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:07,  2.15it/s, loss=0.670, pair=0.001, adv=4.558, sprd=0.017]
Ep 060/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:11,  2.08it/s, loss=0.670, pair=0.001, adv=4.558, sprd=0.017]
Ep 060/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:11,  2.08it/s, loss=0.628, pair=0.001, adv=4.297, sprd=0.020]
Ep 060/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.18it/s, loss=0.628, pair=0.001, adv=4.297, sprd=0.020]
Ep 060/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.18it/s, loss=0.618, pair=0.000, adv=5.518, sprd=0.019]
Ep 060/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.09it/s, loss=0.618, pair=0.000, adv=5.518, sprd=0.019]
Ep 060/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:10,  2.09it/s, loss=0.655, pair=0.000, adv=4.945, sprd=0.022]
Ep 060/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:03,  2.20it/s, loss=0.655, pair=0.000, adv=4.945, sprd=0.022]
Ep 060/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:03,  2.20it/s, loss=0.599, pair=0.000, adv=5.226, sprd=0.016]
Ep 060/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:09,  2.08it/s, loss=0.599, pair=0.000, adv=5.226, sprd=0.016]
Ep 060/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:09,  2.08it/s, loss=0.686, pair=0.001, adv=5.048, sprd=0.032]
Ep 060/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.686, pair=0.001, adv=5.048, sprd=0.032]
Ep 060/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.634, pair=0.000, adv=4.455, sprd=0.021]
Ep 060/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.03it/s, loss=0.634, pair=0.000, adv=4.455, sprd=0.021]
Ep 060/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.03it/s, loss=0.633, pair=0.000, adv=5.325, sprd=0.021]
Ep 060/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=0.633, pair=0.000, adv=5.325, sprd=0.021]
Ep 060/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=0.641, pair=0.000, adv=5.052, sprd=0.018]
Ep 060/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.07it/s, loss=0.641, pair=0.000, adv=5.052, sprd=0.018]
Ep 060/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.07it/s, loss=0.614, pair=0.000, adv=4.707, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:01,  2.18it/s, loss=0.614, pair=0.000, adv=4.707, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:01,  2.18it/s, loss=0.643, pair=0.001, adv=5.536, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:03,  2.13it/s, loss=0.643, pair=0.001, adv=5.536, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:03,  2.13it/s, loss=0.609, pair=0.000, adv=6.056, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<01:57,  2.23it/s, loss=0.609, pair=0.000, adv=6.056, sprd=0.018]
Ep 060/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<01:57,  2.23it/s, loss=0.638, pair=0.000, adv=4.322, sprd=0.021]
Ep 060/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:03,  2.12it/s, loss=0.638, pair=0.000, adv=4.322, sprd=0.021]
Ep 060/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:03,  2.12it/s, loss=0.611, pair=0.000, adv=3.472, sprd=0.019]
Ep 060/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<01:59,  2.18it/s, loss=0.611, pair=0.000, adv=3.472, sprd=0.019]
Ep 060/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:59,  2.18it/s, loss=0.632, pair=0.000, adv=4.380, sprd=0.021]
Ep 060/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.632, pair=0.000, adv=4.380, sprd=0.021]
Ep 060/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.596, pair=0.000, adv=5.166, sprd=0.016]
Ep 060/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:59,  2.18it/s, loss=0.596, pair=0.000, adv=5.166, sprd=0.016]
Ep 060/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.18it/s, loss=0.621, pair=0.000, adv=4.744, sprd=0.021]
Ep 060/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:04,  2.06it/s, loss=0.621, pair=0.000, adv=4.744, sprd=0.021]
Ep 060/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:04,  2.06it/s, loss=0.596, pair=0.000, adv=4.588, sprd=0.012]
Ep 060/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:56,  2.21it/s, loss=0.596, pair=0.000, adv=4.588, sprd=0.012]
Ep 060/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:56,  2.21it/s, loss=0.656, pair=0.000, adv=3.987, sprd=0.016]
Ep 060/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:00,  2.12it/s, loss=0.656, pair=0.000, adv=3.987, sprd=0.016]
Ep 060/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:00,  2.12it/s, loss=0.648, pair=0.000, adv=5.343, sprd=0.021]
Ep 060/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:55,  2.21it/s, loss=0.648, pair=0.000, adv=5.343, sprd=0.021]
Ep 060/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:55,  2.21it/s, loss=0.630, pair=0.000, adv=4.453, sprd=0.019]
Ep 060/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:00,  2.11it/s, loss=0.630, pair=0.000, adv=4.453, sprd=0.019]
Ep 060/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:00,  2.11it/s, loss=0.620, pair=0.000, adv=5.539, sprd=0.019]
Ep 060/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:55,  2.19it/s, loss=0.620, pair=0.000, adv=5.539, sprd=0.019]
Ep 060/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.659, pair=0.002, adv=4.152, sprd=0.014]
Ep 060/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<01:59,  2.11it/s, loss=0.659, pair=0.002, adv=4.152, sprd=0.014]
Ep 060/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<01:59,  2.11it/s, loss=0.659, pair=0.000, adv=5.193, sprd=0.023]
Ep 060/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<02:01,  2.07it/s, loss=0.659, pair=0.000, adv=5.193, sprd=0.023]
Ep 060/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<02:01,  2.07it/s, loss=0.643, pair=0.000, adv=5.871, sprd=0.021]
Ep 060/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:03,  2.02it/s, loss=0.643, pair=0.000, adv=5.871, sprd=0.021]
Ep 060/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:03,  2.02it/s, loss=0.615, pair=0.000, adv=4.108, sprd=0.017]
Ep 060/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:55,  2.16it/s, loss=0.615, pair=0.000, adv=4.108, sprd=0.017]
Ep 060/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:55,  2.16it/s, loss=0.646, pair=0.003, adv=5.786, sprd=0.020]
Ep 060/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.06it/s, loss=0.646, pair=0.003, adv=5.786, sprd=0.020]
Ep 060/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.06it/s, loss=0.624, pair=0.005, adv=5.802, sprd=0.022]
Ep 060/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:55,  2.13it/s, loss=0.624, pair=0.005, adv=5.802, sprd=0.022]
Ep 060/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:55,  2.13it/s, loss=0.647, pair=0.002, adv=5.846, sprd=0.024]
Ep 060/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:00,  2.05it/s, loss=0.647, pair=0.002, adv=5.846, sprd=0.024]
Ep 060/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.649, pair=0.003, adv=5.413, sprd=0.024]
Ep 060/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.13it/s, loss=0.649, pair=0.003, adv=5.413, sprd=0.024]
Ep 060/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.13it/s, loss=0.651, pair=0.004, adv=5.634, sprd=0.025]
Ep 060/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:59,  2.04it/s, loss=0.651, pair=0.004, adv=5.634, sprd=0.025]
Ep 060/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.650, pair=0.004, adv=6.412, sprd=0.026]
Ep 060/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:54,  2.13it/s, loss=0.650, pair=0.004, adv=6.412, sprd=0.026]
Ep 060/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:54,  2.13it/s, loss=0.612, pair=0.001, adv=4.555, sprd=0.018]
Ep 060/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:57,  2.06it/s, loss=0.612, pair=0.001, adv=4.555, sprd=0.018]
Ep 060/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.06it/s, loss=0.594, pair=0.003, adv=3.604, sprd=0.015]
Ep 060/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:50,  2.17it/s, loss=0.594, pair=0.003, adv=3.604, sprd=0.015]
Ep 060/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:50,  2.17it/s, loss=0.651, pair=0.003, adv=5.386, sprd=0.023]
Ep 060/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:56,  2.07it/s, loss=0.651, pair=0.003, adv=5.386, sprd=0.023]
Ep 060/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:56,  2.07it/s, loss=0.646, pair=0.000, adv=5.073, sprd=0.020]
Ep 060/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:49,  2.17it/s, loss=0.646, pair=0.000, adv=5.073, sprd=0.020]
Ep 060/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:49,  2.17it/s, loss=0.634, pair=0.000, adv=4.498, sprd=0.021]
Ep 060/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:55,  2.06it/s, loss=0.634, pair=0.000, adv=4.498, sprd=0.021]
Ep 060/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.06it/s, loss=0.643, pair=0.001, adv=5.588, sprd=0.024]
Ep 060/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.14it/s, loss=0.643, pair=0.001, adv=5.588, sprd=0.024]
Ep 060/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.14it/s, loss=0.671, pair=0.002, adv=4.754, sprd=0.029]
Ep 060/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:56,  2.03it/s, loss=0.671, pair=0.002, adv=4.754, sprd=0.029]
Ep 060/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:56,  2.03it/s, loss=0.649, pair=0.002, adv=5.523, sprd=0.022]
Ep 060/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.17it/s, loss=0.649, pair=0.002, adv=5.523, sprd=0.022]
Ep 060/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.17it/s, loss=0.636, pair=0.005, adv=5.517, sprd=0.024]
Ep 060/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:53,  2.05it/s, loss=0.636, pair=0.005, adv=5.517, sprd=0.024]
Ep 060/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.05it/s, loss=0.647, pair=0.004, adv=5.892, sprd=0.022]
Ep 060/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.647, pair=0.004, adv=5.892, sprd=0.022]
Ep 060/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.623, pair=0.002, adv=4.189, sprd=0.020]
Ep 060/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:55,  2.01it/s, loss=0.623, pair=0.002, adv=4.189, sprd=0.020]
Ep 060/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:55,  2.01it/s, loss=0.678, pair=0.003, adv=5.531, sprd=0.029]
Ep 060/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.11it/s, loss=0.678, pair=0.003, adv=5.531, sprd=0.029]
Ep 060/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.11it/s, loss=0.636, pair=0.003, adv=3.986, sprd=0.018]
Ep 060/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.06it/s, loss=0.636, pair=0.003, adv=3.986, sprd=0.018]
Ep 060/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:51,  2.06it/s, loss=0.622, pair=0.003, adv=4.165, sprd=0.015]
Ep 060/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.19it/s, loss=0.622, pair=0.003, adv=4.165, sprd=0.015]
Ep 060/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.19it/s, loss=0.635, pair=0.006, adv=3.968, sprd=0.024]
Ep 060/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:50,  2.06it/s, loss=0.635, pair=0.006, adv=3.968, sprd=0.024]
Ep 060/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:50,  2.06it/s, loss=0.612, pair=0.006, adv=4.824, sprd=0.016]
Ep 060/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:43,  2.18it/s, loss=0.612, pair=0.006, adv=4.824, sprd=0.016]
Ep 060/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:43,  2.18it/s, loss=0.643, pair=0.001, adv=3.663, sprd=0.023]
Ep 060/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:47,  2.10it/s, loss=0.643, pair=0.001, adv=3.663, sprd=0.023]
Ep 060/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:47,  2.10it/s, loss=0.658, pair=0.001, adv=5.096, sprd=0.026]
Ep 060/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:43,  2.16it/s, loss=0.658, pair=0.001, adv=5.096, sprd=0.026]
Ep 060/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.16it/s, loss=0.653, pair=0.001, adv=4.611, sprd=0.019]
Ep 060/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.06it/s, loss=0.653, pair=0.001, adv=4.611, sprd=0.019]
Ep 060/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.06it/s, loss=0.594, pair=0.002, adv=4.464, sprd=0.015]
Ep 060/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:47,  2.08it/s, loss=0.594, pair=0.002, adv=4.464, sprd=0.015]
Ep 060/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:47,  2.08it/s, loss=0.611, pair=0.000, adv=5.045, sprd=0.017]
Ep 060/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.02it/s, loss=0.611, pair=0.000, adv=5.045, sprd=0.017]
Ep 060/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.02it/s, loss=0.606, pair=0.000, adv=4.388, sprd=0.015]
Ep 060/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:43,  2.14it/s, loss=0.606, pair=0.000, adv=4.388, sprd=0.015]
Ep 060/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:43,  2.14it/s, loss=0.657, pair=0.000, adv=4.895, sprd=0.022]
Ep 060/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.04it/s, loss=0.657, pair=0.000, adv=4.895, sprd=0.022]
Ep 060/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.04it/s, loss=0.618, pair=0.000, adv=4.519, sprd=0.019]
Ep 060/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:41,  2.16it/s, loss=0.618, pair=0.000, adv=4.519, sprd=0.019]
Ep 060/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.678, pair=0.000, adv=4.593, sprd=0.031]
Ep 060/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:47,  2.04it/s, loss=0.678, pair=0.000, adv=4.593, sprd=0.031]
Ep 060/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:47,  2.04it/s, loss=0.630, pair=0.000, adv=4.794, sprd=0.019]
Ep 060/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:41,  2.14it/s, loss=0.630, pair=0.000, adv=4.794, sprd=0.019]
Ep 060/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.14it/s, loss=0.654, pair=0.001, adv=3.883, sprd=0.015]
Ep 060/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:42,  2.11it/s, loss=0.654, pair=0.001, adv=3.883, sprd=0.015]
Ep 060/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:42,  2.11it/s, loss=0.614, pair=0.000, adv=4.910, sprd=0.018]
Ep 060/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:36,  2.23it/s, loss=0.614, pair=0.000, adv=4.910, sprd=0.018]
Ep 060/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:36,  2.23it/s, loss=0.659, pair=0.001, adv=4.454, sprd=0.023]
Ep 060/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:40,  2.13it/s, loss=0.659, pair=0.001, adv=4.454, sprd=0.023]
Ep 060/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:40,  2.13it/s, loss=0.591, pair=0.005, adv=3.924, sprd=0.013]
Ep 060/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:35,  2.24it/s, loss=0.591, pair=0.005, adv=3.924, sprd=0.013]
Ep 060/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:35,  2.24it/s, loss=0.626, pair=0.003, adv=4.118, sprd=0.018]
Ep 060/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:40,  2.12it/s, loss=0.626, pair=0.003, adv=4.118, sprd=0.018]
Ep 060/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:40,  2.12it/s, loss=0.609, pair=0.007, adv=4.175, sprd=0.016]
Ep 060/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:35,  2.22it/s, loss=0.609, pair=0.007, adv=4.175, sprd=0.016]
Ep 060/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:35,  2.22it/s, loss=0.607, pair=0.005, adv=7.287, sprd=0.015]
Ep 060/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:39,  2.10it/s, loss=0.607, pair=0.005, adv=7.287, sprd=0.015]
Ep 060/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:39,  2.10it/s, loss=0.633, pair=0.005, adv=5.520, sprd=0.021]
Ep 060/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.633, pair=0.005, adv=5.520, sprd=0.021]
Ep 060/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.592, pair=0.001, adv=3.499, sprd=0.014]
Ep 060/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:37,  2.13it/s, loss=0.592, pair=0.001, adv=3.499, sprd=0.014]
Ep 060/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:37,  2.13it/s, loss=0.641, pair=0.003, adv=4.954, sprd=0.021]
Ep 060/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:33,  2.21it/s, loss=0.641, pair=0.003, adv=4.954, sprd=0.021]
Ep 060/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:33,  2.21it/s, loss=0.672, pair=0.002, adv=5.334, sprd=0.027]
Ep 060/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:38,  2.10it/s, loss=0.672, pair=0.002, adv=5.334, sprd=0.027]
Ep 060/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.10it/s, loss=0.619, pair=0.001, adv=5.534, sprd=0.021]
Ep 060/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.17it/s, loss=0.619, pair=0.001, adv=5.534, sprd=0.021]
Ep 060/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.17it/s, loss=0.655, pair=0.000, adv=5.176, sprd=0.021]
Ep 060/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:38,  2.06it/s, loss=0.655, pair=0.000, adv=5.176, sprd=0.021]
Ep 060/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:38,  2.06it/s, loss=0.660, pair=0.001, adv=5.376, sprd=0.024]
Ep 060/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.16it/s, loss=0.660, pair=0.001, adv=5.376, sprd=0.024]
Ep 060/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.16it/s, loss=0.699, pair=0.001, adv=3.439, sprd=0.020]
Ep 060/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:38,  2.06it/s, loss=0.699, pair=0.001, adv=3.439, sprd=0.020]
Ep 060/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:38,  2.06it/s, loss=0.696, pair=0.001, adv=4.485, sprd=0.034]
Ep 060/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.696, pair=0.001, adv=4.485, sprd=0.034]
Ep 060/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.741, pair=0.000, adv=5.278, sprd=0.029]
Ep 060/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:40,  2.00it/s, loss=0.741, pair=0.000, adv=5.278, sprd=0.029]
Ep 060/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:40,  2.00it/s, loss=0.623, pair=0.000, adv=4.915, sprd=0.020]
Ep 060/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:34,  2.10it/s, loss=0.623, pair=0.000, adv=4.915, sprd=0.020]
Ep 060/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:34,  2.10it/s, loss=0.673, pair=0.003, adv=6.078, sprd=0.021]
Ep 060/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:37,  2.03it/s, loss=0.673, pair=0.003, adv=6.078, sprd=0.021]
Ep 060/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.03it/s, loss=0.676, pair=0.001, adv=5.985, sprd=0.027]
Ep 060/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.13it/s, loss=0.676, pair=0.001, adv=5.985, sprd=0.027]
Ep 060/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.13it/s, loss=0.641, pair=0.001, adv=4.396, sprd=0.024]
Ep 060/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:43,  1.89it/s, loss=0.641, pair=0.001, adv=4.396, sprd=0.024]
Ep 060/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:43,  1.89it/s, loss=0.641, pair=0.003, adv=4.779, sprd=0.018]
Ep 060/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:35,  2.04it/s, loss=0.641, pair=0.003, adv=4.779, sprd=0.018]
Ep 060/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:35,  2.04it/s, loss=0.608, pair=0.006, adv=6.145, sprd=0.019]
Ep 060/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:38,  1.96it/s, loss=0.608, pair=0.006, adv=6.145, sprd=0.019]
Ep 060/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:38,  1.96it/s, loss=0.629, pair=0.003, adv=4.792, sprd=0.017]
Ep 060/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.15it/s, loss=0.629, pair=0.003, adv=4.792, sprd=0.017]
Ep 060/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.15it/s, loss=0.660, pair=0.002, adv=5.070, sprd=0.019]
Ep 060/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:31,  2.10it/s, loss=0.660, pair=0.002, adv=5.070, sprd=0.019]
Ep 060/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.10it/s, loss=0.645, pair=0.000, adv=6.324, sprd=0.022]
Ep 060/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:26,  2.20it/s, loss=0.645, pair=0.000, adv=6.324, sprd=0.022]
Ep 060/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:26,  2.20it/s, loss=0.615, pair=0.002, adv=4.845, sprd=0.016]
Ep 060/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:31,  2.09it/s, loss=0.615, pair=0.002, adv=4.845, sprd=0.016]
Ep 060/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:31,  2.09it/s, loss=0.587, pair=0.002, adv=4.271, sprd=0.014]
Ep 060/80 [S3:+sens]:  58%|█▏| 264/453 [02:05<01:26,  2.17it/s, loss=0.587, pair=0.002, adv=4.271, sprd=0.014]
Ep 060/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.17it/s, loss=0.639, pair=0.003, adv=5.073, sprd=0.023]
Ep 060/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.06it/s, loss=0.639, pair=0.003, adv=5.073, sprd=0.023]
Ep 060/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.06it/s, loss=0.641, pair=0.002, adv=5.868, sprd=0.021]
Ep 060/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:26,  2.16it/s, loss=0.641, pair=0.002, adv=5.868, sprd=0.021]
Ep 060/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.16it/s, loss=0.640, pair=0.004, adv=4.666, sprd=0.023]
Ep 060/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:32,  2.02it/s, loss=0.640, pair=0.004, adv=4.666, sprd=0.023]
Ep 060/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:32,  2.02it/s, loss=0.626, pair=0.001, adv=4.819, sprd=0.020]
Ep 060/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:27,  2.11it/s, loss=0.626, pair=0.001, adv=4.819, sprd=0.020]
Ep 060/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:27,  2.11it/s, loss=0.650, pair=0.004, adv=5.852, sprd=0.020]
Ep 060/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.650, pair=0.004, adv=5.852, sprd=0.020]
Ep 060/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.654, pair=0.000, adv=7.885, sprd=0.024]
Ep 060/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:24,  2.15it/s, loss=0.654, pair=0.000, adv=7.885, sprd=0.024]
Ep 060/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:24,  2.15it/s, loss=0.605, pair=0.002, adv=5.031, sprd=0.019]
Ep 060/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:29,  2.04it/s, loss=0.605, pair=0.002, adv=5.031, sprd=0.019]
Ep 060/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:29,  2.04it/s, loss=0.648, pair=0.000, adv=4.098, sprd=0.025]
Ep 060/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:25,  2.11it/s, loss=0.648, pair=0.000, adv=4.098, sprd=0.025]
Ep 060/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:25,  2.11it/s, loss=0.690, pair=0.008, adv=5.346, sprd=0.033]
Ep 060/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:29,  2.01it/s, loss=0.690, pair=0.008, adv=5.346, sprd=0.033]
Ep 060/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:29,  2.01it/s, loss=0.594, pair=0.000, adv=4.786, sprd=0.016]
Ep 060/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:24,  2.12it/s, loss=0.594, pair=0.000, adv=4.786, sprd=0.016]
Ep 060/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:24,  2.12it/s, loss=0.615, pair=0.000, adv=4.386, sprd=0.015]
Ep 060/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.07it/s, loss=0.615, pair=0.000, adv=4.386, sprd=0.015]
Ep 060/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.07it/s, loss=0.650, pair=0.000, adv=6.666, sprd=0.020]
Ep 060/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:21,  2.18it/s, loss=0.650, pair=0.000, adv=6.666, sprd=0.020]
Ep 060/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.18it/s, loss=0.638, pair=0.000, adv=5.241, sprd=0.021]
Ep 060/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:23,  2.10it/s, loss=0.638, pair=0.000, adv=5.241, sprd=0.021]
Ep 060/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:23,  2.10it/s, loss=0.655, pair=0.000, adv=5.243, sprd=0.027]
Ep 060/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:21,  2.16it/s, loss=0.655, pair=0.000, adv=5.243, sprd=0.027]
Ep 060/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.16it/s, loss=0.668, pair=0.001, adv=6.031, sprd=0.025]
Ep 060/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.668, pair=0.001, adv=6.031, sprd=0.025]
Ep 060/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.622, pair=0.000, adv=5.324, sprd=0.020]
Ep 060/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.16it/s, loss=0.622, pair=0.000, adv=5.324, sprd=0.020]
Ep 060/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.16it/s, loss=0.671, pair=0.000, adv=5.210, sprd=0.018]
Ep 060/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.671, pair=0.000, adv=5.210, sprd=0.018]
Ep 060/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=1.358, pair=2.133, adv=8.206, sprd=0.017]
Ep 060/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.18it/s, loss=1.358, pair=2.133, adv=8.206, sprd=0.017]
Ep 060/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.18it/s, loss=0.717, pair=0.001, adv=7.073, sprd=0.040]
Ep 060/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.04it/s, loss=0.717, pair=0.001, adv=7.073, sprd=0.040]
Ep 060/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.04it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.024]
Ep 060/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:19,  2.12it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.024]
Ep 060/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.12it/s, loss=0.699, pair=0.000, adv=6.046, sprd=0.022]
Ep 060/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.699, pair=0.000, adv=6.046, sprd=0.022]
Ep 060/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.672, pair=0.000, adv=6.696, sprd=0.029]
Ep 060/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:22,  2.03it/s, loss=0.672, pair=0.000, adv=6.696, sprd=0.029]
Ep 060/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:22,  2.03it/s, loss=0.652, pair=0.000, adv=5.266, sprd=0.024]
Ep 060/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:24,  1.96it/s, loss=0.652, pair=0.000, adv=5.266, sprd=0.024]
Ep 060/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:24,  1.96it/s, loss=0.643, pair=0.001, adv=4.871, sprd=0.022]
Ep 060/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:19,  2.08it/s, loss=0.643, pair=0.001, adv=4.871, sprd=0.022]
Ep 060/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:19,  2.08it/s, loss=0.644, pair=0.000, adv=4.752, sprd=0.019]
Ep 060/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.02it/s, loss=0.644, pair=0.000, adv=4.752, sprd=0.019]
Ep 060/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.02it/s, loss=0.605, pair=0.001, adv=6.223, sprd=0.020]
Ep 060/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:17,  2.11it/s, loss=0.605, pair=0.001, adv=6.223, sprd=0.020]
Ep 060/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:17,  2.11it/s, loss=0.622, pair=0.000, adv=5.793, sprd=0.019]
Ep 060/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.622, pair=0.000, adv=5.793, sprd=0.019]
Ep 060/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.618, pair=0.000, adv=4.583, sprd=0.017]
Ep 060/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.618, pair=0.000, adv=4.583, sprd=0.017]
Ep 060/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.632, pair=0.001, adv=5.845, sprd=0.018]
Ep 060/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:18,  2.04it/s, loss=0.632, pair=0.001, adv=5.845, sprd=0.018]
Ep 060/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.614, pair=0.001, adv=4.959, sprd=0.015]
Ep 060/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:12,  2.19it/s, loss=0.614, pair=0.001, adv=4.959, sprd=0.015]
Ep 060/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:12,  2.19it/s, loss=0.667, pair=0.000, adv=5.255, sprd=0.017]
Ep 060/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:15,  2.10it/s, loss=0.667, pair=0.000, adv=5.255, sprd=0.017]
Ep 060/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:15,  2.10it/s, loss=0.617, pair=0.000, adv=5.396, sprd=0.021]
Ep 060/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.18it/s, loss=0.617, pair=0.000, adv=5.396, sprd=0.021]
Ep 060/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.18it/s, loss=0.627, pair=0.000, adv=4.761, sprd=0.021]
Ep 060/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:16,  2.05it/s, loss=0.627, pair=0.000, adv=4.761, sprd=0.021]
Ep 060/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:16,  2.05it/s, loss=0.630, pair=0.001, adv=5.522, sprd=0.020]
Ep 060/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:12,  2.14it/s, loss=0.630, pair=0.001, adv=5.522, sprd=0.020]
Ep 060/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:12,  2.14it/s, loss=0.625, pair=0.001, adv=4.360, sprd=0.017]
Ep 060/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:15,  2.05it/s, loss=0.625, pair=0.001, adv=4.360, sprd=0.017]
Ep 060/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.641, pair=0.000, adv=4.820, sprd=0.022]
Ep 060/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.13it/s, loss=0.641, pair=0.000, adv=4.820, sprd=0.022]
Ep 060/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.13it/s, loss=0.647, pair=0.073, adv=5.028, sprd=0.017]
Ep 060/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.07it/s, loss=0.647, pair=0.073, adv=5.028, sprd=0.017]
Ep 060/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:13,  2.07it/s, loss=0.644, pair=0.004, adv=6.925, sprd=0.022]
Ep 060/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.644, pair=0.004, adv=6.925, sprd=0.022]
Ep 060/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.647, pair=0.003, adv=7.198, sprd=0.023]
Ep 060/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:12,  2.08it/s, loss=0.647, pair=0.003, adv=7.198, sprd=0.023]
Ep 060/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.08it/s, loss=0.608, pair=0.003, adv=5.340, sprd=0.017]
Ep 060/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.17it/s, loss=0.608, pair=0.003, adv=5.340, sprd=0.017]
Ep 060/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.17it/s, loss=0.601, pair=0.000, adv=5.065, sprd=0.015]
Ep 060/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.06it/s, loss=0.601, pair=0.000, adv=5.065, sprd=0.015]
Ep 060/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:11,  2.06it/s, loss=0.667, pair=0.000, adv=6.036, sprd=0.027]
Ep 060/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.15it/s, loss=0.667, pair=0.000, adv=6.036, sprd=0.027]
Ep 060/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.15it/s, loss=0.628, pair=0.000, adv=5.949, sprd=0.021]
Ep 060/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.03it/s, loss=0.628, pair=0.000, adv=5.949, sprd=0.021]
Ep 060/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.03it/s, loss=0.668, pair=0.000, adv=5.913, sprd=0.023]
Ep 060/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.668, pair=0.000, adv=5.913, sprd=0.023]
Ep 060/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.628, pair=0.000, adv=4.653, sprd=0.018]
Ep 060/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:13,  1.96it/s, loss=0.628, pair=0.000, adv=4.653, sprd=0.018]
Ep 060/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:13,  1.96it/s, loss=0.643, pair=0.000, adv=6.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:08,  2.08it/s, loss=0.643, pair=0.000, adv=6.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:08,  2.08it/s, loss=0.618, pair=0.000, adv=4.827, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:12,  1.97it/s, loss=0.618, pair=0.000, adv=4.827, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:12,  1.97it/s, loss=0.635, pair=0.001, adv=5.448, sprd=0.021]
Ep 060/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:07,  2.08it/s, loss=0.635, pair=0.001, adv=5.448, sprd=0.021]
Ep 060/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:07,  2.08it/s, loss=0.623, pair=0.001, adv=5.219, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:10,  1.98it/s, loss=0.623, pair=0.001, adv=5.219, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:10,  1.98it/s, loss=0.624, pair=0.000, adv=5.218, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:06,  2.09it/s, loss=0.624, pair=0.000, adv=5.218, sprd=0.020]
Ep 060/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:06,  2.09it/s, loss=0.626, pair=0.000, adv=4.777, sprd=0.021]
Ep 060/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:08,  2.01it/s, loss=0.626, pair=0.000, adv=4.777, sprd=0.021]
Ep 060/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:08,  2.01it/s, loss=0.609, pair=0.000, adv=5.109, sprd=0.016]
Ep 060/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:04,  2.12it/s, loss=0.609, pair=0.000, adv=5.109, sprd=0.016]
Ep 060/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.604, pair=0.000, adv=5.842, sprd=0.019]
Ep 060/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.04it/s, loss=0.604, pair=0.000, adv=5.842, sprd=0.019]
Ep 060/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.04it/s, loss=0.626, pair=0.001, adv=5.011, sprd=0.016]
Ep 060/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:01,  2.20it/s, loss=0.626, pair=0.001, adv=5.011, sprd=0.016]
Ep 060/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:01,  2.20it/s, loss=0.640, pair=0.000, adv=5.954, sprd=0.019]
Ep 060/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:02,  2.16it/s, loss=0.640, pair=0.000, adv=5.954, sprd=0.019]
Ep 060/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:02,  2.16it/s, loss=0.642, pair=0.000, adv=5.454, sprd=0.025]
Ep 060/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:00,  2.21it/s, loss=0.642, pair=0.000, adv=5.454, sprd=0.025]
Ep 060/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:00,  2.21it/s, loss=0.626, pair=0.000, adv=4.843, sprd=0.017]
Ep 060/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:02,  2.11it/s, loss=0.626, pair=0.000, adv=4.843, sprd=0.017]
Ep 060/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:02,  2.11it/s, loss=0.619, pair=0.001, adv=6.445, sprd=0.018]
Ep 060/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:58,  2.23it/s, loss=0.619, pair=0.001, adv=6.445, sprd=0.018]
Ep 060/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<00:58,  2.23it/s, loss=0.615, pair=0.000, adv=5.164, sprd=0.015]
Ep 060/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:01,  2.13it/s, loss=0.615, pair=0.000, adv=5.164, sprd=0.015]
Ep 060/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:01,  2.13it/s, loss=0.667, pair=0.000, adv=5.181, sprd=0.024]
Ep 060/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:58,  2.22it/s, loss=0.667, pair=0.000, adv=5.181, sprd=0.024]
Ep 060/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:58,  2.22it/s, loss=0.608, pair=0.001, adv=4.127, sprd=0.016]
Ep 060/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.608, pair=0.001, adv=4.127, sprd=0.016]
Ep 060/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.654, pair=0.000, adv=4.573, sprd=0.025]
Ep 060/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.15it/s, loss=0.654, pair=0.000, adv=4.573, sprd=0.025]
Ep 060/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.15it/s, loss=0.624, pair=0.000, adv=6.116, sprd=0.020]
Ep 060/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.09it/s, loss=0.624, pair=0.000, adv=6.116, sprd=0.020]
Ep 060/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.09it/s, loss=0.612, pair=0.000, adv=5.445, sprd=0.017]
Ep 060/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.18it/s, loss=0.612, pair=0.000, adv=5.445, sprd=0.017]
Ep 060/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.18it/s, loss=0.643, pair=0.005, adv=5.312, sprd=0.023]
Ep 060/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.06it/s, loss=0.643, pair=0.005, adv=5.312, sprd=0.023]
Ep 060/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.06it/s, loss=0.619, pair=0.003, adv=6.014, sprd=0.022]
Ep 060/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.13it/s, loss=0.619, pair=0.003, adv=6.014, sprd=0.022]
Ep 060/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.13it/s, loss=0.656, pair=0.006, adv=6.174, sprd=0.024]
Ep 060/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.06it/s, loss=0.656, pair=0.006, adv=6.174, sprd=0.024]
Ep 060/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.06it/s, loss=0.600, pair=0.001, adv=5.132, sprd=0.015]
Ep 060/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:54,  2.23it/s, loss=0.600, pair=0.001, adv=5.132, sprd=0.015]
Ep 060/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:54,  2.23it/s, loss=0.650, pair=0.002, adv=4.966, sprd=0.027]
Ep 060/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:56,  2.11it/s, loss=0.650, pair=0.002, adv=4.966, sprd=0.027]
Ep 060/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:56,  2.11it/s, loss=0.669, pair=0.002, adv=6.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.24it/s, loss=0.669, pair=0.002, adv=6.314, sprd=0.022]
Ep 060/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.24it/s, loss=0.610, pair=0.004, adv=4.532, sprd=0.017]
Ep 060/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:55,  2.13it/s, loss=0.610, pair=0.004, adv=4.532, sprd=0.017]
Ep 060/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:55,  2.13it/s, loss=0.624, pair=0.001, adv=4.569, sprd=0.021]
Ep 060/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:56,  2.07it/s, loss=0.624, pair=0.001, adv=4.569, sprd=0.021]
Ep 060/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:56,  2.07it/s, loss=0.658, pair=0.000, adv=4.406, sprd=0.028]
Ep 060/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:58,  1.99it/s, loss=0.658, pair=0.000, adv=4.406, sprd=0.028]
Ep 060/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:58,  1.99it/s, loss=0.581, pair=0.000, adv=3.865, sprd=0.013]
Ep 060/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.581, pair=0.000, adv=3.865, sprd=0.013]
Ep 060/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.663, pair=0.000, adv=5.504, sprd=0.022]
Ep 060/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.04it/s, loss=0.663, pair=0.000, adv=5.504, sprd=0.022]
Ep 060/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.04it/s, loss=0.649, pair=0.001, adv=5.455, sprd=0.021]
Ep 060/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.649, pair=0.001, adv=5.455, sprd=0.021]
Ep 060/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.699, pair=0.001, adv=6.078, sprd=0.038]
Ep 060/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.04it/s, loss=0.699, pair=0.001, adv=6.078, sprd=0.038]
Ep 060/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.04it/s, loss=1.370, pair=2.201, adv=4.492, sprd=0.015]
Ep 060/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.14it/s, loss=1.370, pair=2.201, adv=4.492, sprd=0.015]
Ep 060/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.14it/s, loss=0.662, pair=0.002, adv=6.916, sprd=0.026]
Ep 060/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:54,  2.02it/s, loss=0.662, pair=0.002, adv=6.916, sprd=0.026]
Ep 060/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.02it/s, loss=0.647, pair=0.003, adv=5.525, sprd=0.026]
Ep 060/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.10it/s, loss=0.647, pair=0.003, adv=5.525, sprd=0.026]
Ep 060/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.10it/s, loss=0.590, pair=0.002, adv=3.641, sprd=0.015]
Ep 060/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.00it/s, loss=0.590, pair=0.002, adv=3.641, sprd=0.015]
Ep 060/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.00it/s, loss=0.621, pair=0.002, adv=5.464, sprd=0.020]
Ep 060/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.621, pair=0.002, adv=5.464, sprd=0.020]
Ep 060/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.634, pair=0.004, adv=5.162, sprd=0.018]
Ep 060/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.04it/s, loss=0.634, pair=0.004, adv=5.162, sprd=0.018]
Ep 060/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.04it/s, loss=0.625, pair=0.002, adv=5.926, sprd=0.018]
Ep 060/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.16it/s, loss=0.625, pair=0.002, adv=5.926, sprd=0.018]
Ep 060/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.16it/s, loss=0.638, pair=0.001, adv=5.000, sprd=0.019]
Ep 060/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.638, pair=0.001, adv=5.000, sprd=0.019]
Ep 060/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.06it/s, loss=0.613, pair=0.000, adv=4.477, sprd=0.017]
Ep 060/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.16it/s, loss=0.613, pair=0.000, adv=4.477, sprd=0.017]
Ep 060/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.16it/s, loss=0.603, pair=0.000, adv=4.878, sprd=0.016]
Ep 060/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.07it/s, loss=0.603, pair=0.000, adv=4.878, sprd=0.016]
Ep 060/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.07it/s, loss=0.630, pair=0.004, adv=5.737, sprd=0.018]
Ep 060/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:45,  2.22it/s, loss=0.630, pair=0.004, adv=5.737, sprd=0.018]
Ep 060/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.22it/s, loss=0.640, pair=0.000, adv=5.196, sprd=0.021]
Ep 060/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.12it/s, loss=0.640, pair=0.000, adv=5.196, sprd=0.021]
Ep 060/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.12it/s, loss=0.676, pair=0.000, adv=6.597, sprd=0.030]
Ep 060/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.18it/s, loss=0.676, pair=0.000, adv=6.597, sprd=0.030]
Ep 060/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.18it/s, loss=0.642, pair=0.000, adv=5.782, sprd=0.022]
Ep 060/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.10it/s, loss=0.642, pair=0.000, adv=5.782, sprd=0.022]
Ep 060/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.10it/s, loss=0.632, pair=0.001, adv=5.300, sprd=0.020]
Ep 060/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:44,  2.18it/s, loss=0.632, pair=0.001, adv=5.300, sprd=0.020]
Ep 060/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.18it/s, loss=0.706, pair=0.001, adv=6.084, sprd=0.021]
Ep 060/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:45,  2.10it/s, loss=0.706, pair=0.001, adv=6.084, sprd=0.021]
Ep 060/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:45,  2.10it/s, loss=0.612, pair=0.001, adv=4.413, sprd=0.017]
Ep 060/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.19it/s, loss=0.612, pair=0.001, adv=4.413, sprd=0.017]
Ep 060/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.19it/s, loss=0.615, pair=0.000, adv=6.034, sprd=0.019]
Ep 060/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.09it/s, loss=0.615, pair=0.000, adv=6.034, sprd=0.019]
Ep 060/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.09it/s, loss=0.590, pair=0.000, adv=5.405, sprd=0.013]
Ep 060/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.21it/s, loss=0.590, pair=0.000, adv=5.405, sprd=0.013]
Ep 060/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.21it/s, loss=0.646, pair=0.000, adv=4.771, sprd=0.018]
Ep 060/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:42,  2.15it/s, loss=0.646, pair=0.000, adv=4.771, sprd=0.018]
Ep 060/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:42,  2.15it/s, loss=0.616, pair=0.000, adv=5.915, sprd=0.019]
Ep 060/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:40,  2.23it/s, loss=0.616, pair=0.000, adv=5.915, sprd=0.019]
Ep 060/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:40,  2.23it/s, loss=0.684, pair=0.000, adv=4.709, sprd=0.017]
Ep 060/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.13it/s, loss=0.684, pair=0.000, adv=4.709, sprd=0.017]
Ep 060/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.13it/s, loss=0.662, pair=0.000, adv=6.394, sprd=0.029]
Ep 060/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:41,  2.16it/s, loss=0.662, pair=0.000, adv=6.394, sprd=0.029]
Ep 060/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.16it/s, loss=0.640, pair=0.000, adv=5.336, sprd=0.022]
Ep 060/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:44,  1.97it/s, loss=0.640, pair=0.000, adv=5.336, sprd=0.022]
Ep 060/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:44,  1.97it/s, loss=0.642, pair=0.000, adv=5.972, sprd=0.021]
Ep 060/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:41,  2.11it/s, loss=0.642, pair=0.000, adv=5.972, sprd=0.021]
Ep 060/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:41,  2.11it/s, loss=0.670, pair=0.000, adv=5.929, sprd=0.023]
Ep 060/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.05it/s, loss=0.670, pair=0.000, adv=5.929, sprd=0.023]
Ep 060/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.05it/s, loss=0.659, pair=0.000, adv=5.801, sprd=0.026]
Ep 060/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.13it/s, loss=0.659, pair=0.000, adv=5.801, sprd=0.026]
Ep 060/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.635, pair=0.000, adv=5.827, sprd=0.024]
Ep 060/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.03it/s, loss=0.635, pair=0.000, adv=5.827, sprd=0.024]
Ep 060/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.03it/s, loss=0.610, pair=0.000, adv=4.606, sprd=0.018]
Ep 060/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:39,  2.13it/s, loss=0.610, pair=0.000, adv=4.606, sprd=0.018]
Ep 060/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:39,  2.13it/s, loss=0.628, pair=0.003, adv=6.032, sprd=0.018]
Ep 060/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.07it/s, loss=0.628, pair=0.003, adv=6.032, sprd=0.018]
Ep 060/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.07it/s, loss=0.618, pair=0.001, adv=4.246, sprd=0.016]
Ep 060/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.19it/s, loss=0.618, pair=0.001, adv=4.246, sprd=0.016]
Ep 060/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.19it/s, loss=0.644, pair=0.001, adv=5.313, sprd=0.023]
Ep 060/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:38,  2.08it/s, loss=0.644, pair=0.001, adv=5.313, sprd=0.023]
Ep 060/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.08it/s, loss=0.664, pair=0.001, adv=5.085, sprd=0.028]
Ep 060/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.15it/s, loss=0.664, pair=0.001, adv=5.085, sprd=0.028]
Ep 060/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.15it/s, loss=0.663, pair=0.000, adv=5.385, sprd=0.021]
Ep 060/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:38,  2.03it/s, loss=0.663, pair=0.000, adv=5.385, sprd=0.021]
Ep 060/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.03it/s, loss=0.648, pair=0.000, adv=5.827, sprd=0.020]
Ep 060/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.648, pair=0.000, adv=5.827, sprd=0.020]
Ep 060/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.668, pair=0.001, adv=4.675, sprd=0.028]
Ep 060/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:37,  2.01it/s, loss=0.668, pair=0.001, adv=4.675, sprd=0.028]
Ep 060/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.01it/s, loss=0.637, pair=0.003, adv=6.134, sprd=0.020]
Ep 060/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.12it/s, loss=0.637, pair=0.003, adv=6.134, sprd=0.020]
Ep 060/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.12it/s, loss=0.661, pair=0.002, adv=5.254, sprd=0.026]
Ep 060/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:36,  2.04it/s, loss=0.661, pair=0.002, adv=5.254, sprd=0.026]
Ep 060/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.04it/s, loss=0.621, pair=0.004, adv=6.230, sprd=0.020]
Ep 060/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.621, pair=0.004, adv=6.230, sprd=0.020]
Ep 060/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.643, pair=0.002, adv=5.495, sprd=0.022]
Ep 060/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:35,  2.02it/s, loss=0.643, pair=0.002, adv=5.495, sprd=0.022]
Ep 060/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.02it/s, loss=0.649, pair=0.002, adv=4.987, sprd=0.021]
Ep 060/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.13it/s, loss=0.649, pair=0.002, adv=4.987, sprd=0.021]
Ep 060/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.13it/s, loss=0.705, pair=0.000, adv=6.639, sprd=0.024]
Ep 060/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.06it/s, loss=0.705, pair=0.000, adv=6.639, sprd=0.024]
Ep 060/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.06it/s, loss=0.610, pair=0.000, adv=4.183, sprd=0.014]
Ep 060/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.19it/s, loss=0.610, pair=0.000, adv=4.183, sprd=0.014]
Ep 060/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.19it/s, loss=0.650, pair=0.001, adv=6.101, sprd=0.023]
Ep 060/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:32,  2.10it/s, loss=0.650, pair=0.001, adv=6.101, sprd=0.023]
Ep 060/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.10it/s, loss=0.619, pair=0.005, adv=4.165, sprd=0.015]
Ep 060/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.23it/s, loss=0.619, pair=0.005, adv=4.165, sprd=0.015]
Ep 060/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.23it/s, loss=0.662, pair=0.005, adv=5.557, sprd=0.020]
Ep 060/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.04it/s, loss=0.662, pair=0.005, adv=5.557, sprd=0.020]
Ep 060/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.04it/s, loss=0.638, pair=0.003, adv=6.254, sprd=0.021]
Ep 060/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.15it/s, loss=0.638, pair=0.003, adv=6.254, sprd=0.021]
Ep 060/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.15it/s, loss=0.634, pair=0.001, adv=5.297, sprd=0.022]
Ep 060/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.02it/s, loss=0.634, pair=0.001, adv=5.297, sprd=0.022]
Ep 060/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.02it/s, loss=0.660, pair=0.001, adv=6.020, sprd=0.028]
Ep 060/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.10it/s, loss=0.660, pair=0.001, adv=6.020, sprd=0.028]
Ep 060/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.10it/s, loss=0.604, pair=0.000, adv=6.023, sprd=0.017]
Ep 060/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.03it/s, loss=0.604, pair=0.000, adv=6.023, sprd=0.017]
Ep 060/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.03it/s, loss=0.627, pair=0.001, adv=5.685, sprd=0.020]
Ep 060/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.13it/s, loss=0.627, pair=0.001, adv=5.685, sprd=0.020]
Ep 060/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.13it/s, loss=0.659, pair=0.002, adv=5.104, sprd=0.018]
Ep 060/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.05it/s, loss=0.659, pair=0.002, adv=5.104, sprd=0.018]
Ep 060/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.05it/s, loss=0.686, pair=0.000, adv=5.750, sprd=0.035]
Ep 060/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:28,  2.11it/s, loss=0.686, pair=0.000, adv=5.750, sprd=0.035]
Ep 060/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:28,  2.11it/s, loss=0.650, pair=0.000, adv=5.557, sprd=0.024]
Ep 060/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.02it/s, loss=0.650, pair=0.000, adv=5.557, sprd=0.024]
Ep 060/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.02it/s, loss=0.609, pair=0.000, adv=5.163, sprd=0.017]
Ep 060/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.14it/s, loss=0.609, pair=0.000, adv=5.163, sprd=0.017]
Ep 060/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.14it/s, loss=0.653, pair=0.000, adv=6.428, sprd=0.023]
Ep 060/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.05it/s, loss=0.653, pair=0.000, adv=6.428, sprd=0.023]
Ep 060/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.05it/s, loss=0.633, pair=0.002, adv=4.876, sprd=0.021]
Ep 060/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.14it/s, loss=0.633, pair=0.002, adv=4.876, sprd=0.021]
Ep 060/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.14it/s, loss=0.660, pair=0.002, adv=5.537, sprd=0.027]
Ep 060/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.03it/s, loss=0.660, pair=0.002, adv=5.537, sprd=0.027]
Ep 060/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.03it/s, loss=0.640, pair=0.001, adv=4.675, sprd=0.021]
Ep 060/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.13it/s, loss=0.640, pair=0.001, adv=4.675, sprd=0.021]
Ep 060/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.13it/s, loss=0.618, pair=0.002, adv=5.758, sprd=0.021]
Ep 060/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.618, pair=0.002, adv=5.758, sprd=0.021]
Ep 060/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.609, pair=0.003, adv=5.995, sprd=0.018]
Ep 060/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.15it/s, loss=0.609, pair=0.003, adv=5.995, sprd=0.018]
Ep 060/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.15it/s, loss=0.664, pair=0.001, adv=5.805, sprd=0.027]
Ep 060/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.06it/s, loss=0.664, pair=0.001, adv=5.805, sprd=0.027]
Ep 060/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.06it/s, loss=0.605, pair=0.003, adv=5.378, sprd=0.017]
Ep 060/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.16it/s, loss=0.605, pair=0.003, adv=5.378, sprd=0.017]
Ep 060/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.16it/s, loss=0.686, pair=0.003, adv=5.632, sprd=0.030]
Ep 060/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.06it/s, loss=0.686, pair=0.003, adv=5.632, sprd=0.030]
Ep 060/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.06it/s, loss=0.586, pair=0.002, adv=4.901, sprd=0.013]
Ep 060/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.17it/s, loss=0.586, pair=0.002, adv=4.901, sprd=0.013]
Ep 060/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.17it/s, loss=0.684, pair=0.000, adv=6.553, sprd=0.032]
Ep 060/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.684, pair=0.000, adv=6.553, sprd=0.032]
Ep 060/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.602, pair=0.000, adv=4.472, sprd=0.016]
Ep 060/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.16it/s, loss=0.602, pair=0.000, adv=4.472, sprd=0.016]
Ep 060/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.16it/s, loss=1.502, pair=2.465, adv=6.259, sprd=0.026]
Ep 060/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.05it/s, loss=1.502, pair=2.465, adv=6.259, sprd=0.026]
Ep 060/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.05it/s, loss=0.655, pair=0.002, adv=6.508, sprd=0.026]
Ep 060/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.13it/s, loss=0.655, pair=0.002, adv=6.508, sprd=0.026]
Ep 060/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.13it/s, loss=0.614, pair=0.000, adv=5.455, sprd=0.018]
Ep 060/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.05it/s, loss=0.614, pair=0.000, adv=5.455, sprd=0.018]
Ep 060/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.05it/s, loss=0.652, pair=0.000, adv=6.267, sprd=0.023]
Ep 060/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.16it/s, loss=0.652, pair=0.000, adv=6.267, sprd=0.023]
Ep 060/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.16it/s, loss=0.654, pair=0.001, adv=5.254, sprd=0.022]
Ep 060/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.06it/s, loss=0.654, pair=0.001, adv=5.254, sprd=0.022]
Ep 060/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.06it/s, loss=0.613, pair=0.003, adv=5.118, sprd=0.018]
Ep 060/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.16it/s, loss=0.613, pair=0.003, adv=5.118, sprd=0.018]
Ep 060/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.16it/s, loss=0.650, pair=0.000, adv=4.844, sprd=0.023]
Ep 060/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:19,  1.96it/s, loss=0.650, pair=0.000, adv=4.844, sprd=0.023]
Ep 060/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:19,  1.96it/s, loss=0.620, pair=0.000, adv=4.468, sprd=0.016]
Ep 060/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.11it/s, loss=0.620, pair=0.000, adv=4.468, sprd=0.016]
Ep 060/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.11it/s, loss=0.613, pair=0.000, adv=4.929, sprd=0.017]
Ep 060/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.04it/s, loss=0.613, pair=0.000, adv=4.929, sprd=0.017]
Ep 060/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.04it/s, loss=0.662, pair=0.000, adv=5.729, sprd=0.027]
Ep 060/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.13it/s, loss=0.662, pair=0.000, adv=5.729, sprd=0.027]
Ep 060/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.13it/s, loss=0.617, pair=0.000, adv=6.592, sprd=0.020]
Ep 060/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.05it/s, loss=0.617, pair=0.000, adv=6.592, sprd=0.020]
Ep 060/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.664, pair=0.000, adv=5.133, sprd=0.028]
Ep 060/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.13it/s, loss=0.664, pair=0.000, adv=5.133, sprd=0.028]
Ep 060/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.13it/s, loss=0.659, pair=0.000, adv=4.860, sprd=0.022]
Ep 060/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.06it/s, loss=0.659, pair=0.000, adv=4.860, sprd=0.022]
Ep 060/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.06it/s, loss=0.601, pair=0.000, adv=4.267, sprd=0.016]
Ep 060/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.601, pair=0.000, adv=4.267, sprd=0.016]
Ep 060/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.640, pair=0.000, adv=4.390, sprd=0.024]
Ep 060/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.04it/s, loss=0.640, pair=0.000, adv=4.390, sprd=0.024]
Ep 060/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.04it/s, loss=0.599, pair=0.000, adv=4.051, sprd=0.014]
Ep 060/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.16it/s, loss=0.599, pair=0.000, adv=4.051, sprd=0.014]
Ep 060/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.16it/s, loss=0.641, pair=0.001, adv=5.765, sprd=0.020]
Ep 060/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.10it/s, loss=0.641, pair=0.001, adv=5.765, sprd=0.020]
Ep 060/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.10it/s, loss=0.649, pair=0.000, adv=5.973, sprd=0.020]
Ep 060/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.20it/s, loss=0.649, pair=0.000, adv=5.973, sprd=0.020]
Ep 060/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.20it/s, loss=0.700, pair=0.000, adv=5.496, sprd=0.023]
Ep 060/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.10it/s, loss=0.700, pair=0.000, adv=5.496, sprd=0.023]
Ep 060/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.10it/s, loss=0.663, pair=0.000, adv=6.102, sprd=0.026]
Ep 060/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.17it/s, loss=0.663, pair=0.000, adv=6.102, sprd=0.026]
Ep 060/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.17it/s, loss=0.642, pair=0.000, adv=5.386, sprd=0.023]
Ep 060/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.06it/s, loss=0.642, pair=0.000, adv=5.386, sprd=0.023]
Ep 060/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.06it/s, loss=0.642, pair=0.003, adv=5.470, sprd=0.022]
Ep 060/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.14it/s, loss=0.642, pair=0.003, adv=5.470, sprd=0.022]
Ep 060/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.14it/s, loss=0.627, pair=0.002, adv=5.761, sprd=0.022]
Ep 060/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.04it/s, loss=0.627, pair=0.002, adv=5.761, sprd=0.022]
Ep 060/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.04it/s, loss=0.611, pair=0.002, adv=5.442, sprd=0.016]
Ep 060/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.17it/s, loss=0.611, pair=0.002, adv=5.442, sprd=0.016]
Ep 060/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.17it/s, loss=0.643, pair=0.002, adv=4.831, sprd=0.023]
Ep 060/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.06it/s, loss=0.643, pair=0.002, adv=4.831, sprd=0.023]
Ep 060/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.06it/s, loss=0.679, pair=0.000, adv=5.939, sprd=0.028]
Ep 060/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.16it/s, loss=0.679, pair=0.000, adv=5.939, sprd=0.028]
Ep 060/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.16it/s, loss=0.658, pair=0.006, adv=5.778, sprd=0.021]
Ep 060/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.11it/s, loss=0.658, pair=0.006, adv=5.778, sprd=0.021]
Ep 060/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.11it/s, loss=0.642, pair=0.009, adv=5.320, sprd=0.025]
Ep 060/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.15it/s, loss=0.642, pair=0.009, adv=5.320, sprd=0.025]
Ep 060/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.15it/s, loss=0.669, pair=0.004, adv=5.432, sprd=0.025]
Ep 060/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.06it/s, loss=0.669, pair=0.004, adv=5.432, sprd=0.025]
Ep 060/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.06it/s, loss=0.627, pair=0.000, adv=4.414, sprd=0.020]
Ep 060/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.15it/s, loss=0.627, pair=0.000, adv=4.414, sprd=0.020]
Ep 060/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.15it/s, loss=0.673, pair=0.000, adv=4.624, sprd=0.025]
Ep 060/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.07it/s, loss=0.673, pair=0.000, adv=4.624, sprd=0.025]
Ep 060/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.07it/s, loss=0.641, pair=0.000, adv=5.095, sprd=0.020]
Ep 060/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.16it/s, loss=0.641, pair=0.000, adv=5.095, sprd=0.020]
Ep 060/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.16it/s, loss=0.646, pair=0.000, adv=5.615, sprd=0.022]
Ep 060/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.646, pair=0.000, adv=5.615, sprd=0.022]
Ep 060/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.637, pair=0.000, adv=5.580, sprd=0.022]
Ep 060/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.18it/s, loss=0.637, pair=0.000, adv=5.580, sprd=0.022]
Ep 060/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.18it/s, loss=0.667, pair=0.002, adv=5.453, sprd=0.026]
Ep 060/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:05,  1.97it/s, loss=0.667, pair=0.002, adv=5.453, sprd=0.026]
Ep 060/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:05,  1.97it/s, loss=0.617, pair=0.000, adv=5.179, sprd=0.019]
Ep 060/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.09it/s, loss=0.617, pair=0.000, adv=5.179, sprd=0.019]
Ep 060/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.09it/s, loss=0.669, pair=0.002, adv=5.266, sprd=0.029]
Ep 060/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:04,  2.00it/s, loss=0.669, pair=0.002, adv=5.266, sprd=0.029]
Ep 060/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:04,  2.00it/s, loss=0.633, pair=0.000, adv=6.125, sprd=0.019]
Ep 060/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.13it/s, loss=0.633, pair=0.000, adv=6.125, sprd=0.019]
Ep 060/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.13it/s, loss=0.660, pair=0.003, adv=5.347, sprd=0.020]
Ep 060/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.07it/s, loss=0.660, pair=0.003, adv=5.347, sprd=0.020]
Ep 060/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.07it/s, loss=0.633, pair=0.000, adv=5.278, sprd=0.022]
Ep 060/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.16it/s, loss=0.633, pair=0.000, adv=5.278, sprd=0.022]
Ep 060/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.16it/s, loss=0.644, pair=0.000, adv=5.674, sprd=0.022]
Ep 060/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.07it/s, loss=0.644, pair=0.000, adv=5.674, sprd=0.022]
Ep 060/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.07it/s, loss=0.608, pair=0.000, adv=4.707, sprd=0.020]
Ep 060/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.14it/s, loss=0.608, pair=0.000, adv=4.707, sprd=0.020]
Ep 060/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.14it/s, loss=0.736, pair=0.005, adv=5.117, sprd=0.028]
Ep 060/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.05it/s, loss=0.736, pair=0.005, adv=5.117, sprd=0.028]
Ep 060/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.05it/s, loss=0.635, pair=0.002, adv=5.290, sprd=0.022]
Ep 060/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.14it/s, loss=0.635, pair=0.002, adv=5.290, sprd=0.022]
Ep 060/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.14it/s, loss=0.625, pair=0.003, adv=5.747, sprd=0.019]
Ep 060/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.07it/s, loss=0.625, pair=0.003, adv=5.747, sprd=0.019]
                                                                                                              
Epoch 060/80 [S3:+sens]  loss=0.6494  mat=0.2682  sens=1.0726  pair=0.0333  adv=5.1894(rand=3.47)  deg=0.0067  orth=0.0011  spread=0.0210  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=2.03e-05  216s

Ep 061/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 061/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.640, pair=0.004, adv=5.171, sprd=0.017]
Ep 061/80 [S3:+sens]:   0%|    | 1/453 [00:00<06:44,  1.12it/s, loss=0.640, pair=0.004, adv=5.171, sprd=0.017]
Ep 061/80 [S3:+sens]:   0%|    | 1/453 [00:01<06:44,  1.12it/s, loss=0.643, pair=0.002, adv=6.100, sprd=0.022]
Ep 061/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:38,  1.62it/s, loss=0.643, pair=0.002, adv=6.100, sprd=0.022]
Ep 061/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:38,  1.62it/s, loss=0.618, pair=0.002, adv=5.834, sprd=0.020]
Ep 061/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:21,  1.72it/s, loss=0.618, pair=0.002, adv=5.834, sprd=0.020]
Ep 061/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:21,  1.72it/s, loss=0.664, pair=0.003, adv=6.089, sprd=0.024]
Ep 061/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:50,  1.94it/s, loss=0.664, pair=0.003, adv=6.089, sprd=0.024]
Ep 061/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:50,  1.94it/s, loss=0.649, pair=0.001, adv=4.951, sprd=0.021]
Ep 061/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:50,  1.95it/s, loss=0.649, pair=0.001, adv=4.951, sprd=0.021]
Ep 061/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:50,  1.95it/s, loss=0.631, pair=0.000, adv=5.165, sprd=0.017]
Ep 061/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:33,  2.10it/s, loss=0.631, pair=0.000, adv=5.165, sprd=0.017]
Ep 061/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:33,  2.10it/s, loss=0.650, pair=0.000, adv=5.713, sprd=0.026]
Ep 061/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:41,  2.02it/s, loss=0.650, pair=0.000, adv=5.713, sprd=0.026]
Ep 061/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:41,  2.02it/s, loss=0.665, pair=0.001, adv=5.128, sprd=0.021]
Ep 061/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.15it/s, loss=0.665, pair=0.001, adv=5.128, sprd=0.021]
Ep 061/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.15it/s, loss=0.616, pair=0.000, adv=3.419, sprd=0.020]
Ep 061/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:39,  2.03it/s, loss=0.616, pair=0.000, adv=3.419, sprd=0.020]
Ep 061/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:39,  2.03it/s, loss=0.637, pair=0.000, adv=7.432, sprd=0.022]
Ep 061/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:26,  2.15it/s, loss=0.637, pair=0.000, adv=7.432, sprd=0.022]
Ep 061/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:26,  2.15it/s, loss=0.640, pair=0.000, adv=4.991, sprd=0.022]
Ep 061/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:34,  2.06it/s, loss=0.640, pair=0.000, adv=4.991, sprd=0.022]
Ep 061/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:34,  2.06it/s, loss=0.672, pair=0.000, adv=5.116, sprd=0.024]
Ep 061/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.18it/s, loss=0.672, pair=0.000, adv=5.116, sprd=0.024]
Ep 061/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.18it/s, loss=0.671, pair=0.001, adv=4.484, sprd=0.015]
Ep 061/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:28,  2.11it/s, loss=0.671, pair=0.001, adv=4.484, sprd=0.015]
Ep 061/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:28,  2.11it/s, loss=0.656, pair=0.005, adv=6.152, sprd=0.028]
Ep 061/80 [S3:+sens]:   3%|   | 14/453 [00:06<03:22,  2.17it/s, loss=0.656, pair=0.005, adv=6.152, sprd=0.028]
Ep 061/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.626, pair=0.002, adv=4.830, sprd=0.019]
Ep 061/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.07it/s, loss=0.626, pair=0.002, adv=4.830, sprd=0.019]
Ep 061/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.07it/s, loss=0.637, pair=0.000, adv=5.805, sprd=0.022]
Ep 061/80 [S3:+sens]:   4%|   | 16/453 [00:07<03:21,  2.17it/s, loss=0.637, pair=0.000, adv=5.805, sprd=0.022]
Ep 061/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.667, pair=0.001, adv=5.032, sprd=0.028]
Ep 061/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.667, pair=0.001, adv=5.032, sprd=0.028]
Ep 061/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.677, pair=0.002, adv=5.124, sprd=0.027]
Ep 061/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:23,  2.14it/s, loss=0.677, pair=0.002, adv=5.124, sprd=0.027]
Ep 061/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:23,  2.14it/s, loss=0.686, pair=0.001, adv=6.062, sprd=0.019]
Ep 061/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:41,  1.96it/s, loss=0.686, pair=0.001, adv=6.062, sprd=0.019]
Ep 061/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:41,  1.96it/s, loss=0.611, pair=0.001, adv=6.068, sprd=0.017]
Ep 061/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:26,  2.09it/s, loss=0.611, pair=0.001, adv=6.068, sprd=0.017]
Ep 061/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:26,  2.09it/s, loss=0.653, pair=0.000, adv=5.018, sprd=0.024]
Ep 061/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:34,  2.01it/s, loss=0.653, pair=0.000, adv=5.018, sprd=0.024]
Ep 061/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:34,  2.01it/s, loss=0.668, pair=0.003, adv=5.830, sprd=0.024]
Ep 061/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:22,  2.13it/s, loss=0.668, pair=0.003, adv=5.830, sprd=0.024]
Ep 061/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:22,  2.13it/s, loss=0.637, pair=0.001, adv=5.439, sprd=0.023]
Ep 061/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:31,  2.03it/s, loss=0.637, pair=0.001, adv=5.439, sprd=0.023]
Ep 061/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:31,  2.03it/s, loss=0.626, pair=0.001, adv=5.294, sprd=0.021]
Ep 061/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:22,  2.12it/s, loss=0.626, pair=0.001, adv=5.294, sprd=0.021]
Ep 061/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:22,  2.12it/s, loss=0.665, pair=0.002, adv=5.258, sprd=0.022]
Ep 061/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:33,  2.01it/s, loss=0.665, pair=0.002, adv=5.258, sprd=0.022]
Ep 061/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:33,  2.01it/s, loss=0.629, pair=0.004, adv=5.528, sprd=0.021]
Ep 061/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:22,  2.10it/s, loss=0.629, pair=0.004, adv=5.528, sprd=0.021]
Ep 061/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:22,  2.10it/s, loss=0.653, pair=0.003, adv=5.751, sprd=0.022]
Ep 061/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:30,  2.02it/s, loss=0.653, pair=0.003, adv=5.751, sprd=0.022]
Ep 061/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:30,  2.02it/s, loss=1.211, pair=1.715, adv=5.604, sprd=0.018]
Ep 061/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:20,  2.12it/s, loss=1.211, pair=1.715, adv=5.604, sprd=0.018]
Ep 061/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.626, pair=0.001, adv=6.250, sprd=0.018]
Ep 061/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:23,  2.08it/s, loss=0.626, pair=0.001, adv=6.250, sprd=0.018]
Ep 061/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:23,  2.08it/s, loss=2.254, pair=0.002, adv=6.653, sprd=0.026]
Ep 061/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.16it/s, loss=2.254, pair=0.002, adv=6.653, sprd=0.026]
Ep 061/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.16it/s, loss=0.635, pair=0.001, adv=5.286, sprd=0.021]
Ep 061/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.07it/s, loss=0.635, pair=0.001, adv=5.286, sprd=0.021]
Ep 061/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.07it/s, loss=0.659, pair=0.000, adv=6.116, sprd=0.028]
Ep 061/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:16,  2.14it/s, loss=0.659, pair=0.000, adv=6.116, sprd=0.028]
Ep 061/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:16,  2.14it/s, loss=0.638, pair=0.000, adv=5.720, sprd=0.017]
Ep 061/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:21,  2.09it/s, loss=0.638, pair=0.000, adv=5.720, sprd=0.017]
Ep 061/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:21,  2.09it/s, loss=0.604, pair=0.000, adv=5.907, sprd=0.017]
Ep 061/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:10,  2.20it/s, loss=0.604, pair=0.000, adv=5.907, sprd=0.017]
Ep 061/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:10,  2.20it/s, loss=0.699, pair=0.001, adv=5.759, sprd=0.033]
Ep 061/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.699, pair=0.001, adv=5.759, sprd=0.033]
Ep 061/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.621, pair=0.000, adv=6.437, sprd=0.020]
Ep 061/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.18it/s, loss=0.621, pair=0.000, adv=6.437, sprd=0.020]
Ep 061/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.18it/s, loss=0.677, pair=0.000, adv=6.721, sprd=0.027]
Ep 061/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.07it/s, loss=0.677, pair=0.000, adv=6.721, sprd=0.027]
Ep 061/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.07it/s, loss=0.667, pair=0.000, adv=6.428, sprd=0.026]
Ep 061/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.16it/s, loss=0.667, pair=0.000, adv=6.428, sprd=0.026]
Ep 061/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.16it/s, loss=0.598, pair=0.000, adv=5.475, sprd=0.015]
Ep 061/80 [S3:+sens]:   9%|▎  | 39/453 [00:18<03:18,  2.08it/s, loss=0.598, pair=0.000, adv=5.475, sprd=0.015]
Ep 061/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:18,  2.08it/s, loss=0.579, pair=0.001, adv=4.522, sprd=0.011]
Ep 061/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:05,  2.22it/s, loss=0.579, pair=0.001, adv=4.522, sprd=0.011]
Ep 061/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:05,  2.22it/s, loss=0.623, pair=0.000, adv=5.211, sprd=0.017]
Ep 061/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:19,  2.06it/s, loss=0.623, pair=0.000, adv=5.211, sprd=0.017]
Ep 061/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.06it/s, loss=0.628, pair=0.000, adv=5.127, sprd=0.022]
Ep 061/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.14it/s, loss=0.628, pair=0.000, adv=5.127, sprd=0.022]
Ep 061/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.14it/s, loss=0.617, pair=0.000, adv=5.779, sprd=0.020]
Ep 061/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:20,  2.04it/s, loss=0.617, pair=0.000, adv=5.779, sprd=0.020]
Ep 061/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:20,  2.04it/s, loss=0.630, pair=0.000, adv=5.410, sprd=0.018]
Ep 061/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.19it/s, loss=0.630, pair=0.000, adv=5.410, sprd=0.018]
Ep 061/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.19it/s, loss=0.604, pair=0.000, adv=4.612, sprd=0.012]
Ep 061/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:10,  2.14it/s, loss=0.604, pair=0.000, adv=4.612, sprd=0.012]
Ep 061/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:10,  2.14it/s, loss=0.633, pair=0.001, adv=5.429, sprd=0.022]
Ep 061/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.633, pair=0.001, adv=5.429, sprd=0.022]
Ep 061/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.567, pair=0.003, adv=3.637, sprd=0.009]
Ep 061/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:10,  2.13it/s, loss=0.567, pair=0.003, adv=3.637, sprd=0.009]
Ep 061/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:10,  2.13it/s, loss=0.594, pair=0.001, adv=4.214, sprd=0.013]
Ep 061/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:10,  2.12it/s, loss=0.594, pair=0.001, adv=4.214, sprd=0.013]
Ep 061/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:10,  2.12it/s, loss=0.640, pair=0.004, adv=6.367, sprd=0.024]
Ep 061/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:17,  2.04it/s, loss=0.640, pair=0.004, adv=6.367, sprd=0.024]
Ep 061/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.04it/s, loss=0.659, pair=0.003, adv=4.847, sprd=0.026]
Ep 061/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:09,  2.13it/s, loss=0.659, pair=0.003, adv=4.847, sprd=0.026]
Ep 061/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:09,  2.13it/s, loss=0.613, pair=0.000, adv=6.063, sprd=0.019]
Ep 061/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:18,  2.02it/s, loss=0.613, pair=0.000, adv=6.063, sprd=0.019]
Ep 061/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:18,  2.02it/s, loss=0.618, pair=0.000, adv=4.170, sprd=0.017]
Ep 061/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.618, pair=0.000, adv=4.170, sprd=0.017]
Ep 061/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.653, pair=0.001, adv=5.566, sprd=0.021]
Ep 061/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.08it/s, loss=0.653, pair=0.001, adv=5.566, sprd=0.021]
Ep 061/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.08it/s, loss=0.695, pair=0.000, adv=6.440, sprd=0.031]
Ep 061/80 [S3:+sens]:  12%|▎  | 54/453 [00:25<03:04,  2.16it/s, loss=0.695, pair=0.000, adv=6.440, sprd=0.031]
Ep 061/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:04,  2.16it/s, loss=0.648, pair=0.000, adv=4.832, sprd=0.021]
Ep 061/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:12,  2.07it/s, loss=0.648, pair=0.000, adv=4.832, sprd=0.021]
Ep 061/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:12,  2.07it/s, loss=0.640, pair=0.000, adv=3.876, sprd=0.024]
Ep 061/80 [S3:+sens]:  12%|▎  | 56/453 [00:26<03:04,  2.15it/s, loss=0.640, pair=0.000, adv=3.876, sprd=0.024]
Ep 061/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.663, pair=0.000, adv=6.163, sprd=0.029]
Ep 061/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:15,  2.03it/s, loss=0.663, pair=0.000, adv=6.163, sprd=0.029]
Ep 061/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:15,  2.03it/s, loss=0.657, pair=0.000, adv=5.595, sprd=0.025]
Ep 061/80 [S3:+sens]:  13%|▍  | 58/453 [00:27<03:06,  2.12it/s, loss=0.657, pair=0.000, adv=5.595, sprd=0.025]
Ep 061/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:06,  2.12it/s, loss=0.650, pair=0.000, adv=4.710, sprd=0.021]
Ep 061/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.650, pair=0.000, adv=4.710, sprd=0.021]
Ep 061/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.655, pair=0.000, adv=5.810, sprd=0.023]
Ep 061/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<03:00,  2.18it/s, loss=0.655, pair=0.000, adv=5.810, sprd=0.023]
Ep 061/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:00,  2.18it/s, loss=0.657, pair=0.000, adv=6.638, sprd=0.023]
Ep 061/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:07,  2.09it/s, loss=0.657, pair=0.000, adv=6.638, sprd=0.023]
Ep 061/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:07,  2.09it/s, loss=0.639, pair=0.000, adv=4.750, sprd=0.023]
Ep 061/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<03:00,  2.16it/s, loss=0.639, pair=0.000, adv=4.750, sprd=0.023]
Ep 061/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.16it/s, loss=0.657, pair=0.000, adv=5.582, sprd=0.019]
Ep 061/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:09,  2.05it/s, loss=0.657, pair=0.000, adv=5.582, sprd=0.019]
Ep 061/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:09,  2.05it/s, loss=0.631, pair=0.000, adv=4.542, sprd=0.020]
Ep 061/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<03:00,  2.15it/s, loss=0.631, pair=0.000, adv=4.542, sprd=0.020]
Ep 061/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:00,  2.15it/s, loss=0.631, pair=0.000, adv=4.548, sprd=0.016]
Ep 061/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:03,  2.11it/s, loss=0.631, pair=0.000, adv=4.548, sprd=0.016]
Ep 061/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:03,  2.11it/s, loss=0.638, pair=0.000, adv=5.812, sprd=0.026]
Ep 061/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:58,  2.16it/s, loss=0.638, pair=0.000, adv=5.812, sprd=0.026]
Ep 061/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:58,  2.16it/s, loss=0.659, pair=0.000, adv=4.930, sprd=0.025]
Ep 061/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:08,  2.05it/s, loss=0.659, pair=0.000, adv=4.930, sprd=0.025]
Ep 061/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:08,  2.05it/s, loss=0.634, pair=0.000, adv=4.810, sprd=0.020]
Ep 061/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:58,  2.16it/s, loss=0.634, pair=0.000, adv=4.810, sprd=0.020]
Ep 061/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.16it/s, loss=0.680, pair=0.000, adv=5.383, sprd=0.029]
Ep 061/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.680, pair=0.000, adv=5.383, sprd=0.029]
Ep 061/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.646, pair=0.000, adv=4.853, sprd=0.022]
Ep 061/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<03:09,  2.02it/s, loss=0.646, pair=0.000, adv=4.853, sprd=0.022]
Ep 061/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:09,  2.02it/s, loss=0.551, pair=0.001, adv=2.917, sprd=0.013]
Ep 061/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:09,  2.01it/s, loss=0.551, pair=0.001, adv=2.917, sprd=0.013]
Ep 061/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:09,  2.01it/s, loss=0.654, pair=0.000, adv=5.954, sprd=0.027]
Ep 061/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<03:01,  2.10it/s, loss=0.654, pair=0.000, adv=5.954, sprd=0.027]
Ep 061/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:01,  2.10it/s, loss=0.662, pair=0.002, adv=6.494, sprd=0.028]
Ep 061/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:08,  2.02it/s, loss=0.662, pair=0.002, adv=6.494, sprd=0.028]
Ep 061/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:08,  2.02it/s, loss=0.613, pair=0.000, adv=3.714, sprd=0.015]
Ep 061/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.15it/s, loss=0.613, pair=0.000, adv=3.714, sprd=0.015]
Ep 061/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.15it/s, loss=0.662, pair=0.000, adv=5.122, sprd=0.026]
Ep 061/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.04it/s, loss=0.662, pair=0.000, adv=5.122, sprd=0.026]
Ep 061/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.04it/s, loss=0.627, pair=0.000, adv=5.340, sprd=0.019]
Ep 061/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:55,  2.14it/s, loss=0.627, pair=0.000, adv=5.340, sprd=0.019]
Ep 061/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:55,  2.14it/s, loss=0.853, pair=0.612, adv=6.301, sprd=0.022]
Ep 061/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.07it/s, loss=0.853, pair=0.612, adv=6.301, sprd=0.022]
Ep 061/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.07it/s, loss=0.617, pair=0.000, adv=4.465, sprd=0.015]
Ep 061/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:50,  2.19it/s, loss=0.617, pair=0.000, adv=4.465, sprd=0.015]
Ep 061/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:50,  2.19it/s, loss=0.582, pair=0.003, adv=4.770, sprd=0.012]
Ep 061/80 [S3:+sens]:  17%|▌  | 79/453 [00:37<02:59,  2.08it/s, loss=0.582, pair=0.003, adv=4.770, sprd=0.012]
Ep 061/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:59,  2.08it/s, loss=0.641, pair=0.000, adv=5.872, sprd=0.023]
Ep 061/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:53,  2.15it/s, loss=0.641, pair=0.000, adv=5.872, sprd=0.023]
Ep 061/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:53,  2.15it/s, loss=0.642, pair=0.000, adv=4.403, sprd=0.023]
Ep 061/80 [S3:+sens]:  18%|▌  | 81/453 [00:38<03:01,  2.05it/s, loss=0.642, pair=0.000, adv=4.403, sprd=0.023]
Ep 061/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:01,  2.05it/s, loss=0.667, pair=0.001, adv=5.883, sprd=0.030]
Ep 061/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:55,  2.12it/s, loss=0.667, pair=0.001, adv=5.883, sprd=0.030]
Ep 061/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:55,  2.12it/s, loss=0.668, pair=0.000, adv=5.567, sprd=0.022]
Ep 061/80 [S3:+sens]:  18%|▌  | 83/453 [00:39<02:59,  2.06it/s, loss=0.668, pair=0.000, adv=5.567, sprd=0.022]
Ep 061/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.638, pair=0.003, adv=5.384, sprd=0.018]
Ep 061/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:47,  2.20it/s, loss=0.638, pair=0.003, adv=5.384, sprd=0.018]
Ep 061/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:47,  2.20it/s, loss=0.655, pair=0.005, adv=6.127, sprd=0.026]
Ep 061/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<02:58,  2.07it/s, loss=0.655, pair=0.005, adv=6.127, sprd=0.026]
Ep 061/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:58,  2.07it/s, loss=0.633, pair=0.003, adv=4.620, sprd=0.020]
Ep 061/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:50,  2.16it/s, loss=0.633, pair=0.003, adv=4.620, sprd=0.020]
Ep 061/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:50,  2.16it/s, loss=0.606, pair=0.002, adv=4.051, sprd=0.016]
Ep 061/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:58,  2.05it/s, loss=0.606, pair=0.002, adv=4.051, sprd=0.016]
Ep 061/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:58,  2.05it/s, loss=0.634, pair=0.005, adv=4.904, sprd=0.020]
Ep 061/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.15it/s, loss=0.634, pair=0.005, adv=4.904, sprd=0.020]
Ep 061/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.15it/s, loss=0.610, pair=0.002, adv=5.791, sprd=0.017]
Ep 061/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:56,  2.06it/s, loss=0.610, pair=0.002, adv=5.791, sprd=0.017]
Ep 061/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.06it/s, loss=0.638, pair=0.000, adv=5.017, sprd=0.024]
Ep 061/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.638, pair=0.000, adv=5.017, sprd=0.024]
Ep 061/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.642, pair=0.001, adv=6.593, sprd=0.021]
Ep 061/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:58,  2.03it/s, loss=0.642, pair=0.001, adv=6.593, sprd=0.021]
Ep 061/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:58,  2.03it/s, loss=0.644, pair=0.000, adv=4.623, sprd=0.020]
Ep 061/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:47,  2.15it/s, loss=0.644, pair=0.000, adv=4.623, sprd=0.020]
Ep 061/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:47,  2.15it/s, loss=0.622, pair=0.000, adv=4.256, sprd=0.017]
Ep 061/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:53,  2.07it/s, loss=0.622, pair=0.000, adv=4.256, sprd=0.017]
Ep 061/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:53,  2.07it/s, loss=0.616, pair=0.000, adv=4.610, sprd=0.015]
Ep 061/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.616, pair=0.000, adv=4.610, sprd=0.015]
Ep 061/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.644, pair=0.000, adv=6.553, sprd=0.025]
Ep 061/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:51,  2.09it/s, loss=0.644, pair=0.000, adv=6.553, sprd=0.025]
Ep 061/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:51,  2.09it/s, loss=0.630, pair=0.000, adv=5.485, sprd=0.023]
Ep 061/80 [S3:+sens]:  21%|▋  | 96/453 [00:45<02:46,  2.14it/s, loss=0.630, pair=0.000, adv=5.485, sprd=0.023]
Ep 061/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.14it/s, loss=0.606, pair=0.000, adv=6.879, sprd=0.019]
Ep 061/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:56,  2.02it/s, loss=0.606, pair=0.000, adv=6.879, sprd=0.019]
Ep 061/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:56,  2.02it/s, loss=0.642, pair=0.000, adv=6.628, sprd=0.023]
Ep 061/80 [S3:+sens]:  22%|▋  | 98/453 [00:46<02:48,  2.11it/s, loss=0.642, pair=0.000, adv=6.628, sprd=0.023]
Ep 061/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:48,  2.11it/s, loss=0.658, pair=0.000, adv=5.664, sprd=0.025]
Ep 061/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<03:04,  1.92it/s, loss=0.658, pair=0.000, adv=5.664, sprd=0.025]
Ep 061/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<03:04,  1.92it/s, loss=0.632, pair=0.000, adv=5.601, sprd=0.018]
Ep 061/80 [S3:+sens]:  22%|▍ | 100/453 [00:47<02:51,  2.06it/s, loss=0.632, pair=0.000, adv=5.601, sprd=0.018]
Ep 061/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:51,  2.06it/s, loss=0.613, pair=0.000, adv=4.748, sprd=0.016]
Ep 061/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.04it/s, loss=0.613, pair=0.000, adv=4.748, sprd=0.016]
Ep 061/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.04it/s, loss=0.642, pair=0.000, adv=5.546, sprd=0.019]
Ep 061/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:43,  2.15it/s, loss=0.642, pair=0.000, adv=5.546, sprd=0.019]
Ep 061/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.15it/s, loss=0.627, pair=0.000, adv=6.572, sprd=0.021]
Ep 061/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:50,  2.06it/s, loss=0.627, pair=0.000, adv=6.572, sprd=0.021]
Ep 061/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:50,  2.06it/s, loss=0.652, pair=0.000, adv=5.534, sprd=0.024]
Ep 061/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:43,  2.13it/s, loss=0.652, pair=0.000, adv=5.534, sprd=0.024]
Ep 061/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:43,  2.13it/s, loss=0.635, pair=0.000, adv=4.154, sprd=0.015]
Ep 061/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:42,  2.14it/s, loss=0.635, pair=0.000, adv=4.154, sprd=0.015]
Ep 061/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:42,  2.14it/s, loss=0.625, pair=0.001, adv=5.718, sprd=0.020]
Ep 061/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:36,  2.22it/s, loss=0.625, pair=0.001, adv=5.718, sprd=0.020]
Ep 061/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:36,  2.22it/s, loss=0.628, pair=0.001, adv=4.902, sprd=0.024]
Ep 061/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:47,  2.06it/s, loss=0.628, pair=0.001, adv=4.902, sprd=0.024]
Ep 061/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:47,  2.06it/s, loss=0.643, pair=0.001, adv=4.854, sprd=0.025]
Ep 061/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:40,  2.15it/s, loss=0.643, pair=0.001, adv=4.854, sprd=0.025]
Ep 061/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.638, pair=0.000, adv=3.765, sprd=0.014]
Ep 061/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.05it/s, loss=0.638, pair=0.000, adv=3.765, sprd=0.014]
Ep 061/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.05it/s, loss=0.644, pair=0.000, adv=5.901, sprd=0.020]
Ep 061/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:39,  2.15it/s, loss=0.644, pair=0.000, adv=5.901, sprd=0.020]
Ep 061/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.15it/s, loss=0.620, pair=0.003, adv=4.921, sprd=0.019]
Ep 061/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.06it/s, loss=0.620, pair=0.003, adv=4.921, sprd=0.019]
Ep 061/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.06it/s, loss=0.600, pair=0.002, adv=4.929, sprd=0.015]
Ep 061/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:37,  2.17it/s, loss=0.600, pair=0.002, adv=4.929, sprd=0.015]
Ep 061/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.17it/s, loss=0.615, pair=0.002, adv=6.983, sprd=0.020]
Ep 061/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.615, pair=0.002, adv=6.983, sprd=0.020]
Ep 061/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.629, pair=0.002, adv=5.943, sprd=0.021]
Ep 061/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:36,  2.17it/s, loss=0.629, pair=0.002, adv=5.943, sprd=0.021]
Ep 061/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.17it/s, loss=0.682, pair=0.005, adv=5.376, sprd=0.031]
Ep 061/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.682, pair=0.005, adv=5.376, sprd=0.031]
Ep 061/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.631, pair=0.001, adv=5.098, sprd=0.019]
Ep 061/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:35,  2.17it/s, loss=0.631, pair=0.001, adv=5.098, sprd=0.019]
Ep 061/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:35,  2.17it/s, loss=0.656, pair=0.002, adv=6.604, sprd=0.027]
Ep 061/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.656, pair=0.002, adv=6.604, sprd=0.027]
Ep 061/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.653, pair=0.002, adv=5.684, sprd=0.020]
Ep 061/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:31,  2.22it/s, loss=0.653, pair=0.002, adv=5.684, sprd=0.020]
Ep 061/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:31,  2.22it/s, loss=0.648, pair=0.000, adv=6.742, sprd=0.023]
Ep 061/80 [S3:+sens]:  26%|▌ | 119/453 [00:56<02:38,  2.11it/s, loss=0.648, pair=0.000, adv=6.742, sprd=0.023]
Ep 061/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:38,  2.11it/s, loss=0.602, pair=0.000, adv=4.293, sprd=0.017]
Ep 061/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:32,  2.19it/s, loss=0.602, pair=0.000, adv=4.293, sprd=0.017]
Ep 061/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:32,  2.19it/s, loss=0.643, pair=0.000, adv=6.475, sprd=0.024]
Ep 061/80 [S3:+sens]:  27%|▌ | 121/453 [00:57<02:42,  2.04it/s, loss=0.643, pair=0.000, adv=6.475, sprd=0.024]
Ep 061/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:42,  2.04it/s, loss=0.658, pair=0.000, adv=5.687, sprd=0.024]
Ep 061/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:34,  2.14it/s, loss=0.658, pair=0.000, adv=5.687, sprd=0.024]
Ep 061/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:34,  2.14it/s, loss=0.635, pair=0.001, adv=6.369, sprd=0.018]
Ep 061/80 [S3:+sens]:  27%|▌ | 123/453 [00:58<02:39,  2.08it/s, loss=0.635, pair=0.001, adv=6.369, sprd=0.018]
Ep 061/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:39,  2.08it/s, loss=0.673, pair=0.001, adv=5.966, sprd=0.028]
Ep 061/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.17it/s, loss=0.673, pair=0.001, adv=5.966, sprd=0.028]
Ep 061/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.17it/s, loss=0.621, pair=0.000, adv=4.609, sprd=0.018]
Ep 061/80 [S3:+sens]:  28%|▌ | 125/453 [00:59<02:39,  2.06it/s, loss=0.621, pair=0.000, adv=4.609, sprd=0.018]
Ep 061/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:39,  2.06it/s, loss=0.581, pair=0.000, adv=4.882, sprd=0.014]
Ep 061/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:31,  2.15it/s, loss=0.581, pair=0.000, adv=4.882, sprd=0.014]
Ep 061/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:31,  2.15it/s, loss=0.592, pair=0.000, adv=3.682, sprd=0.014]
Ep 061/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:48,  1.94it/s, loss=0.592, pair=0.000, adv=3.682, sprd=0.014]
Ep 061/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:48,  1.94it/s, loss=0.681, pair=0.000, adv=5.762, sprd=0.030]
Ep 061/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:39,  2.04it/s, loss=0.681, pair=0.000, adv=5.762, sprd=0.030]
Ep 061/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:39,  2.04it/s, loss=0.675, pair=0.000, adv=4.778, sprd=0.031]
Ep 061/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:46,  1.94it/s, loss=0.675, pair=0.000, adv=4.778, sprd=0.031]
Ep 061/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:46,  1.94it/s, loss=0.661, pair=0.000, adv=4.691, sprd=0.022]
Ep 061/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:36,  2.07it/s, loss=0.661, pair=0.000, adv=4.691, sprd=0.022]
Ep 061/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:36,  2.07it/s, loss=0.645, pair=0.000, adv=7.663, sprd=0.020]
Ep 061/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:36,  2.06it/s, loss=0.645, pair=0.000, adv=7.663, sprd=0.020]
Ep 061/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.668, pair=0.000, adv=6.366, sprd=0.028]
Ep 061/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.15it/s, loss=0.668, pair=0.000, adv=6.366, sprd=0.028]
Ep 061/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.15it/s, loss=0.619, pair=0.000, adv=5.260, sprd=0.021]
Ep 061/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:36,  2.04it/s, loss=0.619, pair=0.000, adv=5.260, sprd=0.021]
Ep 061/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:36,  2.04it/s, loss=0.630, pair=0.001, adv=5.587, sprd=0.020]
Ep 061/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.17it/s, loss=0.630, pair=0.001, adv=5.587, sprd=0.020]
Ep 061/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.17it/s, loss=0.691, pair=0.001, adv=5.023, sprd=0.034]
Ep 061/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:38,  2.00it/s, loss=0.691, pair=0.001, adv=5.023, sprd=0.034]
Ep 061/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:38,  2.00it/s, loss=0.671, pair=0.000, adv=5.886, sprd=0.029]
Ep 061/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:31,  2.10it/s, loss=0.671, pair=0.000, adv=5.886, sprd=0.029]
Ep 061/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:31,  2.10it/s, loss=0.624, pair=0.000, adv=5.640, sprd=0.021]
Ep 061/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:35,  2.04it/s, loss=0.624, pair=0.000, adv=5.640, sprd=0.021]
Ep 061/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:35,  2.04it/s, loss=0.638, pair=0.000, adv=6.416, sprd=0.023]
Ep 061/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:27,  2.14it/s, loss=0.638, pair=0.000, adv=6.416, sprd=0.023]
Ep 061/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:27,  2.14it/s, loss=0.631, pair=0.001, adv=5.470, sprd=0.019]
Ep 061/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:32,  2.06it/s, loss=0.631, pair=0.001, adv=5.470, sprd=0.019]
Ep 061/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:32,  2.06it/s, loss=0.674, pair=0.000, adv=4.986, sprd=0.026]
Ep 061/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.15it/s, loss=0.674, pair=0.000, adv=4.986, sprd=0.026]
Ep 061/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.15it/s, loss=0.629, pair=0.000, adv=4.414, sprd=0.016]
Ep 061/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:29,  2.08it/s, loss=0.629, pair=0.000, adv=4.414, sprd=0.016]
Ep 061/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:29,  2.08it/s, loss=0.634, pair=0.000, adv=5.476, sprd=0.021]
Ep 061/80 [S3:+sens]:  31%|▋ | 142/453 [01:07<02:22,  2.18it/s, loss=0.634, pair=0.000, adv=5.476, sprd=0.021]
Ep 061/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:22,  2.18it/s, loss=0.635, pair=0.000, adv=6.563, sprd=0.023]
Ep 061/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:30,  2.06it/s, loss=0.635, pair=0.000, adv=6.563, sprd=0.023]
Ep 061/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:30,  2.06it/s, loss=0.670, pair=0.000, adv=6.638, sprd=0.025]
Ep 061/80 [S3:+sens]:  32%|▋ | 144/453 [01:08<02:22,  2.16it/s, loss=0.670, pair=0.000, adv=6.638, sprd=0.025]
Ep 061/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.657, pair=0.001, adv=7.051, sprd=0.022]
Ep 061/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:27,  2.09it/s, loss=0.657, pair=0.001, adv=7.051, sprd=0.022]
Ep 061/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:27,  2.09it/s, loss=0.661, pair=0.002, adv=6.638, sprd=0.025]
Ep 061/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:20,  2.19it/s, loss=0.661, pair=0.002, adv=6.638, sprd=0.025]
Ep 061/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:20,  2.19it/s, loss=0.666, pair=0.003, adv=5.428, sprd=0.029]
Ep 061/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:29,  2.05it/s, loss=0.666, pair=0.003, adv=5.428, sprd=0.029]
Ep 061/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:29,  2.05it/s, loss=0.619, pair=0.003, adv=5.426, sprd=0.019]
Ep 061/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:21,  2.15it/s, loss=0.619, pair=0.003, adv=5.426, sprd=0.019]
Ep 061/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:21,  2.15it/s, loss=0.629, pair=0.002, adv=5.224, sprd=0.021]
Ep 061/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:28,  2.05it/s, loss=0.629, pair=0.002, adv=5.224, sprd=0.021]
Ep 061/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:28,  2.05it/s, loss=0.621, pair=0.004, adv=4.200, sprd=0.018]
Ep 061/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:20,  2.15it/s, loss=0.621, pair=0.004, adv=4.200, sprd=0.018]
Ep 061/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.662, pair=0.005, adv=5.473, sprd=0.027]
Ep 061/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:29,  2.02it/s, loss=0.662, pair=0.005, adv=5.473, sprd=0.027]
Ep 061/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:29,  2.02it/s, loss=0.618, pair=0.003, adv=4.635, sprd=0.015]
Ep 061/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:19,  2.15it/s, loss=0.618, pair=0.003, adv=4.635, sprd=0.015]
Ep 061/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:19,  2.15it/s, loss=0.614, pair=0.001, adv=5.550, sprd=0.020]
Ep 061/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:27,  2.04it/s, loss=0.614, pair=0.001, adv=5.550, sprd=0.020]
Ep 061/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:27,  2.04it/s, loss=0.625, pair=0.003, adv=5.760, sprd=0.018]
Ep 061/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:18,  2.16it/s, loss=0.625, pair=0.003, adv=5.760, sprd=0.018]
Ep 061/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:18,  2.16it/s, loss=0.598, pair=0.001, adv=4.806, sprd=0.018]
Ep 061/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:25,  2.05it/s, loss=0.598, pair=0.001, adv=4.806, sprd=0.018]
Ep 061/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:25,  2.05it/s, loss=0.590, pair=0.002, adv=5.122, sprd=0.014]
Ep 061/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:25,  2.04it/s, loss=0.590, pair=0.002, adv=5.122, sprd=0.014]
Ep 061/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:25,  2.04it/s, loss=0.591, pair=0.003, adv=4.672, sprd=0.012]
Ep 061/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.01it/s, loss=0.591, pair=0.003, adv=4.672, sprd=0.012]
Ep 061/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.01it/s, loss=0.647, pair=0.004, adv=6.054, sprd=0.023]
Ep 061/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:19,  2.12it/s, loss=0.647, pair=0.004, adv=6.054, sprd=0.023]
Ep 061/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:19,  2.12it/s, loss=0.637, pair=0.002, adv=5.225, sprd=0.023]
Ep 061/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.637, pair=0.002, adv=5.225, sprd=0.023]
Ep 061/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.650, pair=0.004, adv=3.894, sprd=0.022]
Ep 061/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:19,  2.10it/s, loss=0.650, pair=0.004, adv=3.894, sprd=0.022]
Ep 061/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:19,  2.10it/s, loss=1.284, pair=1.933, adv=5.428, sprd=0.015]
Ep 061/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.09it/s, loss=1.284, pair=1.933, adv=5.428, sprd=0.015]
Ep 061/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.09it/s, loss=0.644, pair=0.007, adv=5.131, sprd=0.018]
Ep 061/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:10,  2.23it/s, loss=0.644, pair=0.007, adv=5.131, sprd=0.018]
Ep 061/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:10,  2.23it/s, loss=0.619, pair=0.004, adv=5.277, sprd=0.019]
Ep 061/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:18,  2.10it/s, loss=0.619, pair=0.004, adv=5.277, sprd=0.019]
Ep 061/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:18,  2.10it/s, loss=0.616, pair=0.005, adv=6.332, sprd=0.018]
Ep 061/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:11,  2.20it/s, loss=0.616, pair=0.005, adv=6.332, sprd=0.018]
Ep 061/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:11,  2.20it/s, loss=0.612, pair=0.004, adv=5.402, sprd=0.017]
Ep 061/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:18,  2.08it/s, loss=0.612, pair=0.004, adv=5.402, sprd=0.017]
Ep 061/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:18,  2.08it/s, loss=0.613, pair=0.005, adv=3.936, sprd=0.016]
Ep 061/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:08,  2.23it/s, loss=0.613, pair=0.005, adv=3.936, sprd=0.016]
Ep 061/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:08,  2.23it/s, loss=0.613, pair=0.000, adv=3.882, sprd=0.018]
Ep 061/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:15,  2.12it/s, loss=0.613, pair=0.000, adv=3.882, sprd=0.018]
Ep 061/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:15,  2.12it/s, loss=0.554, pair=0.000, adv=3.097, sprd=0.013]
Ep 061/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:08,  2.22it/s, loss=0.554, pair=0.000, adv=3.097, sprd=0.013]
Ep 061/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:08,  2.22it/s, loss=0.622, pair=0.000, adv=5.392, sprd=0.018]
Ep 061/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:14,  2.11it/s, loss=0.622, pair=0.000, adv=5.392, sprd=0.018]
Ep 061/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.658, pair=0.000, adv=7.327, sprd=0.025]
Ep 061/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:08,  2.20it/s, loss=0.658, pair=0.000, adv=7.327, sprd=0.025]
Ep 061/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:08,  2.20it/s, loss=0.630, pair=0.000, adv=5.757, sprd=0.020]
Ep 061/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:14,  2.10it/s, loss=0.630, pair=0.000, adv=5.757, sprd=0.020]
Ep 061/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:14,  2.10it/s, loss=0.632, pair=0.000, adv=5.487, sprd=0.024]
Ep 061/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.16it/s, loss=0.632, pair=0.000, adv=5.487, sprd=0.024]
Ep 061/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.16it/s, loss=0.599, pair=0.001, adv=3.906, sprd=0.016]
Ep 061/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:17,  2.04it/s, loss=0.599, pair=0.001, adv=3.906, sprd=0.016]
Ep 061/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:17,  2.04it/s, loss=0.601, pair=0.002, adv=4.242, sprd=0.017]
Ep 061/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:10,  2.13it/s, loss=0.601, pair=0.002, adv=4.242, sprd=0.017]
Ep 061/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:10,  2.13it/s, loss=0.642, pair=0.000, adv=4.816, sprd=0.018]
Ep 061/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:14,  2.06it/s, loss=0.642, pair=0.000, adv=4.816, sprd=0.018]
Ep 061/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.06it/s, loss=0.608, pair=0.000, adv=3.340, sprd=0.016]
Ep 061/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:06,  2.18it/s, loss=0.608, pair=0.000, adv=3.340, sprd=0.016]
Ep 061/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:06,  2.18it/s, loss=0.590, pair=0.000, adv=4.161, sprd=0.014]
Ep 061/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:09,  2.13it/s, loss=0.590, pair=0.000, adv=4.161, sprd=0.014]
Ep 061/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:09,  2.13it/s, loss=0.622, pair=0.000, adv=4.211, sprd=0.015]
Ep 061/80 [S3:+sens]:  39%|▊ | 178/453 [01:24<02:01,  2.27it/s, loss=0.622, pair=0.000, adv=4.211, sprd=0.015]
Ep 061/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:01,  2.27it/s, loss=0.626, pair=0.000, adv=5.801, sprd=0.016]
Ep 061/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:14,  2.04it/s, loss=0.626, pair=0.000, adv=5.801, sprd=0.016]
Ep 061/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:14,  2.04it/s, loss=0.641, pair=0.000, adv=5.266, sprd=0.020]
Ep 061/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:06,  2.16it/s, loss=0.641, pair=0.000, adv=5.266, sprd=0.020]
Ep 061/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:06,  2.16it/s, loss=0.622, pair=0.000, adv=5.398, sprd=0.017]
Ep 061/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.08it/s, loss=0.622, pair=0.000, adv=5.398, sprd=0.017]
Ep 061/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.08it/s, loss=0.659, pair=0.000, adv=4.978, sprd=0.024]
Ep 061/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:04,  2.18it/s, loss=0.659, pair=0.000, adv=4.978, sprd=0.024]
Ep 061/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.18it/s, loss=0.661, pair=0.000, adv=5.592, sprd=0.024]
Ep 061/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:10,  2.07it/s, loss=0.661, pair=0.000, adv=5.592, sprd=0.024]
Ep 061/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:10,  2.07it/s, loss=0.621, pair=0.000, adv=5.019, sprd=0.018]
Ep 061/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:04,  2.16it/s, loss=0.621, pair=0.000, adv=5.019, sprd=0.018]
Ep 061/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.16it/s, loss=0.620, pair=0.001, adv=5.542, sprd=0.019]
Ep 061/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:07,  2.09it/s, loss=0.620, pair=0.001, adv=5.542, sprd=0.019]
Ep 061/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:07,  2.09it/s, loss=0.602, pair=0.000, adv=4.952, sprd=0.016]
Ep 061/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:02,  2.18it/s, loss=0.602, pair=0.000, adv=4.952, sprd=0.016]
Ep 061/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.18it/s, loss=0.629, pair=0.001, adv=5.089, sprd=0.018]
Ep 061/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:06,  2.10it/s, loss=0.629, pair=0.001, adv=5.089, sprd=0.018]
Ep 061/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:06,  2.10it/s, loss=0.657, pair=0.001, adv=6.279, sprd=0.022]
Ep 061/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<01:59,  2.21it/s, loss=0.657, pair=0.001, adv=6.279, sprd=0.022]
Ep 061/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<01:59,  2.21it/s, loss=0.717, pair=0.001, adv=6.096, sprd=0.030]
Ep 061/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.09it/s, loss=0.717, pair=0.001, adv=6.096, sprd=0.030]
Ep 061/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.09it/s, loss=0.656, pair=0.002, adv=5.853, sprd=0.026]
Ep 061/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:01,  2.17it/s, loss=0.656, pair=0.002, adv=5.853, sprd=0.026]
Ep 061/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.17it/s, loss=0.661, pair=0.001, adv=5.090, sprd=0.025]
Ep 061/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.661, pair=0.001, adv=5.090, sprd=0.025]
Ep 061/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.659, pair=0.005, adv=5.639, sprd=0.021]
Ep 061/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<01:59,  2.18it/s, loss=0.659, pair=0.005, adv=5.639, sprd=0.021]
Ep 061/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:59,  2.18it/s, loss=0.660, pair=0.003, adv=5.311, sprd=0.025]
Ep 061/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.660, pair=0.003, adv=5.311, sprd=0.025]
Ep 061/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.623, pair=0.001, adv=5.452, sprd=0.019]
Ep 061/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:59,  2.17it/s, loss=0.623, pair=0.001, adv=5.452, sprd=0.019]
Ep 061/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.17it/s, loss=0.492, pair=0.003, adv=2.686, sprd=0.010]
Ep 061/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:01,  2.12it/s, loss=0.492, pair=0.003, adv=2.686, sprd=0.010]
Ep 061/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:01,  2.12it/s, loss=0.638, pair=0.004, adv=5.863, sprd=0.022]
Ep 061/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:56,  2.21it/s, loss=0.638, pair=0.004, adv=5.863, sprd=0.022]
Ep 061/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:56,  2.21it/s, loss=0.617, pair=0.002, adv=3.934, sprd=0.015]
Ep 061/80 [S3:+sens]:  43%|▊ | 197/453 [01:33<02:03,  2.07it/s, loss=0.617, pair=0.002, adv=3.934, sprd=0.015]
Ep 061/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.657, pair=0.003, adv=5.441, sprd=0.028]
Ep 061/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:59,  2.13it/s, loss=0.657, pair=0.003, adv=5.441, sprd=0.028]
Ep 061/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:59,  2.13it/s, loss=0.616, pair=0.003, adv=4.300, sprd=0.014]
Ep 061/80 [S3:+sens]:  44%|▉ | 199/453 [01:34<02:00,  2.10it/s, loss=0.616, pair=0.003, adv=4.300, sprd=0.014]
Ep 061/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:00,  2.10it/s, loss=0.592, pair=0.001, adv=4.739, sprd=0.015]
Ep 061/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:55,  2.19it/s, loss=0.592, pair=0.001, adv=4.739, sprd=0.015]
Ep 061/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:55,  2.19it/s, loss=0.648, pair=0.001, adv=5.035, sprd=0.022]
Ep 061/80 [S3:+sens]:  44%|▉ | 201/453 [01:35<02:01,  2.08it/s, loss=0.648, pair=0.001, adv=5.035, sprd=0.022]
Ep 061/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.08it/s, loss=0.624, pair=0.000, adv=3.746, sprd=0.018]
Ep 061/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.18it/s, loss=0.624, pair=0.000, adv=3.746, sprd=0.018]
Ep 061/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.18it/s, loss=0.597, pair=0.000, adv=4.666, sprd=0.017]
Ep 061/80 [S3:+sens]:  45%|▉ | 203/453 [01:36<02:00,  2.07it/s, loss=0.597, pair=0.000, adv=4.666, sprd=0.017]
Ep 061/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.655, pair=0.001, adv=6.735, sprd=0.029]
Ep 061/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.655, pair=0.001, adv=6.735, sprd=0.029]
Ep 061/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.593, pair=0.000, adv=5.299, sprd=0.016]
Ep 061/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<01:59,  2.08it/s, loss=0.593, pair=0.000, adv=5.299, sprd=0.016]
Ep 061/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.653, pair=0.000, adv=6.023, sprd=0.025]
Ep 061/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.16it/s, loss=0.653, pair=0.000, adv=6.023, sprd=0.025]
Ep 061/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.16it/s, loss=0.617, pair=0.000, adv=5.791, sprd=0.019]
Ep 061/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:07,  1.93it/s, loss=0.617, pair=0.000, adv=5.791, sprd=0.019]
Ep 061/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:07,  1.93it/s, loss=0.606, pair=0.000, adv=4.395, sprd=0.014]
Ep 061/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:57,  2.08it/s, loss=0.606, pair=0.000, adv=4.395, sprd=0.014]
Ep 061/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:57,  2.08it/s, loss=0.617, pair=0.000, adv=6.533, sprd=0.021]
Ep 061/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<02:02,  1.98it/s, loss=0.617, pair=0.000, adv=6.533, sprd=0.021]
Ep 061/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:02,  1.98it/s, loss=0.594, pair=0.000, adv=7.201, sprd=0.017]
Ep 061/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.594, pair=0.000, adv=7.201, sprd=0.017]
Ep 061/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.629, pair=0.000, adv=5.419, sprd=0.024]
Ep 061/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<02:00,  2.01it/s, loss=0.629, pair=0.000, adv=5.419, sprd=0.024]
Ep 061/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:00,  2.01it/s, loss=0.624, pair=0.000, adv=4.691, sprd=0.021]
Ep 061/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:54,  2.11it/s, loss=0.624, pair=0.000, adv=4.691, sprd=0.021]
Ep 061/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:54,  2.11it/s, loss=0.653, pair=0.000, adv=6.440, sprd=0.026]
Ep 061/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:59,  2.01it/s, loss=0.653, pair=0.000, adv=6.440, sprd=0.026]
Ep 061/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:59,  2.01it/s, loss=0.657, pair=0.001, adv=4.042, sprd=0.020]
Ep 061/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.657, pair=0.001, adv=4.042, sprd=0.020]
Ep 061/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.626, pair=0.000, adv=5.979, sprd=0.021]
Ep 061/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:56,  2.05it/s, loss=0.626, pair=0.000, adv=5.979, sprd=0.021]
Ep 061/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.05it/s, loss=0.653, pair=0.001, adv=6.124, sprd=0.022]
Ep 061/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.15it/s, loss=0.653, pair=0.001, adv=6.124, sprd=0.022]
Ep 061/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.15it/s, loss=0.616, pair=0.001, adv=5.202, sprd=0.016]
Ep 061/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:54,  2.06it/s, loss=0.616, pair=0.001, adv=5.202, sprd=0.016]
Ep 061/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:54,  2.06it/s, loss=0.632, pair=0.001, adv=4.829, sprd=0.021]
Ep 061/80 [S3:+sens]:  48%|▉ | 218/453 [01:43<01:48,  2.16it/s, loss=0.632, pair=0.001, adv=4.829, sprd=0.021]
Ep 061/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.16it/s, loss=0.614, pair=0.001, adv=4.763, sprd=0.019]
Ep 061/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:53,  2.06it/s, loss=0.614, pair=0.001, adv=4.763, sprd=0.019]
Ep 061/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:53,  2.06it/s, loss=0.654, pair=0.002, adv=5.687, sprd=0.023]
Ep 061/80 [S3:+sens]:  49%|▉ | 220/453 [01:44<01:47,  2.16it/s, loss=0.654, pair=0.002, adv=5.687, sprd=0.023]
Ep 061/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.616, pair=0.001, adv=5.286, sprd=0.017]
Ep 061/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.616, pair=0.001, adv=5.286, sprd=0.017]
Ep 061/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.670, pair=0.004, adv=5.252, sprd=0.026]
Ep 061/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:46,  2.17it/s, loss=0.670, pair=0.004, adv=5.252, sprd=0.026]
Ep 061/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:46,  2.17it/s, loss=0.688, pair=0.003, adv=6.421, sprd=0.033]
Ep 061/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.688, pair=0.003, adv=6.421, sprd=0.033]
Ep 061/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.639, pair=0.002, adv=6.828, sprd=0.019]
Ep 061/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:46,  2.16it/s, loss=0.639, pair=0.002, adv=6.828, sprd=0.019]
Ep 061/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.16it/s, loss=0.614, pair=0.002, adv=5.776, sprd=0.020]
Ep 061/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.04it/s, loss=0.614, pair=0.002, adv=5.776, sprd=0.020]
Ep 061/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.04it/s, loss=0.620, pair=0.001, adv=5.240, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:46,  2.13it/s, loss=0.620, pair=0.001, adv=5.240, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.13it/s, loss=0.649, pair=0.000, adv=5.187, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:50,  2.04it/s, loss=0.649, pair=0.000, adv=5.187, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:50,  2.04it/s, loss=0.624, pair=0.001, adv=4.395, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:44,  2.15it/s, loss=0.624, pair=0.001, adv=4.395, sprd=0.021]
Ep 061/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.648, pair=0.000, adv=4.785, sprd=0.019]
Ep 061/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.648, pair=0.000, adv=4.785, sprd=0.019]
Ep 061/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.643, pair=0.000, adv=5.586, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:42,  2.17it/s, loss=0.643, pair=0.000, adv=5.586, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.17it/s, loss=0.636, pair=0.000, adv=5.856, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.02it/s, loss=0.636, pair=0.000, adv=5.856, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.02it/s, loss=0.618, pair=0.000, adv=5.611, sprd=0.017]
Ep 061/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:42,  2.16it/s, loss=0.618, pair=0.000, adv=5.611, sprd=0.017]
Ep 061/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.16it/s, loss=0.644, pair=0.000, adv=5.315, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.04it/s, loss=0.644, pair=0.000, adv=5.315, sprd=0.024]
Ep 061/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.04it/s, loss=0.664, pair=0.001, adv=6.540, sprd=0.029]
Ep 061/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:43,  2.11it/s, loss=0.664, pair=0.001, adv=6.540, sprd=0.029]
Ep 061/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:43,  2.11it/s, loss=0.632, pair=0.001, adv=4.821, sprd=0.016]
Ep 061/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:49,  1.98it/s, loss=0.632, pair=0.001, adv=4.821, sprd=0.016]
Ep 061/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:49,  1.98it/s, loss=0.626, pair=0.000, adv=5.210, sprd=0.021]
Ep 061/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:44,  2.08it/s, loss=0.626, pair=0.000, adv=5.210, sprd=0.021]
Ep 061/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:44,  2.08it/s, loss=0.627, pair=0.000, adv=4.374, sprd=0.021]
Ep 061/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:49,  1.98it/s, loss=0.627, pair=0.000, adv=4.374, sprd=0.021]
Ep 061/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:49,  1.98it/s, loss=0.620, pair=0.000, adv=6.724, sprd=0.020]
Ep 061/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:42,  2.09it/s, loss=0.620, pair=0.000, adv=6.724, sprd=0.020]
Ep 061/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:42,  2.09it/s, loss=0.611, pair=0.000, adv=4.918, sprd=0.017]
Ep 061/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.03it/s, loss=0.611, pair=0.000, adv=4.918, sprd=0.017]
Ep 061/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.03it/s, loss=0.663, pair=0.000, adv=5.742, sprd=0.023]
Ep 061/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:39,  2.14it/s, loss=0.663, pair=0.000, adv=5.742, sprd=0.023]
Ep 061/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.656, pair=0.000, adv=6.552, sprd=0.026]
Ep 061/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.656, pair=0.000, adv=6.552, sprd=0.026]
Ep 061/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.634, pair=0.000, adv=5.573, sprd=0.022]
Ep 061/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:38,  2.14it/s, loss=0.634, pair=0.000, adv=5.573, sprd=0.022]
Ep 061/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.14it/s, loss=0.598, pair=0.000, adv=4.718, sprd=0.013]
Ep 061/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.598, pair=0.000, adv=4.718, sprd=0.013]
Ep 061/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.621, pair=0.000, adv=5.259, sprd=0.019]
Ep 061/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.17it/s, loss=0.621, pair=0.000, adv=5.259, sprd=0.019]
Ep 061/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.17it/s, loss=0.645, pair=0.000, adv=5.068, sprd=0.021]
Ep 061/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:40,  2.07it/s, loss=0.645, pair=0.000, adv=5.068, sprd=0.021]
Ep 061/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.07it/s, loss=0.661, pair=0.000, adv=5.018, sprd=0.027]
Ep 061/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.15it/s, loss=0.661, pair=0.000, adv=5.018, sprd=0.027]
Ep 061/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.15it/s, loss=0.644, pair=0.000, adv=7.078, sprd=0.021]
Ep 061/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:38,  2.10it/s, loss=0.644, pair=0.000, adv=7.078, sprd=0.021]
Ep 061/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.10it/s, loss=0.639, pair=0.000, adv=6.944, sprd=0.018]
Ep 061/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:32,  2.22it/s, loss=0.639, pair=0.000, adv=6.944, sprd=0.018]
Ep 061/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:32,  2.22it/s, loss=0.673, pair=0.000, adv=5.550, sprd=0.025]
Ep 061/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:36,  2.12it/s, loss=0.673, pair=0.000, adv=5.550, sprd=0.025]
Ep 061/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.12it/s, loss=0.662, pair=0.000, adv=5.769, sprd=0.022]
Ep 061/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.20it/s, loss=0.662, pair=0.000, adv=5.769, sprd=0.022]
Ep 061/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.20it/s, loss=0.631, pair=0.000, adv=5.852, sprd=0.020]
Ep 061/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:36,  2.09it/s, loss=0.631, pair=0.000, adv=5.852, sprd=0.020]
Ep 061/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.641, pair=0.000, adv=7.389, sprd=0.026]
Ep 061/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.641, pair=0.000, adv=7.389, sprd=0.026]
Ep 061/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.634, pair=0.000, adv=5.850, sprd=0.024]
Ep 061/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:37,  2.04it/s, loss=0.634, pair=0.000, adv=5.850, sprd=0.024]
Ep 061/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.04it/s, loss=0.612, pair=0.000, adv=4.512, sprd=0.017]
Ep 061/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.16it/s, loss=0.612, pair=0.000, adv=4.512, sprd=0.017]
Ep 061/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.16it/s, loss=0.604, pair=0.002, adv=5.678, sprd=0.015]
Ep 061/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:36,  2.05it/s, loss=0.604, pair=0.002, adv=5.678, sprd=0.015]
Ep 061/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:36,  2.05it/s, loss=0.605, pair=0.000, adv=6.410, sprd=0.017]
Ep 061/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.13it/s, loss=0.605, pair=0.000, adv=6.410, sprd=0.017]
Ep 061/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.13it/s, loss=0.668, pair=0.002, adv=6.052, sprd=0.029]
Ep 061/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:36,  2.03it/s, loss=0.668, pair=0.002, adv=6.052, sprd=0.029]
Ep 061/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:36,  2.03it/s, loss=0.634, pair=0.001, adv=5.107, sprd=0.026]
Ep 061/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:32,  2.10it/s, loss=0.634, pair=0.001, adv=5.107, sprd=0.026]
Ep 061/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:32,  2.10it/s, loss=0.616, pair=0.001, adv=5.651, sprd=0.020]
Ep 061/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:35,  2.03it/s, loss=0.616, pair=0.001, adv=5.651, sprd=0.020]
Ep 061/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:35,  2.03it/s, loss=0.632, pair=0.001, adv=5.320, sprd=0.022]
Ep 061/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:31,  2.12it/s, loss=0.632, pair=0.001, adv=5.320, sprd=0.022]
Ep 061/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:31,  2.12it/s, loss=0.668, pair=0.003, adv=5.128, sprd=0.027]
Ep 061/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:36,  1.99it/s, loss=0.668, pair=0.003, adv=5.128, sprd=0.027]
Ep 061/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:36,  1.99it/s, loss=0.655, pair=0.000, adv=7.000, sprd=0.024]
Ep 061/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:30,  2.11it/s, loss=0.655, pair=0.000, adv=7.000, sprd=0.024]
Ep 061/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:30,  2.11it/s, loss=0.661, pair=0.001, adv=5.582, sprd=0.028]
Ep 061/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:39,  1.91it/s, loss=0.661, pair=0.001, adv=5.582, sprd=0.028]
Ep 061/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:39,  1.91it/s, loss=0.636, pair=0.002, adv=4.345, sprd=0.019]
Ep 061/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:31,  2.07it/s, loss=0.636, pair=0.002, adv=4.345, sprd=0.019]
Ep 061/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:31,  2.07it/s, loss=0.668, pair=0.001, adv=5.349, sprd=0.029]
Ep 061/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:34,  1.99it/s, loss=0.668, pair=0.001, adv=5.349, sprd=0.029]
Ep 061/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:34,  1.99it/s, loss=0.687, pair=0.001, adv=6.524, sprd=0.032]
Ep 061/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:29,  2.09it/s, loss=0.687, pair=0.001, adv=6.524, sprd=0.032]
Ep 061/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:29,  2.09it/s, loss=0.662, pair=0.094, adv=7.123, sprd=0.021]
Ep 061/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:31,  2.03it/s, loss=0.662, pair=0.094, adv=7.123, sprd=0.021]
Ep 061/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:31,  2.03it/s, loss=0.639, pair=0.000, adv=4.500, sprd=0.018]
Ep 061/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:25,  2.15it/s, loss=0.639, pair=0.000, adv=4.500, sprd=0.018]
Ep 061/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.15it/s, loss=0.660, pair=0.003, adv=6.152, sprd=0.025]
Ep 061/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.660, pair=0.003, adv=6.152, sprd=0.025]
Ep 061/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.621, pair=0.001, adv=4.844, sprd=0.018]
Ep 061/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:24,  2.18it/s, loss=0.621, pair=0.001, adv=4.844, sprd=0.018]
Ep 061/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:24,  2.18it/s, loss=0.653, pair=0.005, adv=4.806, sprd=0.024]
Ep 061/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.07it/s, loss=0.653, pair=0.005, adv=4.806, sprd=0.024]
Ep 061/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.07it/s, loss=0.612, pair=0.003, adv=4.658, sprd=0.016]
Ep 061/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:23,  2.17it/s, loss=0.612, pair=0.003, adv=4.658, sprd=0.016]
Ep 061/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.17it/s, loss=0.710, pair=0.005, adv=6.106, sprd=0.024]
Ep 061/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.08it/s, loss=0.710, pair=0.005, adv=6.106, sprd=0.024]
Ep 061/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.08it/s, loss=0.625, pair=0.002, adv=4.880, sprd=0.018]
Ep 061/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:22,  2.17it/s, loss=0.625, pair=0.002, adv=4.880, sprd=0.018]
Ep 061/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.17it/s, loss=0.653, pair=0.004, adv=5.185, sprd=0.025]
Ep 061/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.06it/s, loss=0.653, pair=0.004, adv=5.185, sprd=0.025]
Ep 061/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.06it/s, loss=0.604, pair=0.002, adv=5.588, sprd=0.017]
Ep 061/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.15it/s, loss=0.604, pair=0.002, adv=5.588, sprd=0.017]
Ep 061/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.15it/s, loss=0.681, pair=0.002, adv=6.092, sprd=0.020]
Ep 061/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.07it/s, loss=0.681, pair=0.002, adv=6.092, sprd=0.020]
Ep 061/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.07it/s, loss=0.623, pair=0.000, adv=4.926, sprd=0.021]
Ep 061/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:20,  2.16it/s, loss=0.623, pair=0.000, adv=4.926, sprd=0.021]
Ep 061/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.16it/s, loss=0.615, pair=0.002, adv=5.574, sprd=0.018]
Ep 061/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.615, pair=0.002, adv=5.574, sprd=0.018]
Ep 061/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.674, pair=0.004, adv=5.769, sprd=0.025]
Ep 061/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:19,  2.17it/s, loss=0.674, pair=0.004, adv=5.769, sprd=0.025]
Ep 061/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.601, pair=0.002, adv=4.748, sprd=0.016]
Ep 061/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.06it/s, loss=0.601, pair=0.002, adv=4.748, sprd=0.016]
Ep 061/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.06it/s, loss=0.656, pair=0.002, adv=5.885, sprd=0.027]
Ep 061/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:20,  2.14it/s, loss=0.656, pair=0.002, adv=5.885, sprd=0.027]
Ep 061/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:20,  2.14it/s, loss=0.610, pair=0.002, adv=5.235, sprd=0.017]
Ep 061/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=0.610, pair=0.002, adv=5.235, sprd=0.017]
Ep 061/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=0.668, pair=0.006, adv=7.006, sprd=0.023]
Ep 061/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.18it/s, loss=0.668, pair=0.006, adv=7.006, sprd=0.023]
Ep 061/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.18it/s, loss=0.647, pair=0.003, adv=4.390, sprd=0.015]
Ep 061/80 [S3:+sens]:  63%|█▎| 285/453 [02:15<01:18,  2.13it/s, loss=0.647, pair=0.003, adv=4.390, sprd=0.015]
Ep 061/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:18,  2.13it/s, loss=0.630, pair=0.000, adv=4.938, sprd=0.019]
Ep 061/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:14,  2.23it/s, loss=0.630, pair=0.000, adv=4.938, sprd=0.019]
Ep 061/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:14,  2.23it/s, loss=0.638, pair=0.005, adv=5.132, sprd=0.019]
Ep 061/80 [S3:+sens]:  63%|█▎| 287/453 [02:16<01:19,  2.08it/s, loss=0.638, pair=0.005, adv=5.132, sprd=0.019]
Ep 061/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.08it/s, loss=0.618, pair=0.000, adv=5.324, sprd=0.017]
Ep 061/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:15,  2.17it/s, loss=0.618, pair=0.000, adv=5.324, sprd=0.017]
Ep 061/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:15,  2.17it/s, loss=0.632, pair=0.000, adv=5.536, sprd=0.023]
Ep 061/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:20,  2.04it/s, loss=0.632, pair=0.000, adv=5.536, sprd=0.023]
Ep 061/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:20,  2.04it/s, loss=0.626, pair=0.000, adv=5.721, sprd=0.020]
Ep 061/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:16,  2.14it/s, loss=0.626, pair=0.000, adv=5.721, sprd=0.020]
Ep 061/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:16,  2.14it/s, loss=0.600, pair=0.003, adv=4.509, sprd=0.016]
Ep 061/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:19,  2.03it/s, loss=0.600, pair=0.003, adv=4.509, sprd=0.016]
Ep 061/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.03it/s, loss=0.679, pair=0.000, adv=5.431, sprd=0.032]
Ep 061/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:16,  2.10it/s, loss=0.679, pair=0.000, adv=5.431, sprd=0.032]
Ep 061/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:16,  2.10it/s, loss=0.643, pair=0.014, adv=5.269, sprd=0.021]
Ep 061/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:18,  2.03it/s, loss=0.643, pair=0.014, adv=5.269, sprd=0.021]
Ep 061/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.03it/s, loss=0.626, pair=0.000, adv=5.294, sprd=0.018]
Ep 061/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:12,  2.19it/s, loss=0.626, pair=0.000, adv=5.294, sprd=0.018]
Ep 061/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:12,  2.19it/s, loss=0.606, pair=0.001, adv=5.571, sprd=0.017]
Ep 061/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:15,  2.10it/s, loss=0.606, pair=0.001, adv=5.571, sprd=0.017]
Ep 061/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:15,  2.10it/s, loss=1.272, pair=1.825, adv=7.694, sprd=0.019]
Ep 061/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:11,  2.21it/s, loss=1.272, pair=1.825, adv=7.694, sprd=0.019]
Ep 061/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:11,  2.21it/s, loss=0.605, pair=0.000, adv=3.900, sprd=0.014]
Ep 061/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:14,  2.09it/s, loss=0.605, pair=0.000, adv=3.900, sprd=0.014]
Ep 061/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.09it/s, loss=0.634, pair=0.000, adv=5.199, sprd=0.019]
Ep 061/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:10,  2.21it/s, loss=0.634, pair=0.000, adv=5.199, sprd=0.019]
Ep 061/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:10,  2.21it/s, loss=0.607, pair=0.000, adv=4.308, sprd=0.017]
Ep 061/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:13,  2.10it/s, loss=0.607, pair=0.000, adv=4.308, sprd=0.017]
Ep 061/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:13,  2.10it/s, loss=0.599, pair=0.000, adv=4.313, sprd=0.018]
Ep 061/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.17it/s, loss=0.599, pair=0.000, adv=4.313, sprd=0.018]
Ep 061/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.17it/s, loss=0.632, pair=0.000, adv=5.177, sprd=0.020]
Ep 061/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.08it/s, loss=0.632, pair=0.000, adv=5.177, sprd=0.020]
Ep 061/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.08it/s, loss=0.650, pair=0.002, adv=5.197, sprd=0.024]
Ep 061/80 [S3:+sens]:  67%|█▎| 302/453 [02:23<01:09,  2.16it/s, loss=0.650, pair=0.002, adv=5.197, sprd=0.024]
Ep 061/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.16it/s, loss=0.631, pair=0.003, adv=4.915, sprd=0.017]
Ep 061/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:10,  2.12it/s, loss=0.631, pair=0.003, adv=4.915, sprd=0.017]
Ep 061/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:10,  2.12it/s, loss=0.664, pair=0.003, adv=6.267, sprd=0.027]
Ep 061/80 [S3:+sens]:  67%|█▎| 304/453 [02:24<01:08,  2.19it/s, loss=0.664, pair=0.003, adv=6.267, sprd=0.027]
Ep 061/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.19it/s, loss=0.642, pair=0.003, adv=4.813, sprd=0.023]
Ep 061/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.07it/s, loss=0.642, pair=0.003, adv=4.813, sprd=0.023]
Ep 061/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.07it/s, loss=0.624, pair=0.000, adv=4.842, sprd=0.021]
Ep 061/80 [S3:+sens]:  68%|█▎| 306/453 [02:25<01:08,  2.16it/s, loss=0.624, pair=0.000, adv=4.842, sprd=0.021]
Ep 061/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.16it/s, loss=0.648, pair=0.001, adv=4.754, sprd=0.021]
Ep 061/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.08it/s, loss=0.648, pair=0.001, adv=4.754, sprd=0.021]
Ep 061/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.08it/s, loss=0.618, pair=0.000, adv=4.728, sprd=0.019]
Ep 061/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:06,  2.17it/s, loss=0.618, pair=0.000, adv=4.728, sprd=0.019]
Ep 061/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.17it/s, loss=0.505, pair=0.000, adv=2.609, sprd=0.014]
Ep 061/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.11it/s, loss=0.505, pair=0.000, adv=2.609, sprd=0.014]
Ep 061/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.11it/s, loss=0.659, pair=0.001, adv=4.922, sprd=0.026]
Ep 061/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:05,  2.17it/s, loss=0.659, pair=0.001, adv=4.922, sprd=0.026]
Ep 061/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.622, pair=0.000, adv=4.911, sprd=0.021]
Ep 061/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.06it/s, loss=0.622, pair=0.000, adv=4.911, sprd=0.021]
Ep 061/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.06it/s, loss=0.661, pair=0.000, adv=5.551, sprd=0.022]
Ep 061/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:04,  2.18it/s, loss=0.661, pair=0.000, adv=5.551, sprd=0.022]
Ep 061/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.18it/s, loss=0.694, pair=0.000, adv=4.712, sprd=0.015]
Ep 061/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:06,  2.12it/s, loss=0.694, pair=0.000, adv=4.712, sprd=0.015]
Ep 061/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:06,  2.12it/s, loss=0.549, pair=0.000, adv=2.956, sprd=0.014]
Ep 061/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:02,  2.23it/s, loss=0.549, pair=0.000, adv=2.956, sprd=0.014]
Ep 061/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:02,  2.23it/s, loss=0.641, pair=0.000, adv=4.780, sprd=0.019]
Ep 061/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:09,  1.99it/s, loss=0.641, pair=0.000, adv=4.780, sprd=0.019]
Ep 061/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:09,  1.99it/s, loss=0.685, pair=0.000, adv=5.085, sprd=0.033]
Ep 061/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:05,  2.08it/s, loss=0.685, pair=0.000, adv=5.085, sprd=0.033]
Ep 061/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.08it/s, loss=0.594, pair=0.000, adv=4.996, sprd=0.015]
Ep 061/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.00it/s, loss=0.594, pair=0.000, adv=4.996, sprd=0.015]
Ep 061/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.00it/s, loss=0.631, pair=0.000, adv=5.738, sprd=0.019]
Ep 061/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:03,  2.11it/s, loss=0.631, pair=0.000, adv=5.738, sprd=0.019]
Ep 061/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:03,  2.11it/s, loss=0.621, pair=0.000, adv=4.824, sprd=0.017]
Ep 061/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.05it/s, loss=0.621, pair=0.000, adv=4.824, sprd=0.017]
Ep 061/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.05it/s, loss=0.707, pair=0.089, adv=5.064, sprd=0.030]
Ep 061/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:02,  2.14it/s, loss=0.707, pair=0.089, adv=5.064, sprd=0.030]
Ep 061/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:02,  2.14it/s, loss=0.656, pair=0.000, adv=4.211, sprd=0.023]
Ep 061/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.656, pair=0.000, adv=4.211, sprd=0.023]
Ep 061/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.667, pair=0.003, adv=6.240, sprd=0.028]
Ep 061/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:00,  2.15it/s, loss=0.667, pair=0.003, adv=6.240, sprd=0.028]
Ep 061/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:00,  2.15it/s, loss=0.638, pair=0.000, adv=3.533, sprd=0.020]
Ep 061/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.638, pair=0.000, adv=3.533, sprd=0.020]
Ep 061/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.627, pair=0.000, adv=3.738, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.627, pair=0.000, adv=3.738, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.647, pair=0.000, adv=5.091, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 325/453 [02:34<01:02,  2.06it/s, loss=0.647, pair=0.000, adv=5.091, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.06it/s, loss=0.576, pair=0.003, adv=3.490, sprd=0.012]
Ep 061/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.18it/s, loss=0.576, pair=0.003, adv=3.490, sprd=0.012]
Ep 061/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.18it/s, loss=0.641, pair=0.000, adv=4.787, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 327/453 [02:35<01:00,  2.09it/s, loss=0.641, pair=0.000, adv=4.787, sprd=0.021]
Ep 061/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.09it/s, loss=0.622, pair=0.000, adv=4.689, sprd=0.017]
Ep 061/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:56,  2.20it/s, loss=0.622, pair=0.000, adv=4.689, sprd=0.017]
Ep 061/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:56,  2.20it/s, loss=0.642, pair=0.000, adv=4.934, sprd=0.023]
Ep 061/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<00:59,  2.08it/s, loss=0.642, pair=0.000, adv=4.934, sprd=0.023]
Ep 061/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.08it/s, loss=0.650, pair=0.000, adv=4.307, sprd=0.026]
Ep 061/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.650, pair=0.000, adv=4.307, sprd=0.026]
Ep 061/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.589, pair=0.000, adv=4.232, sprd=0.012]
Ep 061/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<00:58,  2.08it/s, loss=0.589, pair=0.000, adv=4.232, sprd=0.012]
Ep 061/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.08it/s, loss=0.621, pair=0.000, adv=4.008, sprd=0.019]
Ep 061/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.16it/s, loss=0.621, pair=0.000, adv=4.008, sprd=0.019]
Ep 061/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.16it/s, loss=0.647, pair=0.000, adv=4.377, sprd=0.021]
Ep 061/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:57,  2.08it/s, loss=0.647, pair=0.000, adv=4.377, sprd=0.021]
Ep 061/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.08it/s, loss=0.652, pair=0.000, adv=5.023, sprd=0.021]
Ep 061/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.20it/s, loss=0.652, pair=0.000, adv=5.023, sprd=0.021]
Ep 061/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.20it/s, loss=0.620, pair=0.000, adv=5.483, sprd=0.018]
Ep 061/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:55,  2.12it/s, loss=0.620, pair=0.000, adv=5.483, sprd=0.018]
Ep 061/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:55,  2.12it/s, loss=0.690, pair=0.001, adv=6.014, sprd=0.034]
Ep 061/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:53,  2.17it/s, loss=0.690, pair=0.001, adv=6.014, sprd=0.034]
Ep 061/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:53,  2.17it/s, loss=0.647, pair=0.002, adv=4.204, sprd=0.020]
Ep 061/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:55,  2.07it/s, loss=0.647, pair=0.002, adv=4.204, sprd=0.020]
Ep 061/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.07it/s, loss=0.649, pair=0.001, adv=4.211, sprd=0.023]
Ep 061/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.16it/s, loss=0.649, pair=0.001, adv=4.211, sprd=0.023]
Ep 061/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.16it/s, loss=0.703, pair=0.000, adv=5.035, sprd=0.021]
Ep 061/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:54,  2.09it/s, loss=0.703, pair=0.000, adv=5.035, sprd=0.021]
Ep 061/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:54,  2.09it/s, loss=0.646, pair=0.000, adv=5.539, sprd=0.024]
Ep 061/80 [S3:+sens]:  75%|█▌| 340/453 [02:41<00:51,  2.18it/s, loss=0.646, pair=0.000, adv=5.539, sprd=0.024]
Ep 061/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:51,  2.18it/s, loss=0.632, pair=0.000, adv=4.935, sprd=0.022]
Ep 061/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.06it/s, loss=0.632, pair=0.000, adv=4.935, sprd=0.022]
Ep 061/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.06it/s, loss=0.661, pair=0.001, adv=4.937, sprd=0.023]
Ep 061/80 [S3:+sens]:  75%|█▌| 342/453 [02:42<00:51,  2.17it/s, loss=0.661, pair=0.001, adv=4.937, sprd=0.023]
Ep 061/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.636, pair=0.001, adv=5.660, sprd=0.023]
Ep 061/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:56,  1.94it/s, loss=0.636, pair=0.001, adv=5.660, sprd=0.023]
Ep 061/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:56,  1.94it/s, loss=0.631, pair=0.004, adv=4.711, sprd=0.018]
Ep 061/80 [S3:+sens]:  76%|█▌| 344/453 [02:43<00:52,  2.10it/s, loss=0.631, pair=0.004, adv=4.711, sprd=0.018]
Ep 061/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:52,  2.10it/s, loss=0.610, pair=0.002, adv=4.625, sprd=0.017]
Ep 061/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.00it/s, loss=0.610, pair=0.002, adv=4.625, sprd=0.017]
Ep 061/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.00it/s, loss=0.643, pair=0.000, adv=4.166, sprd=0.022]
Ep 061/80 [S3:+sens]:  76%|█▌| 346/453 [02:44<00:50,  2.10it/s, loss=0.643, pair=0.000, adv=4.166, sprd=0.022]
Ep 061/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.10it/s, loss=0.637, pair=0.000, adv=5.344, sprd=0.025]
Ep 061/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:52,  2.01it/s, loss=0.637, pair=0.000, adv=5.344, sprd=0.025]
Ep 061/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:52,  2.01it/s, loss=0.584, pair=0.002, adv=3.428, sprd=0.014]
Ep 061/80 [S3:+sens]:  77%|█▌| 348/453 [02:45<00:49,  2.13it/s, loss=0.584, pair=0.002, adv=3.428, sprd=0.014]
Ep 061/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.13it/s, loss=0.617, pair=0.002, adv=5.033, sprd=0.019]
Ep 061/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.617, pair=0.002, adv=5.033, sprd=0.019]
Ep 061/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.652, pair=0.002, adv=4.412, sprd=0.024]
Ep 061/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:47,  2.15it/s, loss=0.652, pair=0.002, adv=4.412, sprd=0.024]
Ep 061/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.632, pair=0.002, adv=4.415, sprd=0.019]
Ep 061/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.08it/s, loss=0.632, pair=0.002, adv=4.415, sprd=0.019]
Ep 061/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.08it/s, loss=0.692, pair=0.000, adv=5.857, sprd=0.036]
Ep 061/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:47,  2.13it/s, loss=0.692, pair=0.000, adv=5.857, sprd=0.036]
Ep 061/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.13it/s, loss=0.648, pair=0.000, adv=3.787, sprd=0.027]
Ep 061/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:49,  2.00it/s, loss=0.648, pair=0.000, adv=3.787, sprd=0.027]
Ep 061/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:49,  2.00it/s, loss=0.617, pair=0.000, adv=4.057, sprd=0.018]
Ep 061/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:46,  2.13it/s, loss=0.617, pair=0.000, adv=4.057, sprd=0.018]
Ep 061/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.13it/s, loss=0.625, pair=0.000, adv=6.442, sprd=0.020]
Ep 061/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.01it/s, loss=0.625, pair=0.000, adv=6.442, sprd=0.020]
Ep 061/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.01it/s, loss=0.626, pair=0.000, adv=4.016, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:45,  2.13it/s, loss=0.626, pair=0.000, adv=4.016, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.13it/s, loss=0.631, pair=0.000, adv=4.672, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.631, pair=0.000, adv=4.672, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.619, pair=0.000, adv=4.704, sprd=0.021]
Ep 061/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:44,  2.15it/s, loss=0.619, pair=0.000, adv=4.704, sprd=0.021]
Ep 061/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.616, pair=0.002, adv=4.351, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.616, pair=0.002, adv=4.351, sprd=0.019]
Ep 061/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.653, pair=0.001, adv=5.560, sprd=0.024]
Ep 061/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:43,  2.16it/s, loss=0.653, pair=0.001, adv=5.560, sprd=0.024]
Ep 061/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.660, pair=0.000, adv=5.154, sprd=0.024]
Ep 061/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.09it/s, loss=0.660, pair=0.000, adv=5.154, sprd=0.024]
Ep 061/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.09it/s, loss=0.675, pair=0.000, adv=6.980, sprd=0.024]
Ep 061/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.20it/s, loss=0.675, pair=0.000, adv=6.980, sprd=0.024]
Ep 061/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.20it/s, loss=0.624, pair=0.000, adv=3.834, sprd=0.016]
Ep 061/80 [S3:+sens]:  80%|█▌| 363/453 [02:52<00:42,  2.13it/s, loss=0.624, pair=0.000, adv=3.834, sprd=0.016]
Ep 061/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.13it/s, loss=0.679, pair=0.000, adv=5.174, sprd=0.030]
Ep 061/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.19it/s, loss=0.679, pair=0.000, adv=5.174, sprd=0.030]
Ep 061/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.19it/s, loss=0.720, pair=0.001, adv=5.629, sprd=0.025]
Ep 061/80 [S3:+sens]:  81%|█▌| 365/453 [02:53<00:41,  2.11it/s, loss=0.720, pair=0.001, adv=5.629, sprd=0.025]
Ep 061/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.11it/s, loss=0.678, pair=0.000, adv=5.743, sprd=0.031]
Ep 061/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.19it/s, loss=0.678, pair=0.000, adv=5.743, sprd=0.031]
Ep 061/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.19it/s, loss=0.627, pair=0.001, adv=5.685, sprd=0.018]
Ep 061/80 [S3:+sens]:  81%|█▌| 367/453 [02:54<00:40,  2.10it/s, loss=0.627, pair=0.001, adv=5.685, sprd=0.018]
Ep 061/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:40,  2.10it/s, loss=0.621, pair=0.002, adv=4.150, sprd=0.015]
Ep 061/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:38,  2.21it/s, loss=0.621, pair=0.002, adv=4.150, sprd=0.015]
Ep 061/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:38,  2.21it/s, loss=0.579, pair=0.002, adv=3.245, sprd=0.012]
Ep 061/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:38,  2.16it/s, loss=0.579, pair=0.002, adv=3.245, sprd=0.012]
Ep 061/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:38,  2.16it/s, loss=0.669, pair=0.001, adv=4.910, sprd=0.030]
Ep 061/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:37,  2.20it/s, loss=0.669, pair=0.001, adv=4.910, sprd=0.030]
Ep 061/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:37,  2.20it/s, loss=0.700, pair=0.001, adv=5.104, sprd=0.022]
Ep 061/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:40,  2.05it/s, loss=0.700, pair=0.001, adv=5.104, sprd=0.022]
Ep 061/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.05it/s, loss=0.640, pair=0.002, adv=5.695, sprd=0.023]
Ep 061/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.14it/s, loss=0.640, pair=0.002, adv=5.695, sprd=0.023]
Ep 061/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.14it/s, loss=0.642, pair=0.004, adv=4.981, sprd=0.021]
Ep 061/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:41,  1.94it/s, loss=0.642, pair=0.004, adv=4.981, sprd=0.021]
Ep 061/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:41,  1.94it/s, loss=0.642, pair=0.002, adv=5.266, sprd=0.019]
Ep 061/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.11it/s, loss=0.642, pair=0.002, adv=5.266, sprd=0.019]
Ep 061/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.11it/s, loss=0.653, pair=0.003, adv=4.785, sprd=0.028]
Ep 061/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:38,  2.02it/s, loss=0.653, pair=0.003, adv=4.785, sprd=0.028]
Ep 061/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.02it/s, loss=0.633, pair=0.001, adv=3.932, sprd=0.019]
Ep 061/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:36,  2.13it/s, loss=0.633, pair=0.001, adv=3.932, sprd=0.019]
Ep 061/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:36,  2.13it/s, loss=0.656, pair=0.000, adv=3.957, sprd=0.016]
Ep 061/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.06it/s, loss=0.656, pair=0.000, adv=3.957, sprd=0.016]
Ep 061/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.06it/s, loss=0.622, pair=0.000, adv=4.710, sprd=0.020]
Ep 061/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.14it/s, loss=0.622, pair=0.000, adv=4.710, sprd=0.020]
Ep 061/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.14it/s, loss=0.582, pair=0.000, adv=4.786, sprd=0.014]
Ep 061/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.08it/s, loss=0.582, pair=0.000, adv=4.786, sprd=0.014]
Ep 061/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.08it/s, loss=0.612, pair=0.001, adv=4.927, sprd=0.016]
Ep 061/80 [S3:+sens]:  84%|█▋| 380/453 [03:00<00:33,  2.20it/s, loss=0.612, pair=0.001, adv=4.927, sprd=0.016]
Ep 061/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.20it/s, loss=0.637, pair=0.000, adv=6.424, sprd=0.020]
Ep 061/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.09it/s, loss=0.637, pair=0.000, adv=6.424, sprd=0.020]
Ep 061/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.09it/s, loss=0.654, pair=0.000, adv=5.410, sprd=0.021]
Ep 061/80 [S3:+sens]:  84%|█▋| 382/453 [03:01<00:32,  2.19it/s, loss=0.654, pair=0.000, adv=5.410, sprd=0.021]
Ep 061/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.19it/s, loss=0.643, pair=0.001, adv=3.927, sprd=0.020]
Ep 061/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:33,  2.11it/s, loss=0.643, pair=0.001, adv=3.927, sprd=0.020]
Ep 061/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:33,  2.11it/s, loss=0.664, pair=0.002, adv=5.578, sprd=0.028]
Ep 061/80 [S3:+sens]:  85%|█▋| 384/453 [03:02<00:31,  2.17it/s, loss=0.664, pair=0.002, adv=5.578, sprd=0.028]
Ep 061/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.17it/s, loss=0.664, pair=0.000, adv=6.248, sprd=0.029]
Ep 061/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.05it/s, loss=0.664, pair=0.000, adv=6.248, sprd=0.029]
Ep 061/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.05it/s, loss=0.618, pair=0.001, adv=4.080, sprd=0.017]
Ep 061/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:30,  2.18it/s, loss=0.618, pair=0.001, adv=4.080, sprd=0.017]
Ep 061/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.18it/s, loss=0.625, pair=0.000, adv=5.288, sprd=0.017]
Ep 061/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.08it/s, loss=0.625, pair=0.000, adv=5.288, sprd=0.017]
Ep 061/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.08it/s, loss=0.611, pair=0.001, adv=3.661, sprd=0.016]
Ep 061/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:29,  2.17it/s, loss=0.611, pair=0.001, adv=3.661, sprd=0.016]
Ep 061/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.17it/s, loss=0.609, pair=0.000, adv=4.619, sprd=0.018]
Ep 061/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.08it/s, loss=0.609, pair=0.000, adv=4.619, sprd=0.018]
Ep 061/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.08it/s, loss=0.669, pair=0.000, adv=5.235, sprd=0.026]
Ep 061/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:28,  2.18it/s, loss=0.669, pair=0.000, adv=5.235, sprd=0.026]
Ep 061/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.18it/s, loss=0.666, pair=0.001, adv=5.066, sprd=0.028]
Ep 061/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.03it/s, loss=0.666, pair=0.001, adv=5.066, sprd=0.028]
Ep 061/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.03it/s, loss=0.643, pair=0.000, adv=5.633, sprd=0.023]
Ep 061/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.13it/s, loss=0.643, pair=0.000, adv=5.633, sprd=0.023]
Ep 061/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.13it/s, loss=0.658, pair=0.000, adv=4.112, sprd=0.021]
Ep 061/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.08it/s, loss=0.658, pair=0.000, adv=4.112, sprd=0.021]
Ep 061/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.08it/s, loss=0.616, pair=0.000, adv=6.104, sprd=0.018]
Ep 061/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:26,  2.21it/s, loss=0.616, pair=0.000, adv=6.104, sprd=0.018]
Ep 061/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.21it/s, loss=0.644, pair=0.000, adv=4.714, sprd=0.022]
Ep 061/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.10it/s, loss=0.644, pair=0.000, adv=4.714, sprd=0.022]
Ep 061/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.10it/s, loss=0.656, pair=0.000, adv=5.556, sprd=0.023]
Ep 061/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:25,  2.20it/s, loss=0.656, pair=0.000, adv=5.556, sprd=0.023]
Ep 061/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:25,  2.20it/s, loss=0.631, pair=0.000, adv=5.207, sprd=0.016]
Ep 061/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.01it/s, loss=0.631, pair=0.000, adv=5.207, sprd=0.016]
Ep 061/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.01it/s, loss=0.674, pair=0.000, adv=6.250, sprd=0.026]
Ep 061/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.12it/s, loss=0.674, pair=0.000, adv=6.250, sprd=0.026]
Ep 061/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.12it/s, loss=0.672, pair=0.000, adv=5.600, sprd=0.022]
Ep 061/80 [S3:+sens]:  88%|█▊| 399/453 [03:09<00:25,  2.09it/s, loss=0.672, pair=0.000, adv=5.600, sprd=0.022]
Ep 061/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.09it/s, loss=0.606, pair=0.000, adv=3.083, sprd=0.020]
Ep 061/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:23,  2.21it/s, loss=0.606, pair=0.000, adv=3.083, sprd=0.020]
Ep 061/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:23,  2.21it/s, loss=0.668, pair=0.000, adv=6.557, sprd=0.023]
Ep 061/80 [S3:+sens]:  89%|█▊| 401/453 [03:10<00:24,  2.14it/s, loss=0.668, pair=0.000, adv=6.557, sprd=0.023]
Ep 061/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:24,  2.14it/s, loss=0.602, pair=0.000, adv=5.237, sprd=0.017]
Ep 061/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.22it/s, loss=0.602, pair=0.000, adv=5.237, sprd=0.017]
Ep 061/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.22it/s, loss=0.624, pair=0.000, adv=5.989, sprd=0.018]
Ep 061/80 [S3:+sens]:  89%|█▊| 403/453 [03:11<00:23,  2.13it/s, loss=0.624, pair=0.000, adv=5.989, sprd=0.018]
Ep 061/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.13it/s, loss=0.590, pair=0.000, adv=4.816, sprd=0.012]
Ep 061/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:21,  2.24it/s, loss=0.590, pair=0.000, adv=4.816, sprd=0.012]
Ep 061/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:21,  2.24it/s, loss=0.636, pair=0.000, adv=5.254, sprd=0.017]
Ep 061/80 [S3:+sens]:  89%|█▊| 405/453 [03:12<00:22,  2.15it/s, loss=0.636, pair=0.000, adv=5.254, sprd=0.017]
Ep 061/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:22,  2.15it/s, loss=0.677, pair=0.000, adv=6.189, sprd=0.029]
Ep 061/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.22it/s, loss=0.677, pair=0.000, adv=6.189, sprd=0.029]
Ep 061/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.22it/s, loss=0.604, pair=0.001, adv=4.043, sprd=0.014]
Ep 061/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:21,  2.11it/s, loss=0.604, pair=0.001, adv=4.043, sprd=0.014]
Ep 061/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:21,  2.11it/s, loss=0.605, pair=0.001, adv=5.592, sprd=0.018]
Ep 061/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.19it/s, loss=0.605, pair=0.001, adv=5.592, sprd=0.018]
Ep 061/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.19it/s, loss=0.625, pair=0.001, adv=5.637, sprd=0.022]
Ep 061/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.06it/s, loss=0.625, pair=0.001, adv=5.637, sprd=0.022]
Ep 061/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.06it/s, loss=0.664, pair=0.000, adv=4.883, sprd=0.026]
Ep 061/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.15it/s, loss=0.664, pair=0.000, adv=4.883, sprd=0.026]
Ep 061/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.15it/s, loss=1.293, pair=1.910, adv=5.601, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:20,  2.09it/s, loss=1.293, pair=1.910, adv=5.601, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:20,  2.09it/s, loss=0.625, pair=0.000, adv=6.353, sprd=0.022]
Ep 061/80 [S3:+sens]:  91%|█▊| 412/453 [03:15<00:18,  2.16it/s, loss=0.625, pair=0.000, adv=6.353, sprd=0.022]
Ep 061/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:18,  2.16it/s, loss=0.621, pair=0.000, adv=5.683, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.06it/s, loss=0.621, pair=0.000, adv=5.683, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.06it/s, loss=0.628, pair=0.001, adv=4.893, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 414/453 [03:16<00:18,  2.16it/s, loss=0.628, pair=0.001, adv=4.893, sprd=0.020]
Ep 061/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.16it/s, loss=0.672, pair=0.006, adv=7.453, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.09it/s, loss=0.672, pair=0.006, adv=7.453, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.09it/s, loss=0.678, pair=0.006, adv=4.935, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 416/453 [03:17<00:17,  2.17it/s, loss=0.678, pair=0.006, adv=4.935, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.17it/s, loss=0.637, pair=0.003, adv=7.028, sprd=0.023]
Ep 061/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.09it/s, loss=0.637, pair=0.003, adv=7.028, sprd=0.023]
Ep 061/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.09it/s, loss=0.637, pair=0.006, adv=5.818, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 418/453 [03:18<00:16,  2.15it/s, loss=0.637, pair=0.006, adv=5.818, sprd=0.025]
Ep 061/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.15it/s, loss=0.624, pair=0.008, adv=4.397, sprd=0.013]
Ep 061/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.10it/s, loss=0.624, pair=0.008, adv=4.397, sprd=0.013]
Ep 061/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.10it/s, loss=0.621, pair=0.001, adv=5.204, sprd=0.016]
Ep 061/80 [S3:+sens]:  93%|█▊| 420/453 [03:19<00:14,  2.21it/s, loss=0.621, pair=0.001, adv=5.204, sprd=0.016]
Ep 061/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:14,  2.21it/s, loss=0.668, pair=0.002, adv=5.334, sprd=0.027]
Ep 061/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.10it/s, loss=0.668, pair=0.002, adv=5.334, sprd=0.027]
Ep 061/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.10it/s, loss=0.633, pair=0.004, adv=6.682, sprd=0.021]
Ep 061/80 [S3:+sens]:  93%|█▊| 422/453 [03:20<00:14,  2.19it/s, loss=0.633, pair=0.004, adv=6.682, sprd=0.021]
Ep 061/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.19it/s, loss=0.659, pair=0.007, adv=4.982, sprd=0.025]
Ep 061/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.06it/s, loss=0.659, pair=0.007, adv=4.982, sprd=0.025]
Ep 061/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.06it/s, loss=0.627, pair=0.008, adv=5.799, sprd=0.018]
Ep 061/80 [S3:+sens]:  94%|█▊| 424/453 [03:21<00:13,  2.18it/s, loss=0.627, pair=0.008, adv=5.799, sprd=0.018]
Ep 061/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.18it/s, loss=0.618, pair=0.007, adv=4.468, sprd=0.016]
Ep 061/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.00it/s, loss=0.618, pair=0.007, adv=4.468, sprd=0.016]
Ep 061/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.00it/s, loss=0.611, pair=0.002, adv=5.442, sprd=0.020]
Ep 061/80 [S3:+sens]:  94%|█▉| 426/453 [03:22<00:12,  2.08it/s, loss=0.611, pair=0.002, adv=5.442, sprd=0.020]
Ep 061/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.08it/s, loss=0.695, pair=0.002, adv=6.274, sprd=0.035]
Ep 061/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:13,  1.97it/s, loss=0.695, pair=0.002, adv=6.274, sprd=0.035]
Ep 061/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:13,  1.97it/s, loss=0.681, pair=0.007, adv=5.404, sprd=0.032]
Ep 061/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:12,  2.06it/s, loss=0.681, pair=0.007, adv=5.404, sprd=0.032]
Ep 061/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:12,  2.06it/s, loss=0.634, pair=0.007, adv=5.053, sprd=0.020]
Ep 061/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.02it/s, loss=0.634, pair=0.007, adv=5.053, sprd=0.020]
Ep 061/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.02it/s, loss=0.653, pair=0.001, adv=6.451, sprd=0.027]
Ep 061/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.11it/s, loss=0.653, pair=0.001, adv=6.451, sprd=0.027]
Ep 061/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.11it/s, loss=0.633, pair=0.000, adv=6.201, sprd=0.021]
Ep 061/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.05it/s, loss=0.633, pair=0.000, adv=6.201, sprd=0.021]
Ep 061/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.05it/s, loss=0.600, pair=0.000, adv=5.405, sprd=0.016]
Ep 061/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.15it/s, loss=0.600, pair=0.000, adv=5.405, sprd=0.016]
Ep 061/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.15it/s, loss=0.596, pair=0.001, adv=3.788, sprd=0.014]
Ep 061/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.07it/s, loss=0.596, pair=0.001, adv=3.788, sprd=0.014]
Ep 061/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.07it/s, loss=0.646, pair=0.002, adv=5.499, sprd=0.022]
Ep 061/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.18it/s, loss=0.646, pair=0.002, adv=5.499, sprd=0.022]
Ep 061/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.18it/s, loss=0.712, pair=0.001, adv=5.401, sprd=0.026]
Ep 061/80 [S3:+sens]:  96%|█▉| 435/453 [03:26<00:08,  2.06it/s, loss=0.712, pair=0.001, adv=5.401, sprd=0.026]
Ep 061/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.06it/s, loss=0.648, pair=0.000, adv=4.780, sprd=0.021]
Ep 061/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.16it/s, loss=0.648, pair=0.000, adv=4.780, sprd=0.021]
Ep 061/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.16it/s, loss=0.653, pair=0.000, adv=8.048, sprd=0.023]
Ep 061/80 [S3:+sens]:  96%|█▉| 437/453 [03:27<00:07,  2.08it/s, loss=0.653, pair=0.000, adv=8.048, sprd=0.023]
Ep 061/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.655, pair=0.000, adv=5.936, sprd=0.025]
Ep 061/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.18it/s, loss=0.655, pair=0.000, adv=5.936, sprd=0.025]
Ep 061/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.18it/s, loss=0.627, pair=0.000, adv=5.609, sprd=0.022]
Ep 061/80 [S3:+sens]:  97%|█▉| 439/453 [03:28<00:06,  2.04it/s, loss=0.627, pair=0.000, adv=5.609, sprd=0.022]
Ep 061/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.593, pair=0.001, adv=3.742, sprd=0.013]
Ep 061/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:05,  2.17it/s, loss=0.593, pair=0.001, adv=3.742, sprd=0.013]
Ep 061/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:05,  2.17it/s, loss=0.660, pair=0.000, adv=5.762, sprd=0.024]
Ep 061/80 [S3:+sens]:  97%|█▉| 441/453 [03:29<00:05,  2.09it/s, loss=0.660, pair=0.000, adv=5.762, sprd=0.024]
Ep 061/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.563, pair=0.009, adv=6.060, sprd=0.012]
Ep 061/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.19it/s, loss=0.563, pair=0.009, adv=6.060, sprd=0.012]
Ep 061/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.19it/s, loss=0.602, pair=0.000, adv=5.054, sprd=0.015]
Ep 061/80 [S3:+sens]:  98%|█▉| 443/453 [03:30<00:04,  2.10it/s, loss=0.602, pair=0.000, adv=5.054, sprd=0.015]
Ep 061/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.10it/s, loss=0.607, pair=0.000, adv=5.749, sprd=0.017]
Ep 061/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.20it/s, loss=0.607, pair=0.000, adv=5.749, sprd=0.017]
Ep 061/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.20it/s, loss=0.598, pair=0.000, adv=4.879, sprd=0.016]
Ep 061/80 [S3:+sens]:  98%|█▉| 445/453 [03:31<00:03,  2.11it/s, loss=0.598, pair=0.000, adv=4.879, sprd=0.016]
Ep 061/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.11it/s, loss=0.596, pair=0.000, adv=6.076, sprd=0.016]
Ep 061/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.21it/s, loss=0.596, pair=0.000, adv=6.076, sprd=0.016]
Ep 061/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.21it/s, loss=0.645, pair=0.000, adv=6.438, sprd=0.024]
Ep 061/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.08it/s, loss=0.645, pair=0.000, adv=6.438, sprd=0.024]
Ep 061/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.08it/s, loss=0.666, pair=0.001, adv=6.184, sprd=0.022]
Ep 061/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.20it/s, loss=0.666, pair=0.001, adv=6.184, sprd=0.022]
Ep 061/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.20it/s, loss=1.138, pair=1.312, adv=6.944, sprd=0.028]
Ep 061/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.11it/s, loss=1.138, pair=1.312, adv=6.944, sprd=0.028]
Ep 061/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.11it/s, loss=0.645, pair=0.000, adv=6.190, sprd=0.020]
Ep 061/80 [S3:+sens]:  99%|█▉| 450/453 [03:33<00:01,  2.22it/s, loss=0.645, pair=0.000, adv=6.190, sprd=0.020]
Ep 061/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.22it/s, loss=0.672, pair=0.000, adv=5.207, sprd=0.030]
Ep 061/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.09it/s, loss=0.672, pair=0.000, adv=5.207, sprd=0.030]
Ep 061/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.09it/s, loss=0.642, pair=0.003, adv=4.340, sprd=0.017]
Ep 061/80 [S3:+sens]: 100%|█▉| 452/453 [03:34<00:00,  2.23it/s, loss=0.642, pair=0.003, adv=4.340, sprd=0.017]
Ep 061/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.23it/s, loss=0.612, pair=0.000, adv=5.165, sprd=0.015]
Ep 061/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.03it/s, loss=0.612, pair=0.000, adv=5.165, sprd=0.015]
                                                                                                              
Epoch 061/80 [S3:+sens]  loss=0.6473  mat=0.2693  sens=1.0592  pair=0.0220  adv=5.2956(rand=3.47)  deg=0.0039  orth=0.0045  spread=0.0210  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.89e-05  215s

Ep 062/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 062/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.622, pair=0.002, adv=5.152, sprd=0.019]
Ep 062/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:29,  1.13s/it, loss=0.622, pair=0.002, adv=5.152, sprd=0.019]
Ep 062/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:29,  1.13s/it, loss=1.232, pair=1.643, adv=6.601, sprd=0.028]
Ep 062/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:24,  1.39it/s, loss=1.232, pair=1.643, adv=6.601, sprd=0.028]
Ep 062/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:24,  1.39it/s, loss=0.629, pair=0.001, adv=4.581, sprd=0.016]
Ep 062/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.629, pair=0.001, adv=4.581, sprd=0.016]
Ep 062/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.614, pair=0.001, adv=6.513, sprd=0.017]
Ep 062/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:55,  1.91it/s, loss=0.614, pair=0.001, adv=6.513, sprd=0.017]
Ep 062/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:55,  1.91it/s, loss=0.621, pair=0.005, adv=3.927, sprd=0.014]
Ep 062/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:50,  1.95it/s, loss=0.621, pair=0.005, adv=3.927, sprd=0.014]
Ep 062/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:50,  1.95it/s, loss=0.634, pair=0.003, adv=6.228, sprd=0.021]
Ep 062/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:34,  2.09it/s, loss=0.634, pair=0.003, adv=6.228, sprd=0.021]
Ep 062/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:34,  2.09it/s, loss=0.618, pair=0.001, adv=4.384, sprd=0.018]
Ep 062/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:43,  1.99it/s, loss=0.618, pair=0.001, adv=4.384, sprd=0.018]
Ep 062/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:43,  1.99it/s, loss=0.639, pair=0.001, adv=5.575, sprd=0.026]
Ep 062/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.08it/s, loss=0.639, pair=0.001, adv=5.575, sprd=0.026]
Ep 062/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.08it/s, loss=0.603, pair=0.002, adv=3.873, sprd=0.013]
Ep 062/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:38,  2.04it/s, loss=0.603, pair=0.002, adv=3.873, sprd=0.013]
Ep 062/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:38,  2.04it/s, loss=0.613, pair=0.002, adv=3.945, sprd=0.015]
Ep 062/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=0.613, pair=0.002, adv=3.945, sprd=0.015]
Ep 062/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=1.240, pair=1.815, adv=7.492, sprd=0.018]
Ep 062/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:34,  2.06it/s, loss=1.240, pair=1.815, adv=7.492, sprd=0.018]
Ep 062/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:34,  2.06it/s, loss=0.642, pair=0.000, adv=5.759, sprd=0.022]
Ep 062/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.642, pair=0.000, adv=5.759, sprd=0.022]
Ep 062/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.622, pair=0.000, adv=5.379, sprd=0.022]
Ep 062/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:36,  2.03it/s, loss=0.622, pair=0.000, adv=5.379, sprd=0.022]
Ep 062/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:36,  2.03it/s, loss=0.676, pair=0.000, adv=6.456, sprd=0.030]
Ep 062/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.13it/s, loss=0.676, pair=0.000, adv=6.456, sprd=0.030]
Ep 062/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.13it/s, loss=0.598, pair=0.000, adv=3.955, sprd=0.013]
Ep 062/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.08it/s, loss=0.598, pair=0.000, adv=3.955, sprd=0.013]
Ep 062/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:31,  2.08it/s, loss=0.651, pair=0.000, adv=6.217, sprd=0.024]
Ep 062/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.651, pair=0.000, adv=6.217, sprd=0.024]
Ep 062/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.617, pair=0.000, adv=5.515, sprd=0.015]
Ep 062/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:27,  2.10it/s, loss=0.617, pair=0.000, adv=5.515, sprd=0.015]
Ep 062/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:27,  2.10it/s, loss=1.216, pair=1.657, adv=6.590, sprd=0.026]
Ep 062/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=1.216, pair=1.657, adv=6.590, sprd=0.026]
Ep 062/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.15it/s, loss=0.631, pair=0.000, adv=4.204, sprd=0.016]
Ep 062/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.631, pair=0.000, adv=4.204, sprd=0.016]
Ep 062/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.728, pair=0.260, adv=5.180, sprd=0.016]
Ep 062/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:15,  2.22it/s, loss=0.728, pair=0.260, adv=5.180, sprd=0.016]
Ep 062/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:15,  2.22it/s, loss=0.616, pair=0.000, adv=4.912, sprd=0.017]
Ep 062/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:23,  2.12it/s, loss=0.616, pair=0.000, adv=4.912, sprd=0.017]
Ep 062/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:23,  2.12it/s, loss=0.624, pair=0.000, adv=5.419, sprd=0.017]
Ep 062/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:14,  2.22it/s, loss=0.624, pair=0.000, adv=5.419, sprd=0.017]
Ep 062/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:14,  2.22it/s, loss=0.658, pair=0.000, adv=5.904, sprd=0.023]
Ep 062/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:24,  2.10it/s, loss=0.658, pair=0.000, adv=5.904, sprd=0.023]
Ep 062/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:24,  2.10it/s, loss=0.615, pair=0.000, adv=5.464, sprd=0.019]
Ep 062/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:16,  2.19it/s, loss=0.615, pair=0.000, adv=5.464, sprd=0.019]
Ep 062/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:16,  2.19it/s, loss=0.639, pair=0.000, adv=5.743, sprd=0.023]
Ep 062/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:25,  2.09it/s, loss=0.639, pair=0.000, adv=5.743, sprd=0.023]
Ep 062/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:25,  2.09it/s, loss=1.217, pair=1.622, adv=6.736, sprd=0.024]
Ep 062/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:27,  2.05it/s, loss=1.217, pair=1.622, adv=6.736, sprd=0.024]
Ep 062/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:27,  2.05it/s, loss=0.609, pair=0.000, adv=5.327, sprd=0.016]
Ep 062/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:31,  2.01it/s, loss=0.609, pair=0.000, adv=5.327, sprd=0.016]
Ep 062/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:31,  2.01it/s, loss=0.680, pair=0.012, adv=7.074, sprd=0.032]
Ep 062/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:23,  2.09it/s, loss=0.680, pair=0.012, adv=7.074, sprd=0.032]
Ep 062/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:23,  2.09it/s, loss=0.635, pair=0.001, adv=6.150, sprd=0.021]
Ep 062/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.05it/s, loss=0.635, pair=0.001, adv=6.150, sprd=0.021]
Ep 062/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.05it/s, loss=0.635, pair=0.003, adv=5.868, sprd=0.020]
Ep 062/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.16it/s, loss=0.635, pair=0.003, adv=5.868, sprd=0.020]
Ep 062/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.16it/s, loss=0.630, pair=0.005, adv=4.856, sprd=0.019]
Ep 062/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:22,  2.09it/s, loss=0.630, pair=0.005, adv=4.856, sprd=0.019]
Ep 062/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:22,  2.09it/s, loss=0.622, pair=0.002, adv=4.839, sprd=0.022]
Ep 062/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:15,  2.15it/s, loss=0.622, pair=0.002, adv=4.839, sprd=0.022]
Ep 062/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:15,  2.15it/s, loss=0.717, pair=0.003, adv=5.287, sprd=0.026]
Ep 062/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:25,  2.05it/s, loss=0.717, pair=0.003, adv=5.287, sprd=0.026]
Ep 062/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:25,  2.05it/s, loss=0.635, pair=0.004, adv=5.332, sprd=0.024]
Ep 062/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:16,  2.13it/s, loss=0.635, pair=0.004, adv=5.332, sprd=0.024]
Ep 062/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:16,  2.13it/s, loss=0.656, pair=0.000, adv=4.994, sprd=0.025]
Ep 062/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.656, pair=0.000, adv=4.994, sprd=0.025]
Ep 062/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.616, pair=0.000, adv=5.757, sprd=0.021]
Ep 062/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.13it/s, loss=0.616, pair=0.000, adv=5.757, sprd=0.021]
Ep 062/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.13it/s, loss=0.728, pair=0.000, adv=4.267, sprd=0.031]
Ep 062/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:25,  2.03it/s, loss=0.728, pair=0.000, adv=4.267, sprd=0.031]
Ep 062/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:25,  2.03it/s, loss=0.654, pair=0.000, adv=4.884, sprd=0.023]
Ep 062/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:14,  2.14it/s, loss=0.654, pair=0.000, adv=4.884, sprd=0.023]
Ep 062/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:14,  2.14it/s, loss=0.765, pair=0.139, adv=4.656, sprd=0.024]
Ep 062/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.765, pair=0.139, adv=4.656, sprd=0.024]
Ep 062/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.654, pair=0.000, adv=5.645, sprd=0.024]
Ep 062/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:11,  2.16it/s, loss=0.654, pair=0.000, adv=5.645, sprd=0.024]
Ep 062/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:11,  2.16it/s, loss=0.629, pair=0.000, adv=5.400, sprd=0.019]
Ep 062/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:15,  2.11it/s, loss=0.629, pair=0.000, adv=5.400, sprd=0.019]
Ep 062/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:15,  2.11it/s, loss=0.689, pair=0.001, adv=4.967, sprd=0.033]
Ep 062/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.16it/s, loss=0.689, pair=0.001, adv=4.967, sprd=0.033]
Ep 062/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.16it/s, loss=0.596, pair=0.001, adv=4.152, sprd=0.013]
Ep 062/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:15,  2.10it/s, loss=0.596, pair=0.001, adv=4.152, sprd=0.013]
Ep 062/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:15,  2.10it/s, loss=0.634, pair=0.000, adv=5.631, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.19it/s, loss=0.634, pair=0.000, adv=5.631, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.19it/s, loss=0.625, pair=0.001, adv=5.713, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:13,  2.10it/s, loss=0.625, pair=0.001, adv=5.713, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:13,  2.10it/s, loss=0.637, pair=0.000, adv=5.212, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.18it/s, loss=0.637, pair=0.000, adv=5.212, sprd=0.021]
Ep 062/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.18it/s, loss=0.640, pair=0.001, adv=6.322, sprd=0.025]
Ep 062/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:14,  2.08it/s, loss=0.640, pair=0.001, adv=6.322, sprd=0.025]
Ep 062/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.08it/s, loss=0.624, pair=0.000, adv=4.362, sprd=0.020]
Ep 062/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:06,  2.18it/s, loss=0.624, pair=0.000, adv=4.362, sprd=0.020]
Ep 062/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:06,  2.18it/s, loss=0.632, pair=0.002, adv=4.627, sprd=0.021]
Ep 062/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:14,  2.07it/s, loss=0.632, pair=0.002, adv=4.627, sprd=0.021]
Ep 062/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.07it/s, loss=0.590, pair=0.001, adv=4.068, sprd=0.013]
Ep 062/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.590, pair=0.001, adv=4.068, sprd=0.013]
Ep 062/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.684, pair=0.002, adv=5.739, sprd=0.028]
Ep 062/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:14,  2.07it/s, loss=0.684, pair=0.002, adv=5.739, sprd=0.028]
Ep 062/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.644, pair=0.002, adv=4.196, sprd=0.020]
Ep 062/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.16it/s, loss=0.644, pair=0.002, adv=4.196, sprd=0.020]
Ep 062/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.16it/s, loss=0.652, pair=0.005, adv=5.018, sprd=0.016]
Ep 062/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:13,  2.07it/s, loss=0.652, pair=0.005, adv=5.018, sprd=0.016]
Ep 062/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:13,  2.07it/s, loss=0.670, pair=0.001, adv=5.526, sprd=0.027]
Ep 062/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.670, pair=0.001, adv=5.526, sprd=0.027]
Ep 062/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.693, pair=0.003, adv=4.858, sprd=0.032]
Ep 062/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:25,  1.94it/s, loss=0.693, pair=0.003, adv=4.858, sprd=0.032]
Ep 062/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:25,  1.94it/s, loss=0.655, pair=0.002, adv=5.449, sprd=0.022]
Ep 062/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:11,  2.07it/s, loss=0.655, pair=0.002, adv=5.449, sprd=0.022]
Ep 062/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:11,  2.07it/s, loss=0.666, pair=0.001, adv=4.656, sprd=0.028]
Ep 062/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:17,  2.01it/s, loss=0.666, pair=0.001, adv=4.656, sprd=0.028]
Ep 062/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:17,  2.01it/s, loss=0.543, pair=0.000, adv=2.982, sprd=0.016]
Ep 062/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:07,  2.10it/s, loss=0.543, pair=0.000, adv=2.982, sprd=0.016]
Ep 062/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:07,  2.10it/s, loss=0.661, pair=0.001, adv=5.508, sprd=0.024]
Ep 062/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:12,  2.05it/s, loss=0.661, pair=0.001, adv=5.508, sprd=0.024]
Ep 062/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:12,  2.05it/s, loss=0.603, pair=0.000, adv=3.961, sprd=0.015]
Ep 062/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<03:00,  2.17it/s, loss=0.603, pair=0.000, adv=3.961, sprd=0.015]
Ep 062/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:00,  2.17it/s, loss=0.632, pair=0.001, adv=4.858, sprd=0.020]
Ep 062/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:09,  2.07it/s, loss=0.632, pair=0.001, adv=4.858, sprd=0.020]
Ep 062/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:09,  2.07it/s, loss=0.617, pair=0.000, adv=5.301, sprd=0.020]
Ep 062/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<03:00,  2.16it/s, loss=0.617, pair=0.000, adv=5.301, sprd=0.020]
Ep 062/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.16it/s, loss=0.685, pair=0.004, adv=4.834, sprd=0.029]
Ep 062/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:07,  2.08it/s, loss=0.685, pair=0.004, adv=4.834, sprd=0.029]
Ep 062/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:07,  2.08it/s, loss=0.603, pair=0.004, adv=3.886, sprd=0.017]
Ep 062/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<03:00,  2.16it/s, loss=0.603, pair=0.004, adv=3.886, sprd=0.017]
Ep 062/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:00,  2.16it/s, loss=0.608, pair=0.001, adv=3.509, sprd=0.016]
Ep 062/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.608, pair=0.001, adv=3.509, sprd=0.016]
Ep 062/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.633, pair=0.002, adv=4.983, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<03:00,  2.15it/s, loss=0.633, pair=0.002, adv=4.983, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:00,  2.15it/s, loss=0.609, pair=0.005, adv=5.442, sprd=0.017]
Ep 062/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:04,  2.09it/s, loss=0.609, pair=0.005, adv=5.442, sprd=0.017]
Ep 062/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:04,  2.09it/s, loss=0.662, pair=0.006, adv=4.134, sprd=0.027]
Ep 062/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:59,  2.15it/s, loss=0.662, pair=0.006, adv=4.134, sprd=0.027]
Ep 062/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:59,  2.15it/s, loss=0.674, pair=0.002, adv=5.234, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:06,  2.06it/s, loss=0.674, pair=0.002, adv=5.234, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:06,  2.06it/s, loss=0.636, pair=0.003, adv=4.335, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:58,  2.14it/s, loss=0.636, pair=0.003, adv=4.335, sprd=0.023]
Ep 062/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.655, pair=0.001, adv=5.456, sprd=0.026]
Ep 062/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:07,  2.04it/s, loss=0.655, pair=0.001, adv=5.456, sprd=0.026]
Ep 062/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:07,  2.04it/s, loss=0.618, pair=0.005, adv=4.504, sprd=0.017]
Ep 062/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:54,  2.18it/s, loss=0.618, pair=0.005, adv=4.504, sprd=0.017]
Ep 062/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:54,  2.18it/s, loss=0.658, pair=0.003, adv=4.218, sprd=0.022]
Ep 062/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.08it/s, loss=0.658, pair=0.003, adv=4.218, sprd=0.022]
Ep 062/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.08it/s, loss=0.623, pair=0.001, adv=5.096, sprd=0.020]
Ep 062/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.15it/s, loss=0.623, pair=0.001, adv=5.096, sprd=0.020]
Ep 062/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.15it/s, loss=0.619, pair=0.002, adv=4.698, sprd=0.021]
Ep 062/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:09,  1.99it/s, loss=0.619, pair=0.002, adv=4.698, sprd=0.021]
Ep 062/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:09,  1.99it/s, loss=1.437, pair=2.326, adv=4.934, sprd=0.017]
Ep 062/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:57,  2.13it/s, loss=1.437, pair=2.326, adv=4.934, sprd=0.017]
Ep 062/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:57,  2.13it/s, loss=0.594, pair=0.000, adv=4.381, sprd=0.015]
Ep 062/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:13,  1.94it/s, loss=0.594, pair=0.000, adv=4.381, sprd=0.015]
Ep 062/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:13,  1.94it/s, loss=0.637, pair=0.000, adv=4.971, sprd=0.021]
Ep 062/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<03:01,  2.07it/s, loss=0.637, pair=0.000, adv=4.971, sprd=0.021]
Ep 062/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<03:01,  2.07it/s, loss=0.629, pair=0.000, adv=5.160, sprd=0.020]
Ep 062/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:06,  2.01it/s, loss=0.629, pair=0.000, adv=5.160, sprd=0.020]
Ep 062/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:06,  2.01it/s, loss=0.655, pair=0.000, adv=4.843, sprd=0.023]
Ep 062/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:55,  2.12it/s, loss=0.655, pair=0.000, adv=4.843, sprd=0.023]
Ep 062/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:55,  2.12it/s, loss=0.666, pair=0.000, adv=4.561, sprd=0.027]
Ep 062/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.666, pair=0.000, adv=4.561, sprd=0.027]
Ep 062/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.632, pair=0.000, adv=5.521, sprd=0.021]
Ep 062/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:53,  2.14it/s, loss=0.632, pair=0.000, adv=5.521, sprd=0.021]
Ep 062/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:53,  2.14it/s, loss=0.661, pair=0.000, adv=3.987, sprd=0.024]
Ep 062/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=0.661, pair=0.000, adv=3.987, sprd=0.024]
Ep 062/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=0.653, pair=0.000, adv=4.957, sprd=0.029]
Ep 062/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:54,  2.11it/s, loss=0.653, pair=0.000, adv=4.957, sprd=0.029]
Ep 062/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:54,  2.11it/s, loss=0.667, pair=0.000, adv=6.525, sprd=0.028]
Ep 062/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.02it/s, loss=0.667, pair=0.000, adv=6.525, sprd=0.028]
Ep 062/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.02it/s, loss=0.616, pair=0.000, adv=4.425, sprd=0.018]
Ep 062/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.616, pair=0.000, adv=4.425, sprd=0.018]
Ep 062/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.640, pair=0.000, adv=4.158, sprd=0.021]
Ep 062/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:57,  2.06it/s, loss=0.640, pair=0.000, adv=4.158, sprd=0.021]
Ep 062/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.615, pair=0.000, adv=4.802, sprd=0.018]
Ep 062/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.16it/s, loss=0.615, pair=0.000, adv=4.802, sprd=0.018]
Ep 062/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.16it/s, loss=0.632, pair=0.000, adv=4.083, sprd=0.020]
Ep 062/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:55,  2.08it/s, loss=0.632, pair=0.000, adv=4.083, sprd=0.020]
Ep 062/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:55,  2.08it/s, loss=0.657, pair=0.000, adv=3.660, sprd=0.024]
Ep 062/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.17it/s, loss=0.657, pair=0.000, adv=3.660, sprd=0.024]
Ep 062/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.17it/s, loss=0.617, pair=0.000, adv=4.690, sprd=0.018]
Ep 062/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:53,  2.09it/s, loss=0.617, pair=0.000, adv=4.690, sprd=0.018]
Ep 062/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:53,  2.09it/s, loss=0.610, pair=0.000, adv=3.556, sprd=0.017]
Ep 062/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.19it/s, loss=0.610, pair=0.000, adv=3.556, sprd=0.017]
Ep 062/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.19it/s, loss=0.600, pair=0.000, adv=5.009, sprd=0.016]
Ep 062/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:53,  2.08it/s, loss=0.600, pair=0.000, adv=5.009, sprd=0.016]
Ep 062/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:53,  2.08it/s, loss=0.610, pair=0.000, adv=3.431, sprd=0.016]
Ep 062/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:44,  2.18it/s, loss=0.610, pair=0.000, adv=3.431, sprd=0.016]
Ep 062/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:44,  2.18it/s, loss=0.589, pair=0.000, adv=3.309, sprd=0.014]
Ep 062/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:50,  2.10it/s, loss=0.589, pair=0.000, adv=3.309, sprd=0.014]
Ep 062/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:50,  2.10it/s, loss=0.646, pair=0.000, adv=4.401, sprd=0.024]
Ep 062/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:44,  2.17it/s, loss=0.646, pair=0.000, adv=4.401, sprd=0.024]
Ep 062/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:44,  2.17it/s, loss=0.690, pair=0.000, adv=4.291, sprd=0.019]
Ep 062/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:50,  2.09it/s, loss=0.690, pair=0.000, adv=4.291, sprd=0.019]
Ep 062/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:50,  2.09it/s, loss=0.637, pair=0.000, adv=4.700, sprd=0.020]
Ep 062/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:43,  2.18it/s, loss=0.637, pair=0.000, adv=4.700, sprd=0.020]
Ep 062/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:43,  2.18it/s, loss=0.643, pair=0.003, adv=4.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:52,  2.05it/s, loss=0.643, pair=0.003, adv=4.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:52,  2.05it/s, loss=0.690, pair=0.005, adv=4.624, sprd=0.029]
Ep 062/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.15it/s, loss=0.690, pair=0.005, adv=4.624, sprd=0.029]
Ep 062/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.15it/s, loss=0.605, pair=0.006, adv=4.116, sprd=0.017]
Ep 062/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:54,  2.01it/s, loss=0.605, pair=0.006, adv=4.116, sprd=0.017]
Ep 062/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:54,  2.01it/s, loss=0.643, pair=0.003, adv=5.647, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:45,  2.12it/s, loss=0.643, pair=0.003, adv=5.647, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:45,  2.12it/s, loss=0.620, pair=0.002, adv=5.191, sprd=0.020]
Ep 062/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.02it/s, loss=0.620, pair=0.002, adv=5.191, sprd=0.020]
Ep 062/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.02it/s, loss=0.643, pair=0.001, adv=5.144, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:44,  2.12it/s, loss=0.643, pair=0.001, adv=5.144, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:44,  2.12it/s, loss=0.637, pair=0.000, adv=4.126, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<03:01,  1.92it/s, loss=0.637, pair=0.000, adv=4.126, sprd=0.023]
Ep 062/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<03:01,  1.92it/s, loss=0.688, pair=0.000, adv=5.258, sprd=0.033]
Ep 062/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:52,  2.01it/s, loss=0.688, pair=0.000, adv=5.258, sprd=0.033]
Ep 062/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:52,  2.01it/s, loss=0.691, pair=0.000, adv=5.011, sprd=0.034]
Ep 062/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<03:00,  1.92it/s, loss=0.691, pair=0.000, adv=5.011, sprd=0.034]
Ep 062/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<03:00,  1.92it/s, loss=0.636, pair=0.000, adv=4.824, sprd=0.021]
Ep 062/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:48,  2.05it/s, loss=0.636, pair=0.000, adv=4.824, sprd=0.021]
Ep 062/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:48,  2.05it/s, loss=0.634, pair=0.000, adv=3.669, sprd=0.019]
Ep 062/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:52,  2.00it/s, loss=0.634, pair=0.000, adv=3.669, sprd=0.019]
Ep 062/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:52,  2.00it/s, loss=0.602, pair=0.000, adv=3.436, sprd=0.014]
Ep 062/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:41,  2.12it/s, loss=0.602, pair=0.000, adv=3.436, sprd=0.014]
Ep 062/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:41,  2.12it/s, loss=0.647, pair=0.000, adv=5.464, sprd=0.024]
Ep 062/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:48,  2.03it/s, loss=0.647, pair=0.000, adv=5.464, sprd=0.024]
Ep 062/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:48,  2.03it/s, loss=0.595, pair=0.000, adv=4.476, sprd=0.016]
Ep 062/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:40,  2.12it/s, loss=0.595, pair=0.000, adv=4.476, sprd=0.016]
Ep 062/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:40,  2.12it/s, loss=0.632, pair=0.000, adv=4.435, sprd=0.023]
Ep 062/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:49,  2.01it/s, loss=0.632, pair=0.000, adv=4.435, sprd=0.023]
Ep 062/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:49,  2.01it/s, loss=0.638, pair=0.000, adv=6.194, sprd=0.021]
Ep 062/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:39,  2.12it/s, loss=0.638, pair=0.000, adv=6.194, sprd=0.021]
Ep 062/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:39,  2.12it/s, loss=0.650, pair=0.000, adv=3.901, sprd=0.019]
Ep 062/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:42,  2.08it/s, loss=0.650, pair=0.000, adv=3.901, sprd=0.019]
Ep 062/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:42,  2.08it/s, loss=0.634, pair=0.000, adv=5.164, sprd=0.019]
Ep 062/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:34,  2.18it/s, loss=0.634, pair=0.000, adv=5.164, sprd=0.019]
Ep 062/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:34,  2.18it/s, loss=0.635, pair=0.000, adv=4.293, sprd=0.020]
Ep 062/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:41,  2.08it/s, loss=0.635, pair=0.000, adv=4.293, sprd=0.020]
Ep 062/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:41,  2.08it/s, loss=0.631, pair=0.000, adv=4.310, sprd=0.020]
Ep 062/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:35,  2.16it/s, loss=0.631, pair=0.000, adv=4.310, sprd=0.020]
Ep 062/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.16it/s, loss=0.598, pair=0.001, adv=3.634, sprd=0.013]
Ep 062/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:38,  2.10it/s, loss=0.598, pair=0.001, adv=3.634, sprd=0.013]
Ep 062/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:38,  2.10it/s, loss=0.643, pair=0.000, adv=5.514, sprd=0.024]
Ep 062/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:33,  2.17it/s, loss=0.643, pair=0.000, adv=5.514, sprd=0.024]
Ep 062/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:33,  2.17it/s, loss=0.638, pair=0.000, adv=4.908, sprd=0.020]
Ep 062/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.638, pair=0.000, adv=4.908, sprd=0.020]
Ep 062/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.647, pair=0.001, adv=4.719, sprd=0.025]
Ep 062/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:34,  2.15it/s, loss=0.647, pair=0.001, adv=4.719, sprd=0.025]
Ep 062/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:34,  2.15it/s, loss=0.678, pair=0.004, adv=4.690, sprd=0.020]
Ep 062/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.678, pair=0.004, adv=4.690, sprd=0.020]
Ep 062/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.605, pair=0.001, adv=4.404, sprd=0.014]
Ep 062/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:29,  2.21it/s, loss=0.605, pair=0.001, adv=4.404, sprd=0.014]
Ep 062/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:29,  2.21it/s, loss=0.693, pair=0.002, adv=5.205, sprd=0.022]
Ep 062/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.09it/s, loss=0.693, pair=0.002, adv=5.205, sprd=0.022]
Ep 062/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.09it/s, loss=0.650, pair=0.003, adv=4.607, sprd=0.024]
Ep 062/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:30,  2.18it/s, loss=0.650, pair=0.003, adv=4.607, sprd=0.024]
Ep 062/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:30,  2.18it/s, loss=0.669, pair=0.004, adv=4.198, sprd=0.027]
Ep 062/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.06it/s, loss=0.669, pair=0.004, adv=4.198, sprd=0.027]
Ep 062/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.06it/s, loss=0.670, pair=0.004, adv=5.631, sprd=0.028]
Ep 062/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.14it/s, loss=0.670, pair=0.004, adv=5.631, sprd=0.028]
Ep 062/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:31,  2.14it/s, loss=0.702, pair=0.007, adv=4.780, sprd=0.037]
Ep 062/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:42,  1.99it/s, loss=0.702, pair=0.007, adv=4.780, sprd=0.037]
Ep 062/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:42,  1.99it/s, loss=0.655, pair=0.006, adv=5.006, sprd=0.024]
Ep 062/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:34,  2.10it/s, loss=0.655, pair=0.006, adv=5.006, sprd=0.024]
Ep 062/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:34,  2.10it/s, loss=0.628, pair=0.001, adv=4.909, sprd=0.017]
Ep 062/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:34,  2.08it/s, loss=0.628, pair=0.001, adv=4.909, sprd=0.017]
Ep 062/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:34,  2.08it/s, loss=0.671, pair=0.002, adv=4.708, sprd=0.030]
Ep 062/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.14it/s, loss=0.671, pair=0.002, adv=4.708, sprd=0.030]
Ep 062/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:29,  2.14it/s, loss=0.632, pair=0.000, adv=4.550, sprd=0.021]
Ep 062/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:45,  1.94it/s, loss=0.632, pair=0.000, adv=4.550, sprd=0.021]
Ep 062/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:45,  1.94it/s, loss=0.656, pair=0.000, adv=5.021, sprd=0.022]
Ep 062/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:32,  2.09it/s, loss=0.656, pair=0.000, adv=5.021, sprd=0.022]
Ep 062/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:32,  2.09it/s, loss=0.629, pair=0.001, adv=3.319, sprd=0.020]
Ep 062/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:37,  2.02it/s, loss=0.629, pair=0.001, adv=3.319, sprd=0.020]
Ep 062/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:37,  2.02it/s, loss=0.521, pair=0.009, adv=2.723, sprd=0.011]
Ep 062/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.17it/s, loss=0.521, pair=0.009, adv=2.723, sprd=0.011]
Ep 062/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.17it/s, loss=0.582, pair=0.000, adv=4.454, sprd=0.015]
Ep 062/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:35,  2.03it/s, loss=0.582, pair=0.000, adv=4.454, sprd=0.015]
Ep 062/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:35,  2.03it/s, loss=0.625, pair=0.000, adv=5.376, sprd=0.022]
Ep 062/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:28,  2.12it/s, loss=0.625, pair=0.000, adv=5.376, sprd=0.022]
Ep 062/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:28,  2.12it/s, loss=0.643, pair=0.000, adv=4.571, sprd=0.026]
Ep 062/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:37,  1.99it/s, loss=0.643, pair=0.000, adv=4.571, sprd=0.026]
Ep 062/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:37,  1.99it/s, loss=0.661, pair=0.000, adv=4.942, sprd=0.022]
Ep 062/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:27,  2.13it/s, loss=0.661, pair=0.000, adv=4.942, sprd=0.022]
Ep 062/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:27,  2.13it/s, loss=0.592, pair=0.001, adv=3.478, sprd=0.012]
Ep 062/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:28,  2.10it/s, loss=0.592, pair=0.001, adv=3.478, sprd=0.012]
Ep 062/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:28,  2.10it/s, loss=0.635, pair=0.000, adv=4.857, sprd=0.022]
Ep 062/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.635, pair=0.000, adv=4.857, sprd=0.022]
Ep 062/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.613, pair=0.000, adv=3.948, sprd=0.018]
Ep 062/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.613, pair=0.000, adv=3.948, sprd=0.018]
Ep 062/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:29,  2.07it/s, loss=1.072, pair=1.033, adv=5.602, sprd=0.038]
Ep 062/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:25,  2.13it/s, loss=1.072, pair=1.033, adv=5.602, sprd=0.038]
Ep 062/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:25,  2.13it/s, loss=0.664, pair=0.004, adv=5.034, sprd=0.024]
Ep 062/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.04it/s, loss=0.664, pair=0.004, adv=5.034, sprd=0.024]
Ep 062/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:30,  2.04it/s, loss=0.628, pair=0.008, adv=4.677, sprd=0.020]
Ep 062/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.628, pair=0.008, adv=4.677, sprd=0.020]
Ep 062/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.629, pair=0.001, adv=3.459, sprd=0.019]
Ep 062/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.08it/s, loss=0.629, pair=0.001, adv=3.459, sprd=0.019]
Ep 062/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:26,  2.08it/s, loss=0.617, pair=0.002, adv=4.386, sprd=0.018]
Ep 062/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.18it/s, loss=0.617, pair=0.002, adv=4.386, sprd=0.018]
Ep 062/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.18it/s, loss=0.644, pair=0.001, adv=5.276, sprd=0.021]
Ep 062/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:24,  2.10it/s, loss=0.644, pair=0.001, adv=5.276, sprd=0.021]
Ep 062/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:24,  2.10it/s, loss=0.621, pair=0.004, adv=4.992, sprd=0.020]
Ep 062/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:19,  2.17it/s, loss=0.621, pair=0.004, adv=4.992, sprd=0.020]
Ep 062/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:19,  2.17it/s, loss=0.655, pair=0.005, adv=5.130, sprd=0.023]
Ep 062/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:26,  2.06it/s, loss=0.655, pair=0.005, adv=5.130, sprd=0.023]
Ep 062/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:26,  2.06it/s, loss=0.646, pair=0.007, adv=3.541, sprd=0.024]
Ep 062/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:21,  2.13it/s, loss=0.646, pair=0.007, adv=3.541, sprd=0.024]
Ep 062/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:21,  2.13it/s, loss=0.654, pair=0.001, adv=3.961, sprd=0.024]
Ep 062/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:27,  2.03it/s, loss=0.654, pair=0.001, adv=3.961, sprd=0.024]
Ep 062/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:27,  2.03it/s, loss=0.654, pair=0.003, adv=3.910, sprd=0.026]
Ep 062/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:22,  2.10it/s, loss=0.654, pair=0.003, adv=3.910, sprd=0.026]
Ep 062/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:22,  2.10it/s, loss=0.621, pair=0.003, adv=4.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:26,  2.04it/s, loss=0.621, pair=0.003, adv=4.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:26,  2.04it/s, loss=0.687, pair=0.007, adv=4.790, sprd=0.029]
Ep 062/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:19,  2.12it/s, loss=0.687, pair=0.007, adv=4.790, sprd=0.029]
Ep 062/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:19,  2.12it/s, loss=0.625, pair=0.003, adv=4.008, sprd=0.024]
Ep 062/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.00it/s, loss=0.625, pair=0.003, adv=4.008, sprd=0.024]
Ep 062/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.00it/s, loss=0.665, pair=0.002, adv=5.112, sprd=0.028]
Ep 062/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:20,  2.10it/s, loss=0.665, pair=0.002, adv=5.112, sprd=0.028]
Ep 062/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:20,  2.10it/s, loss=0.633, pair=0.002, adv=4.455, sprd=0.022]
Ep 062/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:25,  2.02it/s, loss=0.633, pair=0.002, adv=4.455, sprd=0.022]
Ep 062/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:25,  2.02it/s, loss=0.583, pair=0.000, adv=3.940, sprd=0.015]
Ep 062/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:19,  2.10it/s, loss=0.583, pair=0.000, adv=3.940, sprd=0.015]
Ep 062/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:19,  2.10it/s, loss=0.616, pair=0.001, adv=3.588, sprd=0.017]
Ep 062/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:23,  2.03it/s, loss=0.616, pair=0.001, adv=3.588, sprd=0.017]
Ep 062/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:23,  2.03it/s, loss=0.634, pair=0.003, adv=4.602, sprd=0.020]
Ep 062/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:15,  2.15it/s, loss=0.634, pair=0.003, adv=4.602, sprd=0.020]
Ep 062/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:15,  2.15it/s, loss=0.541, pair=0.000, adv=2.860, sprd=0.013]
Ep 062/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:25,  1.99it/s, loss=0.541, pair=0.000, adv=2.860, sprd=0.013]
Ep 062/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:25,  1.99it/s, loss=0.653, pair=0.000, adv=4.273, sprd=0.024]
Ep 062/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:17,  2.09it/s, loss=0.653, pair=0.000, adv=4.273, sprd=0.024]
Ep 062/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:17,  2.09it/s, loss=0.624, pair=0.001, adv=3.607, sprd=0.018]
Ep 062/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:24,  2.00it/s, loss=0.624, pair=0.001, adv=3.607, sprd=0.018]
Ep 062/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:24,  2.00it/s, loss=0.676, pair=0.000, adv=4.834, sprd=0.031]
Ep 062/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:17,  2.08it/s, loss=0.676, pair=0.000, adv=4.834, sprd=0.031]
Ep 062/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:17,  2.08it/s, loss=0.614, pair=0.000, adv=4.694, sprd=0.017]
Ep 062/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.614, pair=0.000, adv=4.694, sprd=0.017]
Ep 062/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.644, pair=0.000, adv=5.473, sprd=0.025]
Ep 062/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:13,  2.13it/s, loss=0.644, pair=0.000, adv=5.473, sprd=0.025]
Ep 062/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:13,  2.13it/s, loss=0.629, pair=0.000, adv=3.937, sprd=0.017]
Ep 062/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.629, pair=0.000, adv=3.937, sprd=0.017]
Ep 062/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.623, pair=0.001, adv=3.856, sprd=0.016]
Ep 062/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:05,  2.25it/s, loss=0.623, pair=0.001, adv=3.856, sprd=0.016]
Ep 062/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:05,  2.25it/s, loss=0.650, pair=0.001, adv=4.103, sprd=0.024]
Ep 062/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:12,  2.13it/s, loss=0.650, pair=0.001, adv=4.103, sprd=0.024]
Ep 062/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:12,  2.13it/s, loss=0.643, pair=0.001, adv=4.135, sprd=0.019]
Ep 062/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:05,  2.25it/s, loss=0.643, pair=0.001, adv=4.135, sprd=0.019]
Ep 062/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:05,  2.25it/s, loss=0.613, pair=0.001, adv=4.253, sprd=0.020]
Ep 062/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:14,  2.08it/s, loss=0.613, pair=0.001, adv=4.253, sprd=0.020]
Ep 062/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:14,  2.08it/s, loss=0.645, pair=0.000, adv=4.047, sprd=0.019]
Ep 062/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:07,  2.18it/s, loss=0.645, pair=0.000, adv=4.047, sprd=0.019]
Ep 062/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:07,  2.18it/s, loss=0.614, pair=0.001, adv=4.235, sprd=0.017]
Ep 062/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.614, pair=0.001, adv=4.235, sprd=0.017]
Ep 062/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.639, pair=0.000, adv=4.879, sprd=0.023]
Ep 062/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.639, pair=0.000, adv=4.879, sprd=0.023]
Ep 062/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:09,  2.14it/s, loss=0.625, pair=0.000, adv=4.772, sprd=0.020]
Ep 062/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.05it/s, loss=0.625, pair=0.000, adv=4.772, sprd=0.020]
Ep 062/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.05it/s, loss=0.682, pair=0.003, adv=4.304, sprd=0.028]
Ep 062/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.14it/s, loss=0.682, pair=0.003, adv=4.304, sprd=0.028]
Ep 062/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.14it/s, loss=0.592, pair=0.007, adv=4.093, sprd=0.013]
Ep 062/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.06it/s, loss=0.592, pair=0.007, adv=4.093, sprd=0.013]
Ep 062/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.06it/s, loss=0.667, pair=0.004, adv=4.998, sprd=0.024]
Ep 062/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.17it/s, loss=0.667, pair=0.004, adv=4.998, sprd=0.024]
Ep 062/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.17it/s, loss=0.730, pair=0.008, adv=5.040, sprd=0.028]
Ep 062/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:11,  2.07it/s, loss=0.730, pair=0.008, adv=5.040, sprd=0.028]
Ep 062/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:11,  2.07it/s, loss=0.662, pair=0.002, adv=5.109, sprd=0.028]
Ep 062/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.15it/s, loss=0.662, pair=0.002, adv=5.109, sprd=0.028]
Ep 062/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.15it/s, loss=0.646, pair=0.002, adv=6.077, sprd=0.026]
Ep 062/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:11,  2.05it/s, loss=0.646, pair=0.002, adv=6.077, sprd=0.026]
Ep 062/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:11,  2.05it/s, loss=0.657, pair=0.001, adv=4.321, sprd=0.028]
Ep 062/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.12it/s, loss=0.657, pair=0.001, adv=4.321, sprd=0.028]
Ep 062/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.12it/s, loss=0.694, pair=0.001, adv=5.649, sprd=0.034]
Ep 062/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.03it/s, loss=0.694, pair=0.001, adv=5.649, sprd=0.034]
Ep 062/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.03it/s, loss=0.622, pair=0.002, adv=4.295, sprd=0.018]
Ep 062/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.622, pair=0.002, adv=4.295, sprd=0.018]
Ep 062/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.631, pair=0.001, adv=5.582, sprd=0.023]
Ep 062/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:14,  1.97it/s, loss=0.631, pair=0.001, adv=5.582, sprd=0.023]
Ep 062/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:14,  1.97it/s, loss=0.644, pair=0.000, adv=4.827, sprd=0.018]
Ep 062/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.14it/s, loss=0.644, pair=0.000, adv=4.827, sprd=0.018]
Ep 062/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.14it/s, loss=0.623, pair=0.000, adv=4.123, sprd=0.019]
Ep 062/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:10,  2.02it/s, loss=0.623, pair=0.000, adv=4.123, sprd=0.019]
Ep 062/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:10,  2.02it/s, loss=0.592, pair=0.002, adv=3.692, sprd=0.015]
Ep 062/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.14it/s, loss=0.592, pair=0.002, adv=3.692, sprd=0.015]
Ep 062/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.14it/s, loss=0.662, pair=0.004, adv=5.159, sprd=0.029]
Ep 062/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:10,  2.00it/s, loss=0.662, pair=0.004, adv=5.159, sprd=0.029]
Ep 062/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:10,  2.00it/s, loss=0.639, pair=0.000, adv=4.759, sprd=0.022]
Ep 062/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:04,  2.10it/s, loss=0.639, pair=0.000, adv=4.759, sprd=0.022]
Ep 062/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:04,  2.10it/s, loss=0.587, pair=0.000, adv=3.231, sprd=0.014]
Ep 062/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:08,  2.03it/s, loss=0.587, pair=0.000, adv=3.231, sprd=0.014]
Ep 062/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:08,  2.03it/s, loss=0.643, pair=0.001, adv=4.690, sprd=0.024]
Ep 062/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.11it/s, loss=0.643, pair=0.001, adv=4.690, sprd=0.024]
Ep 062/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.11it/s, loss=0.687, pair=0.001, adv=5.315, sprd=0.029]
Ep 062/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:07,  2.02it/s, loss=0.687, pair=0.001, adv=5.315, sprd=0.029]
Ep 062/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:07,  2.02it/s, loss=0.695, pair=0.000, adv=6.586, sprd=0.037]
Ep 062/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:02,  2.09it/s, loss=0.695, pair=0.000, adv=6.586, sprd=0.037]
Ep 062/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:02,  2.09it/s, loss=0.664, pair=0.001, adv=3.528, sprd=0.025]
Ep 062/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:07,  2.00it/s, loss=0.664, pair=0.001, adv=3.528, sprd=0.025]
Ep 062/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:07,  2.00it/s, loss=0.663, pair=0.000, adv=4.813, sprd=0.023]
Ep 062/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:59,  2.13it/s, loss=0.663, pair=0.000, adv=4.813, sprd=0.023]
Ep 062/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:59,  2.13it/s, loss=0.644, pair=0.000, adv=5.429, sprd=0.021]
Ep 062/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.644, pair=0.000, adv=5.429, sprd=0.021]
Ep 062/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.648, pair=0.000, adv=5.556, sprd=0.024]
Ep 062/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:57,  2.15it/s, loss=0.648, pair=0.000, adv=5.556, sprd=0.024]
Ep 062/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:57,  2.15it/s, loss=0.592, pair=0.000, adv=3.995, sprd=0.014]
Ep 062/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.592, pair=0.000, adv=3.995, sprd=0.014]
Ep 062/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.595, pair=0.000, adv=3.617, sprd=0.013]
Ep 062/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:54,  2.19it/s, loss=0.595, pair=0.000, adv=3.617, sprd=0.013]
Ep 062/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:54,  2.19it/s, loss=0.592, pair=0.000, adv=4.414, sprd=0.014]
Ep 062/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:58,  2.10it/s, loss=0.592, pair=0.000, adv=4.414, sprd=0.014]
Ep 062/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:58,  2.10it/s, loss=0.660, pair=0.000, adv=4.665, sprd=0.025]
Ep 062/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:53,  2.19it/s, loss=0.660, pair=0.000, adv=4.665, sprd=0.025]
Ep 062/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:53,  2.19it/s, loss=0.655, pair=0.000, adv=3.700, sprd=0.021]
Ep 062/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.655, pair=0.000, adv=3.700, sprd=0.021]
Ep 062/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.682, pair=0.000, adv=4.922, sprd=0.028]
Ep 062/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.16it/s, loss=0.682, pair=0.000, adv=4.922, sprd=0.028]
Ep 062/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.16it/s, loss=0.664, pair=0.000, adv=5.433, sprd=0.027]
Ep 062/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:58,  2.07it/s, loss=0.664, pair=0.000, adv=5.433, sprd=0.027]
Ep 062/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:58,  2.07it/s, loss=0.630, pair=0.000, adv=5.004, sprd=0.021]
Ep 062/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.15it/s, loss=0.630, pair=0.000, adv=5.004, sprd=0.021]
Ep 062/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:53,  2.15it/s, loss=0.704, pair=0.000, adv=4.778, sprd=0.026]
Ep 062/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.05it/s, loss=0.704, pair=0.000, adv=4.778, sprd=0.026]
Ep 062/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.05it/s, loss=0.626, pair=0.000, adv=4.130, sprd=0.021]
Ep 062/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.15it/s, loss=0.626, pair=0.000, adv=4.130, sprd=0.021]
Ep 062/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.15it/s, loss=0.649, pair=0.000, adv=4.636, sprd=0.025]
Ep 062/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:58,  2.05it/s, loss=0.649, pair=0.000, adv=4.636, sprd=0.025]
Ep 062/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:58,  2.05it/s, loss=0.661, pair=0.000, adv=4.482, sprd=0.028]
Ep 062/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.661, pair=0.000, adv=4.482, sprd=0.028]
Ep 062/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:53,  2.12it/s, loss=0.611, pair=0.000, adv=3.911, sprd=0.016]
Ep 062/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.611, pair=0.000, adv=3.911, sprd=0.016]
Ep 062/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.651, pair=0.000, adv=5.183, sprd=0.022]
Ep 062/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.17it/s, loss=0.651, pair=0.000, adv=5.183, sprd=0.022]
Ep 062/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:50,  2.17it/s, loss=0.656, pair=0.000, adv=4.831, sprd=0.026]
Ep 062/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<02:01,  1.96it/s, loss=0.656, pair=0.000, adv=4.831, sprd=0.026]
Ep 062/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<02:01,  1.96it/s, loss=0.612, pair=0.000, adv=5.733, sprd=0.019]
Ep 062/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:53,  2.09it/s, loss=0.612, pair=0.000, adv=5.733, sprd=0.019]
Ep 062/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:53,  2.09it/s, loss=0.684, pair=0.000, adv=4.596, sprd=0.031]
Ep 062/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:58,  1.99it/s, loss=0.684, pair=0.000, adv=4.596, sprd=0.031]
Ep 062/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:58,  1.99it/s, loss=0.660, pair=0.000, adv=4.720, sprd=0.024]
Ep 062/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:51,  2.10it/s, loss=0.660, pair=0.000, adv=4.720, sprd=0.024]
Ep 062/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:51,  2.10it/s, loss=0.627, pair=0.000, adv=4.234, sprd=0.021]
Ep 062/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:56,  2.02it/s, loss=0.627, pair=0.000, adv=4.234, sprd=0.021]
Ep 062/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:56,  2.02it/s, loss=0.622, pair=0.001, adv=4.225, sprd=0.018]
Ep 062/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.622, pair=0.001, adv=4.225, sprd=0.018]
Ep 062/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.624, pair=0.001, adv=4.483, sprd=0.020]
Ep 062/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:52,  2.06it/s, loss=0.624, pair=0.001, adv=4.483, sprd=0.020]
Ep 062/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:52,  2.06it/s, loss=0.591, pair=0.000, adv=3.792, sprd=0.013]
Ep 062/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:46,  2.16it/s, loss=0.591, pair=0.000, adv=3.792, sprd=0.013]
Ep 062/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:46,  2.16it/s, loss=0.669, pair=0.000, adv=5.305, sprd=0.023]
Ep 062/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.11it/s, loss=0.669, pair=0.000, adv=5.305, sprd=0.023]
Ep 062/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.11it/s, loss=0.655, pair=0.000, adv=4.806, sprd=0.024]
Ep 062/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.18it/s, loss=0.655, pair=0.000, adv=4.806, sprd=0.024]
Ep 062/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.18it/s, loss=0.626, pair=0.001, adv=4.390, sprd=0.018]
Ep 062/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:48,  2.11it/s, loss=0.626, pair=0.001, adv=4.390, sprd=0.018]
Ep 062/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:48,  2.11it/s, loss=0.586, pair=0.000, adv=5.069, sprd=0.013]
Ep 062/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:42,  2.21it/s, loss=0.586, pair=0.000, adv=5.069, sprd=0.013]
Ep 062/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:42,  2.21it/s, loss=0.614, pair=0.000, adv=4.556, sprd=0.019]
Ep 062/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:48,  2.07it/s, loss=0.614, pair=0.000, adv=4.556, sprd=0.019]
Ep 062/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:48,  2.07it/s, loss=0.681, pair=0.000, adv=5.359, sprd=0.031]
Ep 062/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.681, pair=0.000, adv=5.359, sprd=0.031]
Ep 062/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.662, pair=0.001, adv=4.675, sprd=0.026]
Ep 062/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:49,  2.05it/s, loss=0.662, pair=0.001, adv=4.675, sprd=0.026]
Ep 062/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:49,  2.05it/s, loss=0.666, pair=0.000, adv=4.841, sprd=0.028]
Ep 062/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:44,  2.13it/s, loss=0.666, pair=0.000, adv=4.841, sprd=0.028]
Ep 062/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:44,  2.13it/s, loss=0.639, pair=0.001, adv=5.312, sprd=0.021]
Ep 062/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:46,  2.08it/s, loss=0.639, pair=0.001, adv=5.312, sprd=0.021]
Ep 062/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:46,  2.08it/s, loss=0.657, pair=0.000, adv=5.677, sprd=0.028]
Ep 062/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:43,  2.14it/s, loss=0.657, pair=0.000, adv=5.677, sprd=0.028]
Ep 062/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:43,  2.14it/s, loss=0.642, pair=0.000, adv=3.655, sprd=0.021]
Ep 062/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.642, pair=0.000, adv=3.655, sprd=0.021]
Ep 062/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.03it/s, loss=0.632, pair=0.001, adv=4.628, sprd=0.018]
Ep 062/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.632, pair=0.001, adv=4.628, sprd=0.018]
Ep 062/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.684, pair=0.000, adv=3.379, sprd=0.022]
Ep 062/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:46,  2.04it/s, loss=0.684, pair=0.000, adv=3.379, sprd=0.022]
Ep 062/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:46,  2.04it/s, loss=0.655, pair=0.002, adv=4.978, sprd=0.027]
Ep 062/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.655, pair=0.002, adv=4.978, sprd=0.027]
Ep 062/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.658, pair=0.002, adv=4.332, sprd=0.017]
Ep 062/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:46,  2.03it/s, loss=0.658, pair=0.002, adv=4.332, sprd=0.017]
Ep 062/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:46,  2.03it/s, loss=0.679, pair=0.003, adv=5.211, sprd=0.029]
Ep 062/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.13it/s, loss=0.679, pair=0.003, adv=5.211, sprd=0.029]
Ep 062/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.13it/s, loss=0.631, pair=0.004, adv=4.810, sprd=0.020]
Ep 062/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.04it/s, loss=0.631, pair=0.004, adv=4.810, sprd=0.020]
Ep 062/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:45,  2.04it/s, loss=0.673, pair=0.005, adv=4.272, sprd=0.030]
Ep 062/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:41,  2.10it/s, loss=0.673, pair=0.005, adv=4.272, sprd=0.030]
Ep 062/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:41,  2.10it/s, loss=0.639, pair=0.007, adv=4.242, sprd=0.019]
Ep 062/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:42,  2.07it/s, loss=0.639, pair=0.007, adv=4.242, sprd=0.019]
Ep 062/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:42,  2.07it/s, loss=0.618, pair=0.002, adv=5.399, sprd=0.019]
Ep 062/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.16it/s, loss=0.618, pair=0.002, adv=5.399, sprd=0.019]
Ep 062/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.16it/s, loss=0.621, pair=0.007, adv=3.711, sprd=0.017]
Ep 062/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:46,  1.97it/s, loss=0.621, pair=0.007, adv=3.711, sprd=0.017]
Ep 062/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:46,  1.97it/s, loss=0.632, pair=0.004, adv=4.624, sprd=0.022]
Ep 062/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:40,  2.08it/s, loss=0.632, pair=0.004, adv=4.624, sprd=0.022]
Ep 062/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:40,  2.08it/s, loss=0.676, pair=0.005, adv=4.434, sprd=0.027]
Ep 062/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:43,  2.01it/s, loss=0.676, pair=0.005, adv=4.434, sprd=0.027]
Ep 062/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:43,  2.01it/s, loss=0.621, pair=0.003, adv=5.172, sprd=0.020]
Ep 062/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:38,  2.10it/s, loss=0.621, pair=0.003, adv=5.172, sprd=0.020]
Ep 062/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:38,  2.10it/s, loss=0.670, pair=0.001, adv=5.317, sprd=0.026]
Ep 062/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:41,  2.03it/s, loss=0.670, pair=0.001, adv=5.317, sprd=0.026]
Ep 062/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:41,  2.03it/s, loss=0.636, pair=0.000, adv=4.988, sprd=0.020]
Ep 062/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.636, pair=0.000, adv=4.988, sprd=0.020]
Ep 062/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.14it/s, loss=0.638, pair=0.000, adv=4.232, sprd=0.020]
Ep 062/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.638, pair=0.000, adv=4.232, sprd=0.020]
Ep 062/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.623, pair=0.000, adv=4.894, sprd=0.021]
Ep 062/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:35,  2.12it/s, loss=0.623, pair=0.000, adv=4.894, sprd=0.021]
Ep 062/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.12it/s, loss=0.645, pair=0.001, adv=4.861, sprd=0.022]
Ep 062/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.04it/s, loss=0.645, pair=0.001, adv=4.861, sprd=0.022]
Ep 062/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.04it/s, loss=0.708, pair=0.002, adv=4.613, sprd=0.035]
Ep 062/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:35,  2.11it/s, loss=0.708, pair=0.002, adv=4.613, sprd=0.035]
Ep 062/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:35,  2.11it/s, loss=0.622, pair=0.001, adv=5.569, sprd=0.019]
Ep 062/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.622, pair=0.001, adv=5.569, sprd=0.019]
Ep 062/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.586, pair=0.000, adv=3.722, sprd=0.014]
Ep 062/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.586, pair=0.000, adv=3.722, sprd=0.014]
Ep 062/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:32,  2.14it/s, loss=0.625, pair=0.000, adv=5.610, sprd=0.018]
Ep 062/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.07it/s, loss=0.625, pair=0.000, adv=5.610, sprd=0.018]
Ep 062/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.07it/s, loss=0.633, pair=0.000, adv=4.358, sprd=0.018]
Ep 062/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:30,  2.18it/s, loss=0.633, pair=0.000, adv=4.358, sprd=0.018]
Ep 062/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:30,  2.18it/s, loss=0.656, pair=0.001, adv=6.360, sprd=0.023]
Ep 062/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.656, pair=0.001, adv=6.360, sprd=0.023]
Ep 062/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.662, pair=0.003, adv=4.792, sprd=0.025]
Ep 062/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.17it/s, loss=0.662, pair=0.003, adv=4.792, sprd=0.025]
Ep 062/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:29,  2.17it/s, loss=0.628, pair=0.001, adv=5.646, sprd=0.019]
Ep 062/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:32,  2.10it/s, loss=0.628, pair=0.001, adv=5.646, sprd=0.019]
Ep 062/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:32,  2.10it/s, loss=0.663, pair=0.001, adv=3.799, sprd=0.025]
Ep 062/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.17it/s, loss=0.663, pair=0.001, adv=3.799, sprd=0.025]
Ep 062/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:28,  2.17it/s, loss=0.691, pair=0.002, adv=5.144, sprd=0.032]
Ep 062/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.07it/s, loss=0.691, pair=0.002, adv=5.144, sprd=0.032]
Ep 062/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.07it/s, loss=0.600, pair=0.000, adv=4.562, sprd=0.018]
Ep 062/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.15it/s, loss=0.600, pair=0.000, adv=4.562, sprd=0.018]
Ep 062/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:28,  2.15it/s, loss=0.635, pair=0.002, adv=5.070, sprd=0.018]
Ep 062/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:31,  2.07it/s, loss=0.635, pair=0.002, adv=5.070, sprd=0.018]
Ep 062/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:31,  2.07it/s, loss=0.629, pair=0.002, adv=5.222, sprd=0.020]
Ep 062/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.17it/s, loss=0.629, pair=0.002, adv=5.222, sprd=0.020]
Ep 062/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:27,  2.17it/s, loss=0.682, pair=0.008, adv=5.669, sprd=0.030]
Ep 062/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.06it/s, loss=0.682, pair=0.008, adv=5.669, sprd=0.030]
Ep 062/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.06it/s, loss=0.633, pair=0.006, adv=4.749, sprd=0.020]
Ep 062/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.17it/s, loss=0.633, pair=0.006, adv=4.749, sprd=0.020]
Ep 062/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:26,  2.17it/s, loss=0.597, pair=0.003, adv=4.201, sprd=0.017]
Ep 062/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:30,  2.06it/s, loss=0.597, pair=0.003, adv=4.201, sprd=0.017]
Ep 062/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:30,  2.06it/s, loss=0.610, pair=0.001, adv=3.847, sprd=0.019]
Ep 062/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.13it/s, loss=0.610, pair=0.001, adv=3.847, sprd=0.019]
Ep 062/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.13it/s, loss=0.594, pair=0.001, adv=3.585, sprd=0.014]
Ep 062/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.08it/s, loss=0.594, pair=0.001, adv=3.585, sprd=0.014]
Ep 062/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:28,  2.08it/s, loss=0.626, pair=0.001, adv=5.606, sprd=0.024]
Ep 062/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.14it/s, loss=0.626, pair=0.001, adv=5.606, sprd=0.024]
Ep 062/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.14it/s, loss=0.652, pair=0.001, adv=5.122, sprd=0.022]
Ep 062/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:26,  2.09it/s, loss=0.652, pair=0.001, adv=5.122, sprd=0.022]
Ep 062/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:26,  2.09it/s, loss=0.680, pair=0.000, adv=5.460, sprd=0.030]
Ep 062/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.16it/s, loss=0.680, pair=0.000, adv=5.460, sprd=0.030]
Ep 062/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.16it/s, loss=0.630, pair=0.000, adv=5.103, sprd=0.018]
Ep 062/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:31,  1.97it/s, loss=0.630, pair=0.000, adv=5.103, sprd=0.018]
Ep 062/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:31,  1.97it/s, loss=0.630, pair=0.000, adv=5.613, sprd=0.022]
Ep 062/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:26,  2.08it/s, loss=0.630, pair=0.000, adv=5.613, sprd=0.022]
Ep 062/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:26,  2.08it/s, loss=0.653, pair=0.000, adv=3.871, sprd=0.026]
Ep 062/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:29,  1.99it/s, loss=0.653, pair=0.000, adv=3.871, sprd=0.026]
Ep 062/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:29,  1.99it/s, loss=0.616, pair=0.000, adv=4.545, sprd=0.019]
Ep 062/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:24,  2.09it/s, loss=0.616, pair=0.000, adv=4.545, sprd=0.019]
Ep 062/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:24,  2.09it/s, loss=0.615, pair=0.000, adv=4.800, sprd=0.017]
Ep 062/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:27,  2.02it/s, loss=0.615, pair=0.000, adv=4.800, sprd=0.017]
Ep 062/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.02it/s, loss=0.613, pair=0.000, adv=5.196, sprd=0.018]
Ep 062/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.14it/s, loss=0.613, pair=0.000, adv=5.196, sprd=0.018]
Ep 062/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.14it/s, loss=0.569, pair=0.002, adv=2.919, sprd=0.013]
Ep 062/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.569, pair=0.002, adv=2.919, sprd=0.013]
Ep 062/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:24,  2.06it/s, loss=0.684, pair=0.000, adv=4.953, sprd=0.027]
Ep 062/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.684, pair=0.000, adv=4.953, sprd=0.027]
Ep 062/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.603, pair=0.000, adv=4.453, sprd=0.014]
Ep 062/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:21,  2.12it/s, loss=0.603, pair=0.000, adv=4.453, sprd=0.014]
Ep 062/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:21,  2.12it/s, loss=0.627, pair=0.001, adv=5.089, sprd=0.022]
Ep 062/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.627, pair=0.001, adv=5.089, sprd=0.022]
Ep 062/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.632, pair=0.000, adv=4.508, sprd=0.019]
Ep 062/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.09it/s, loss=0.632, pair=0.000, adv=4.508, sprd=0.019]
Ep 062/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:21,  2.09it/s, loss=0.644, pair=0.000, adv=4.496, sprd=0.025]
Ep 062/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.644, pair=0.000, adv=4.496, sprd=0.025]
Ep 062/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.617, pair=0.000, adv=4.902, sprd=0.017]
Ep 062/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.617, pair=0.000, adv=4.902, sprd=0.017]
Ep 062/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.603, pair=0.001, adv=5.569, sprd=0.014]
Ep 062/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:15,  2.20it/s, loss=0.603, pair=0.001, adv=5.569, sprd=0.014]
Ep 062/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.20it/s, loss=0.603, pair=0.000, adv=3.520, sprd=0.013]
Ep 062/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:18,  2.12it/s, loss=0.603, pair=0.000, adv=3.520, sprd=0.013]
Ep 062/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:18,  2.12it/s, loss=0.606, pair=0.000, adv=4.595, sprd=0.016]
Ep 062/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:14,  2.21it/s, loss=0.606, pair=0.000, adv=4.595, sprd=0.016]
Ep 062/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:14,  2.21it/s, loss=1.161, pair=1.465, adv=6.355, sprd=0.023]
Ep 062/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:17,  2.12it/s, loss=1.161, pair=1.465, adv=6.355, sprd=0.023]
Ep 062/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:17,  2.12it/s, loss=0.625, pair=0.000, adv=4.405, sprd=0.020]
Ep 062/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.625, pair=0.000, adv=4.405, sprd=0.020]
Ep 062/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:14,  2.19it/s, loss=0.608, pair=0.000, adv=4.657, sprd=0.017]
Ep 062/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.608, pair=0.000, adv=4.657, sprd=0.017]
Ep 062/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.687, pair=0.000, adv=4.471, sprd=0.031]
Ep 062/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.687, pair=0.000, adv=4.471, sprd=0.031]
Ep 062/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.628, pair=0.000, adv=5.533, sprd=0.021]
Ep 062/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.628, pair=0.000, adv=5.533, sprd=0.021]
Ep 062/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.585, pair=0.000, adv=3.429, sprd=0.013]
Ep 062/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.16it/s, loss=0.585, pair=0.000, adv=3.429, sprd=0.013]
Ep 062/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.653, pair=0.000, adv=4.758, sprd=0.025]
Ep 062/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.05it/s, loss=0.653, pair=0.000, adv=4.758, sprd=0.025]
Ep 062/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.05it/s, loss=0.669, pair=0.000, adv=4.989, sprd=0.025]
Ep 062/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.15it/s, loss=0.669, pair=0.000, adv=4.989, sprd=0.025]
Ep 062/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.15it/s, loss=0.648, pair=0.000, adv=4.517, sprd=0.027]
Ep 062/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:21,  1.93it/s, loss=0.648, pair=0.000, adv=4.517, sprd=0.027]
Ep 062/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:21,  1.93it/s, loss=0.631, pair=0.000, adv=4.380, sprd=0.021]
Ep 062/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:15,  2.04it/s, loss=0.631, pair=0.000, adv=4.380, sprd=0.021]
Ep 062/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:15,  2.04it/s, loss=0.664, pair=0.000, adv=4.997, sprd=0.024]
Ep 062/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.00it/s, loss=0.664, pair=0.000, adv=4.997, sprd=0.024]
Ep 062/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.00it/s, loss=0.654, pair=0.000, adv=5.312, sprd=0.023]
Ep 062/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:12,  2.12it/s, loss=0.654, pair=0.000, adv=5.312, sprd=0.023]
Ep 062/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:12,  2.12it/s, loss=0.609, pair=0.000, adv=3.595, sprd=0.014]
Ep 062/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.03it/s, loss=0.609, pair=0.000, adv=3.595, sprd=0.014]
Ep 062/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.03it/s, loss=0.624, pair=0.000, adv=3.512, sprd=0.018]
Ep 062/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:10,  2.15it/s, loss=0.624, pair=0.000, adv=3.512, sprd=0.018]
Ep 062/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:10,  2.15it/s, loss=0.595, pair=0.000, adv=3.288, sprd=0.018]
Ep 062/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.06it/s, loss=0.595, pair=0.000, adv=3.288, sprd=0.018]
Ep 062/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.06it/s, loss=0.629, pair=0.000, adv=4.996, sprd=0.022]
Ep 062/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.13it/s, loss=0.629, pair=0.000, adv=4.996, sprd=0.022]
Ep 062/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.13it/s, loss=0.658, pair=0.000, adv=3.782, sprd=0.017]
Ep 062/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.658, pair=0.000, adv=3.782, sprd=0.017]
Ep 062/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.603, pair=0.000, adv=4.226, sprd=0.016]
Ep 062/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.17it/s, loss=0.603, pair=0.000, adv=4.226, sprd=0.016]
Ep 062/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:07,  2.17it/s, loss=0.667, pair=0.000, adv=4.009, sprd=0.017]
Ep 062/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:09,  2.09it/s, loss=0.667, pair=0.000, adv=4.009, sprd=0.017]
Ep 062/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:09,  2.09it/s, loss=0.653, pair=0.000, adv=4.732, sprd=0.024]
Ep 062/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.17it/s, loss=0.653, pair=0.000, adv=4.732, sprd=0.024]
Ep 062/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.17it/s, loss=0.586, pair=0.000, adv=3.247, sprd=0.015]
Ep 062/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.10it/s, loss=0.586, pair=0.000, adv=3.247, sprd=0.015]
Ep 062/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:08,  2.10it/s, loss=0.664, pair=0.000, adv=3.456, sprd=0.024]
Ep 062/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.20it/s, loss=0.664, pair=0.000, adv=3.456, sprd=0.024]
Ep 062/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.20it/s, loss=0.648, pair=0.000, adv=5.987, sprd=0.021]
Ep 062/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:07,  2.09it/s, loss=0.648, pair=0.000, adv=5.987, sprd=0.021]
Ep 062/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:07,  2.09it/s, loss=0.644, pair=0.000, adv=4.222, sprd=0.020]
Ep 062/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.644, pair=0.000, adv=4.222, sprd=0.020]
Ep 062/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.641, pair=0.000, adv=4.573, sprd=0.020]
Ep 062/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:06,  2.11it/s, loss=0.641, pair=0.000, adv=4.573, sprd=0.020]
Ep 062/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:06,  2.11it/s, loss=0.660, pair=0.000, adv=4.833, sprd=0.023]
Ep 062/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.20it/s, loss=0.660, pair=0.000, adv=4.833, sprd=0.023]
Ep 062/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.20it/s, loss=0.589, pair=0.000, adv=3.643, sprd=0.013]
Ep 062/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:05,  2.11it/s, loss=0.589, pair=0.000, adv=3.643, sprd=0.013]
Ep 062/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:05,  2.11it/s, loss=0.631, pair=0.001, adv=4.348, sprd=0.022]
Ep 062/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.19it/s, loss=0.631, pair=0.001, adv=4.348, sprd=0.022]
Ep 062/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.19it/s, loss=0.620, pair=0.000, adv=4.879, sprd=0.015]
Ep 062/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:03,  2.14it/s, loss=0.620, pair=0.000, adv=4.879, sprd=0.015]
Ep 062/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:03,  2.14it/s, loss=0.620, pair=0.000, adv=4.173, sprd=0.020]
Ep 062/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:00,  2.22it/s, loss=0.620, pair=0.000, adv=4.173, sprd=0.020]
Ep 062/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:00,  2.22it/s, loss=0.620, pair=0.001, adv=3.514, sprd=0.017]
Ep 062/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:03,  2.12it/s, loss=0.620, pair=0.001, adv=3.514, sprd=0.017]
Ep 062/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:03,  2.12it/s, loss=0.636, pair=0.000, adv=4.654, sprd=0.024]
Ep 062/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.17it/s, loss=0.636, pair=0.000, adv=4.654, sprd=0.024]
Ep 062/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.17it/s, loss=0.613, pair=0.003, adv=3.571, sprd=0.018]
Ep 062/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.03it/s, loss=0.613, pair=0.003, adv=3.571, sprd=0.018]
Ep 062/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.03it/s, loss=0.632, pair=0.002, adv=5.143, sprd=0.024]
Ep 062/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.10it/s, loss=0.632, pair=0.002, adv=5.143, sprd=0.024]
Ep 062/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.10it/s, loss=0.584, pair=0.001, adv=4.230, sprd=0.014]
Ep 062/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.584, pair=0.001, adv=4.230, sprd=0.014]
Ep 062/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:03,  2.04it/s, loss=0.626, pair=0.001, adv=4.086, sprd=0.020]
Ep 062/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.626, pair=0.001, adv=4.086, sprd=0.020]
Ep 062/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.633, pair=0.000, adv=4.063, sprd=0.021]
Ep 062/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:06,  1.94it/s, loss=0.633, pair=0.000, adv=4.063, sprd=0.021]
Ep 062/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:06,  1.94it/s, loss=0.672, pair=0.000, adv=5.544, sprd=0.028]
Ep 062/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:01,  2.06it/s, loss=0.672, pair=0.000, adv=5.544, sprd=0.028]
Ep 062/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:01,  2.06it/s, loss=0.630, pair=0.000, adv=4.778, sprd=0.019]
Ep 062/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:02,  2.02it/s, loss=0.630, pair=0.000, adv=4.778, sprd=0.019]
Ep 062/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:02,  2.02it/s, loss=0.690, pair=0.000, adv=4.972, sprd=0.029]
Ep 062/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.13it/s, loss=0.690, pair=0.000, adv=4.972, sprd=0.029]
Ep 062/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.13it/s, loss=0.669, pair=0.000, adv=3.917, sprd=0.027]
Ep 062/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.01it/s, loss=0.669, pair=0.000, adv=3.917, sprd=0.027]
Ep 062/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.01it/s, loss=0.629, pair=0.000, adv=4.028, sprd=0.016]
Ep 062/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.629, pair=0.000, adv=4.028, sprd=0.016]
Ep 062/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.15it/s, loss=0.628, pair=0.000, adv=4.634, sprd=0.018]
Ep 062/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.628, pair=0.000, adv=4.634, sprd=0.018]
Ep 062/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.634, pair=0.000, adv=3.345, sprd=0.019]
Ep 062/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.16it/s, loss=0.634, pair=0.000, adv=3.345, sprd=0.019]
Ep 062/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:55,  2.16it/s, loss=0.662, pair=0.000, adv=4.765, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.06it/s, loss=0.662, pair=0.000, adv=4.765, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.06it/s, loss=0.659, pair=0.000, adv=4.418, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.14it/s, loss=0.659, pair=0.000, adv=4.418, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.14it/s, loss=0.638, pair=0.000, adv=5.959, sprd=0.024]
Ep 062/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.02it/s, loss=0.638, pair=0.000, adv=5.959, sprd=0.024]
Ep 062/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.02it/s, loss=0.666, pair=0.000, adv=5.520, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:55,  2.12it/s, loss=0.666, pair=0.000, adv=5.520, sprd=0.026]
Ep 062/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.12it/s, loss=0.653, pair=0.000, adv=4.857, sprd=0.024]
Ep 062/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.02it/s, loss=0.653, pair=0.000, adv=4.857, sprd=0.024]
Ep 062/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.02it/s, loss=0.669, pair=0.000, adv=3.785, sprd=0.024]
Ep 062/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.13it/s, loss=0.669, pair=0.000, adv=3.785, sprd=0.024]
Ep 062/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.13it/s, loss=0.684, pair=0.000, adv=5.721, sprd=0.029]
Ep 062/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.684, pair=0.000, adv=5.721, sprd=0.029]
Ep 062/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.637, pair=0.000, adv=4.751, sprd=0.021]
Ep 062/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.15it/s, loss=0.637, pair=0.000, adv=4.751, sprd=0.021]
Ep 062/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:52,  2.15it/s, loss=0.621, pair=0.000, adv=4.184, sprd=0.017]
Ep 062/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.07it/s, loss=0.621, pair=0.000, adv=4.184, sprd=0.017]
Ep 062/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.07it/s, loss=0.596, pair=0.000, adv=4.457, sprd=0.016]
Ep 062/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.596, pair=0.000, adv=4.457, sprd=0.016]
Ep 062/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.17it/s, loss=0.627, pair=0.001, adv=4.812, sprd=0.019]
Ep 062/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:53,  2.07it/s, loss=0.627, pair=0.001, adv=4.812, sprd=0.019]
Ep 062/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:53,  2.07it/s, loss=0.610, pair=0.002, adv=4.869, sprd=0.018]
Ep 062/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.610, pair=0.002, adv=4.869, sprd=0.018]
Ep 062/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:50,  2.17it/s, loss=0.612, pair=0.001, adv=3.962, sprd=0.019]
Ep 062/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:52,  2.05it/s, loss=0.612, pair=0.001, adv=3.962, sprd=0.019]
Ep 062/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:52,  2.05it/s, loss=0.589, pair=0.000, adv=3.608, sprd=0.014]
Ep 062/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.15it/s, loss=0.589, pair=0.000, adv=3.608, sprd=0.014]
Ep 062/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:49,  2.15it/s, loss=0.624, pair=0.001, adv=4.287, sprd=0.016]
Ep 062/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:50,  2.11it/s, loss=0.624, pair=0.001, adv=4.287, sprd=0.016]
Ep 062/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:50,  2.11it/s, loss=0.696, pair=0.000, adv=5.445, sprd=0.035]
Ep 062/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.16it/s, loss=0.696, pair=0.000, adv=5.445, sprd=0.035]
Ep 062/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:48,  2.16it/s, loss=0.685, pair=0.000, adv=5.404, sprd=0.028]
Ep 062/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.06it/s, loss=0.685, pair=0.000, adv=5.404, sprd=0.028]
Ep 062/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.06it/s, loss=0.689, pair=0.000, adv=5.517, sprd=0.032]
Ep 062/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.689, pair=0.000, adv=5.517, sprd=0.032]
Ep 062/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.652, pair=0.000, adv=4.756, sprd=0.025]
Ep 062/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.05it/s, loss=0.652, pair=0.000, adv=4.756, sprd=0.025]
Ep 062/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.05it/s, loss=0.668, pair=0.004, adv=5.039, sprd=0.027]
Ep 062/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.14it/s, loss=0.668, pair=0.004, adv=5.039, sprd=0.027]
Ep 062/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.14it/s, loss=0.555, pair=0.000, adv=3.269, sprd=0.013]
Ep 062/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:51,  1.92it/s, loss=0.555, pair=0.000, adv=3.269, sprd=0.013]
Ep 062/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:51,  1.92it/s, loss=0.576, pair=0.001, adv=3.313, sprd=0.011]
Ep 062/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:47,  2.09it/s, loss=0.576, pair=0.001, adv=3.313, sprd=0.011]
Ep 062/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:47,  2.09it/s, loss=0.703, pair=0.001, adv=5.468, sprd=0.023]
Ep 062/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.02it/s, loss=0.703, pair=0.001, adv=5.468, sprd=0.023]
Ep 062/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.02it/s, loss=0.617, pair=0.000, adv=5.170, sprd=0.017]
Ep 062/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.13it/s, loss=0.617, pair=0.000, adv=5.170, sprd=0.017]
Ep 062/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.13it/s, loss=0.679, pair=0.001, adv=4.315, sprd=0.021]
Ep 062/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.06it/s, loss=0.679, pair=0.001, adv=4.315, sprd=0.021]
Ep 062/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.06it/s, loss=0.634, pair=0.000, adv=4.132, sprd=0.020]
Ep 062/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.16it/s, loss=0.634, pair=0.000, adv=4.132, sprd=0.020]
Ep 062/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.16it/s, loss=0.668, pair=0.054, adv=5.434, sprd=0.027]
Ep 062/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.02it/s, loss=0.668, pair=0.054, adv=5.434, sprd=0.027]
Ep 062/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:46,  2.02it/s, loss=0.645, pair=0.000, adv=5.137, sprd=0.022]
Ep 062/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.645, pair=0.000, adv=5.137, sprd=0.022]
Ep 062/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.625, pair=0.002, adv=4.650, sprd=0.018]
Ep 062/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.07it/s, loss=0.625, pair=0.002, adv=4.650, sprd=0.018]
Ep 062/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.07it/s, loss=0.638, pair=0.000, adv=5.360, sprd=0.021]
Ep 062/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.17it/s, loss=0.638, pair=0.000, adv=5.360, sprd=0.021]
Ep 062/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.17it/s, loss=0.618, pair=0.000, adv=4.919, sprd=0.015]
Ep 062/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.12it/s, loss=0.618, pair=0.000, adv=4.919, sprd=0.015]
Ep 062/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:42,  2.12it/s, loss=0.615, pair=0.000, adv=3.652, sprd=0.014]
Ep 062/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:39,  2.26it/s, loss=0.615, pair=0.000, adv=3.652, sprd=0.014]
Ep 062/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:39,  2.26it/s, loss=0.677, pair=0.002, adv=5.075, sprd=0.030]
Ep 062/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.12it/s, loss=0.677, pair=0.002, adv=5.075, sprd=0.030]
Ep 062/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:41,  2.12it/s, loss=0.632, pair=0.001, adv=4.714, sprd=0.020]
Ep 062/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.20it/s, loss=0.632, pair=0.001, adv=4.714, sprd=0.020]
Ep 062/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.20it/s, loss=0.617, pair=0.000, adv=3.861, sprd=0.018]
Ep 062/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.04it/s, loss=0.617, pair=0.000, adv=3.861, sprd=0.018]
Ep 062/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.04it/s, loss=0.625, pair=0.000, adv=4.589, sprd=0.020]
Ep 062/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.625, pair=0.000, adv=4.589, sprd=0.020]
Ep 062/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.646, pair=0.000, adv=4.623, sprd=0.024]
Ep 062/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.03it/s, loss=0.646, pair=0.000, adv=4.623, sprd=0.024]
Ep 062/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.03it/s, loss=0.616, pair=0.000, adv=4.263, sprd=0.015]
Ep 062/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.17it/s, loss=0.616, pair=0.000, adv=4.263, sprd=0.015]
Ep 062/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.17it/s, loss=0.638, pair=0.000, adv=5.311, sprd=0.025]
Ep 062/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.06it/s, loss=0.638, pair=0.000, adv=5.311, sprd=0.025]
Ep 062/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.06it/s, loss=0.664, pair=0.000, adv=4.654, sprd=0.022]
Ep 062/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.16it/s, loss=0.664, pair=0.000, adv=4.654, sprd=0.022]
Ep 062/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.16it/s, loss=0.597, pair=0.000, adv=4.028, sprd=0.012]
Ep 062/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:37,  2.11it/s, loss=0.597, pair=0.000, adv=4.028, sprd=0.012]
Ep 062/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:37,  2.11it/s, loss=1.908, pair=3.592, adv=4.776, sprd=0.026]
Ep 062/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.17it/s, loss=1.908, pair=3.592, adv=4.776, sprd=0.026]
Ep 062/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:36,  2.17it/s, loss=0.586, pair=0.000, adv=3.716, sprd=0.012]
Ep 062/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.06it/s, loss=0.586, pair=0.000, adv=3.716, sprd=0.012]
Ep 062/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.06it/s, loss=0.643, pair=0.000, adv=5.165, sprd=0.024]
Ep 062/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:36,  2.13it/s, loss=0.643, pair=0.000, adv=5.165, sprd=0.024]
Ep 062/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:36,  2.13it/s, loss=0.668, pair=0.000, adv=4.793, sprd=0.020]
Ep 062/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.03it/s, loss=0.668, pair=0.000, adv=4.793, sprd=0.020]
Ep 062/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.03it/s, loss=0.597, pair=0.000, adv=5.370, sprd=0.016]
Ep 062/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.14it/s, loss=0.597, pair=0.000, adv=5.370, sprd=0.016]
Ep 062/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.14it/s, loss=0.664, pair=0.000, adv=5.011, sprd=0.024]
Ep 062/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.07it/s, loss=0.664, pair=0.000, adv=5.011, sprd=0.024]
Ep 062/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.07it/s, loss=0.645, pair=0.000, adv=5.634, sprd=0.021]
Ep 062/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.19it/s, loss=0.645, pair=0.000, adv=5.634, sprd=0.021]
Ep 062/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.19it/s, loss=0.644, pair=0.000, adv=6.039, sprd=0.022]
Ep 062/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.10it/s, loss=0.644, pair=0.000, adv=6.039, sprd=0.022]
Ep 062/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.10it/s, loss=0.625, pair=0.000, adv=5.607, sprd=0.019]
Ep 062/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.20it/s, loss=0.625, pair=0.000, adv=5.607, sprd=0.019]
Ep 062/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.20it/s, loss=0.647, pair=0.000, adv=5.017, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:36,  1.93it/s, loss=0.647, pair=0.000, adv=5.017, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:36,  1.93it/s, loss=0.653, pair=0.000, adv=5.977, sprd=0.025]
Ep 062/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:33,  2.05it/s, loss=0.653, pair=0.000, adv=5.977, sprd=0.025]
Ep 062/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:33,  2.05it/s, loss=0.652, pair=0.000, adv=5.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.01it/s, loss=0.652, pair=0.000, adv=5.516, sprd=0.019]
Ep 062/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.01it/s, loss=0.640, pair=0.000, adv=5.362, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:32,  2.08it/s, loss=0.640, pair=0.000, adv=5.362, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:32,  2.08it/s, loss=0.707, pair=0.000, adv=5.480, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.01it/s, loss=0.707, pair=0.000, adv=5.480, sprd=0.026]
Ep 062/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.01it/s, loss=0.611, pair=0.000, adv=4.752, sprd=0.019]
Ep 062/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.10it/s, loss=0.611, pair=0.000, adv=4.752, sprd=0.019]
Ep 062/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.10it/s, loss=0.605, pair=0.000, adv=4.256, sprd=0.015]
Ep 062/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.03it/s, loss=0.605, pair=0.000, adv=4.256, sprd=0.015]
Ep 062/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.03it/s, loss=0.653, pair=0.000, adv=4.792, sprd=0.022]
Ep 062/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.14it/s, loss=0.653, pair=0.000, adv=4.792, sprd=0.022]
Ep 062/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.14it/s, loss=0.688, pair=0.001, adv=5.327, sprd=0.019]
Ep 062/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.10it/s, loss=0.688, pair=0.001, adv=5.327, sprd=0.019]
Ep 062/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.10it/s, loss=0.638, pair=0.001, adv=6.324, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.20it/s, loss=0.638, pair=0.001, adv=6.324, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.20it/s, loss=0.659, pair=0.001, adv=5.157, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.10it/s, loss=0.659, pair=0.001, adv=5.157, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.10it/s, loss=0.654, pair=0.004, adv=4.839, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.20it/s, loss=0.654, pair=0.004, adv=4.839, sprd=0.021]
Ep 062/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.20it/s, loss=0.663, pair=0.000, adv=6.112, sprd=0.028]
Ep 062/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.06it/s, loss=0.663, pair=0.000, adv=6.112, sprd=0.028]
Ep 062/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.06it/s, loss=0.653, pair=0.000, adv=5.546, sprd=0.022]
Ep 062/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.16it/s, loss=0.653, pair=0.000, adv=5.546, sprd=0.022]
Ep 062/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.16it/s, loss=2.234, pair=4.375, adv=5.857, sprd=0.022]
Ep 062/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.07it/s, loss=2.234, pair=4.375, adv=5.857, sprd=0.022]
Ep 062/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:26,  2.07it/s, loss=0.631, pair=0.004, adv=4.939, sprd=0.019]
Ep 062/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.18it/s, loss=0.631, pair=0.004, adv=4.939, sprd=0.019]
Ep 062/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.18it/s, loss=0.593, pair=0.000, adv=4.240, sprd=0.013]
Ep 062/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.11it/s, loss=0.593, pair=0.000, adv=4.240, sprd=0.013]
Ep 062/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:25,  2.11it/s, loss=0.630, pair=0.002, adv=3.924, sprd=0.018]
Ep 062/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.20it/s, loss=0.630, pair=0.002, adv=3.924, sprd=0.018]
Ep 062/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.20it/s, loss=0.685, pair=0.000, adv=5.579, sprd=0.034]
Ep 062/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.05it/s, loss=0.685, pair=0.000, adv=5.579, sprd=0.034]
Ep 062/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.05it/s, loss=0.618, pair=0.000, adv=4.967, sprd=0.019]
Ep 062/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.15it/s, loss=0.618, pair=0.000, adv=4.967, sprd=0.019]
Ep 062/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.15it/s, loss=0.648, pair=0.000, adv=4.705, sprd=0.020]
Ep 062/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.07it/s, loss=0.648, pair=0.000, adv=4.705, sprd=0.020]
Ep 062/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.07it/s, loss=0.639, pair=0.000, adv=5.311, sprd=0.022]
Ep 062/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.639, pair=0.000, adv=5.311, sprd=0.022]
Ep 062/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.652, pair=0.004, adv=4.892, sprd=0.026]
Ep 062/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.05it/s, loss=0.652, pair=0.004, adv=4.892, sprd=0.026]
Ep 062/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.05it/s, loss=0.647, pair=0.000, adv=5.690, sprd=0.021]
Ep 062/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.18it/s, loss=0.647, pair=0.000, adv=5.690, sprd=0.021]
Ep 062/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.18it/s, loss=0.654, pair=0.002, adv=4.515, sprd=0.023]
Ep 062/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:23,  1.97it/s, loss=0.654, pair=0.002, adv=4.515, sprd=0.023]
Ep 062/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:23,  1.97it/s, loss=0.640, pair=0.000, adv=4.366, sprd=0.022]
Ep 062/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.07it/s, loss=0.640, pair=0.000, adv=4.366, sprd=0.022]
Ep 062/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.07it/s, loss=0.661, pair=0.001, adv=4.605, sprd=0.025]
Ep 062/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:22,  2.00it/s, loss=0.661, pair=0.001, adv=4.605, sprd=0.025]
Ep 062/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:22,  2.00it/s, loss=0.653, pair=0.000, adv=4.814, sprd=0.022]
Ep 062/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.653, pair=0.000, adv=4.814, sprd=0.022]
Ep 062/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.624, pair=0.000, adv=4.205, sprd=0.017]
Ep 062/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.04it/s, loss=0.624, pair=0.000, adv=4.205, sprd=0.017]
Ep 062/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.04it/s, loss=0.659, pair=0.000, adv=5.735, sprd=0.024]
Ep 062/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.15it/s, loss=0.659, pair=0.000, adv=5.735, sprd=0.024]
Ep 062/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.15it/s, loss=0.645, pair=0.000, adv=6.074, sprd=0.023]
Ep 062/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.07it/s, loss=0.645, pair=0.000, adv=6.074, sprd=0.023]
Ep 062/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.07it/s, loss=0.663, pair=0.000, adv=4.948, sprd=0.027]
Ep 062/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.15it/s, loss=0.663, pair=0.000, adv=4.948, sprd=0.027]
Ep 062/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.15it/s, loss=0.684, pair=0.000, adv=5.778, sprd=0.031]
Ep 062/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.02it/s, loss=0.684, pair=0.000, adv=5.778, sprd=0.031]
Ep 062/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.02it/s, loss=0.655, pair=0.000, adv=5.017, sprd=0.025]
Ep 062/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.13it/s, loss=0.655, pair=0.000, adv=5.017, sprd=0.025]
Ep 062/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.13it/s, loss=0.597, pair=0.000, adv=4.610, sprd=0.014]
Ep 062/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.06it/s, loss=0.597, pair=0.000, adv=4.610, sprd=0.014]
Ep 062/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.06it/s, loss=0.626, pair=0.000, adv=4.683, sprd=0.018]
Ep 062/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:15,  2.21it/s, loss=0.626, pair=0.000, adv=4.683, sprd=0.018]
Ep 062/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:15,  2.21it/s, loss=0.660, pair=0.000, adv=5.281, sprd=0.022]
Ep 062/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.07it/s, loss=0.660, pair=0.000, adv=5.281, sprd=0.022]
Ep 062/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.07it/s, loss=0.650, pair=0.000, adv=4.857, sprd=0.025]
Ep 062/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.15it/s, loss=0.650, pair=0.000, adv=4.857, sprd=0.025]
Ep 062/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.15it/s, loss=0.656, pair=0.000, adv=5.244, sprd=0.028]
Ep 062/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.00it/s, loss=0.656, pair=0.000, adv=5.244, sprd=0.028]
Ep 062/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.00it/s, loss=0.639, pair=0.000, adv=4.098, sprd=0.022]
Ep 062/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.10it/s, loss=0.639, pair=0.000, adv=4.098, sprd=0.022]
Ep 062/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.10it/s, loss=0.604, pair=0.005, adv=4.390, sprd=0.017]
Ep 062/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.04it/s, loss=0.604, pair=0.005, adv=4.390, sprd=0.017]
Ep 062/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.04it/s, loss=0.638, pair=0.003, adv=5.097, sprd=0.021]
Ep 062/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.15it/s, loss=0.638, pair=0.003, adv=5.097, sprd=0.021]
Ep 062/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.15it/s, loss=0.636, pair=0.005, adv=4.618, sprd=0.020]
Ep 062/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.05it/s, loss=0.636, pair=0.005, adv=4.618, sprd=0.020]
Ep 062/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.05it/s, loss=0.668, pair=0.006, adv=4.660, sprd=0.027]
Ep 062/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.14it/s, loss=0.668, pair=0.006, adv=4.660, sprd=0.027]
Ep 062/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.14it/s, loss=1.048, pair=1.203, adv=6.409, sprd=0.022]
Ep 062/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.06it/s, loss=1.048, pair=1.203, adv=6.409, sprd=0.022]
Ep 062/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.06it/s, loss=0.645, pair=0.002, adv=4.893, sprd=0.019]
Ep 062/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.20it/s, loss=0.645, pair=0.002, adv=4.893, sprd=0.019]
Ep 062/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.20it/s, loss=0.633, pair=0.000, adv=4.596, sprd=0.020]
Ep 062/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.07it/s, loss=0.633, pair=0.000, adv=4.596, sprd=0.020]
Ep 062/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.07it/s, loss=0.645, pair=0.002, adv=6.390, sprd=0.024]
Ep 062/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.16it/s, loss=0.645, pair=0.002, adv=6.390, sprd=0.024]
Ep 062/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.16it/s, loss=0.680, pair=0.000, adv=4.658, sprd=0.020]
Ep 062/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.07it/s, loss=0.680, pair=0.000, adv=4.658, sprd=0.020]
Ep 062/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.07it/s, loss=0.652, pair=0.001, adv=4.066, sprd=0.023]
Ep 062/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.17it/s, loss=0.652, pair=0.001, adv=4.066, sprd=0.023]
Ep 062/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.17it/s, loss=0.639, pair=0.001, adv=4.609, sprd=0.020]
Ep 062/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.05it/s, loss=0.639, pair=0.001, adv=4.609, sprd=0.020]
Ep 062/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.05it/s, loss=0.621, pair=0.005, adv=3.580, sprd=0.014]
Ep 062/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.21it/s, loss=0.621, pair=0.005, adv=3.580, sprd=0.014]
Ep 062/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.21it/s, loss=0.668, pair=0.000, adv=5.040, sprd=0.024]
Ep 062/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:09,  1.97it/s, loss=0.668, pair=0.000, adv=5.040, sprd=0.024]
Ep 062/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:09,  1.97it/s, loss=0.631, pair=0.000, adv=4.823, sprd=0.021]
Ep 062/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:08,  2.08it/s, loss=0.631, pair=0.000, adv=4.823, sprd=0.021]
Ep 062/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:08,  2.08it/s, loss=0.636, pair=0.000, adv=3.970, sprd=0.017]
Ep 062/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.04it/s, loss=0.636, pair=0.000, adv=3.970, sprd=0.017]
Ep 062/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.04it/s, loss=0.624, pair=0.000, adv=4.482, sprd=0.020]
Ep 062/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.16it/s, loss=0.624, pair=0.000, adv=4.482, sprd=0.020]
Ep 062/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.16it/s, loss=0.686, pair=0.001, adv=6.095, sprd=0.032]
Ep 062/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.05it/s, loss=0.686, pair=0.001, adv=6.095, sprd=0.032]
Ep 062/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.05it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.022]
Ep 062/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.17it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.022]
Ep 062/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.17it/s, loss=0.659, pair=0.000, adv=5.394, sprd=0.020]
Ep 062/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.10it/s, loss=0.659, pair=0.000, adv=5.394, sprd=0.020]
Ep 062/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.10it/s, loss=0.643, pair=0.001, adv=3.968, sprd=0.021]
Ep 062/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.20it/s, loss=0.643, pair=0.001, adv=3.968, sprd=0.021]
Ep 062/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.20it/s, loss=0.597, pair=0.000, adv=4.145, sprd=0.014]
Ep 062/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.11it/s, loss=0.597, pair=0.000, adv=4.145, sprd=0.014]
Ep 062/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.11it/s, loss=0.636, pair=0.001, adv=5.183, sprd=0.022]
Ep 062/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.19it/s, loss=0.636, pair=0.001, adv=5.183, sprd=0.022]
Ep 062/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.19it/s, loss=0.609, pair=0.000, adv=4.276, sprd=0.017]
Ep 062/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.08it/s, loss=0.609, pair=0.000, adv=4.276, sprd=0.017]
Ep 062/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.08it/s, loss=0.639, pair=0.000, adv=4.906, sprd=0.018]
Ep 062/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.20it/s, loss=0.639, pair=0.000, adv=4.906, sprd=0.018]
Ep 062/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.20it/s, loss=0.728, pair=0.001, adv=6.040, sprd=0.034]
Ep 062/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.04it/s, loss=0.728, pair=0.001, adv=6.040, sprd=0.034]
Ep 062/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.04it/s, loss=0.649, pair=0.000, adv=3.834, sprd=0.020]
Ep 062/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.15it/s, loss=0.649, pair=0.000, adv=3.834, sprd=0.020]
Ep 062/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.15it/s, loss=0.647, pair=0.000, adv=4.511, sprd=0.016]
Ep 062/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.08it/s, loss=0.647, pair=0.000, adv=4.511, sprd=0.016]
Ep 062/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.08it/s, loss=0.606, pair=0.000, adv=4.335, sprd=0.015]
Ep 062/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.19it/s, loss=0.606, pair=0.000, adv=4.335, sprd=0.015]
Ep 062/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.19it/s, loss=0.647, pair=0.000, adv=4.635, sprd=0.024]
Ep 062/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.08it/s, loss=0.647, pair=0.000, adv=4.635, sprd=0.024]
Ep 062/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.08it/s, loss=0.642, pair=0.000, adv=4.383, sprd=0.020]
Ep 062/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.19it/s, loss=0.642, pair=0.000, adv=4.383, sprd=0.020]
Ep 062/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.19it/s, loss=0.641, pair=0.000, adv=4.826, sprd=0.019]
Ep 062/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.12it/s, loss=0.641, pair=0.000, adv=4.826, sprd=0.019]
                                                                                                              
Epoch 062/80 [S3:+sens]  loss=0.6557  mat=0.2679  sens=1.0848  pair=0.0477  adv=4.7561(rand=3.47)  deg=0.0054  orth=0.0009  spread=0.0214  q_mean=52.3  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.76e-05  216s

Ep 063/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 063/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.663, pair=0.000, adv=4.524, sprd=0.026]
Ep 063/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:39,  1.02s/it, loss=0.663, pair=0.000, adv=4.524, sprd=0.026]
Ep 063/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:39,  1.02s/it, loss=0.614, pair=0.000, adv=4.278, sprd=0.017]
Ep 063/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:56,  1.52it/s, loss=0.614, pair=0.000, adv=4.278, sprd=0.017]
Ep 063/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:56,  1.52it/s, loss=0.684, pair=0.000, adv=4.476, sprd=0.019]
Ep 063/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:27,  1.68it/s, loss=0.684, pair=0.000, adv=4.476, sprd=0.019]
Ep 063/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:27,  1.68it/s, loss=0.641, pair=0.000, adv=3.768, sprd=0.018]
Ep 063/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:50,  1.95it/s, loss=0.641, pair=0.000, adv=3.768, sprd=0.018]
Ep 063/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:50,  1.95it/s, loss=0.662, pair=0.001, adv=4.874, sprd=0.026]
Ep 063/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:53,  1.92it/s, loss=0.662, pair=0.001, adv=4.874, sprd=0.026]
Ep 063/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:53,  1.92it/s, loss=0.654, pair=0.000, adv=5.482, sprd=0.025]
Ep 063/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:39,  2.04it/s, loss=0.654, pair=0.000, adv=5.482, sprd=0.025]
Ep 063/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:39,  2.04it/s, loss=0.643, pair=0.000, adv=5.254, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:45,  1.98it/s, loss=0.643, pair=0.000, adv=5.254, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:45,  1.98it/s, loss=0.652, pair=0.001, adv=5.524, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:31,  2.10it/s, loss=0.652, pair=0.001, adv=5.524, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:31,  2.10it/s, loss=0.594, pair=0.000, adv=3.743, sprd=0.014]
Ep 063/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:56,  1.88it/s, loss=0.594, pair=0.000, adv=3.743, sprd=0.014]
Ep 063/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:56,  1.88it/s, loss=0.625, pair=0.003, adv=4.942, sprd=0.020]
Ep 063/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:39,  2.02it/s, loss=0.625, pair=0.003, adv=4.942, sprd=0.020]
Ep 063/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:39,  2.02it/s, loss=0.664, pair=0.003, adv=5.011, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:44,  1.97it/s, loss=0.664, pair=0.003, adv=5.011, sprd=0.023]
Ep 063/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:44,  1.97it/s, loss=0.644, pair=0.000, adv=5.204, sprd=0.023]
Ep 063/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.644, pair=0.000, adv=5.204, sprd=0.023]
Ep 063/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.659, pair=0.001, adv=4.515, sprd=0.019]
Ep 063/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:31,  2.08it/s, loss=0.659, pair=0.001, adv=4.515, sprd=0.019]
Ep 063/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:31,  2.08it/s, loss=0.652, pair=0.000, adv=4.412, sprd=0.023]
Ep 063/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.19it/s, loss=0.652, pair=0.000, adv=4.412, sprd=0.023]
Ep 063/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.19it/s, loss=0.675, pair=0.000, adv=4.901, sprd=0.024]
Ep 063/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:28,  2.10it/s, loss=0.675, pair=0.000, adv=4.901, sprd=0.024]
Ep 063/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:28,  2.10it/s, loss=0.597, pair=0.000, adv=4.332, sprd=0.016]
Ep 063/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.597, pair=0.000, adv=4.332, sprd=0.016]
Ep 063/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.687, pair=0.000, adv=4.372, sprd=0.031]
Ep 063/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:30,  2.07it/s, loss=0.687, pair=0.000, adv=4.372, sprd=0.031]
Ep 063/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:30,  2.07it/s, loss=0.657, pair=0.000, adv=4.176, sprd=0.023]
Ep 063/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.16it/s, loss=0.657, pair=0.000, adv=4.176, sprd=0.023]
Ep 063/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.16it/s, loss=0.635, pair=0.000, adv=4.435, sprd=0.018]
Ep 063/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:27,  2.09it/s, loss=0.635, pair=0.000, adv=4.435, sprd=0.018]
Ep 063/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:27,  2.09it/s, loss=0.628, pair=0.006, adv=5.116, sprd=0.017]
Ep 063/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:15,  2.21it/s, loss=0.628, pair=0.006, adv=5.116, sprd=0.017]
Ep 063/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:15,  2.21it/s, loss=0.658, pair=0.000, adv=4.690, sprd=0.025]
Ep 063/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.08it/s, loss=0.658, pair=0.000, adv=4.690, sprd=0.025]
Ep 063/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.08it/s, loss=0.630, pair=0.000, adv=5.559, sprd=0.021]
Ep 063/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:18,  2.17it/s, loss=0.630, pair=0.000, adv=5.559, sprd=0.021]
Ep 063/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.649, pair=0.000, adv=4.367, sprd=0.020]
Ep 063/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:26,  2.08it/s, loss=0.649, pair=0.000, adv=4.367, sprd=0.020]
Ep 063/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:26,  2.08it/s, loss=0.591, pair=0.002, adv=4.572, sprd=0.013]
Ep 063/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:16,  2.19it/s, loss=0.591, pair=0.002, adv=4.572, sprd=0.013]
Ep 063/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:16,  2.19it/s, loss=0.637, pair=0.000, adv=3.725, sprd=0.016]
Ep 063/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:20,  2.14it/s, loss=0.637, pair=0.000, adv=3.725, sprd=0.016]
Ep 063/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:20,  2.14it/s, loss=0.662, pair=0.001, adv=4.385, sprd=0.028]
Ep 063/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:15,  2.18it/s, loss=0.662, pair=0.001, adv=4.385, sprd=0.028]
Ep 063/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:15,  2.18it/s, loss=0.702, pair=0.000, adv=4.506, sprd=0.023]
Ep 063/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:24,  2.09it/s, loss=0.702, pair=0.000, adv=4.506, sprd=0.023]
Ep 063/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:24,  2.09it/s, loss=0.594, pair=0.000, adv=3.546, sprd=0.016]
Ep 063/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:15,  2.17it/s, loss=0.594, pair=0.000, adv=3.546, sprd=0.016]
Ep 063/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.17it/s, loss=0.667, pair=0.000, adv=4.099, sprd=0.025]
Ep 063/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:25,  2.06it/s, loss=0.667, pair=0.000, adv=4.099, sprd=0.025]
Ep 063/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:25,  2.06it/s, loss=0.630, pair=0.003, adv=3.579, sprd=0.015]
Ep 063/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:12,  2.19it/s, loss=0.630, pair=0.003, adv=3.579, sprd=0.015]
Ep 063/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:12,  2.19it/s, loss=0.633, pair=0.002, adv=4.527, sprd=0.021]
Ep 063/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.633, pair=0.002, adv=4.527, sprd=0.021]
Ep 063/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.665, pair=0.000, adv=4.943, sprd=0.024]
Ep 063/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:13,  2.17it/s, loss=0.665, pair=0.000, adv=4.943, sprd=0.024]
Ep 063/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.17it/s, loss=0.639, pair=0.000, adv=5.598, sprd=0.024]
Ep 063/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.639, pair=0.000, adv=5.598, sprd=0.024]
Ep 063/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.650, pair=0.000, adv=4.764, sprd=0.023]
Ep 063/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:13,  2.17it/s, loss=0.650, pair=0.000, adv=4.764, sprd=0.023]
Ep 063/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:13,  2.17it/s, loss=0.602, pair=0.000, adv=4.825, sprd=0.015]
Ep 063/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.08it/s, loss=0.602, pair=0.000, adv=4.825, sprd=0.015]
Ep 063/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.08it/s, loss=0.619, pair=0.000, adv=5.078, sprd=0.017]
Ep 063/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:07,  2.22it/s, loss=0.619, pair=0.000, adv=5.078, sprd=0.017]
Ep 063/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:07,  2.22it/s, loss=0.649, pair=0.001, adv=4.508, sprd=0.027]
Ep 063/80 [S3:+sens]:   8%|▏  | 37/453 [00:17<03:20,  2.08it/s, loss=0.649, pair=0.001, adv=4.508, sprd=0.027]
Ep 063/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.08it/s, loss=0.682, pair=0.006, adv=4.800, sprd=0.027]
Ep 063/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.16it/s, loss=0.682, pair=0.006, adv=4.800, sprd=0.027]
Ep 063/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:11,  2.16it/s, loss=0.614, pair=0.003, adv=4.487, sprd=0.018]
Ep 063/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:30,  1.97it/s, loss=0.614, pair=0.003, adv=4.487, sprd=0.018]
Ep 063/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:30,  1.97it/s, loss=0.661, pair=0.003, adv=5.461, sprd=0.025]
Ep 063/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:18,  2.08it/s, loss=0.661, pair=0.003, adv=5.461, sprd=0.025]
Ep 063/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:18,  2.08it/s, loss=0.647, pair=0.006, adv=5.129, sprd=0.023]
Ep 063/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:24,  2.01it/s, loss=0.647, pair=0.006, adv=5.129, sprd=0.023]
Ep 063/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:24,  2.01it/s, loss=0.639, pair=0.005, adv=5.035, sprd=0.020]
Ep 063/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.13it/s, loss=0.639, pair=0.005, adv=5.035, sprd=0.020]
Ep 063/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.13it/s, loss=0.589, pair=0.000, adv=4.064, sprd=0.016]
Ep 063/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:19,  2.06it/s, loss=0.589, pair=0.000, adv=4.064, sprd=0.016]
Ep 063/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:19,  2.06it/s, loss=0.624, pair=0.000, adv=4.945, sprd=0.019]
Ep 063/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.624, pair=0.000, adv=4.945, sprd=0.019]
Ep 063/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.636, pair=0.000, adv=4.882, sprd=0.023]
Ep 063/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:17,  2.06it/s, loss=0.636, pair=0.000, adv=4.882, sprd=0.023]
Ep 063/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:17,  2.06it/s, loss=0.642, pair=0.000, adv=5.203, sprd=0.023]
Ep 063/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:09,  2.15it/s, loss=0.642, pair=0.000, adv=5.203, sprd=0.023]
Ep 063/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:09,  2.15it/s, loss=0.617, pair=0.000, adv=4.962, sprd=0.018]
Ep 063/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:13,  2.10it/s, loss=0.617, pair=0.000, adv=4.962, sprd=0.018]
Ep 063/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:13,  2.10it/s, loss=0.640, pair=0.000, adv=4.662, sprd=0.020]
Ep 063/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:04,  2.20it/s, loss=0.640, pair=0.000, adv=4.662, sprd=0.020]
Ep 063/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:04,  2.20it/s, loss=0.647, pair=0.000, adv=5.009, sprd=0.024]
Ep 063/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:13,  2.09it/s, loss=0.647, pair=0.000, adv=5.009, sprd=0.024]
Ep 063/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:13,  2.09it/s, loss=0.601, pair=0.000, adv=4.646, sprd=0.015]
Ep 063/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:00,  2.23it/s, loss=0.601, pair=0.000, adv=4.646, sprd=0.015]
Ep 063/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:00,  2.23it/s, loss=0.671, pair=0.000, adv=4.144, sprd=0.018]
Ep 063/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:10,  2.11it/s, loss=0.671, pair=0.000, adv=4.144, sprd=0.018]
Ep 063/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:10,  2.11it/s, loss=0.606, pair=0.000, adv=3.543, sprd=0.017]
Ep 063/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:03,  2.18it/s, loss=0.606, pair=0.000, adv=3.543, sprd=0.017]
Ep 063/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:03,  2.18it/s, loss=0.621, pair=0.000, adv=4.894, sprd=0.021]
Ep 063/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.07it/s, loss=0.621, pair=0.000, adv=4.894, sprd=0.021]
Ep 063/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.07it/s, loss=0.598, pair=0.000, adv=3.810, sprd=0.015]
Ep 063/80 [S3:+sens]:  12%|▎  | 54/453 [00:25<03:03,  2.17it/s, loss=0.598, pair=0.000, adv=3.810, sprd=0.015]
Ep 063/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:03,  2.17it/s, loss=0.654, pair=0.000, adv=5.017, sprd=0.022]
Ep 063/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:09,  2.10it/s, loss=0.654, pair=0.000, adv=5.017, sprd=0.022]
Ep 063/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:09,  2.10it/s, loss=0.635, pair=0.000, adv=5.025, sprd=0.021]
Ep 063/80 [S3:+sens]:  12%|▎  | 56/453 [00:26<03:02,  2.18it/s, loss=0.635, pair=0.000, adv=5.025, sprd=0.021]
Ep 063/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.649, pair=0.001, adv=3.972, sprd=0.021]
Ep 063/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:10,  2.08it/s, loss=0.649, pair=0.001, adv=3.972, sprd=0.021]
Ep 063/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:10,  2.08it/s, loss=0.607, pair=0.001, adv=3.763, sprd=0.014]
Ep 063/80 [S3:+sens]:  13%|▍  | 58/453 [00:27<02:58,  2.21it/s, loss=0.607, pair=0.001, adv=3.763, sprd=0.014]
Ep 063/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<02:58,  2.21it/s, loss=0.628, pair=0.001, adv=3.926, sprd=0.020]
Ep 063/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.628, pair=0.001, adv=3.926, sprd=0.020]
Ep 063/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.608, pair=0.006, adv=3.429, sprd=0.014]
Ep 063/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<02:56,  2.23it/s, loss=0.608, pair=0.006, adv=3.429, sprd=0.014]
Ep 063/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:56,  2.23it/s, loss=0.646, pair=0.003, adv=5.210, sprd=0.023]
Ep 063/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:05,  2.11it/s, loss=0.646, pair=0.003, adv=5.210, sprd=0.023]
Ep 063/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:05,  2.11it/s, loss=0.615, pair=0.001, adv=3.874, sprd=0.015]
Ep 063/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<02:52,  2.27it/s, loss=0.615, pair=0.001, adv=3.874, sprd=0.015]
Ep 063/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:52,  2.27it/s, loss=0.635, pair=0.001, adv=4.973, sprd=0.022]
Ep 063/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:11,  2.04it/s, loss=0.635, pair=0.001, adv=4.973, sprd=0.022]
Ep 063/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:11,  2.04it/s, loss=0.654, pair=0.002, adv=4.792, sprd=0.026]
Ep 063/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<03:03,  2.12it/s, loss=0.654, pair=0.002, adv=4.792, sprd=0.026]
Ep 063/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.12it/s, loss=0.618, pair=0.000, adv=4.490, sprd=0.017]
Ep 063/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.618, pair=0.000, adv=4.490, sprd=0.017]
Ep 063/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.656, pair=0.000, adv=5.686, sprd=0.024]
Ep 063/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:58,  2.17it/s, loss=0.656, pair=0.000, adv=5.686, sprd=0.024]
Ep 063/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:58,  2.17it/s, loss=0.698, pair=0.000, adv=5.156, sprd=0.025]
Ep 063/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:06,  2.07it/s, loss=0.698, pair=0.000, adv=5.156, sprd=0.025]
Ep 063/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:06,  2.07it/s, loss=0.623, pair=0.000, adv=4.473, sprd=0.019]
Ep 063/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:57,  2.17it/s, loss=0.623, pair=0.000, adv=4.473, sprd=0.019]
Ep 063/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:57,  2.17it/s, loss=0.647, pair=0.000, adv=4.317, sprd=0.022]
Ep 063/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:06,  2.06it/s, loss=0.647, pair=0.000, adv=4.317, sprd=0.022]
Ep 063/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:06,  2.06it/s, loss=0.638, pair=0.000, adv=3.785, sprd=0.020]
Ep 063/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:58,  2.15it/s, loss=0.638, pair=0.000, adv=3.785, sprd=0.020]
Ep 063/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.649, pair=0.000, adv=4.325, sprd=0.021]
Ep 063/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.05it/s, loss=0.649, pair=0.000, adv=4.325, sprd=0.021]
Ep 063/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.05it/s, loss=0.658, pair=0.000, adv=4.389, sprd=0.028]
Ep 063/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<03:00,  2.12it/s, loss=0.658, pair=0.000, adv=4.389, sprd=0.028]
Ep 063/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:00,  2.12it/s, loss=0.643, pair=0.000, adv=4.884, sprd=0.022]
Ep 063/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:05,  2.05it/s, loss=0.643, pair=0.000, adv=4.884, sprd=0.022]
Ep 063/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:05,  2.05it/s, loss=0.642, pair=0.001, adv=4.666, sprd=0.020]
Ep 063/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:54,  2.17it/s, loss=0.642, pair=0.001, adv=4.666, sprd=0.020]
Ep 063/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:54,  2.17it/s, loss=0.620, pair=0.001, adv=3.776, sprd=0.018]
Ep 063/80 [S3:+sens]:  17%|▍  | 75/453 [00:35<03:03,  2.06it/s, loss=0.620, pair=0.001, adv=3.776, sprd=0.018]
Ep 063/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:03,  2.06it/s, loss=0.620, pair=0.000, adv=4.542, sprd=0.020]
Ep 063/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:55,  2.15it/s, loss=0.620, pair=0.000, adv=4.542, sprd=0.020]
Ep 063/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:55,  2.15it/s, loss=0.649, pair=0.000, adv=4.756, sprd=0.021]
Ep 063/80 [S3:+sens]:  17%|▌  | 77/453 [00:36<03:01,  2.08it/s, loss=0.649, pair=0.000, adv=4.756, sprd=0.021]
Ep 063/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.08it/s, loss=0.605, pair=0.000, adv=3.467, sprd=0.017]
Ep 063/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:52,  2.17it/s, loss=0.605, pair=0.000, adv=3.467, sprd=0.017]
Ep 063/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:52,  2.17it/s, loss=0.617, pair=0.000, adv=4.602, sprd=0.018]
Ep 063/80 [S3:+sens]:  17%|▌  | 79/453 [00:37<03:01,  2.06it/s, loss=0.617, pair=0.000, adv=4.602, sprd=0.018]
Ep 063/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:01,  2.06it/s, loss=0.623, pair=0.000, adv=4.135, sprd=0.018]
Ep 063/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:51,  2.17it/s, loss=0.623, pair=0.000, adv=4.135, sprd=0.018]
Ep 063/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:51,  2.17it/s, loss=0.666, pair=0.002, adv=5.120, sprd=0.023]
Ep 063/80 [S3:+sens]:  18%|▌  | 81/453 [00:38<02:57,  2.09it/s, loss=0.666, pair=0.002, adv=5.120, sprd=0.023]
Ep 063/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:57,  2.09it/s, loss=0.630, pair=0.000, adv=5.338, sprd=0.021]
Ep 063/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:50,  2.17it/s, loss=0.630, pair=0.000, adv=5.338, sprd=0.021]
Ep 063/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:50,  2.17it/s, loss=0.630, pair=0.000, adv=3.236, sprd=0.022]
Ep 063/80 [S3:+sens]:  18%|▌  | 83/453 [00:39<03:01,  2.04it/s, loss=0.630, pair=0.000, adv=3.236, sprd=0.022]
Ep 063/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:01,  2.04it/s, loss=0.630, pair=0.002, adv=4.556, sprd=0.021]
Ep 063/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:52,  2.14it/s, loss=0.630, pair=0.002, adv=4.556, sprd=0.021]
Ep 063/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:52,  2.14it/s, loss=0.673, pair=0.000, adv=4.571, sprd=0.025]
Ep 063/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<02:57,  2.07it/s, loss=0.673, pair=0.000, adv=4.571, sprd=0.025]
Ep 063/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:57,  2.07it/s, loss=0.626, pair=0.000, adv=3.457, sprd=0.021]
Ep 063/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.626, pair=0.000, adv=3.457, sprd=0.021]
Ep 063/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.614, pair=0.002, adv=3.728, sprd=0.016]
Ep 063/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:55,  2.09it/s, loss=0.614, pair=0.002, adv=3.728, sprd=0.016]
Ep 063/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:55,  2.09it/s, loss=0.636, pair=0.000, adv=5.362, sprd=0.022]
Ep 063/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:46,  2.19it/s, loss=0.636, pair=0.000, adv=5.362, sprd=0.022]
Ep 063/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:46,  2.19it/s, loss=0.630, pair=0.000, adv=5.461, sprd=0.020]
Ep 063/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:54,  2.09it/s, loss=0.630, pair=0.000, adv=5.461, sprd=0.020]
Ep 063/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:54,  2.09it/s, loss=0.656, pair=0.000, adv=3.981, sprd=0.022]
Ep 063/80 [S3:+sens]:  20%|▌  | 90/453 [00:42<02:46,  2.17it/s, loss=0.656, pair=0.000, adv=3.981, sprd=0.022]
Ep 063/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.17it/s, loss=0.645, pair=0.000, adv=3.557, sprd=0.022]
Ep 063/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<03:05,  1.95it/s, loss=0.645, pair=0.000, adv=3.557, sprd=0.022]
Ep 063/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<03:05,  1.95it/s, loss=0.648, pair=0.000, adv=4.996, sprd=0.024]
Ep 063/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:54,  2.07it/s, loss=0.648, pair=0.000, adv=4.996, sprd=0.024]
Ep 063/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:54,  2.07it/s, loss=0.633, pair=0.000, adv=4.835, sprd=0.022]
Ep 063/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:59,  2.00it/s, loss=0.633, pair=0.000, adv=4.835, sprd=0.022]
Ep 063/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:59,  2.00it/s, loss=0.646, pair=0.000, adv=4.254, sprd=0.024]
Ep 063/80 [S3:+sens]:  21%|▌  | 94/453 [00:44<02:51,  2.09it/s, loss=0.646, pair=0.000, adv=4.254, sprd=0.024]
Ep 063/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:51,  2.09it/s, loss=0.649, pair=0.000, adv=5.185, sprd=0.025]
Ep 063/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:57,  2.01it/s, loss=0.649, pair=0.000, adv=5.185, sprd=0.025]
Ep 063/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:57,  2.01it/s, loss=0.653, pair=0.000, adv=3.922, sprd=0.027]
Ep 063/80 [S3:+sens]:  21%|▋  | 96/453 [00:45<02:51,  2.08it/s, loss=0.653, pair=0.000, adv=3.922, sprd=0.027]
Ep 063/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:51,  2.08it/s, loss=0.716, pair=0.001, adv=5.609, sprd=0.028]
Ep 063/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<03:00,  1.98it/s, loss=0.716, pair=0.001, adv=5.609, sprd=0.028]
Ep 063/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<03:00,  1.98it/s, loss=0.587, pair=0.000, adv=3.895, sprd=0.014]
Ep 063/80 [S3:+sens]:  22%|▋  | 98/453 [00:46<02:48,  2.11it/s, loss=0.587, pair=0.000, adv=3.895, sprd=0.014]
Ep 063/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:48,  2.11it/s, loss=0.591, pair=0.001, adv=4.049, sprd=0.014]
Ep 063/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.591, pair=0.001, adv=4.049, sprd=0.014]
Ep 063/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.650, pair=0.000, adv=4.012, sprd=0.026]
Ep 063/80 [S3:+sens]:  22%|▍ | 100/453 [00:47<02:46,  2.12it/s, loss=0.650, pair=0.000, adv=4.012, sprd=0.026]
Ep 063/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.12it/s, loss=0.646, pair=0.000, adv=5.276, sprd=0.023]
Ep 063/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.04it/s, loss=0.646, pair=0.000, adv=5.276, sprd=0.023]
Ep 063/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.04it/s, loss=0.645, pair=0.000, adv=3.891, sprd=0.021]
Ep 063/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:43,  2.14it/s, loss=0.645, pair=0.000, adv=3.891, sprd=0.021]
Ep 063/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.14it/s, loss=0.587, pair=0.001, adv=3.494, sprd=0.013]
Ep 063/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.03it/s, loss=0.587, pair=0.001, adv=3.494, sprd=0.013]
Ep 063/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.03it/s, loss=0.634, pair=0.000, adv=4.507, sprd=0.022]
Ep 063/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:44,  2.12it/s, loss=0.634, pair=0.000, adv=4.507, sprd=0.022]
Ep 063/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:44,  2.12it/s, loss=0.655, pair=0.000, adv=3.598, sprd=0.022]
Ep 063/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:51,  2.03it/s, loss=0.655, pair=0.000, adv=3.598, sprd=0.022]
Ep 063/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:51,  2.03it/s, loss=0.654, pair=0.000, adv=4.424, sprd=0.026]
Ep 063/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:44,  2.11it/s, loss=0.654, pair=0.000, adv=4.424, sprd=0.026]
Ep 063/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:44,  2.11it/s, loss=2.244, pair=0.000, adv=5.058, sprd=0.028]
Ep 063/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:52,  2.00it/s, loss=2.244, pair=0.000, adv=5.058, sprd=0.028]
Ep 063/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:52,  2.00it/s, loss=0.646, pair=0.000, adv=3.790, sprd=0.020]
Ep 063/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:42,  2.12it/s, loss=0.646, pair=0.000, adv=3.790, sprd=0.020]
Ep 063/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:42,  2.12it/s, loss=0.668, pair=0.000, adv=4.028, sprd=0.024]
Ep 063/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:49,  2.03it/s, loss=0.668, pair=0.000, adv=4.028, sprd=0.024]
Ep 063/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:49,  2.03it/s, loss=0.685, pair=0.000, adv=5.313, sprd=0.032]
Ep 063/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:42,  2.11it/s, loss=0.685, pair=0.000, adv=5.313, sprd=0.032]
Ep 063/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:42,  2.11it/s, loss=0.678, pair=0.000, adv=4.265, sprd=0.032]
Ep 063/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:51,  1.99it/s, loss=0.678, pair=0.000, adv=4.265, sprd=0.032]
Ep 063/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:51,  1.99it/s, loss=0.631, pair=0.000, adv=4.712, sprd=0.022]
Ep 063/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:43,  2.09it/s, loss=0.631, pair=0.000, adv=4.712, sprd=0.022]
Ep 063/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:43,  2.09it/s, loss=0.651, pair=0.000, adv=4.710, sprd=0.024]
Ep 063/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:48,  2.02it/s, loss=0.651, pair=0.000, adv=4.710, sprd=0.024]
Ep 063/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:48,  2.02it/s, loss=0.692, pair=0.000, adv=4.643, sprd=0.032]
Ep 063/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:41,  2.10it/s, loss=0.692, pair=0.000, adv=4.643, sprd=0.032]
Ep 063/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:41,  2.10it/s, loss=0.643, pair=0.000, adv=5.498, sprd=0.022]
Ep 063/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:48,  2.00it/s, loss=0.643, pair=0.000, adv=5.498, sprd=0.022]
Ep 063/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:48,  2.00it/s, loss=0.594, pair=0.000, adv=3.612, sprd=0.017]
Ep 063/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:39,  2.11it/s, loss=0.594, pair=0.000, adv=3.612, sprd=0.017]
Ep 063/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.677, pair=0.000, adv=5.379, sprd=0.030]
Ep 063/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:49,  1.98it/s, loss=0.677, pair=0.000, adv=5.379, sprd=0.030]
Ep 063/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:49,  1.98it/s, loss=0.661, pair=0.008, adv=3.556, sprd=0.027]
Ep 063/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:43,  2.06it/s, loss=0.661, pair=0.008, adv=3.556, sprd=0.027]
Ep 063/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:43,  2.06it/s, loss=0.730, pair=0.357, adv=4.489, sprd=0.016]
Ep 063/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:51,  1.95it/s, loss=0.730, pair=0.357, adv=4.489, sprd=0.016]
Ep 063/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:51,  1.95it/s, loss=0.665, pair=0.004, adv=4.502, sprd=0.025]
Ep 063/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:41,  2.06it/s, loss=0.665, pair=0.004, adv=4.502, sprd=0.025]
Ep 063/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:41,  2.06it/s, loss=0.644, pair=0.005, adv=4.350, sprd=0.021]
Ep 063/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:45,  2.01it/s, loss=0.644, pair=0.005, adv=4.350, sprd=0.021]
Ep 063/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:45,  2.01it/s, loss=0.634, pair=0.000, adv=3.812, sprd=0.022]
Ep 063/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:37,  2.09it/s, loss=0.634, pair=0.000, adv=3.812, sprd=0.022]
Ep 063/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:37,  2.09it/s, loss=0.594, pair=0.001, adv=4.172, sprd=0.013]
Ep 063/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:42,  2.04it/s, loss=0.594, pair=0.001, adv=4.172, sprd=0.013]
Ep 063/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:42,  2.04it/s, loss=0.631, pair=0.000, adv=3.886, sprd=0.019]
Ep 063/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:33,  2.14it/s, loss=0.631, pair=0.000, adv=3.886, sprd=0.019]
Ep 063/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:33,  2.14it/s, loss=0.665, pair=0.000, adv=4.664, sprd=0.029]
Ep 063/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:42,  2.02it/s, loss=0.665, pair=0.000, adv=4.664, sprd=0.029]
Ep 063/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:42,  2.02it/s, loss=0.613, pair=0.001, adv=4.571, sprd=0.018]
Ep 063/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:33,  2.14it/s, loss=0.613, pair=0.001, adv=4.571, sprd=0.018]
Ep 063/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:33,  2.14it/s, loss=0.620, pair=0.001, adv=4.835, sprd=0.020]
Ep 063/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.08it/s, loss=0.620, pair=0.001, adv=4.835, sprd=0.020]
Ep 063/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.08it/s, loss=0.661, pair=0.000, adv=4.135, sprd=0.025]
Ep 063/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.15it/s, loss=0.661, pair=0.000, adv=4.135, sprd=0.025]
Ep 063/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.15it/s, loss=0.618, pair=0.000, adv=4.215, sprd=0.019]
Ep 063/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:38,  2.05it/s, loss=0.618, pair=0.000, adv=4.215, sprd=0.019]
Ep 063/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:38,  2.05it/s, loss=0.612, pair=0.000, adv=3.897, sprd=0.015]
Ep 063/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.17it/s, loss=0.612, pair=0.000, adv=3.897, sprd=0.015]
Ep 063/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.17it/s, loss=0.658, pair=0.000, adv=5.326, sprd=0.024]
Ep 063/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:36,  2.05it/s, loss=0.658, pair=0.000, adv=5.326, sprd=0.024]
Ep 063/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.05it/s, loss=0.610, pair=0.000, adv=4.451, sprd=0.017]
Ep 063/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.17it/s, loss=0.610, pair=0.000, adv=4.451, sprd=0.017]
Ep 063/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.17it/s, loss=0.630, pair=0.005, adv=5.350, sprd=0.021]
Ep 063/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:34,  2.07it/s, loss=0.630, pair=0.005, adv=5.350, sprd=0.021]
Ep 063/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:34,  2.07it/s, loss=0.645, pair=0.000, adv=3.752, sprd=0.024]
Ep 063/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:28,  2.15it/s, loss=0.645, pair=0.000, adv=3.752, sprd=0.024]
Ep 063/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:28,  2.15it/s, loss=0.663, pair=0.000, adv=5.123, sprd=0.025]
Ep 063/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:33,  2.07it/s, loss=0.663, pair=0.000, adv=5.123, sprd=0.025]
Ep 063/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.648, pair=0.000, adv=5.458, sprd=0.024]
Ep 063/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=0.648, pair=0.000, adv=5.458, sprd=0.024]
Ep 063/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=1.438, pair=2.309, adv=4.374, sprd=0.021]
Ep 063/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=1.438, pair=2.309, adv=4.374, sprd=0.021]
Ep 063/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.663, pair=0.000, adv=4.598, sprd=0.021]
Ep 063/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.663, pair=0.000, adv=4.598, sprd=0.021]
Ep 063/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.635, pair=0.002, adv=4.170, sprd=0.022]
Ep 063/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:32,  2.06it/s, loss=0.635, pair=0.002, adv=4.170, sprd=0.022]
Ep 063/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:32,  2.06it/s, loss=0.669, pair=0.000, adv=4.298, sprd=0.029]
Ep 063/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.13it/s, loss=0.669, pair=0.000, adv=4.298, sprd=0.029]
Ep 063/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.13it/s, loss=0.675, pair=0.002, adv=4.610, sprd=0.029]
Ep 063/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:34,  2.02it/s, loss=0.675, pair=0.002, adv=4.610, sprd=0.029]
Ep 063/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:34,  2.02it/s, loss=0.647, pair=0.000, adv=4.882, sprd=0.024]
Ep 063/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.12it/s, loss=0.647, pair=0.000, adv=4.882, sprd=0.024]
Ep 063/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.12it/s, loss=0.619, pair=0.000, adv=4.282, sprd=0.020]
Ep 063/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:31,  2.04it/s, loss=0.619, pair=0.000, adv=4.282, sprd=0.020]
Ep 063/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:31,  2.04it/s, loss=0.646, pair=0.001, adv=4.419, sprd=0.018]
Ep 063/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.17it/s, loss=0.646, pair=0.001, adv=4.419, sprd=0.018]
Ep 063/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.17it/s, loss=0.568, pair=0.000, adv=3.283, sprd=0.012]
Ep 063/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:26,  2.11it/s, loss=0.568, pair=0.000, adv=3.283, sprd=0.012]
Ep 063/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:26,  2.11it/s, loss=0.649, pair=0.001, adv=4.397, sprd=0.024]
Ep 063/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:21,  2.18it/s, loss=0.649, pair=0.001, adv=4.397, sprd=0.024]
Ep 063/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.18it/s, loss=0.625, pair=0.000, adv=3.416, sprd=0.018]
Ep 063/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.625, pair=0.000, adv=3.416, sprd=0.018]
Ep 063/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.598, pair=0.001, adv=4.260, sprd=0.015]
Ep 063/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:19,  2.19it/s, loss=0.598, pair=0.001, adv=4.260, sprd=0.015]
Ep 063/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.656, pair=0.000, adv=3.908, sprd=0.017]
Ep 063/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:30,  2.02it/s, loss=0.656, pair=0.000, adv=3.908, sprd=0.017]
Ep 063/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:30,  2.02it/s, loss=0.603, pair=0.000, adv=3.732, sprd=0.015]
Ep 063/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:20,  2.15it/s, loss=0.603, pair=0.000, adv=3.732, sprd=0.015]
Ep 063/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.615, pair=0.000, adv=3.661, sprd=0.017]
Ep 063/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.08it/s, loss=0.615, pair=0.000, adv=3.661, sprd=0.017]
Ep 063/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.08it/s, loss=0.641, pair=0.000, adv=4.500, sprd=0.022]
Ep 063/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:18,  2.17it/s, loss=0.641, pair=0.000, adv=4.500, sprd=0.022]
Ep 063/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:18,  2.17it/s, loss=0.622, pair=0.000, adv=4.207, sprd=0.018]
Ep 063/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:23,  2.09it/s, loss=0.622, pair=0.000, adv=4.207, sprd=0.018]
Ep 063/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:23,  2.09it/s, loss=0.634, pair=0.000, adv=4.048, sprd=0.019]
Ep 063/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:16,  2.19it/s, loss=0.634, pair=0.000, adv=4.048, sprd=0.019]
Ep 063/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:16,  2.19it/s, loss=0.593, pair=0.000, adv=3.605, sprd=0.012]
Ep 063/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:19,  2.14it/s, loss=0.593, pair=0.000, adv=3.605, sprd=0.012]
Ep 063/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:19,  2.14it/s, loss=0.582, pair=0.000, adv=3.728, sprd=0.012]
Ep 063/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:13,  2.23it/s, loss=0.582, pair=0.000, adv=3.728, sprd=0.012]
Ep 063/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:13,  2.23it/s, loss=0.608, pair=0.000, adv=3.409, sprd=0.014]
Ep 063/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.608, pair=0.000, adv=3.409, sprd=0.014]
Ep 063/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.602, pair=0.000, adv=3.435, sprd=0.013]
Ep 063/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:12,  2.23it/s, loss=0.602, pair=0.000, adv=3.435, sprd=0.013]
Ep 063/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:12,  2.23it/s, loss=0.657, pair=0.000, adv=4.914, sprd=0.027]
Ep 063/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:18,  2.12it/s, loss=0.657, pair=0.000, adv=4.914, sprd=0.027]
Ep 063/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:18,  2.12it/s, loss=0.655, pair=0.001, adv=4.782, sprd=0.019]
Ep 063/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:09,  2.25it/s, loss=0.655, pair=0.001, adv=4.782, sprd=0.019]
Ep 063/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:09,  2.25it/s, loss=0.641, pair=0.001, adv=4.352, sprd=0.020]
Ep 063/80 [S3:+sens]:  36%|▋ | 161/453 [01:16<02:15,  2.16it/s, loss=0.641, pair=0.001, adv=4.352, sprd=0.020]
Ep 063/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:15,  2.16it/s, loss=0.663, pair=0.001, adv=4.046, sprd=0.027]
Ep 063/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.663, pair=0.001, adv=4.046, sprd=0.027]
Ep 063/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.648, pair=0.000, adv=4.211, sprd=0.015]
Ep 063/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:17,  2.10it/s, loss=0.648, pair=0.000, adv=4.211, sprd=0.015]
Ep 063/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:17,  2.10it/s, loss=0.611, pair=0.002, adv=4.059, sprd=0.014]
Ep 063/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:07,  2.27it/s, loss=0.611, pair=0.002, adv=4.059, sprd=0.014]
Ep 063/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:07,  2.27it/s, loss=0.645, pair=0.000, adv=4.782, sprd=0.024]
Ep 063/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:15,  2.13it/s, loss=0.645, pair=0.000, adv=4.782, sprd=0.024]
Ep 063/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:15,  2.13it/s, loss=0.628, pair=0.000, adv=4.321, sprd=0.019]
Ep 063/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:09,  2.21it/s, loss=0.628, pair=0.000, adv=4.321, sprd=0.019]
Ep 063/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:09,  2.21it/s, loss=0.608, pair=0.000, adv=4.437, sprd=0.016]
Ep 063/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:15,  2.11it/s, loss=0.608, pair=0.000, adv=4.437, sprd=0.016]
Ep 063/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:15,  2.11it/s, loss=0.621, pair=0.000, adv=4.637, sprd=0.017]
Ep 063/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.621, pair=0.000, adv=4.637, sprd=0.017]
Ep 063/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.664, pair=0.002, adv=4.988, sprd=0.024]
Ep 063/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:16,  2.09it/s, loss=0.664, pair=0.002, adv=4.988, sprd=0.024]
Ep 063/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:16,  2.09it/s, loss=0.608, pair=0.000, adv=3.823, sprd=0.013]
Ep 063/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:07,  2.22it/s, loss=0.608, pair=0.000, adv=3.823, sprd=0.013]
Ep 063/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:07,  2.22it/s, loss=0.687, pair=0.000, adv=4.610, sprd=0.030]
Ep 063/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:14,  2.10it/s, loss=0.687, pair=0.000, adv=4.610, sprd=0.030]
Ep 063/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:14,  2.10it/s, loss=0.629, pair=0.000, adv=6.111, sprd=0.022]
Ep 063/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:09,  2.17it/s, loss=0.629, pair=0.000, adv=6.111, sprd=0.022]
Ep 063/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:09,  2.17it/s, loss=0.665, pair=0.000, adv=4.888, sprd=0.031]
Ep 063/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:23,  1.95it/s, loss=0.665, pair=0.000, adv=4.888, sprd=0.031]
Ep 063/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:23,  1.95it/s, loss=0.676, pair=0.001, adv=4.407, sprd=0.026]
Ep 063/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:15,  2.06it/s, loss=0.676, pair=0.001, adv=4.407, sprd=0.026]
Ep 063/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:15,  2.06it/s, loss=0.662, pair=0.002, adv=5.373, sprd=0.024]
Ep 063/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:17,  2.03it/s, loss=0.662, pair=0.002, adv=5.373, sprd=0.024]
Ep 063/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:17,  2.03it/s, loss=0.637, pair=0.000, adv=4.365, sprd=0.025]
Ep 063/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:11,  2.10it/s, loss=0.637, pair=0.000, adv=4.365, sprd=0.025]
Ep 063/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:11,  2.10it/s, loss=0.669, pair=0.001, adv=5.395, sprd=0.031]
Ep 063/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:16,  2.02it/s, loss=0.669, pair=0.001, adv=5.395, sprd=0.031]
Ep 063/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:16,  2.02it/s, loss=0.575, pair=0.001, adv=4.492, sprd=0.012]
Ep 063/80 [S3:+sens]:  39%|▊ | 178/453 [01:24<02:07,  2.16it/s, loss=0.575, pair=0.001, adv=4.492, sprd=0.012]
Ep 063/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:07,  2.16it/s, loss=0.654, pair=0.000, adv=5.228, sprd=0.017]
Ep 063/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.654, pair=0.000, adv=5.228, sprd=0.017]
Ep 063/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.649, pair=0.000, adv=4.591, sprd=0.024]
Ep 063/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:07,  2.14it/s, loss=0.649, pair=0.000, adv=4.591, sprd=0.024]
Ep 063/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:07,  2.14it/s, loss=0.677, pair=0.000, adv=4.924, sprd=0.033]
Ep 063/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:15,  2.00it/s, loss=0.677, pair=0.000, adv=4.924, sprd=0.033]
Ep 063/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:15,  2.00it/s, loss=0.615, pair=0.000, adv=4.154, sprd=0.017]
Ep 063/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:07,  2.13it/s, loss=0.615, pair=0.000, adv=4.154, sprd=0.017]
Ep 063/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:07,  2.13it/s, loss=0.657, pair=0.000, adv=5.098, sprd=0.025]
Ep 063/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:12,  2.04it/s, loss=0.657, pair=0.000, adv=5.098, sprd=0.025]
Ep 063/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:12,  2.04it/s, loss=0.648, pair=0.000, adv=4.561, sprd=0.022]
Ep 063/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:06,  2.13it/s, loss=0.648, pair=0.000, adv=4.561, sprd=0.022]
Ep 063/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.13it/s, loss=0.648, pair=0.000, adv=5.039, sprd=0.020]
Ep 063/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:07,  2.10it/s, loss=0.648, pair=0.000, adv=5.039, sprd=0.020]
Ep 063/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:07,  2.10it/s, loss=0.623, pair=0.000, adv=4.482, sprd=0.020]
Ep 063/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:02,  2.18it/s, loss=0.623, pair=0.000, adv=4.482, sprd=0.020]
Ep 063/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.18it/s, loss=0.628, pair=0.000, adv=5.296, sprd=0.021]
Ep 063/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.08it/s, loss=0.628, pair=0.000, adv=5.296, sprd=0.021]
Ep 063/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.08it/s, loss=0.635, pair=0.001, adv=4.326, sprd=0.020]
Ep 063/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:02,  2.17it/s, loss=0.635, pair=0.001, adv=4.326, sprd=0.020]
Ep 063/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.17it/s, loss=0.642, pair=0.000, adv=4.732, sprd=0.021]
Ep 063/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.07it/s, loss=0.642, pair=0.000, adv=4.732, sprd=0.021]
Ep 063/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.07it/s, loss=0.657, pair=0.000, adv=6.179, sprd=0.024]
Ep 063/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:00,  2.18it/s, loss=0.657, pair=0.000, adv=6.179, sprd=0.024]
Ep 063/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:00,  2.18it/s, loss=0.670, pair=0.000, adv=3.837, sprd=0.017]
Ep 063/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:05,  2.09it/s, loss=0.670, pair=0.000, adv=3.837, sprd=0.017]
Ep 063/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:05,  2.09it/s, loss=0.635, pair=0.000, adv=5.735, sprd=0.024]
Ep 063/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:01,  2.16it/s, loss=0.635, pair=0.000, adv=5.735, sprd=0.024]
Ep 063/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:01,  2.16it/s, loss=0.609, pair=0.000, adv=4.621, sprd=0.016]
Ep 063/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:04,  2.09it/s, loss=0.609, pair=0.000, adv=4.621, sprd=0.016]
Ep 063/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:04,  2.09it/s, loss=0.619, pair=0.001, adv=4.090, sprd=0.019]
Ep 063/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:59,  2.17it/s, loss=0.619, pair=0.001, adv=4.090, sprd=0.019]
Ep 063/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.17it/s, loss=0.697, pair=0.001, adv=4.861, sprd=0.025]
Ep 063/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:05,  2.06it/s, loss=0.697, pair=0.001, adv=4.861, sprd=0.025]
Ep 063/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:05,  2.06it/s, loss=0.625, pair=0.002, adv=4.800, sprd=0.020]
Ep 063/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:58,  2.16it/s, loss=0.625, pair=0.002, adv=4.800, sprd=0.020]
Ep 063/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.16it/s, loss=0.657, pair=0.003, adv=3.732, sprd=0.020]
Ep 063/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.657, pair=0.003, adv=3.732, sprd=0.020]
Ep 063/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.662, pair=0.005, adv=4.548, sprd=0.024]
Ep 063/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:57,  2.16it/s, loss=0.662, pair=0.005, adv=4.548, sprd=0.024]
Ep 063/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.16it/s, loss=0.660, pair=0.006, adv=4.729, sprd=0.030]
Ep 063/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:05,  2.03it/s, loss=0.660, pair=0.006, adv=4.729, sprd=0.030]
Ep 063/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:05,  2.03it/s, loss=0.683, pair=0.002, adv=3.812, sprd=0.028]
Ep 063/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:59,  2.12it/s, loss=0.683, pair=0.002, adv=3.812, sprd=0.028]
Ep 063/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:59,  2.12it/s, loss=0.653, pair=0.004, adv=4.275, sprd=0.022]
Ep 063/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:10,  1.93it/s, loss=0.653, pair=0.004, adv=4.275, sprd=0.022]
Ep 063/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:10,  1.93it/s, loss=0.689, pair=0.006, adv=5.672, sprd=0.030]
Ep 063/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<02:02,  2.05it/s, loss=0.689, pair=0.006, adv=5.672, sprd=0.030]
Ep 063/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<02:02,  2.05it/s, loss=0.636, pair=0.006, adv=4.670, sprd=0.019]
Ep 063/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:05,  1.99it/s, loss=0.636, pair=0.006, adv=4.670, sprd=0.019]
Ep 063/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:05,  1.99it/s, loss=0.627, pair=0.004, adv=3.797, sprd=0.020]
Ep 063/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:59,  2.09it/s, loss=0.627, pair=0.004, adv=3.797, sprd=0.020]
Ep 063/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:59,  2.09it/s, loss=0.638, pair=0.001, adv=3.893, sprd=0.018]
Ep 063/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<02:00,  2.05it/s, loss=0.638, pair=0.001, adv=3.893, sprd=0.018]
Ep 063/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.05it/s, loss=0.664, pair=0.008, adv=4.856, sprd=0.020]
Ep 063/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:53,  2.19it/s, loss=0.664, pair=0.008, adv=4.856, sprd=0.020]
Ep 063/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:53,  2.19it/s, loss=0.741, pair=0.006, adv=3.986, sprd=0.030]
Ep 063/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<01:59,  2.06it/s, loss=0.741, pair=0.006, adv=3.986, sprd=0.030]
Ep 063/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:59,  2.06it/s, loss=0.580, pair=0.004, adv=4.161, sprd=0.012]
Ep 063/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:52,  2.18it/s, loss=0.580, pair=0.004, adv=4.161, sprd=0.012]
Ep 063/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:52,  2.18it/s, loss=0.700, pair=0.005, adv=5.029, sprd=0.033]
Ep 063/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:58,  2.06it/s, loss=0.700, pair=0.005, adv=5.029, sprd=0.033]
Ep 063/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.06it/s, loss=0.653, pair=0.006, adv=4.409, sprd=0.025]
Ep 063/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.14it/s, loss=0.653, pair=0.006, adv=4.409, sprd=0.025]
Ep 063/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.14it/s, loss=0.666, pair=0.002, adv=4.401, sprd=0.022]
Ep 063/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:56,  2.08it/s, loss=0.666, pair=0.002, adv=4.401, sprd=0.022]
Ep 063/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:56,  2.08it/s, loss=0.654, pair=0.005, adv=4.307, sprd=0.025]
Ep 063/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.14it/s, loss=0.654, pair=0.005, adv=4.307, sprd=0.025]
Ep 063/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.14it/s, loss=0.685, pair=0.003, adv=4.701, sprd=0.024]
Ep 063/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:58,  2.03it/s, loss=0.685, pair=0.003, adv=4.701, sprd=0.024]
Ep 063/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:58,  2.03it/s, loss=0.572, pair=0.001, adv=3.402, sprd=0.013]
Ep 063/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.572, pair=0.001, adv=3.402, sprd=0.013]
Ep 063/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.660, pair=0.000, adv=4.217, sprd=0.024]
Ep 063/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:55,  2.06it/s, loss=0.660, pair=0.000, adv=4.217, sprd=0.024]
Ep 063/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.06it/s, loss=0.672, pair=0.001, adv=5.712, sprd=0.027]
Ep 063/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.14it/s, loss=0.672, pair=0.001, adv=5.712, sprd=0.027]
Ep 063/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.14it/s, loss=0.623, pair=0.000, adv=4.339, sprd=0.021]
Ep 063/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:54,  2.05it/s, loss=0.623, pair=0.000, adv=4.339, sprd=0.021]
Ep 063/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:54,  2.05it/s, loss=0.605, pair=0.001, adv=4.054, sprd=0.018]
Ep 063/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.605, pair=0.001, adv=4.054, sprd=0.018]
Ep 063/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.655, pair=0.000, adv=5.023, sprd=0.024]
Ep 063/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:53,  2.06it/s, loss=0.655, pair=0.000, adv=5.023, sprd=0.024]
Ep 063/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.06it/s, loss=0.670, pair=0.000, adv=4.927, sprd=0.028]
Ep 063/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:48,  2.14it/s, loss=0.670, pair=0.000, adv=4.927, sprd=0.028]
Ep 063/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:48,  2.14it/s, loss=0.622, pair=0.000, adv=5.423, sprd=0.022]
Ep 063/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:55,  2.01it/s, loss=0.622, pair=0.000, adv=5.423, sprd=0.022]
Ep 063/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:55,  2.01it/s, loss=0.598, pair=0.000, adv=5.032, sprd=0.015]
Ep 063/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:48,  2.13it/s, loss=0.598, pair=0.000, adv=5.032, sprd=0.015]
Ep 063/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.13it/s, loss=0.662, pair=0.000, adv=4.660, sprd=0.018]
Ep 063/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.07it/s, loss=0.662, pair=0.000, adv=4.660, sprd=0.018]
Ep 063/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.07it/s, loss=0.611, pair=0.000, adv=3.893, sprd=0.018]
Ep 063/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:46,  2.15it/s, loss=0.611, pair=0.000, adv=3.893, sprd=0.018]
Ep 063/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.15it/s, loss=0.592, pair=0.000, adv=3.185, sprd=0.019]
Ep 063/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.05it/s, loss=0.592, pair=0.000, adv=3.185, sprd=0.019]
Ep 063/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.05it/s, loss=0.628, pair=0.001, adv=4.466, sprd=0.018]
Ep 063/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:44,  2.18it/s, loss=0.628, pair=0.001, adv=4.466, sprd=0.018]
Ep 063/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:44,  2.18it/s, loss=0.641, pair=0.000, adv=4.511, sprd=0.021]
Ep 063/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.07it/s, loss=0.641, pair=0.000, adv=4.511, sprd=0.021]
Ep 063/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.07it/s, loss=0.681, pair=0.000, adv=4.432, sprd=0.028]
Ep 063/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:44,  2.16it/s, loss=0.681, pair=0.000, adv=4.432, sprd=0.028]
Ep 063/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.16it/s, loss=0.666, pair=0.001, adv=4.854, sprd=0.025]
Ep 063/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:54,  1.95it/s, loss=0.666, pair=0.001, adv=4.854, sprd=0.025]
Ep 063/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:54,  1.95it/s, loss=1.857, pair=0.003, adv=4.158, sprd=0.034]
Ep 063/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:49,  2.03it/s, loss=1.857, pair=0.003, adv=4.158, sprd=0.034]
Ep 063/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:49,  2.03it/s, loss=0.666, pair=0.000, adv=5.262, sprd=0.025]
Ep 063/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:50,  2.00it/s, loss=0.666, pair=0.000, adv=5.262, sprd=0.025]
Ep 063/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:50,  2.00it/s, loss=0.634, pair=0.000, adv=4.366, sprd=0.022]
Ep 063/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:45,  2.10it/s, loss=0.634, pair=0.000, adv=4.366, sprd=0.022]
Ep 063/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:45,  2.10it/s, loss=0.649, pair=0.000, adv=3.753, sprd=0.023]
Ep 063/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.649, pair=0.000, adv=3.753, sprd=0.023]
Ep 063/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.613, pair=0.000, adv=4.513, sprd=0.017]
Ep 063/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:41,  2.15it/s, loss=0.613, pair=0.000, adv=4.513, sprd=0.017]
Ep 063/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.15it/s, loss=0.652, pair=0.000, adv=4.962, sprd=0.024]
Ep 063/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.08it/s, loss=0.652, pair=0.000, adv=4.962, sprd=0.024]
Ep 063/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.08it/s, loss=0.637, pair=0.000, adv=4.195, sprd=0.023]
Ep 063/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:41,  2.15it/s, loss=0.637, pair=0.000, adv=4.195, sprd=0.023]
Ep 063/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.15it/s, loss=0.655, pair=0.000, adv=4.555, sprd=0.024]
Ep 063/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.655, pair=0.000, adv=4.555, sprd=0.024]
Ep 063/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.633, pair=0.000, adv=4.002, sprd=0.021]
Ep 063/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:39,  2.15it/s, loss=0.633, pair=0.000, adv=4.002, sprd=0.021]
Ep 063/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.15it/s, loss=0.637, pair=0.001, adv=4.408, sprd=0.020]
Ep 063/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:42,  2.08it/s, loss=0.637, pair=0.001, adv=4.408, sprd=0.020]
Ep 063/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:42,  2.08it/s, loss=0.646, pair=0.001, adv=4.840, sprd=0.020]
Ep 063/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:36,  2.21it/s, loss=0.646, pair=0.001, adv=4.840, sprd=0.020]
Ep 063/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:36,  2.21it/s, loss=0.648, pair=0.000, adv=4.122, sprd=0.021]
Ep 063/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:40,  2.11it/s, loss=0.648, pair=0.000, adv=4.122, sprd=0.021]
Ep 063/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:40,  2.11it/s, loss=0.609, pair=0.000, adv=4.198, sprd=0.018]
Ep 063/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:36,  2.18it/s, loss=0.609, pair=0.000, adv=4.198, sprd=0.018]
Ep 063/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:36,  2.18it/s, loss=0.629, pair=0.000, adv=5.213, sprd=0.022]
Ep 063/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:40,  2.09it/s, loss=0.629, pair=0.000, adv=5.213, sprd=0.022]
Ep 063/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:40,  2.09it/s, loss=0.653, pair=0.000, adv=4.692, sprd=0.022]
Ep 063/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.653, pair=0.000, adv=4.692, sprd=0.022]
Ep 063/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.691, pair=0.000, adv=5.005, sprd=0.033]
Ep 063/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:40,  2.07it/s, loss=0.691, pair=0.000, adv=5.005, sprd=0.033]
Ep 063/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.07it/s, loss=0.611, pair=0.000, adv=4.196, sprd=0.019]
Ep 063/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.14it/s, loss=0.611, pair=0.000, adv=4.196, sprd=0.019]
Ep 063/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.14it/s, loss=0.663, pair=0.005, adv=4.228, sprd=0.029]
Ep 063/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:41,  2.03it/s, loss=0.663, pair=0.005, adv=4.228, sprd=0.029]
Ep 063/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:41,  2.03it/s, loss=0.641, pair=0.000, adv=4.207, sprd=0.021]
Ep 063/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.641, pair=0.000, adv=4.207, sprd=0.021]
Ep 063/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.677, pair=0.000, adv=4.813, sprd=0.026]
Ep 063/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:40,  2.03it/s, loss=0.677, pair=0.000, adv=4.813, sprd=0.026]
Ep 063/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.670, pair=0.000, adv=5.155, sprd=0.031]
Ep 063/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:37,  2.09it/s, loss=0.670, pair=0.000, adv=5.155, sprd=0.031]
Ep 063/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:37,  2.09it/s, loss=0.693, pair=0.000, adv=4.263, sprd=0.019]
Ep 063/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:39,  2.02it/s, loss=0.693, pair=0.000, adv=4.263, sprd=0.019]
Ep 063/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.02it/s, loss=0.647, pair=0.000, adv=4.260, sprd=0.024]
Ep 063/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.647, pair=0.000, adv=4.260, sprd=0.024]
Ep 063/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.615, pair=0.000, adv=3.729, sprd=0.020]
Ep 063/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:39,  2.01it/s, loss=0.615, pair=0.000, adv=3.729, sprd=0.020]
Ep 063/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:39,  2.01it/s, loss=0.669, pair=0.000, adv=5.226, sprd=0.025]
Ep 063/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:34,  2.11it/s, loss=0.669, pair=0.000, adv=5.226, sprd=0.025]
Ep 063/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:34,  2.11it/s, loss=0.587, pair=0.000, adv=4.379, sprd=0.013]
Ep 063/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:36,  2.06it/s, loss=0.587, pair=0.000, adv=4.379, sprd=0.013]
Ep 063/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:36,  2.06it/s, loss=0.665, pair=0.000, adv=4.863, sprd=0.026]
Ep 063/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:31,  2.14it/s, loss=0.665, pair=0.000, adv=4.863, sprd=0.026]
Ep 063/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:31,  2.14it/s, loss=0.654, pair=0.000, adv=5.478, sprd=0.025]
Ep 063/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:37,  2.01it/s, loss=0.654, pair=0.000, adv=5.478, sprd=0.025]
Ep 063/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:37,  2.01it/s, loss=0.604, pair=0.000, adv=4.642, sprd=0.016]
Ep 063/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:31,  2.13it/s, loss=0.604, pair=0.000, adv=4.642, sprd=0.016]
Ep 063/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:31,  2.13it/s, loss=0.644, pair=0.000, adv=4.124, sprd=0.020]
Ep 063/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:39,  1.94it/s, loss=0.644, pair=0.000, adv=4.124, sprd=0.020]
Ep 063/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:39,  1.94it/s, loss=0.613, pair=0.001, adv=3.609, sprd=0.015]
Ep 063/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:33,  2.07it/s, loss=0.613, pair=0.001, adv=3.609, sprd=0.015]
Ep 063/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:33,  2.07it/s, loss=0.632, pair=0.000, adv=4.512, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:34,  2.03it/s, loss=0.632, pair=0.000, adv=4.512, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:34,  2.03it/s, loss=0.636, pair=0.001, adv=3.968, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.636, pair=0.001, adv=3.968, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.635, pair=0.000, adv=5.594, sprd=0.021]
Ep 063/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:30,  2.09it/s, loss=0.635, pair=0.000, adv=5.594, sprd=0.021]
Ep 063/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.09it/s, loss=0.631, pair=0.000, adv=4.150, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.17it/s, loss=0.631, pair=0.000, adv=4.150, sprd=0.020]
Ep 063/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.17it/s, loss=0.652, pair=0.000, adv=4.476, sprd=0.022]
Ep 063/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.05it/s, loss=0.652, pair=0.000, adv=4.476, sprd=0.022]
Ep 063/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.655, pair=0.001, adv=5.341, sprd=0.026]
Ep 063/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.14it/s, loss=0.655, pair=0.001, adv=5.341, sprd=0.026]
Ep 063/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.14it/s, loss=0.721, pair=0.000, adv=5.613, sprd=0.025]
Ep 063/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.721, pair=0.000, adv=5.613, sprd=0.025]
Ep 063/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.625, pair=0.000, adv=4.860, sprd=0.020]
Ep 063/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:25,  2.16it/s, loss=0.625, pair=0.000, adv=4.860, sprd=0.020]
Ep 063/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.645, pair=0.000, adv=4.337, sprd=0.026]
Ep 063/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:30,  2.02it/s, loss=0.645, pair=0.000, adv=4.337, sprd=0.026]
Ep 063/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:30,  2.02it/s, loss=0.623, pair=0.000, adv=4.939, sprd=0.019]
Ep 063/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:26,  2.12it/s, loss=0.623, pair=0.000, adv=4.939, sprd=0.019]
Ep 063/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:26,  2.12it/s, loss=0.581, pair=0.002, adv=4.110, sprd=0.013]
Ep 063/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:29,  2.04it/s, loss=0.581, pair=0.002, adv=4.110, sprd=0.013]
Ep 063/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:29,  2.04it/s, loss=0.654, pair=0.000, adv=4.918, sprd=0.023]
Ep 063/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:24,  2.15it/s, loss=0.654, pair=0.000, adv=4.918, sprd=0.023]
Ep 063/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.15it/s, loss=0.643, pair=0.000, adv=4.212, sprd=0.021]
Ep 063/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.06it/s, loss=0.643, pair=0.000, adv=4.212, sprd=0.021]
Ep 063/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.06it/s, loss=0.644, pair=0.001, adv=4.180, sprd=0.024]
Ep 063/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:23,  2.14it/s, loss=0.644, pair=0.001, adv=4.180, sprd=0.024]
Ep 063/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:23,  2.14it/s, loss=0.651, pair=0.000, adv=5.172, sprd=0.024]
Ep 063/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.04it/s, loss=0.651, pair=0.000, adv=5.172, sprd=0.024]
Ep 063/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.04it/s, loss=0.658, pair=0.000, adv=4.823, sprd=0.024]
Ep 063/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.14it/s, loss=0.658, pair=0.000, adv=4.823, sprd=0.024]
Ep 063/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.14it/s, loss=0.628, pair=0.000, adv=4.890, sprd=0.020]
Ep 063/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.08it/s, loss=0.628, pair=0.000, adv=4.890, sprd=0.020]
Ep 063/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.08it/s, loss=0.637, pair=0.001, adv=4.205, sprd=0.019]
Ep 063/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:19,  2.19it/s, loss=0.637, pair=0.001, adv=4.205, sprd=0.019]
Ep 063/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:19,  2.19it/s, loss=0.709, pair=0.000, adv=4.994, sprd=0.024]
Ep 063/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:22,  2.11it/s, loss=0.709, pair=0.000, adv=4.994, sprd=0.024]
Ep 063/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:22,  2.11it/s, loss=0.674, pair=0.000, adv=5.246, sprd=0.031]
Ep 063/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.16it/s, loss=0.674, pair=0.000, adv=5.246, sprd=0.031]
Ep 063/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.16it/s, loss=0.575, pair=0.000, adv=3.788, sprd=0.012]
Ep 063/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.575, pair=0.000, adv=3.788, sprd=0.012]
Ep 063/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.633, pair=0.000, adv=4.091, sprd=0.017]
Ep 063/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:17,  2.20it/s, loss=0.633, pair=0.000, adv=4.091, sprd=0.017]
Ep 063/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:17,  2.20it/s, loss=0.615, pair=0.000, adv=4.045, sprd=0.020]
Ep 063/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:26,  1.96it/s, loss=0.615, pair=0.000, adv=4.045, sprd=0.020]
Ep 063/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:26,  1.96it/s, loss=0.656, pair=0.002, adv=4.204, sprd=0.025]
Ep 063/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:21,  2.06it/s, loss=0.656, pair=0.002, adv=4.204, sprd=0.025]
Ep 063/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:21,  2.06it/s, loss=0.602, pair=0.000, adv=4.051, sprd=0.015]
Ep 063/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:24,  2.00it/s, loss=0.602, pair=0.000, adv=4.051, sprd=0.015]
Ep 063/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:24,  2.00it/s, loss=0.617, pair=0.000, adv=3.782, sprd=0.015]
Ep 063/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:18,  2.13it/s, loss=0.617, pair=0.000, adv=3.782, sprd=0.015]
Ep 063/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.13it/s, loss=0.640, pair=0.000, adv=4.211, sprd=0.018]
Ep 063/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.640, pair=0.000, adv=4.211, sprd=0.018]
Ep 063/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.640, pair=0.001, adv=4.513, sprd=0.024]
Ep 063/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.14it/s, loss=0.640, pair=0.001, adv=4.513, sprd=0.024]
Ep 063/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:17,  2.14it/s, loss=0.624, pair=0.000, adv=3.382, sprd=0.019]
Ep 063/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:20,  2.04it/s, loss=0.624, pair=0.000, adv=3.382, sprd=0.019]
Ep 063/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:20,  2.04it/s, loss=0.627, pair=0.000, adv=4.479, sprd=0.020]
Ep 063/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:16,  2.13it/s, loss=0.627, pair=0.000, adv=4.479, sprd=0.020]
Ep 063/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:16,  2.13it/s, loss=0.588, pair=0.000, adv=3.694, sprd=0.013]
Ep 063/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.05it/s, loss=0.588, pair=0.000, adv=3.694, sprd=0.013]
Ep 063/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.05it/s, loss=0.647, pair=0.000, adv=4.433, sprd=0.026]
Ep 063/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:16,  2.12it/s, loss=0.647, pair=0.000, adv=4.433, sprd=0.026]
Ep 063/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:16,  2.12it/s, loss=0.600, pair=0.000, adv=3.262, sprd=0.018]
Ep 063/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:19,  2.02it/s, loss=0.600, pair=0.000, adv=3.262, sprd=0.018]
Ep 063/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:19,  2.02it/s, loss=0.665, pair=0.000, adv=5.227, sprd=0.029]
Ep 063/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:15,  2.10it/s, loss=0.665, pair=0.000, adv=5.227, sprd=0.029]
Ep 063/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.10it/s, loss=0.634, pair=0.000, adv=3.933, sprd=0.024]
Ep 063/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:19,  1.98it/s, loss=0.634, pair=0.000, adv=3.933, sprd=0.024]
Ep 063/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:19,  1.98it/s, loss=0.650, pair=0.000, adv=4.460, sprd=0.022]
Ep 063/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.10it/s, loss=0.650, pair=0.000, adv=4.460, sprd=0.022]
Ep 063/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.10it/s, loss=0.618, pair=0.000, adv=3.478, sprd=0.019]
Ep 063/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:16,  2.03it/s, loss=0.618, pair=0.000, adv=3.478, sprd=0.019]
Ep 063/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:16,  2.03it/s, loss=0.673, pair=0.001, adv=4.433, sprd=0.031]
Ep 063/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:13,  2.10it/s, loss=0.673, pair=0.001, adv=4.433, sprd=0.031]
Ep 063/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:13,  2.10it/s, loss=0.540, pair=0.002, adv=3.089, sprd=0.013]
Ep 063/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:16,  2.00it/s, loss=0.540, pair=0.002, adv=3.089, sprd=0.013]
Ep 063/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.00it/s, loss=0.631, pair=0.000, adv=4.533, sprd=0.019]
Ep 063/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:12,  2.12it/s, loss=0.631, pair=0.000, adv=4.533, sprd=0.019]
Ep 063/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:12,  2.12it/s, loss=0.621, pair=0.000, adv=4.700, sprd=0.018]
Ep 063/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.08it/s, loss=0.621, pair=0.000, adv=4.700, sprd=0.018]
Ep 063/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:13,  2.08it/s, loss=0.660, pair=0.000, adv=4.598, sprd=0.025]
Ep 063/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.18it/s, loss=0.660, pair=0.000, adv=4.598, sprd=0.025]
Ep 063/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.18it/s, loss=0.646, pair=0.000, adv=4.695, sprd=0.020]
Ep 063/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:12,  2.07it/s, loss=0.646, pair=0.000, adv=4.695, sprd=0.020]
Ep 063/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.07it/s, loss=0.602, pair=0.000, adv=3.989, sprd=0.018]
Ep 063/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.14it/s, loss=0.602, pair=0.000, adv=3.989, sprd=0.018]
Ep 063/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.14it/s, loss=0.592, pair=0.000, adv=3.115, sprd=0.019]
Ep 063/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:13,  2.02it/s, loss=0.592, pair=0.000, adv=3.115, sprd=0.019]
Ep 063/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:13,  2.02it/s, loss=0.611, pair=0.000, adv=4.099, sprd=0.020]
Ep 063/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.10it/s, loss=0.611, pair=0.000, adv=4.099, sprd=0.020]
Ep 063/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.10it/s, loss=0.607, pair=0.000, adv=4.365, sprd=0.017]
Ep 063/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.04it/s, loss=0.607, pair=0.000, adv=4.365, sprd=0.017]
Ep 063/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.04it/s, loss=0.646, pair=0.002, adv=5.291, sprd=0.025]
Ep 063/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:08,  2.13it/s, loss=0.646, pair=0.002, adv=5.291, sprd=0.025]
Ep 063/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:08,  2.13it/s, loss=0.640, pair=0.001, adv=3.821, sprd=0.021]
Ep 063/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:10,  2.04it/s, loss=0.640, pair=0.001, adv=3.821, sprd=0.021]
Ep 063/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.04it/s, loss=0.662, pair=0.003, adv=3.904, sprd=0.024]
Ep 063/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.14it/s, loss=0.662, pair=0.003, adv=3.904, sprd=0.024]
Ep 063/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.14it/s, loss=0.626, pair=0.004, adv=4.726, sprd=0.021]
Ep 063/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:12,  1.95it/s, loss=0.626, pair=0.004, adv=4.726, sprd=0.021]
Ep 063/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:12,  1.95it/s, loss=0.651, pair=0.002, adv=4.948, sprd=0.022]
Ep 063/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:08,  2.07it/s, loss=0.651, pair=0.002, adv=4.948, sprd=0.022]
Ep 063/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:08,  2.07it/s, loss=0.644, pair=0.000, adv=5.068, sprd=0.023]
Ep 063/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:09,  2.01it/s, loss=0.644, pair=0.000, adv=5.068, sprd=0.023]
Ep 063/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:09,  2.01it/s, loss=0.631, pair=0.000, adv=5.109, sprd=0.022]
Ep 063/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:06,  2.10it/s, loss=0.631, pair=0.000, adv=5.109, sprd=0.022]
Ep 063/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:06,  2.10it/s, loss=0.648, pair=0.000, adv=4.974, sprd=0.025]
Ep 063/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:09,  1.99it/s, loss=0.648, pair=0.000, adv=4.974, sprd=0.025]
Ep 063/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:09,  1.99it/s, loss=0.606, pair=0.000, adv=5.051, sprd=0.019]
Ep 063/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.09it/s, loss=0.606, pair=0.000, adv=5.051, sprd=0.019]
Ep 063/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.09it/s, loss=0.623, pair=0.001, adv=5.058, sprd=0.019]
Ep 063/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.02it/s, loss=0.623, pair=0.001, adv=5.058, sprd=0.019]
Ep 063/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:07,  2.02it/s, loss=0.668, pair=0.000, adv=5.082, sprd=0.025]
Ep 063/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:03,  2.13it/s, loss=0.668, pair=0.000, adv=5.082, sprd=0.025]
Ep 063/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:03,  2.13it/s, loss=0.715, pair=0.000, adv=4.722, sprd=0.023]
Ep 063/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.715, pair=0.000, adv=4.722, sprd=0.023]
Ep 063/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.620, pair=0.000, adv=3.749, sprd=0.017]
Ep 063/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:01,  2.18it/s, loss=0.620, pair=0.000, adv=3.749, sprd=0.017]
Ep 063/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.18it/s, loss=0.681, pair=0.000, adv=4.874, sprd=0.020]
Ep 063/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.09it/s, loss=0.681, pair=0.000, adv=4.874, sprd=0.020]
Ep 063/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.09it/s, loss=0.592, pair=0.000, adv=3.651, sprd=0.014]
Ep 063/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:59,  2.20it/s, loss=0.592, pair=0.000, adv=3.651, sprd=0.014]
Ep 063/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<00:59,  2.20it/s, loss=0.671, pair=0.000, adv=4.431, sprd=0.026]
Ep 063/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:02,  2.07it/s, loss=0.671, pair=0.000, adv=4.431, sprd=0.026]
Ep 063/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:02,  2.07it/s, loss=0.634, pair=0.000, adv=4.514, sprd=0.020]
Ep 063/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:59,  2.18it/s, loss=0.634, pair=0.000, adv=4.514, sprd=0.020]
Ep 063/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.18it/s, loss=0.632, pair=0.000, adv=4.125, sprd=0.021]
Ep 063/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.632, pair=0.000, adv=4.125, sprd=0.021]
Ep 063/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.644, pair=0.000, adv=3.942, sprd=0.019]
Ep 063/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.18it/s, loss=0.644, pair=0.000, adv=3.942, sprd=0.019]
Ep 063/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.18it/s, loss=0.635, pair=0.000, adv=3.756, sprd=0.022]
Ep 063/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.06it/s, loss=0.635, pair=0.000, adv=3.756, sprd=0.022]
Ep 063/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.06it/s, loss=0.641, pair=0.000, adv=5.380, sprd=0.022]
Ep 063/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.16it/s, loss=0.641, pair=0.000, adv=5.380, sprd=0.022]
Ep 063/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.16it/s, loss=0.674, pair=0.000, adv=4.936, sprd=0.029]
Ep 063/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.03it/s, loss=0.674, pair=0.000, adv=4.936, sprd=0.029]
Ep 063/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:01,  2.03it/s, loss=0.637, pair=0.000, adv=4.506, sprd=0.023]
Ep 063/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:58,  2.12it/s, loss=0.637, pair=0.000, adv=4.506, sprd=0.023]
Ep 063/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:58,  2.12it/s, loss=0.607, pair=0.000, adv=4.269, sprd=0.017]
Ep 063/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.607, pair=0.000, adv=4.269, sprd=0.017]
Ep 063/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.664, pair=0.001, adv=4.764, sprd=0.025]
Ep 063/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.14it/s, loss=0.664, pair=0.001, adv=4.764, sprd=0.025]
Ep 063/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.655, pair=0.000, adv=4.748, sprd=0.025]
Ep 063/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.06it/s, loss=0.655, pair=0.000, adv=4.748, sprd=0.025]
Ep 063/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:58,  2.06it/s, loss=0.624, pair=0.000, adv=3.871, sprd=0.019]
Ep 063/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.17it/s, loss=0.624, pair=0.000, adv=3.871, sprd=0.019]
Ep 063/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:54,  2.17it/s, loss=0.631, pair=0.000, adv=4.545, sprd=0.018]
Ep 063/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:55,  2.11it/s, loss=0.631, pair=0.000, adv=4.545, sprd=0.018]
Ep 063/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:55,  2.11it/s, loss=0.653, pair=0.001, adv=5.018, sprd=0.026]
Ep 063/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:53,  2.18it/s, loss=0.653, pair=0.001, adv=5.018, sprd=0.026]
Ep 063/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:53,  2.18it/s, loss=0.607, pair=0.000, adv=3.625, sprd=0.013]
Ep 063/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:54,  2.13it/s, loss=0.607, pair=0.000, adv=3.625, sprd=0.013]
Ep 063/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:54,  2.13it/s, loss=0.657, pair=0.000, adv=4.557, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:52,  2.20it/s, loss=0.657, pair=0.000, adv=4.557, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:52,  2.20it/s, loss=0.673, pair=0.000, adv=4.080, sprd=0.028]
Ep 063/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:57,  1.97it/s, loss=0.673, pair=0.000, adv=4.080, sprd=0.028]
Ep 063/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:57,  1.97it/s, loss=0.651, pair=0.000, adv=4.324, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:54,  2.07it/s, loss=0.651, pair=0.000, adv=4.324, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:54,  2.07it/s, loss=0.661, pair=0.000, adv=4.512, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.01it/s, loss=0.661, pair=0.000, adv=4.512, sprd=0.025]
Ep 063/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.01it/s, loss=0.640, pair=0.000, adv=5.061, sprd=0.023]
Ep 063/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.10it/s, loss=0.640, pair=0.000, adv=5.061, sprd=0.023]
Ep 063/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.10it/s, loss=0.656, pair=0.000, adv=4.684, sprd=0.024]
Ep 063/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.03it/s, loss=0.656, pair=0.000, adv=4.684, sprd=0.024]
Ep 063/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.03it/s, loss=0.603, pair=0.000, adv=3.958, sprd=0.016]
Ep 063/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.603, pair=0.000, adv=3.958, sprd=0.016]
Ep 063/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.593, pair=0.000, adv=3.454, sprd=0.014]
Ep 063/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:52,  2.06it/s, loss=0.593, pair=0.000, adv=3.454, sprd=0.014]
Ep 063/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:52,  2.06it/s, loss=0.637, pair=0.000, adv=5.545, sprd=0.024]
Ep 063/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.14it/s, loss=0.637, pair=0.000, adv=5.545, sprd=0.024]
Ep 063/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.14it/s, loss=0.645, pair=0.000, adv=4.450, sprd=0.021]
Ep 063/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.08it/s, loss=0.645, pair=0.000, adv=4.450, sprd=0.021]
Ep 063/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.08it/s, loss=0.602, pair=0.000, adv=4.584, sprd=0.019]
Ep 063/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.13it/s, loss=0.602, pair=0.000, adv=4.584, sprd=0.019]
Ep 063/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.13it/s, loss=0.635, pair=0.000, adv=4.965, sprd=0.022]
Ep 063/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:51,  2.03it/s, loss=0.635, pair=0.000, adv=4.965, sprd=0.022]
Ep 063/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:51,  2.03it/s, loss=0.625, pair=0.000, adv=4.820, sprd=0.022]
Ep 063/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.11it/s, loss=0.625, pair=0.000, adv=4.820, sprd=0.022]
Ep 063/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.11it/s, loss=0.630, pair=0.000, adv=3.741, sprd=0.019]
Ep 063/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.06it/s, loss=0.630, pair=0.000, adv=3.741, sprd=0.019]
Ep 063/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.06it/s, loss=0.672, pair=0.000, adv=4.599, sprd=0.027]
Ep 063/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.13it/s, loss=0.672, pair=0.000, adv=4.599, sprd=0.027]
Ep 063/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.13it/s, loss=0.634, pair=0.000, adv=4.056, sprd=0.019]
Ep 063/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:49,  2.03it/s, loss=0.634, pair=0.000, adv=4.056, sprd=0.019]
Ep 063/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:49,  2.03it/s, loss=0.628, pair=0.000, adv=4.012, sprd=0.019]
Ep 063/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.16it/s, loss=0.628, pair=0.000, adv=4.012, sprd=0.019]
Ep 063/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.16it/s, loss=1.349, pair=2.076, adv=4.805, sprd=0.015]
Ep 063/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.10it/s, loss=1.349, pair=2.076, adv=4.805, sprd=0.015]
Ep 063/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:46,  2.10it/s, loss=0.611, pair=0.000, adv=3.920, sprd=0.016]
Ep 063/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.20it/s, loss=0.611, pair=0.000, adv=3.920, sprd=0.016]
Ep 063/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.20it/s, loss=0.719, pair=0.000, adv=4.384, sprd=0.027]
Ep 063/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.08it/s, loss=0.719, pair=0.000, adv=4.384, sprd=0.027]
Ep 063/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.08it/s, loss=0.627, pair=0.000, adv=4.333, sprd=0.019]
Ep 063/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.18it/s, loss=0.627, pair=0.000, adv=4.333, sprd=0.019]
Ep 063/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.18it/s, loss=0.652, pair=0.000, adv=4.765, sprd=0.027]
Ep 063/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.03it/s, loss=0.652, pair=0.000, adv=4.765, sprd=0.027]
Ep 063/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:46,  2.03it/s, loss=0.647, pair=0.000, adv=3.743, sprd=0.022]
Ep 063/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.647, pair=0.000, adv=3.743, sprd=0.022]
Ep 063/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.627, pair=0.000, adv=4.219, sprd=0.021]
Ep 063/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.04it/s, loss=0.627, pair=0.000, adv=4.219, sprd=0.021]
Ep 063/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.04it/s, loss=0.607, pair=0.002, adv=3.747, sprd=0.015]
Ep 063/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.18it/s, loss=0.607, pair=0.002, adv=3.747, sprd=0.015]
Ep 063/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.18it/s, loss=0.674, pair=0.000, adv=4.067, sprd=0.028]
Ep 063/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.05it/s, loss=0.674, pair=0.000, adv=4.067, sprd=0.028]
Ep 063/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.05it/s, loss=0.648, pair=0.000, adv=5.164, sprd=0.025]
Ep 063/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:41,  2.14it/s, loss=0.648, pair=0.000, adv=5.164, sprd=0.025]
Ep 063/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.14it/s, loss=0.703, pair=0.000, adv=3.904, sprd=0.026]
Ep 063/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:43,  2.04it/s, loss=0.703, pair=0.000, adv=3.904, sprd=0.026]
Ep 063/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:43,  2.04it/s, loss=0.620, pair=0.000, adv=4.334, sprd=0.018]
Ep 063/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.14it/s, loss=0.620, pair=0.000, adv=4.334, sprd=0.018]
Ep 063/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.14it/s, loss=0.593, pair=0.001, adv=4.140, sprd=0.013]
Ep 063/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.06it/s, loss=0.593, pair=0.001, adv=4.140, sprd=0.013]
Ep 063/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.06it/s, loss=0.646, pair=0.000, adv=4.513, sprd=0.023]
Ep 063/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.15it/s, loss=0.646, pair=0.000, adv=4.513, sprd=0.023]
Ep 063/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.15it/s, loss=0.706, pair=0.000, adv=3.974, sprd=0.021]
Ep 063/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:43,  1.94it/s, loss=0.706, pair=0.000, adv=3.974, sprd=0.021]
Ep 063/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:43,  1.94it/s, loss=0.652, pair=0.000, adv=4.522, sprd=0.024]
Ep 063/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:40,  2.06it/s, loss=0.652, pair=0.000, adv=4.522, sprd=0.024]
Ep 063/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.06it/s, loss=0.627, pair=0.001, adv=4.187, sprd=0.020]
Ep 063/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:41,  1.97it/s, loss=0.627, pair=0.001, adv=4.187, sprd=0.020]
Ep 063/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:41,  1.97it/s, loss=0.649, pair=0.001, adv=3.709, sprd=0.020]
Ep 063/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:38,  2.09it/s, loss=0.649, pair=0.001, adv=3.709, sprd=0.020]
Ep 063/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.09it/s, loss=0.640, pair=0.005, adv=4.453, sprd=0.022]
Ep 063/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.01it/s, loss=0.640, pair=0.005, adv=4.453, sprd=0.022]
Ep 063/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.01it/s, loss=0.646, pair=0.003, adv=4.809, sprd=0.022]
Ep 063/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.13it/s, loss=0.646, pair=0.003, adv=4.809, sprd=0.022]
Ep 063/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.13it/s, loss=0.613, pair=0.004, adv=4.913, sprd=0.016]
Ep 063/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.02it/s, loss=0.613, pair=0.004, adv=4.913, sprd=0.016]
Ep 063/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.02it/s, loss=0.625, pair=0.002, adv=3.942, sprd=0.019]
Ep 063/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:36,  2.12it/s, loss=0.625, pair=0.002, adv=3.942, sprd=0.019]
Ep 063/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:36,  2.12it/s, loss=0.680, pair=0.004, adv=3.955, sprd=0.018]
Ep 063/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.09it/s, loss=0.680, pair=0.004, adv=3.955, sprd=0.018]
Ep 063/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.09it/s, loss=0.680, pair=0.005, adv=4.339, sprd=0.029]
Ep 063/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.15it/s, loss=0.680, pair=0.005, adv=4.339, sprd=0.029]
Ep 063/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.15it/s, loss=0.716, pair=0.003, adv=5.007, sprd=0.021]
Ep 063/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.11it/s, loss=0.716, pair=0.003, adv=5.007, sprd=0.021]
Ep 063/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.11it/s, loss=0.664, pair=0.002, adv=5.901, sprd=0.026]
Ep 063/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.19it/s, loss=0.664, pair=0.002, adv=5.901, sprd=0.026]
Ep 063/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.19it/s, loss=0.664, pair=0.005, adv=4.384, sprd=0.027]
Ep 063/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.06it/s, loss=0.664, pair=0.005, adv=4.384, sprd=0.027]
Ep 063/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.06it/s, loss=0.604, pair=0.003, adv=4.511, sprd=0.018]
Ep 063/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.15it/s, loss=0.604, pair=0.003, adv=4.511, sprd=0.018]
Ep 063/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:33,  2.15it/s, loss=0.636, pair=0.006, adv=4.682, sprd=0.019]
Ep 063/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.04it/s, loss=0.636, pair=0.006, adv=4.682, sprd=0.019]
Ep 063/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.04it/s, loss=0.619, pair=0.002, adv=3.718, sprd=0.017]
Ep 063/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.15it/s, loss=0.619, pair=0.002, adv=3.718, sprd=0.017]
Ep 063/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:32,  2.15it/s, loss=0.615, pair=0.003, adv=4.285, sprd=0.020]
Ep 063/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.04it/s, loss=0.615, pair=0.003, adv=4.285, sprd=0.020]
Ep 063/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.04it/s, loss=0.645, pair=0.005, adv=4.634, sprd=0.022]
Ep 063/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.14it/s, loss=0.645, pair=0.005, adv=4.634, sprd=0.022]
Ep 063/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.14it/s, loss=0.634, pair=0.003, adv=4.845, sprd=0.020]
Ep 063/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.07it/s, loss=0.634, pair=0.003, adv=4.845, sprd=0.020]
Ep 063/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.07it/s, loss=0.632, pair=0.004, adv=4.755, sprd=0.020]
Ep 063/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.17it/s, loss=0.632, pair=0.004, adv=4.755, sprd=0.020]
Ep 063/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.17it/s, loss=0.594, pair=0.004, adv=4.533, sprd=0.015]
Ep 063/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.08it/s, loss=0.594, pair=0.004, adv=4.533, sprd=0.015]
Ep 063/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.08it/s, loss=0.634, pair=0.006, adv=5.118, sprd=0.021]
Ep 063/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.16it/s, loss=0.634, pair=0.006, adv=5.118, sprd=0.021]
Ep 063/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.16it/s, loss=0.622, pair=0.007, adv=4.305, sprd=0.017]
Ep 063/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.07it/s, loss=0.622, pair=0.007, adv=4.305, sprd=0.017]
Ep 063/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.07it/s, loss=0.585, pair=0.003, adv=3.528, sprd=0.014]
Ep 063/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.16it/s, loss=0.585, pair=0.003, adv=3.528, sprd=0.014]
Ep 063/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.16it/s, loss=0.687, pair=0.007, adv=4.746, sprd=0.028]
Ep 063/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:30,  1.97it/s, loss=0.687, pair=0.007, adv=4.746, sprd=0.028]
Ep 063/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:30,  1.97it/s, loss=0.621, pair=0.001, adv=3.927, sprd=0.015]
Ep 063/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.13it/s, loss=0.621, pair=0.001, adv=3.927, sprd=0.015]
Ep 063/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.13it/s, loss=0.675, pair=0.000, adv=4.348, sprd=0.027]
Ep 063/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.03it/s, loss=0.675, pair=0.000, adv=4.348, sprd=0.027]
Ep 063/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.03it/s, loss=0.599, pair=0.004, adv=3.697, sprd=0.017]
Ep 063/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.13it/s, loss=0.599, pair=0.004, adv=3.697, sprd=0.017]
Ep 063/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.13it/s, loss=0.600, pair=0.004, adv=3.924, sprd=0.014]
Ep 063/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.04it/s, loss=0.600, pair=0.004, adv=3.924, sprd=0.014]
Ep 063/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.04it/s, loss=0.643, pair=0.006, adv=4.425, sprd=0.023]
Ep 063/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.12it/s, loss=0.643, pair=0.006, adv=4.425, sprd=0.023]
Ep 063/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.12it/s, loss=0.675, pair=0.005, adv=4.931, sprd=0.023]
Ep 063/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.08it/s, loss=0.675, pair=0.005, adv=4.931, sprd=0.023]
Ep 063/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:25,  2.08it/s, loss=0.596, pair=0.000, adv=3.502, sprd=0.016]
Ep 063/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.18it/s, loss=0.596, pair=0.000, adv=3.502, sprd=0.016]
Ep 063/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.18it/s, loss=0.635, pair=0.002, adv=5.527, sprd=0.021]
Ep 063/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.07it/s, loss=0.635, pair=0.002, adv=5.527, sprd=0.021]
Ep 063/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.07it/s, loss=0.638, pair=0.000, adv=3.913, sprd=0.020]
Ep 063/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.17it/s, loss=0.638, pair=0.000, adv=3.913, sprd=0.020]
Ep 063/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.17it/s, loss=0.694, pair=0.001, adv=5.924, sprd=0.031]
Ep 063/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.07it/s, loss=0.694, pair=0.001, adv=5.924, sprd=0.031]
Ep 063/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.07it/s, loss=0.611, pair=0.000, adv=3.379, sprd=0.016]
Ep 063/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.18it/s, loss=0.611, pair=0.000, adv=3.379, sprd=0.016]
Ep 063/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.18it/s, loss=0.664, pair=0.000, adv=4.732, sprd=0.026]
Ep 063/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.06it/s, loss=0.664, pair=0.000, adv=4.732, sprd=0.026]
Ep 063/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.06it/s, loss=0.642, pair=0.000, adv=3.841, sprd=0.022]
Ep 063/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.642, pair=0.000, adv=3.841, sprd=0.022]
Ep 063/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.607, pair=0.001, adv=4.130, sprd=0.017]
Ep 063/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:21,  2.10it/s, loss=0.607, pair=0.001, adv=4.130, sprd=0.017]
Ep 063/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:21,  2.10it/s, loss=0.659, pair=0.000, adv=4.953, sprd=0.024]
Ep 063/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.18it/s, loss=0.659, pair=0.000, adv=4.953, sprd=0.024]
Ep 063/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.18it/s, loss=0.637, pair=0.000, adv=5.129, sprd=0.021]
Ep 063/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:20,  2.10it/s, loss=0.637, pair=0.000, adv=5.129, sprd=0.021]
Ep 063/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:20,  2.10it/s, loss=0.637, pair=0.001, adv=4.317, sprd=0.018]
Ep 063/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.24it/s, loss=0.637, pair=0.001, adv=4.317, sprd=0.018]
Ep 063/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.24it/s, loss=0.617, pair=0.000, adv=4.637, sprd=0.020]
Ep 063/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.09it/s, loss=0.617, pair=0.000, adv=4.637, sprd=0.020]
Ep 063/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.09it/s, loss=0.631, pair=0.000, adv=4.348, sprd=0.021]
Ep 063/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:18,  2.16it/s, loss=0.631, pair=0.000, adv=4.348, sprd=0.021]
Ep 063/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:18,  2.16it/s, loss=0.614, pair=0.000, adv=4.512, sprd=0.017]
Ep 063/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.08it/s, loss=0.614, pair=0.000, adv=4.512, sprd=0.017]
Ep 063/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.08it/s, loss=0.628, pair=0.000, adv=4.690, sprd=0.021]
Ep 063/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.15it/s, loss=0.628, pair=0.000, adv=4.690, sprd=0.021]
Ep 063/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.15it/s, loss=0.876, pair=0.763, adv=3.541, sprd=0.012]
Ep 063/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.876, pair=0.763, adv=3.541, sprd=0.012]
Ep 063/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.642, pair=0.000, adv=5.128, sprd=0.022]
Ep 063/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.18it/s, loss=0.642, pair=0.000, adv=5.128, sprd=0.022]
Ep 063/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:16,  2.18it/s, loss=0.684, pair=0.000, adv=3.894, sprd=0.030]
Ep 063/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.02it/s, loss=0.684, pair=0.000, adv=3.894, sprd=0.030]
Ep 063/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.02it/s, loss=0.658, pair=0.000, adv=4.723, sprd=0.024]
Ep 063/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.12it/s, loss=0.658, pair=0.000, adv=4.723, sprd=0.024]
Ep 063/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.12it/s, loss=0.665, pair=0.000, adv=4.803, sprd=0.023]
Ep 063/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.665, pair=0.000, adv=4.803, sprd=0.023]
Ep 063/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.596, pair=0.000, adv=3.586, sprd=0.013]
Ep 063/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.18it/s, loss=0.596, pair=0.000, adv=3.586, sprd=0.013]
Ep 063/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.18it/s, loss=0.618, pair=0.001, adv=3.482, sprd=0.017]
Ep 063/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:16,  1.97it/s, loss=0.618, pair=0.001, adv=3.482, sprd=0.017]
Ep 063/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:16,  1.97it/s, loss=0.630, pair=0.000, adv=3.919, sprd=0.020]
Ep 063/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.09it/s, loss=0.630, pair=0.000, adv=3.919, sprd=0.020]
Ep 063/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.09it/s, loss=0.679, pair=0.000, adv=4.815, sprd=0.026]
Ep 063/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.03it/s, loss=0.679, pair=0.000, adv=4.815, sprd=0.026]
Ep 063/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.03it/s, loss=0.639, pair=0.003, adv=4.969, sprd=0.018]
Ep 063/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.16it/s, loss=0.639, pair=0.003, adv=4.969, sprd=0.018]
Ep 063/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.16it/s, loss=0.642, pair=0.000, adv=4.866, sprd=0.021]
Ep 063/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.08it/s, loss=0.642, pair=0.000, adv=4.866, sprd=0.021]
Ep 063/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.08it/s, loss=0.632, pair=0.000, adv=5.393, sprd=0.022]
Ep 063/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.17it/s, loss=0.632, pair=0.000, adv=5.393, sprd=0.022]
Ep 063/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.17it/s, loss=0.628, pair=0.000, adv=5.266, sprd=0.020]
Ep 063/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.08it/s, loss=0.628, pair=0.000, adv=5.266, sprd=0.020]
Ep 063/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.08it/s, loss=0.670, pair=0.000, adv=3.851, sprd=0.028]
Ep 063/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.670, pair=0.000, adv=3.851, sprd=0.028]
Ep 063/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.602, pair=0.000, adv=4.358, sprd=0.015]
Ep 063/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.11it/s, loss=0.602, pair=0.000, adv=4.358, sprd=0.015]
Ep 063/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.11it/s, loss=0.629, pair=0.000, adv=5.052, sprd=0.020]
Ep 063/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.19it/s, loss=0.629, pair=0.000, adv=5.052, sprd=0.020]
Ep 063/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.19it/s, loss=0.666, pair=0.001, adv=4.692, sprd=0.027]
Ep 063/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.08it/s, loss=0.666, pair=0.001, adv=4.692, sprd=0.027]
Ep 063/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.08it/s, loss=0.596, pair=0.000, adv=3.928, sprd=0.015]
Ep 063/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.17it/s, loss=0.596, pair=0.000, adv=3.928, sprd=0.015]
Ep 063/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.17it/s, loss=0.626, pair=0.000, adv=3.593, sprd=0.022]
Ep 063/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.02it/s, loss=0.626, pair=0.000, adv=3.593, sprd=0.022]
Ep 063/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.02it/s, loss=0.608, pair=0.000, adv=3.886, sprd=0.017]
Ep 063/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.13it/s, loss=0.608, pair=0.000, adv=3.886, sprd=0.017]
Ep 063/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.13it/s, loss=0.650, pair=0.000, adv=4.539, sprd=0.022]
Ep 063/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.05it/s, loss=0.650, pair=0.000, adv=4.539, sprd=0.022]
Ep 063/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.05it/s, loss=0.645, pair=0.000, adv=4.460, sprd=0.023]
Ep 063/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.16it/s, loss=0.645, pair=0.000, adv=4.460, sprd=0.023]
Ep 063/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.16it/s, loss=0.659, pair=0.000, adv=4.333, sprd=0.028]
Ep 063/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.06it/s, loss=0.659, pair=0.000, adv=4.333, sprd=0.028]
Ep 063/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.06it/s, loss=1.399, pair=2.186, adv=4.759, sprd=0.018]
Ep 063/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.18it/s, loss=1.399, pair=2.186, adv=4.759, sprd=0.018]
Ep 063/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.18it/s, loss=0.662, pair=0.000, adv=4.796, sprd=0.022]
Ep 063/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.13it/s, loss=0.662, pair=0.000, adv=4.796, sprd=0.022]
Ep 063/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.13it/s, loss=0.601, pair=0.000, adv=3.915, sprd=0.016]
Ep 063/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.20it/s, loss=0.601, pair=0.000, adv=3.915, sprd=0.016]
Ep 063/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.20it/s, loss=0.678, pair=0.000, adv=4.942, sprd=0.028]
Ep 063/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.678, pair=0.000, adv=4.942, sprd=0.028]
Ep 063/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.09it/s, loss=0.606, pair=0.000, adv=4.130, sprd=0.016]
Ep 063/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:04,  2.20it/s, loss=0.606, pair=0.000, adv=4.130, sprd=0.016]
Ep 063/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:04,  2.20it/s, loss=0.640, pair=0.000, adv=5.268, sprd=0.018]
Ep 063/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.13it/s, loss=0.640, pair=0.000, adv=5.268, sprd=0.018]
Ep 063/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.13it/s, loss=0.618, pair=0.000, adv=3.798, sprd=0.016]
Ep 063/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.23it/s, loss=0.618, pair=0.000, adv=3.798, sprd=0.016]
Ep 063/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.23it/s, loss=0.639, pair=0.001, adv=4.926, sprd=0.020]
Ep 063/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.15it/s, loss=0.639, pair=0.001, adv=4.926, sprd=0.020]
Ep 063/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.15it/s, loss=0.676, pair=0.000, adv=5.192, sprd=0.031]
Ep 063/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.20it/s, loss=0.676, pair=0.000, adv=5.192, sprd=0.031]
Ep 063/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.20it/s, loss=0.644, pair=0.001, adv=4.423, sprd=0.023]
Ep 063/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.09it/s, loss=0.644, pair=0.001, adv=4.423, sprd=0.023]
Ep 063/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.09it/s, loss=0.670, pair=0.001, adv=3.731, sprd=0.024]
Ep 063/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.18it/s, loss=0.670, pair=0.001, adv=3.731, sprd=0.024]
Ep 063/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.18it/s, loss=0.618, pair=0.001, adv=4.345, sprd=0.015]
Ep 063/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.03it/s, loss=0.618, pair=0.001, adv=4.345, sprd=0.015]
Ep 063/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.03it/s, loss=0.632, pair=0.000, adv=3.933, sprd=0.023]
Ep 063/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.11it/s, loss=0.632, pair=0.000, adv=3.933, sprd=0.023]
Ep 063/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.11it/s, loss=0.635, pair=0.000, adv=4.171, sprd=0.018]
Ep 063/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.07it/s, loss=0.635, pair=0.000, adv=4.171, sprd=0.018]
Ep 063/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.07it/s, loss=0.641, pair=0.002, adv=5.019, sprd=0.021]
Ep 063/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.17it/s, loss=0.641, pair=0.002, adv=5.019, sprd=0.021]
Ep 063/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.17it/s, loss=0.614, pair=0.000, adv=4.208, sprd=0.015]
Ep 063/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.13it/s, loss=0.614, pair=0.000, adv=4.208, sprd=0.015]
                                                                                                              
Epoch 063/80 [S3:+sens]  loss=0.6517  mat=0.2692  sens=1.0561  pair=0.0178  adv=4.4705(rand=3.47)  deg=0.0057  orth=0.0071  spread=0.0212  q_mean=52.1  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.64e-05  216s

Ep 064/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 064/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.584, pair=0.000, adv=3.526, sprd=0.012]
Ep 064/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:08,  1.35s/it, loss=0.584, pair=0.000, adv=3.526, sprd=0.012]
Ep 064/80 [S3:+sens]:   0%|    | 1/453 [00:01<10:08,  1.35s/it, loss=0.636, pair=0.000, adv=4.922, sprd=0.021]
Ep 064/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:58,  1.26it/s, loss=0.636, pair=0.000, adv=4.922, sprd=0.021]
Ep 064/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:58,  1.26it/s, loss=0.638, pair=0.000, adv=4.096, sprd=0.021]
Ep 064/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:05,  1.47it/s, loss=0.638, pair=0.000, adv=4.096, sprd=0.021]
Ep 064/80 [S3:+sens]:   1%|    | 3/453 [00:02<05:05,  1.47it/s, loss=0.608, pair=0.000, adv=5.128, sprd=0.017]
Ep 064/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:18,  1.74it/s, loss=0.608, pair=0.000, adv=5.128, sprd=0.017]
Ep 064/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:18,  1.74it/s, loss=0.653, pair=0.000, adv=4.454, sprd=0.022]
Ep 064/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=0.653, pair=0.000, adv=4.454, sprd=0.022]
Ep 064/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=0.634, pair=0.000, adv=4.135, sprd=0.021]
Ep 064/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:47,  1.97it/s, loss=0.634, pair=0.000, adv=4.135, sprd=0.021]
Ep 064/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:47,  1.97it/s, loss=0.614, pair=0.000, adv=4.072, sprd=0.017]
Ep 064/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:48,  1.95it/s, loss=0.614, pair=0.000, adv=4.072, sprd=0.017]
Ep 064/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:48,  1.95it/s, loss=0.657, pair=0.000, adv=4.495, sprd=0.025]
Ep 064/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.08it/s, loss=0.657, pair=0.000, adv=4.495, sprd=0.025]
Ep 064/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:34,  2.08it/s, loss=0.667, pair=0.000, adv=4.606, sprd=0.023]
Ep 064/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:38,  2.03it/s, loss=0.667, pair=0.000, adv=4.606, sprd=0.023]
Ep 064/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:38,  2.03it/s, loss=0.608, pair=0.000, adv=4.423, sprd=0.016]
Ep 064/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:26,  2.14it/s, loss=0.608, pair=0.000, adv=4.423, sprd=0.016]
Ep 064/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:26,  2.14it/s, loss=0.606, pair=0.000, adv=3.895, sprd=0.015]
Ep 064/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:33,  2.07it/s, loss=0.606, pair=0.000, adv=3.895, sprd=0.015]
Ep 064/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:33,  2.07it/s, loss=0.638, pair=0.000, adv=4.785, sprd=0.023]
Ep 064/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.15it/s, loss=0.638, pair=0.000, adv=4.785, sprd=0.023]
Ep 064/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.15it/s, loss=0.695, pair=0.000, adv=4.961, sprd=0.021]
Ep 064/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:30,  2.09it/s, loss=0.695, pair=0.000, adv=4.961, sprd=0.021]
Ep 064/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:30,  2.09it/s, loss=0.604, pair=0.000, adv=3.841, sprd=0.017]
Ep 064/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.19it/s, loss=0.604, pair=0.000, adv=3.841, sprd=0.017]
Ep 064/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:20,  2.19it/s, loss=0.643, pair=0.000, adv=4.167, sprd=0.024]
Ep 064/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.07it/s, loss=0.643, pair=0.000, adv=4.167, sprd=0.024]
Ep 064/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:31,  2.07it/s, loss=0.653, pair=0.001, adv=4.051, sprd=0.028]
Ep 064/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.13it/s, loss=0.653, pair=0.001, adv=4.051, sprd=0.028]
Ep 064/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:25,  2.13it/s, loss=0.661, pair=0.000, adv=4.443, sprd=0.027]
Ep 064/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:33,  2.04it/s, loss=0.661, pair=0.000, adv=4.443, sprd=0.027]
Ep 064/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:33,  2.04it/s, loss=0.607, pair=0.000, adv=3.397, sprd=0.015]
Ep 064/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.607, pair=0.000, adv=3.397, sprd=0.015]
Ep 064/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.636, pair=0.000, adv=4.907, sprd=0.024]
Ep 064/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:30,  2.06it/s, loss=0.636, pair=0.000, adv=4.907, sprd=0.024]
Ep 064/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:30,  2.06it/s, loss=0.628, pair=0.000, adv=4.724, sprd=0.020]
Ep 064/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.628, pair=0.000, adv=4.724, sprd=0.020]
Ep 064/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.633, pair=0.000, adv=4.266, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.07it/s, loss=0.633, pair=0.000, adv=4.266, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:28,  2.07it/s, loss=0.641, pair=0.000, adv=4.543, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.641, pair=0.000, adv=4.543, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.643, pair=0.000, adv=4.707, sprd=0.021]
Ep 064/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:36,  1.99it/s, loss=0.643, pair=0.000, adv=4.707, sprd=0.021]
Ep 064/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:36,  1.99it/s, loss=0.654, pair=0.000, adv=3.490, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.654, pair=0.000, adv=3.490, sprd=0.022]
Ep 064/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.573, pair=0.000, adv=4.436, sprd=0.012]
Ep 064/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:31,  2.03it/s, loss=0.573, pair=0.000, adv=4.436, sprd=0.012]
Ep 064/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:31,  2.03it/s, loss=0.655, pair=0.006, adv=5.228, sprd=0.025]
Ep 064/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.12it/s, loss=0.655, pair=0.006, adv=5.228, sprd=0.025]
Ep 064/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.12it/s, loss=0.634, pair=0.000, adv=4.162, sprd=0.021]
Ep 064/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:31,  2.01it/s, loss=0.634, pair=0.000, adv=4.162, sprd=0.021]
Ep 064/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:31,  2.01it/s, loss=0.652, pair=0.000, adv=5.364, sprd=0.024]
Ep 064/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.652, pair=0.000, adv=5.364, sprd=0.024]
Ep 064/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.626, pair=0.000, adv=3.981, sprd=0.022]
Ep 064/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.02it/s, loss=0.626, pair=0.000, adv=3.981, sprd=0.022]
Ep 064/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:29,  2.02it/s, loss=0.599, pair=0.000, adv=4.389, sprd=0.015]
Ep 064/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:17,  2.14it/s, loss=0.599, pair=0.000, adv=4.389, sprd=0.015]
Ep 064/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:17,  2.14it/s, loss=0.668, pair=0.000, adv=3.569, sprd=0.016]
Ep 064/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:20,  2.11it/s, loss=0.668, pair=0.000, adv=3.569, sprd=0.016]
Ep 064/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:20,  2.11it/s, loss=0.612, pair=0.000, adv=4.668, sprd=0.017]
Ep 064/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:09,  2.22it/s, loss=0.612, pair=0.000, adv=4.668, sprd=0.017]
Ep 064/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:09,  2.22it/s, loss=0.634, pair=0.000, adv=4.565, sprd=0.024]
Ep 064/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.634, pair=0.000, adv=4.565, sprd=0.024]
Ep 064/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.607, pair=0.000, adv=3.717, sprd=0.017]
Ep 064/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:13,  2.16it/s, loss=0.607, pair=0.000, adv=3.717, sprd=0.017]
Ep 064/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:13,  2.16it/s, loss=0.620, pair=0.000, adv=3.942, sprd=0.020]
Ep 064/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.07it/s, loss=0.620, pair=0.000, adv=3.942, sprd=0.020]
Ep 064/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.07it/s, loss=0.648, pair=0.000, adv=4.270, sprd=0.022]
Ep 064/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:12,  2.16it/s, loss=0.648, pair=0.000, adv=4.270, sprd=0.022]
Ep 064/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:12,  2.16it/s, loss=0.615, pair=0.000, adv=4.066, sprd=0.016]
Ep 064/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:19,  2.09it/s, loss=0.615, pair=0.000, adv=4.066, sprd=0.016]
Ep 064/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:19,  2.09it/s, loss=0.626, pair=0.000, adv=4.392, sprd=0.021]
Ep 064/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.17it/s, loss=0.626, pair=0.000, adv=4.392, sprd=0.021]
Ep 064/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:11,  2.17it/s, loss=0.665, pair=0.000, adv=4.772, sprd=0.028]
Ep 064/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.665, pair=0.000, adv=4.772, sprd=0.028]
Ep 064/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.619, pair=0.000, adv=4.396, sprd=0.019]
Ep 064/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:13,  2.14it/s, loss=0.619, pair=0.000, adv=4.396, sprd=0.019]
Ep 064/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:13,  2.14it/s, loss=0.651, pair=0.000, adv=4.281, sprd=0.019]
Ep 064/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.651, pair=0.000, adv=4.281, sprd=0.019]
Ep 064/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.661, pair=0.002, adv=5.132, sprd=0.025]
Ep 064/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:09,  2.17it/s, loss=0.661, pair=0.002, adv=5.132, sprd=0.025]
Ep 064/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:09,  2.17it/s, loss=0.657, pair=0.000, adv=4.131, sprd=0.016]
Ep 064/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:16,  2.08it/s, loss=0.657, pair=0.000, adv=4.131, sprd=0.016]
Ep 064/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:16,  2.08it/s, loss=0.622, pair=0.001, adv=5.048, sprd=0.018]
Ep 064/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:07,  2.18it/s, loss=0.622, pair=0.001, adv=5.048, sprd=0.018]
Ep 064/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:07,  2.18it/s, loss=0.618, pair=0.000, adv=4.888, sprd=0.016]
Ep 064/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:12,  2.12it/s, loss=0.618, pair=0.000, adv=4.888, sprd=0.016]
Ep 064/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:12,  2.12it/s, loss=0.610, pair=0.001, adv=4.808, sprd=0.019]
Ep 064/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.18it/s, loss=0.610, pair=0.001, adv=4.808, sprd=0.019]
Ep 064/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:06,  2.18it/s, loss=0.657, pair=0.001, adv=5.207, sprd=0.025]
Ep 064/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.657, pair=0.001, adv=5.207, sprd=0.025]
Ep 064/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.645, pair=0.000, adv=3.949, sprd=0.021]
Ep 064/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.645, pair=0.000, adv=3.949, sprd=0.021]
Ep 064/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:08,  2.15it/s, loss=0.647, pair=0.002, adv=3.902, sprd=0.024]
Ep 064/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.07it/s, loss=0.647, pair=0.002, adv=3.902, sprd=0.024]
Ep 064/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.07it/s, loss=0.600, pair=0.000, adv=3.445, sprd=0.016]
Ep 064/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:07,  2.15it/s, loss=0.600, pair=0.000, adv=3.445, sprd=0.016]
Ep 064/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:07,  2.15it/s, loss=0.655, pair=0.003, adv=4.973, sprd=0.023]
Ep 064/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.655, pair=0.003, adv=4.973, sprd=0.023]
Ep 064/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.658, pair=0.001, adv=3.727, sprd=0.023]
Ep 064/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:16,  2.04it/s, loss=0.658, pair=0.001, adv=3.727, sprd=0.023]
Ep 064/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:16,  2.04it/s, loss=0.652, pair=0.002, adv=5.642, sprd=0.022]
Ep 064/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:20,  1.99it/s, loss=0.652, pair=0.002, adv=5.642, sprd=0.022]
Ep 064/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:20,  1.99it/s, loss=0.640, pair=0.000, adv=5.609, sprd=0.023]
Ep 064/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.12it/s, loss=0.640, pair=0.000, adv=5.609, sprd=0.023]
Ep 064/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.12it/s, loss=0.610, pair=0.000, adv=3.955, sprd=0.017]
Ep 064/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:15,  2.03it/s, loss=0.610, pair=0.000, adv=3.955, sprd=0.017]
Ep 064/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:15,  2.03it/s, loss=0.648, pair=0.000, adv=4.062, sprd=0.022]
Ep 064/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.648, pair=0.000, adv=4.062, sprd=0.022]
Ep 064/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.672, pair=0.001, adv=4.608, sprd=0.016]
Ep 064/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:11,  2.07it/s, loss=0.672, pair=0.001, adv=4.608, sprd=0.016]
Ep 064/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:11,  2.07it/s, loss=0.618, pair=0.001, adv=4.562, sprd=0.020]
Ep 064/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.618, pair=0.001, adv=4.562, sprd=0.020]
Ep 064/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:05,  2.13it/s, loss=0.628, pair=0.001, adv=5.271, sprd=0.019]
Ep 064/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:11,  2.06it/s, loss=0.628, pair=0.001, adv=5.271, sprd=0.019]
Ep 064/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:11,  2.06it/s, loss=0.571, pair=0.000, adv=3.163, sprd=0.013]
Ep 064/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:59,  2.19it/s, loss=0.571, pair=0.000, adv=3.163, sprd=0.013]
Ep 064/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:59,  2.19it/s, loss=0.625, pair=0.002, adv=4.286, sprd=0.019]
Ep 064/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:08,  2.08it/s, loss=0.625, pair=0.002, adv=4.286, sprd=0.019]
Ep 064/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.644, pair=0.003, adv=4.074, sprd=0.022]
Ep 064/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.644, pair=0.003, adv=4.074, sprd=0.022]
Ep 064/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.17it/s, loss=0.652, pair=0.000, adv=4.200, sprd=0.022]
Ep 064/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:10,  2.05it/s, loss=0.652, pair=0.000, adv=4.200, sprd=0.022]
Ep 064/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:10,  2.05it/s, loss=0.623, pair=0.001, adv=4.989, sprd=0.021]
Ep 064/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.623, pair=0.001, adv=4.989, sprd=0.021]
Ep 064/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.629, pair=0.001, adv=5.845, sprd=0.021]
Ep 064/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:06,  2.08it/s, loss=0.629, pair=0.001, adv=5.845, sprd=0.021]
Ep 064/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:06,  2.08it/s, loss=0.615, pair=0.005, adv=3.862, sprd=0.019]
Ep 064/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.615, pair=0.005, adv=3.862, sprd=0.019]
Ep 064/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.677, pair=0.004, adv=5.062, sprd=0.031]
Ep 064/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:10,  2.02it/s, loss=0.677, pair=0.004, adv=5.062, sprd=0.031]
Ep 064/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:10,  2.02it/s, loss=0.654, pair=0.007, adv=4.200, sprd=0.024]
Ep 064/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:01,  2.12it/s, loss=0.654, pair=0.007, adv=4.200, sprd=0.024]
Ep 064/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:01,  2.12it/s, loss=0.632, pair=0.001, adv=5.726, sprd=0.024]
Ep 064/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:13,  1.99it/s, loss=0.632, pair=0.001, adv=5.726, sprd=0.024]
Ep 064/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:13,  1.99it/s, loss=0.607, pair=0.001, adv=4.989, sprd=0.018]
Ep 064/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:02,  2.10it/s, loss=0.607, pair=0.001, adv=4.989, sprd=0.018]
Ep 064/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:02,  2.10it/s, loss=0.599, pair=0.000, adv=3.486, sprd=0.014]
Ep 064/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.05it/s, loss=0.599, pair=0.000, adv=3.486, sprd=0.014]
Ep 064/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:06,  2.05it/s, loss=0.635, pair=0.003, adv=4.693, sprd=0.023]
Ep 064/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:58,  2.13it/s, loss=0.635, pair=0.003, adv=4.693, sprd=0.023]
Ep 064/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:58,  2.13it/s, loss=0.649, pair=0.005, adv=5.678, sprd=0.024]
Ep 064/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:07,  2.03it/s, loss=0.649, pair=0.005, adv=5.678, sprd=0.024]
Ep 064/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:07,  2.03it/s, loss=0.607, pair=0.002, adv=4.158, sprd=0.017]
Ep 064/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.14it/s, loss=0.607, pair=0.002, adv=4.158, sprd=0.017]
Ep 064/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.14it/s, loss=0.638, pair=0.002, adv=3.762, sprd=0.019]
Ep 064/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:11,  1.98it/s, loss=0.638, pair=0.002, adv=3.762, sprd=0.019]
Ep 064/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:11,  1.98it/s, loss=0.622, pair=0.002, adv=4.927, sprd=0.021]
Ep 064/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<03:01,  2.07it/s, loss=0.622, pair=0.002, adv=4.927, sprd=0.021]
Ep 064/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<03:01,  2.07it/s, loss=0.666, pair=0.001, adv=4.443, sprd=0.026]
Ep 064/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:07,  2.01it/s, loss=0.666, pair=0.001, adv=4.443, sprd=0.026]
Ep 064/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:07,  2.01it/s, loss=0.629, pair=0.000, adv=4.945, sprd=0.020]
Ep 064/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:56,  2.12it/s, loss=0.629, pair=0.000, adv=4.945, sprd=0.020]
Ep 064/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:56,  2.12it/s, loss=0.641, pair=0.000, adv=4.397, sprd=0.021]
Ep 064/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.641, pair=0.000, adv=4.397, sprd=0.021]
Ep 064/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.626, pair=0.000, adv=4.304, sprd=0.018]
Ep 064/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:54,  2.14it/s, loss=0.626, pair=0.000, adv=4.304, sprd=0.018]
Ep 064/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:54,  2.14it/s, loss=0.668, pair=0.000, adv=4.201, sprd=0.025]
Ep 064/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.03it/s, loss=0.668, pair=0.000, adv=4.201, sprd=0.025]
Ep 064/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.03it/s, loss=0.647, pair=0.000, adv=5.626, sprd=0.019]
Ep 064/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:51,  2.16it/s, loss=0.647, pair=0.000, adv=5.626, sprd=0.019]
Ep 064/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:51,  2.16it/s, loss=0.636, pair=0.000, adv=3.940, sprd=0.018]
Ep 064/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.636, pair=0.000, adv=3.940, sprd=0.018]
Ep 064/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.622, pair=0.000, adv=5.231, sprd=0.019]
Ep 064/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:49,  2.17it/s, loss=0.622, pair=0.000, adv=5.231, sprd=0.019]
Ep 064/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:49,  2.17it/s, loss=0.643, pair=0.000, adv=4.433, sprd=0.020]
Ep 064/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.643, pair=0.000, adv=4.433, sprd=0.020]
Ep 064/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.644, pair=0.000, adv=4.805, sprd=0.024]
Ep 064/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:53,  2.12it/s, loss=0.644, pair=0.000, adv=4.805, sprd=0.024]
Ep 064/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:53,  2.12it/s, loss=0.668, pair=0.000, adv=4.845, sprd=0.017]
Ep 064/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:58,  2.05it/s, loss=0.668, pair=0.000, adv=4.845, sprd=0.017]
Ep 064/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:58,  2.05it/s, loss=0.682, pair=0.000, adv=5.445, sprd=0.031]
Ep 064/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:51,  2.13it/s, loss=0.682, pair=0.000, adv=5.445, sprd=0.031]
Ep 064/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:51,  2.13it/s, loss=0.653, pair=0.000, adv=4.468, sprd=0.023]
Ep 064/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:59,  2.03it/s, loss=0.653, pair=0.000, adv=4.468, sprd=0.023]
Ep 064/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:59,  2.03it/s, loss=0.609, pair=0.000, adv=5.084, sprd=0.019]
Ep 064/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:52,  2.11it/s, loss=0.609, pair=0.000, adv=5.084, sprd=0.019]
Ep 064/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:52,  2.11it/s, loss=0.650, pair=0.001, adv=5.008, sprd=0.028]
Ep 064/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<03:01,  2.00it/s, loss=0.650, pair=0.001, adv=5.008, sprd=0.028]
Ep 064/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<03:01,  2.00it/s, loss=0.670, pair=0.000, adv=4.976, sprd=0.029]
Ep 064/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:53,  2.08it/s, loss=0.670, pair=0.000, adv=4.976, sprd=0.029]
Ep 064/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:53,  2.08it/s, loss=1.391, pair=2.141, adv=4.544, sprd=0.021]
Ep 064/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:58,  2.01it/s, loss=1.391, pair=2.141, adv=4.544, sprd=0.021]
Ep 064/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:58,  2.01it/s, loss=0.634, pair=0.000, adv=4.604, sprd=0.023]
Ep 064/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:50,  2.11it/s, loss=0.634, pair=0.000, adv=4.604, sprd=0.023]
Ep 064/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:50,  2.11it/s, loss=0.612, pair=0.002, adv=4.648, sprd=0.020]
Ep 064/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:57,  2.01it/s, loss=0.612, pair=0.002, adv=4.648, sprd=0.020]
Ep 064/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:57,  2.01it/s, loss=0.628, pair=0.006, adv=5.273, sprd=0.020]
Ep 064/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:48,  2.12it/s, loss=0.628, pair=0.006, adv=5.273, sprd=0.020]
Ep 064/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:48,  2.12it/s, loss=0.642, pair=0.005, adv=4.937, sprd=0.023]
Ep 064/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.02it/s, loss=0.642, pair=0.005, adv=4.937, sprd=0.023]
Ep 064/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.02it/s, loss=0.635, pair=0.005, adv=5.424, sprd=0.021]
Ep 064/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:47,  2.12it/s, loss=0.635, pair=0.005, adv=5.424, sprd=0.021]
Ep 064/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:47,  2.12it/s, loss=0.659, pair=0.005, adv=5.488, sprd=0.024]
Ep 064/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:53,  2.05it/s, loss=0.659, pair=0.005, adv=5.488, sprd=0.024]
Ep 064/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:53,  2.05it/s, loss=0.617, pair=0.002, adv=4.707, sprd=0.018]
Ep 064/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:43,  2.15it/s, loss=0.617, pair=0.002, adv=4.707, sprd=0.018]
Ep 064/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:43,  2.15it/s, loss=0.631, pair=0.000, adv=4.525, sprd=0.016]
Ep 064/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:47,  2.10it/s, loss=0.631, pair=0.000, adv=4.525, sprd=0.016]
Ep 064/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:47,  2.10it/s, loss=0.646, pair=0.002, adv=5.400, sprd=0.024]
Ep 064/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.18it/s, loss=0.646, pair=0.002, adv=5.400, sprd=0.024]
Ep 064/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:41,  2.18it/s, loss=0.600, pair=0.002, adv=4.486, sprd=0.017]
Ep 064/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:57,  1.98it/s, loss=0.600, pair=0.002, adv=4.486, sprd=0.017]
Ep 064/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:57,  1.98it/s, loss=0.640, pair=0.003, adv=3.698, sprd=0.024]
Ep 064/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:49,  2.06it/s, loss=0.640, pair=0.003, adv=3.698, sprd=0.024]
Ep 064/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:49,  2.06it/s, loss=0.678, pair=0.006, adv=4.067, sprd=0.031]
Ep 064/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:56,  1.97it/s, loss=0.678, pair=0.006, adv=4.067, sprd=0.031]
Ep 064/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:56,  1.97it/s, loss=0.621, pair=0.004, adv=4.581, sprd=0.021]
Ep 064/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:48,  2.06it/s, loss=0.621, pair=0.004, adv=4.581, sprd=0.021]
Ep 064/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:48,  2.06it/s, loss=0.627, pair=0.003, adv=4.410, sprd=0.018]
Ep 064/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:51,  2.02it/s, loss=0.627, pair=0.003, adv=4.410, sprd=0.018]
Ep 064/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:51,  2.02it/s, loss=0.620, pair=0.006, adv=4.267, sprd=0.018]
Ep 064/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:42,  2.13it/s, loss=0.620, pair=0.006, adv=4.267, sprd=0.018]
Ep 064/80 [S3:+sens]:  24%|▍ | 108/453 [00:53<02:42,  2.13it/s, loss=0.636, pair=0.005, adv=4.620, sprd=0.022]
Ep 064/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:52,  1.99it/s, loss=0.636, pair=0.005, adv=4.620, sprd=0.022]
Ep 064/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:52,  1.99it/s, loss=0.654, pair=0.007, adv=4.670, sprd=0.028]
Ep 064/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:45,  2.07it/s, loss=0.654, pair=0.007, adv=4.670, sprd=0.028]
Ep 064/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:45,  2.07it/s, loss=0.681, pair=0.001, adv=6.006, sprd=0.027]
Ep 064/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:48,  2.03it/s, loss=0.681, pair=0.001, adv=6.006, sprd=0.027]
Ep 064/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:48,  2.03it/s, loss=0.628, pair=0.001, adv=5.006, sprd=0.023]
Ep 064/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:41,  2.11it/s, loss=0.628, pair=0.001, adv=5.006, sprd=0.023]
Ep 064/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:41,  2.11it/s, loss=0.657, pair=0.000, adv=5.644, sprd=0.024]
Ep 064/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:46,  2.04it/s, loss=0.657, pair=0.000, adv=5.644, sprd=0.024]
Ep 064/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:46,  2.04it/s, loss=0.672, pair=0.000, adv=4.862, sprd=0.029]
Ep 064/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:39,  2.13it/s, loss=0.672, pair=0.000, adv=4.862, sprd=0.029]
Ep 064/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:39,  2.13it/s, loss=0.616, pair=0.000, adv=4.792, sprd=0.019]
Ep 064/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.05it/s, loss=0.616, pair=0.000, adv=4.792, sprd=0.019]
Ep 064/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:44,  2.05it/s, loss=0.605, pair=0.000, adv=3.997, sprd=0.014]
Ep 064/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:35,  2.17it/s, loss=0.605, pair=0.000, adv=3.997, sprd=0.014]
Ep 064/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:35,  2.17it/s, loss=0.649, pair=0.000, adv=5.011, sprd=0.023]
Ep 064/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:41,  2.08it/s, loss=0.649, pair=0.000, adv=5.011, sprd=0.023]
Ep 064/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:41,  2.08it/s, loss=0.630, pair=0.000, adv=4.496, sprd=0.021]
Ep 064/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.16it/s, loss=0.630, pair=0.000, adv=4.496, sprd=0.021]
Ep 064/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.16it/s, loss=0.654, pair=0.000, adv=4.432, sprd=0.021]
Ep 064/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:40,  2.08it/s, loss=0.654, pair=0.000, adv=4.432, sprd=0.021]
Ep 064/80 [S3:+sens]:  26%|▌ | 119/453 [00:58<02:40,  2.08it/s, loss=0.663, pair=0.000, adv=5.820, sprd=0.028]
Ep 064/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.14it/s, loss=0.663, pair=0.000, adv=5.820, sprd=0.028]
Ep 064/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.14it/s, loss=0.661, pair=0.000, adv=4.961, sprd=0.026]
Ep 064/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.05it/s, loss=0.661, pair=0.000, adv=4.961, sprd=0.026]
Ep 064/80 [S3:+sens]:  27%|▌ | 121/453 [00:59<02:41,  2.05it/s, loss=0.640, pair=0.000, adv=4.054, sprd=0.018]
Ep 064/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:32,  2.17it/s, loss=0.640, pair=0.000, adv=4.054, sprd=0.018]
Ep 064/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:32,  2.17it/s, loss=0.671, pair=0.000, adv=4.627, sprd=0.024]
Ep 064/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:36,  2.11it/s, loss=0.671, pair=0.000, adv=4.627, sprd=0.024]
Ep 064/80 [S3:+sens]:  27%|▌ | 123/453 [01:00<02:36,  2.11it/s, loss=0.663, pair=0.000, adv=3.744, sprd=0.021]
Ep 064/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:28,  2.21it/s, loss=0.663, pair=0.000, adv=3.744, sprd=0.021]
Ep 064/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:28,  2.21it/s, loss=0.632, pair=0.000, adv=4.382, sprd=0.019]
Ep 064/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.08it/s, loss=0.632, pair=0.000, adv=4.382, sprd=0.019]
Ep 064/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.08it/s, loss=0.641, pair=0.001, adv=4.578, sprd=0.024]
Ep 064/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:31,  2.16it/s, loss=0.641, pair=0.001, adv=4.578, sprd=0.024]
Ep 064/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:31,  2.16it/s, loss=0.634, pair=0.000, adv=5.605, sprd=0.020]
Ep 064/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:35,  2.10it/s, loss=0.634, pair=0.000, adv=5.605, sprd=0.020]
Ep 064/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:35,  2.10it/s, loss=0.644, pair=0.000, adv=4.368, sprd=0.018]
Ep 064/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:26,  2.22it/s, loss=0.644, pair=0.000, adv=4.368, sprd=0.018]
Ep 064/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:26,  2.22it/s, loss=0.674, pair=0.000, adv=5.362, sprd=0.026]
Ep 064/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:33,  2.11it/s, loss=0.674, pair=0.000, adv=5.362, sprd=0.026]
Ep 064/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:33,  2.11it/s, loss=0.652, pair=0.000, adv=4.516, sprd=0.022]
Ep 064/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:26,  2.21it/s, loss=0.652, pair=0.000, adv=4.516, sprd=0.022]
Ep 064/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:26,  2.21it/s, loss=0.598, pair=0.000, adv=4.015, sprd=0.014]
Ep 064/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.01it/s, loss=0.598, pair=0.000, adv=4.015, sprd=0.014]
Ep 064/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.01it/s, loss=0.621, pair=0.000, adv=3.703, sprd=0.019]
Ep 064/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:31,  2.12it/s, loss=0.621, pair=0.000, adv=3.703, sprd=0.019]
Ep 064/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:31,  2.12it/s, loss=0.605, pair=0.000, adv=4.422, sprd=0.018]
Ep 064/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:36,  2.04it/s, loss=0.605, pair=0.000, adv=4.422, sprd=0.018]
Ep 064/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:36,  2.04it/s, loss=0.539, pair=0.000, adv=3.026, sprd=0.013]
Ep 064/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.17it/s, loss=0.539, pair=0.000, adv=3.026, sprd=0.013]
Ep 064/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:26,  2.17it/s, loss=0.650, pair=0.005, adv=3.717, sprd=0.016]
Ep 064/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:27,  2.16it/s, loss=0.650, pair=0.005, adv=3.717, sprd=0.016]
Ep 064/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:27,  2.16it/s, loss=0.620, pair=0.000, adv=4.430, sprd=0.018]
Ep 064/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:21,  2.24it/s, loss=0.620, pair=0.000, adv=4.430, sprd=0.018]
Ep 064/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:21,  2.24it/s, loss=0.601, pair=0.000, adv=4.825, sprd=0.015]
Ep 064/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:28,  2.13it/s, loss=0.601, pair=0.000, adv=4.825, sprd=0.015]
Ep 064/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:28,  2.13it/s, loss=0.667, pair=0.000, adv=5.577, sprd=0.024]
Ep 064/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:22,  2.21it/s, loss=0.667, pair=0.000, adv=5.577, sprd=0.024]
Ep 064/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:22,  2.21it/s, loss=0.565, pair=0.002, adv=3.514, sprd=0.011]
Ep 064/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:30,  2.09it/s, loss=0.565, pair=0.002, adv=3.514, sprd=0.011]
Ep 064/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:30,  2.09it/s, loss=0.609, pair=0.000, adv=3.416, sprd=0.015]
Ep 064/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:22,  2.20it/s, loss=0.609, pair=0.000, adv=3.416, sprd=0.015]
Ep 064/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:22,  2.20it/s, loss=1.292, pair=1.998, adv=6.512, sprd=0.017]
Ep 064/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:30,  2.08it/s, loss=1.292, pair=1.998, adv=6.512, sprd=0.017]
Ep 064/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:30,  2.08it/s, loss=0.651, pair=0.000, adv=4.713, sprd=0.023]
Ep 064/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.651, pair=0.000, adv=4.713, sprd=0.023]
Ep 064/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.617, pair=0.000, adv=4.675, sprd=0.017]
Ep 064/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:28,  2.08it/s, loss=0.617, pair=0.000, adv=4.675, sprd=0.017]
Ep 064/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:28,  2.08it/s, loss=0.649, pair=0.000, adv=4.989, sprd=0.024]
Ep 064/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.649, pair=0.000, adv=4.989, sprd=0.024]
Ep 064/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.662, pair=0.002, adv=4.633, sprd=0.026]
Ep 064/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:29,  2.06it/s, loss=0.662, pair=0.002, adv=4.633, sprd=0.026]
Ep 064/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:29,  2.06it/s, loss=0.678, pair=0.000, adv=4.644, sprd=0.028]
Ep 064/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.14it/s, loss=0.678, pair=0.000, adv=4.644, sprd=0.028]
Ep 064/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.14it/s, loss=0.619, pair=0.000, adv=5.113, sprd=0.018]
Ep 064/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.09it/s, loss=0.619, pair=0.000, adv=5.113, sprd=0.018]
Ep 064/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:26,  2.09it/s, loss=0.632, pair=0.000, adv=4.940, sprd=0.019]
Ep 064/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.632, pair=0.000, adv=4.940, sprd=0.019]
Ep 064/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.596, pair=0.000, adv=4.030, sprd=0.014]
Ep 064/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:25,  2.09it/s, loss=0.596, pair=0.000, adv=4.030, sprd=0.014]
Ep 064/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:25,  2.09it/s, loss=0.667, pair=0.005, adv=4.002, sprd=0.028]
Ep 064/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.667, pair=0.005, adv=4.002, sprd=0.028]
Ep 064/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.642, pair=0.001, adv=4.218, sprd=0.024]
Ep 064/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:29,  2.02it/s, loss=0.642, pair=0.001, adv=4.218, sprd=0.024]
Ep 064/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:29,  2.02it/s, loss=0.680, pair=0.000, adv=4.659, sprd=0.031]
Ep 064/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:24,  2.09it/s, loss=0.680, pair=0.000, adv=4.659, sprd=0.031]
Ep 064/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:24,  2.09it/s, loss=0.605, pair=0.002, adv=3.644, sprd=0.016]
Ep 064/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:26,  2.05it/s, loss=0.605, pair=0.002, adv=3.644, sprd=0.016]
Ep 064/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:26,  2.05it/s, loss=0.626, pair=0.000, adv=4.573, sprd=0.020]
Ep 064/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:19,  2.14it/s, loss=0.626, pair=0.000, adv=4.573, sprd=0.020]
Ep 064/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:19,  2.14it/s, loss=0.651, pair=0.002, adv=5.014, sprd=0.022]
Ep 064/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:24,  2.06it/s, loss=0.651, pair=0.002, adv=5.014, sprd=0.022]
Ep 064/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:24,  2.06it/s, loss=0.675, pair=0.000, adv=5.005, sprd=0.030]
Ep 064/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:19,  2.13it/s, loss=0.675, pair=0.000, adv=5.005, sprd=0.030]
Ep 064/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:19,  2.13it/s, loss=0.630, pair=0.003, adv=4.462, sprd=0.022]
Ep 064/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:25,  2.04it/s, loss=0.630, pair=0.003, adv=4.462, sprd=0.022]
Ep 064/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:25,  2.04it/s, loss=0.625, pair=0.000, adv=4.255, sprd=0.019]
Ep 064/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.625, pair=0.000, adv=4.255, sprd=0.019]
Ep 064/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.646, pair=0.000, adv=6.224, sprd=0.024]
Ep 064/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:31,  1.94it/s, loss=0.646, pair=0.000, adv=6.224, sprd=0.024]
Ep 064/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:31,  1.94it/s, loss=0.617, pair=0.001, adv=4.982, sprd=0.020]
Ep 064/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:21,  2.07it/s, loss=0.617, pair=0.001, adv=4.982, sprd=0.020]
Ep 064/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:21,  2.07it/s, loss=0.674, pair=0.000, adv=4.415, sprd=0.027]
Ep 064/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:28,  1.97it/s, loss=0.674, pair=0.000, adv=4.415, sprd=0.027]
Ep 064/80 [S3:+sens]:  36%|▋ | 161/453 [01:18<02:28,  1.97it/s, loss=0.625, pair=0.000, adv=4.350, sprd=0.020]
Ep 064/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:20,  2.08it/s, loss=0.625, pair=0.000, adv=4.350, sprd=0.020]
Ep 064/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:20,  2.08it/s, loss=0.637, pair=0.000, adv=4.398, sprd=0.017]
Ep 064/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:24,  2.01it/s, loss=0.637, pair=0.000, adv=4.398, sprd=0.017]
Ep 064/80 [S3:+sens]:  36%|▋ | 163/453 [01:19<02:24,  2.01it/s, loss=0.624, pair=0.000, adv=3.331, sprd=0.020]
Ep 064/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:16,  2.12it/s, loss=0.624, pair=0.000, adv=3.331, sprd=0.020]
Ep 064/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:16,  2.12it/s, loss=0.580, pair=0.000, adv=3.563, sprd=0.013]
Ep 064/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:21,  2.03it/s, loss=0.580, pair=0.000, adv=3.563, sprd=0.013]
Ep 064/80 [S3:+sens]:  36%|▋ | 165/453 [01:20<02:21,  2.03it/s, loss=0.611, pair=0.000, adv=5.168, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:12,  2.16it/s, loss=0.611, pair=0.000, adv=5.168, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:12,  2.16it/s, loss=0.607, pair=0.001, adv=5.084, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:17,  2.08it/s, loss=0.607, pair=0.001, adv=5.084, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:17,  2.08it/s, loss=0.644, pair=0.004, adv=4.488, sprd=0.024]
Ep 064/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:12,  2.15it/s, loss=0.644, pair=0.004, adv=4.488, sprd=0.024]
Ep 064/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:12,  2.15it/s, loss=0.609, pair=0.005, adv=4.342, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:19,  2.03it/s, loss=0.609, pair=0.005, adv=4.342, sprd=0.017]
Ep 064/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:19,  2.03it/s, loss=0.631, pair=0.003, adv=4.876, sprd=0.019]
Ep 064/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:12,  2.14it/s, loss=0.631, pair=0.003, adv=4.876, sprd=0.019]
Ep 064/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:12,  2.14it/s, loss=0.634, pair=0.006, adv=5.686, sprd=0.021]
Ep 064/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.05it/s, loss=0.634, pair=0.006, adv=5.686, sprd=0.021]
Ep 064/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.05it/s, loss=0.682, pair=0.001, adv=5.385, sprd=0.028]
Ep 064/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:12,  2.13it/s, loss=0.682, pair=0.001, adv=5.385, sprd=0.028]
Ep 064/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:12,  2.13it/s, loss=0.610, pair=0.002, adv=3.583, sprd=0.015]
Ep 064/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.610, pair=0.002, adv=3.583, sprd=0.015]
Ep 064/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.609, pair=0.001, adv=4.316, sprd=0.017]
Ep 064/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:08,  2.18it/s, loss=0.609, pair=0.001, adv=4.316, sprd=0.017]
Ep 064/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:08,  2.18it/s, loss=0.708, pair=0.007, adv=5.222, sprd=0.022]
Ep 064/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.09it/s, loss=0.708, pair=0.007, adv=5.222, sprd=0.022]
Ep 064/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.09it/s, loss=0.627, pair=0.001, adv=4.935, sprd=0.021]
Ep 064/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.627, pair=0.001, adv=4.935, sprd=0.021]
Ep 064/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:08,  2.16it/s, loss=0.637, pair=0.000, adv=5.694, sprd=0.023]
Ep 064/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:13,  2.07it/s, loss=0.637, pair=0.000, adv=5.694, sprd=0.023]
Ep 064/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:13,  2.07it/s, loss=0.630, pair=0.000, adv=4.418, sprd=0.016]
Ep 064/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:06,  2.18it/s, loss=0.630, pair=0.000, adv=4.418, sprd=0.016]
Ep 064/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:06,  2.18it/s, loss=0.651, pair=0.002, adv=4.260, sprd=0.026]
Ep 064/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.05it/s, loss=0.651, pair=0.002, adv=4.260, sprd=0.026]
Ep 064/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.05it/s, loss=0.635, pair=0.000, adv=4.721, sprd=0.022]
Ep 064/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:08,  2.12it/s, loss=0.635, pair=0.000, adv=4.721, sprd=0.022]
Ep 064/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:08,  2.12it/s, loss=0.647, pair=0.001, adv=4.936, sprd=0.024]
Ep 064/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:12,  2.05it/s, loss=0.647, pair=0.001, adv=4.936, sprd=0.024]
Ep 064/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:12,  2.05it/s, loss=0.604, pair=0.000, adv=4.446, sprd=0.017]
Ep 064/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.15it/s, loss=0.604, pair=0.000, adv=4.446, sprd=0.017]
Ep 064/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:06,  2.15it/s, loss=0.617, pair=0.000, adv=4.739, sprd=0.016]
Ep 064/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:16,  1.97it/s, loss=0.617, pair=0.000, adv=4.739, sprd=0.016]
Ep 064/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:16,  1.97it/s, loss=0.640, pair=0.000, adv=4.261, sprd=0.021]
Ep 064/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:09,  2.08it/s, loss=0.640, pair=0.000, adv=4.261, sprd=0.021]
Ep 064/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:09,  2.08it/s, loss=0.607, pair=0.001, adv=3.471, sprd=0.015]
Ep 064/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:09,  2.06it/s, loss=0.607, pair=0.001, adv=3.471, sprd=0.015]
Ep 064/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:09,  2.06it/s, loss=1.162, pair=1.465, adv=6.024, sprd=0.024]
Ep 064/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=1.162, pair=1.465, adv=6.024, sprd=0.024]
Ep 064/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:04,  2.14it/s, loss=0.646, pair=0.000, adv=3.663, sprd=0.027]
Ep 064/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:12,  2.01it/s, loss=0.646, pair=0.000, adv=3.663, sprd=0.027]
Ep 064/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:12,  2.01it/s, loss=0.653, pair=0.001, adv=5.035, sprd=0.023]
Ep 064/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.12it/s, loss=0.653, pair=0.001, adv=5.035, sprd=0.023]
Ep 064/80 [S3:+sens]:  42%|▊ | 188/453 [01:31<02:05,  2.12it/s, loss=0.657, pair=0.003, adv=3.846, sprd=0.026]
Ep 064/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:11,  2.01it/s, loss=0.657, pair=0.003, adv=3.846, sprd=0.026]
Ep 064/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:11,  2.01it/s, loss=0.632, pair=0.002, adv=5.404, sprd=0.020]
Ep 064/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.13it/s, loss=0.632, pair=0.002, adv=5.404, sprd=0.020]
Ep 064/80 [S3:+sens]:  42%|▊ | 190/453 [01:32<02:03,  2.13it/s, loss=0.680, pair=0.005, adv=5.952, sprd=0.026]
Ep 064/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:07,  2.06it/s, loss=0.680, pair=0.005, adv=5.952, sprd=0.026]
Ep 064/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:07,  2.06it/s, loss=0.663, pair=0.005, adv=5.090, sprd=0.025]
Ep 064/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.14it/s, loss=0.663, pair=0.005, adv=5.090, sprd=0.025]
Ep 064/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.14it/s, loss=0.635, pair=0.005, adv=4.573, sprd=0.017]
Ep 064/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:06,  2.06it/s, loss=0.635, pair=0.005, adv=4.573, sprd=0.017]
Ep 064/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:06,  2.06it/s, loss=0.630, pair=0.004, adv=3.962, sprd=0.021]
Ep 064/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:00,  2.14it/s, loss=0.630, pair=0.004, adv=3.962, sprd=0.021]
Ep 064/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:00,  2.14it/s, loss=0.605, pair=0.001, adv=4.010, sprd=0.014]
Ep 064/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.08it/s, loss=0.605, pair=0.001, adv=4.010, sprd=0.014]
Ep 064/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:03,  2.08it/s, loss=0.658, pair=0.003, adv=5.218, sprd=0.027]
Ep 064/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:59,  2.15it/s, loss=0.658, pair=0.003, adv=5.218, sprd=0.027]
Ep 064/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:59,  2.15it/s, loss=0.609, pair=0.001, adv=4.116, sprd=0.017]
Ep 064/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:04,  2.06it/s, loss=0.609, pair=0.001, adv=4.116, sprd=0.017]
Ep 064/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:04,  2.06it/s, loss=0.659, pair=0.004, adv=5.591, sprd=0.024]
Ep 064/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.659, pair=0.004, adv=5.591, sprd=0.024]
Ep 064/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.700, pair=0.001, adv=3.923, sprd=0.022]
Ep 064/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.700, pair=0.001, adv=3.923, sprd=0.022]
Ep 064/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:03,  2.06it/s, loss=0.599, pair=0.001, adv=3.378, sprd=0.015]
Ep 064/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.599, pair=0.001, adv=3.378, sprd=0.015]
Ep 064/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.654, pair=0.000, adv=5.103, sprd=0.023]
Ep 064/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.09it/s, loss=0.654, pair=0.000, adv=5.103, sprd=0.023]
Ep 064/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:00,  2.09it/s, loss=0.682, pair=0.000, adv=3.860, sprd=0.032]
Ep 064/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.682, pair=0.000, adv=3.860, sprd=0.032]
Ep 064/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.637, pair=0.000, adv=5.577, sprd=0.022]
Ep 064/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.637, pair=0.000, adv=5.577, sprd=0.022]
Ep 064/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<02:02,  2.04it/s, loss=0.641, pair=0.000, adv=3.917, sprd=0.020]
Ep 064/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:55,  2.15it/s, loss=0.641, pair=0.000, adv=3.917, sprd=0.020]
Ep 064/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:55,  2.15it/s, loss=0.625, pair=0.004, adv=6.033, sprd=0.020]
Ep 064/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:00,  2.07it/s, loss=0.625, pair=0.004, adv=6.033, sprd=0.020]
Ep 064/80 [S3:+sens]:  45%|▉ | 205/453 [01:39<02:00,  2.07it/s, loss=0.673, pair=0.000, adv=4.795, sprd=0.028]
Ep 064/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.15it/s, loss=0.673, pair=0.000, adv=4.795, sprd=0.028]
Ep 064/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.15it/s, loss=0.620, pair=0.003, adv=4.252, sprd=0.020]
Ep 064/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:01,  2.03it/s, loss=0.620, pair=0.003, adv=4.252, sprd=0.020]
Ep 064/80 [S3:+sens]:  46%|▉ | 207/453 [01:40<02:01,  2.03it/s, loss=0.624, pair=0.000, adv=4.547, sprd=0.020]
Ep 064/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:55,  2.12it/s, loss=0.624, pair=0.000, adv=4.547, sprd=0.020]
Ep 064/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:55,  2.12it/s, loss=0.618, pair=0.000, adv=3.834, sprd=0.019]
Ep 064/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:01,  2.02it/s, loss=0.618, pair=0.000, adv=3.834, sprd=0.019]
Ep 064/80 [S3:+sens]:  46%|▉ | 209/453 [01:41<02:01,  2.02it/s, loss=0.605, pair=0.000, adv=4.213, sprd=0.018]
Ep 064/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:55,  2.10it/s, loss=0.605, pair=0.000, adv=4.213, sprd=0.018]
Ep 064/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:55,  2.10it/s, loss=0.631, pair=0.000, adv=4.433, sprd=0.020]
Ep 064/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:06,  1.92it/s, loss=0.631, pair=0.000, adv=4.433, sprd=0.020]
Ep 064/80 [S3:+sens]:  47%|▉ | 211/453 [01:42<02:06,  1.92it/s, loss=0.639, pair=0.000, adv=4.033, sprd=0.019]
Ep 064/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:56,  2.08it/s, loss=0.639, pair=0.000, adv=4.033, sprd=0.019]
Ep 064/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:56,  2.08it/s, loss=0.605, pair=0.000, adv=4.306, sprd=0.016]
Ep 064/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:58,  2.03it/s, loss=0.605, pair=0.000, adv=4.306, sprd=0.016]
Ep 064/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:58,  2.03it/s, loss=0.627, pair=0.000, adv=4.600, sprd=0.019]
Ep 064/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:52,  2.13it/s, loss=0.627, pair=0.000, adv=4.600, sprd=0.019]
Ep 064/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:52,  2.13it/s, loss=0.682, pair=0.036, adv=5.657, sprd=0.024]
Ep 064/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.07it/s, loss=0.682, pair=0.036, adv=5.657, sprd=0.024]
Ep 064/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:55,  2.07it/s, loss=0.667, pair=0.000, adv=4.877, sprd=0.027]
Ep 064/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.14it/s, loss=0.667, pair=0.000, adv=4.877, sprd=0.027]
Ep 064/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:50,  2.14it/s, loss=0.668, pair=0.000, adv=5.047, sprd=0.028]
Ep 064/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:56,  2.02it/s, loss=0.668, pair=0.000, adv=5.047, sprd=0.028]
Ep 064/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:56,  2.02it/s, loss=0.654, pair=0.000, adv=4.066, sprd=0.018]
Ep 064/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.17it/s, loss=0.654, pair=0.000, adv=4.066, sprd=0.018]
Ep 064/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.17it/s, loss=0.622, pair=0.000, adv=4.694, sprd=0.020]
Ep 064/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:52,  2.08it/s, loss=0.622, pair=0.000, adv=4.694, sprd=0.020]
Ep 064/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:52,  2.08it/s, loss=0.622, pair=0.000, adv=5.185, sprd=0.021]
Ep 064/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:48,  2.16it/s, loss=0.622, pair=0.000, adv=5.185, sprd=0.021]
Ep 064/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:48,  2.16it/s, loss=0.667, pair=0.000, adv=4.346, sprd=0.026]
Ep 064/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:52,  2.06it/s, loss=0.667, pair=0.000, adv=4.346, sprd=0.026]
Ep 064/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:52,  2.06it/s, loss=0.618, pair=0.002, adv=3.735, sprd=0.015]
Ep 064/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:42,  2.25it/s, loss=0.618, pair=0.002, adv=3.735, sprd=0.015]
Ep 064/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:42,  2.25it/s, loss=0.655, pair=0.000, adv=5.781, sprd=0.028]
Ep 064/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.10it/s, loss=0.655, pair=0.000, adv=5.781, sprd=0.028]
Ep 064/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:49,  2.10it/s, loss=0.637, pair=0.000, adv=4.913, sprd=0.021]
Ep 064/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:45,  2.18it/s, loss=0.637, pair=0.000, adv=4.913, sprd=0.021]
Ep 064/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:45,  2.18it/s, loss=0.619, pair=0.000, adv=6.234, sprd=0.022]
Ep 064/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.05it/s, loss=0.619, pair=0.000, adv=6.234, sprd=0.022]
Ep 064/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.05it/s, loss=0.627, pair=0.000, adv=5.482, sprd=0.016]
Ep 064/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:44,  2.17it/s, loss=0.627, pair=0.000, adv=5.482, sprd=0.016]
Ep 064/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:44,  2.17it/s, loss=0.615, pair=0.000, adv=5.111, sprd=0.017]
Ep 064/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:48,  2.09it/s, loss=0.615, pair=0.000, adv=5.111, sprd=0.017]
Ep 064/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:48,  2.09it/s, loss=0.633, pair=0.000, adv=5.305, sprd=0.018]
Ep 064/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.20it/s, loss=0.633, pair=0.000, adv=5.305, sprd=0.018]
Ep 064/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:42,  2.20it/s, loss=0.630, pair=0.000, adv=3.591, sprd=0.019]
Ep 064/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:45,  2.13it/s, loss=0.630, pair=0.000, adv=3.591, sprd=0.019]
Ep 064/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:45,  2.13it/s, loss=0.647, pair=0.000, adv=4.510, sprd=0.025]
Ep 064/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.18it/s, loss=0.647, pair=0.000, adv=4.510, sprd=0.025]
Ep 064/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:42,  2.18it/s, loss=0.622, pair=0.001, adv=6.366, sprd=0.019]
Ep 064/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:45,  2.10it/s, loss=0.622, pair=0.001, adv=6.366, sprd=0.019]
Ep 064/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:45,  2.10it/s, loss=0.641, pair=0.000, adv=5.544, sprd=0.024]
Ep 064/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:41,  2.17it/s, loss=0.641, pair=0.000, adv=5.544, sprd=0.024]
Ep 064/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:41,  2.17it/s, loss=0.611, pair=0.000, adv=4.097, sprd=0.015]
Ep 064/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.05it/s, loss=0.611, pair=0.000, adv=4.097, sprd=0.015]
Ep 064/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.05it/s, loss=0.640, pair=0.012, adv=5.288, sprd=0.021]
Ep 064/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.640, pair=0.012, adv=5.288, sprd=0.021]
Ep 064/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.638, pair=0.001, adv=5.258, sprd=0.021]
Ep 064/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.09it/s, loss=0.638, pair=0.001, adv=5.258, sprd=0.021]
Ep 064/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:44,  2.09it/s, loss=0.620, pair=0.000, adv=3.469, sprd=0.017]
Ep 064/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.620, pair=0.000, adv=3.469, sprd=0.017]
Ep 064/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.595, pair=0.000, adv=4.228, sprd=0.017]
Ep 064/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.06it/s, loss=0.595, pair=0.000, adv=4.228, sprd=0.017]
Ep 064/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:44,  2.06it/s, loss=0.605, pair=0.000, adv=3.930, sprd=0.014]
Ep 064/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:38,  2.18it/s, loss=0.605, pair=0.000, adv=3.930, sprd=0.014]
Ep 064/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:38,  2.18it/s, loss=0.630, pair=0.000, adv=5.973, sprd=0.021]
Ep 064/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:48,  1.98it/s, loss=0.630, pair=0.000, adv=5.973, sprd=0.021]
Ep 064/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:48,  1.98it/s, loss=0.663, pair=0.000, adv=6.361, sprd=0.026]
Ep 064/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:41,  2.09it/s, loss=0.663, pair=0.000, adv=6.361, sprd=0.026]
Ep 064/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:41,  2.09it/s, loss=0.630, pair=0.000, adv=4.511, sprd=0.022]
Ep 064/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:46,  2.00it/s, loss=0.630, pair=0.000, adv=4.511, sprd=0.022]
Ep 064/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:46,  2.00it/s, loss=0.681, pair=0.000, adv=4.360, sprd=0.028]
Ep 064/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.681, pair=0.000, adv=4.360, sprd=0.028]
Ep 064/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.612, pair=0.000, adv=3.958, sprd=0.018]
Ep 064/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:44,  2.01it/s, loss=0.612, pair=0.000, adv=3.958, sprd=0.018]
Ep 064/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:44,  2.01it/s, loss=0.600, pair=0.000, adv=3.990, sprd=0.014]
Ep 064/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.17it/s, loss=0.600, pair=0.000, adv=3.990, sprd=0.014]
Ep 064/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.17it/s, loss=0.670, pair=0.000, adv=4.272, sprd=0.018]
Ep 064/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.06it/s, loss=0.670, pair=0.000, adv=4.272, sprd=0.018]
Ep 064/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:40,  2.06it/s, loss=0.665, pair=0.000, adv=6.958, sprd=0.028]
Ep 064/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.14it/s, loss=0.665, pair=0.000, adv=6.958, sprd=0.028]
Ep 064/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.14it/s, loss=0.597, pair=0.000, adv=4.110, sprd=0.014]
Ep 064/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.597, pair=0.000, adv=4.110, sprd=0.014]
Ep 064/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.08it/s, loss=0.676, pair=0.000, adv=4.158, sprd=0.030]
Ep 064/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.14it/s, loss=0.676, pair=0.000, adv=4.158, sprd=0.030]
Ep 064/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.14it/s, loss=0.623, pair=0.001, adv=4.295, sprd=0.018]
Ep 064/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.06it/s, loss=0.623, pair=0.001, adv=4.295, sprd=0.018]
Ep 064/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:39,  2.06it/s, loss=0.647, pair=0.000, adv=5.406, sprd=0.025]
Ep 064/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.14it/s, loss=0.647, pair=0.000, adv=5.406, sprd=0.025]
Ep 064/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.14it/s, loss=0.652, pair=0.000, adv=5.415, sprd=0.022]
Ep 064/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.652, pair=0.000, adv=5.415, sprd=0.022]
Ep 064/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.667, pair=0.000, adv=6.753, sprd=0.029]
Ep 064/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.16it/s, loss=0.667, pair=0.000, adv=6.753, sprd=0.029]
Ep 064/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:32,  2.16it/s, loss=0.620, pair=0.001, adv=5.578, sprd=0.021]
Ep 064/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.04it/s, loss=0.620, pair=0.001, adv=5.578, sprd=0.021]
Ep 064/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.04it/s, loss=0.671, pair=0.002, adv=5.215, sprd=0.026]
Ep 064/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.671, pair=0.002, adv=5.215, sprd=0.026]
Ep 064/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:32,  2.14it/s, loss=0.590, pair=0.000, adv=4.197, sprd=0.014]
Ep 064/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.07it/s, loss=0.590, pair=0.000, adv=4.197, sprd=0.014]
Ep 064/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.07it/s, loss=0.626, pair=0.000, adv=3.836, sprd=0.017]
Ep 064/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:28,  2.21it/s, loss=0.626, pair=0.000, adv=3.836, sprd=0.017]
Ep 064/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:28,  2.21it/s, loss=0.609, pair=0.002, adv=3.715, sprd=0.017]
Ep 064/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.609, pair=0.002, adv=3.715, sprd=0.017]
Ep 064/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.617, pair=0.005, adv=4.286, sprd=0.020]
Ep 064/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:30,  2.16it/s, loss=0.617, pair=0.005, adv=4.286, sprd=0.020]
Ep 064/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:30,  2.16it/s, loss=0.634, pair=0.002, adv=4.430, sprd=0.021]
Ep 064/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:33,  2.08it/s, loss=0.634, pair=0.002, adv=4.430, sprd=0.021]
Ep 064/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:33,  2.08it/s, loss=0.652, pair=0.001, adv=7.343, sprd=0.021]
Ep 064/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:27,  2.20it/s, loss=0.652, pair=0.001, adv=7.343, sprd=0.021]
Ep 064/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:27,  2.20it/s, loss=0.601, pair=0.001, adv=4.565, sprd=0.014]
Ep 064/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.10it/s, loss=0.601, pair=0.001, adv=4.565, sprd=0.014]
Ep 064/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.10it/s, loss=0.664, pair=0.003, adv=4.925, sprd=0.027]
Ep 064/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.664, pair=0.003, adv=4.925, sprd=0.027]
Ep 064/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:28,  2.16it/s, loss=0.640, pair=0.000, adv=3.911, sprd=0.021]
Ep 064/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.10it/s, loss=0.640, pair=0.000, adv=3.911, sprd=0.021]
Ep 064/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.10it/s, loss=0.637, pair=0.000, adv=5.659, sprd=0.023]
Ep 064/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.18it/s, loss=0.637, pair=0.000, adv=5.659, sprd=0.023]
Ep 064/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:26,  2.18it/s, loss=0.642, pair=0.000, adv=4.393, sprd=0.023]
Ep 064/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.07it/s, loss=0.642, pair=0.000, adv=4.393, sprd=0.023]
Ep 064/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.07it/s, loss=0.655, pair=0.000, adv=4.964, sprd=0.026]
Ep 064/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.16it/s, loss=0.655, pair=0.000, adv=4.964, sprd=0.026]
Ep 064/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:26,  2.16it/s, loss=0.619, pair=0.000, adv=4.368, sprd=0.018]
Ep 064/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.07it/s, loss=0.619, pair=0.000, adv=4.368, sprd=0.018]
Ep 064/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.07it/s, loss=0.597, pair=0.000, adv=4.742, sprd=0.018]
Ep 064/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:27,  2.13it/s, loss=0.597, pair=0.000, adv=4.742, sprd=0.018]
Ep 064/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:27,  2.13it/s, loss=0.644, pair=0.000, adv=5.616, sprd=0.022]
Ep 064/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:35,  1.93it/s, loss=0.644, pair=0.000, adv=5.616, sprd=0.022]
Ep 064/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:35,  1.93it/s, loss=0.616, pair=0.000, adv=4.829, sprd=0.020]
Ep 064/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:29,  2.05it/s, loss=0.616, pair=0.000, adv=4.829, sprd=0.020]
Ep 064/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:29,  2.05it/s, loss=0.652, pair=0.000, adv=5.195, sprd=0.024]
Ep 064/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:33,  1.96it/s, loss=0.652, pair=0.000, adv=5.195, sprd=0.024]
Ep 064/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:33,  1.96it/s, loss=0.644, pair=0.000, adv=4.861, sprd=0.020]
Ep 064/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:27,  2.08it/s, loss=0.644, pair=0.000, adv=4.861, sprd=0.020]
Ep 064/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:27,  2.08it/s, loss=0.668, pair=0.000, adv=4.788, sprd=0.023]
Ep 064/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:29,  2.00it/s, loss=0.668, pair=0.000, adv=4.788, sprd=0.023]
Ep 064/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:29,  2.00it/s, loss=0.666, pair=0.000, adv=4.605, sprd=0.029]
Ep 064/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:26,  2.07it/s, loss=0.666, pair=0.000, adv=4.605, sprd=0.029]
Ep 064/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:26,  2.07it/s, loss=0.633, pair=0.000, adv=5.015, sprd=0.021]
Ep 064/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:27,  2.03it/s, loss=0.633, pair=0.000, adv=5.015, sprd=0.021]
Ep 064/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:27,  2.03it/s, loss=0.671, pair=0.000, adv=3.907, sprd=0.026]
Ep 064/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.12it/s, loss=0.671, pair=0.000, adv=3.907, sprd=0.026]
Ep 064/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:23,  2.12it/s, loss=0.636, pair=0.000, adv=3.839, sprd=0.023]
Ep 064/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.02it/s, loss=0.636, pair=0.000, adv=3.839, sprd=0.023]
Ep 064/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.02it/s, loss=0.673, pair=0.000, adv=4.491, sprd=0.030]
Ep 064/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:23,  2.10it/s, loss=0.673, pair=0.000, adv=4.491, sprd=0.030]
Ep 064/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:23,  2.10it/s, loss=0.604, pair=0.000, adv=4.929, sprd=0.018]
Ep 064/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:26,  2.00it/s, loss=0.604, pair=0.000, adv=4.929, sprd=0.018]
Ep 064/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:26,  2.00it/s, loss=0.595, pair=0.000, adv=5.291, sprd=0.016]
Ep 064/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:22,  2.10it/s, loss=0.595, pair=0.000, adv=5.291, sprd=0.016]
Ep 064/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:22,  2.10it/s, loss=0.696, pair=0.000, adv=6.253, sprd=0.036]
Ep 064/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:26,  1.99it/s, loss=0.696, pair=0.000, adv=6.253, sprd=0.036]
Ep 064/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:26,  1.99it/s, loss=0.645, pair=0.000, adv=4.800, sprd=0.024]
Ep 064/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:21,  2.09it/s, loss=0.645, pair=0.000, adv=4.800, sprd=0.024]
Ep 064/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:21,  2.09it/s, loss=0.627, pair=0.001, adv=4.670, sprd=0.021]
Ep 064/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:24,  2.01it/s, loss=0.627, pair=0.001, adv=4.670, sprd=0.021]
Ep 064/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.01it/s, loss=0.654, pair=0.000, adv=3.324, sprd=0.024]
Ep 064/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:20,  2.11it/s, loss=0.654, pair=0.000, adv=3.324, sprd=0.024]
Ep 064/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:20,  2.11it/s, loss=0.605, pair=0.000, adv=3.909, sprd=0.017]
Ep 064/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.605, pair=0.000, adv=3.909, sprd=0.017]
Ep 064/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:22,  2.04it/s, loss=0.632, pair=0.000, adv=5.410, sprd=0.024]
Ep 064/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.632, pair=0.000, adv=5.410, sprd=0.024]
Ep 064/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.626, pair=0.001, adv=4.778, sprd=0.019]
Ep 064/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.05it/s, loss=0.626, pair=0.001, adv=4.778, sprd=0.019]
Ep 064/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:20,  2.05it/s, loss=0.613, pair=0.001, adv=4.068, sprd=0.017]
Ep 064/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:16,  2.16it/s, loss=0.613, pair=0.001, adv=4.068, sprd=0.017]
Ep 064/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:16,  2.16it/s, loss=0.631, pair=0.000, adv=4.559, sprd=0.019]
Ep 064/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.07it/s, loss=0.631, pair=0.000, adv=4.559, sprd=0.019]
Ep 064/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:19,  2.07it/s, loss=0.685, pair=0.000, adv=4.785, sprd=0.030]
Ep 064/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:15,  2.15it/s, loss=0.685, pair=0.000, adv=4.785, sprd=0.030]
Ep 064/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:15,  2.15it/s, loss=0.687, pair=0.020, adv=6.002, sprd=0.029]
Ep 064/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.06it/s, loss=0.687, pair=0.020, adv=6.002, sprd=0.029]
Ep 064/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:18,  2.06it/s, loss=0.598, pair=0.000, adv=4.275, sprd=0.015]
Ep 064/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:13,  2.19it/s, loss=0.598, pair=0.000, adv=4.275, sprd=0.015]
Ep 064/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:13,  2.19it/s, loss=0.613, pair=0.000, adv=4.379, sprd=0.017]
Ep 064/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:20,  1.99it/s, loss=0.613, pair=0.000, adv=4.379, sprd=0.017]
Ep 064/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:20,  1.99it/s, loss=0.644, pair=0.004, adv=5.192, sprd=0.021]
Ep 064/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.11it/s, loss=0.644, pair=0.004, adv=5.192, sprd=0.021]
Ep 064/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.11it/s, loss=0.636, pair=0.001, adv=3.675, sprd=0.020]
Ep 064/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:18,  2.02it/s, loss=0.636, pair=0.001, adv=3.675, sprd=0.020]
Ep 064/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:18,  2.02it/s, loss=0.651, pair=0.000, adv=4.421, sprd=0.023]
Ep 064/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:14,  2.11it/s, loss=0.651, pair=0.000, adv=4.421, sprd=0.023]
Ep 064/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:14,  2.11it/s, loss=0.638, pair=0.000, adv=4.882, sprd=0.023]
Ep 064/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:17,  2.00it/s, loss=0.638, pair=0.000, adv=4.882, sprd=0.023]
Ep 064/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:17,  2.00it/s, loss=0.639, pair=0.000, adv=4.343, sprd=0.020]
Ep 064/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:13,  2.11it/s, loss=0.639, pair=0.000, adv=4.343, sprd=0.020]
Ep 064/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:13,  2.11it/s, loss=0.690, pair=0.000, adv=6.261, sprd=0.030]
Ep 064/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.01it/s, loss=0.690, pair=0.000, adv=6.261, sprd=0.030]
Ep 064/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:16,  2.01it/s, loss=0.685, pair=0.000, adv=5.416, sprd=0.028]
Ep 064/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:12,  2.10it/s, loss=0.685, pair=0.000, adv=5.416, sprd=0.028]
Ep 064/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:12,  2.10it/s, loss=0.686, pair=0.000, adv=5.579, sprd=0.031]
Ep 064/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:15,  2.01it/s, loss=0.686, pair=0.000, adv=5.579, sprd=0.031]
Ep 064/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:15,  2.01it/s, loss=1.160, pair=1.494, adv=6.133, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:11,  2.13it/s, loss=1.160, pair=1.494, adv=6.133, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:11,  2.13it/s, loss=0.685, pair=0.000, adv=4.632, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:13,  2.04it/s, loss=0.685, pair=0.000, adv=4.632, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:13,  2.04it/s, loss=0.646, pair=0.001, adv=4.201, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.13it/s, loss=0.646, pair=0.001, adv=4.201, sprd=0.021]
Ep 064/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.13it/s, loss=0.655, pair=0.000, adv=5.468, sprd=0.023]
Ep 064/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.05it/s, loss=0.655, pair=0.000, adv=5.468, sprd=0.023]
Ep 064/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.05it/s, loss=0.653, pair=0.000, adv=4.202, sprd=0.022]
Ep 064/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.17it/s, loss=0.653, pair=0.000, adv=4.202, sprd=0.022]
Ep 064/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:07,  2.17it/s, loss=0.635, pair=0.000, adv=4.650, sprd=0.026]
Ep 064/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.03it/s, loss=0.635, pair=0.000, adv=4.650, sprd=0.026]
Ep 064/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.03it/s, loss=0.610, pair=0.000, adv=4.304, sprd=0.016]
Ep 064/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.610, pair=0.000, adv=4.304, sprd=0.016]
Ep 064/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:07,  2.15it/s, loss=0.644, pair=0.000, adv=5.065, sprd=0.019]
Ep 064/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.08it/s, loss=0.644, pair=0.000, adv=5.065, sprd=0.019]
Ep 064/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.08it/s, loss=0.589, pair=0.000, adv=4.107, sprd=0.014]
Ep 064/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.19it/s, loss=0.589, pair=0.000, adv=4.107, sprd=0.014]
Ep 064/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:05,  2.19it/s, loss=0.597, pair=0.000, adv=3.643, sprd=0.015]
Ep 064/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:07,  2.10it/s, loss=0.597, pair=0.000, adv=3.643, sprd=0.015]
Ep 064/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:07,  2.10it/s, loss=0.655, pair=0.002, adv=4.993, sprd=0.023]
Ep 064/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.18it/s, loss=0.655, pair=0.002, adv=4.993, sprd=0.023]
Ep 064/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:04,  2.18it/s, loss=0.614, pair=0.002, adv=5.343, sprd=0.018]
Ep 064/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.08it/s, loss=0.614, pair=0.002, adv=5.343, sprd=0.018]
Ep 064/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.08it/s, loss=0.643, pair=0.003, adv=5.916, sprd=0.025]
Ep 064/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:05,  2.14it/s, loss=0.643, pair=0.003, adv=5.916, sprd=0.025]
Ep 064/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:05,  2.14it/s, loss=0.720, pair=0.002, adv=5.171, sprd=0.025]
Ep 064/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.04it/s, loss=0.720, pair=0.002, adv=5.171, sprd=0.025]
Ep 064/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.04it/s, loss=0.624, pair=0.002, adv=5.946, sprd=0.022]
Ep 064/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.624, pair=0.002, adv=5.946, sprd=0.022]
Ep 064/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:04,  2.12it/s, loss=0.617, pair=0.004, adv=4.630, sprd=0.019]
Ep 064/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.03it/s, loss=0.617, pair=0.004, adv=4.630, sprd=0.019]
Ep 064/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.03it/s, loss=0.627, pair=0.000, adv=6.075, sprd=0.021]
Ep 064/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:03,  2.13it/s, loss=0.627, pair=0.000, adv=6.075, sprd=0.021]
Ep 064/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:03,  2.13it/s, loss=0.632, pair=0.002, adv=4.561, sprd=0.017]
Ep 064/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:04,  2.07it/s, loss=0.632, pair=0.002, adv=4.561, sprd=0.017]
Ep 064/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:04,  2.07it/s, loss=0.678, pair=0.013, adv=4.248, sprd=0.028]
Ep 064/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:02,  2.14it/s, loss=0.678, pair=0.013, adv=4.248, sprd=0.028]
Ep 064/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:02,  2.14it/s, loss=0.646, pair=0.004, adv=4.583, sprd=0.024]
Ep 064/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:08,  1.93it/s, loss=0.646, pair=0.004, adv=4.583, sprd=0.024]
Ep 064/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:08,  1.93it/s, loss=0.662, pair=0.005, adv=6.242, sprd=0.029]
Ep 064/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:04,  2.03it/s, loss=0.662, pair=0.005, adv=6.242, sprd=0.029]
Ep 064/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:04,  2.03it/s, loss=0.627, pair=0.005, adv=4.269, sprd=0.020]
Ep 064/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:05,  1.99it/s, loss=0.627, pair=0.005, adv=4.269, sprd=0.020]
Ep 064/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:05,  1.99it/s, loss=0.650, pair=0.006, adv=5.620, sprd=0.023]
Ep 064/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:01,  2.09it/s, loss=0.650, pair=0.006, adv=5.620, sprd=0.023]
Ep 064/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:01,  2.09it/s, loss=0.660, pair=0.008, adv=4.908, sprd=0.027]
Ep 064/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:04,  1.98it/s, loss=0.660, pair=0.008, adv=4.908, sprd=0.027]
Ep 064/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:04,  1.98it/s, loss=0.661, pair=0.003, adv=6.011, sprd=0.027]
Ep 064/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:00,  2.08it/s, loss=0.661, pair=0.003, adv=6.011, sprd=0.027]
Ep 064/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<01:00,  2.08it/s, loss=0.641, pair=0.003, adv=4.235, sprd=0.018]
Ep 064/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:01,  2.05it/s, loss=0.641, pair=0.003, adv=4.235, sprd=0.018]
Ep 064/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:01,  2.05it/s, loss=0.692, pair=0.004, adv=5.471, sprd=0.031]
Ep 064/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.12it/s, loss=0.692, pair=0.004, adv=5.471, sprd=0.031]
Ep 064/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:58,  2.12it/s, loss=0.614, pair=0.001, adv=5.662, sprd=0.016]
Ep 064/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.07it/s, loss=0.614, pair=0.001, adv=5.662, sprd=0.016]
Ep 064/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.07it/s, loss=0.639, pair=0.001, adv=4.643, sprd=0.022]
Ep 064/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:56,  2.16it/s, loss=0.639, pair=0.001, adv=4.643, sprd=0.022]
Ep 064/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:56,  2.16it/s, loss=0.628, pair=0.001, adv=4.372, sprd=0.020]
Ep 064/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:00,  2.03it/s, loss=0.628, pair=0.001, adv=4.372, sprd=0.020]
Ep 064/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:00,  2.03it/s, loss=0.644, pair=0.000, adv=3.931, sprd=0.021]
Ep 064/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.644, pair=0.000, adv=3.931, sprd=0.021]
Ep 064/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:56,  2.14it/s, loss=0.664, pair=0.000, adv=5.676, sprd=0.025]
Ep 064/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.03it/s, loss=0.664, pair=0.000, adv=5.676, sprd=0.025]
Ep 064/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.03it/s, loss=0.639, pair=0.001, adv=4.117, sprd=0.024]
Ep 064/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.11it/s, loss=0.639, pair=0.001, adv=4.117, sprd=0.024]
Ep 064/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.11it/s, loss=0.630, pair=0.000, adv=5.003, sprd=0.017]
Ep 064/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.02it/s, loss=0.630, pair=0.000, adv=5.003, sprd=0.017]
Ep 064/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:58,  2.02it/s, loss=0.648, pair=0.002, adv=4.828, sprd=0.022]
Ep 064/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.12it/s, loss=0.648, pair=0.002, adv=4.828, sprd=0.022]
Ep 064/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.12it/s, loss=0.676, pair=0.000, adv=5.341, sprd=0.027]
Ep 064/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:58,  1.99it/s, loss=0.676, pair=0.000, adv=5.341, sprd=0.027]
Ep 064/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  1.99it/s, loss=0.627, pair=0.001, adv=6.110, sprd=0.020]
Ep 064/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.09it/s, loss=0.627, pair=0.001, adv=6.110, sprd=0.020]
Ep 064/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.09it/s, loss=0.609, pair=0.000, adv=3.768, sprd=0.019]
Ep 064/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:57,  1.97it/s, loss=0.609, pair=0.000, adv=3.768, sprd=0.019]
Ep 064/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:57,  1.97it/s, loss=0.629, pair=0.000, adv=3.819, sprd=0.021]
Ep 064/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:54,  2.08it/s, loss=0.629, pair=0.000, adv=3.819, sprd=0.021]
Ep 064/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:54,  2.08it/s, loss=0.667, pair=0.002, adv=4.405, sprd=0.027]
Ep 064/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.01it/s, loss=0.667, pair=0.002, adv=4.405, sprd=0.027]
Ep 064/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:55,  2.01it/s, loss=0.632, pair=0.000, adv=4.034, sprd=0.018]
Ep 064/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.13it/s, loss=0.632, pair=0.000, adv=4.034, sprd=0.018]
Ep 064/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.13it/s, loss=0.663, pair=0.000, adv=6.028, sprd=0.028]
Ep 064/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.02it/s, loss=0.663, pair=0.000, adv=6.028, sprd=0.028]
Ep 064/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:54,  2.02it/s, loss=0.684, pair=0.000, adv=5.048, sprd=0.028]
Ep 064/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.684, pair=0.000, adv=5.048, sprd=0.028]
Ep 064/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.651, pair=0.000, adv=5.271, sprd=0.025]
Ep 064/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.02it/s, loss=0.651, pair=0.000, adv=5.271, sprd=0.025]
Ep 064/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:53,  2.02it/s, loss=0.633, pair=0.001, adv=4.336, sprd=0.020]
Ep 064/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.13it/s, loss=0.633, pair=0.001, adv=4.336, sprd=0.020]
Ep 064/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.13it/s, loss=0.673, pair=0.002, adv=4.632, sprd=0.028]
Ep 064/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:52,  2.02it/s, loss=0.673, pair=0.002, adv=4.632, sprd=0.028]
Ep 064/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:52,  2.02it/s, loss=0.664, pair=0.000, adv=6.005, sprd=0.026]
Ep 064/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.11it/s, loss=0.664, pair=0.000, adv=6.005, sprd=0.026]
Ep 064/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.11it/s, loss=0.603, pair=0.001, adv=4.142, sprd=0.017]
Ep 064/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:54,  1.90it/s, loss=0.603, pair=0.001, adv=4.142, sprd=0.017]
Ep 064/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:54,  1.90it/s, loss=0.645, pair=0.003, adv=5.370, sprd=0.021]
Ep 064/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:50,  2.04it/s, loss=0.645, pair=0.003, adv=5.370, sprd=0.021]
Ep 064/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:50,  2.04it/s, loss=0.651, pair=0.002, adv=4.189, sprd=0.015]
Ep 064/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:50,  2.02it/s, loss=0.651, pair=0.002, adv=4.189, sprd=0.015]
Ep 064/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.02it/s, loss=0.645, pair=0.001, adv=5.023, sprd=0.022]
Ep 064/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.11it/s, loss=0.645, pair=0.001, adv=5.023, sprd=0.022]
Ep 064/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.11it/s, loss=0.540, pair=0.007, adv=2.812, sprd=0.013]
Ep 064/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.07it/s, loss=0.540, pair=0.007, adv=2.812, sprd=0.013]
Ep 064/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.07it/s, loss=0.642, pair=0.002, adv=5.885, sprd=0.026]
Ep 064/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.13it/s, loss=0.642, pair=0.002, adv=5.885, sprd=0.026]
Ep 064/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.13it/s, loss=0.613, pair=0.002, adv=4.869, sprd=0.019]
Ep 064/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:49,  2.00it/s, loss=0.613, pair=0.002, adv=4.869, sprd=0.019]
Ep 064/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:49,  2.00it/s, loss=0.648, pair=0.000, adv=4.694, sprd=0.024]
Ep 064/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:46,  2.09it/s, loss=0.648, pair=0.000, adv=4.694, sprd=0.024]
Ep 064/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:46,  2.09it/s, loss=0.629, pair=0.001, adv=5.426, sprd=0.023]
Ep 064/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.01it/s, loss=0.629, pair=0.001, adv=5.426, sprd=0.023]
Ep 064/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.01it/s, loss=0.620, pair=0.001, adv=4.504, sprd=0.016]
Ep 064/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.13it/s, loss=0.620, pair=0.001, adv=4.504, sprd=0.016]
Ep 064/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.13it/s, loss=0.606, pair=0.000, adv=4.747, sprd=0.018]
Ep 064/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:46,  2.02it/s, loss=0.606, pair=0.000, adv=4.747, sprd=0.018]
Ep 064/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:46,  2.02it/s, loss=0.657, pair=0.000, adv=5.914, sprd=0.022]
Ep 064/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.15it/s, loss=0.657, pair=0.000, adv=5.914, sprd=0.022]
Ep 064/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.15it/s, loss=0.648, pair=0.000, adv=4.634, sprd=0.022]
Ep 064/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.06it/s, loss=0.648, pair=0.000, adv=4.634, sprd=0.022]
Ep 064/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:44,  2.06it/s, loss=0.656, pair=0.000, adv=5.232, sprd=0.030]
Ep 064/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:43,  2.10it/s, loss=0.656, pair=0.000, adv=5.232, sprd=0.030]
Ep 064/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:43,  2.10it/s, loss=0.648, pair=0.000, adv=4.608, sprd=0.021]
Ep 064/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:44,  2.04it/s, loss=0.648, pair=0.000, adv=4.608, sprd=0.021]
Ep 064/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:44,  2.04it/s, loss=0.644, pair=0.000, adv=5.106, sprd=0.023]
Ep 064/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.13it/s, loss=0.644, pair=0.000, adv=5.106, sprd=0.023]
Ep 064/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.13it/s, loss=0.663, pair=0.000, adv=6.377, sprd=0.028]
Ep 064/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:43,  2.01it/s, loss=0.663, pair=0.000, adv=6.377, sprd=0.028]
Ep 064/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:43,  2.01it/s, loss=0.659, pair=0.000, adv=3.842, sprd=0.022]
Ep 064/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:41,  2.11it/s, loss=0.659, pair=0.000, adv=3.842, sprd=0.022]
Ep 064/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:41,  2.11it/s, loss=0.627, pair=0.000, adv=5.737, sprd=0.021]
Ep 064/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.01it/s, loss=0.627, pair=0.000, adv=5.737, sprd=0.021]
Ep 064/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.01it/s, loss=0.681, pair=0.000, adv=5.459, sprd=0.027]
Ep 064/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:40,  2.11it/s, loss=0.681, pair=0.000, adv=5.459, sprd=0.027]
Ep 064/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:40,  2.11it/s, loss=0.648, pair=0.000, adv=5.452, sprd=0.024]
Ep 064/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.01it/s, loss=0.648, pair=0.000, adv=5.452, sprd=0.024]
Ep 064/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.01it/s, loss=0.601, pair=0.001, adv=4.324, sprd=0.015]
Ep 064/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.14it/s, loss=0.601, pair=0.001, adv=4.324, sprd=0.015]
Ep 064/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:38,  2.14it/s, loss=0.617, pair=0.000, adv=4.853, sprd=0.018]
Ep 064/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:39,  2.08it/s, loss=0.617, pair=0.000, adv=4.853, sprd=0.018]
Ep 064/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:39,  2.08it/s, loss=0.648, pair=0.001, adv=5.658, sprd=0.024]
Ep 064/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.17it/s, loss=0.648, pair=0.001, adv=5.658, sprd=0.024]
Ep 064/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.17it/s, loss=0.637, pair=0.000, adv=5.975, sprd=0.021]
Ep 064/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:40,  2.00it/s, loss=0.637, pair=0.000, adv=5.975, sprd=0.021]
Ep 064/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:40,  2.00it/s, loss=0.640, pair=0.000, adv=5.623, sprd=0.024]
Ep 064/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.08it/s, loss=0.640, pair=0.000, adv=5.623, sprd=0.024]
Ep 064/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.08it/s, loss=0.641, pair=0.000, adv=3.630, sprd=0.019]
Ep 064/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:38,  2.03it/s, loss=0.641, pair=0.000, adv=3.630, sprd=0.019]
Ep 064/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:38,  2.03it/s, loss=0.613, pair=0.000, adv=3.944, sprd=0.019]
Ep 064/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:36,  2.12it/s, loss=0.613, pair=0.000, adv=3.944, sprd=0.019]
Ep 064/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:36,  2.12it/s, loss=0.599, pair=0.000, adv=4.078, sprd=0.016]
Ep 064/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:37,  2.04it/s, loss=0.599, pair=0.000, adv=4.078, sprd=0.016]
Ep 064/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:37,  2.04it/s, loss=0.643, pair=0.000, adv=5.036, sprd=0.025]
Ep 064/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.12it/s, loss=0.643, pair=0.000, adv=5.036, sprd=0.025]
Ep 064/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.12it/s, loss=0.588, pair=0.001, adv=3.872, sprd=0.013]
Ep 064/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:36,  2.05it/s, loss=0.588, pair=0.001, adv=3.872, sprd=0.013]
Ep 064/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:36,  2.05it/s, loss=0.667, pair=0.001, adv=4.810, sprd=0.024]
Ep 064/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.15it/s, loss=0.667, pair=0.001, adv=4.810, sprd=0.024]
Ep 064/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:33,  2.15it/s, loss=0.608, pair=0.000, adv=4.642, sprd=0.018]
Ep 064/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:34,  2.07it/s, loss=0.608, pair=0.000, adv=4.642, sprd=0.018]
Ep 064/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:34,  2.07it/s, loss=0.667, pair=0.000, adv=4.841, sprd=0.024]
Ep 064/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.15it/s, loss=0.667, pair=0.000, adv=4.841, sprd=0.024]
Ep 064/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:32,  2.15it/s, loss=0.578, pair=0.000, adv=3.732, sprd=0.013]
Ep 064/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.04it/s, loss=0.578, pair=0.000, adv=3.732, sprd=0.013]
Ep 064/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.04it/s, loss=0.626, pair=0.000, adv=4.422, sprd=0.019]
Ep 064/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:32,  2.14it/s, loss=0.626, pair=0.000, adv=4.422, sprd=0.019]
Ep 064/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:32,  2.14it/s, loss=0.721, pair=0.000, adv=4.153, sprd=0.027]
Ep 064/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.05it/s, loss=0.721, pair=0.000, adv=4.153, sprd=0.027]
Ep 064/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.05it/s, loss=0.630, pair=0.000, adv=5.106, sprd=0.020]
Ep 064/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.14it/s, loss=0.630, pair=0.000, adv=5.106, sprd=0.020]
Ep 064/80 [S3:+sens]:  85%|█▋| 386/453 [03:06<00:31,  2.14it/s, loss=0.619, pair=0.000, adv=5.547, sprd=0.018]
Ep 064/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:31,  2.07it/s, loss=0.619, pair=0.000, adv=5.547, sprd=0.018]
Ep 064/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:31,  2.07it/s, loss=0.629, pair=0.000, adv=4.628, sprd=0.021]
Ep 064/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.16it/s, loss=0.629, pair=0.000, adv=4.628, sprd=0.021]
Ep 064/80 [S3:+sens]:  86%|█▋| 388/453 [03:07<00:30,  2.16it/s, loss=0.638, pair=0.000, adv=4.793, sprd=0.021]
Ep 064/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.03it/s, loss=0.638, pair=0.000, adv=4.793, sprd=0.021]
Ep 064/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.03it/s, loss=0.681, pair=0.000, adv=5.881, sprd=0.030]
Ep 064/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.12it/s, loss=0.681, pair=0.000, adv=5.881, sprd=0.030]
Ep 064/80 [S3:+sens]:  86%|█▋| 390/453 [03:08<00:29,  2.12it/s, loss=0.621, pair=0.000, adv=4.961, sprd=0.018]
Ep 064/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.02it/s, loss=0.621, pair=0.000, adv=4.961, sprd=0.018]
Ep 064/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.02it/s, loss=0.624, pair=0.000, adv=4.968, sprd=0.019]
Ep 064/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.12it/s, loss=0.624, pair=0.000, adv=4.968, sprd=0.019]
Ep 064/80 [S3:+sens]:  87%|█▋| 392/453 [03:09<00:28,  2.12it/s, loss=0.627, pair=0.000, adv=4.385, sprd=0.015]
Ep 064/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:29,  2.00it/s, loss=0.627, pair=0.000, adv=4.385, sprd=0.015]
Ep 064/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:29,  2.00it/s, loss=0.612, pair=0.000, adv=4.823, sprd=0.018]
Ep 064/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:28,  2.10it/s, loss=0.612, pair=0.000, adv=4.823, sprd=0.018]
Ep 064/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:28,  2.10it/s, loss=0.689, pair=0.000, adv=5.628, sprd=0.024]
Ep 064/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.01it/s, loss=0.689, pair=0.000, adv=5.628, sprd=0.024]
Ep 064/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.01it/s, loss=0.624, pair=0.003, adv=4.926, sprd=0.017]
Ep 064/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.14it/s, loss=0.624, pair=0.003, adv=4.926, sprd=0.017]
Ep 064/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.14it/s, loss=0.641, pair=0.000, adv=4.433, sprd=0.022]
Ep 064/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.06it/s, loss=0.641, pair=0.000, adv=4.433, sprd=0.022]
Ep 064/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.06it/s, loss=0.636, pair=0.000, adv=4.828, sprd=0.018]
Ep 064/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.18it/s, loss=0.636, pair=0.000, adv=4.828, sprd=0.018]
Ep 064/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.18it/s, loss=0.669, pair=0.002, adv=5.868, sprd=0.025]
Ep 064/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:25,  2.10it/s, loss=0.669, pair=0.002, adv=5.868, sprd=0.025]
Ep 064/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:25,  2.10it/s, loss=0.646, pair=0.000, adv=4.782, sprd=0.022]
Ep 064/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.18it/s, loss=0.646, pair=0.000, adv=4.782, sprd=0.022]
Ep 064/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.18it/s, loss=0.640, pair=0.000, adv=4.794, sprd=0.021]
Ep 064/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:26,  1.96it/s, loss=0.640, pair=0.000, adv=4.794, sprd=0.021]
Ep 064/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:26,  1.96it/s, loss=0.672, pair=0.001, adv=4.293, sprd=0.025]
Ep 064/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:24,  2.08it/s, loss=0.672, pair=0.001, adv=4.293, sprd=0.025]
Ep 064/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:24,  2.08it/s, loss=0.665, pair=0.000, adv=3.656, sprd=0.026]
Ep 064/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.01it/s, loss=0.665, pair=0.000, adv=3.656, sprd=0.026]
Ep 064/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.01it/s, loss=0.681, pair=0.000, adv=5.081, sprd=0.027]
Ep 064/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:23,  2.11it/s, loss=0.681, pair=0.000, adv=5.081, sprd=0.027]
Ep 064/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:23,  2.11it/s, loss=0.584, pair=0.001, adv=4.321, sprd=0.013]
Ep 064/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:24,  2.00it/s, loss=0.584, pair=0.001, adv=4.321, sprd=0.013]
Ep 064/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:24,  2.00it/s, loss=0.633, pair=0.000, adv=5.649, sprd=0.019]
Ep 064/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:22,  2.12it/s, loss=0.633, pair=0.000, adv=5.649, sprd=0.019]
Ep 064/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:22,  2.12it/s, loss=0.629, pair=0.001, adv=4.906, sprd=0.017]
Ep 064/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.03it/s, loss=0.629, pair=0.001, adv=4.906, sprd=0.017]
Ep 064/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:22,  2.03it/s, loss=0.635, pair=0.000, adv=5.225, sprd=0.018]
Ep 064/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:20,  2.15it/s, loss=0.635, pair=0.000, adv=5.225, sprd=0.018]
Ep 064/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:20,  2.15it/s, loss=0.650, pair=0.000, adv=4.763, sprd=0.015]
Ep 064/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.10it/s, loss=0.650, pair=0.000, adv=4.763, sprd=0.015]
Ep 064/80 [S3:+sens]:  90%|█▊| 409/453 [03:17<00:21,  2.10it/s, loss=0.647, pair=0.000, adv=4.389, sprd=0.022]
Ep 064/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:19,  2.17it/s, loss=0.647, pair=0.000, adv=4.389, sprd=0.022]
Ep 064/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:19,  2.17it/s, loss=1.531, pair=2.443, adv=4.734, sprd=0.029]
Ep 064/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.04it/s, loss=1.531, pair=2.443, adv=4.734, sprd=0.029]
Ep 064/80 [S3:+sens]:  91%|█▊| 411/453 [03:18<00:20,  2.04it/s, loss=0.638, pair=0.002, adv=4.881, sprd=0.020]
Ep 064/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:19,  2.14it/s, loss=0.638, pair=0.002, adv=4.881, sprd=0.020]
Ep 064/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:19,  2.14it/s, loss=0.664, pair=0.003, adv=5.968, sprd=0.025]
Ep 064/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.03it/s, loss=0.664, pair=0.003, adv=5.968, sprd=0.025]
Ep 064/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.03it/s, loss=0.686, pair=0.000, adv=5.045, sprd=0.031]
Ep 064/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.12it/s, loss=0.686, pair=0.000, adv=5.045, sprd=0.031]
Ep 064/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.12it/s, loss=0.641, pair=0.001, adv=5.781, sprd=0.021]
Ep 064/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.05it/s, loss=0.641, pair=0.001, adv=5.781, sprd=0.021]
Ep 064/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.05it/s, loss=0.609, pair=0.002, adv=3.940, sprd=0.013]
Ep 064/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:16,  2.18it/s, loss=0.609, pair=0.002, adv=3.940, sprd=0.013]
Ep 064/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:16,  2.18it/s, loss=0.641, pair=0.005, adv=5.114, sprd=0.022]
Ep 064/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.08it/s, loss=0.641, pair=0.005, adv=5.114, sprd=0.022]
Ep 064/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.08it/s, loss=0.647, pair=0.006, adv=4.041, sprd=0.025]
Ep 064/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.15it/s, loss=0.647, pair=0.006, adv=4.041, sprd=0.025]
Ep 064/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.15it/s, loss=0.623, pair=0.002, adv=5.073, sprd=0.017]
Ep 064/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.05it/s, loss=0.623, pair=0.002, adv=5.073, sprd=0.017]
Ep 064/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.05it/s, loss=0.666, pair=0.002, adv=5.925, sprd=0.027]
Ep 064/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.13it/s, loss=0.666, pair=0.002, adv=5.925, sprd=0.027]
Ep 064/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.13it/s, loss=0.625, pair=0.002, adv=5.079, sprd=0.020]
Ep 064/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.04it/s, loss=0.625, pair=0.002, adv=5.079, sprd=0.020]
Ep 064/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.04it/s, loss=0.606, pair=0.001, adv=4.882, sprd=0.017]
Ep 064/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.13it/s, loss=0.606, pair=0.001, adv=4.882, sprd=0.017]
Ep 064/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.13it/s, loss=0.625, pair=0.001, adv=4.721, sprd=0.020]
Ep 064/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.04it/s, loss=0.625, pair=0.001, adv=4.721, sprd=0.020]
Ep 064/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.04it/s, loss=0.631, pair=0.001, adv=4.849, sprd=0.022]
Ep 064/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.14it/s, loss=0.631, pair=0.001, adv=4.849, sprd=0.022]
Ep 064/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.14it/s, loss=0.621, pair=0.001, adv=4.135, sprd=0.020]
Ep 064/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.01it/s, loss=0.621, pair=0.001, adv=4.135, sprd=0.020]
Ep 064/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.01it/s, loss=0.659, pair=0.000, adv=5.495, sprd=0.025]
Ep 064/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.11it/s, loss=0.659, pair=0.000, adv=5.495, sprd=0.025]
Ep 064/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.11it/s, loss=0.622, pair=0.001, adv=5.741, sprd=0.021]
Ep 064/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.02it/s, loss=0.622, pair=0.001, adv=5.741, sprd=0.021]
Ep 064/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.02it/s, loss=0.586, pair=0.001, adv=5.105, sprd=0.014]
Ep 064/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.15it/s, loss=0.586, pair=0.001, adv=5.105, sprd=0.014]
Ep 064/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.15it/s, loss=0.638, pair=0.001, adv=3.879, sprd=0.020]
Ep 064/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:12,  1.95it/s, loss=0.638, pair=0.001, adv=3.879, sprd=0.020]
Ep 064/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:12,  1.95it/s, loss=0.630, pair=0.003, adv=4.507, sprd=0.019]
Ep 064/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.09it/s, loss=0.630, pair=0.003, adv=4.507, sprd=0.019]
Ep 064/80 [S3:+sens]:  95%|█▉| 430/453 [03:27<00:10,  2.09it/s, loss=0.662, pair=0.002, adv=5.190, sprd=0.024]
Ep 064/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.00it/s, loss=0.662, pair=0.002, adv=5.190, sprd=0.024]
Ep 064/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.00it/s, loss=0.643, pair=0.004, adv=6.945, sprd=0.021]
Ep 064/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.12it/s, loss=0.643, pair=0.004, adv=6.945, sprd=0.021]
Ep 064/80 [S3:+sens]:  95%|█▉| 432/453 [03:28<00:09,  2.12it/s, loss=0.613, pair=0.001, adv=5.090, sprd=0.019]
Ep 064/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.05it/s, loss=0.613, pair=0.001, adv=5.090, sprd=0.019]
Ep 064/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.05it/s, loss=0.647, pair=0.000, adv=5.518, sprd=0.025]
Ep 064/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.12it/s, loss=0.647, pair=0.000, adv=5.518, sprd=0.025]
Ep 064/80 [S3:+sens]:  96%|█▉| 434/453 [03:29<00:08,  2.12it/s, loss=0.667, pair=0.000, adv=5.911, sprd=0.027]
Ep 064/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.04it/s, loss=0.667, pair=0.000, adv=5.911, sprd=0.027]
Ep 064/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.04it/s, loss=0.664, pair=0.000, adv=4.518, sprd=0.022]
Ep 064/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.16it/s, loss=0.664, pair=0.000, adv=4.518, sprd=0.022]
Ep 064/80 [S3:+sens]:  96%|█▉| 436/453 [03:30<00:07,  2.16it/s, loss=0.620, pair=0.000, adv=5.041, sprd=0.019]
Ep 064/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.08it/s, loss=0.620, pair=0.000, adv=5.041, sprd=0.019]
Ep 064/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.08it/s, loss=0.625, pair=0.000, adv=4.397, sprd=0.018]
Ep 064/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.17it/s, loss=0.625, pair=0.000, adv=4.397, sprd=0.018]
Ep 064/80 [S3:+sens]:  97%|█▉| 438/453 [03:31<00:06,  2.17it/s, loss=0.638, pair=0.001, adv=4.866, sprd=0.021]
Ep 064/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.07it/s, loss=0.638, pair=0.001, adv=4.866, sprd=0.021]
Ep 064/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.07it/s, loss=0.589, pair=0.000, adv=4.614, sprd=0.014]
Ep 064/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.17it/s, loss=0.589, pair=0.000, adv=4.614, sprd=0.014]
Ep 064/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.17it/s, loss=0.650, pair=0.000, adv=5.535, sprd=0.023]
Ep 064/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.08it/s, loss=0.650, pair=0.000, adv=5.535, sprd=0.023]
Ep 064/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.08it/s, loss=0.623, pair=0.000, adv=4.130, sprd=0.017]
Ep 064/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.17it/s, loss=0.623, pair=0.000, adv=4.130, sprd=0.017]
Ep 064/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.17it/s, loss=0.633, pair=0.000, adv=4.884, sprd=0.017]
Ep 064/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.11it/s, loss=0.633, pair=0.000, adv=4.884, sprd=0.017]
Ep 064/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.11it/s, loss=0.637, pair=0.000, adv=4.526, sprd=0.020]
Ep 064/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.21it/s, loss=0.637, pair=0.000, adv=4.526, sprd=0.020]
Ep 064/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.21it/s, loss=0.633, pair=0.000, adv=4.955, sprd=0.019]
Ep 064/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.15it/s, loss=0.633, pair=0.000, adv=4.955, sprd=0.019]
Ep 064/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:03,  2.15it/s, loss=0.664, pair=0.000, adv=5.797, sprd=0.024]
Ep 064/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.23it/s, loss=0.664, pair=0.000, adv=5.797, sprd=0.024]
Ep 064/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.23it/s, loss=0.702, pair=0.000, adv=5.765, sprd=0.022]
Ep 064/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.12it/s, loss=0.702, pair=0.000, adv=5.765, sprd=0.022]
Ep 064/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.12it/s, loss=0.604, pair=0.000, adv=5.012, sprd=0.017]
Ep 064/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.20it/s, loss=0.604, pair=0.000, adv=5.012, sprd=0.017]
Ep 064/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.20it/s, loss=0.623, pair=0.000, adv=5.279, sprd=0.021]
Ep 064/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.08it/s, loss=0.623, pair=0.000, adv=5.279, sprd=0.021]
Ep 064/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.08it/s, loss=0.640, pair=0.000, adv=5.746, sprd=0.024]
Ep 064/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.16it/s, loss=0.640, pair=0.000, adv=5.746, sprd=0.024]
Ep 064/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.16it/s, loss=0.659, pair=0.000, adv=6.270, sprd=0.029]
Ep 064/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.00it/s, loss=0.659, pair=0.000, adv=6.270, sprd=0.029]
Ep 064/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.00it/s, loss=0.663, pair=0.001, adv=5.690, sprd=0.025]
Ep 064/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.12it/s, loss=0.663, pair=0.001, adv=5.690, sprd=0.025]
Ep 064/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.12it/s, loss=0.728, pair=0.000, adv=4.837, sprd=0.026]
Ep 064/80 [S3:+sens]: 100%|██| 453/453 [03:37<00:00,  2.05it/s, loss=0.728, pair=0.000, adv=4.837, sprd=0.026]
                                                                                                              
Epoch 064/80 [S3:+sens]  loss=0.6454  mat=0.2685  sens=1.0606  pair=0.0221  adv=4.7491(rand=3.47)  deg=0.0042  orth=0.0010  spread=0.0212  q_mean=52.2  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.52e-05  218s

Ep 065/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 065/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.638, pair=0.000, adv=6.158, sprd=0.025]
Ep 065/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:26,  1.25s/it, loss=0.638, pair=0.000, adv=6.158, sprd=0.025]
Ep 065/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:26,  1.25s/it, loss=2.014, pair=4.078, adv=5.728, sprd=0.013]
Ep 065/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:37,  1.34it/s, loss=2.014, pair=4.078, adv=5.728, sprd=0.013]
Ep 065/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:37,  1.34it/s, loss=0.650, pair=0.000, adv=5.331, sprd=0.022]
Ep 065/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:52,  1.54it/s, loss=0.650, pair=0.000, adv=5.331, sprd=0.022]
Ep 065/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:52,  1.54it/s, loss=0.630, pair=0.000, adv=5.323, sprd=0.021]
Ep 065/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:10,  1.79it/s, loss=0.630, pair=0.000, adv=5.323, sprd=0.021]
Ep 065/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:10,  1.79it/s, loss=0.620, pair=0.002, adv=5.398, sprd=0.017]
Ep 065/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:19,  1.73it/s, loss=0.620, pair=0.002, adv=5.398, sprd=0.017]
Ep 065/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:19,  1.73it/s, loss=0.616, pair=0.001, adv=5.303, sprd=0.020]
Ep 065/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:56,  1.89it/s, loss=0.616, pair=0.001, adv=5.303, sprd=0.020]
Ep 065/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:56,  1.89it/s, loss=0.649, pair=0.001, adv=5.321, sprd=0.022]
Ep 065/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:56,  1.89it/s, loss=0.649, pair=0.001, adv=5.321, sprd=0.022]
Ep 065/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:56,  1.89it/s, loss=0.663, pair=0.000, adv=5.316, sprd=0.028]
Ep 065/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:41,  2.01it/s, loss=0.663, pair=0.000, adv=5.316, sprd=0.028]
Ep 065/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:41,  2.01it/s, loss=0.622, pair=0.000, adv=4.275, sprd=0.017]
Ep 065/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:45,  1.97it/s, loss=0.622, pair=0.000, adv=4.275, sprd=0.017]
Ep 065/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:45,  1.97it/s, loss=0.632, pair=0.000, adv=4.933, sprd=0.019]
Ep 065/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.10it/s, loss=0.632, pair=0.000, adv=4.933, sprd=0.019]
Ep 065/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:30,  2.10it/s, loss=0.611, pair=0.000, adv=4.170, sprd=0.016]
Ep 065/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:37,  2.03it/s, loss=0.611, pair=0.000, adv=4.170, sprd=0.016]
Ep 065/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:37,  2.03it/s, loss=0.603, pair=0.000, adv=4.785, sprd=0.017]
Ep 065/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:28,  2.12it/s, loss=0.603, pair=0.000, adv=4.785, sprd=0.017]
Ep 065/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:28,  2.12it/s, loss=0.664, pair=0.001, adv=5.158, sprd=0.022]
Ep 065/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:34,  2.05it/s, loss=0.664, pair=0.001, adv=5.158, sprd=0.022]
Ep 065/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:34,  2.05it/s, loss=0.624, pair=0.000, adv=4.772, sprd=0.023]
Ep 065/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:27,  2.12it/s, loss=0.624, pair=0.000, adv=4.772, sprd=0.023]
Ep 065/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:27,  2.12it/s, loss=0.652, pair=0.000, adv=4.982, sprd=0.024]
Ep 065/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:38,  2.00it/s, loss=0.652, pair=0.000, adv=4.982, sprd=0.024]
Ep 065/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:38,  2.00it/s, loss=0.660, pair=0.000, adv=4.612, sprd=0.024]
Ep 065/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:27,  2.11it/s, loss=0.660, pair=0.000, adv=4.612, sprd=0.024]
Ep 065/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:27,  2.11it/s, loss=0.616, pair=0.000, adv=4.596, sprd=0.019]
Ep 065/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:37,  2.01it/s, loss=0.616, pair=0.000, adv=4.596, sprd=0.019]
Ep 065/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:37,  2.01it/s, loss=0.614, pair=0.000, adv=3.774, sprd=0.017]
Ep 065/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:25,  2.12it/s, loss=0.614, pair=0.000, adv=3.774, sprd=0.017]
Ep 065/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:25,  2.12it/s, loss=0.647, pair=0.000, adv=5.678, sprd=0.021]
Ep 065/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:34,  2.02it/s, loss=0.647, pair=0.000, adv=5.678, sprd=0.021]
Ep 065/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:34,  2.02it/s, loss=0.644, pair=0.000, adv=4.379, sprd=0.021]
Ep 065/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.644, pair=0.000, adv=4.379, sprd=0.021]
Ep 065/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.745, pair=0.000, adv=4.733, sprd=0.031]
Ep 065/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:34,  2.01it/s, loss=0.745, pair=0.000, adv=4.733, sprd=0.031]
Ep 065/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:34,  2.01it/s, loss=0.677, pair=0.000, adv=5.325, sprd=0.031]
Ep 065/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:27,  2.08it/s, loss=0.677, pair=0.000, adv=5.325, sprd=0.031]
Ep 065/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:27,  2.08it/s, loss=0.644, pair=0.000, adv=5.762, sprd=0.024]
Ep 065/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:33,  2.01it/s, loss=0.644, pair=0.000, adv=5.762, sprd=0.024]
Ep 065/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:33,  2.01it/s, loss=0.668, pair=0.000, adv=4.880, sprd=0.027]
Ep 065/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:23,  2.11it/s, loss=0.668, pair=0.000, adv=4.880, sprd=0.027]
Ep 065/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:23,  2.11it/s, loss=0.659, pair=0.000, adv=5.928, sprd=0.026]
Ep 065/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:30,  2.03it/s, loss=0.659, pair=0.000, adv=5.928, sprd=0.026]
Ep 065/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:30,  2.03it/s, loss=0.672, pair=0.001, adv=6.058, sprd=0.029]
Ep 065/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.12it/s, loss=0.672, pair=0.001, adv=6.058, sprd=0.029]
Ep 065/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.12it/s, loss=0.610, pair=0.000, adv=5.566, sprd=0.018]
Ep 065/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:30,  2.03it/s, loss=0.610, pair=0.000, adv=5.566, sprd=0.018]
Ep 065/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:30,  2.03it/s, loss=0.636, pair=0.000, adv=5.956, sprd=0.023]
Ep 065/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.636, pair=0.000, adv=5.956, sprd=0.023]
Ep 065/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.617, pair=0.000, adv=4.368, sprd=0.019]
Ep 065/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:38,  1.94it/s, loss=0.617, pair=0.000, adv=4.368, sprd=0.019]
Ep 065/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:38,  1.94it/s, loss=0.659, pair=0.000, adv=4.101, sprd=0.024]
Ep 065/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:24,  2.07it/s, loss=0.659, pair=0.000, adv=4.101, sprd=0.024]
Ep 065/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:24,  2.07it/s, loss=0.637, pair=0.001, adv=3.897, sprd=0.012]
Ep 065/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:29,  2.01it/s, loss=0.637, pair=0.001, adv=3.897, sprd=0.012]
Ep 065/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:29,  2.01it/s, loss=0.642, pair=0.000, adv=5.448, sprd=0.024]
Ep 065/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:20,  2.10it/s, loss=0.642, pair=0.000, adv=5.448, sprd=0.024]
Ep 065/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:20,  2.10it/s, loss=0.657, pair=0.000, adv=4.464, sprd=0.023]
Ep 065/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.657, pair=0.000, adv=4.464, sprd=0.023]
Ep 065/80 [S3:+sens]:   7%|▏  | 33/453 [00:17<03:26,  2.03it/s, loss=0.647, pair=0.001, adv=5.310, sprd=0.022]
Ep 065/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:17,  2.12it/s, loss=0.647, pair=0.001, adv=5.310, sprd=0.022]
Ep 065/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:17,  2.12it/s, loss=0.603, pair=0.000, adv=4.933, sprd=0.017]
Ep 065/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.603, pair=0.000, adv=4.933, sprd=0.017]
Ep 065/80 [S3:+sens]:   8%|▏  | 35/453 [00:18<03:24,  2.04it/s, loss=0.654, pair=0.000, adv=6.639, sprd=0.018]
Ep 065/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.19it/s, loss=0.654, pair=0.000, adv=6.639, sprd=0.018]
Ep 065/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.19it/s, loss=0.615, pair=0.000, adv=5.014, sprd=0.018]
Ep 065/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.09it/s, loss=0.615, pair=0.000, adv=5.014, sprd=0.018]
Ep 065/80 [S3:+sens]:   8%|▏  | 37/453 [00:19<03:18,  2.09it/s, loss=0.692, pair=0.000, adv=4.804, sprd=0.034]
Ep 065/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:13,  2.14it/s, loss=0.692, pair=0.000, adv=4.804, sprd=0.034]
Ep 065/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:13,  2.14it/s, loss=0.640, pair=0.000, adv=4.685, sprd=0.021]
Ep 065/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.640, pair=0.000, adv=4.685, sprd=0.021]
Ep 065/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.631, pair=0.000, adv=5.342, sprd=0.020]
Ep 065/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:10,  2.16it/s, loss=0.631, pair=0.000, adv=5.342, sprd=0.020]
Ep 065/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:10,  2.16it/s, loss=0.644, pair=0.001, adv=5.088, sprd=0.022]
Ep 065/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:17,  2.08it/s, loss=0.644, pair=0.001, adv=5.088, sprd=0.022]
Ep 065/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:17,  2.08it/s, loss=0.608, pair=0.001, adv=6.296, sprd=0.018]
Ep 065/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:09,  2.17it/s, loss=0.608, pair=0.001, adv=6.296, sprd=0.018]
Ep 065/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:09,  2.17it/s, loss=0.653, pair=0.001, adv=4.084, sprd=0.022]
Ep 065/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:15,  2.10it/s, loss=0.653, pair=0.001, adv=4.084, sprd=0.022]
Ep 065/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:15,  2.10it/s, loss=0.620, pair=0.001, adv=5.092, sprd=0.017]
Ep 065/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:04,  2.21it/s, loss=0.620, pair=0.001, adv=5.092, sprd=0.017]
Ep 065/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:04,  2.21it/s, loss=0.661, pair=0.001, adv=4.706, sprd=0.020]
Ep 065/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:11,  2.13it/s, loss=0.661, pair=0.001, adv=4.706, sprd=0.020]
Ep 065/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:11,  2.13it/s, loss=0.668, pair=0.000, adv=4.817, sprd=0.025]
Ep 065/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.668, pair=0.000, adv=4.817, sprd=0.025]
Ep 065/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:04,  2.21it/s, loss=0.661, pair=0.004, adv=6.491, sprd=0.027]
Ep 065/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:12,  2.10it/s, loss=0.661, pair=0.004, adv=6.491, sprd=0.027]
Ep 065/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:12,  2.10it/s, loss=0.628, pair=0.004, adv=4.459, sprd=0.020]
Ep 065/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:05,  2.19it/s, loss=0.628, pair=0.004, adv=4.459, sprd=0.020]
Ep 065/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:05,  2.19it/s, loss=0.663, pair=0.000, adv=4.816, sprd=0.026]
Ep 065/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.06it/s, loss=0.663, pair=0.000, adv=4.816, sprd=0.026]
Ep 065/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.06it/s, loss=0.660, pair=0.000, adv=4.027, sprd=0.021]
Ep 065/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:06,  2.16it/s, loss=0.660, pair=0.000, adv=4.027, sprd=0.021]
Ep 065/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:06,  2.16it/s, loss=0.593, pair=0.001, adv=4.287, sprd=0.015]
Ep 065/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.593, pair=0.001, adv=4.287, sprd=0.015]
Ep 065/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.658, pair=0.000, adv=4.937, sprd=0.026]
Ep 065/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:07,  2.13it/s, loss=0.658, pair=0.000, adv=4.937, sprd=0.026]
Ep 065/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:07,  2.13it/s, loss=0.643, pair=0.009, adv=4.462, sprd=0.020]
Ep 065/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:16,  2.04it/s, loss=0.643, pair=0.009, adv=4.462, sprd=0.020]
Ep 065/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:16,  2.04it/s, loss=0.629, pair=0.004, adv=4.797, sprd=0.022]
Ep 065/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:08,  2.12it/s, loss=0.629, pair=0.004, adv=4.797, sprd=0.022]
Ep 065/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:08,  2.12it/s, loss=0.637, pair=0.001, adv=5.985, sprd=0.023]
Ep 065/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:16,  2.03it/s, loss=0.637, pair=0.001, adv=5.985, sprd=0.023]
Ep 065/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:16,  2.03it/s, loss=0.619, pair=0.001, adv=5.394, sprd=0.018]
Ep 065/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.619, pair=0.001, adv=5.394, sprd=0.018]
Ep 065/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:07,  2.12it/s, loss=0.692, pair=0.000, adv=4.989, sprd=0.022]
Ep 065/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:28,  1.90it/s, loss=0.692, pair=0.000, adv=4.989, sprd=0.022]
Ep 065/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:28,  1.90it/s, loss=0.633, pair=0.001, adv=4.419, sprd=0.018]
Ep 065/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:12,  2.05it/s, loss=0.633, pair=0.001, adv=4.419, sprd=0.018]
Ep 065/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:12,  2.05it/s, loss=0.612, pair=0.000, adv=5.584, sprd=0.017]
Ep 065/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:16,  2.01it/s, loss=0.612, pair=0.000, adv=5.584, sprd=0.017]
Ep 065/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:16,  2.01it/s, loss=0.667, pair=0.000, adv=5.452, sprd=0.027]
Ep 065/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:07,  2.10it/s, loss=0.667, pair=0.000, adv=5.452, sprd=0.027]
Ep 065/80 [S3:+sens]:  13%|▍  | 60/453 [00:30<03:07,  2.10it/s, loss=0.619, pair=0.000, adv=3.650, sprd=0.020]
Ep 065/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:15,  2.01it/s, loss=0.619, pair=0.000, adv=3.650, sprd=0.020]
Ep 065/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:15,  2.01it/s, loss=0.690, pair=0.000, adv=5.513, sprd=0.032]
Ep 065/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:06,  2.10it/s, loss=0.690, pair=0.000, adv=5.513, sprd=0.032]
Ep 065/80 [S3:+sens]:  14%|▍  | 62/453 [00:31<03:06,  2.10it/s, loss=0.705, pair=0.001, adv=4.791, sprd=0.020]
Ep 065/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:11,  2.04it/s, loss=0.705, pair=0.001, adv=4.791, sprd=0.020]
Ep 065/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:11,  2.04it/s, loss=0.649, pair=0.001, adv=5.118, sprd=0.024]
Ep 065/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:02,  2.13it/s, loss=0.649, pair=0.001, adv=5.118, sprd=0.024]
Ep 065/80 [S3:+sens]:  14%|▍  | 64/453 [00:32<03:02,  2.13it/s, loss=0.637, pair=0.003, adv=4.201, sprd=0.022]
Ep 065/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:14,  2.00it/s, loss=0.637, pair=0.003, adv=4.201, sprd=0.022]
Ep 065/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:14,  2.00it/s, loss=0.586, pair=0.003, adv=4.463, sprd=0.014]
Ep 065/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:03,  2.10it/s, loss=0.586, pair=0.003, adv=4.463, sprd=0.014]
Ep 065/80 [S3:+sens]:  15%|▍  | 66/453 [00:33<03:03,  2.10it/s, loss=0.600, pair=0.004, adv=4.479, sprd=0.014]
Ep 065/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:10,  2.02it/s, loss=0.600, pair=0.004, adv=4.479, sprd=0.014]
Ep 065/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:10,  2.02it/s, loss=0.645, pair=0.006, adv=4.573, sprd=0.025]
Ep 065/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:04,  2.09it/s, loss=0.645, pair=0.006, adv=4.573, sprd=0.025]
Ep 065/80 [S3:+sens]:  15%|▍  | 68/453 [00:34<03:04,  2.09it/s, loss=0.609, pair=0.004, adv=4.179, sprd=0.018]
Ep 065/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:13,  1.98it/s, loss=0.609, pair=0.004, adv=4.179, sprd=0.018]
Ep 065/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:13,  1.98it/s, loss=0.638, pair=0.006, adv=3.886, sprd=0.021]
Ep 065/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:03,  2.09it/s, loss=0.638, pair=0.006, adv=3.886, sprd=0.021]
Ep 065/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:03,  2.09it/s, loss=0.608, pair=0.008, adv=4.471, sprd=0.016]
Ep 065/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:09,  2.02it/s, loss=0.608, pair=0.008, adv=4.471, sprd=0.016]
Ep 065/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:09,  2.02it/s, loss=0.596, pair=0.003, adv=4.622, sprd=0.017]
Ep 065/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:00,  2.11it/s, loss=0.596, pair=0.003, adv=4.622, sprd=0.017]
Ep 065/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:00,  2.11it/s, loss=0.686, pair=0.004, adv=4.140, sprd=0.032]
Ep 065/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:10,  1.99it/s, loss=0.686, pair=0.004, adv=4.140, sprd=0.032]
Ep 065/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:10,  1.99it/s, loss=0.643, pair=0.005, adv=4.211, sprd=0.019]
Ep 065/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.13it/s, loss=0.643, pair=0.005, adv=4.211, sprd=0.019]
Ep 065/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.13it/s, loss=0.611, pair=0.004, adv=4.439, sprd=0.015]
Ep 065/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.07it/s, loss=0.611, pair=0.004, adv=4.439, sprd=0.015]
Ep 065/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:02,  2.07it/s, loss=0.643, pair=0.003, adv=4.891, sprd=0.021]
Ep 065/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:53,  2.17it/s, loss=0.643, pair=0.003, adv=4.891, sprd=0.021]
Ep 065/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:53,  2.17it/s, loss=0.651, pair=0.005, adv=4.162, sprd=0.022]
Ep 065/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.651, pair=0.005, adv=4.162, sprd=0.022]
Ep 065/80 [S3:+sens]:  17%|▌  | 77/453 [00:38<03:02,  2.06it/s, loss=0.682, pair=0.006, adv=6.163, sprd=0.027]
Ep 065/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:53,  2.16it/s, loss=0.682, pair=0.006, adv=6.163, sprd=0.027]
Ep 065/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:53,  2.16it/s, loss=0.658, pair=0.004, adv=5.551, sprd=0.027]
Ep 065/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.03it/s, loss=0.658, pair=0.004, adv=5.551, sprd=0.027]
Ep 065/80 [S3:+sens]:  17%|▌  | 79/453 [00:39<03:03,  2.03it/s, loss=0.628, pair=0.004, adv=4.616, sprd=0.019]
Ep 065/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:55,  2.13it/s, loss=0.628, pair=0.004, adv=4.616, sprd=0.019]
Ep 065/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:55,  2.13it/s, loss=0.597, pair=0.004, adv=4.578, sprd=0.017]
Ep 065/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:03,  2.03it/s, loss=0.597, pair=0.004, adv=4.578, sprd=0.017]
Ep 065/80 [S3:+sens]:  18%|▌  | 81/453 [00:40<03:03,  2.03it/s, loss=0.670, pair=0.004, adv=4.839, sprd=0.023]
Ep 065/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:52,  2.15it/s, loss=0.670, pair=0.004, adv=4.839, sprd=0.023]
Ep 065/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:52,  2.15it/s, loss=0.620, pair=0.003, adv=5.185, sprd=0.019]
Ep 065/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.07it/s, loss=0.620, pair=0.003, adv=5.185, sprd=0.019]
Ep 065/80 [S3:+sens]:  18%|▌  | 83/453 [00:41<02:59,  2.07it/s, loss=0.652, pair=0.007, adv=4.752, sprd=0.019]
Ep 065/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:47,  2.20it/s, loss=0.652, pair=0.007, adv=4.752, sprd=0.019]
Ep 065/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:47,  2.20it/s, loss=0.615, pair=0.006, adv=4.280, sprd=0.016]
Ep 065/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.02it/s, loss=0.615, pair=0.006, adv=4.280, sprd=0.016]
Ep 065/80 [S3:+sens]:  19%|▌  | 85/453 [00:42<03:01,  2.02it/s, loss=0.618, pair=0.001, adv=4.119, sprd=0.017]
Ep 065/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.14it/s, loss=0.618, pair=0.001, adv=4.119, sprd=0.017]
Ep 065/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.14it/s, loss=0.618, pair=0.000, adv=5.096, sprd=0.019]
Ep 065/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.07it/s, loss=0.618, pair=0.000, adv=5.096, sprd=0.019]
Ep 065/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.07it/s, loss=0.589, pair=0.000, adv=5.067, sprd=0.015]
Ep 065/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.16it/s, loss=0.589, pair=0.000, adv=5.067, sprd=0.015]
Ep 065/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:48,  2.16it/s, loss=0.645, pair=0.001, adv=6.277, sprd=0.022]
Ep 065/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:55,  2.07it/s, loss=0.645, pair=0.001, adv=6.277, sprd=0.022]
Ep 065/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:55,  2.07it/s, loss=0.640, pair=0.000, adv=4.428, sprd=0.022]
Ep 065/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:47,  2.17it/s, loss=0.640, pair=0.000, adv=4.428, sprd=0.022]
Ep 065/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:47,  2.17it/s, loss=0.660, pair=0.004, adv=3.773, sprd=0.021]
Ep 065/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.08it/s, loss=0.660, pair=0.004, adv=3.773, sprd=0.021]
Ep 065/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.08it/s, loss=0.658, pair=0.000, adv=4.635, sprd=0.023]
Ep 065/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.658, pair=0.000, adv=4.635, sprd=0.023]
Ep 065/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:46,  2.17it/s, loss=0.624, pair=0.001, adv=5.638, sprd=0.019]
Ep 065/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:50,  2.11it/s, loss=0.624, pair=0.001, adv=5.638, sprd=0.019]
Ep 065/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:50,  2.11it/s, loss=1.477, pair=2.457, adv=4.985, sprd=0.021]
Ep 065/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.16it/s, loss=1.477, pair=2.457, adv=4.985, sprd=0.021]
Ep 065/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:46,  2.16it/s, loss=0.626, pair=0.000, adv=4.837, sprd=0.020]
Ep 065/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:52,  2.07it/s, loss=0.626, pair=0.000, adv=4.837, sprd=0.020]
Ep 065/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:52,  2.07it/s, loss=0.661, pair=0.000, adv=4.110, sprd=0.028]
Ep 065/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.15it/s, loss=0.661, pair=0.000, adv=4.110, sprd=0.028]
Ep 065/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:46,  2.15it/s, loss=0.630, pair=0.000, adv=3.541, sprd=0.019]
Ep 065/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:52,  2.07it/s, loss=0.630, pair=0.000, adv=3.541, sprd=0.019]
Ep 065/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:52,  2.07it/s, loss=0.647, pair=0.001, adv=5.418, sprd=0.023]
Ep 065/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:43,  2.17it/s, loss=0.647, pair=0.001, adv=5.418, sprd=0.023]
Ep 065/80 [S3:+sens]:  22%|▋  | 98/453 [00:48<02:43,  2.17it/s, loss=0.638, pair=0.000, adv=5.056, sprd=0.021]
Ep 065/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:49,  2.09it/s, loss=0.638, pair=0.000, adv=5.056, sprd=0.021]
Ep 065/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:49,  2.09it/s, loss=0.674, pair=0.001, adv=4.379, sprd=0.028]
Ep 065/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:43,  2.15it/s, loss=0.674, pair=0.001, adv=4.379, sprd=0.028]
Ep 065/80 [S3:+sens]:  22%|▍ | 100/453 [00:49<02:43,  2.15it/s, loss=0.610, pair=0.000, adv=4.300, sprd=0.013]
Ep 065/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:48,  2.09it/s, loss=0.610, pair=0.000, adv=4.300, sprd=0.013]
Ep 065/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:48,  2.09it/s, loss=0.632, pair=0.000, adv=4.483, sprd=0.020]
Ep 065/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.18it/s, loss=0.632, pair=0.000, adv=4.483, sprd=0.020]
Ep 065/80 [S3:+sens]:  23%|▍ | 102/453 [00:50<02:41,  2.18it/s, loss=0.718, pair=0.000, adv=6.090, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:46,  2.11it/s, loss=0.718, pair=0.000, adv=6.090, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:46,  2.11it/s, loss=0.649, pair=0.000, adv=5.695, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.17it/s, loss=0.649, pair=0.000, adv=5.695, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 104/453 [00:51<02:40,  2.17it/s, loss=0.639, pair=0.000, adv=4.916, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:50,  2.04it/s, loss=0.639, pair=0.000, adv=4.916, sprd=0.025]
Ep 065/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:50,  2.04it/s, loss=0.622, pair=0.000, adv=4.866, sprd=0.017]
Ep 065/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.14it/s, loss=0.622, pair=0.000, adv=4.866, sprd=0.017]
Ep 065/80 [S3:+sens]:  23%|▍ | 106/453 [00:52<02:41,  2.14it/s, loss=0.613, pair=0.000, adv=4.319, sprd=0.018]
Ep 065/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:48,  2.06it/s, loss=0.613, pair=0.000, adv=4.319, sprd=0.018]
Ep 065/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:48,  2.06it/s, loss=0.647, pair=0.000, adv=4.600, sprd=0.022]
Ep 065/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:39,  2.16it/s, loss=0.647, pair=0.000, adv=4.600, sprd=0.022]
Ep 065/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:39,  2.16it/s, loss=0.587, pair=0.002, adv=3.516, sprd=0.011]
Ep 065/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:45,  2.07it/s, loss=0.587, pair=0.002, adv=3.516, sprd=0.011]
Ep 065/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:45,  2.07it/s, loss=0.630, pair=0.000, adv=4.579, sprd=0.018]
Ep 065/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.630, pair=0.000, adv=4.579, sprd=0.018]
Ep 065/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.605, pair=0.000, adv=4.316, sprd=0.018]
Ep 065/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:43,  2.09it/s, loss=0.605, pair=0.000, adv=4.316, sprd=0.018]
Ep 065/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:43,  2.09it/s, loss=0.655, pair=0.000, adv=4.618, sprd=0.027]
Ep 065/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.16it/s, loss=0.655, pair=0.000, adv=4.618, sprd=0.027]
Ep 065/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.16it/s, loss=0.615, pair=0.000, adv=4.402, sprd=0.017]
Ep 065/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:41,  2.10it/s, loss=0.615, pair=0.000, adv=4.402, sprd=0.017]
Ep 065/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:41,  2.10it/s, loss=0.689, pair=0.000, adv=4.530, sprd=0.031]
Ep 065/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.16it/s, loss=0.689, pair=0.000, adv=4.530, sprd=0.031]
Ep 065/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.16it/s, loss=0.619, pair=0.000, adv=4.289, sprd=0.017]
Ep 065/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:51,  1.97it/s, loss=0.619, pair=0.000, adv=4.289, sprd=0.017]
Ep 065/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:51,  1.97it/s, loss=0.633, pair=0.000, adv=3.256, sprd=0.023]
Ep 065/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:42,  2.07it/s, loss=0.633, pair=0.000, adv=3.256, sprd=0.023]
Ep 065/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:42,  2.07it/s, loss=0.654, pair=0.001, adv=3.971, sprd=0.021]
Ep 065/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.654, pair=0.001, adv=3.971, sprd=0.021]
Ep 065/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:45,  2.03it/s, loss=0.682, pair=0.000, adv=5.486, sprd=0.026]
Ep 065/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.15it/s, loss=0.682, pair=0.000, adv=5.486, sprd=0.026]
Ep 065/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.15it/s, loss=0.707, pair=0.000, adv=4.406, sprd=0.022]
Ep 065/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.05it/s, loss=0.707, pair=0.000, adv=4.406, sprd=0.022]
Ep 065/80 [S3:+sens]:  26%|▌ | 119/453 [00:58<02:42,  2.05it/s, loss=0.664, pair=0.000, adv=4.510, sprd=0.026]
Ep 065/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:36,  2.13it/s, loss=0.664, pair=0.000, adv=4.510, sprd=0.026]
Ep 065/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:36,  2.13it/s, loss=0.678, pair=0.000, adv=5.126, sprd=0.029]
Ep 065/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:46,  2.00it/s, loss=0.678, pair=0.000, adv=5.126, sprd=0.029]
Ep 065/80 [S3:+sens]:  27%|▌ | 121/453 [00:59<02:46,  2.00it/s, loss=0.664, pair=0.000, adv=4.479, sprd=0.027]
Ep 065/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:38,  2.09it/s, loss=0.664, pair=0.000, adv=4.479, sprd=0.027]
Ep 065/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:38,  2.09it/s, loss=0.635, pair=0.000, adv=4.434, sprd=0.013]
Ep 065/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:42,  2.03it/s, loss=0.635, pair=0.000, adv=4.434, sprd=0.013]
Ep 065/80 [S3:+sens]:  27%|▌ | 123/453 [01:00<02:42,  2.03it/s, loss=0.602, pair=0.000, adv=4.135, sprd=0.017]
Ep 065/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:34,  2.13it/s, loss=0.602, pair=0.000, adv=4.135, sprd=0.017]
Ep 065/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:34,  2.13it/s, loss=0.617, pair=0.000, adv=4.517, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:41,  2.03it/s, loss=0.617, pair=0.000, adv=4.517, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 125/453 [01:01<02:41,  2.03it/s, loss=0.617, pair=0.000, adv=4.991, sprd=0.017]
Ep 065/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.15it/s, loss=0.617, pair=0.000, adv=4.991, sprd=0.017]
Ep 065/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.15it/s, loss=0.624, pair=0.000, adv=4.568, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.05it/s, loss=0.624, pair=0.000, adv=4.568, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 127/453 [01:02<02:38,  2.05it/s, loss=0.635, pair=0.000, adv=4.516, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:31,  2.14it/s, loss=0.635, pair=0.000, adv=4.516, sprd=0.020]
Ep 065/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:31,  2.14it/s, loss=0.633, pair=0.000, adv=5.704, sprd=0.015]
Ep 065/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:32,  2.13it/s, loss=0.633, pair=0.000, adv=5.704, sprd=0.015]
Ep 065/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:32,  2.13it/s, loss=0.650, pair=0.003, adv=4.303, sprd=0.025]
Ep 065/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:28,  2.17it/s, loss=0.650, pair=0.003, adv=4.303, sprd=0.025]
Ep 065/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:28,  2.17it/s, loss=0.657, pair=0.000, adv=5.288, sprd=0.024]
Ep 065/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.657, pair=0.000, adv=5.288, sprd=0.024]
Ep 065/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.675, pair=0.000, adv=6.279, sprd=0.027]
Ep 065/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.675, pair=0.000, adv=6.279, sprd=0.027]
Ep 065/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:28,  2.16it/s, loss=0.664, pair=0.000, adv=5.292, sprd=0.027]
Ep 065/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:34,  2.07it/s, loss=0.664, pair=0.000, adv=5.292, sprd=0.027]
Ep 065/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:34,  2.07it/s, loss=0.592, pair=0.000, adv=4.057, sprd=0.013]
Ep 065/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:25,  2.19it/s, loss=0.592, pair=0.000, adv=4.057, sprd=0.013]
Ep 065/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:25,  2.19it/s, loss=0.661, pair=0.000, adv=4.125, sprd=0.027]
Ep 065/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.661, pair=0.000, adv=4.125, sprd=0.027]
Ep 065/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.589, pair=0.000, adv=5.132, sprd=0.016]
Ep 065/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.15it/s, loss=0.589, pair=0.000, adv=5.132, sprd=0.016]
Ep 065/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:27,  2.15it/s, loss=0.608, pair=0.000, adv=4.727, sprd=0.017]
Ep 065/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:31,  2.09it/s, loss=0.608, pair=0.000, adv=4.727, sprd=0.017]
Ep 065/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:31,  2.09it/s, loss=0.662, pair=0.003, adv=6.387, sprd=0.028]
Ep 065/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:26,  2.15it/s, loss=0.662, pair=0.003, adv=6.387, sprd=0.028]
Ep 065/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:26,  2.15it/s, loss=0.646, pair=0.000, adv=5.023, sprd=0.024]
Ep 065/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:44,  1.91it/s, loss=0.646, pair=0.000, adv=5.023, sprd=0.024]
Ep 065/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:44,  1.91it/s, loss=0.673, pair=0.000, adv=6.216, sprd=0.029]
Ep 065/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:34,  2.03it/s, loss=0.673, pair=0.000, adv=6.216, sprd=0.029]
Ep 065/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:34,  2.03it/s, loss=0.672, pair=0.000, adv=6.224, sprd=0.028]
Ep 065/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:38,  1.96it/s, loss=0.672, pair=0.000, adv=6.224, sprd=0.028]
Ep 065/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:38,  1.96it/s, loss=0.621, pair=0.001, adv=5.485, sprd=0.020]
Ep 065/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:29,  2.07it/s, loss=0.621, pair=0.001, adv=5.485, sprd=0.020]
Ep 065/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:29,  2.07it/s, loss=0.642, pair=0.003, adv=5.417, sprd=0.023]
Ep 065/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:38,  1.95it/s, loss=0.642, pair=0.003, adv=5.417, sprd=0.023]
Ep 065/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:38,  1.95it/s, loss=0.698, pair=0.000, adv=6.639, sprd=0.033]
Ep 065/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:30,  2.06it/s, loss=0.698, pair=0.000, adv=6.639, sprd=0.033]
Ep 065/80 [S3:+sens]:  32%|▋ | 144/453 [01:10<02:30,  2.06it/s, loss=0.605, pair=0.001, adv=4.732, sprd=0.017]
Ep 065/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:35,  1.99it/s, loss=0.605, pair=0.001, adv=4.732, sprd=0.017]
Ep 065/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:35,  1.99it/s, loss=0.598, pair=0.001, adv=4.362, sprd=0.014]
Ep 065/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:25,  2.12it/s, loss=0.598, pair=0.001, adv=4.362, sprd=0.014]
Ep 065/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:25,  2.12it/s, loss=0.657, pair=0.003, adv=5.485, sprd=0.025]
Ep 065/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:32,  2.01it/s, loss=0.657, pair=0.003, adv=5.485, sprd=0.025]
Ep 065/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:32,  2.01it/s, loss=0.590, pair=0.000, adv=5.016, sprd=0.014]
Ep 065/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:24,  2.11it/s, loss=0.590, pair=0.000, adv=5.016, sprd=0.014]
Ep 065/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:24,  2.11it/s, loss=0.645, pair=0.000, adv=5.928, sprd=0.021]
Ep 065/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:29,  2.04it/s, loss=0.645, pair=0.000, adv=5.928, sprd=0.021]
Ep 065/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:29,  2.04it/s, loss=0.636, pair=0.001, adv=5.171, sprd=0.017]
Ep 065/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:18,  2.18it/s, loss=0.636, pair=0.001, adv=5.171, sprd=0.017]
Ep 065/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:18,  2.18it/s, loss=0.620, pair=0.000, adv=4.979, sprd=0.016]
Ep 065/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:21,  2.13it/s, loss=0.620, pair=0.000, adv=4.979, sprd=0.016]
Ep 065/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:21,  2.13it/s, loss=0.622, pair=0.003, adv=3.651, sprd=0.015]
Ep 065/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:11,  2.29it/s, loss=0.622, pair=0.003, adv=3.651, sprd=0.015]
Ep 065/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:11,  2.29it/s, loss=0.708, pair=0.004, adv=3.756, sprd=0.021]
Ep 065/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:19,  2.16it/s, loss=0.708, pair=0.004, adv=3.756, sprd=0.021]
Ep 065/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:19,  2.16it/s, loss=0.630, pair=0.000, adv=5.329, sprd=0.017]
Ep 065/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:11,  2.27it/s, loss=0.630, pair=0.000, adv=5.329, sprd=0.017]
Ep 065/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:11,  2.27it/s, loss=0.623, pair=0.000, adv=4.697, sprd=0.018]
Ep 065/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:19,  2.13it/s, loss=0.623, pair=0.000, adv=4.697, sprd=0.018]
Ep 065/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:19,  2.13it/s, loss=0.666, pair=0.000, adv=4.770, sprd=0.023]
Ep 065/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:13,  2.23it/s, loss=0.666, pair=0.000, adv=4.770, sprd=0.023]
Ep 065/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:13,  2.23it/s, loss=0.636, pair=0.000, adv=5.047, sprd=0.024]
Ep 065/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.06it/s, loss=0.636, pair=0.000, adv=5.047, sprd=0.024]
Ep 065/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:23,  2.06it/s, loss=0.669, pair=0.000, adv=4.517, sprd=0.028]
Ep 065/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:18,  2.13it/s, loss=0.669, pair=0.000, adv=4.517, sprd=0.028]
Ep 065/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:18,  2.13it/s, loss=0.633, pair=0.001, adv=4.732, sprd=0.020]
Ep 065/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:22,  2.06it/s, loss=0.633, pair=0.001, adv=4.732, sprd=0.020]
Ep 065/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:22,  2.06it/s, loss=0.630, pair=0.000, adv=5.048, sprd=0.021]
Ep 065/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.16it/s, loss=0.630, pair=0.000, adv=5.048, sprd=0.021]
Ep 065/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.16it/s, loss=0.594, pair=0.001, adv=4.787, sprd=0.017]
Ep 065/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:23,  2.03it/s, loss=0.594, pair=0.001, adv=4.787, sprd=0.017]
Ep 065/80 [S3:+sens]:  36%|▋ | 161/453 [01:18<02:23,  2.03it/s, loss=0.699, pair=0.000, adv=4.839, sprd=0.034]
Ep 065/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:18,  2.10it/s, loss=0.699, pair=0.000, adv=4.839, sprd=0.034]
Ep 065/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:18,  2.10it/s, loss=0.674, pair=0.000, adv=4.795, sprd=0.029]
Ep 065/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:24,  2.00it/s, loss=0.674, pair=0.000, adv=4.795, sprd=0.029]
Ep 065/80 [S3:+sens]:  36%|▋ | 163/453 [01:19<02:24,  2.00it/s, loss=0.651, pair=0.000, adv=5.591, sprd=0.026]
Ep 065/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:17,  2.09it/s, loss=0.651, pair=0.000, adv=5.591, sprd=0.026]
Ep 065/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:17,  2.09it/s, loss=0.693, pair=0.000, adv=5.673, sprd=0.024]
Ep 065/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:23,  2.01it/s, loss=0.693, pair=0.000, adv=5.673, sprd=0.024]
Ep 065/80 [S3:+sens]:  36%|▋ | 165/453 [01:20<02:23,  2.01it/s, loss=0.618, pair=0.000, adv=5.131, sprd=0.017]
Ep 065/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:15,  2.12it/s, loss=0.618, pair=0.000, adv=5.131, sprd=0.017]
Ep 065/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:15,  2.12it/s, loss=0.626, pair=0.000, adv=4.685, sprd=0.020]
Ep 065/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:29,  1.91it/s, loss=0.626, pair=0.000, adv=4.685, sprd=0.020]
Ep 065/80 [S3:+sens]:  37%|▋ | 167/453 [01:21<02:29,  1.91it/s, loss=0.623, pair=0.000, adv=5.160, sprd=0.021]
Ep 065/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:20,  2.03it/s, loss=0.623, pair=0.000, adv=5.160, sprd=0.021]
Ep 065/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:20,  2.03it/s, loss=0.663, pair=0.000, adv=4.704, sprd=0.023]
Ep 065/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:22,  1.99it/s, loss=0.663, pair=0.000, adv=4.704, sprd=0.023]
Ep 065/80 [S3:+sens]:  37%|▋ | 169/453 [01:22<02:22,  1.99it/s, loss=0.603, pair=0.000, adv=4.925, sprd=0.017]
Ep 065/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:14,  2.10it/s, loss=0.603, pair=0.000, adv=4.925, sprd=0.017]
Ep 065/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:14,  2.10it/s, loss=0.678, pair=0.000, adv=3.820, sprd=0.031]
Ep 065/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:22,  1.99it/s, loss=0.678, pair=0.000, adv=3.820, sprd=0.031]
Ep 065/80 [S3:+sens]:  38%|▊ | 171/453 [01:23<02:22,  1.99it/s, loss=0.649, pair=0.000, adv=6.346, sprd=0.028]
Ep 065/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:15,  2.07it/s, loss=0.649, pair=0.000, adv=6.346, sprd=0.028]
Ep 065/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:15,  2.07it/s, loss=0.663, pair=0.000, adv=6.177, sprd=0.029]
Ep 065/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:22,  1.97it/s, loss=0.663, pair=0.000, adv=6.177, sprd=0.029]
Ep 065/80 [S3:+sens]:  38%|▊ | 173/453 [01:24<02:22,  1.97it/s, loss=0.646, pair=0.000, adv=5.854, sprd=0.022]
Ep 065/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:14,  2.08it/s, loss=0.646, pair=0.000, adv=5.854, sprd=0.022]
Ep 065/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:14,  2.08it/s, loss=0.641, pair=0.000, adv=5.704, sprd=0.022]
Ep 065/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:18,  2.01it/s, loss=0.641, pair=0.000, adv=5.704, sprd=0.022]
Ep 065/80 [S3:+sens]:  39%|▊ | 175/453 [01:25<02:18,  2.01it/s, loss=0.634, pair=0.000, adv=5.380, sprd=0.022]
Ep 065/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:11,  2.10it/s, loss=0.634, pair=0.000, adv=5.380, sprd=0.022]
Ep 065/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:11,  2.10it/s, loss=0.662, pair=0.000, adv=4.928, sprd=0.026]
Ep 065/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:16,  2.03it/s, loss=0.662, pair=0.000, adv=4.928, sprd=0.026]
Ep 065/80 [S3:+sens]:  39%|▊ | 177/453 [01:26<02:16,  2.03it/s, loss=0.624, pair=0.001, adv=4.427, sprd=0.016]
Ep 065/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:06,  2.17it/s, loss=0.624, pair=0.001, adv=4.427, sprd=0.016]
Ep 065/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:06,  2.17it/s, loss=0.620, pair=0.000, adv=3.657, sprd=0.017]
Ep 065/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:11,  2.08it/s, loss=0.620, pair=0.000, adv=3.657, sprd=0.017]
Ep 065/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:11,  2.08it/s, loss=0.616, pair=0.000, adv=4.039, sprd=0.016]
Ep 065/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:04,  2.20it/s, loss=0.616, pair=0.000, adv=4.039, sprd=0.016]
Ep 065/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:04,  2.20it/s, loss=0.631, pair=0.000, adv=4.468, sprd=0.019]
Ep 065/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:10,  2.08it/s, loss=0.631, pair=0.000, adv=4.468, sprd=0.019]
Ep 065/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:10,  2.08it/s, loss=0.691, pair=0.000, adv=5.123, sprd=0.032]
Ep 065/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.14it/s, loss=0.691, pair=0.000, adv=5.123, sprd=0.032]
Ep 065/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:06,  2.14it/s, loss=0.622, pair=0.000, adv=5.516, sprd=0.017]
Ep 065/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:10,  2.07it/s, loss=0.622, pair=0.000, adv=5.516, sprd=0.017]
Ep 065/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:10,  2.07it/s, loss=0.658, pair=0.003, adv=5.000, sprd=0.022]
Ep 065/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.18it/s, loss=0.658, pair=0.003, adv=5.000, sprd=0.022]
Ep 065/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:03,  2.18it/s, loss=0.668, pair=0.000, adv=6.058, sprd=0.024]
Ep 065/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:07,  2.10it/s, loss=0.668, pair=0.000, adv=6.058, sprd=0.024]
Ep 065/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:07,  2.10it/s, loss=0.675, pair=0.000, adv=6.821, sprd=0.024]
Ep 065/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:01,  2.19it/s, loss=0.675, pair=0.000, adv=6.821, sprd=0.024]
Ep 065/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:01,  2.19it/s, loss=0.633, pair=0.000, adv=4.764, sprd=0.021]
Ep 065/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:07,  2.09it/s, loss=0.633, pair=0.000, adv=4.764, sprd=0.021]
Ep 065/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:07,  2.09it/s, loss=0.632, pair=0.000, adv=4.922, sprd=0.019]
Ep 065/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:00,  2.19it/s, loss=0.632, pair=0.000, adv=4.922, sprd=0.019]
Ep 065/80 [S3:+sens]:  42%|▊ | 188/453 [01:31<02:00,  2.19it/s, loss=0.603, pair=0.000, adv=5.339, sprd=0.015]
Ep 065/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:05,  2.10it/s, loss=0.603, pair=0.000, adv=5.339, sprd=0.015]
Ep 065/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:05,  2.10it/s, loss=0.644, pair=0.000, adv=4.312, sprd=0.022]
Ep 065/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:00,  2.18it/s, loss=0.644, pair=0.000, adv=4.312, sprd=0.022]
Ep 065/80 [S3:+sens]:  42%|▊ | 190/453 [01:32<02:00,  2.18it/s, loss=0.642, pair=0.001, adv=4.875, sprd=0.022]
Ep 065/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:08,  2.04it/s, loss=0.642, pair=0.001, adv=4.875, sprd=0.022]
Ep 065/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:08,  2.04it/s, loss=0.665, pair=0.000, adv=5.558, sprd=0.024]
Ep 065/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:01,  2.15it/s, loss=0.665, pair=0.000, adv=5.558, sprd=0.024]
Ep 065/80 [S3:+sens]:  42%|▊ | 192/453 [01:33<02:01,  2.15it/s, loss=0.703, pair=0.000, adv=4.505, sprd=0.026]
Ep 065/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:08,  2.02it/s, loss=0.703, pair=0.000, adv=4.505, sprd=0.026]
Ep 065/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:08,  2.02it/s, loss=0.655, pair=0.000, adv=5.683, sprd=0.023]
Ep 065/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.14it/s, loss=0.655, pair=0.000, adv=5.683, sprd=0.023]
Ep 065/80 [S3:+sens]:  43%|▊ | 194/453 [01:34<02:01,  2.14it/s, loss=0.622, pair=0.000, adv=4.341, sprd=0.021]
Ep 065/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:16,  1.90it/s, loss=0.622, pair=0.000, adv=4.341, sprd=0.021]
Ep 065/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:16,  1.90it/s, loss=0.606, pair=0.001, adv=5.975, sprd=0.019]
Ep 065/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:07,  2.01it/s, loss=0.606, pair=0.001, adv=5.975, sprd=0.019]
Ep 065/80 [S3:+sens]:  43%|▊ | 196/453 [01:35<02:07,  2.01it/s, loss=0.632, pair=0.000, adv=4.899, sprd=0.020]
Ep 065/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:10,  1.97it/s, loss=0.632, pair=0.000, adv=4.899, sprd=0.020]
Ep 065/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:10,  1.97it/s, loss=0.638, pair=0.000, adv=5.650, sprd=0.021]
Ep 065/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:01,  2.10it/s, loss=0.638, pair=0.000, adv=5.650, sprd=0.021]
Ep 065/80 [S3:+sens]:  44%|▊ | 198/453 [01:36<02:01,  2.10it/s, loss=0.653, pair=0.000, adv=5.116, sprd=0.024]
Ep 065/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:06,  2.01it/s, loss=0.653, pair=0.000, adv=5.116, sprd=0.024]
Ep 065/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:06,  2.01it/s, loss=0.611, pair=0.000, adv=4.198, sprd=0.018]
Ep 065/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<02:00,  2.10it/s, loss=0.611, pair=0.000, adv=4.198, sprd=0.018]
Ep 065/80 [S3:+sens]:  44%|▉ | 200/453 [01:37<02:00,  2.10it/s, loss=0.660, pair=0.000, adv=4.930, sprd=0.027]
Ep 065/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:06,  2.00it/s, loss=0.660, pair=0.000, adv=4.930, sprd=0.027]
Ep 065/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:06,  2.00it/s, loss=0.634, pair=0.000, adv=4.889, sprd=0.018]
Ep 065/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:57,  2.14it/s, loss=0.634, pair=0.000, adv=4.889, sprd=0.018]
Ep 065/80 [S3:+sens]:  45%|▉ | 202/453 [01:38<01:57,  2.14it/s, loss=0.658, pair=0.000, adv=5.003, sprd=0.024]
Ep 065/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<02:02,  2.03it/s, loss=0.658, pair=0.000, adv=5.003, sprd=0.024]
Ep 065/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<02:02,  2.03it/s, loss=0.610, pair=0.000, adv=4.762, sprd=0.017]
Ep 065/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:56,  2.14it/s, loss=0.610, pair=0.000, adv=4.762, sprd=0.017]
Ep 065/80 [S3:+sens]:  45%|▉ | 204/453 [01:39<01:56,  2.14it/s, loss=0.616, pair=0.000, adv=4.710, sprd=0.019]
Ep 065/80 [S3:+sens]:  45%|▉ | 205/453 [01:39<02:02,  2.03it/s, loss=0.616, pair=0.000, adv=4.710, sprd=0.019]
Ep 065/80 [S3:+sens]:  45%|▉ | 205/453 [01:39<02:02,  2.03it/s, loss=0.641, pair=0.000, adv=4.343, sprd=0.022]
Ep 065/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:56,  2.12it/s, loss=0.641, pair=0.000, adv=4.343, sprd=0.022]
Ep 065/80 [S3:+sens]:  45%|▉ | 206/453 [01:40<01:56,  2.12it/s, loss=0.612, pair=0.000, adv=5.013, sprd=0.020]
Ep 065/80 [S3:+sens]:  46%|▉ | 207/453 [01:40<02:03,  1.99it/s, loss=0.612, pair=0.000, adv=5.013, sprd=0.020]
Ep 065/80 [S3:+sens]:  46%|▉ | 207/453 [01:40<02:03,  1.99it/s, loss=0.636, pair=0.002, adv=4.385, sprd=0.019]
Ep 065/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:56,  2.11it/s, loss=0.636, pair=0.002, adv=4.385, sprd=0.019]
Ep 065/80 [S3:+sens]:  46%|▉ | 208/453 [01:41<01:56,  2.11it/s, loss=0.678, pair=0.002, adv=5.850, sprd=0.020]
Ep 065/80 [S3:+sens]:  46%|▉ | 209/453 [01:41<02:00,  2.03it/s, loss=0.678, pair=0.002, adv=5.850, sprd=0.020]
Ep 065/80 [S3:+sens]:  46%|▉ | 209/453 [01:41<02:00,  2.03it/s, loss=0.587, pair=0.001, adv=5.270, sprd=0.015]
Ep 065/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:54,  2.12it/s, loss=0.587, pair=0.001, adv=5.270, sprd=0.015]
Ep 065/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:54,  2.12it/s, loss=0.611, pair=0.001, adv=5.462, sprd=0.018]
Ep 065/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:58,  2.04it/s, loss=0.611, pair=0.001, adv=5.462, sprd=0.018]
Ep 065/80 [S3:+sens]:  47%|▉ | 211/453 [01:42<01:58,  2.04it/s, loss=0.628, pair=0.008, adv=4.897, sprd=0.019]
Ep 065/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:52,  2.13it/s, loss=0.628, pair=0.008, adv=4.897, sprd=0.019]
Ep 065/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:52,  2.13it/s, loss=0.693, pair=0.002, adv=5.888, sprd=0.034]
Ep 065/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<02:00,  2.00it/s, loss=0.693, pair=0.002, adv=5.888, sprd=0.034]
Ep 065/80 [S3:+sens]:  47%|▉ | 213/453 [01:43<02:00,  2.00it/s, loss=0.619, pair=0.000, adv=4.793, sprd=0.019]
Ep 065/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:53,  2.11it/s, loss=0.619, pair=0.000, adv=4.793, sprd=0.019]
Ep 065/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:53,  2.11it/s, loss=0.614, pair=0.002, adv=5.935, sprd=0.020]
Ep 065/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:58,  2.01it/s, loss=0.614, pair=0.002, adv=5.935, sprd=0.020]
Ep 065/80 [S3:+sens]:  47%|▉ | 215/453 [01:44<01:58,  2.01it/s, loss=0.594, pair=0.001, adv=4.042, sprd=0.016]
Ep 065/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:52,  2.11it/s, loss=0.594, pair=0.001, adv=4.042, sprd=0.016]
Ep 065/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:52,  2.11it/s, loss=0.631, pair=0.000, adv=3.992, sprd=0.018]
Ep 065/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:55,  2.04it/s, loss=0.631, pair=0.000, adv=3.992, sprd=0.018]
Ep 065/80 [S3:+sens]:  48%|▉ | 217/453 [01:45<01:55,  2.04it/s, loss=0.651, pair=0.000, adv=6.049, sprd=0.023]
Ep 065/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:50,  2.13it/s, loss=0.651, pair=0.000, adv=6.049, sprd=0.023]
Ep 065/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:50,  2.13it/s, loss=0.644, pair=0.000, adv=5.441, sprd=0.022]
Ep 065/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.06it/s, loss=0.644, pair=0.000, adv=5.441, sprd=0.022]
Ep 065/80 [S3:+sens]:  48%|▉ | 219/453 [01:46<01:53,  2.06it/s, loss=0.662, pair=0.000, adv=5.227, sprd=0.027]
Ep 065/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.662, pair=0.000, adv=5.227, sprd=0.027]
Ep 065/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.616, pair=0.000, adv=4.540, sprd=0.017]
Ep 065/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:52,  2.06it/s, loss=0.616, pair=0.000, adv=4.540, sprd=0.017]
Ep 065/80 [S3:+sens]:  49%|▉ | 221/453 [01:47<01:52,  2.06it/s, loss=0.622, pair=0.001, adv=6.161, sprd=0.019]
Ep 065/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:46,  2.17it/s, loss=0.622, pair=0.001, adv=6.161, sprd=0.019]
Ep 065/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:46,  2.17it/s, loss=0.658, pair=0.000, adv=5.831, sprd=0.022]
Ep 065/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:50,  2.08it/s, loss=0.658, pair=0.000, adv=5.831, sprd=0.022]
Ep 065/80 [S3:+sens]:  49%|▉ | 223/453 [01:48<01:50,  2.08it/s, loss=0.635, pair=0.001, adv=5.923, sprd=0.018]
Ep 065/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:44,  2.20it/s, loss=0.635, pair=0.001, adv=5.923, sprd=0.018]
Ep 065/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:44,  2.20it/s, loss=0.608, pair=0.001, adv=3.617, sprd=0.018]
Ep 065/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:59,  1.91it/s, loss=0.608, pair=0.001, adv=3.617, sprd=0.018]
Ep 065/80 [S3:+sens]:  50%|▉ | 225/453 [01:49<01:59,  1.91it/s, loss=0.644, pair=0.001, adv=5.680, sprd=0.024]
Ep 065/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:52,  2.02it/s, loss=0.644, pair=0.001, adv=5.680, sprd=0.024]
Ep 065/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:52,  2.02it/s, loss=0.640, pair=0.000, adv=5.531, sprd=0.022]
Ep 065/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:54,  1.97it/s, loss=0.640, pair=0.000, adv=5.531, sprd=0.022]
Ep 065/80 [S3:+sens]:  50%|█ | 227/453 [01:50<01:54,  1.97it/s, loss=0.647, pair=0.000, adv=5.815, sprd=0.025]
Ep 065/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:48,  2.07it/s, loss=0.647, pair=0.000, adv=5.815, sprd=0.025]
Ep 065/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:48,  2.07it/s, loss=0.654, pair=0.000, adv=4.361, sprd=0.025]
Ep 065/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.654, pair=0.000, adv=4.361, sprd=0.025]
Ep 065/80 [S3:+sens]:  51%|█ | 229/453 [01:51<01:51,  2.01it/s, loss=0.612, pair=0.002, adv=5.905, sprd=0.016]
Ep 065/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:44,  2.14it/s, loss=0.612, pair=0.002, adv=5.905, sprd=0.016]
Ep 065/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:44,  2.14it/s, loss=0.623, pair=0.000, adv=6.079, sprd=0.020]
Ep 065/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:48,  2.05it/s, loss=0.623, pair=0.000, adv=6.079, sprd=0.020]
Ep 065/80 [S3:+sens]:  51%|█ | 231/453 [01:52<01:48,  2.05it/s, loss=0.640, pair=0.000, adv=5.022, sprd=0.022]
Ep 065/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:43,  2.13it/s, loss=0.640, pair=0.000, adv=5.022, sprd=0.022]
Ep 065/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:43,  2.13it/s, loss=0.671, pair=0.001, adv=5.520, sprd=0.027]
Ep 065/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.04it/s, loss=0.671, pair=0.001, adv=5.520, sprd=0.027]
Ep 065/80 [S3:+sens]:  51%|█ | 233/453 [01:53<01:47,  2.04it/s, loss=0.638, pair=0.002, adv=4.231, sprd=0.019]
Ep 065/80 [S3:+sens]:  52%|█ | 234/453 [01:53<01:41,  2.16it/s, loss=0.638, pair=0.002, adv=4.231, sprd=0.019]
Ep 065/80 [S3:+sens]:  52%|█ | 234/453 [01:53<01:41,  2.16it/s, loss=0.665, pair=0.000, adv=6.598, sprd=0.026]
Ep 065/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:46,  2.05it/s, loss=0.665, pair=0.000, adv=6.598, sprd=0.026]
Ep 065/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:46,  2.05it/s, loss=0.696, pair=0.000, adv=6.898, sprd=0.032]
Ep 065/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.14it/s, loss=0.696, pair=0.000, adv=6.898, sprd=0.032]
Ep 065/80 [S3:+sens]:  52%|█ | 236/453 [01:54<01:41,  2.14it/s, loss=0.636, pair=0.000, adv=4.363, sprd=0.023]
Ep 065/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:46,  2.04it/s, loss=0.636, pair=0.000, adv=4.363, sprd=0.023]
Ep 065/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:46,  2.04it/s, loss=0.636, pair=0.000, adv=5.525, sprd=0.020]
Ep 065/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.636, pair=0.000, adv=5.525, sprd=0.020]
Ep 065/80 [S3:+sens]:  53%|█ | 238/453 [01:55<01:40,  2.14it/s, loss=0.653, pair=0.000, adv=5.023, sprd=0.024]
Ep 065/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:44,  2.06it/s, loss=0.653, pair=0.000, adv=5.023, sprd=0.024]
Ep 065/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:44,  2.06it/s, loss=0.672, pair=0.000, adv=4.531, sprd=0.028]
Ep 065/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.13it/s, loss=0.672, pair=0.000, adv=4.531, sprd=0.028]
Ep 065/80 [S3:+sens]:  53%|█ | 240/453 [01:56<01:40,  2.13it/s, loss=0.651, pair=0.002, adv=4.976, sprd=0.013]
Ep 065/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:42,  2.06it/s, loss=0.651, pair=0.002, adv=4.976, sprd=0.013]
Ep 065/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:42,  2.06it/s, loss=0.649, pair=0.000, adv=5.545, sprd=0.021]
Ep 065/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:36,  2.18it/s, loss=0.649, pair=0.000, adv=5.545, sprd=0.021]
Ep 065/80 [S3:+sens]:  53%|█ | 242/453 [01:57<01:36,  2.18it/s, loss=0.643, pair=0.000, adv=5.516, sprd=0.021]
Ep 065/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:40,  2.10it/s, loss=0.643, pair=0.000, adv=5.516, sprd=0.021]
Ep 065/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:40,  2.10it/s, loss=0.610, pair=0.002, adv=3.603, sprd=0.016]
Ep 065/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.18it/s, loss=0.610, pair=0.002, adv=3.603, sprd=0.016]
Ep 065/80 [S3:+sens]:  54%|█ | 244/453 [01:58<01:35,  2.18it/s, loss=0.684, pair=0.003, adv=6.848, sprd=0.029]
Ep 065/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:39,  2.09it/s, loss=0.684, pair=0.003, adv=6.848, sprd=0.029]
Ep 065/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:39,  2.09it/s, loss=0.664, pair=0.004, adv=4.568, sprd=0.028]
Ep 065/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.15it/s, loss=0.664, pair=0.004, adv=4.568, sprd=0.028]
Ep 065/80 [S3:+sens]:  54%|█ | 246/453 [01:59<01:36,  2.15it/s, loss=0.634, pair=0.000, adv=4.891, sprd=0.019]
Ep 065/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.08it/s, loss=0.634, pair=0.000, adv=4.891, sprd=0.019]
Ep 065/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.08it/s, loss=0.663, pair=0.000, adv=4.915, sprd=0.026]
Ep 065/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.15it/s, loss=0.663, pair=0.000, adv=4.915, sprd=0.026]
Ep 065/80 [S3:+sens]:  55%|█ | 248/453 [02:00<01:35,  2.15it/s, loss=0.664, pair=0.000, adv=6.294, sprd=0.026]
Ep 065/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:44,  1.96it/s, loss=0.664, pair=0.000, adv=6.294, sprd=0.026]
Ep 065/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:44,  1.96it/s, loss=0.664, pair=0.000, adv=5.367, sprd=0.027]
Ep 065/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:38,  2.06it/s, loss=0.664, pair=0.000, adv=5.367, sprd=0.027]
Ep 065/80 [S3:+sens]:  55%|█ | 250/453 [02:01<01:38,  2.06it/s, loss=0.634, pair=0.000, adv=4.196, sprd=0.021]
Ep 065/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:41,  1.99it/s, loss=0.634, pair=0.000, adv=4.196, sprd=0.021]
Ep 065/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:41,  1.99it/s, loss=0.601, pair=0.000, adv=5.117, sprd=0.018]
Ep 065/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:37,  2.07it/s, loss=0.601, pair=0.000, adv=5.117, sprd=0.018]
Ep 065/80 [S3:+sens]:  56%|█ | 252/453 [02:02<01:37,  2.07it/s, loss=0.675, pair=0.001, adv=5.710, sprd=0.030]
Ep 065/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:41,  1.97it/s, loss=0.675, pair=0.001, adv=5.710, sprd=0.030]
Ep 065/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:41,  1.97it/s, loss=0.632, pair=0.001, adv=5.721, sprd=0.024]
Ep 065/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:37,  2.05it/s, loss=0.632, pair=0.001, adv=5.721, sprd=0.024]
Ep 065/80 [S3:+sens]:  56%|█ | 254/453 [02:03<01:37,  2.05it/s, loss=0.683, pair=0.002, adv=4.191, sprd=0.018]
Ep 065/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:38,  2.01it/s, loss=0.683, pair=0.002, adv=4.191, sprd=0.018]
Ep 065/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:38,  2.01it/s, loss=0.669, pair=0.000, adv=6.934, sprd=0.025]
Ep 065/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.12it/s, loss=0.669, pair=0.000, adv=6.934, sprd=0.025]
Ep 065/80 [S3:+sens]:  57%|█▏| 256/453 [02:04<01:32,  2.12it/s, loss=0.608, pair=0.000, adv=5.243, sprd=0.017]
Ep 065/80 [S3:+sens]:  57%|█▏| 257/453 [02:04<01:36,  2.03it/s, loss=0.608, pair=0.000, adv=5.243, sprd=0.017]
Ep 065/80 [S3:+sens]:  57%|█▏| 257/453 [02:04<01:36,  2.03it/s, loss=0.630, pair=0.000, adv=5.887, sprd=0.022]
Ep 065/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:32,  2.10it/s, loss=0.630, pair=0.000, adv=5.887, sprd=0.022]
Ep 065/80 [S3:+sens]:  57%|█▏| 258/453 [02:05<01:32,  2.10it/s, loss=0.647, pair=0.000, adv=5.722, sprd=0.020]
Ep 065/80 [S3:+sens]:  57%|█▏| 259/453 [02:05<01:33,  2.08it/s, loss=0.647, pair=0.000, adv=5.722, sprd=0.020]
Ep 065/80 [S3:+sens]:  57%|█▏| 259/453 [02:05<01:33,  2.08it/s, loss=0.638, pair=0.000, adv=5.584, sprd=0.024]
Ep 065/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:29,  2.15it/s, loss=0.638, pair=0.000, adv=5.584, sprd=0.024]
Ep 065/80 [S3:+sens]:  57%|█▏| 260/453 [02:06<01:29,  2.15it/s, loss=0.614, pair=0.000, adv=4.230, sprd=0.016]
Ep 065/80 [S3:+sens]:  58%|█▏| 261/453 [02:06<01:31,  2.10it/s, loss=0.614, pair=0.000, adv=4.230, sprd=0.016]
Ep 065/80 [S3:+sens]:  58%|█▏| 261/453 [02:06<01:31,  2.10it/s, loss=0.640, pair=0.001, adv=6.532, sprd=0.025]
Ep 065/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:28,  2.16it/s, loss=0.640, pair=0.001, adv=6.532, sprd=0.025]
Ep 065/80 [S3:+sens]:  58%|█▏| 262/453 [02:07<01:28,  2.16it/s, loss=0.620, pair=0.000, adv=4.227, sprd=0.018]
Ep 065/80 [S3:+sens]:  58%|█▏| 263/453 [02:07<01:32,  2.04it/s, loss=0.620, pair=0.000, adv=4.227, sprd=0.018]
Ep 065/80 [S3:+sens]:  58%|█▏| 263/453 [02:07<01:32,  2.04it/s, loss=0.609, pair=0.000, adv=4.386, sprd=0.014]
Ep 065/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:25,  2.22it/s, loss=0.609, pair=0.000, adv=4.386, sprd=0.014]
Ep 065/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:25,  2.22it/s, loss=0.599, pair=0.000, adv=4.358, sprd=0.016]
Ep 065/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:29,  2.10it/s, loss=0.599, pair=0.000, adv=4.358, sprd=0.016]
Ep 065/80 [S3:+sens]:  58%|█▏| 265/453 [02:08<01:29,  2.10it/s, loss=0.612, pair=0.001, adv=4.559, sprd=0.019]
Ep 065/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:26,  2.16it/s, loss=0.612, pair=0.001, adv=4.559, sprd=0.019]
Ep 065/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:26,  2.16it/s, loss=0.620, pair=0.000, adv=6.112, sprd=0.019]
Ep 065/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.09it/s, loss=0.620, pair=0.000, adv=6.112, sprd=0.019]
Ep 065/80 [S3:+sens]:  59%|█▏| 267/453 [02:09<01:29,  2.09it/s, loss=0.609, pair=0.000, adv=3.861, sprd=0.015]
Ep 065/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:22,  2.23it/s, loss=0.609, pair=0.000, adv=3.861, sprd=0.015]
Ep 065/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:22,  2.23it/s, loss=0.722, pair=0.000, adv=4.622, sprd=0.024]
Ep 065/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:27,  2.10it/s, loss=0.722, pair=0.000, adv=4.622, sprd=0.024]
Ep 065/80 [S3:+sens]:  59%|█▏| 269/453 [02:10<01:27,  2.10it/s, loss=0.683, pair=0.002, adv=5.920, sprd=0.028]
Ep 065/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:23,  2.19it/s, loss=0.683, pair=0.002, adv=5.920, sprd=0.028]
Ep 065/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:23,  2.19it/s, loss=0.654, pair=0.001, adv=5.744, sprd=0.024]
Ep 065/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:27,  2.08it/s, loss=0.654, pair=0.001, adv=5.744, sprd=0.024]
Ep 065/80 [S3:+sens]:  60%|█▏| 271/453 [02:11<01:27,  2.08it/s, loss=0.624, pair=0.006, adv=4.599, sprd=0.016]
Ep 065/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:21,  2.22it/s, loss=0.624, pair=0.006, adv=4.599, sprd=0.016]
Ep 065/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:21,  2.22it/s, loss=0.603, pair=0.005, adv=4.516, sprd=0.016]
Ep 065/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:26,  2.08it/s, loss=0.603, pair=0.005, adv=4.516, sprd=0.016]
Ep 065/80 [S3:+sens]:  60%|█▏| 273/453 [02:12<01:26,  2.08it/s, loss=0.605, pair=0.010, adv=4.159, sprd=0.014]
Ep 065/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:21,  2.18it/s, loss=0.605, pair=0.010, adv=4.159, sprd=0.014]
Ep 065/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:21,  2.18it/s, loss=0.623, pair=0.003, adv=5.049, sprd=0.020]
Ep 065/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:26,  2.06it/s, loss=0.623, pair=0.003, adv=5.049, sprd=0.020]
Ep 065/80 [S3:+sens]:  61%|█▏| 275/453 [02:13<01:26,  2.06it/s, loss=0.643, pair=0.001, adv=5.754, sprd=0.022]
Ep 065/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:21,  2.17it/s, loss=0.643, pair=0.001, adv=5.754, sprd=0.022]
Ep 065/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:21,  2.17it/s, loss=0.627, pair=0.001, adv=5.607, sprd=0.020]
Ep 065/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:30,  1.95it/s, loss=0.627, pair=0.001, adv=5.607, sprd=0.020]
Ep 065/80 [S3:+sens]:  61%|█▏| 277/453 [02:14<01:30,  1.95it/s, loss=0.588, pair=0.000, adv=4.746, sprd=0.015]
Ep 065/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:24,  2.07it/s, loss=0.588, pair=0.000, adv=4.746, sprd=0.015]
Ep 065/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:24,  2.07it/s, loss=0.660, pair=0.000, adv=5.526, sprd=0.023]
Ep 065/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:25,  2.03it/s, loss=0.660, pair=0.000, adv=5.526, sprd=0.023]
Ep 065/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:25,  2.03it/s, loss=0.690, pair=0.000, adv=4.531, sprd=0.031]
Ep 065/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:21,  2.12it/s, loss=0.690, pair=0.000, adv=4.531, sprd=0.031]
Ep 065/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:21,  2.12it/s, loss=0.586, pair=0.003, adv=4.570, sprd=0.012]
Ep 065/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:23,  2.05it/s, loss=0.586, pair=0.003, adv=4.570, sprd=0.012]
Ep 065/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:23,  2.05it/s, loss=0.648, pair=0.000, adv=4.994, sprd=0.020]
Ep 065/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.17it/s, loss=0.648, pair=0.000, adv=4.994, sprd=0.020]
Ep 065/80 [S3:+sens]:  62%|█▏| 282/453 [02:16<01:18,  2.17it/s, loss=0.616, pair=0.000, adv=4.912, sprd=0.017]
Ep 065/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.02it/s, loss=0.616, pair=0.000, adv=4.912, sprd=0.017]
Ep 065/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.02it/s, loss=0.613, pair=0.001, adv=4.661, sprd=0.017]
Ep 065/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.613, pair=0.001, adv=4.661, sprd=0.017]
Ep 065/80 [S3:+sens]:  63%|█▎| 284/453 [02:17<01:18,  2.15it/s, loss=0.606, pair=0.000, adv=4.110, sprd=0.017]
Ep 065/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:20,  2.08it/s, loss=0.606, pair=0.000, adv=4.110, sprd=0.017]
Ep 065/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:20,  2.08it/s, loss=0.600, pair=0.000, adv=3.900, sprd=0.013]
Ep 065/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.21it/s, loss=0.600, pair=0.000, adv=3.900, sprd=0.013]
Ep 065/80 [S3:+sens]:  63%|█▎| 286/453 [02:18<01:15,  2.21it/s, loss=0.610, pair=0.000, adv=5.386, sprd=0.019]
Ep 065/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:19,  2.08it/s, loss=0.610, pair=0.000, adv=5.386, sprd=0.019]
Ep 065/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:19,  2.08it/s, loss=0.645, pair=0.000, adv=5.200, sprd=0.019]
Ep 065/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:14,  2.20it/s, loss=0.645, pair=0.000, adv=5.200, sprd=0.019]
Ep 065/80 [S3:+sens]:  64%|█▎| 288/453 [02:19<01:14,  2.20it/s, loss=0.657, pair=0.000, adv=6.051, sprd=0.026]
Ep 065/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:18,  2.08it/s, loss=0.657, pair=0.000, adv=6.051, sprd=0.026]
Ep 065/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:18,  2.08it/s, loss=0.599, pair=0.003, adv=4.449, sprd=0.015]
Ep 065/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:15,  2.16it/s, loss=0.599, pair=0.003, adv=4.449, sprd=0.015]
Ep 065/80 [S3:+sens]:  64%|█▎| 290/453 [02:20<01:15,  2.16it/s, loss=0.659, pair=0.000, adv=4.773, sprd=0.024]
Ep 065/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:18,  2.06it/s, loss=0.659, pair=0.000, adv=4.773, sprd=0.024]
Ep 065/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:18,  2.06it/s, loss=0.614, pair=0.000, adv=4.529, sprd=0.016]
Ep 065/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:14,  2.16it/s, loss=0.614, pair=0.000, adv=4.529, sprd=0.016]
Ep 065/80 [S3:+sens]:  64%|█▎| 292/453 [02:21<01:14,  2.16it/s, loss=0.602, pair=0.000, adv=5.318, sprd=0.016]
Ep 065/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:17,  2.05it/s, loss=0.602, pair=0.000, adv=5.318, sprd=0.016]
Ep 065/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:17,  2.05it/s, loss=0.634, pair=0.000, adv=5.549, sprd=0.019]
Ep 065/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.634, pair=0.000, adv=5.549, sprd=0.019]
Ep 065/80 [S3:+sens]:  65%|█▎| 294/453 [02:22<01:13,  2.16it/s, loss=0.667, pair=0.000, adv=4.746, sprd=0.027]
Ep 065/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:17,  2.05it/s, loss=0.667, pair=0.000, adv=4.746, sprd=0.027]
Ep 065/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:17,  2.05it/s, loss=0.593, pair=0.000, adv=3.924, sprd=0.015]
Ep 065/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.14it/s, loss=0.593, pair=0.000, adv=3.924, sprd=0.015]
Ep 065/80 [S3:+sens]:  65%|█▎| 296/453 [02:23<01:13,  2.14it/s, loss=0.677, pair=0.000, adv=5.809, sprd=0.025]
Ep 065/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:15,  2.06it/s, loss=0.677, pair=0.000, adv=5.809, sprd=0.025]
Ep 065/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:15,  2.06it/s, loss=0.595, pair=0.000, adv=4.548, sprd=0.012]
Ep 065/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:10,  2.19it/s, loss=0.595, pair=0.000, adv=4.548, sprd=0.012]
Ep 065/80 [S3:+sens]:  66%|█▎| 298/453 [02:24<01:10,  2.19it/s, loss=0.671, pair=0.000, adv=5.046, sprd=0.028]
Ep 065/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:15,  2.05it/s, loss=0.671, pair=0.000, adv=5.046, sprd=0.028]
Ep 065/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:15,  2.05it/s, loss=0.629, pair=0.000, adv=5.588, sprd=0.022]
Ep 065/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.14it/s, loss=0.629, pair=0.000, adv=5.588, sprd=0.022]
Ep 065/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.14it/s, loss=0.685, pair=0.000, adv=5.643, sprd=0.017]
Ep 065/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:12,  2.10it/s, loss=0.685, pair=0.000, adv=5.643, sprd=0.017]
Ep 065/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:12,  2.10it/s, loss=0.632, pair=0.000, adv=3.980, sprd=0.018]
Ep 065/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:09,  2.18it/s, loss=0.632, pair=0.000, adv=3.980, sprd=0.018]
Ep 065/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:09,  2.18it/s, loss=0.668, pair=0.000, adv=4.211, sprd=0.024]
Ep 065/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:13,  2.05it/s, loss=0.668, pair=0.000, adv=4.211, sprd=0.024]
Ep 065/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:13,  2.05it/s, loss=0.665, pair=0.000, adv=4.714, sprd=0.028]
Ep 065/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:10,  2.13it/s, loss=0.665, pair=0.000, adv=4.714, sprd=0.028]
Ep 065/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:10,  2.13it/s, loss=0.657, pair=0.000, adv=4.190, sprd=0.024]
Ep 065/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:16,  1.93it/s, loss=0.657, pair=0.000, adv=4.190, sprd=0.024]
Ep 065/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:16,  1.93it/s, loss=0.624, pair=0.000, adv=4.848, sprd=0.017]
Ep 065/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:10,  2.08it/s, loss=0.624, pair=0.000, adv=4.848, sprd=0.017]
Ep 065/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:10,  2.08it/s, loss=0.641, pair=0.000, adv=4.426, sprd=0.017]
Ep 065/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.05it/s, loss=0.641, pair=0.000, adv=4.426, sprd=0.017]
Ep 065/80 [S3:+sens]:  68%|█▎| 307/453 [02:28<01:11,  2.05it/s, loss=0.647, pair=0.000, adv=6.325, sprd=0.021]
Ep 065/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.16it/s, loss=0.647, pair=0.000, adv=6.325, sprd=0.021]
Ep 065/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.16it/s, loss=0.649, pair=0.000, adv=3.986, sprd=0.023]
Ep 065/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.04it/s, loss=0.649, pair=0.000, adv=3.986, sprd=0.023]
Ep 065/80 [S3:+sens]:  68%|█▎| 309/453 [02:29<01:10,  2.04it/s, loss=0.632, pair=0.000, adv=5.467, sprd=0.022]
Ep 065/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:07,  2.12it/s, loss=0.632, pair=0.000, adv=5.467, sprd=0.022]
Ep 065/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:07,  2.12it/s, loss=0.649, pair=0.000, adv=4.734, sprd=0.024]
Ep 065/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:09,  2.04it/s, loss=0.649, pair=0.000, adv=4.734, sprd=0.024]
Ep 065/80 [S3:+sens]:  69%|█▎| 311/453 [02:30<01:09,  2.04it/s, loss=0.650, pair=0.000, adv=6.392, sprd=0.022]
Ep 065/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:05,  2.14it/s, loss=0.650, pair=0.000, adv=6.392, sprd=0.022]
Ep 065/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:05,  2.14it/s, loss=0.659, pair=0.000, adv=4.225, sprd=0.027]
Ep 065/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:09,  2.02it/s, loss=0.659, pair=0.000, adv=4.225, sprd=0.027]
Ep 065/80 [S3:+sens]:  69%|█▍| 313/453 [02:31<01:09,  2.02it/s, loss=0.700, pair=0.000, adv=4.831, sprd=0.035]
Ep 065/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:06,  2.09it/s, loss=0.700, pair=0.000, adv=4.831, sprd=0.035]
Ep 065/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:06,  2.09it/s, loss=0.652, pair=0.000, adv=4.600, sprd=0.025]
Ep 065/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:09,  1.99it/s, loss=0.652, pair=0.000, adv=4.600, sprd=0.025]
Ep 065/80 [S3:+sens]:  70%|█▍| 315/453 [02:32<01:09,  1.99it/s, loss=0.639, pair=0.000, adv=4.521, sprd=0.020]
Ep 065/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:04,  2.12it/s, loss=0.639, pair=0.000, adv=4.521, sprd=0.020]
Ep 065/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:04,  2.12it/s, loss=0.607, pair=0.000, adv=5.106, sprd=0.019]
Ep 065/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:07,  2.02it/s, loss=0.607, pair=0.000, adv=5.106, sprd=0.019]
Ep 065/80 [S3:+sens]:  70%|█▍| 317/453 [02:33<01:07,  2.02it/s, loss=0.639, pair=0.000, adv=4.523, sprd=0.021]
Ep 065/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:03,  2.12it/s, loss=0.639, pair=0.000, adv=4.523, sprd=0.021]
Ep 065/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:03,  2.12it/s, loss=0.594, pair=0.000, adv=4.315, sprd=0.014]
Ep 065/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.03it/s, loss=0.594, pair=0.000, adv=4.315, sprd=0.014]
Ep 065/80 [S3:+sens]:  70%|█▍| 319/453 [02:34<01:05,  2.03it/s, loss=0.658, pair=0.000, adv=5.715, sprd=0.027]
Ep 065/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:02,  2.11it/s, loss=0.658, pair=0.000, adv=5.715, sprd=0.027]
Ep 065/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:02,  2.11it/s, loss=0.644, pair=0.000, adv=6.290, sprd=0.022]
Ep 065/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.03it/s, loss=0.644, pair=0.000, adv=6.290, sprd=0.022]
Ep 065/80 [S3:+sens]:  71%|█▍| 321/453 [02:35<01:05,  2.03it/s, loss=0.635, pair=0.000, adv=4.505, sprd=0.021]
Ep 065/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:01,  2.12it/s, loss=0.635, pair=0.000, adv=4.505, sprd=0.021]
Ep 065/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:01,  2.12it/s, loss=0.615, pair=0.000, adv=4.084, sprd=0.017]
Ep 065/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.02it/s, loss=0.615, pair=0.000, adv=4.084, sprd=0.017]
Ep 065/80 [S3:+sens]:  71%|█▍| 323/453 [02:36<01:04,  2.02it/s, loss=0.643, pair=0.000, adv=4.155, sprd=0.020]
Ep 065/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:00,  2.14it/s, loss=0.643, pair=0.000, adv=4.155, sprd=0.020]
Ep 065/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:00,  2.14it/s, loss=0.669, pair=0.000, adv=5.240, sprd=0.027]
Ep 065/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:02,  2.05it/s, loss=0.669, pair=0.000, adv=5.240, sprd=0.027]
Ep 065/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:02,  2.05it/s, loss=0.654, pair=0.001, adv=6.295, sprd=0.026]
Ep 065/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.14it/s, loss=0.654, pair=0.001, adv=6.295, sprd=0.026]
Ep 065/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:59,  2.14it/s, loss=0.625, pair=0.000, adv=5.054, sprd=0.022]
Ep 065/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:02,  2.00it/s, loss=0.625, pair=0.000, adv=5.054, sprd=0.022]
Ep 065/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:02,  2.00it/s, loss=0.621, pair=0.000, adv=4.637, sprd=0.020]
Ep 065/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:59,  2.10it/s, loss=0.621, pair=0.000, adv=4.637, sprd=0.020]
Ep 065/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:59,  2.10it/s, loss=0.649, pair=0.002, adv=5.442, sprd=0.022]
Ep 065/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:01,  2.03it/s, loss=0.649, pair=0.002, adv=5.442, sprd=0.022]
Ep 065/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:01,  2.03it/s, loss=0.647, pair=0.002, adv=5.445, sprd=0.024]
Ep 065/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:58,  2.12it/s, loss=0.647, pair=0.002, adv=5.445, sprd=0.024]
Ep 065/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.12it/s, loss=0.655, pair=0.002, adv=4.758, sprd=0.020]
Ep 065/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.06it/s, loss=0.655, pair=0.002, adv=4.758, sprd=0.020]
Ep 065/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.06it/s, loss=0.584, pair=0.000, adv=3.415, sprd=0.011]
Ep 065/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:54,  2.21it/s, loss=0.584, pair=0.000, adv=3.415, sprd=0.011]
Ep 065/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:54,  2.21it/s, loss=0.622, pair=0.001, adv=4.777, sprd=0.016]
Ep 065/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:56,  2.14it/s, loss=0.622, pair=0.001, adv=4.777, sprd=0.016]
Ep 065/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:56,  2.14it/s, loss=0.662, pair=0.001, adv=6.446, sprd=0.026]
Ep 065/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:54,  2.20it/s, loss=0.662, pair=0.001, adv=6.446, sprd=0.026]
Ep 065/80 [S3:+sens]:  74%|█▍| 334/453 [02:41<00:54,  2.20it/s, loss=0.634, pair=0.000, adv=3.322, sprd=0.014]
Ep 065/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:59,  1.97it/s, loss=0.634, pair=0.000, adv=3.322, sprd=0.014]
Ep 065/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:59,  1.97it/s, loss=0.626, pair=0.001, adv=4.464, sprd=0.017]
Ep 065/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.11it/s, loss=0.626, pair=0.001, adv=4.464, sprd=0.017]
Ep 065/80 [S3:+sens]:  74%|█▍| 336/453 [02:42<00:55,  2.11it/s, loss=0.640, pair=0.000, adv=5.328, sprd=0.022]
Ep 065/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  2.00it/s, loss=0.640, pair=0.000, adv=5.328, sprd=0.022]
Ep 065/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  2.00it/s, loss=0.666, pair=0.003, adv=5.767, sprd=0.025]
Ep 065/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.12it/s, loss=0.666, pair=0.003, adv=5.767, sprd=0.025]
Ep 065/80 [S3:+sens]:  75%|█▍| 338/453 [02:43<00:54,  2.12it/s, loss=0.650, pair=0.000, adv=6.058, sprd=0.024]
Ep 065/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:56,  2.01it/s, loss=0.650, pair=0.000, adv=6.058, sprd=0.024]
Ep 065/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:56,  2.01it/s, loss=0.634, pair=0.000, adv=5.090, sprd=0.020]
Ep 065/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.12it/s, loss=0.634, pair=0.000, adv=5.090, sprd=0.020]
Ep 065/80 [S3:+sens]:  75%|█▌| 340/453 [02:44<00:53,  2.12it/s, loss=0.672, pair=0.001, adv=6.716, sprd=0.029]
Ep 065/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:55,  2.04it/s, loss=0.672, pair=0.001, adv=6.716, sprd=0.029]
Ep 065/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:55,  2.04it/s, loss=0.677, pair=0.003, adv=5.386, sprd=0.030]
Ep 065/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.11it/s, loss=0.677, pair=0.003, adv=5.386, sprd=0.030]
Ep 065/80 [S3:+sens]:  75%|█▌| 342/453 [02:45<00:52,  2.11it/s, loss=0.649, pair=0.000, adv=4.552, sprd=0.019]
Ep 065/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:53,  2.06it/s, loss=0.649, pair=0.000, adv=4.552, sprd=0.019]
Ep 065/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:53,  2.06it/s, loss=0.636, pair=0.001, adv=5.847, sprd=0.021]
Ep 065/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:50,  2.15it/s, loss=0.636, pair=0.001, adv=5.847, sprd=0.021]
Ep 065/80 [S3:+sens]:  76%|█▌| 344/453 [02:46<00:50,  2.15it/s, loss=0.587, pair=0.002, adv=4.635, sprd=0.014]
Ep 065/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:52,  2.07it/s, loss=0.587, pair=0.002, adv=4.635, sprd=0.014]
Ep 065/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:52,  2.07it/s, loss=0.607, pair=0.000, adv=4.254, sprd=0.015]
Ep 065/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:49,  2.17it/s, loss=0.607, pair=0.000, adv=4.254, sprd=0.015]
Ep 065/80 [S3:+sens]:  76%|█▌| 346/453 [02:47<00:49,  2.17it/s, loss=0.629, pair=0.001, adv=4.235, sprd=0.018]
Ep 065/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:50,  2.08it/s, loss=0.629, pair=0.001, adv=4.235, sprd=0.018]
Ep 065/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:50,  2.08it/s, loss=0.610, pair=0.000, adv=5.117, sprd=0.019]
Ep 065/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:48,  2.15it/s, loss=0.610, pair=0.000, adv=5.117, sprd=0.019]
Ep 065/80 [S3:+sens]:  77%|█▌| 348/453 [02:48<00:48,  2.15it/s, loss=0.639, pair=0.000, adv=6.086, sprd=0.021]
Ep 065/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:50,  2.07it/s, loss=0.639, pair=0.000, adv=6.086, sprd=0.021]
Ep 065/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:50,  2.07it/s, loss=0.652, pair=0.000, adv=4.787, sprd=0.023]
Ep 065/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:47,  2.15it/s, loss=0.652, pair=0.000, adv=4.787, sprd=0.023]
Ep 065/80 [S3:+sens]:  77%|█▌| 350/453 [02:49<00:47,  2.15it/s, loss=0.677, pair=0.000, adv=6.693, sprd=0.032]
Ep 065/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.02it/s, loss=0.677, pair=0.000, adv=6.693, sprd=0.032]
Ep 065/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.02it/s, loss=0.628, pair=0.000, adv=4.371, sprd=0.019]
Ep 065/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.11it/s, loss=0.628, pair=0.000, adv=4.371, sprd=0.019]
Ep 065/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.11it/s, loss=0.638, pair=0.000, adv=5.951, sprd=0.024]
Ep 065/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:49,  2.01it/s, loss=0.638, pair=0.000, adv=5.951, sprd=0.024]
Ep 065/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:49,  2.01it/s, loss=0.619, pair=0.000, adv=5.349, sprd=0.019]
Ep 065/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.11it/s, loss=0.619, pair=0.000, adv=5.349, sprd=0.019]
Ep 065/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.11it/s, loss=0.633, pair=0.000, adv=6.531, sprd=0.021]
Ep 065/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:49,  2.00it/s, loss=0.633, pair=0.000, adv=6.531, sprd=0.021]
Ep 065/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:49,  2.00it/s, loss=0.632, pair=0.000, adv=5.415, sprd=0.019]
Ep 065/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:45,  2.11it/s, loss=0.632, pair=0.000, adv=5.415, sprd=0.019]
Ep 065/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:45,  2.11it/s, loss=0.657, pair=0.000, adv=5.870, sprd=0.023]
Ep 065/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.657, pair=0.000, adv=5.870, sprd=0.023]
Ep 065/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.04it/s, loss=0.671, pair=0.000, adv=4.670, sprd=0.024]
Ep 065/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.15it/s, loss=0.671, pair=0.000, adv=4.670, sprd=0.024]
Ep 065/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.15it/s, loss=0.610, pair=0.001, adv=5.692, sprd=0.016]
Ep 065/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:47,  1.97it/s, loss=0.610, pair=0.001, adv=5.692, sprd=0.016]
Ep 065/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:47,  1.97it/s, loss=0.670, pair=0.001, adv=5.527, sprd=0.031]
Ep 065/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:45,  2.06it/s, loss=0.670, pair=0.001, adv=5.527, sprd=0.031]
Ep 065/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:45,  2.06it/s, loss=0.627, pair=0.000, adv=4.655, sprd=0.017]
Ep 065/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:45,  2.01it/s, loss=0.627, pair=0.000, adv=4.655, sprd=0.017]
Ep 065/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.01it/s, loss=0.690, pair=0.000, adv=5.707, sprd=0.031]
Ep 065/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:43,  2.09it/s, loss=0.690, pair=0.000, adv=5.707, sprd=0.031]
Ep 065/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:43,  2.09it/s, loss=0.621, pair=0.000, adv=4.531, sprd=0.013]
Ep 065/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.07it/s, loss=0.621, pair=0.000, adv=4.531, sprd=0.013]
Ep 065/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:43,  2.07it/s, loss=0.622, pair=0.000, adv=5.666, sprd=0.019]
Ep 065/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:40,  2.18it/s, loss=0.622, pair=0.000, adv=5.666, sprd=0.019]
Ep 065/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:40,  2.18it/s, loss=0.641, pair=0.000, adv=3.540, sprd=0.019]
Ep 065/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.09it/s, loss=0.641, pair=0.000, adv=3.540, sprd=0.019]
Ep 065/80 [S3:+sens]:  81%|█▌| 365/453 [02:56<00:42,  2.09it/s, loss=0.606, pair=0.003, adv=5.343, sprd=0.017]
Ep 065/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.16it/s, loss=0.606, pair=0.003, adv=5.343, sprd=0.017]
Ep 065/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.16it/s, loss=0.654, pair=0.001, adv=4.508, sprd=0.024]
Ep 065/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.04it/s, loss=0.654, pair=0.001, adv=4.508, sprd=0.024]
Ep 065/80 [S3:+sens]:  81%|█▌| 367/453 [02:57<00:42,  2.04it/s, loss=0.616, pair=0.001, adv=4.764, sprd=0.019]
Ep 065/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:40,  2.11it/s, loss=0.616, pair=0.001, adv=4.764, sprd=0.019]
Ep 065/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:40,  2.11it/s, loss=0.599, pair=0.000, adv=5.137, sprd=0.016]
Ep 065/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.02it/s, loss=0.599, pair=0.000, adv=5.137, sprd=0.016]
Ep 065/80 [S3:+sens]:  81%|█▋| 369/453 [02:58<00:41,  2.02it/s, loss=0.604, pair=0.000, adv=4.646, sprd=0.017]
Ep 065/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:39,  2.12it/s, loss=0.604, pair=0.000, adv=4.646, sprd=0.017]
Ep 065/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:39,  2.12it/s, loss=0.616, pair=0.001, adv=4.948, sprd=0.017]
Ep 065/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:40,  2.04it/s, loss=0.616, pair=0.001, adv=4.948, sprd=0.017]
Ep 065/80 [S3:+sens]:  82%|█▋| 371/453 [02:59<00:40,  2.04it/s, loss=0.649, pair=0.000, adv=6.037, sprd=0.024]
Ep 065/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:38,  2.12it/s, loss=0.649, pair=0.000, adv=6.037, sprd=0.024]
Ep 065/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:38,  2.12it/s, loss=0.640, pair=0.000, adv=4.641, sprd=0.022]
Ep 065/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:40,  1.99it/s, loss=0.640, pair=0.000, adv=4.641, sprd=0.022]
Ep 065/80 [S3:+sens]:  82%|█▋| 373/453 [03:00<00:40,  1.99it/s, loss=0.598, pair=0.000, adv=4.516, sprd=0.016]
Ep 065/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.11it/s, loss=0.598, pair=0.000, adv=4.516, sprd=0.016]
Ep 065/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.11it/s, loss=0.670, pair=0.000, adv=5.775, sprd=0.028]
Ep 065/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:39,  1.98it/s, loss=0.670, pair=0.000, adv=5.775, sprd=0.028]
Ep 065/80 [S3:+sens]:  83%|█▋| 375/453 [03:01<00:39,  1.98it/s, loss=0.634, pair=0.000, adv=4.631, sprd=0.020]
Ep 065/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:36,  2.10it/s, loss=0.634, pair=0.000, adv=4.631, sprd=0.020]
Ep 065/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:36,  2.10it/s, loss=0.613, pair=0.000, adv=4.937, sprd=0.018]
Ep 065/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:37,  2.03it/s, loss=0.613, pair=0.000, adv=4.937, sprd=0.018]
Ep 065/80 [S3:+sens]:  83%|█▋| 377/453 [03:02<00:37,  2.03it/s, loss=0.651, pair=0.000, adv=5.400, sprd=0.026]
Ep 065/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.11it/s, loss=0.651, pair=0.000, adv=5.400, sprd=0.026]
Ep 065/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.11it/s, loss=0.664, pair=0.001, adv=5.357, sprd=0.031]
Ep 065/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:37,  1.97it/s, loss=0.664, pair=0.001, adv=5.357, sprd=0.031]
Ep 065/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:37,  1.97it/s, loss=0.619, pair=0.000, adv=4.676, sprd=0.015]
Ep 065/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:34,  2.13it/s, loss=0.619, pair=0.000, adv=4.676, sprd=0.015]
Ep 065/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:34,  2.13it/s, loss=0.672, pair=0.001, adv=5.529, sprd=0.028]
Ep 065/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.02it/s, loss=0.672, pair=0.001, adv=5.529, sprd=0.028]
Ep 065/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.02it/s, loss=0.609, pair=0.001, adv=4.968, sprd=0.017]
Ep 065/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:33,  2.14it/s, loss=0.609, pair=0.001, adv=4.968, sprd=0.017]
Ep 065/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:33,  2.14it/s, loss=0.649, pair=0.002, adv=5.748, sprd=0.019]
Ep 065/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.04it/s, loss=0.649, pair=0.002, adv=5.748, sprd=0.019]
Ep 065/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.04it/s, loss=0.628, pair=0.000, adv=5.453, sprd=0.021]
Ep 065/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:32,  2.13it/s, loss=0.628, pair=0.000, adv=5.453, sprd=0.021]
Ep 065/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:32,  2.13it/s, loss=0.640, pair=0.000, adv=5.002, sprd=0.021]
Ep 065/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:32,  2.06it/s, loss=0.640, pair=0.000, adv=5.002, sprd=0.021]
Ep 065/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:32,  2.06it/s, loss=0.665, pair=0.002, adv=5.763, sprd=0.024]
Ep 065/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:30,  2.17it/s, loss=0.665, pair=0.002, adv=5.763, sprd=0.024]
Ep 065/80 [S3:+sens]:  85%|█▋| 386/453 [03:06<00:30,  2.17it/s, loss=0.661, pair=0.003, adv=6.351, sprd=0.027]
Ep 065/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:33,  1.94it/s, loss=0.661, pair=0.003, adv=6.351, sprd=0.027]
Ep 065/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:33,  1.94it/s, loss=0.650, pair=0.000, adv=4.355, sprd=0.019]
Ep 065/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:31,  2.09it/s, loss=0.650, pair=0.000, adv=4.355, sprd=0.019]
Ep 065/80 [S3:+sens]:  86%|█▋| 388/453 [03:07<00:31,  2.09it/s, loss=0.655, pair=0.001, adv=5.830, sprd=0.024]
Ep 065/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.01it/s, loss=0.655, pair=0.001, adv=5.830, sprd=0.024]
Ep 065/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.01it/s, loss=0.682, pair=0.001, adv=5.228, sprd=0.027]
Ep 065/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.10it/s, loss=0.682, pair=0.001, adv=5.228, sprd=0.027]
Ep 065/80 [S3:+sens]:  86%|█▋| 390/453 [03:08<00:29,  2.10it/s, loss=0.676, pair=0.001, adv=5.043, sprd=0.020]
Ep 065/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.02it/s, loss=0.676, pair=0.001, adv=5.043, sprd=0.020]
Ep 065/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.02it/s, loss=0.653, pair=0.002, adv=5.729, sprd=0.024]
Ep 065/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.11it/s, loss=0.653, pair=0.002, adv=5.729, sprd=0.024]
Ep 065/80 [S3:+sens]:  87%|█▋| 392/453 [03:09<00:28,  2.11it/s, loss=0.602, pair=0.001, adv=4.582, sprd=0.017]
Ep 065/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:29,  2.01it/s, loss=0.602, pair=0.001, adv=4.582, sprd=0.017]
Ep 065/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:29,  2.01it/s, loss=0.672, pair=0.005, adv=4.397, sprd=0.027]
Ep 065/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:28,  2.10it/s, loss=0.672, pair=0.005, adv=4.397, sprd=0.027]
Ep 065/80 [S3:+sens]:  87%|█▋| 394/453 [03:10<00:28,  2.10it/s, loss=0.678, pair=0.005, adv=6.478, sprd=0.030]
Ep 065/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.01it/s, loss=0.678, pair=0.005, adv=6.478, sprd=0.030]
Ep 065/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.01it/s, loss=0.613, pair=0.003, adv=4.928, sprd=0.015]
Ep 065/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.13it/s, loss=0.613, pair=0.003, adv=4.928, sprd=0.015]
Ep 065/80 [S3:+sens]:  87%|█▋| 396/453 [03:11<00:26,  2.13it/s, loss=0.650, pair=0.003, adv=4.799, sprd=0.021]
Ep 065/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.07it/s, loss=0.650, pair=0.003, adv=4.799, sprd=0.021]
Ep 065/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.07it/s, loss=0.670, pair=0.005, adv=4.738, sprd=0.028]
Ep 065/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.14it/s, loss=0.670, pair=0.005, adv=4.738, sprd=0.028]
Ep 065/80 [S3:+sens]:  88%|█▊| 398/453 [03:12<00:25,  2.14it/s, loss=0.676, pair=0.005, adv=5.710, sprd=0.032]
Ep 065/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.04it/s, loss=0.676, pair=0.005, adv=5.710, sprd=0.032]
Ep 065/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.04it/s, loss=0.572, pair=0.002, adv=4.227, sprd=0.012]
Ep 065/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.14it/s, loss=0.572, pair=0.002, adv=4.227, sprd=0.012]
Ep 065/80 [S3:+sens]:  88%|█▊| 400/453 [03:13<00:24,  2.14it/s, loss=0.672, pair=0.004, adv=4.934, sprd=0.024]
Ep 065/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.07it/s, loss=0.672, pair=0.004, adv=4.934, sprd=0.024]
Ep 065/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.07it/s, loss=0.656, pair=0.002, adv=7.051, sprd=0.028]
Ep 065/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.15it/s, loss=0.656, pair=0.002, adv=7.051, sprd=0.028]
Ep 065/80 [S3:+sens]:  89%|█▊| 402/453 [03:14<00:23,  2.15it/s, loss=0.664, pair=0.005, adv=6.726, sprd=0.028]
Ep 065/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.04it/s, loss=0.664, pair=0.005, adv=6.726, sprd=0.028]
Ep 065/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.04it/s, loss=0.652, pair=0.005, adv=4.767, sprd=0.018]
Ep 065/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.17it/s, loss=0.652, pair=0.005, adv=4.767, sprd=0.018]
Ep 065/80 [S3:+sens]:  89%|█▊| 404/453 [03:15<00:22,  2.17it/s, loss=0.666, pair=0.009, adv=4.961, sprd=0.027]
Ep 065/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:23,  2.05it/s, loss=0.666, pair=0.009, adv=4.961, sprd=0.027]
Ep 065/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:23,  2.05it/s, loss=0.627, pair=0.006, adv=4.864, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.14it/s, loss=0.627, pair=0.006, adv=4.864, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 406/453 [03:16<00:21,  2.14it/s, loss=0.645, pair=0.006, adv=5.473, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:22,  2.06it/s, loss=0.645, pair=0.006, adv=5.473, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:22,  2.06it/s, loss=0.659, pair=0.006, adv=5.175, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:20,  2.19it/s, loss=0.659, pair=0.006, adv=5.175, sprd=0.021]
Ep 065/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:20,  2.19it/s, loss=0.646, pair=0.002, adv=5.139, sprd=0.018]
Ep 065/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:20,  2.12it/s, loss=0.646, pair=0.002, adv=5.139, sprd=0.018]
Ep 065/80 [S3:+sens]:  90%|█▊| 409/453 [03:17<00:20,  2.12it/s, loss=0.602, pair=0.004, adv=5.319, sprd=0.017]
Ep 065/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:19,  2.20it/s, loss=0.602, pair=0.004, adv=5.319, sprd=0.017]
Ep 065/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:19,  2.20it/s, loss=0.602, pair=0.003, adv=4.274, sprd=0.015]
Ep 065/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.10it/s, loss=0.602, pair=0.003, adv=4.274, sprd=0.015]
Ep 065/80 [S3:+sens]:  91%|█▊| 411/453 [03:18<00:20,  2.10it/s, loss=0.608, pair=0.002, adv=4.544, sprd=0.015]
Ep 065/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:18,  2.23it/s, loss=0.608, pair=0.002, adv=4.544, sprd=0.015]
Ep 065/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:18,  2.23it/s, loss=0.624, pair=0.004, adv=3.866, sprd=0.017]
Ep 065/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.07it/s, loss=0.624, pair=0.004, adv=3.866, sprd=0.017]
Ep 065/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.07it/s, loss=0.615, pair=0.005, adv=6.102, sprd=0.020]
Ep 065/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.16it/s, loss=0.615, pair=0.005, adv=6.102, sprd=0.020]
Ep 065/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.16it/s, loss=0.625, pair=0.003, adv=4.224, sprd=0.019]
Ep 065/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:19,  1.94it/s, loss=0.625, pair=0.003, adv=4.224, sprd=0.019]
Ep 065/80 [S3:+sens]:  92%|█▊| 415/453 [03:20<00:19,  1.94it/s, loss=0.652, pair=0.004, adv=5.855, sprd=0.023]
Ep 065/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.06it/s, loss=0.652, pair=0.004, adv=5.855, sprd=0.023]
Ep 065/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.06it/s, loss=0.641, pair=0.002, adv=4.953, sprd=0.019]
Ep 065/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.01it/s, loss=0.641, pair=0.002, adv=4.953, sprd=0.019]
Ep 065/80 [S3:+sens]:  92%|█▊| 417/453 [03:21<00:17,  2.01it/s, loss=0.627, pair=0.001, adv=5.270, sprd=0.018]
Ep 065/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.12it/s, loss=0.627, pair=0.001, adv=5.270, sprd=0.018]
Ep 065/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.12it/s, loss=0.647, pair=0.000, adv=6.885, sprd=0.022]
Ep 065/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.06it/s, loss=0.647, pair=0.000, adv=6.885, sprd=0.022]
Ep 065/80 [S3:+sens]:  92%|█▊| 419/453 [03:22<00:16,  2.06it/s, loss=0.621, pair=0.001, adv=4.754, sprd=0.020]
Ep 065/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.14it/s, loss=0.621, pair=0.001, adv=4.754, sprd=0.020]
Ep 065/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.14it/s, loss=0.633, pair=0.000, adv=5.849, sprd=0.019]
Ep 065/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.05it/s, loss=0.633, pair=0.000, adv=5.849, sprd=0.019]
Ep 065/80 [S3:+sens]:  93%|█▊| 421/453 [03:23<00:15,  2.05it/s, loss=0.643, pair=0.000, adv=5.448, sprd=0.021]
Ep 065/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.14it/s, loss=0.643, pair=0.000, adv=5.448, sprd=0.021]
Ep 065/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.14it/s, loss=0.632, pair=0.000, adv=4.897, sprd=0.020]
Ep 065/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.06it/s, loss=0.632, pair=0.000, adv=4.897, sprd=0.020]
Ep 065/80 [S3:+sens]:  93%|█▊| 423/453 [03:24<00:14,  2.06it/s, loss=0.645, pair=0.000, adv=4.741, sprd=0.025]
Ep 065/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.13it/s, loss=0.645, pair=0.000, adv=4.741, sprd=0.025]
Ep 065/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.13it/s, loss=0.646, pair=0.000, adv=4.670, sprd=0.025]
Ep 065/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.01it/s, loss=0.646, pair=0.000, adv=4.670, sprd=0.025]
Ep 065/80 [S3:+sens]:  94%|█▉| 425/453 [03:25<00:13,  2.01it/s, loss=0.646, pair=0.000, adv=4.904, sprd=0.022]
Ep 065/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.11it/s, loss=0.646, pair=0.000, adv=4.904, sprd=0.022]
Ep 065/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.11it/s, loss=0.622, pair=0.000, adv=6.084, sprd=0.020]
Ep 065/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.05it/s, loss=0.622, pair=0.000, adv=6.084, sprd=0.020]
Ep 065/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.05it/s, loss=0.621, pair=0.000, adv=5.829, sprd=0.018]
Ep 065/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.20it/s, loss=0.621, pair=0.000, adv=5.829, sprd=0.018]
Ep 065/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.20it/s, loss=0.590, pair=0.003, adv=4.247, sprd=0.012]
Ep 065/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.13it/s, loss=0.590, pair=0.003, adv=4.247, sprd=0.012]
Ep 065/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.13it/s, loss=0.628, pair=0.000, adv=5.572, sprd=0.020]
Ep 065/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.22it/s, loss=0.628, pair=0.000, adv=5.572, sprd=0.020]
Ep 065/80 [S3:+sens]:  95%|█▉| 430/453 [03:27<00:10,  2.22it/s, loss=0.686, pair=0.001, adv=4.580, sprd=0.015]
Ep 065/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.14it/s, loss=0.686, pair=0.001, adv=4.580, sprd=0.015]
Ep 065/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.14it/s, loss=0.645, pair=0.000, adv=5.953, sprd=0.023]
Ep 065/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.22it/s, loss=0.645, pair=0.000, adv=5.953, sprd=0.023]
Ep 065/80 [S3:+sens]:  95%|█▉| 432/453 [03:28<00:09,  2.22it/s, loss=0.597, pair=0.000, adv=4.840, sprd=0.017]
Ep 065/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.14it/s, loss=0.597, pair=0.000, adv=4.840, sprd=0.017]
Ep 065/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.14it/s, loss=0.638, pair=0.000, adv=7.099, sprd=0.023]
Ep 065/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.21it/s, loss=0.638, pair=0.000, adv=7.099, sprd=0.023]
Ep 065/80 [S3:+sens]:  96%|█▉| 434/453 [03:29<00:08,  2.21it/s, loss=0.676, pair=0.000, adv=5.588, sprd=0.028]
Ep 065/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.08it/s, loss=0.676, pair=0.000, adv=5.588, sprd=0.028]
Ep 065/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.08it/s, loss=0.609, pair=0.000, adv=5.826, sprd=0.019]
Ep 065/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.17it/s, loss=0.609, pair=0.000, adv=5.826, sprd=0.019]
Ep 065/80 [S3:+sens]:  96%|█▉| 436/453 [03:30<00:07,  2.17it/s, loss=0.689, pair=0.000, adv=4.837, sprd=0.017]
Ep 065/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.10it/s, loss=0.689, pair=0.000, adv=4.837, sprd=0.017]
Ep 065/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.10it/s, loss=0.603, pair=0.000, adv=4.737, sprd=0.016]
Ep 065/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.18it/s, loss=0.603, pair=0.000, adv=4.737, sprd=0.016]
Ep 065/80 [S3:+sens]:  97%|█▉| 438/453 [03:31<00:06,  2.18it/s, loss=0.653, pair=0.000, adv=7.012, sprd=0.024]
Ep 065/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.08it/s, loss=0.653, pair=0.000, adv=7.012, sprd=0.024]
Ep 065/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.08it/s, loss=0.610, pair=0.000, adv=4.354, sprd=0.017]
Ep 065/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:05,  2.19it/s, loss=0.610, pair=0.000, adv=4.354, sprd=0.017]
Ep 065/80 [S3:+sens]:  97%|█▉| 440/453 [03:32<00:05,  2.19it/s, loss=0.624, pair=0.000, adv=5.153, sprd=0.018]
Ep 065/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.10it/s, loss=0.624, pair=0.000, adv=5.153, sprd=0.018]
Ep 065/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.10it/s, loss=0.652, pair=0.000, adv=5.577, sprd=0.022]
Ep 065/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.18it/s, loss=0.652, pair=0.000, adv=5.577, sprd=0.022]
Ep 065/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.18it/s, loss=0.637, pair=0.001, adv=4.907, sprd=0.018]
Ep 065/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.11it/s, loss=0.637, pair=0.001, adv=4.907, sprd=0.018]
Ep 065/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.11it/s, loss=0.672, pair=0.001, adv=4.050, sprd=0.024]
Ep 065/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.20it/s, loss=0.672, pair=0.001, adv=4.050, sprd=0.024]
Ep 065/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.20it/s, loss=0.636, pair=0.000, adv=5.695, sprd=0.020]
Ep 065/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:04,  1.99it/s, loss=0.636, pair=0.000, adv=5.695, sprd=0.020]
Ep 065/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:04,  1.99it/s, loss=0.694, pair=0.000, adv=4.513, sprd=0.031]
Ep 065/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.09it/s, loss=0.694, pair=0.000, adv=4.513, sprd=0.031]
Ep 065/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.09it/s, loss=0.644, pair=0.000, adv=5.629, sprd=0.025]
Ep 065/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.01it/s, loss=0.644, pair=0.000, adv=5.629, sprd=0.025]
Ep 065/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.01it/s, loss=0.671, pair=0.000, adv=5.745, sprd=0.026]
Ep 065/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.11it/s, loss=0.671, pair=0.000, adv=5.745, sprd=0.026]
Ep 065/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.11it/s, loss=0.666, pair=0.000, adv=5.384, sprd=0.028]
Ep 065/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.01it/s, loss=0.666, pair=0.000, adv=5.384, sprd=0.028]
Ep 065/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.01it/s, loss=0.635, pair=0.000, adv=6.457, sprd=0.021]
Ep 065/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.11it/s, loss=0.635, pair=0.000, adv=6.457, sprd=0.021]
Ep 065/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.11it/s, loss=0.622, pair=0.000, adv=4.347, sprd=0.020]
Ep 065/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.04it/s, loss=0.622, pair=0.000, adv=4.347, sprd=0.020]
Ep 065/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.04it/s, loss=0.599, pair=0.000, adv=5.680, sprd=0.016]
Ep 065/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.15it/s, loss=0.599, pair=0.000, adv=5.680, sprd=0.016]
Ep 065/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.15it/s, loss=0.661, pair=0.000, adv=5.284, sprd=0.026]
Ep 065/80 [S3:+sens]: 100%|██| 453/453 [03:37<00:00,  2.06it/s, loss=0.661, pair=0.000, adv=5.284, sprd=0.026]
                                                                                                              
Epoch 065/80 [S3:+sens]  loss=0.6449  mat=0.2696  sens=1.0548  pair=0.0153  adv=5.0498(rand=3.47)  deg=0.0048  orth=0.0011  spread=0.0213  q_mean=52.1  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.41e-05  218s

Ep 066/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 066/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.569, pair=0.000, adv=3.204, sprd=0.013]
Ep 066/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:33,  1.00s/it, loss=0.569, pair=0.000, adv=3.204, sprd=0.013]
Ep 066/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:33,  1.00s/it, loss=0.642, pair=0.000, adv=5.449, sprd=0.021]
Ep 066/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:52,  1.54it/s, loss=0.642, pair=0.000, adv=5.449, sprd=0.021]
Ep 066/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:52,  1.54it/s, loss=0.687, pair=0.000, adv=5.268, sprd=0.020]
Ep 066/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:27,  1.68it/s, loss=0.687, pair=0.000, adv=5.268, sprd=0.020]
Ep 066/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:27,  1.68it/s, loss=0.622, pair=0.000, adv=6.140, sprd=0.020]
Ep 066/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:54,  1.92it/s, loss=0.622, pair=0.000, adv=6.140, sprd=0.020]
Ep 066/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:54,  1.92it/s, loss=0.611, pair=0.000, adv=5.438, sprd=0.019]
Ep 066/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:00,  1.87it/s, loss=0.611, pair=0.000, adv=5.438, sprd=0.019]
Ep 066/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:00,  1.87it/s, loss=0.624, pair=0.000, adv=4.876, sprd=0.017]
Ep 066/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.05it/s, loss=0.624, pair=0.000, adv=4.876, sprd=0.017]
Ep 066/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:38,  2.05it/s, loss=0.655, pair=0.000, adv=5.752, sprd=0.026]
Ep 066/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:51,  1.93it/s, loss=0.655, pair=0.000, adv=5.752, sprd=0.026]
Ep 066/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:51,  1.93it/s, loss=0.600, pair=0.000, adv=4.116, sprd=0.015]
Ep 066/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:35,  2.07it/s, loss=0.600, pair=0.000, adv=4.116, sprd=0.015]
Ep 066/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:35,  2.07it/s, loss=0.654, pair=0.000, adv=5.056, sprd=0.021]
Ep 066/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:39,  2.02it/s, loss=0.654, pair=0.000, adv=5.056, sprd=0.021]
Ep 066/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:39,  2.02it/s, loss=0.601, pair=0.001, adv=4.886, sprd=0.017]
Ep 066/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.10it/s, loss=0.601, pair=0.001, adv=4.886, sprd=0.017]
Ep 066/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.10it/s, loss=0.581, pair=0.000, adv=4.338, sprd=0.013]
Ep 066/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:38,  2.02it/s, loss=0.581, pair=0.000, adv=4.338, sprd=0.013]
Ep 066/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:38,  2.02it/s, loss=0.669, pair=0.001, adv=6.234, sprd=0.030]
Ep 066/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.669, pair=0.001, adv=6.234, sprd=0.030]
Ep 066/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:30,  2.10it/s, loss=0.675, pair=0.000, adv=4.982, sprd=0.020]
Ep 066/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:38,  2.01it/s, loss=0.675, pair=0.000, adv=4.982, sprd=0.020]
Ep 066/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:38,  2.01it/s, loss=0.670, pair=0.000, adv=4.499, sprd=0.024]
Ep 066/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:27,  2.12it/s, loss=0.670, pair=0.000, adv=4.499, sprd=0.024]
Ep 066/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:27,  2.12it/s, loss=0.645, pair=0.000, adv=4.905, sprd=0.025]
Ep 066/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:38,  2.01it/s, loss=0.645, pair=0.000, adv=4.905, sprd=0.025]
Ep 066/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:38,  2.01it/s, loss=0.631, pair=0.000, adv=4.576, sprd=0.016]
Ep 066/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:23,  2.15it/s, loss=0.631, pair=0.000, adv=4.576, sprd=0.016]
Ep 066/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:23,  2.15it/s, loss=0.629, pair=0.000, adv=5.125, sprd=0.020]
Ep 066/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.09it/s, loss=0.629, pair=0.000, adv=5.125, sprd=0.020]
Ep 066/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:28,  2.09it/s, loss=0.661, pair=0.000, adv=5.079, sprd=0.023]
Ep 066/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:16,  2.21it/s, loss=0.661, pair=0.000, adv=5.079, sprd=0.023]
Ep 066/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:16,  2.21it/s, loss=0.634, pair=0.000, adv=5.677, sprd=0.021]
Ep 066/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:40,  1.97it/s, loss=0.634, pair=0.000, adv=5.677, sprd=0.021]
Ep 066/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:40,  1.97it/s, loss=0.642, pair=0.001, adv=5.104, sprd=0.018]
Ep 066/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:24,  2.11it/s, loss=0.642, pair=0.001, adv=5.104, sprd=0.018]
Ep 066/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:24,  2.11it/s, loss=0.634, pair=0.000, adv=4.135, sprd=0.020]
Ep 066/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:32,  2.03it/s, loss=0.634, pair=0.000, adv=4.135, sprd=0.020]
Ep 066/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:32,  2.03it/s, loss=0.647, pair=0.000, adv=4.107, sprd=0.021]
Ep 066/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:22,  2.13it/s, loss=0.647, pair=0.000, adv=4.107, sprd=0.021]
Ep 066/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:22,  2.13it/s, loss=0.671, pair=0.000, adv=6.234, sprd=0.026]
Ep 066/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:27,  2.07it/s, loss=0.671, pair=0.000, adv=6.234, sprd=0.026]
Ep 066/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:27,  2.07it/s, loss=0.674, pair=0.000, adv=5.221, sprd=0.027]
Ep 066/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:18,  2.16it/s, loss=0.674, pair=0.000, adv=5.221, sprd=0.027]
Ep 066/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:18,  2.16it/s, loss=0.665, pair=0.001, adv=5.522, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:23,  2.10it/s, loss=0.665, pair=0.001, adv=5.522, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:23,  2.10it/s, loss=0.670, pair=0.002, adv=4.230, sprd=0.026]
Ep 066/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:17,  2.17it/s, loss=0.670, pair=0.002, adv=4.230, sprd=0.026]
Ep 066/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:17,  2.17it/s, loss=0.720, pair=0.000, adv=5.540, sprd=0.024]
Ep 066/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:22,  2.10it/s, loss=0.720, pair=0.000, adv=5.540, sprd=0.024]
Ep 066/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:22,  2.10it/s, loss=0.629, pair=0.000, adv=6.055, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:16,  2.16it/s, loss=0.629, pair=0.000, adv=6.055, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:16,  2.16it/s, loss=0.651, pair=0.000, adv=4.339, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.651, pair=0.000, adv=4.339, sprd=0.023]
Ep 066/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.651, pair=0.000, adv=4.817, sprd=0.025]
Ep 066/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:19,  2.12it/s, loss=0.651, pair=0.000, adv=4.817, sprd=0.025]
Ep 066/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:19,  2.12it/s, loss=0.586, pair=0.000, adv=4.205, sprd=0.013]
Ep 066/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.586, pair=0.000, adv=4.205, sprd=0.013]
Ep 066/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.607, pair=0.000, adv=4.984, sprd=0.017]
Ep 066/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:16,  2.15it/s, loss=0.607, pair=0.000, adv=4.984, sprd=0.017]
Ep 066/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:16,  2.15it/s, loss=0.663, pair=0.000, adv=4.333, sprd=0.024]
Ep 066/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.663, pair=0.000, adv=4.333, sprd=0.024]
Ep 066/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.641, pair=0.000, adv=4.211, sprd=0.017]
Ep 066/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:08,  2.22it/s, loss=0.641, pair=0.000, adv=4.211, sprd=0.017]
Ep 066/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:08,  2.22it/s, loss=0.636, pair=0.000, adv=5.559, sprd=0.021]
Ep 066/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.09it/s, loss=0.636, pair=0.000, adv=5.559, sprd=0.021]
Ep 066/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.09it/s, loss=0.629, pair=0.000, adv=5.973, sprd=0.022]
Ep 066/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:13,  2.16it/s, loss=0.629, pair=0.000, adv=5.973, sprd=0.022]
Ep 066/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:13,  2.16it/s, loss=0.617, pair=0.000, adv=5.336, sprd=0.017]
Ep 066/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.617, pair=0.000, adv=5.336, sprd=0.017]
Ep 066/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.625, pair=0.000, adv=6.222, sprd=0.020]
Ep 066/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.625, pair=0.000, adv=6.222, sprd=0.020]
Ep 066/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.18it/s, loss=0.617, pair=0.000, adv=5.612, sprd=0.020]
Ep 066/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.617, pair=0.000, adv=5.612, sprd=0.020]
Ep 066/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.668, pair=0.000, adv=6.305, sprd=0.027]
Ep 066/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.15it/s, loss=0.668, pair=0.000, adv=6.305, sprd=0.027]
Ep 066/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.15it/s, loss=0.656, pair=0.000, adv=3.775, sprd=0.022]
Ep 066/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:22,  2.03it/s, loss=0.656, pair=0.000, adv=3.775, sprd=0.022]
Ep 066/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:22,  2.03it/s, loss=0.638, pair=0.000, adv=6.003, sprd=0.019]
Ep 066/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:22,  2.03it/s, loss=0.638, pair=0.000, adv=6.003, sprd=0.019]
Ep 066/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:22,  2.03it/s, loss=0.686, pair=0.000, adv=6.424, sprd=0.030]
Ep 066/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:30,  1.95it/s, loss=0.686, pair=0.000, adv=6.424, sprd=0.030]
Ep 066/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:30,  1.95it/s, loss=0.632, pair=0.000, adv=4.464, sprd=0.021]
Ep 066/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:17,  2.07it/s, loss=0.632, pair=0.000, adv=4.464, sprd=0.021]
Ep 066/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:17,  2.07it/s, loss=0.686, pair=0.000, adv=4.438, sprd=0.030]
Ep 066/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:24,  2.00it/s, loss=0.686, pair=0.000, adv=4.438, sprd=0.030]
Ep 066/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:24,  2.00it/s, loss=0.654, pair=0.000, adv=5.490, sprd=0.023]
Ep 066/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:13,  2.11it/s, loss=0.654, pair=0.000, adv=5.490, sprd=0.023]
Ep 066/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:13,  2.11it/s, loss=0.685, pair=0.001, adv=5.575, sprd=0.030]
Ep 066/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.02it/s, loss=0.685, pair=0.001, adv=5.575, sprd=0.030]
Ep 066/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.02it/s, loss=0.635, pair=0.000, adv=4.594, sprd=0.018]
Ep 066/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:09,  2.13it/s, loss=0.635, pair=0.000, adv=4.594, sprd=0.018]
Ep 066/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:09,  2.13it/s, loss=0.629, pair=0.000, adv=5.788, sprd=0.017]
Ep 066/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:15,  2.06it/s, loss=0.629, pair=0.000, adv=5.788, sprd=0.017]
Ep 066/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:15,  2.06it/s, loss=0.632, pair=0.000, adv=6.301, sprd=0.022]
Ep 066/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.14it/s, loss=0.632, pair=0.000, adv=6.301, sprd=0.022]
Ep 066/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:08,  2.14it/s, loss=0.644, pair=0.000, adv=4.146, sprd=0.013]
Ep 066/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:13,  2.07it/s, loss=0.644, pair=0.000, adv=4.146, sprd=0.013]
Ep 066/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.07it/s, loss=0.582, pair=0.000, adv=4.147, sprd=0.015]
Ep 066/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.582, pair=0.000, adv=4.147, sprd=0.015]
Ep 066/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.611, pair=0.001, adv=4.093, sprd=0.015]
Ep 066/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:15,  2.05it/s, loss=0.611, pair=0.001, adv=4.093, sprd=0.015]
Ep 066/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:15,  2.05it/s, loss=0.662, pair=0.004, adv=4.413, sprd=0.024]
Ep 066/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.662, pair=0.004, adv=4.413, sprd=0.024]
Ep 066/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.629, pair=0.000, adv=5.945, sprd=0.019]
Ep 066/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:13,  2.06it/s, loss=0.629, pair=0.000, adv=5.945, sprd=0.019]
Ep 066/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:13,  2.06it/s, loss=0.642, pair=0.000, adv=6.660, sprd=0.025]
Ep 066/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.642, pair=0.000, adv=6.660, sprd=0.025]
Ep 066/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.630, pair=0.000, adv=4.697, sprd=0.020]
Ep 066/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:15,  2.03it/s, loss=0.630, pair=0.000, adv=4.697, sprd=0.020]
Ep 066/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:15,  2.03it/s, loss=0.610, pair=0.000, adv=6.050, sprd=0.020]
Ep 066/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:06,  2.12it/s, loss=0.610, pair=0.000, adv=6.050, sprd=0.020]
Ep 066/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:06,  2.12it/s, loss=0.628, pair=0.000, adv=5.437, sprd=0.022]
Ep 066/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:18,  1.99it/s, loss=0.628, pair=0.000, adv=5.437, sprd=0.022]
Ep 066/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:18,  1.99it/s, loss=0.667, pair=0.000, adv=6.035, sprd=0.027]
Ep 066/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:07,  2.10it/s, loss=0.667, pair=0.000, adv=6.035, sprd=0.027]
Ep 066/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:07,  2.10it/s, loss=0.606, pair=0.000, adv=4.817, sprd=0.018]
Ep 066/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:13,  2.02it/s, loss=0.606, pair=0.000, adv=4.817, sprd=0.018]
Ep 066/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:13,  2.02it/s, loss=0.652, pair=0.000, adv=5.822, sprd=0.027]
Ep 066/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:06,  2.10it/s, loss=0.652, pair=0.000, adv=5.822, sprd=0.027]
Ep 066/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:06,  2.10it/s, loss=0.644, pair=0.000, adv=5.893, sprd=0.025]
Ep 066/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:14,  2.00it/s, loss=0.644, pair=0.000, adv=5.893, sprd=0.025]
Ep 066/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:14,  2.00it/s, loss=0.683, pair=0.001, adv=6.376, sprd=0.031]
Ep 066/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:06,  2.08it/s, loss=0.683, pair=0.001, adv=6.376, sprd=0.031]
Ep 066/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:06,  2.08it/s, loss=0.749, pair=0.000, adv=6.146, sprd=0.032]
Ep 066/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:14,  2.00it/s, loss=0.749, pair=0.000, adv=6.146, sprd=0.032]
Ep 066/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:14,  2.00it/s, loss=0.615, pair=0.001, adv=4.984, sprd=0.017]
Ep 066/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.15it/s, loss=0.615, pair=0.001, adv=4.984, sprd=0.017]
Ep 066/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.15it/s, loss=0.666, pair=0.001, adv=5.664, sprd=0.030]
Ep 066/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:08,  2.05it/s, loss=0.666, pair=0.001, adv=5.664, sprd=0.030]
Ep 066/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:08,  2.05it/s, loss=0.618, pair=0.001, adv=4.394, sprd=0.022]
Ep 066/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.618, pair=0.001, adv=4.394, sprd=0.022]
Ep 066/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.588, pair=0.000, adv=4.266, sprd=0.012]
Ep 066/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:05,  2.07it/s, loss=0.588, pair=0.000, adv=4.266, sprd=0.012]
Ep 066/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:05,  2.07it/s, loss=0.609, pair=0.003, adv=4.778, sprd=0.019]
Ep 066/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.609, pair=0.003, adv=4.778, sprd=0.019]
Ep 066/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.633, pair=0.000, adv=5.858, sprd=0.023]
Ep 066/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:17,  1.93it/s, loss=0.633, pair=0.000, adv=5.858, sprd=0.023]
Ep 066/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:17,  1.93it/s, loss=0.605, pair=0.000, adv=5.238, sprd=0.017]
Ep 066/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.08it/s, loss=0.605, pair=0.000, adv=5.238, sprd=0.017]
Ep 066/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:03,  2.08it/s, loss=0.636, pair=0.000, adv=5.909, sprd=0.023]
Ep 066/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.01it/s, loss=0.636, pair=0.000, adv=5.909, sprd=0.023]
Ep 066/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.01it/s, loss=0.604, pair=0.000, adv=3.836, sprd=0.013]
Ep 066/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:57,  2.14it/s, loss=0.604, pair=0.000, adv=3.836, sprd=0.013]
Ep 066/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.14it/s, loss=0.628, pair=0.000, adv=5.224, sprd=0.024]
Ep 066/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:10,  1.99it/s, loss=0.628, pair=0.000, adv=5.224, sprd=0.024]
Ep 066/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:10,  1.99it/s, loss=0.627, pair=0.000, adv=5.574, sprd=0.020]
Ep 066/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:58,  2.11it/s, loss=0.627, pair=0.000, adv=5.574, sprd=0.020]
Ep 066/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:58,  2.11it/s, loss=0.622, pair=0.000, adv=5.262, sprd=0.020]
Ep 066/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:05,  2.02it/s, loss=0.622, pair=0.000, adv=5.262, sprd=0.020]
Ep 066/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:05,  2.02it/s, loss=0.653, pair=0.000, adv=6.027, sprd=0.024]
Ep 066/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:56,  2.13it/s, loss=0.653, pair=0.000, adv=6.027, sprd=0.024]
Ep 066/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:56,  2.13it/s, loss=0.628, pair=0.000, adv=4.764, sprd=0.021]
Ep 066/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:04,  2.03it/s, loss=0.628, pair=0.000, adv=4.764, sprd=0.021]
Ep 066/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:04,  2.03it/s, loss=0.641, pair=0.000, adv=4.039, sprd=0.019]
Ep 066/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:54,  2.14it/s, loss=0.641, pair=0.000, adv=4.039, sprd=0.019]
Ep 066/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:54,  2.14it/s, loss=0.725, pair=0.000, adv=5.528, sprd=0.025]
Ep 066/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:01,  2.05it/s, loss=0.725, pair=0.000, adv=5.528, sprd=0.025]
Ep 066/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:01,  2.05it/s, loss=0.635, pair=0.000, adv=4.820, sprd=0.022]
Ep 066/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:53,  2.13it/s, loss=0.635, pair=0.000, adv=4.820, sprd=0.022]
Ep 066/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:53,  2.13it/s, loss=0.639, pair=0.000, adv=4.981, sprd=0.019]
Ep 066/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=0.639, pair=0.000, adv=4.981, sprd=0.019]
Ep 066/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=0.642, pair=0.000, adv=5.500, sprd=0.021]
Ep 066/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:49,  2.17it/s, loss=0.642, pair=0.000, adv=5.500, sprd=0.021]
Ep 066/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:49,  2.17it/s, loss=0.679, pair=0.004, adv=5.376, sprd=0.016]
Ep 066/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:55,  2.10it/s, loss=0.679, pair=0.004, adv=5.376, sprd=0.016]
Ep 066/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:55,  2.10it/s, loss=0.594, pair=0.000, adv=4.804, sprd=0.013]
Ep 066/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:45,  2.22it/s, loss=0.594, pair=0.000, adv=4.804, sprd=0.013]
Ep 066/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:45,  2.22it/s, loss=0.643, pair=0.000, adv=5.394, sprd=0.020]
Ep 066/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:53,  2.11it/s, loss=0.643, pair=0.000, adv=5.394, sprd=0.020]
Ep 066/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:53,  2.11it/s, loss=0.629, pair=0.000, adv=4.758, sprd=0.017]
Ep 066/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:45,  2.21it/s, loss=0.629, pair=0.000, adv=4.758, sprd=0.017]
Ep 066/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:45,  2.21it/s, loss=0.624, pair=0.000, adv=5.586, sprd=0.017]
Ep 066/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:50,  2.13it/s, loss=0.624, pair=0.000, adv=5.586, sprd=0.017]
Ep 066/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:50,  2.13it/s, loss=0.643, pair=0.000, adv=5.355, sprd=0.023]
Ep 066/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:43,  2.22it/s, loss=0.643, pair=0.000, adv=5.355, sprd=0.023]
Ep 066/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:43,  2.22it/s, loss=0.613, pair=0.001, adv=3.727, sprd=0.014]
Ep 066/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:48,  2.15it/s, loss=0.613, pair=0.001, adv=3.727, sprd=0.014]
Ep 066/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:48,  2.15it/s, loss=0.658, pair=0.000, adv=6.153, sprd=0.028]
Ep 066/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.20it/s, loss=0.658, pair=0.000, adv=6.153, sprd=0.028]
Ep 066/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:44,  2.20it/s, loss=0.650, pair=0.000, adv=5.986, sprd=0.022]
Ep 066/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:52,  2.09it/s, loss=0.650, pair=0.000, adv=5.986, sprd=0.022]
Ep 066/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:52,  2.09it/s, loss=0.616, pair=0.000, adv=4.618, sprd=0.015]
Ep 066/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.616, pair=0.000, adv=4.618, sprd=0.015]
Ep 066/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.662, pair=0.000, adv=5.732, sprd=0.026]
Ep 066/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:51,  2.08it/s, loss=0.662, pair=0.000, adv=5.732, sprd=0.026]
Ep 066/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:51,  2.08it/s, loss=0.697, pair=0.000, adv=5.901, sprd=0.034]
Ep 066/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:47,  2.13it/s, loss=0.697, pair=0.000, adv=5.901, sprd=0.034]
Ep 066/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:47,  2.13it/s, loss=0.618, pair=0.000, adv=3.987, sprd=0.018]
Ep 066/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:56,  2.02it/s, loss=0.618, pair=0.000, adv=3.987, sprd=0.018]
Ep 066/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:56,  2.02it/s, loss=0.594, pair=0.001, adv=4.520, sprd=0.013]
Ep 066/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.594, pair=0.001, adv=4.520, sprd=0.013]
Ep 066/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.644, pair=0.000, adv=4.720, sprd=0.022]
Ep 066/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<03:02,  1.93it/s, loss=0.644, pair=0.000, adv=4.720, sprd=0.022]
Ep 066/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<03:02,  1.93it/s, loss=0.667, pair=0.000, adv=4.479, sprd=0.028]
Ep 066/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:53,  2.04it/s, loss=0.667, pair=0.000, adv=4.479, sprd=0.028]
Ep 066/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:53,  2.04it/s, loss=0.659, pair=0.000, adv=5.431, sprd=0.023]
Ep 066/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:57,  1.99it/s, loss=0.659, pair=0.000, adv=5.431, sprd=0.023]
Ep 066/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:57,  1.99it/s, loss=0.624, pair=0.000, adv=5.325, sprd=0.021]
Ep 066/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:48,  2.08it/s, loss=0.624, pair=0.000, adv=5.325, sprd=0.021]
Ep 066/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:48,  2.08it/s, loss=0.668, pair=0.001, adv=5.167, sprd=0.025]
Ep 066/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:54,  2.00it/s, loss=0.668, pair=0.001, adv=5.167, sprd=0.025]
Ep 066/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:54,  2.00it/s, loss=0.633, pair=0.001, adv=5.981, sprd=0.022]
Ep 066/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:46,  2.10it/s, loss=0.633, pair=0.001, adv=5.981, sprd=0.022]
Ep 066/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:46,  2.10it/s, loss=0.631, pair=0.000, adv=4.944, sprd=0.020]
Ep 066/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:51,  2.03it/s, loss=0.631, pair=0.000, adv=4.944, sprd=0.020]
Ep 066/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:51,  2.03it/s, loss=0.648, pair=0.000, adv=5.711, sprd=0.021]
Ep 066/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.648, pair=0.000, adv=5.711, sprd=0.021]
Ep 066/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.637, pair=0.000, adv=4.783, sprd=0.020]
Ep 066/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:46,  2.07it/s, loss=0.637, pair=0.000, adv=4.783, sprd=0.020]
Ep 066/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:46,  2.07it/s, loss=0.602, pair=0.000, adv=4.034, sprd=0.014]
Ep 066/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:38,  2.18it/s, loss=0.602, pair=0.000, adv=4.034, sprd=0.014]
Ep 066/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:38,  2.18it/s, loss=0.654, pair=0.000, adv=5.143, sprd=0.019]
Ep 066/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:43,  2.10it/s, loss=0.654, pair=0.000, adv=5.143, sprd=0.019]
Ep 066/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:43,  2.10it/s, loss=0.620, pair=0.000, adv=4.626, sprd=0.018]
Ep 066/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:36,  2.19it/s, loss=0.620, pair=0.000, adv=4.626, sprd=0.018]
Ep 066/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:36,  2.19it/s, loss=0.642, pair=0.000, adv=5.393, sprd=0.021]
Ep 066/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:42,  2.11it/s, loss=0.642, pair=0.000, adv=5.393, sprd=0.021]
Ep 066/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:42,  2.11it/s, loss=0.631, pair=0.000, adv=5.648, sprd=0.022]
Ep 066/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:36,  2.18it/s, loss=0.631, pair=0.000, adv=5.648, sprd=0.022]
Ep 066/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:36,  2.18it/s, loss=0.653, pair=0.000, adv=5.366, sprd=0.022]
Ep 066/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:41,  2.10it/s, loss=0.653, pair=0.000, adv=5.366, sprd=0.022]
Ep 066/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:41,  2.10it/s, loss=0.605, pair=0.000, adv=4.814, sprd=0.015]
Ep 066/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:34,  2.20it/s, loss=0.605, pair=0.000, adv=4.814, sprd=0.015]
Ep 066/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:34,  2.20it/s, loss=0.634, pair=0.000, adv=4.377, sprd=0.020]
Ep 066/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.06it/s, loss=0.634, pair=0.000, adv=4.377, sprd=0.020]
Ep 066/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.06it/s, loss=0.671, pair=0.000, adv=6.255, sprd=0.026]
Ep 066/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:36,  2.15it/s, loss=0.671, pair=0.000, adv=6.255, sprd=0.026]
Ep 066/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:36,  2.15it/s, loss=0.579, pair=0.001, adv=4.387, sprd=0.014]
Ep 066/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.579, pair=0.001, adv=4.387, sprd=0.014]
Ep 066/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.604, pair=0.000, adv=3.962, sprd=0.015]
Ep 066/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:35,  2.16it/s, loss=0.604, pair=0.000, adv=3.962, sprd=0.015]
Ep 066/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:35,  2.16it/s, loss=0.701, pair=0.000, adv=6.561, sprd=0.036]
Ep 066/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.05it/s, loss=0.701, pair=0.000, adv=6.561, sprd=0.036]
Ep 066/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.05it/s, loss=0.641, pair=0.000, adv=6.253, sprd=0.022]
Ep 066/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.15it/s, loss=0.641, pair=0.000, adv=6.253, sprd=0.022]
Ep 066/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.15it/s, loss=0.600, pair=0.000, adv=3.873, sprd=0.015]
Ep 066/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.600, pair=0.000, adv=3.873, sprd=0.015]
Ep 066/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.642, pair=0.000, adv=3.444, sprd=0.022]
Ep 066/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:33,  2.16it/s, loss=0.642, pair=0.000, adv=3.444, sprd=0.022]
Ep 066/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:33,  2.16it/s, loss=0.645, pair=0.000, adv=4.762, sprd=0.021]
Ep 066/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.645, pair=0.000, adv=4.762, sprd=0.021]
Ep 066/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.632, pair=0.000, adv=5.833, sprd=0.022]
Ep 066/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:33,  2.15it/s, loss=0.632, pair=0.000, adv=5.833, sprd=0.022]
Ep 066/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:33,  2.15it/s, loss=0.651, pair=0.000, adv=5.630, sprd=0.023]
Ep 066/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.06it/s, loss=0.651, pair=0.000, adv=5.630, sprd=0.023]
Ep 066/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.06it/s, loss=0.647, pair=0.000, adv=5.765, sprd=0.024]
Ep 066/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.14it/s, loss=0.647, pair=0.000, adv=5.765, sprd=0.024]
Ep 066/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.14it/s, loss=0.640, pair=0.000, adv=4.572, sprd=0.020]
Ep 066/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.06it/s, loss=0.640, pair=0.000, adv=4.572, sprd=0.020]
Ep 066/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.06it/s, loss=0.631, pair=0.000, adv=4.653, sprd=0.017]
Ep 066/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:37,  2.07it/s, loss=0.631, pair=0.000, adv=4.653, sprd=0.017]
Ep 066/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:37,  2.07it/s, loss=0.626, pair=0.000, adv=4.684, sprd=0.020]
Ep 066/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:44,  1.97it/s, loss=0.626, pair=0.000, adv=4.684, sprd=0.020]
Ep 066/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:44,  1.97it/s, loss=0.660, pair=0.000, adv=5.212, sprd=0.024]
Ep 066/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:34,  2.10it/s, loss=0.660, pair=0.000, adv=5.212, sprd=0.024]
Ep 066/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:34,  2.10it/s, loss=0.664, pair=0.000, adv=5.325, sprd=0.026]
Ep 066/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.02it/s, loss=0.664, pair=0.000, adv=5.325, sprd=0.026]
Ep 066/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.02it/s, loss=0.583, pair=0.001, adv=4.624, sprd=0.012]
Ep 066/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:27,  2.17it/s, loss=0.583, pair=0.001, adv=4.624, sprd=0.012]
Ep 066/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:27,  2.17it/s, loss=0.650, pair=0.000, adv=5.602, sprd=0.019]
Ep 066/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:28,  2.16it/s, loss=0.650, pair=0.000, adv=5.602, sprd=0.019]
Ep 066/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:28,  2.16it/s, loss=0.620, pair=0.000, adv=4.252, sprd=0.020]
Ep 066/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:23,  2.23it/s, loss=0.620, pair=0.000, adv=4.252, sprd=0.020]
Ep 066/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:23,  2.23it/s, loss=0.676, pair=0.000, adv=4.979, sprd=0.027]
Ep 066/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.676, pair=0.000, adv=4.979, sprd=0.027]
Ep 066/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.614, pair=0.000, adv=4.748, sprd=0.019]
Ep 066/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.15it/s, loss=0.614, pair=0.000, adv=4.748, sprd=0.019]
Ep 066/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.15it/s, loss=0.616, pair=0.000, adv=5.712, sprd=0.018]
Ep 066/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:30,  2.10it/s, loss=0.616, pair=0.000, adv=5.712, sprd=0.018]
Ep 066/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:30,  2.10it/s, loss=0.633, pair=0.002, adv=5.610, sprd=0.021]
Ep 066/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.17it/s, loss=0.633, pair=0.002, adv=5.610, sprd=0.021]
Ep 066/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.17it/s, loss=0.653, pair=0.001, adv=6.209, sprd=0.025]
Ep 066/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:31,  2.07it/s, loss=0.653, pair=0.001, adv=6.209, sprd=0.025]
Ep 066/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:31,  2.07it/s, loss=0.654, pair=0.000, adv=5.426, sprd=0.024]
Ep 066/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.14it/s, loss=0.654, pair=0.000, adv=5.426, sprd=0.024]
Ep 066/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.14it/s, loss=0.693, pair=0.012, adv=6.285, sprd=0.028]
Ep 066/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:31,  2.06it/s, loss=0.693, pair=0.012, adv=6.285, sprd=0.028]
Ep 066/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:31,  2.06it/s, loss=0.639, pair=0.001, adv=5.186, sprd=0.018]
Ep 066/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.639, pair=0.001, adv=5.186, sprd=0.018]
Ep 066/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.664, pair=0.000, adv=5.563, sprd=0.026]
Ep 066/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.664, pair=0.000, adv=5.563, sprd=0.026]
Ep 066/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:29,  2.07it/s, loss=0.669, pair=0.000, adv=6.454, sprd=0.025]
Ep 066/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.18it/s, loss=0.669, pair=0.000, adv=6.454, sprd=0.025]
Ep 066/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.18it/s, loss=0.650, pair=0.000, adv=4.835, sprd=0.025]
Ep 066/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.05it/s, loss=0.650, pair=0.000, adv=4.835, sprd=0.025]
Ep 066/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:30,  2.05it/s, loss=0.650, pair=0.000, adv=6.122, sprd=0.026]
Ep 066/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:24,  2.12it/s, loss=0.650, pair=0.000, adv=6.122, sprd=0.026]
Ep 066/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:24,  2.12it/s, loss=0.655, pair=0.000, adv=5.907, sprd=0.023]
Ep 066/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:29,  2.04it/s, loss=0.655, pair=0.000, adv=5.907, sprd=0.023]
Ep 066/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:29,  2.04it/s, loss=0.618, pair=0.000, adv=4.377, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.16it/s, loss=0.618, pair=0.000, adv=4.377, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.16it/s, loss=0.621, pair=0.000, adv=4.969, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.07it/s, loss=0.621, pair=0.000, adv=4.969, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:26,  2.07it/s, loss=0.620, pair=0.000, adv=5.968, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:17,  2.21it/s, loss=0.620, pair=0.000, adv=5.968, sprd=0.017]
Ep 066/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:17,  2.21it/s, loss=0.630, pair=0.000, adv=5.588, sprd=0.019]
Ep 066/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:31,  1.99it/s, loss=0.630, pair=0.000, adv=5.588, sprd=0.019]
Ep 066/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:31,  1.99it/s, loss=0.659, pair=0.000, adv=5.789, sprd=0.024]
Ep 066/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.10it/s, loss=0.659, pair=0.000, adv=5.789, sprd=0.024]
Ep 066/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.10it/s, loss=0.605, pair=0.000, adv=4.146, sprd=0.012]
Ep 066/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.08it/s, loss=0.605, pair=0.000, adv=4.146, sprd=0.012]
Ep 066/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:24,  2.08it/s, loss=0.660, pair=0.001, adv=5.570, sprd=0.028]
Ep 066/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.14it/s, loss=0.660, pair=0.001, adv=5.570, sprd=0.028]
Ep 066/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.14it/s, loss=0.631, pair=0.000, adv=4.514, sprd=0.013]
Ep 066/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:24,  2.07it/s, loss=0.631, pair=0.000, adv=4.514, sprd=0.013]
Ep 066/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:24,  2.07it/s, loss=0.634, pair=0.000, adv=5.234, sprd=0.020]
Ep 066/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:17,  2.16it/s, loss=0.634, pair=0.000, adv=5.234, sprd=0.020]
Ep 066/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:17,  2.16it/s, loss=0.590, pair=0.000, adv=3.893, sprd=0.012]
Ep 066/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.590, pair=0.000, adv=3.893, sprd=0.012]
Ep 066/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.08it/s, loss=0.615, pair=0.000, adv=4.879, sprd=0.018]
Ep 066/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:16,  2.15it/s, loss=0.615, pair=0.000, adv=4.879, sprd=0.018]
Ep 066/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:16,  2.15it/s, loss=0.656, pair=0.000, adv=5.936, sprd=0.029]
Ep 066/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.656, pair=0.000, adv=5.936, sprd=0.029]
Ep 066/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.668, pair=0.001, adv=5.226, sprd=0.031]
Ep 066/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:21,  2.08it/s, loss=0.668, pair=0.001, adv=5.226, sprd=0.031]
Ep 066/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:21,  2.08it/s, loss=0.627, pair=0.000, adv=5.089, sprd=0.024]
Ep 066/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:26,  1.99it/s, loss=0.627, pair=0.000, adv=5.089, sprd=0.024]
Ep 066/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:26,  1.99it/s, loss=0.623, pair=0.000, adv=4.821, sprd=0.019]
Ep 066/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:18,  2.10it/s, loss=0.623, pair=0.000, adv=4.821, sprd=0.019]
Ep 066/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:18,  2.10it/s, loss=0.675, pair=0.000, adv=4.817, sprd=0.020]
Ep 066/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.03it/s, loss=0.675, pair=0.000, adv=4.817, sprd=0.020]
Ep 066/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.03it/s, loss=0.635, pair=0.000, adv=5.793, sprd=0.018]
Ep 066/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:13,  2.16it/s, loss=0.635, pair=0.000, adv=5.793, sprd=0.018]
Ep 066/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:13,  2.16it/s, loss=0.669, pair=0.000, adv=5.322, sprd=0.023]
Ep 066/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.11it/s, loss=0.669, pair=0.000, adv=5.322, sprd=0.023]
Ep 066/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.11it/s, loss=0.680, pair=0.000, adv=5.740, sprd=0.034]
Ep 066/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:13,  2.15it/s, loss=0.680, pair=0.000, adv=5.740, sprd=0.034]
Ep 066/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:13,  2.15it/s, loss=0.591, pair=0.000, adv=4.581, sprd=0.014]
Ep 066/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:18,  2.06it/s, loss=0.591, pair=0.000, adv=4.581, sprd=0.014]
Ep 066/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:18,  2.06it/s, loss=0.601, pair=0.000, adv=3.856, sprd=0.012]
Ep 066/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:10,  2.19it/s, loss=0.601, pair=0.000, adv=3.856, sprd=0.012]
Ep 066/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:10,  2.19it/s, loss=0.606, pair=0.000, adv=5.323, sprd=0.015]
Ep 066/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.606, pair=0.000, adv=5.323, sprd=0.015]
Ep 066/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.595, pair=0.000, adv=4.315, sprd=0.013]
Ep 066/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:08,  2.21it/s, loss=0.595, pair=0.000, adv=4.315, sprd=0.013]
Ep 066/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:08,  2.21it/s, loss=0.651, pair=0.000, adv=5.120, sprd=0.022]
Ep 066/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.651, pair=0.000, adv=5.120, sprd=0.022]
Ep 066/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.627, pair=0.000, adv=4.804, sprd=0.016]
Ep 066/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:07,  2.20it/s, loss=0.627, pair=0.000, adv=4.804, sprd=0.016]
Ep 066/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:07,  2.20it/s, loss=0.663, pair=0.002, adv=4.288, sprd=0.015]
Ep 066/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:12,  2.12it/s, loss=0.663, pair=0.002, adv=4.288, sprd=0.015]
Ep 066/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:12,  2.12it/s, loss=0.634, pair=0.000, adv=4.549, sprd=0.016]
Ep 066/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:05,  2.22it/s, loss=0.634, pair=0.000, adv=4.549, sprd=0.016]
Ep 066/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:05,  2.22it/s, loss=0.620, pair=0.000, adv=4.719, sprd=0.017]
Ep 066/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:11,  2.11it/s, loss=0.620, pair=0.000, adv=4.719, sprd=0.017]
Ep 066/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:11,  2.11it/s, loss=0.624, pair=0.000, adv=6.136, sprd=0.020]
Ep 066/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:06,  2.19it/s, loss=0.624, pair=0.000, adv=6.136, sprd=0.020]
Ep 066/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:06,  2.19it/s, loss=0.670, pair=0.000, adv=6.075, sprd=0.029]
Ep 066/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:14,  2.05it/s, loss=0.670, pair=0.000, adv=6.075, sprd=0.029]
Ep 066/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.05it/s, loss=0.629, pair=0.000, adv=5.026, sprd=0.021]
Ep 066/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.13it/s, loss=0.629, pair=0.000, adv=5.026, sprd=0.021]
Ep 066/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.13it/s, loss=0.613, pair=0.000, adv=6.123, sprd=0.020]
Ep 066/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:20,  1.95it/s, loss=0.613, pair=0.000, adv=6.123, sprd=0.020]
Ep 066/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:20,  1.95it/s, loss=0.648, pair=0.006, adv=5.491, sprd=0.023]
Ep 066/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:12,  2.07it/s, loss=0.648, pair=0.006, adv=5.491, sprd=0.023]
Ep 066/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:12,  2.07it/s, loss=0.600, pair=0.004, adv=6.196, sprd=0.017]
Ep 066/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:16,  2.00it/s, loss=0.600, pair=0.004, adv=6.196, sprd=0.017]
Ep 066/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:16,  2.00it/s, loss=0.637, pair=0.006, adv=5.704, sprd=0.022]
Ep 066/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:09,  2.10it/s, loss=0.637, pair=0.006, adv=5.704, sprd=0.022]
Ep 066/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:09,  2.10it/s, loss=0.625, pair=0.006, adv=5.139, sprd=0.020]
Ep 066/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:13,  2.02it/s, loss=0.625, pair=0.006, adv=5.139, sprd=0.020]
Ep 066/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:13,  2.02it/s, loss=0.634, pair=0.005, adv=5.219, sprd=0.021]
Ep 066/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.13it/s, loss=0.634, pair=0.005, adv=5.219, sprd=0.021]
Ep 066/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:06,  2.13it/s, loss=0.625, pair=0.001, adv=4.133, sprd=0.020]
Ep 066/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.03it/s, loss=0.625, pair=0.001, adv=4.133, sprd=0.020]
Ep 066/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.03it/s, loss=0.631, pair=0.001, adv=5.604, sprd=0.019]
Ep 066/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.631, pair=0.001, adv=5.604, sprd=0.019]
Ep 066/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.646, pair=0.001, adv=5.614, sprd=0.024]
Ep 066/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:10,  2.04it/s, loss=0.646, pair=0.001, adv=5.614, sprd=0.024]
Ep 066/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:10,  2.04it/s, loss=0.610, pair=0.001, adv=4.242, sprd=0.017]
Ep 066/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:04,  2.13it/s, loss=0.610, pair=0.001, adv=4.242, sprd=0.017]
Ep 066/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:04,  2.13it/s, loss=0.617, pair=0.000, adv=4.354, sprd=0.019]
Ep 066/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:10,  2.02it/s, loss=0.617, pair=0.000, adv=4.354, sprd=0.019]
Ep 066/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:10,  2.02it/s, loss=0.635, pair=0.000, adv=5.206, sprd=0.021]
Ep 066/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.12it/s, loss=0.635, pair=0.000, adv=5.206, sprd=0.021]
Ep 066/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.12it/s, loss=0.641, pair=0.001, adv=5.059, sprd=0.020]
Ep 066/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:10,  2.01it/s, loss=0.641, pair=0.001, adv=5.059, sprd=0.020]
Ep 066/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:10,  2.01it/s, loss=1.976, pair=0.000, adv=5.606, sprd=0.030]
Ep 066/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.08it/s, loss=1.976, pair=0.000, adv=5.606, sprd=0.030]
Ep 066/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.08it/s, loss=0.632, pair=0.000, adv=5.211, sprd=0.023]
Ep 066/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:10,  1.99it/s, loss=0.632, pair=0.000, adv=5.211, sprd=0.023]
Ep 066/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:10,  1.99it/s, loss=0.631, pair=0.000, adv=5.312, sprd=0.020]
Ep 066/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:04,  2.09it/s, loss=0.631, pair=0.000, adv=5.312, sprd=0.020]
Ep 066/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:04,  2.09it/s, loss=0.643, pair=0.001, adv=5.372, sprd=0.018]
Ep 066/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:06,  2.03it/s, loss=0.643, pair=0.001, adv=5.372, sprd=0.018]
Ep 066/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:06,  2.03it/s, loss=0.622, pair=0.000, adv=5.606, sprd=0.017]
Ep 066/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.16it/s, loss=0.622, pair=0.000, adv=5.606, sprd=0.017]
Ep 066/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.16it/s, loss=0.673, pair=0.008, adv=6.012, sprd=0.026]
Ep 066/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:05,  2.04it/s, loss=0.673, pair=0.008, adv=6.012, sprd=0.026]
Ep 066/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:05,  2.04it/s, loss=0.620, pair=0.005, adv=5.222, sprd=0.022]
Ep 066/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:01,  2.10it/s, loss=0.620, pair=0.005, adv=5.222, sprd=0.022]
Ep 066/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:01,  2.10it/s, loss=0.622, pair=0.004, adv=5.129, sprd=0.018]
Ep 066/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:04,  2.04it/s, loss=0.622, pair=0.004, adv=5.129, sprd=0.018]
Ep 066/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:04,  2.04it/s, loss=0.630, pair=0.004, adv=4.788, sprd=0.020]
Ep 066/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:58,  2.13it/s, loss=0.630, pair=0.004, adv=4.788, sprd=0.020]
Ep 066/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:58,  2.13it/s, loss=0.606, pair=0.004, adv=5.216, sprd=0.016]
Ep 066/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.606, pair=0.004, adv=5.216, sprd=0.016]
Ep 066/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.618, pair=0.004, adv=6.129, sprd=0.020]
Ep 066/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.16it/s, loss=0.618, pair=0.004, adv=6.129, sprd=0.020]
Ep 066/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.16it/s, loss=0.686, pair=0.008, adv=6.380, sprd=0.032]
Ep 066/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.05it/s, loss=0.686, pair=0.008, adv=6.380, sprd=0.032]
Ep 066/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.05it/s, loss=0.630, pair=0.005, adv=4.865, sprd=0.017]
Ep 066/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:54,  2.17it/s, loss=0.630, pair=0.005, adv=4.865, sprd=0.017]
Ep 066/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.17it/s, loss=0.609, pair=0.001, adv=4.577, sprd=0.015]
Ep 066/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:58,  2.10it/s, loss=0.609, pair=0.001, adv=4.577, sprd=0.015]
Ep 066/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:58,  2.10it/s, loss=0.633, pair=0.001, adv=5.429, sprd=0.023]
Ep 066/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:54,  2.15it/s, loss=0.633, pair=0.001, adv=5.429, sprd=0.023]
Ep 066/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:54,  2.15it/s, loss=0.658, pair=0.001, adv=5.153, sprd=0.024]
Ep 066/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:07,  1.94it/s, loss=0.658, pair=0.001, adv=5.153, sprd=0.024]
Ep 066/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:07,  1.94it/s, loss=0.646, pair=0.003, adv=5.065, sprd=0.018]
Ep 066/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:56,  2.10it/s, loss=0.646, pair=0.003, adv=5.065, sprd=0.018]
Ep 066/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:56,  2.10it/s, loss=0.681, pair=0.002, adv=4.920, sprd=0.026]
Ep 066/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:00,  2.03it/s, loss=0.681, pair=0.002, adv=4.920, sprd=0.026]
Ep 066/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:00,  2.03it/s, loss=0.650, pair=0.003, adv=5.821, sprd=0.021]
Ep 066/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.14it/s, loss=0.650, pair=0.003, adv=5.821, sprd=0.021]
Ep 066/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.14it/s, loss=0.596, pair=0.003, adv=5.219, sprd=0.016]
Ep 066/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.06it/s, loss=0.596, pair=0.003, adv=5.219, sprd=0.016]
Ep 066/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.06it/s, loss=0.602, pair=0.002, adv=4.091, sprd=0.012]
Ep 066/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:50,  2.18it/s, loss=0.602, pair=0.002, adv=4.091, sprd=0.012]
Ep 066/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:50,  2.18it/s, loss=0.601, pair=0.002, adv=4.147, sprd=0.016]
Ep 066/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.601, pair=0.002, adv=4.147, sprd=0.016]
Ep 066/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.666, pair=0.006, adv=5.184, sprd=0.029]
Ep 066/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:53,  2.11it/s, loss=0.666, pair=0.006, adv=5.184, sprd=0.029]
Ep 066/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:53,  2.11it/s, loss=0.635, pair=0.004, adv=5.944, sprd=0.023]
Ep 066/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:59,  2.00it/s, loss=0.635, pair=0.004, adv=5.944, sprd=0.023]
Ep 066/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:59,  2.00it/s, loss=0.586, pair=0.002, adv=4.506, sprd=0.014]
Ep 066/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.11it/s, loss=0.586, pair=0.002, adv=4.506, sprd=0.014]
Ep 066/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:52,  2.11it/s, loss=0.631, pair=0.001, adv=5.786, sprd=0.018]
Ep 066/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:54,  2.06it/s, loss=0.631, pair=0.001, adv=5.786, sprd=0.018]
Ep 066/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:54,  2.06it/s, loss=0.651, pair=0.005, adv=6.158, sprd=0.022]
Ep 066/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.16it/s, loss=0.651, pair=0.005, adv=6.158, sprd=0.022]
Ep 066/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.16it/s, loss=0.658, pair=0.004, adv=4.473, sprd=0.024]
Ep 066/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.658, pair=0.004, adv=4.473, sprd=0.024]
Ep 066/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.638, pair=0.000, adv=5.386, sprd=0.019]
Ep 066/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:48,  2.14it/s, loss=0.638, pair=0.000, adv=5.386, sprd=0.019]
Ep 066/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:48,  2.14it/s, loss=0.622, pair=0.002, adv=4.490, sprd=0.020]
Ep 066/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:53,  2.04it/s, loss=0.622, pair=0.002, adv=4.490, sprd=0.020]
Ep 066/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:53,  2.04it/s, loss=0.669, pair=0.003, adv=5.911, sprd=0.026]
Ep 066/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.13it/s, loss=0.669, pair=0.003, adv=5.911, sprd=0.026]
Ep 066/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:48,  2.13it/s, loss=0.621, pair=0.001, adv=4.151, sprd=0.016]
Ep 066/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:53,  2.02it/s, loss=0.621, pair=0.001, adv=4.151, sprd=0.016]
Ep 066/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:53,  2.02it/s, loss=0.638, pair=0.005, adv=4.014, sprd=0.023]
Ep 066/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:48,  2.11it/s, loss=0.638, pair=0.005, adv=4.014, sprd=0.023]
Ep 066/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:48,  2.11it/s, loss=0.621, pair=0.006, adv=4.990, sprd=0.018]
Ep 066/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.621, pair=0.006, adv=4.990, sprd=0.018]
Ep 066/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.637, pair=0.003, adv=6.177, sprd=0.023]
Ep 066/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.12it/s, loss=0.637, pair=0.003, adv=6.177, sprd=0.023]
Ep 066/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:47,  2.12it/s, loss=0.676, pair=0.007, adv=6.306, sprd=0.027]
Ep 066/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.676, pair=0.007, adv=6.306, sprd=0.027]
Ep 066/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.632, pair=0.006, adv=5.219, sprd=0.022]
Ep 066/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:46,  2.12it/s, loss=0.632, pair=0.006, adv=5.219, sprd=0.022]
Ep 066/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:46,  2.12it/s, loss=0.648, pair=0.006, adv=5.747, sprd=0.025]
Ep 066/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.648, pair=0.006, adv=5.747, sprd=0.025]
Ep 066/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.660, pair=0.005, adv=4.523, sprd=0.026]
Ep 066/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:46,  2.09it/s, loss=0.660, pair=0.005, adv=4.523, sprd=0.026]
Ep 066/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:46,  2.09it/s, loss=0.622, pair=0.006, adv=4.472, sprd=0.016]
Ep 066/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.622, pair=0.006, adv=4.472, sprd=0.016]
Ep 066/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:48,  2.04it/s, loss=0.666, pair=0.004, adv=5.572, sprd=0.026]
Ep 066/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.12it/s, loss=0.666, pair=0.004, adv=5.572, sprd=0.026]
Ep 066/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.12it/s, loss=0.632, pair=0.003, adv=5.047, sprd=0.022]
Ep 066/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.632, pair=0.003, adv=5.047, sprd=0.022]
Ep 066/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.03it/s, loss=0.649, pair=0.005, adv=5.417, sprd=0.021]
Ep 066/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.15it/s, loss=0.649, pair=0.005, adv=5.417, sprd=0.021]
Ep 066/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.15it/s, loss=0.604, pair=0.002, adv=4.211, sprd=0.013]
Ep 066/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:51,  1.95it/s, loss=0.604, pair=0.002, adv=4.211, sprd=0.013]
Ep 066/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:51,  1.95it/s, loss=0.641, pair=0.004, adv=6.273, sprd=0.025]
Ep 066/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:46,  2.04it/s, loss=0.641, pair=0.004, adv=6.273, sprd=0.025]
Ep 066/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:46,  2.04it/s, loss=0.662, pair=0.001, adv=5.963, sprd=0.029]
Ep 066/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:50,  1.96it/s, loss=0.662, pair=0.001, adv=5.963, sprd=0.029]
Ep 066/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:50,  1.96it/s, loss=0.651, pair=0.000, adv=5.345, sprd=0.024]
Ep 066/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:43,  2.07it/s, loss=0.651, pair=0.000, adv=5.345, sprd=0.024]
Ep 066/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:43,  2.07it/s, loss=0.652, pair=0.002, adv=5.353, sprd=0.023]
Ep 066/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:47,  1.98it/s, loss=0.652, pair=0.002, adv=5.353, sprd=0.023]
Ep 066/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:47,  1.98it/s, loss=0.687, pair=0.000, adv=5.819, sprd=0.034]
Ep 066/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:43,  2.06it/s, loss=0.687, pair=0.000, adv=5.819, sprd=0.034]
Ep 066/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:43,  2.06it/s, loss=0.717, pair=0.000, adv=5.360, sprd=0.024]
Ep 066/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:46,  1.99it/s, loss=0.717, pair=0.000, adv=5.360, sprd=0.024]
Ep 066/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:46,  1.99it/s, loss=0.626, pair=0.000, adv=5.613, sprd=0.019]
Ep 066/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.626, pair=0.000, adv=5.613, sprd=0.019]
Ep 066/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.640, pair=0.000, adv=6.267, sprd=0.022]
Ep 066/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:43,  2.03it/s, loss=0.640, pair=0.000, adv=6.267, sprd=0.022]
Ep 066/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:43,  2.03it/s, loss=0.623, pair=0.001, adv=5.190, sprd=0.020]
Ep 066/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:38,  2.12it/s, loss=0.623, pair=0.001, adv=5.190, sprd=0.020]
Ep 066/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:38,  2.12it/s, loss=0.657, pair=0.001, adv=5.454, sprd=0.025]
Ep 066/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:42,  2.03it/s, loss=0.657, pair=0.001, adv=5.454, sprd=0.025]
Ep 066/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:42,  2.03it/s, loss=0.642, pair=0.000, adv=4.956, sprd=0.021]
Ep 066/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:37,  2.13it/s, loss=0.642, pair=0.000, adv=4.956, sprd=0.021]
Ep 066/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:37,  2.13it/s, loss=0.616, pair=0.000, adv=5.298, sprd=0.020]
Ep 066/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:41,  2.02it/s, loss=0.616, pair=0.000, adv=5.298, sprd=0.020]
Ep 066/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:41,  2.02it/s, loss=1.404, pair=2.189, adv=7.488, sprd=0.019]
Ep 066/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.17it/s, loss=1.404, pair=2.189, adv=7.488, sprd=0.019]
Ep 066/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.17it/s, loss=0.646, pair=0.000, adv=6.278, sprd=0.023]
Ep 066/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.04it/s, loss=0.646, pair=0.000, adv=6.278, sprd=0.023]
Ep 066/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:39,  2.04it/s, loss=0.622, pair=0.000, adv=5.312, sprd=0.019]
Ep 066/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:34,  2.14it/s, loss=0.622, pair=0.000, adv=5.312, sprd=0.019]
Ep 066/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:34,  2.14it/s, loss=0.659, pair=0.000, adv=5.017, sprd=0.021]
Ep 066/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:38,  2.05it/s, loss=0.659, pair=0.000, adv=5.017, sprd=0.021]
Ep 066/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:38,  2.05it/s, loss=0.641, pair=0.000, adv=5.106, sprd=0.022]
Ep 066/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:33,  2.15it/s, loss=0.641, pair=0.000, adv=5.106, sprd=0.022]
Ep 066/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:33,  2.15it/s, loss=0.625, pair=0.001, adv=4.318, sprd=0.016]
Ep 066/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.06it/s, loss=0.625, pair=0.001, adv=4.318, sprd=0.016]
Ep 066/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:37,  2.06it/s, loss=0.647, pair=0.000, adv=4.765, sprd=0.023]
Ep 066/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:33,  2.13it/s, loss=0.647, pair=0.000, adv=4.765, sprd=0.023]
Ep 066/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:33,  2.13it/s, loss=0.625, pair=0.000, adv=4.205, sprd=0.017]
Ep 066/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:36,  2.05it/s, loss=0.625, pair=0.000, adv=4.205, sprd=0.017]
Ep 066/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:36,  2.05it/s, loss=0.652, pair=0.001, adv=5.693, sprd=0.024]
Ep 066/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.14it/s, loss=0.652, pair=0.001, adv=5.693, sprd=0.024]
Ep 066/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.14it/s, loss=0.657, pair=0.000, adv=4.869, sprd=0.026]
Ep 066/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:36,  2.03it/s, loss=0.657, pair=0.000, adv=4.869, sprd=0.026]
Ep 066/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:36,  2.03it/s, loss=0.651, pair=0.002, adv=5.487, sprd=0.021]
Ep 066/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:30,  2.14it/s, loss=0.651, pair=0.002, adv=5.487, sprd=0.021]
Ep 066/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:30,  2.14it/s, loss=0.662, pair=0.000, adv=5.736, sprd=0.026]
Ep 066/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:39,  1.96it/s, loss=0.662, pair=0.000, adv=5.736, sprd=0.026]
Ep 066/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:39,  1.96it/s, loss=0.599, pair=0.000, adv=4.943, sprd=0.016]
Ep 066/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:32,  2.09it/s, loss=0.599, pair=0.000, adv=4.943, sprd=0.016]
Ep 066/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:32,  2.09it/s, loss=0.640, pair=0.000, adv=5.297, sprd=0.020]
Ep 066/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:35,  2.01it/s, loss=0.640, pair=0.000, adv=5.297, sprd=0.020]
Ep 066/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:35,  2.01it/s, loss=0.641, pair=0.001, adv=4.651, sprd=0.022]
Ep 066/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:30,  2.10it/s, loss=0.641, pair=0.001, adv=4.651, sprd=0.022]
Ep 066/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:30,  2.10it/s, loss=0.650, pair=0.004, adv=5.355, sprd=0.021]
Ep 066/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:33,  2.02it/s, loss=0.650, pair=0.004, adv=5.355, sprd=0.021]
Ep 066/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:33,  2.02it/s, loss=0.591, pair=0.002, adv=4.506, sprd=0.014]
Ep 066/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:28,  2.15it/s, loss=0.591, pair=0.002, adv=4.506, sprd=0.014]
Ep 066/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:28,  2.15it/s, loss=0.657, pair=0.003, adv=5.285, sprd=0.025]
Ep 066/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:32,  2.02it/s, loss=0.657, pair=0.003, adv=5.285, sprd=0.025]
Ep 066/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:32,  2.02it/s, loss=0.679, pair=0.002, adv=5.953, sprd=0.028]
Ep 066/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.679, pair=0.002, adv=5.953, sprd=0.028]
Ep 066/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:27,  2.13it/s, loss=0.644, pair=0.005, adv=6.904, sprd=0.025]
Ep 066/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:32,  2.02it/s, loss=0.644, pair=0.005, adv=6.904, sprd=0.025]
Ep 066/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:32,  2.02it/s, loss=0.635, pair=0.004, adv=4.878, sprd=0.021]
Ep 066/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:27,  2.12it/s, loss=0.635, pair=0.004, adv=4.878, sprd=0.021]
Ep 066/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:27,  2.12it/s, loss=0.633, pair=0.004, adv=4.817, sprd=0.018]
Ep 066/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.06it/s, loss=0.633, pair=0.004, adv=4.817, sprd=0.018]
Ep 066/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.06it/s, loss=0.620, pair=0.003, adv=5.632, sprd=0.020]
Ep 066/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.15it/s, loss=0.620, pair=0.003, adv=5.632, sprd=0.020]
Ep 066/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:25,  2.15it/s, loss=0.679, pair=0.005, adv=5.382, sprd=0.029]
Ep 066/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:28,  2.05it/s, loss=0.679, pair=0.005, adv=5.382, sprd=0.029]
Ep 066/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:28,  2.05it/s, loss=0.663, pair=0.004, adv=5.488, sprd=0.029]
Ep 066/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:25,  2.12it/s, loss=0.663, pair=0.004, adv=5.488, sprd=0.029]
Ep 066/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:25,  2.12it/s, loss=0.710, pair=0.001, adv=4.540, sprd=0.023]
Ep 066/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:28,  2.04it/s, loss=0.710, pair=0.001, adv=4.540, sprd=0.023]
Ep 066/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:28,  2.04it/s, loss=0.678, pair=0.006, adv=4.977, sprd=0.028]
Ep 066/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:24,  2.11it/s, loss=0.678, pair=0.006, adv=4.977, sprd=0.028]
Ep 066/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:24,  2.11it/s, loss=0.648, pair=0.000, adv=6.480, sprd=0.024]
Ep 066/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:27,  2.04it/s, loss=0.648, pair=0.000, adv=6.480, sprd=0.024]
Ep 066/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:27,  2.04it/s, loss=0.616, pair=0.002, adv=4.292, sprd=0.014]
Ep 066/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.17it/s, loss=0.616, pair=0.002, adv=4.292, sprd=0.014]
Ep 066/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:21,  2.17it/s, loss=0.607, pair=0.000, adv=4.254, sprd=0.013]
Ep 066/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:25,  2.07it/s, loss=0.607, pair=0.000, adv=4.254, sprd=0.013]
Ep 066/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:25,  2.07it/s, loss=0.689, pair=0.000, adv=5.593, sprd=0.029]
Ep 066/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.15it/s, loss=0.689, pair=0.000, adv=5.593, sprd=0.029]
Ep 066/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:21,  2.15it/s, loss=0.624, pair=0.000, adv=5.529, sprd=0.019]
Ep 066/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:24,  2.05it/s, loss=0.624, pair=0.000, adv=5.529, sprd=0.019]
Ep 066/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:24,  2.05it/s, loss=0.621, pair=0.000, adv=4.913, sprd=0.021]
Ep 066/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:21,  2.12it/s, loss=0.621, pair=0.000, adv=4.913, sprd=0.021]
Ep 066/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:21,  2.12it/s, loss=0.626, pair=0.000, adv=5.353, sprd=0.020]
Ep 066/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:24,  2.03it/s, loss=0.626, pair=0.000, adv=5.353, sprd=0.020]
Ep 066/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:24,  2.03it/s, loss=0.621, pair=0.000, adv=4.604, sprd=0.019]
Ep 066/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:20,  2.11it/s, loss=0.621, pair=0.000, adv=4.604, sprd=0.019]
Ep 066/80 [S3:+sens]:  62%|█▏| 282/453 [02:16<01:20,  2.11it/s, loss=0.615, pair=0.000, adv=4.306, sprd=0.018]
Ep 066/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.02it/s, loss=0.615, pair=0.000, adv=4.306, sprd=0.018]
Ep 066/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.02it/s, loss=0.636, pair=0.000, adv=5.265, sprd=0.020]
Ep 066/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.12it/s, loss=0.636, pair=0.000, adv=5.265, sprd=0.020]
Ep 066/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.12it/s, loss=0.624, pair=0.003, adv=4.687, sprd=0.013]
Ep 066/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:19,  2.10it/s, loss=0.624, pair=0.003, adv=4.687, sprd=0.013]
Ep 066/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:19,  2.10it/s, loss=0.643, pair=0.000, adv=5.273, sprd=0.023]
Ep 066/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:16,  2.18it/s, loss=0.643, pair=0.000, adv=5.273, sprd=0.023]
Ep 066/80 [S3:+sens]:  63%|█▎| 286/453 [02:18<01:16,  2.18it/s, loss=0.608, pair=0.000, adv=5.028, sprd=0.017]
Ep 066/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:25,  1.93it/s, loss=0.608, pair=0.000, adv=5.028, sprd=0.017]
Ep 066/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:25,  1.93it/s, loss=0.645, pair=0.000, adv=5.513, sprd=0.024]
Ep 066/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:20,  2.04it/s, loss=0.645, pair=0.000, adv=5.513, sprd=0.024]
Ep 066/80 [S3:+sens]:  64%|█▎| 288/453 [02:19<01:20,  2.04it/s, loss=0.625, pair=0.000, adv=5.642, sprd=0.021]
Ep 066/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:22,  1.99it/s, loss=0.625, pair=0.000, adv=5.642, sprd=0.021]
Ep 066/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:22,  1.99it/s, loss=0.645, pair=0.000, adv=6.298, sprd=0.026]
Ep 066/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.07it/s, loss=0.645, pair=0.000, adv=6.298, sprd=0.026]
Ep 066/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.07it/s, loss=0.680, pair=0.000, adv=5.716, sprd=0.026]
Ep 066/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.680, pair=0.000, adv=5.716, sprd=0.026]
Ep 066/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:20,  2.02it/s, loss=0.610, pair=0.000, adv=4.975, sprd=0.017]
Ep 066/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:16,  2.12it/s, loss=0.610, pair=0.000, adv=4.975, sprd=0.017]
Ep 066/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:16,  2.12it/s, loss=0.663, pair=0.002, adv=5.148, sprd=0.023]
Ep 066/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.07it/s, loss=0.663, pair=0.002, adv=5.148, sprd=0.023]
Ep 066/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:17,  2.07it/s, loss=0.713, pair=0.000, adv=6.762, sprd=0.038]
Ep 066/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.12it/s, loss=0.713, pair=0.000, adv=6.762, sprd=0.038]
Ep 066/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.12it/s, loss=0.645, pair=0.000, adv=5.089, sprd=0.019]
Ep 066/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.06it/s, loss=0.645, pair=0.000, adv=5.089, sprd=0.019]
Ep 066/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:16,  2.06it/s, loss=0.624, pair=0.000, adv=6.220, sprd=0.020]
Ep 066/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.16it/s, loss=0.624, pair=0.000, adv=6.220, sprd=0.020]
Ep 066/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.16it/s, loss=0.635, pair=0.000, adv=4.466, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:16,  2.04it/s, loss=0.635, pair=0.000, adv=4.466, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:16,  2.04it/s, loss=0.631, pair=0.002, adv=4.644, sprd=0.019]
Ep 066/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:12,  2.14it/s, loss=0.631, pair=0.002, adv=4.644, sprd=0.019]
Ep 066/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:12,  2.14it/s, loss=0.603, pair=0.000, adv=4.893, sprd=0.015]
Ep 066/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.07it/s, loss=0.603, pair=0.000, adv=4.893, sprd=0.015]
Ep 066/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:14,  2.07it/s, loss=0.629, pair=0.000, adv=4.992, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:10,  2.16it/s, loss=0.629, pair=0.000, adv=4.992, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:10,  2.16it/s, loss=0.628, pair=0.000, adv=5.149, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:13,  2.06it/s, loss=0.628, pair=0.000, adv=5.149, sprd=0.020]
Ep 066/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:13,  2.06it/s, loss=0.602, pair=0.008, adv=4.927, sprd=0.018]
Ep 066/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:11,  2.12it/s, loss=0.602, pair=0.008, adv=4.927, sprd=0.018]
Ep 066/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:11,  2.12it/s, loss=0.657, pair=0.000, adv=5.963, sprd=0.023]
Ep 066/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.07it/s, loss=0.657, pair=0.000, adv=5.963, sprd=0.023]
Ep 066/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:12,  2.07it/s, loss=0.640, pair=0.000, adv=6.014, sprd=0.022]
Ep 066/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:08,  2.16it/s, loss=0.640, pair=0.000, adv=6.014, sprd=0.022]
Ep 066/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:08,  2.16it/s, loss=0.690, pair=0.001, adv=5.795, sprd=0.019]
Ep 066/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:10,  2.09it/s, loss=0.690, pair=0.001, adv=5.795, sprd=0.019]
Ep 066/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:10,  2.09it/s, loss=0.585, pair=0.000, adv=4.518, sprd=0.013]
Ep 066/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:07,  2.17it/s, loss=0.585, pair=0.000, adv=4.518, sprd=0.013]
Ep 066/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:07,  2.17it/s, loss=0.595, pair=0.001, adv=4.365, sprd=0.012]
Ep 066/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:08,  2.12it/s, loss=0.595, pair=0.001, adv=4.365, sprd=0.012]
Ep 066/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:08,  2.12it/s, loss=0.635, pair=0.000, adv=5.225, sprd=0.023]
Ep 066/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:06,  2.17it/s, loss=0.635, pair=0.000, adv=5.225, sprd=0.023]
Ep 066/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.17it/s, loss=0.641, pair=0.001, adv=5.481, sprd=0.022]
Ep 066/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.07it/s, loss=0.641, pair=0.001, adv=5.481, sprd=0.022]
Ep 066/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.07it/s, loss=0.628, pair=0.000, adv=4.038, sprd=0.018]
Ep 066/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.628, pair=0.000, adv=4.038, sprd=0.018]
Ep 066/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:05,  2.17it/s, loss=0.631, pair=0.000, adv=5.763, sprd=0.021]
Ep 066/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.08it/s, loss=0.631, pair=0.000, adv=5.763, sprd=0.021]
Ep 066/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.08it/s, loss=0.610, pair=0.000, adv=4.410, sprd=0.015]
Ep 066/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.17it/s, loss=0.610, pair=0.000, adv=4.410, sprd=0.015]
Ep 066/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:04,  2.17it/s, loss=0.623, pair=0.002, adv=5.231, sprd=0.018]
Ep 066/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.07it/s, loss=0.623, pair=0.002, adv=5.231, sprd=0.018]
Ep 066/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.07it/s, loss=0.585, pair=0.000, adv=4.973, sprd=0.012]
Ep 066/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.20it/s, loss=0.585, pair=0.000, adv=4.973, sprd=0.012]
Ep 066/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:03,  2.20it/s, loss=0.630, pair=0.002, adv=4.773, sprd=0.019]
Ep 066/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:09,  1.97it/s, loss=0.630, pair=0.002, adv=4.773, sprd=0.019]
Ep 066/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:09,  1.97it/s, loss=0.633, pair=0.000, adv=5.587, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.09it/s, loss=0.633, pair=0.000, adv=5.587, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:05,  2.09it/s, loss=0.663, pair=0.000, adv=5.700, sprd=0.024]
Ep 066/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.04it/s, loss=0.663, pair=0.000, adv=5.700, sprd=0.024]
Ep 066/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.04it/s, loss=0.663, pair=0.004, adv=4.981, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.16it/s, loss=0.663, pair=0.004, adv=4.981, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:02,  2.16it/s, loss=0.636, pair=0.000, adv=5.346, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:03,  2.09it/s, loss=0.636, pair=0.000, adv=5.346, sprd=0.021]
Ep 066/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:03,  2.09it/s, loss=0.643, pair=0.004, adv=5.290, sprd=0.020]
Ep 066/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:00,  2.18it/s, loss=0.643, pair=0.004, adv=5.290, sprd=0.020]
Ep 066/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:00,  2.18it/s, loss=0.676, pair=0.004, adv=5.547, sprd=0.027]
Ep 066/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:03,  2.07it/s, loss=0.676, pair=0.004, adv=5.547, sprd=0.027]
Ep 066/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:03,  2.07it/s, loss=0.616, pair=0.001, adv=4.325, sprd=0.018]
Ep 066/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:00,  2.15it/s, loss=0.616, pair=0.001, adv=4.325, sprd=0.018]
Ep 066/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:00,  2.15it/s, loss=0.666, pair=0.000, adv=6.038, sprd=0.028]
Ep 066/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.02it/s, loss=0.666, pair=0.000, adv=6.038, sprd=0.028]
Ep 066/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.02it/s, loss=0.634, pair=0.002, adv=5.030, sprd=0.020]
Ep 066/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.12it/s, loss=0.634, pair=0.002, adv=5.030, sprd=0.020]
Ep 066/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:00,  2.12it/s, loss=0.635, pair=0.000, adv=5.201, sprd=0.021]
Ep 066/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:03,  2.02it/s, loss=0.635, pair=0.000, adv=5.201, sprd=0.021]
Ep 066/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:03,  2.02it/s, loss=0.615, pair=0.000, adv=5.194, sprd=0.020]
Ep 066/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:00,  2.09it/s, loss=0.615, pair=0.000, adv=5.194, sprd=0.020]
Ep 066/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<01:00,  2.09it/s, loss=0.737, pair=0.000, adv=5.412, sprd=0.030]
Ep 066/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:03,  2.00it/s, loss=0.737, pair=0.000, adv=5.412, sprd=0.030]
Ep 066/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:03,  2.00it/s, loss=0.640, pair=0.000, adv=5.011, sprd=0.022]
Ep 066/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:59,  2.10it/s, loss=0.640, pair=0.000, adv=5.011, sprd=0.022]
Ep 066/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:59,  2.10it/s, loss=0.652, pair=0.000, adv=5.455, sprd=0.022]
Ep 066/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:01,  2.01it/s, loss=0.652, pair=0.000, adv=5.455, sprd=0.022]
Ep 066/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:01,  2.01it/s, loss=0.658, pair=0.000, adv=5.865, sprd=0.026]
Ep 066/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:58,  2.10it/s, loss=0.658, pair=0.000, adv=5.865, sprd=0.026]
Ep 066/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.10it/s, loss=0.626, pair=0.000, adv=5.722, sprd=0.019]
Ep 066/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:00,  2.02it/s, loss=0.626, pair=0.000, adv=5.722, sprd=0.019]
Ep 066/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:00,  2.02it/s, loss=0.660, pair=0.000, adv=6.139, sprd=0.026]
Ep 066/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:57,  2.11it/s, loss=0.660, pair=0.000, adv=6.139, sprd=0.026]
Ep 066/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:57,  2.11it/s, loss=0.607, pair=0.000, adv=4.715, sprd=0.019]
Ep 066/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.01it/s, loss=0.607, pair=0.000, adv=4.715, sprd=0.019]
Ep 066/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.01it/s, loss=0.640, pair=0.000, adv=4.653, sprd=0.019]
Ep 066/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.12it/s, loss=0.640, pair=0.000, adv=4.653, sprd=0.019]
Ep 066/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.12it/s, loss=0.672, pair=0.000, adv=6.805, sprd=0.027]
Ep 066/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.672, pair=0.000, adv=6.805, sprd=0.027]
Ep 066/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:57,  2.05it/s, loss=0.608, pair=0.000, adv=5.418, sprd=0.017]
Ep 066/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.15it/s, loss=0.608, pair=0.000, adv=5.418, sprd=0.017]
Ep 066/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.15it/s, loss=0.587, pair=0.000, adv=4.192, sprd=0.014]
Ep 066/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.03it/s, loss=0.587, pair=0.000, adv=4.192, sprd=0.014]
Ep 066/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:57,  2.03it/s, loss=0.625, pair=0.000, adv=6.075, sprd=0.021]
Ep 066/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.12it/s, loss=0.625, pair=0.000, adv=6.075, sprd=0.021]
Ep 066/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.12it/s, loss=0.617, pair=0.000, adv=5.747, sprd=0.020]
Ep 066/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:56,  2.02it/s, loss=0.617, pair=0.000, adv=5.747, sprd=0.020]
Ep 066/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:56,  2.02it/s, loss=0.660, pair=0.001, adv=6.180, sprd=0.024]
Ep 066/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.13it/s, loss=0.660, pair=0.001, adv=6.180, sprd=0.024]
Ep 066/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.13it/s, loss=0.640, pair=0.000, adv=5.519, sprd=0.022]
Ep 066/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:55,  2.03it/s, loss=0.640, pair=0.000, adv=5.519, sprd=0.022]
Ep 066/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:55,  2.03it/s, loss=0.649, pair=0.000, adv=5.590, sprd=0.023]
Ep 066/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.14it/s, loss=0.649, pair=0.000, adv=5.590, sprd=0.023]
Ep 066/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.14it/s, loss=0.668, pair=0.000, adv=6.632, sprd=0.028]
Ep 066/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.04it/s, loss=0.668, pair=0.000, adv=6.632, sprd=0.028]
Ep 066/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:54,  2.04it/s, loss=0.677, pair=0.000, adv=5.891, sprd=0.029]
Ep 066/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.677, pair=0.000, adv=5.891, sprd=0.029]
Ep 066/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.709, pair=0.000, adv=4.851, sprd=0.026]
Ep 066/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:56,  1.91it/s, loss=0.709, pair=0.000, adv=4.851, sprd=0.026]
Ep 066/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:56,  1.91it/s, loss=0.623, pair=0.000, adv=4.952, sprd=0.017]
Ep 066/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:52,  2.05it/s, loss=0.623, pair=0.000, adv=4.952, sprd=0.017]
Ep 066/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:52,  2.05it/s, loss=0.594, pair=0.000, adv=5.574, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:52,  2.02it/s, loss=0.594, pair=0.000, adv=5.574, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:52,  2.02it/s, loss=0.619, pair=0.000, adv=4.615, sprd=0.017]
Ep 066/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.13it/s, loss=0.619, pair=0.000, adv=4.615, sprd=0.017]
Ep 066/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.13it/s, loss=0.621, pair=0.003, adv=4.854, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:49,  2.09it/s, loss=0.621, pair=0.003, adv=4.854, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:49,  2.09it/s, loss=0.635, pair=0.000, adv=5.594, sprd=0.023]
Ep 066/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:47,  2.15it/s, loss=0.635, pair=0.000, adv=5.594, sprd=0.023]
Ep 066/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:47,  2.15it/s, loss=0.607, pair=0.001, adv=5.146, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.07it/s, loss=0.607, pair=0.001, adv=5.146, sprd=0.015]
Ep 066/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:49,  2.07it/s, loss=0.677, pair=0.000, adv=5.511, sprd=0.028]
Ep 066/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.15it/s, loss=0.677, pair=0.000, adv=5.511, sprd=0.028]
Ep 066/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.15it/s, loss=0.643, pair=0.001, adv=6.697, sprd=0.024]
Ep 066/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.05it/s, loss=0.643, pair=0.001, adv=6.697, sprd=0.024]
Ep 066/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.05it/s, loss=0.617, pair=0.000, adv=4.628, sprd=0.019]
Ep 066/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.14it/s, loss=0.617, pair=0.000, adv=4.628, sprd=0.019]
Ep 066/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.14it/s, loss=0.630, pair=0.000, adv=5.269, sprd=0.020]
Ep 066/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.04it/s, loss=0.630, pair=0.000, adv=5.269, sprd=0.020]
Ep 066/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:48,  2.04it/s, loss=0.602, pair=0.000, adv=4.780, sprd=0.016]
Ep 066/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:45,  2.15it/s, loss=0.602, pair=0.000, adv=4.780, sprd=0.016]
Ep 066/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:45,  2.15it/s, loss=0.585, pair=0.000, adv=4.054, sprd=0.014]
Ep 066/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.585, pair=0.000, adv=4.054, sprd=0.014]
Ep 066/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.585, pair=0.002, adv=5.017, sprd=0.014]
Ep 066/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.17it/s, loss=0.585, pair=0.002, adv=5.017, sprd=0.014]
Ep 066/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:43,  2.17it/s, loss=0.631, pair=0.002, adv=5.618, sprd=0.021]
Ep 066/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.05it/s, loss=0.631, pair=0.002, adv=5.618, sprd=0.021]
Ep 066/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.05it/s, loss=0.643, pair=0.002, adv=5.711, sprd=0.023]
Ep 066/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.643, pair=0.002, adv=5.711, sprd=0.023]
Ep 066/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.14it/s, loss=0.651, pair=0.003, adv=4.831, sprd=0.022]
Ep 066/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:45,  2.04it/s, loss=0.651, pair=0.003, adv=4.831, sprd=0.022]
Ep 066/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:45,  2.04it/s, loss=0.616, pair=0.003, adv=5.326, sprd=0.019]
Ep 066/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.15it/s, loss=0.616, pair=0.003, adv=5.326, sprd=0.019]
Ep 066/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.15it/s, loss=0.611, pair=0.003, adv=4.672, sprd=0.016]
Ep 066/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.05it/s, loss=0.611, pair=0.003, adv=4.672, sprd=0.016]
Ep 066/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.05it/s, loss=0.625, pair=0.002, adv=5.075, sprd=0.017]
Ep 066/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.16it/s, loss=0.625, pair=0.002, adv=5.075, sprd=0.017]
Ep 066/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.16it/s, loss=0.625, pair=0.005, adv=4.053, sprd=0.016]
Ep 066/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.06it/s, loss=0.625, pair=0.005, adv=4.053, sprd=0.016]
Ep 066/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.06it/s, loss=0.645, pair=0.003, adv=5.773, sprd=0.025]
Ep 066/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.14it/s, loss=0.645, pair=0.003, adv=5.773, sprd=0.025]
Ep 066/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.14it/s, loss=0.633, pair=0.002, adv=4.768, sprd=0.019]
Ep 066/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.04it/s, loss=0.633, pair=0.002, adv=4.768, sprd=0.019]
Ep 066/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.04it/s, loss=0.602, pair=0.002, adv=4.288, sprd=0.013]
Ep 066/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:38,  2.19it/s, loss=0.602, pair=0.002, adv=4.288, sprd=0.013]
Ep 066/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:38,  2.19it/s, loss=0.634, pair=0.001, adv=5.652, sprd=0.022]
Ep 066/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:42,  1.96it/s, loss=0.634, pair=0.001, adv=5.652, sprd=0.022]
Ep 066/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:42,  1.96it/s, loss=0.631, pair=0.001, adv=4.666, sprd=0.021]
Ep 066/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.07it/s, loss=0.631, pair=0.001, adv=4.666, sprd=0.021]
Ep 066/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:40,  2.07it/s, loss=0.666, pair=0.000, adv=5.501, sprd=0.028]
Ep 066/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:41,  2.00it/s, loss=0.666, pair=0.000, adv=5.501, sprd=0.028]
Ep 066/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:41,  2.00it/s, loss=0.642, pair=0.001, adv=5.939, sprd=0.025]
Ep 066/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.08it/s, loss=0.642, pair=0.001, adv=5.939, sprd=0.025]
Ep 066/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:38,  2.08it/s, loss=0.683, pair=0.000, adv=6.057, sprd=0.019]
Ep 066/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:38,  2.05it/s, loss=0.683, pair=0.000, adv=6.057, sprd=0.019]
Ep 066/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:38,  2.05it/s, loss=0.629, pair=0.000, adv=5.155, sprd=0.023]
Ep 066/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.11it/s, loss=0.629, pair=0.000, adv=5.155, sprd=0.023]
Ep 066/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.11it/s, loss=0.596, pair=0.001, adv=5.361, sprd=0.015]
Ep 066/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:38,  2.04it/s, loss=0.596, pair=0.001, adv=5.361, sprd=0.015]
Ep 066/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:38,  2.04it/s, loss=0.642, pair=0.002, adv=5.482, sprd=0.021]
Ep 066/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.14it/s, loss=0.642, pair=0.002, adv=5.482, sprd=0.021]
Ep 066/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:35,  2.14it/s, loss=0.682, pair=0.016, adv=5.743, sprd=0.026]
Ep 066/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.06it/s, loss=0.682, pair=0.016, adv=5.743, sprd=0.026]
Ep 066/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.06it/s, loss=0.637, pair=0.000, adv=5.416, sprd=0.022]
Ep 066/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.14it/s, loss=0.637, pair=0.000, adv=5.416, sprd=0.022]
Ep 066/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.14it/s, loss=0.674, pair=0.000, adv=5.799, sprd=0.031]
Ep 066/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:36,  2.02it/s, loss=0.674, pair=0.000, adv=5.799, sprd=0.031]
Ep 066/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:36,  2.02it/s, loss=0.680, pair=0.001, adv=5.203, sprd=0.028]
Ep 066/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:34,  2.11it/s, loss=0.680, pair=0.001, adv=5.203, sprd=0.028]
Ep 066/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:34,  2.11it/s, loss=0.672, pair=0.000, adv=4.392, sprd=0.026]
Ep 066/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.03it/s, loss=0.672, pair=0.000, adv=4.392, sprd=0.026]
Ep 066/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.03it/s, loss=0.649, pair=0.000, adv=5.568, sprd=0.021]
Ep 066/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:33,  2.14it/s, loss=0.649, pair=0.000, adv=5.568, sprd=0.021]
Ep 066/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:33,  2.14it/s, loss=0.667, pair=0.000, adv=5.813, sprd=0.026]
Ep 066/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.05it/s, loss=0.667, pair=0.000, adv=5.813, sprd=0.026]
Ep 066/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.05it/s, loss=0.622, pair=0.000, adv=4.520, sprd=0.020]
Ep 066/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:32,  2.13it/s, loss=0.622, pair=0.000, adv=4.520, sprd=0.020]
Ep 066/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:32,  2.13it/s, loss=0.665, pair=0.000, adv=5.307, sprd=0.027]
Ep 066/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.02it/s, loss=0.665, pair=0.000, adv=5.307, sprd=0.027]
Ep 066/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.02it/s, loss=0.644, pair=0.000, adv=5.850, sprd=0.026]
Ep 066/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:32,  2.09it/s, loss=0.644, pair=0.000, adv=5.850, sprd=0.026]
Ep 066/80 [S3:+sens]:  85%|█▋| 386/453 [03:06<00:32,  2.09it/s, loss=0.625, pair=0.001, adv=5.797, sprd=0.021]
Ep 066/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:32,  2.00it/s, loss=0.625, pair=0.001, adv=5.797, sprd=0.021]
Ep 066/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:32,  2.00it/s, loss=0.630, pair=0.000, adv=5.378, sprd=0.018]
Ep 066/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.13it/s, loss=0.630, pair=0.000, adv=5.378, sprd=0.018]
Ep 066/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.13it/s, loss=0.633, pair=0.000, adv=4.783, sprd=0.017]
Ep 066/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.04it/s, loss=0.633, pair=0.000, adv=4.783, sprd=0.017]
Ep 066/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.04it/s, loss=0.669, pair=0.000, adv=5.372, sprd=0.025]
Ep 066/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.14it/s, loss=0.669, pair=0.000, adv=5.372, sprd=0.025]
Ep 066/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.14it/s, loss=0.653, pair=0.002, adv=4.972, sprd=0.026]
Ep 066/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.03it/s, loss=0.653, pair=0.002, adv=4.972, sprd=0.026]
Ep 066/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.03it/s, loss=0.654, pair=0.000, adv=6.021, sprd=0.026]
Ep 066/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.12it/s, loss=0.654, pair=0.000, adv=6.021, sprd=0.026]
Ep 066/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.12it/s, loss=0.675, pair=0.000, adv=6.122, sprd=0.019]
Ep 066/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.06it/s, loss=0.675, pair=0.000, adv=6.122, sprd=0.019]
Ep 066/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:29,  2.06it/s, loss=0.663, pair=0.002, adv=6.146, sprd=0.027]
Ep 066/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.14it/s, loss=0.663, pair=0.002, adv=6.146, sprd=0.027]
Ep 066/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.14it/s, loss=0.647, pair=0.001, adv=4.504, sprd=0.019]
Ep 066/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.03it/s, loss=0.647, pair=0.001, adv=4.504, sprd=0.019]
Ep 066/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.03it/s, loss=0.634, pair=0.001, adv=5.044, sprd=0.014]
Ep 066/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.18it/s, loss=0.634, pair=0.001, adv=5.044, sprd=0.014]
Ep 066/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.18it/s, loss=0.646, pair=0.000, adv=5.563, sprd=0.026]
Ep 066/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:29,  1.92it/s, loss=0.646, pair=0.000, adv=5.563, sprd=0.026]
Ep 066/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:29,  1.92it/s, loss=0.609, pair=0.006, adv=5.183, sprd=0.018]
Ep 066/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:27,  2.03it/s, loss=0.609, pair=0.006, adv=5.183, sprd=0.018]
Ep 066/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:27,  2.03it/s, loss=0.678, pair=0.003, adv=4.871, sprd=0.028]
Ep 066/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:27,  1.97it/s, loss=0.678, pair=0.003, adv=4.871, sprd=0.028]
Ep 066/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:27,  1.97it/s, loss=0.680, pair=0.002, adv=6.824, sprd=0.028]
Ep 066/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:25,  2.08it/s, loss=0.680, pair=0.002, adv=6.824, sprd=0.028]
Ep 066/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:25,  2.08it/s, loss=0.627, pair=0.001, adv=4.623, sprd=0.019]
Ep 066/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.03it/s, loss=0.627, pair=0.001, adv=4.623, sprd=0.019]
Ep 066/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.03it/s, loss=0.647, pair=0.001, adv=4.969, sprd=0.021]
Ep 066/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.14it/s, loss=0.647, pair=0.001, adv=4.969, sprd=0.021]
Ep 066/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.14it/s, loss=0.621, pair=0.004, adv=5.097, sprd=0.015]
Ep 066/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:23,  2.10it/s, loss=0.621, pair=0.004, adv=5.097, sprd=0.015]
Ep 066/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:23,  2.10it/s, loss=0.616, pair=0.001, adv=4.766, sprd=0.015]
Ep 066/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.23it/s, loss=0.616, pair=0.001, adv=4.766, sprd=0.015]
Ep 066/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.23it/s, loss=0.655, pair=0.005, adv=5.927, sprd=0.024]
Ep 066/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:22,  2.11it/s, loss=0.655, pair=0.005, adv=5.927, sprd=0.024]
Ep 066/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:22,  2.11it/s, loss=0.594, pair=0.000, adv=4.414, sprd=0.013]
Ep 066/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.23it/s, loss=0.594, pair=0.000, adv=4.414, sprd=0.013]
Ep 066/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.23it/s, loss=0.629, pair=0.002, adv=6.419, sprd=0.020]
Ep 066/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:21,  2.10it/s, loss=0.629, pair=0.002, adv=6.419, sprd=0.020]
Ep 066/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:21,  2.10it/s, loss=0.668, pair=0.001, adv=4.530, sprd=0.023]
Ep 066/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.20it/s, loss=0.668, pair=0.001, adv=4.530, sprd=0.023]
Ep 066/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:20,  2.20it/s, loss=0.649, pair=0.001, adv=5.037, sprd=0.021]
Ep 066/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.07it/s, loss=0.649, pair=0.001, adv=5.037, sprd=0.021]
Ep 066/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.07it/s, loss=0.655, pair=0.000, adv=5.529, sprd=0.019]
Ep 066/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.20it/s, loss=0.655, pair=0.000, adv=5.529, sprd=0.019]
Ep 066/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:19,  2.20it/s, loss=0.638, pair=0.005, adv=5.846, sprd=0.023]
Ep 066/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.08it/s, loss=0.638, pair=0.005, adv=5.846, sprd=0.023]
Ep 066/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.08it/s, loss=0.646, pair=0.001, adv=5.821, sprd=0.020]
Ep 066/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:18,  2.20it/s, loss=0.646, pair=0.001, adv=5.821, sprd=0.020]
Ep 066/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:18,  2.20it/s, loss=0.624, pair=0.001, adv=5.125, sprd=0.018]
Ep 066/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.10it/s, loss=0.624, pair=0.001, adv=5.125, sprd=0.018]
Ep 066/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.10it/s, loss=0.646, pair=0.001, adv=6.149, sprd=0.022]
Ep 066/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:17,  2.18it/s, loss=0.646, pair=0.001, adv=6.149, sprd=0.022]
Ep 066/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:17,  2.18it/s, loss=0.622, pair=0.002, adv=5.394, sprd=0.018]
Ep 066/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.09it/s, loss=0.622, pair=0.002, adv=5.394, sprd=0.018]
Ep 066/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.09it/s, loss=0.624, pair=0.002, adv=4.884, sprd=0.016]
Ep 066/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:16,  2.23it/s, loss=0.624, pair=0.002, adv=4.884, sprd=0.016]
Ep 066/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:16,  2.23it/s, loss=0.681, pair=0.001, adv=5.981, sprd=0.026]
Ep 066/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.09it/s, loss=0.681, pair=0.001, adv=5.981, sprd=0.026]
Ep 066/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.09it/s, loss=0.660, pair=0.000, adv=5.395, sprd=0.025]
Ep 066/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.17it/s, loss=0.660, pair=0.000, adv=5.395, sprd=0.025]
Ep 066/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.17it/s, loss=0.643, pair=0.000, adv=5.183, sprd=0.024]
Ep 066/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.07it/s, loss=0.643, pair=0.000, adv=5.183, sprd=0.024]
Ep 066/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.07it/s, loss=0.576, pair=0.000, adv=4.585, sprd=0.012]
Ep 066/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.20it/s, loss=0.576, pair=0.000, adv=4.585, sprd=0.012]
Ep 066/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.20it/s, loss=0.645, pair=0.000, adv=5.848, sprd=0.024]
Ep 066/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.04it/s, loss=0.645, pair=0.000, adv=5.848, sprd=0.024]
Ep 066/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.04it/s, loss=0.612, pair=0.001, adv=4.782, sprd=0.019]
Ep 066/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.14it/s, loss=0.612, pair=0.001, adv=4.782, sprd=0.019]
Ep 066/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.14it/s, loss=0.632, pair=0.000, adv=6.172, sprd=0.021]
Ep 066/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.05it/s, loss=0.632, pair=0.000, adv=6.172, sprd=0.021]
Ep 066/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.05it/s, loss=0.654, pair=0.000, adv=6.342, sprd=0.022]
Ep 066/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.17it/s, loss=0.654, pair=0.000, adv=6.342, sprd=0.022]
Ep 066/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.17it/s, loss=0.667, pair=0.001, adv=6.857, sprd=0.025]
Ep 066/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:14,  1.97it/s, loss=0.667, pair=0.001, adv=6.857, sprd=0.025]
Ep 066/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:14,  1.97it/s, loss=0.663, pair=0.001, adv=5.480, sprd=0.024]
Ep 066/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.09it/s, loss=0.663, pair=0.001, adv=5.480, sprd=0.024]
Ep 066/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.09it/s, loss=0.665, pair=0.001, adv=4.497, sprd=0.024]
Ep 066/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.01it/s, loss=0.665, pair=0.001, adv=4.497, sprd=0.024]
Ep 066/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.01it/s, loss=0.610, pair=0.000, adv=4.539, sprd=0.017]
Ep 066/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.13it/s, loss=0.610, pair=0.000, adv=4.539, sprd=0.017]
Ep 066/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.13it/s, loss=0.599, pair=0.000, adv=3.890, sprd=0.015]
Ep 066/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.599, pair=0.000, adv=3.890, sprd=0.015]
Ep 066/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.05it/s, loss=0.620, pair=0.000, adv=5.443, sprd=0.017]
Ep 066/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.16it/s, loss=0.620, pair=0.000, adv=5.443, sprd=0.017]
Ep 066/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.16it/s, loss=0.597, pair=0.000, adv=4.660, sprd=0.014]
Ep 066/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.08it/s, loss=0.597, pair=0.000, adv=4.660, sprd=0.014]
Ep 066/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.08it/s, loss=0.632, pair=0.000, adv=4.073, sprd=0.016]
Ep 066/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.21it/s, loss=0.632, pair=0.000, adv=4.073, sprd=0.016]
Ep 066/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.21it/s, loss=0.595, pair=0.000, adv=5.492, sprd=0.015]
Ep 066/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.11it/s, loss=0.595, pair=0.000, adv=5.492, sprd=0.015]
Ep 066/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.11it/s, loss=0.656, pair=0.000, adv=5.919, sprd=0.025]
Ep 066/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.19it/s, loss=0.656, pair=0.000, adv=5.919, sprd=0.025]
Ep 066/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.19it/s, loss=0.647, pair=0.000, adv=5.558, sprd=0.019]
Ep 066/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.08it/s, loss=0.647, pair=0.000, adv=5.558, sprd=0.019]
Ep 066/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.08it/s, loss=0.600, pair=0.000, adv=3.797, sprd=0.017]
Ep 066/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.17it/s, loss=0.600, pair=0.000, adv=3.797, sprd=0.017]
Ep 066/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.17it/s, loss=0.656, pair=0.000, adv=5.919, sprd=0.028]
Ep 066/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.04it/s, loss=0.656, pair=0.000, adv=5.919, sprd=0.028]
Ep 066/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.04it/s, loss=0.649, pair=0.000, adv=6.429, sprd=0.025]
Ep 066/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:07,  2.13it/s, loss=0.649, pair=0.000, adv=6.429, sprd=0.025]
Ep 066/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:07,  2.13it/s, loss=0.645, pair=0.000, adv=5.736, sprd=0.022]
Ep 066/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.05it/s, loss=0.645, pair=0.000, adv=5.736, sprd=0.022]
Ep 066/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.05it/s, loss=0.590, pair=0.000, adv=4.534, sprd=0.014]
Ep 066/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.16it/s, loss=0.590, pair=0.000, adv=4.534, sprd=0.014]
Ep 066/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.16it/s, loss=0.622, pair=0.000, adv=5.932, sprd=0.019]
Ep 066/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.02it/s, loss=0.622, pair=0.000, adv=5.932, sprd=0.019]
Ep 066/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.02it/s, loss=0.614, pair=0.000, adv=5.485, sprd=0.019]
Ep 066/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.12it/s, loss=0.614, pair=0.000, adv=5.485, sprd=0.019]
Ep 066/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.12it/s, loss=0.631, pair=0.000, adv=5.381, sprd=0.018]
Ep 066/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.08it/s, loss=0.631, pair=0.000, adv=5.381, sprd=0.018]
Ep 066/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.08it/s, loss=0.626, pair=0.001, adv=3.885, sprd=0.013]
Ep 066/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.24it/s, loss=0.626, pair=0.001, adv=3.885, sprd=0.013]
Ep 066/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.24it/s, loss=0.623, pair=0.001, adv=4.656, sprd=0.018]
Ep 066/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.10it/s, loss=0.623, pair=0.001, adv=4.656, sprd=0.018]
Ep 066/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.10it/s, loss=0.602, pair=0.000, adv=4.664, sprd=0.015]
Ep 066/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.19it/s, loss=0.602, pair=0.000, adv=4.664, sprd=0.015]
Ep 066/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.19it/s, loss=0.620, pair=0.001, adv=5.116, sprd=0.022]
Ep 066/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.06it/s, loss=0.620, pair=0.001, adv=5.116, sprd=0.022]
Ep 066/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.06it/s, loss=0.653, pair=0.001, adv=5.637, sprd=0.024]
Ep 066/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.17it/s, loss=0.653, pair=0.001, adv=5.637, sprd=0.024]
Ep 066/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.17it/s, loss=0.619, pair=0.000, adv=3.598, sprd=0.019]
Ep 066/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.07it/s, loss=0.619, pair=0.000, adv=3.598, sprd=0.019]
Ep 066/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.07it/s, loss=0.618, pair=0.001, adv=5.059, sprd=0.021]
Ep 066/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.15it/s, loss=0.618, pair=0.001, adv=5.059, sprd=0.021]
Ep 066/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.15it/s, loss=0.658, pair=0.001, adv=5.910, sprd=0.025]
Ep 066/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.06it/s, loss=0.658, pair=0.001, adv=5.910, sprd=0.025]
Ep 066/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.06it/s, loss=0.665, pair=0.001, adv=6.209, sprd=0.023]
Ep 066/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.18it/s, loss=0.665, pair=0.001, adv=6.209, sprd=0.023]
Ep 066/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.18it/s, loss=0.650, pair=0.001, adv=5.673, sprd=0.024]
Ep 066/80 [S3:+sens]: 100%|██| 453/453 [03:37<00:00,  2.09it/s, loss=0.650, pair=0.001, adv=5.673, sprd=0.024]
                                                                                                              
Epoch 066/80 [S3:+sens]  loss=0.6429  mat=0.2675  sens=1.0453  pair=0.0058  adv=5.2317(rand=3.47)  deg=0.0043  orth=0.0041  spread=0.0210  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.30e-05  217s

Ep 067/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 067/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.647, pair=0.005, adv=5.390, sprd=0.027]
Ep 067/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:43,  1.29s/it, loss=0.647, pair=0.005, adv=5.390, sprd=0.027]
Ep 067/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:43,  1.29s/it, loss=0.653, pair=0.000, adv=4.124, sprd=0.022]
Ep 067/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:49,  1.29it/s, loss=0.653, pair=0.000, adv=4.124, sprd=0.022]
Ep 067/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:49,  1.29it/s, loss=0.627, pair=0.002, adv=5.573, sprd=0.020]
Ep 067/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:58,  1.51it/s, loss=0.627, pair=0.002, adv=5.573, sprd=0.020]
Ep 067/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:58,  1.51it/s, loss=0.635, pair=0.002, adv=6.317, sprd=0.022]
Ep 067/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:13,  1.77it/s, loss=0.635, pair=0.002, adv=6.317, sprd=0.022]
Ep 067/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:13,  1.77it/s, loss=0.606, pair=0.001, adv=4.724, sprd=0.017]
Ep 067/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:09,  1.80it/s, loss=0.606, pair=0.001, adv=4.724, sprd=0.017]
Ep 067/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:09,  1.80it/s, loss=0.655, pair=0.000, adv=5.191, sprd=0.024]
Ep 067/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:46,  1.98it/s, loss=0.655, pair=0.000, adv=5.191, sprd=0.024]
Ep 067/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:46,  1.98it/s, loss=0.606, pair=0.001, adv=4.953, sprd=0.016]
Ep 067/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:51,  1.93it/s, loss=0.606, pair=0.001, adv=4.953, sprd=0.016]
Ep 067/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:51,  1.93it/s, loss=0.631, pair=0.000, adv=6.104, sprd=0.021]
Ep 067/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.07it/s, loss=0.631, pair=0.000, adv=6.104, sprd=0.021]
Ep 067/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:34,  2.07it/s, loss=0.659, pair=0.002, adv=6.113, sprd=0.025]
Ep 067/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.659, pair=0.002, adv=6.113, sprd=0.025]
Ep 067/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.589, pair=0.001, adv=4.530, sprd=0.014]
Ep 067/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.589, pair=0.001, adv=4.530, sprd=0.014]
Ep 067/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:29,  2.11it/s, loss=0.663, pair=0.004, adv=5.258, sprd=0.024]
Ep 067/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:36,  2.04it/s, loss=0.663, pair=0.004, adv=5.258, sprd=0.024]
Ep 067/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:36,  2.04it/s, loss=0.654, pair=0.005, adv=5.418, sprd=0.023]
Ep 067/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.654, pair=0.005, adv=5.418, sprd=0.023]
Ep 067/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.652, pair=0.001, adv=6.234, sprd=0.026]
Ep 067/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:37,  2.02it/s, loss=0.652, pair=0.001, adv=6.234, sprd=0.026]
Ep 067/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:37,  2.02it/s, loss=0.613, pair=0.002, adv=4.514, sprd=0.017]
Ep 067/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.14it/s, loss=0.613, pair=0.002, adv=4.514, sprd=0.017]
Ep 067/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.14it/s, loss=0.665, pair=0.002, adv=5.892, sprd=0.022]
Ep 067/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.665, pair=0.002, adv=5.892, sprd=0.022]
Ep 067/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:29,  2.09it/s, loss=0.617, pair=0.000, adv=5.340, sprd=0.020]
Ep 067/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.617, pair=0.000, adv=5.340, sprd=0.020]
Ep 067/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.706, pair=0.000, adv=5.843, sprd=0.023]
Ep 067/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.706, pair=0.000, adv=5.843, sprd=0.023]
Ep 067/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:31,  2.06it/s, loss=0.642, pair=0.000, adv=5.587, sprd=0.018]
Ep 067/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.642, pair=0.000, adv=5.587, sprd=0.018]
Ep 067/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.648, pair=0.000, adv=5.800, sprd=0.018]
Ep 067/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:22,  2.14it/s, loss=0.648, pair=0.000, adv=5.800, sprd=0.018]
Ep 067/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:22,  2.14it/s, loss=0.660, pair=0.000, adv=4.898, sprd=0.025]
Ep 067/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:16,  2.20it/s, loss=0.660, pair=0.000, adv=4.898, sprd=0.025]
Ep 067/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:16,  2.20it/s, loss=0.607, pair=0.000, adv=4.992, sprd=0.018]
Ep 067/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:26,  2.09it/s, loss=0.607, pair=0.000, adv=4.992, sprd=0.018]
Ep 067/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:26,  2.09it/s, loss=0.619, pair=0.000, adv=4.700, sprd=0.017]
Ep 067/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:15,  2.20it/s, loss=0.619, pair=0.000, adv=4.700, sprd=0.017]
Ep 067/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:15,  2.20it/s, loss=0.614, pair=0.003, adv=5.372, sprd=0.017]
Ep 067/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:23,  2.11it/s, loss=0.614, pair=0.003, adv=5.372, sprd=0.017]
Ep 067/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:23,  2.11it/s, loss=0.624, pair=0.000, adv=5.178, sprd=0.018]
Ep 067/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:14,  2.20it/s, loss=0.624, pair=0.000, adv=5.178, sprd=0.018]
Ep 067/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:14,  2.20it/s, loss=0.638, pair=0.000, adv=4.688, sprd=0.019]
Ep 067/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:34,  2.00it/s, loss=0.638, pair=0.000, adv=4.688, sprd=0.019]
Ep 067/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:34,  2.00it/s, loss=0.652, pair=0.000, adv=4.801, sprd=0.023]
Ep 067/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:23,  2.10it/s, loss=0.652, pair=0.000, adv=4.801, sprd=0.023]
Ep 067/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:23,  2.10it/s, loss=0.717, pair=0.005, adv=5.372, sprd=0.038]
Ep 067/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:32,  2.01it/s, loss=0.717, pair=0.005, adv=5.372, sprd=0.038]
Ep 067/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:32,  2.01it/s, loss=0.624, pair=0.000, adv=5.017, sprd=0.018]
Ep 067/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.624, pair=0.000, adv=5.017, sprd=0.018]
Ep 067/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.12it/s, loss=0.621, pair=0.000, adv=5.051, sprd=0.017]
Ep 067/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:30,  2.01it/s, loss=0.621, pair=0.000, adv=5.051, sprd=0.017]
Ep 067/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:30,  2.01it/s, loss=0.637, pair=0.000, adv=5.615, sprd=0.022]
Ep 067/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:21,  2.10it/s, loss=0.637, pair=0.000, adv=5.615, sprd=0.022]
Ep 067/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:21,  2.10it/s, loss=0.658, pair=0.000, adv=5.105, sprd=0.026]
Ep 067/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:32,  1.99it/s, loss=0.658, pair=0.000, adv=5.105, sprd=0.026]
Ep 067/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:32,  1.99it/s, loss=0.643, pair=0.001, adv=5.462, sprd=0.021]
Ep 067/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:19,  2.11it/s, loss=0.643, pair=0.001, adv=5.462, sprd=0.021]
Ep 067/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:19,  2.11it/s, loss=0.605, pair=0.000, adv=5.164, sprd=0.018]
Ep 067/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.605, pair=0.000, adv=5.164, sprd=0.018]
Ep 067/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.637, pair=0.000, adv=5.721, sprd=0.023]
Ep 067/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:18,  2.11it/s, loss=0.637, pair=0.000, adv=5.721, sprd=0.023]
Ep 067/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:18,  2.11it/s, loss=0.628, pair=0.000, adv=5.369, sprd=0.017]
Ep 067/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.05it/s, loss=0.628, pair=0.000, adv=5.369, sprd=0.017]
Ep 067/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.05it/s, loss=0.638, pair=0.002, adv=5.372, sprd=0.022]
Ep 067/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:14,  2.14it/s, loss=0.638, pair=0.002, adv=5.372, sprd=0.022]
Ep 067/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:14,  2.14it/s, loss=0.638, pair=0.001, adv=5.752, sprd=0.020]
Ep 067/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.08it/s, loss=0.638, pair=0.001, adv=5.752, sprd=0.020]
Ep 067/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.08it/s, loss=0.632, pair=0.002, adv=6.271, sprd=0.021]
Ep 067/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.632, pair=0.002, adv=6.271, sprd=0.021]
Ep 067/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.18it/s, loss=0.608, pair=0.000, adv=6.506, sprd=0.017]
Ep 067/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:16,  2.10it/s, loss=0.608, pair=0.000, adv=6.506, sprd=0.017]
Ep 067/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:16,  2.10it/s, loss=0.645, pair=0.002, adv=5.470, sprd=0.023]
Ep 067/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:08,  2.19it/s, loss=0.645, pair=0.002, adv=5.470, sprd=0.023]
Ep 067/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:08,  2.19it/s, loss=0.658, pair=0.002, adv=5.968, sprd=0.025]
Ep 067/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.07it/s, loss=0.658, pair=0.002, adv=5.968, sprd=0.025]
Ep 067/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.07it/s, loss=0.632, pair=0.001, adv=5.882, sprd=0.021]
Ep 067/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.16it/s, loss=0.632, pair=0.001, adv=5.882, sprd=0.021]
Ep 067/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:10,  2.16it/s, loss=0.695, pair=0.004, adv=4.879, sprd=0.033]
Ep 067/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:23,  2.02it/s, loss=0.695, pair=0.004, adv=4.879, sprd=0.033]
Ep 067/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:23,  2.02it/s, loss=0.654, pair=0.001, adv=6.385, sprd=0.024]
Ep 067/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:12,  2.12it/s, loss=0.654, pair=0.001, adv=6.385, sprd=0.024]
Ep 067/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:12,  2.12it/s, loss=0.662, pair=0.004, adv=5.683, sprd=0.026]
Ep 067/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.662, pair=0.004, adv=5.683, sprd=0.026]
Ep 067/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.632, pair=0.005, adv=5.537, sprd=0.022]
Ep 067/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:11,  2.13it/s, loss=0.632, pair=0.005, adv=5.537, sprd=0.022]
Ep 067/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:11,  2.13it/s, loss=0.603, pair=0.004, adv=3.903, sprd=0.015]
Ep 067/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.603, pair=0.004, adv=3.903, sprd=0.015]
Ep 067/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.626, pair=0.008, adv=4.151, sprd=0.020]
Ep 067/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:09,  2.13it/s, loss=0.626, pair=0.008, adv=4.151, sprd=0.020]
Ep 067/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:09,  2.13it/s, loss=0.666, pair=0.006, adv=5.694, sprd=0.026]
Ep 067/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.666, pair=0.006, adv=5.694, sprd=0.026]
Ep 067/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.671, pair=0.007, adv=5.941, sprd=0.027]
Ep 067/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:10,  2.11it/s, loss=0.671, pair=0.007, adv=5.941, sprd=0.027]
Ep 067/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:10,  2.11it/s, loss=0.670, pair=0.004, adv=5.829, sprd=0.028]
Ep 067/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:19,  2.02it/s, loss=0.670, pair=0.004, adv=5.829, sprd=0.028]
Ep 067/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:19,  2.02it/s, loss=0.687, pair=0.005, adv=6.294, sprd=0.033]
Ep 067/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:11,  2.10it/s, loss=0.687, pair=0.005, adv=6.294, sprd=0.033]
Ep 067/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:11,  2.10it/s, loss=0.658, pair=0.004, adv=5.522, sprd=0.025]
Ep 067/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:32,  1.88it/s, loss=0.658, pair=0.004, adv=5.522, sprd=0.025]
Ep 067/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:32,  1.88it/s, loss=0.638, pair=0.000, adv=6.362, sprd=0.024]
Ep 067/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:19,  2.00it/s, loss=0.638, pair=0.000, adv=6.362, sprd=0.024]
Ep 067/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:19,  2.00it/s, loss=0.639, pair=0.000, adv=5.389, sprd=0.021]
Ep 067/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:20,  1.99it/s, loss=0.639, pair=0.000, adv=5.389, sprd=0.021]
Ep 067/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:20,  1.99it/s, loss=0.683, pair=0.000, adv=5.915, sprd=0.029]
Ep 067/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:10,  2.08it/s, loss=0.683, pair=0.000, adv=5.915, sprd=0.029]
Ep 067/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:10,  2.08it/s, loss=0.634, pair=0.001, adv=4.897, sprd=0.017]
Ep 067/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:16,  2.02it/s, loss=0.634, pair=0.001, adv=4.897, sprd=0.017]
Ep 067/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:16,  2.02it/s, loss=0.648, pair=0.001, adv=6.393, sprd=0.022]
Ep 067/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.15it/s, loss=0.648, pair=0.001, adv=6.393, sprd=0.022]
Ep 067/80 [S3:+sens]:  13%|▍  | 58/453 [00:29<03:04,  2.15it/s, loss=0.687, pair=0.001, adv=5.136, sprd=0.018]
Ep 067/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:10,  2.07it/s, loss=0.687, pair=0.001, adv=5.136, sprd=0.018]
Ep 067/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:10,  2.07it/s, loss=0.674, pair=0.000, adv=5.870, sprd=0.027]
Ep 067/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.16it/s, loss=0.674, pair=0.000, adv=5.870, sprd=0.027]
Ep 067/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.16it/s, loss=0.649, pair=0.000, adv=6.851, sprd=0.022]
Ep 067/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:08,  2.08it/s, loss=0.649, pair=0.000, adv=6.851, sprd=0.022]
Ep 067/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.603, pair=0.000, adv=4.804, sprd=0.018]
Ep 067/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:02,  2.14it/s, loss=0.603, pair=0.000, adv=4.804, sprd=0.018]
Ep 067/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:02,  2.14it/s, loss=0.664, pair=0.000, adv=6.927, sprd=0.029]
Ep 067/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:13,  2.02it/s, loss=0.664, pair=0.000, adv=6.927, sprd=0.029]
Ep 067/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:13,  2.02it/s, loss=0.630, pair=0.000, adv=5.111, sprd=0.019]
Ep 067/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.630, pair=0.000, adv=5.111, sprd=0.019]
Ep 067/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.15it/s, loss=0.662, pair=0.000, adv=5.268, sprd=0.026]
Ep 067/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:09,  2.05it/s, loss=0.662, pair=0.000, adv=5.268, sprd=0.026]
Ep 067/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:09,  2.05it/s, loss=0.660, pair=0.000, adv=5.515, sprd=0.027]
Ep 067/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:02,  2.12it/s, loss=0.660, pair=0.000, adv=5.515, sprd=0.027]
Ep 067/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:02,  2.12it/s, loss=0.624, pair=0.002, adv=5.621, sprd=0.017]
Ep 067/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:09,  2.04it/s, loss=0.624, pair=0.002, adv=5.621, sprd=0.017]
Ep 067/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:09,  2.04it/s, loss=0.679, pair=0.000, adv=6.329, sprd=0.031]
Ep 067/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.679, pair=0.000, adv=6.329, sprd=0.031]
Ep 067/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:02,  2.11it/s, loss=0.626, pair=0.001, adv=4.794, sprd=0.018]
Ep 067/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:05,  2.07it/s, loss=0.626, pair=0.001, adv=4.794, sprd=0.018]
Ep 067/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:05,  2.07it/s, loss=0.659, pair=0.001, adv=5.478, sprd=0.023]
Ep 067/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:57,  2.16it/s, loss=0.659, pair=0.001, adv=5.478, sprd=0.023]
Ep 067/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:57,  2.16it/s, loss=0.628, pair=0.000, adv=5.008, sprd=0.020]
Ep 067/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.09it/s, loss=0.628, pair=0.000, adv=5.008, sprd=0.020]
Ep 067/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:02,  2.09it/s, loss=0.660, pair=0.000, adv=5.639, sprd=0.023]
Ep 067/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.20it/s, loss=0.660, pair=0.000, adv=5.639, sprd=0.023]
Ep 067/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.20it/s, loss=0.594, pair=0.000, adv=4.524, sprd=0.013]
Ep 067/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:01,  2.10it/s, loss=0.594, pair=0.000, adv=4.524, sprd=0.013]
Ep 067/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:01,  2.10it/s, loss=0.577, pair=0.000, adv=3.961, sprd=0.011]
Ep 067/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:50,  2.22it/s, loss=0.577, pair=0.000, adv=3.961, sprd=0.011]
Ep 067/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:50,  2.22it/s, loss=0.664, pair=0.000, adv=5.878, sprd=0.028]
Ep 067/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:01,  2.09it/s, loss=0.664, pair=0.000, adv=5.878, sprd=0.028]
Ep 067/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:01,  2.09it/s, loss=0.657, pair=0.000, adv=5.144, sprd=0.022]
Ep 067/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:51,  2.19it/s, loss=0.657, pair=0.000, adv=5.144, sprd=0.022]
Ep 067/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:51,  2.19it/s, loss=0.623, pair=0.000, adv=5.286, sprd=0.018]
Ep 067/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.08it/s, loss=0.623, pair=0.000, adv=5.286, sprd=0.018]
Ep 067/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.08it/s, loss=0.636, pair=0.000, adv=4.617, sprd=0.015]
Ep 067/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:46,  2.26it/s, loss=0.636, pair=0.000, adv=4.617, sprd=0.015]
Ep 067/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:46,  2.26it/s, loss=0.603, pair=0.000, adv=5.326, sprd=0.018]
Ep 067/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:57,  2.10it/s, loss=0.603, pair=0.000, adv=5.326, sprd=0.018]
Ep 067/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:57,  2.10it/s, loss=0.611, pair=0.005, adv=5.369, sprd=0.017]
Ep 067/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:47,  2.23it/s, loss=0.611, pair=0.005, adv=5.369, sprd=0.017]
Ep 067/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:47,  2.23it/s, loss=0.620, pair=0.000, adv=5.744, sprd=0.019]
Ep 067/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:06,  1.99it/s, loss=0.620, pair=0.000, adv=5.744, sprd=0.019]
Ep 067/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:06,  1.99it/s, loss=0.636, pair=0.000, adv=6.529, sprd=0.022]
Ep 067/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:55,  2.11it/s, loss=0.636, pair=0.000, adv=6.529, sprd=0.022]
Ep 067/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:55,  2.11it/s, loss=0.650, pair=0.000, adv=5.752, sprd=0.023]
Ep 067/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.04it/s, loss=0.650, pair=0.000, adv=5.752, sprd=0.023]
Ep 067/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.04it/s, loss=0.648, pair=0.000, adv=5.025, sprd=0.026]
Ep 067/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:55,  2.11it/s, loss=0.648, pair=0.000, adv=5.025, sprd=0.026]
Ep 067/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:55,  2.11it/s, loss=0.645, pair=0.000, adv=5.478, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.645, pair=0.000, adv=5.478, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.623, pair=0.000, adv=4.952, sprd=0.018]
Ep 067/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:50,  2.15it/s, loss=0.623, pair=0.000, adv=4.952, sprd=0.018]
Ep 067/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:50,  2.15it/s, loss=0.652, pair=0.000, adv=6.331, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.08it/s, loss=0.652, pair=0.000, adv=6.331, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.08it/s, loss=0.629, pair=0.000, adv=5.688, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.16it/s, loss=0.629, pair=0.000, adv=5.688, sprd=0.021]
Ep 067/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:49,  2.16it/s, loss=0.634, pair=0.000, adv=5.326, sprd=0.019]
Ep 067/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:52,  2.11it/s, loss=0.634, pair=0.000, adv=5.326, sprd=0.019]
Ep 067/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:52,  2.11it/s, loss=0.615, pair=0.000, adv=5.182, sprd=0.015]
Ep 067/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:42,  2.24it/s, loss=0.615, pair=0.000, adv=5.182, sprd=0.015]
Ep 067/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:42,  2.24it/s, loss=0.684, pair=0.000, adv=5.602, sprd=0.033]
Ep 067/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:53,  2.09it/s, loss=0.684, pair=0.000, adv=5.602, sprd=0.033]
Ep 067/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:53,  2.09it/s, loss=0.622, pair=0.001, adv=5.247, sprd=0.017]
Ep 067/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.622, pair=0.001, adv=5.247, sprd=0.017]
Ep 067/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:45,  2.18it/s, loss=0.623, pair=0.000, adv=5.602, sprd=0.021]
Ep 067/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:56,  2.04it/s, loss=0.623, pair=0.000, adv=5.602, sprd=0.021]
Ep 067/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:56,  2.04it/s, loss=0.637, pair=0.000, adv=5.536, sprd=0.020]
Ep 067/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.637, pair=0.000, adv=5.536, sprd=0.020]
Ep 067/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:47,  2.14it/s, loss=0.663, pair=0.000, adv=6.125, sprd=0.026]
Ep 067/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.663, pair=0.000, adv=6.125, sprd=0.026]
Ep 067/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.645, pair=0.005, adv=4.440, sprd=0.025]
Ep 067/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:49,  2.11it/s, loss=0.645, pair=0.005, adv=4.440, sprd=0.025]
Ep 067/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:49,  2.11it/s, loss=0.641, pair=0.000, adv=5.920, sprd=0.022]
Ep 067/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:56,  2.02it/s, loss=0.641, pair=0.000, adv=5.920, sprd=0.022]
Ep 067/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:56,  2.02it/s, loss=0.668, pair=0.000, adv=5.275, sprd=0.023]
Ep 067/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.668, pair=0.000, adv=5.275, sprd=0.023]
Ep 067/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.626, pair=0.000, adv=5.003, sprd=0.015]
Ep 067/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:48,  2.10it/s, loss=0.626, pair=0.000, adv=5.003, sprd=0.015]
Ep 067/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:48,  2.10it/s, loss=0.650, pair=0.000, adv=5.304, sprd=0.022]
Ep 067/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.20it/s, loss=0.650, pair=0.000, adv=5.304, sprd=0.022]
Ep 067/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.20it/s, loss=0.637, pair=0.000, adv=5.259, sprd=0.022]
Ep 067/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:48,  2.09it/s, loss=0.637, pair=0.000, adv=5.259, sprd=0.022]
Ep 067/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:48,  2.09it/s, loss=0.634, pair=0.000, adv=5.633, sprd=0.018]
Ep 067/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.634, pair=0.000, adv=5.633, sprd=0.018]
Ep 067/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.624, pair=0.000, adv=6.172, sprd=0.021]
Ep 067/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:49,  2.07it/s, loss=0.624, pair=0.000, adv=6.172, sprd=0.021]
Ep 067/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:49,  2.07it/s, loss=0.669, pair=0.000, adv=6.053, sprd=0.026]
Ep 067/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:41,  2.15it/s, loss=0.669, pair=0.000, adv=6.053, sprd=0.026]
Ep 067/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:41,  2.15it/s, loss=0.650, pair=0.000, adv=6.207, sprd=0.028]
Ep 067/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:50,  2.04it/s, loss=0.650, pair=0.000, adv=6.207, sprd=0.028]
Ep 067/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:50,  2.04it/s, loss=0.620, pair=0.000, adv=6.138, sprd=0.020]
Ep 067/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.620, pair=0.000, adv=6.138, sprd=0.020]
Ep 067/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.649, pair=0.003, adv=6.219, sprd=0.023]
Ep 067/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:47,  2.06it/s, loss=0.649, pair=0.003, adv=6.219, sprd=0.023]
Ep 067/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:47,  2.06it/s, loss=0.613, pair=0.000, adv=4.726, sprd=0.018]
Ep 067/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.613, pair=0.000, adv=4.726, sprd=0.018]
Ep 067/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.601, pair=0.000, adv=4.851, sprd=0.017]
Ep 067/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:48,  2.04it/s, loss=0.601, pair=0.000, adv=4.851, sprd=0.017]
Ep 067/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:48,  2.04it/s, loss=0.620, pair=0.000, adv=4.284, sprd=0.017]
Ep 067/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.16it/s, loss=0.620, pair=0.000, adv=4.284, sprd=0.017]
Ep 067/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.16it/s, loss=0.702, pair=0.005, adv=5.791, sprd=0.024]
Ep 067/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:56,  1.94it/s, loss=0.702, pair=0.005, adv=5.791, sprd=0.024]
Ep 067/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:56,  1.94it/s, loss=0.620, pair=0.004, adv=5.465, sprd=0.018]
Ep 067/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:45,  2.06it/s, loss=0.620, pair=0.004, adv=5.465, sprd=0.018]
Ep 067/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:45,  2.06it/s, loss=0.647, pair=0.007, adv=4.280, sprd=0.025]
Ep 067/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:57,  1.92it/s, loss=0.647, pair=0.007, adv=4.280, sprd=0.025]
Ep 067/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:57,  1.92it/s, loss=0.668, pair=0.005, adv=5.216, sprd=0.023]
Ep 067/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:45,  2.05it/s, loss=0.668, pair=0.005, adv=5.216, sprd=0.023]
Ep 067/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:45,  2.05it/s, loss=0.641, pair=0.005, adv=5.231, sprd=0.021]
Ep 067/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:49,  2.00it/s, loss=0.641, pair=0.005, adv=5.231, sprd=0.021]
Ep 067/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:49,  2.00it/s, loss=0.655, pair=0.002, adv=5.325, sprd=0.020]
Ep 067/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.655, pair=0.002, adv=5.325, sprd=0.020]
Ep 067/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.652, pair=0.002, adv=6.364, sprd=0.024]
Ep 067/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:43,  2.05it/s, loss=0.652, pair=0.002, adv=6.364, sprd=0.024]
Ep 067/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:43,  2.05it/s, loss=0.664, pair=0.004, adv=5.487, sprd=0.025]
Ep 067/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:36,  2.14it/s, loss=0.664, pair=0.004, adv=5.487, sprd=0.025]
Ep 067/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:36,  2.14it/s, loss=0.655, pair=0.003, adv=6.471, sprd=0.022]
Ep 067/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.05it/s, loss=0.655, pair=0.003, adv=6.471, sprd=0.022]
Ep 067/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.05it/s, loss=0.604, pair=0.003, adv=4.880, sprd=0.016]
Ep 067/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:34,  2.16it/s, loss=0.604, pair=0.003, adv=4.880, sprd=0.016]
Ep 067/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:34,  2.16it/s, loss=0.629, pair=0.003, adv=5.946, sprd=0.018]
Ep 067/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:37,  2.11it/s, loss=0.629, pair=0.003, adv=5.946, sprd=0.018]
Ep 067/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:37,  2.11it/s, loss=0.629, pair=0.004, adv=4.609, sprd=0.018]
Ep 067/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:30,  2.21it/s, loss=0.629, pair=0.004, adv=4.609, sprd=0.018]
Ep 067/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:30,  2.21it/s, loss=0.661, pair=0.005, adv=6.328, sprd=0.023]
Ep 067/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:36,  2.11it/s, loss=0.661, pair=0.005, adv=6.328, sprd=0.023]
Ep 067/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:36,  2.11it/s, loss=0.670, pair=0.006, adv=4.722, sprd=0.027]
Ep 067/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.18it/s, loss=0.670, pair=0.006, adv=4.722, sprd=0.027]
Ep 067/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:31,  2.18it/s, loss=0.651, pair=0.005, adv=5.677, sprd=0.023]
Ep 067/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:39,  2.05it/s, loss=0.651, pair=0.005, adv=5.677, sprd=0.023]
Ep 067/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:39,  2.05it/s, loss=0.632, pair=0.005, adv=5.567, sprd=0.020]
Ep 067/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.15it/s, loss=0.632, pair=0.005, adv=5.567, sprd=0.020]
Ep 067/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.15it/s, loss=0.591, pair=0.004, adv=5.384, sprd=0.016]
Ep 067/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:40,  2.04it/s, loss=0.591, pair=0.004, adv=5.384, sprd=0.016]
Ep 067/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:40,  2.04it/s, loss=0.645, pair=0.002, adv=5.720, sprd=0.021]
Ep 067/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:30,  2.16it/s, loss=0.645, pair=0.002, adv=5.720, sprd=0.021]
Ep 067/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:30,  2.16it/s, loss=0.808, pair=0.361, adv=6.344, sprd=0.026]
Ep 067/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.09it/s, loss=0.808, pair=0.361, adv=6.344, sprd=0.026]
Ep 067/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.09it/s, loss=0.698, pair=0.005, adv=5.563, sprd=0.034]
Ep 067/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.14it/s, loss=0.698, pair=0.005, adv=5.563, sprd=0.034]
Ep 067/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:30,  2.14it/s, loss=0.649, pair=0.004, adv=5.604, sprd=0.021]
Ep 067/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:35,  2.08it/s, loss=0.649, pair=0.004, adv=5.604, sprd=0.021]
Ep 067/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:35,  2.08it/s, loss=0.639, pair=0.003, adv=5.179, sprd=0.017]
Ep 067/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:25,  2.21it/s, loss=0.639, pair=0.003, adv=5.179, sprd=0.017]
Ep 067/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:25,  2.21it/s, loss=0.663, pair=0.009, adv=5.291, sprd=0.026]
Ep 067/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:32,  2.10it/s, loss=0.663, pair=0.009, adv=5.291, sprd=0.026]
Ep 067/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:32,  2.10it/s, loss=0.598, pair=0.001, adv=4.945, sprd=0.016]
Ep 067/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:25,  2.19it/s, loss=0.598, pair=0.001, adv=4.945, sprd=0.016]
Ep 067/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:25,  2.19it/s, loss=0.626, pair=0.004, adv=5.646, sprd=0.019]
Ep 067/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:37,  2.01it/s, loss=0.626, pair=0.004, adv=5.646, sprd=0.019]
Ep 067/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:37,  2.01it/s, loss=0.627, pair=0.002, adv=5.161, sprd=0.020]
Ep 067/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:30,  2.11it/s, loss=0.627, pair=0.002, adv=5.161, sprd=0.020]
Ep 067/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:30,  2.11it/s, loss=0.643, pair=0.003, adv=5.699, sprd=0.023]
Ep 067/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:33,  2.06it/s, loss=0.643, pair=0.003, adv=5.699, sprd=0.023]
Ep 067/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:33,  2.06it/s, loss=0.658, pair=0.002, adv=6.068, sprd=0.021]
Ep 067/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.17it/s, loss=0.658, pair=0.002, adv=6.068, sprd=0.021]
Ep 067/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:25,  2.17it/s, loss=0.660, pair=0.001, adv=6.076, sprd=0.027]
Ep 067/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.04it/s, loss=0.660, pair=0.001, adv=6.076, sprd=0.027]
Ep 067/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.04it/s, loss=0.657, pair=0.000, adv=5.374, sprd=0.022]
Ep 067/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:26,  2.14it/s, loss=0.657, pair=0.000, adv=5.374, sprd=0.022]
Ep 067/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:26,  2.14it/s, loss=0.615, pair=0.001, adv=4.062, sprd=0.017]
Ep 067/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:32,  2.04it/s, loss=0.615, pair=0.001, adv=4.062, sprd=0.017]
Ep 067/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:32,  2.04it/s, loss=0.655, pair=0.003, adv=6.273, sprd=0.025]
Ep 067/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.13it/s, loss=0.655, pair=0.003, adv=6.273, sprd=0.025]
Ep 067/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.13it/s, loss=0.670, pair=0.002, adv=4.760, sprd=0.021]
Ep 067/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:32,  2.03it/s, loss=0.670, pair=0.002, adv=4.760, sprd=0.021]
Ep 067/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:32,  2.03it/s, loss=0.614, pair=0.002, adv=4.088, sprd=0.014]
Ep 067/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.17it/s, loss=0.614, pair=0.002, adv=4.088, sprd=0.014]
Ep 067/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.17it/s, loss=0.624, pair=0.001, adv=5.390, sprd=0.020]
Ep 067/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:28,  2.07it/s, loss=0.624, pair=0.001, adv=5.390, sprd=0.020]
Ep 067/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:28,  2.07it/s, loss=0.598, pair=0.001, adv=5.862, sprd=0.015]
Ep 067/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:19,  2.20it/s, loss=0.598, pair=0.001, adv=5.862, sprd=0.015]
Ep 067/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:19,  2.20it/s, loss=0.623, pair=0.001, adv=5.896, sprd=0.018]
Ep 067/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:25,  2.10it/s, loss=0.623, pair=0.001, adv=5.896, sprd=0.018]
Ep 067/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:25,  2.10it/s, loss=0.663, pair=0.001, adv=5.676, sprd=0.023]
Ep 067/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.663, pair=0.001, adv=5.676, sprd=0.023]
Ep 067/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.614, pair=0.008, adv=5.138, sprd=0.019]
Ep 067/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.614, pair=0.008, adv=5.138, sprd=0.019]
Ep 067/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:27,  2.06it/s, loss=0.607, pair=0.001, adv=4.697, sprd=0.016]
Ep 067/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:19,  2.18it/s, loss=0.607, pair=0.001, adv=4.697, sprd=0.016]
Ep 067/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:19,  2.18it/s, loss=0.652, pair=0.000, adv=5.589, sprd=0.024]
Ep 067/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.08it/s, loss=0.652, pair=0.000, adv=5.589, sprd=0.024]
Ep 067/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:24,  2.08it/s, loss=0.623, pair=0.000, adv=5.647, sprd=0.019]
Ep 067/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:17,  2.19it/s, loss=0.623, pair=0.000, adv=5.647, sprd=0.019]
Ep 067/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:17,  2.19it/s, loss=0.699, pair=0.000, adv=6.251, sprd=0.023]
Ep 067/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.08it/s, loss=0.699, pair=0.000, adv=6.251, sprd=0.023]
Ep 067/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:24,  2.08it/s, loss=0.598, pair=0.000, adv=5.175, sprd=0.018]
Ep 067/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:17,  2.17it/s, loss=0.598, pair=0.000, adv=5.175, sprd=0.018]
Ep 067/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:17,  2.17it/s, loss=0.602, pair=0.001, adv=4.873, sprd=0.012]
Ep 067/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:19,  2.13it/s, loss=0.602, pair=0.001, adv=4.873, sprd=0.012]
Ep 067/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:19,  2.13it/s, loss=0.685, pair=0.000, adv=6.461, sprd=0.033]
Ep 067/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:16,  2.17it/s, loss=0.685, pair=0.000, adv=6.461, sprd=0.033]
Ep 067/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:16,  2.17it/s, loss=0.706, pair=0.000, adv=6.235, sprd=0.036]
Ep 067/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.06it/s, loss=0.706, pair=0.000, adv=6.235, sprd=0.036]
Ep 067/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.06it/s, loss=0.611, pair=0.000, adv=5.741, sprd=0.019]
Ep 067/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:16,  2.16it/s, loss=0.611, pair=0.000, adv=5.741, sprd=0.019]
Ep 067/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:16,  2.16it/s, loss=0.620, pair=0.000, adv=5.979, sprd=0.017]
Ep 067/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:21,  2.07it/s, loss=0.620, pair=0.000, adv=5.979, sprd=0.017]
Ep 067/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:21,  2.07it/s, loss=0.632, pair=0.001, adv=5.825, sprd=0.021]
Ep 067/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:15,  2.16it/s, loss=0.632, pair=0.001, adv=5.825, sprd=0.021]
Ep 067/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.16it/s, loss=0.637, pair=0.000, adv=5.988, sprd=0.019]
Ep 067/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.10it/s, loss=0.637, pair=0.000, adv=5.988, sprd=0.019]
Ep 067/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.10it/s, loss=0.621, pair=0.001, adv=5.375, sprd=0.016]
Ep 067/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:12,  2.19it/s, loss=0.621, pair=0.001, adv=5.375, sprd=0.016]
Ep 067/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:12,  2.19it/s, loss=0.634, pair=0.000, adv=5.652, sprd=0.024]
Ep 067/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:27,  1.96it/s, loss=0.634, pair=0.000, adv=5.652, sprd=0.024]
Ep 067/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:27,  1.96it/s, loss=0.611, pair=0.000, adv=5.530, sprd=0.017]
Ep 067/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:18,  2.08it/s, loss=0.611, pair=0.000, adv=5.530, sprd=0.017]
Ep 067/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:18,  2.08it/s, loss=0.654, pair=0.001, adv=6.196, sprd=0.023]
Ep 067/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:22,  2.03it/s, loss=0.654, pair=0.001, adv=6.196, sprd=0.023]
Ep 067/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:22,  2.03it/s, loss=0.642, pair=0.000, adv=5.123, sprd=0.027]
Ep 067/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:17,  2.08it/s, loss=0.642, pair=0.000, adv=5.123, sprd=0.027]
Ep 067/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:17,  2.08it/s, loss=0.650, pair=0.003, adv=5.329, sprd=0.023]
Ep 067/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:25,  1.96it/s, loss=0.650, pair=0.003, adv=5.329, sprd=0.023]
Ep 067/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:25,  1.96it/s, loss=0.606, pair=0.003, adv=4.623, sprd=0.015]
Ep 067/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:16,  2.09it/s, loss=0.606, pair=0.003, adv=4.623, sprd=0.015]
Ep 067/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:16,  2.09it/s, loss=0.678, pair=0.005, adv=5.063, sprd=0.028]
Ep 067/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:24,  1.97it/s, loss=0.678, pair=0.005, adv=5.063, sprd=0.028]
Ep 067/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:24,  1.97it/s, loss=0.638, pair=0.001, adv=6.219, sprd=0.021]
Ep 067/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:15,  2.09it/s, loss=0.638, pair=0.001, adv=6.219, sprd=0.021]
Ep 067/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:15,  2.09it/s, loss=0.658, pair=0.000, adv=4.537, sprd=0.025]
Ep 067/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:19,  2.02it/s, loss=0.658, pair=0.000, adv=4.537, sprd=0.025]
Ep 067/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:19,  2.02it/s, loss=0.635, pair=0.000, adv=5.599, sprd=0.022]
Ep 067/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:13,  2.11it/s, loss=0.635, pair=0.000, adv=5.599, sprd=0.022]
Ep 067/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:13,  2.11it/s, loss=0.642, pair=0.000, adv=4.730, sprd=0.016]
Ep 067/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:14,  2.08it/s, loss=0.642, pair=0.000, adv=4.730, sprd=0.016]
Ep 067/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:14,  2.08it/s, loss=0.627, pair=0.000, adv=6.600, sprd=0.020]
Ep 067/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:08,  2.17it/s, loss=0.627, pair=0.000, adv=6.600, sprd=0.020]
Ep 067/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:08,  2.17it/s, loss=0.652, pair=0.000, adv=5.750, sprd=0.026]
Ep 067/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.06it/s, loss=0.652, pair=0.000, adv=5.750, sprd=0.026]
Ep 067/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.06it/s, loss=0.630, pair=0.000, adv=5.493, sprd=0.020]
Ep 067/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.630, pair=0.000, adv=5.493, sprd=0.020]
Ep 067/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:08,  2.16it/s, loss=0.632, pair=0.000, adv=5.207, sprd=0.019]
Ep 067/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.09it/s, loss=0.632, pair=0.000, adv=5.207, sprd=0.019]
Ep 067/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.09it/s, loss=0.666, pair=0.000, adv=6.855, sprd=0.025]
Ep 067/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:05,  2.19it/s, loss=0.666, pair=0.000, adv=6.855, sprd=0.025]
Ep 067/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:05,  2.19it/s, loss=0.626, pair=0.000, adv=5.349, sprd=0.017]
Ep 067/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:08,  2.14it/s, loss=0.626, pair=0.000, adv=5.349, sprd=0.017]
Ep 067/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:08,  2.14it/s, loss=0.618, pair=0.000, adv=5.293, sprd=0.017]
Ep 067/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:02,  2.23it/s, loss=0.618, pair=0.000, adv=5.293, sprd=0.017]
Ep 067/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:02,  2.23it/s, loss=0.612, pair=0.000, adv=4.820, sprd=0.016]
Ep 067/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:09,  2.11it/s, loss=0.612, pair=0.000, adv=4.820, sprd=0.016]
Ep 067/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:09,  2.11it/s, loss=0.634, pair=0.000, adv=5.422, sprd=0.021]
Ep 067/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.18it/s, loss=0.634, pair=0.000, adv=5.422, sprd=0.021]
Ep 067/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.18it/s, loss=0.646, pair=0.002, adv=5.622, sprd=0.024]
Ep 067/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:13,  2.02it/s, loss=0.646, pair=0.002, adv=5.622, sprd=0.024]
Ep 067/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:13,  2.02it/s, loss=0.628, pair=0.000, adv=5.408, sprd=0.020]
Ep 067/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.628, pair=0.000, adv=5.408, sprd=0.020]
Ep 067/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.649, pair=0.000, adv=5.806, sprd=0.027]
Ep 067/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.04it/s, loss=0.649, pair=0.000, adv=5.806, sprd=0.027]
Ep 067/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.04it/s, loss=0.636, pair=0.006, adv=5.340, sprd=0.022]
Ep 067/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:06,  2.12it/s, loss=0.636, pair=0.006, adv=5.340, sprd=0.022]
Ep 067/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:06,  2.12it/s, loss=0.662, pair=0.000, adv=5.461, sprd=0.026]
Ep 067/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:12,  2.01it/s, loss=0.662, pair=0.000, adv=5.461, sprd=0.026]
Ep 067/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:12,  2.01it/s, loss=0.609, pair=0.000, adv=4.208, sprd=0.014]
Ep 067/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.609, pair=0.000, adv=4.208, sprd=0.014]
Ep 067/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.716, pair=0.000, adv=5.292, sprd=0.028]
Ep 067/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:09,  2.05it/s, loss=0.716, pair=0.000, adv=5.292, sprd=0.028]
Ep 067/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:09,  2.05it/s, loss=0.613, pair=0.000, adv=4.963, sprd=0.017]
Ep 067/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.15it/s, loss=0.613, pair=0.000, adv=4.963, sprd=0.017]
Ep 067/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.15it/s, loss=0.618, pair=0.000, adv=4.395, sprd=0.019]
Ep 067/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:14,  1.95it/s, loss=0.618, pair=0.000, adv=4.395, sprd=0.019]
Ep 067/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:14,  1.95it/s, loss=0.660, pair=0.003, adv=6.088, sprd=0.023]
Ep 067/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.09it/s, loss=0.660, pair=0.003, adv=6.088, sprd=0.023]
Ep 067/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.09it/s, loss=0.602, pair=0.000, adv=4.631, sprd=0.014]
Ep 067/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.01it/s, loss=0.602, pair=0.000, adv=4.631, sprd=0.014]
Ep 067/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:09,  2.01it/s, loss=0.646, pair=0.000, adv=4.675, sprd=0.021]
Ep 067/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.12it/s, loss=0.646, pair=0.000, adv=4.675, sprd=0.021]
Ep 067/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.12it/s, loss=0.663, pair=0.000, adv=5.616, sprd=0.031]
Ep 067/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:09,  2.00it/s, loss=0.663, pair=0.000, adv=5.616, sprd=0.031]
Ep 067/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:09,  2.00it/s, loss=0.634, pair=0.000, adv=5.450, sprd=0.016]
Ep 067/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.16it/s, loss=0.634, pair=0.000, adv=5.450, sprd=0.016]
Ep 067/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.16it/s, loss=0.650, pair=0.000, adv=5.648, sprd=0.023]
Ep 067/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.650, pair=0.000, adv=5.648, sprd=0.023]
Ep 067/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:03,  2.07it/s, loss=0.652, pair=0.000, adv=5.494, sprd=0.024]
Ep 067/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.652, pair=0.000, adv=5.494, sprd=0.024]
Ep 067/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.689, pair=0.000, adv=5.497, sprd=0.020]
Ep 067/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.08it/s, loss=0.689, pair=0.000, adv=5.497, sprd=0.020]
Ep 067/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:02,  2.08it/s, loss=0.600, pair=0.000, adv=3.765, sprd=0.013]
Ep 067/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.600, pair=0.000, adv=3.765, sprd=0.013]
Ep 067/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.627, pair=0.000, adv=4.586, sprd=0.020]
Ep 067/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.09it/s, loss=0.627, pair=0.000, adv=4.586, sprd=0.020]
Ep 067/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.09it/s, loss=0.622, pair=0.000, adv=5.869, sprd=0.018]
Ep 067/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.18it/s, loss=0.622, pair=0.000, adv=5.869, sprd=0.018]
Ep 067/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:55,  2.18it/s, loss=0.572, pair=0.000, adv=4.536, sprd=0.011]
Ep 067/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.572, pair=0.000, adv=4.536, sprd=0.011]
Ep 067/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.619, pair=0.000, adv=5.452, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.619, pair=0.000, adv=5.452, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:56,  2.14it/s, loss=0.628, pair=0.000, adv=6.547, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.07it/s, loss=0.628, pair=0.000, adv=6.547, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.07it/s, loss=0.613, pair=0.000, adv=5.023, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:55,  2.14it/s, loss=0.613, pair=0.000, adv=5.023, sprd=0.020]
Ep 067/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:55,  2.14it/s, loss=0.650, pair=0.000, adv=3.827, sprd=0.013]
Ep 067/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:56,  2.11it/s, loss=0.650, pair=0.000, adv=3.827, sprd=0.013]
Ep 067/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:56,  2.11it/s, loss=0.600, pair=0.000, adv=5.021, sprd=0.016]
Ep 067/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:51,  2.20it/s, loss=0.600, pair=0.000, adv=5.021, sprd=0.016]
Ep 067/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:51,  2.20it/s, loss=0.633, pair=0.000, adv=4.541, sprd=0.020]
Ep 067/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:56,  2.10it/s, loss=0.633, pair=0.000, adv=4.541, sprd=0.020]
Ep 067/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:56,  2.10it/s, loss=0.638, pair=0.000, adv=6.148, sprd=0.021]
Ep 067/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:50,  2.20it/s, loss=0.638, pair=0.000, adv=6.148, sprd=0.021]
Ep 067/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:50,  2.20it/s, loss=0.590, pair=0.000, adv=5.188, sprd=0.013]
Ep 067/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:54,  2.12it/s, loss=0.590, pair=0.000, adv=5.188, sprd=0.013]
Ep 067/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:54,  2.12it/s, loss=0.638, pair=0.000, adv=5.309, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:49,  2.19it/s, loss=0.638, pair=0.000, adv=5.309, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:49,  2.19it/s, loss=0.638, pair=0.000, adv=5.588, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.09it/s, loss=0.638, pair=0.000, adv=5.588, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.09it/s, loss=0.574, pair=0.000, adv=4.317, sprd=0.010]
Ep 067/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:48,  2.21it/s, loss=0.574, pair=0.000, adv=4.317, sprd=0.010]
Ep 067/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:48,  2.21it/s, loss=0.646, pair=0.001, adv=5.692, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:51,  2.13it/s, loss=0.646, pair=0.001, adv=5.692, sprd=0.021]
Ep 067/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:51,  2.13it/s, loss=0.641, pair=0.002, adv=5.891, sprd=0.024]
Ep 067/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:48,  2.18it/s, loss=0.641, pair=0.002, adv=5.891, sprd=0.024]
Ep 067/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:48,  2.18it/s, loss=0.617, pair=0.000, adv=4.505, sprd=0.015]
Ep 067/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:51,  2.11it/s, loss=0.617, pair=0.000, adv=4.505, sprd=0.015]
Ep 067/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:51,  2.11it/s, loss=0.613, pair=0.001, adv=4.125, sprd=0.014]
Ep 067/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:45,  2.22it/s, loss=0.613, pair=0.001, adv=4.125, sprd=0.014]
Ep 067/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:45,  2.22it/s, loss=0.593, pair=0.001, adv=5.192, sprd=0.016]
Ep 067/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:50,  2.12it/s, loss=0.593, pair=0.001, adv=5.192, sprd=0.016]
Ep 067/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:50,  2.12it/s, loss=0.650, pair=0.003, adv=5.388, sprd=0.023]
Ep 067/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:46,  2.20it/s, loss=0.650, pair=0.003, adv=5.388, sprd=0.023]
Ep 067/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:46,  2.20it/s, loss=0.701, pair=0.008, adv=5.330, sprd=0.024]
Ep 067/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:58,  1.96it/s, loss=0.701, pair=0.008, adv=5.330, sprd=0.024]
Ep 067/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:58,  1.96it/s, loss=0.638, pair=0.002, adv=5.535, sprd=0.024]
Ep 067/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:52,  2.06it/s, loss=0.638, pair=0.002, adv=5.535, sprd=0.024]
Ep 067/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:52,  2.06it/s, loss=0.673, pair=0.000, adv=5.462, sprd=0.020]
Ep 067/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:55,  1.99it/s, loss=0.673, pair=0.000, adv=5.462, sprd=0.020]
Ep 067/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:55,  1.99it/s, loss=0.655, pair=0.001, adv=4.430, sprd=0.020]
Ep 067/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:48,  2.11it/s, loss=0.655, pair=0.001, adv=4.430, sprd=0.020]
Ep 067/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:48,  2.11it/s, loss=0.674, pair=0.000, adv=6.580, sprd=0.027]
Ep 067/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:52,  2.03it/s, loss=0.674, pair=0.000, adv=6.580, sprd=0.027]
Ep 067/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.657, pair=0.000, adv=5.008, sprd=0.023]
Ep 067/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.657, pair=0.000, adv=5.008, sprd=0.023]
Ep 067/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.618, pair=0.000, adv=5.135, sprd=0.016]
Ep 067/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.07it/s, loss=0.618, pair=0.000, adv=5.135, sprd=0.016]
Ep 067/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:49,  2.07it/s, loss=0.607, pair=0.002, adv=5.089, sprd=0.018]
Ep 067/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.607, pair=0.002, adv=5.089, sprd=0.018]
Ep 067/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.640, pair=0.002, adv=6.011, sprd=0.025]
Ep 067/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.06it/s, loss=0.640, pair=0.002, adv=6.011, sprd=0.025]
Ep 067/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:48,  2.06it/s, loss=0.674, pair=0.000, adv=5.485, sprd=0.030]
Ep 067/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:45,  2.12it/s, loss=0.674, pair=0.000, adv=5.485, sprd=0.030]
Ep 067/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:45,  2.12it/s, loss=0.639, pair=0.000, adv=4.958, sprd=0.022]
Ep 067/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.03it/s, loss=0.639, pair=0.000, adv=4.958, sprd=0.022]
Ep 067/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:49,  2.03it/s, loss=0.623, pair=0.000, adv=4.815, sprd=0.021]
Ep 067/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.11it/s, loss=0.623, pair=0.000, adv=4.815, sprd=0.021]
Ep 067/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.11it/s, loss=0.671, pair=0.001, adv=5.435, sprd=0.028]
Ep 067/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.02it/s, loss=0.671, pair=0.001, adv=5.435, sprd=0.028]
Ep 067/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.02it/s, loss=0.640, pair=0.001, adv=5.253, sprd=0.020]
Ep 067/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.13it/s, loss=0.640, pair=0.001, adv=5.253, sprd=0.020]
Ep 067/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.13it/s, loss=0.731, pair=0.004, adv=5.966, sprd=0.042]
Ep 067/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:48,  2.02it/s, loss=0.731, pair=0.004, adv=5.966, sprd=0.042]
Ep 067/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:48,  2.02it/s, loss=0.665, pair=0.005, adv=5.548, sprd=0.024]
Ep 067/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.665, pair=0.005, adv=5.548, sprd=0.024]
Ep 067/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.12it/s, loss=0.613, pair=0.003, adv=4.788, sprd=0.018]
Ep 067/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:47,  2.00it/s, loss=0.613, pair=0.003, adv=4.788, sprd=0.018]
Ep 067/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:47,  2.00it/s, loss=0.619, pair=0.003, adv=3.769, sprd=0.016]
Ep 067/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:42,  2.11it/s, loss=0.619, pair=0.003, adv=3.769, sprd=0.016]
Ep 067/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:42,  2.11it/s, loss=0.660, pair=0.002, adv=6.009, sprd=0.026]
Ep 067/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:46,  2.00it/s, loss=0.660, pair=0.002, adv=6.009, sprd=0.026]
Ep 067/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:46,  2.00it/s, loss=0.637, pair=0.000, adv=5.067, sprd=0.020]
Ep 067/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.11it/s, loss=0.637, pair=0.000, adv=5.067, sprd=0.020]
Ep 067/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.11it/s, loss=0.636, pair=0.000, adv=5.009, sprd=0.016]
Ep 067/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.05it/s, loss=0.636, pair=0.000, adv=5.009, sprd=0.016]
Ep 067/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:43,  2.05it/s, loss=0.611, pair=0.000, adv=6.215, sprd=0.019]
Ep 067/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.14it/s, loss=0.611, pair=0.000, adv=6.215, sprd=0.019]
Ep 067/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.14it/s, loss=0.643, pair=0.000, adv=5.847, sprd=0.022]
Ep 067/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.643, pair=0.000, adv=5.847, sprd=0.022]
Ep 067/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.644, pair=0.000, adv=5.598, sprd=0.023]
Ep 067/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.15it/s, loss=0.644, pair=0.000, adv=5.598, sprd=0.023]
Ep 067/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:37,  2.15it/s, loss=0.715, pair=0.000, adv=5.703, sprd=0.026]
Ep 067/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:46,  1.96it/s, loss=0.715, pair=0.000, adv=5.703, sprd=0.026]
Ep 067/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:46,  1.96it/s, loss=0.630, pair=0.000, adv=5.538, sprd=0.021]
Ep 067/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:39,  2.07it/s, loss=0.630, pair=0.000, adv=5.538, sprd=0.021]
Ep 067/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:39,  2.07it/s, loss=0.643, pair=0.000, adv=5.707, sprd=0.022]
Ep 067/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:43,  1.99it/s, loss=0.643, pair=0.000, adv=5.707, sprd=0.022]
Ep 067/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:43,  1.99it/s, loss=0.640, pair=0.000, adv=5.744, sprd=0.025]
Ep 067/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:38,  2.08it/s, loss=0.640, pair=0.000, adv=5.744, sprd=0.025]
Ep 067/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:38,  2.08it/s, loss=0.641, pair=0.001, adv=6.253, sprd=0.021]
Ep 067/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.641, pair=0.001, adv=6.253, sprd=0.021]
Ep 067/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.582, pair=0.001, adv=4.828, sprd=0.013]
Ep 067/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:34,  2.15it/s, loss=0.582, pair=0.001, adv=4.828, sprd=0.013]
Ep 067/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:34,  2.15it/s, loss=0.688, pair=0.000, adv=7.125, sprd=0.028]
Ep 067/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.08it/s, loss=0.688, pair=0.000, adv=7.125, sprd=0.028]
Ep 067/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.08it/s, loss=0.680, pair=0.000, adv=5.934, sprd=0.027]
Ep 067/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.18it/s, loss=0.680, pair=0.000, adv=5.934, sprd=0.027]
Ep 067/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:32,  2.18it/s, loss=0.607, pair=0.000, adv=4.975, sprd=0.017]
Ep 067/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.07it/s, loss=0.607, pair=0.000, adv=4.975, sprd=0.017]
Ep 067/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.07it/s, loss=0.656, pair=0.000, adv=5.340, sprd=0.023]
Ep 067/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.16it/s, loss=0.656, pair=0.000, adv=5.340, sprd=0.023]
Ep 067/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:32,  2.16it/s, loss=0.599, pair=0.000, adv=5.135, sprd=0.015]
Ep 067/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.08it/s, loss=0.599, pair=0.000, adv=5.135, sprd=0.015]
Ep 067/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.08it/s, loss=0.645, pair=0.000, adv=5.437, sprd=0.023]
Ep 067/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:30,  2.17it/s, loss=0.645, pair=0.000, adv=5.437, sprd=0.023]
Ep 067/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:30,  2.17it/s, loss=0.602, pair=0.001, adv=5.300, sprd=0.014]
Ep 067/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.602, pair=0.001, adv=5.300, sprd=0.014]
Ep 067/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:33,  2.09it/s, loss=0.625, pair=0.000, adv=5.441, sprd=0.020]
Ep 067/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.17it/s, loss=0.625, pair=0.000, adv=5.441, sprd=0.020]
Ep 067/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:29,  2.17it/s, loss=0.658, pair=0.000, adv=5.471, sprd=0.024]
Ep 067/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:32,  2.09it/s, loss=0.658, pair=0.000, adv=5.471, sprd=0.024]
Ep 067/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:32,  2.09it/s, loss=0.665, pair=0.000, adv=5.433, sprd=0.023]
Ep 067/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.19it/s, loss=0.665, pair=0.000, adv=5.433, sprd=0.023]
Ep 067/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:28,  2.19it/s, loss=0.627, pair=0.000, adv=4.910, sprd=0.019]
Ep 067/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.09it/s, loss=0.627, pair=0.000, adv=4.910, sprd=0.019]
Ep 067/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.09it/s, loss=0.640, pair=0.004, adv=5.856, sprd=0.021]
Ep 067/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:26,  2.20it/s, loss=0.640, pair=0.004, adv=5.856, sprd=0.021]
Ep 067/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:26,  2.20it/s, loss=0.657, pair=0.000, adv=5.745, sprd=0.024]
Ep 067/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.11it/s, loss=0.657, pair=0.000, adv=5.745, sprd=0.024]
Ep 067/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.11it/s, loss=0.604, pair=0.000, adv=5.141, sprd=0.018]
Ep 067/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.18it/s, loss=0.604, pair=0.000, adv=5.141, sprd=0.018]
Ep 067/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.18it/s, loss=0.604, pair=0.000, adv=6.712, sprd=0.018]
Ep 067/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:30,  2.08it/s, loss=0.604, pair=0.000, adv=6.712, sprd=0.018]
Ep 067/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:30,  2.08it/s, loss=0.648, pair=0.000, adv=5.292, sprd=0.022]
Ep 067/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:25,  2.17it/s, loss=0.648, pair=0.000, adv=5.292, sprd=0.022]
Ep 067/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:25,  2.17it/s, loss=0.611, pair=0.001, adv=3.740, sprd=0.015]
Ep 067/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.08it/s, loss=0.611, pair=0.001, adv=3.740, sprd=0.015]
Ep 067/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.08it/s, loss=0.597, pair=0.001, adv=4.517, sprd=0.017]
Ep 067/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.15it/s, loss=0.597, pair=0.001, adv=4.517, sprd=0.017]
Ep 067/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.15it/s, loss=0.640, pair=0.000, adv=5.248, sprd=0.024]
Ep 067/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:30,  2.04it/s, loss=0.640, pair=0.000, adv=5.248, sprd=0.024]
Ep 067/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:30,  2.04it/s, loss=0.572, pair=0.001, adv=3.563, sprd=0.012]
Ep 067/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:26,  2.12it/s, loss=0.572, pair=0.001, adv=3.563, sprd=0.012]
Ep 067/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:26,  2.12it/s, loss=0.625, pair=0.000, adv=4.915, sprd=0.018]
Ep 067/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.06it/s, loss=0.625, pair=0.000, adv=4.915, sprd=0.018]
Ep 067/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:28,  2.06it/s, loss=0.639, pair=0.000, adv=5.908, sprd=0.023]
Ep 067/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.14it/s, loss=0.639, pair=0.000, adv=5.908, sprd=0.023]
Ep 067/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.14it/s, loss=0.645, pair=0.000, adv=5.308, sprd=0.023]
Ep 067/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:33,  1.93it/s, loss=0.645, pair=0.000, adv=5.308, sprd=0.023]
Ep 067/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:33,  1.93it/s, loss=0.620, pair=0.000, adv=5.438, sprd=0.016]
Ep 067/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:25,  2.10it/s, loss=0.620, pair=0.000, adv=5.438, sprd=0.016]
Ep 067/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:25,  2.10it/s, loss=0.626, pair=0.000, adv=5.719, sprd=0.018]
Ep 067/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.05it/s, loss=0.626, pair=0.000, adv=5.719, sprd=0.018]
Ep 067/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:26,  2.05it/s, loss=0.644, pair=0.000, adv=6.128, sprd=0.024]
Ep 067/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.13it/s, loss=0.644, pair=0.000, adv=6.128, sprd=0.024]
Ep 067/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.13it/s, loss=0.690, pair=0.003, adv=6.466, sprd=0.022]
Ep 067/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.05it/s, loss=0.690, pair=0.003, adv=6.466, sprd=0.022]
Ep 067/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:25,  2.05it/s, loss=0.648, pair=0.000, adv=5.178, sprd=0.021]
Ep 067/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.15it/s, loss=0.648, pair=0.000, adv=5.178, sprd=0.021]
Ep 067/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.15it/s, loss=0.594, pair=0.000, adv=4.284, sprd=0.015]
Ep 067/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.594, pair=0.000, adv=4.284, sprd=0.015]
Ep 067/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:24,  2.06it/s, loss=0.675, pair=0.001, adv=5.705, sprd=0.028]
Ep 067/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.16it/s, loss=0.675, pair=0.001, adv=5.705, sprd=0.028]
Ep 067/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.16it/s, loss=0.613, pair=0.000, adv=5.197, sprd=0.018]
Ep 067/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.09it/s, loss=0.613, pair=0.000, adv=5.197, sprd=0.018]
Ep 067/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:22,  2.09it/s, loss=0.645, pair=0.000, adv=6.991, sprd=0.024]
Ep 067/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.17it/s, loss=0.645, pair=0.000, adv=6.991, sprd=0.024]
Ep 067/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.17it/s, loss=0.673, pair=0.000, adv=5.781, sprd=0.024]
Ep 067/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.09it/s, loss=0.673, pair=0.000, adv=5.781, sprd=0.024]
Ep 067/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:21,  2.09it/s, loss=0.650, pair=0.000, adv=5.719, sprd=0.028]
Ep 067/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.650, pair=0.000, adv=5.719, sprd=0.028]
Ep 067/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.703, pair=0.003, adv=4.712, sprd=0.026]
Ep 067/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:23,  2.02it/s, loss=0.703, pair=0.003, adv=4.712, sprd=0.026]
Ep 067/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:23,  2.02it/s, loss=0.612, pair=0.000, adv=5.748, sprd=0.020]
Ep 067/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.612, pair=0.000, adv=5.748, sprd=0.020]
Ep 067/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.634, pair=0.001, adv=4.566, sprd=0.016]
Ep 067/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:22,  2.02it/s, loss=0.634, pair=0.001, adv=4.566, sprd=0.016]
Ep 067/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:22,  2.02it/s, loss=0.622, pair=0.000, adv=5.425, sprd=0.019]
Ep 067/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.13it/s, loss=0.622, pair=0.000, adv=5.425, sprd=0.019]
Ep 067/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:17,  2.13it/s, loss=0.665, pair=0.006, adv=6.236, sprd=0.025]
Ep 067/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.05it/s, loss=0.665, pair=0.006, adv=6.236, sprd=0.025]
Ep 067/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.05it/s, loss=0.651, pair=0.002, adv=4.911, sprd=0.027]
Ep 067/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:17,  2.11it/s, loss=0.651, pair=0.002, adv=4.911, sprd=0.027]
Ep 067/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:17,  2.11it/s, loss=0.630, pair=0.000, adv=4.102, sprd=0.021]
Ep 067/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.04it/s, loss=0.630, pair=0.000, adv=4.102, sprd=0.021]
Ep 067/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.04it/s, loss=0.673, pair=0.001, adv=4.226, sprd=0.025]
Ep 067/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.13it/s, loss=0.673, pair=0.001, adv=4.226, sprd=0.025]
Ep 067/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.13it/s, loss=0.633, pair=0.001, adv=5.148, sprd=0.018]
Ep 067/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:19,  2.02it/s, loss=0.633, pair=0.001, adv=5.148, sprd=0.018]
Ep 067/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:19,  2.02it/s, loss=0.604, pair=0.001, adv=6.020, sprd=0.018]
Ep 067/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:15,  2.12it/s, loss=0.604, pair=0.001, adv=6.020, sprd=0.018]
Ep 067/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.12it/s, loss=0.653, pair=0.001, adv=4.521, sprd=0.019]
Ep 067/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.07it/s, loss=0.653, pair=0.001, adv=4.521, sprd=0.019]
Ep 067/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.07it/s, loss=0.654, pair=0.000, adv=4.964, sprd=0.024]
Ep 067/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:13,  2.14it/s, loss=0.654, pair=0.000, adv=4.964, sprd=0.024]
Ep 067/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.14it/s, loss=0.640, pair=0.000, adv=4.194, sprd=0.017]
Ep 067/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.06it/s, loss=0.640, pair=0.000, adv=4.194, sprd=0.017]
Ep 067/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.06it/s, loss=0.656, pair=0.000, adv=5.307, sprd=0.025]
Ep 067/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:12,  2.14it/s, loss=0.656, pair=0.000, adv=5.307, sprd=0.025]
Ep 067/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:12,  2.14it/s, loss=0.631, pair=0.001, adv=5.139, sprd=0.018]
Ep 067/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.07it/s, loss=0.631, pair=0.001, adv=5.139, sprd=0.018]
Ep 067/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.07it/s, loss=0.639, pair=0.000, adv=5.213, sprd=0.021]
Ep 067/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.17it/s, loss=0.639, pair=0.000, adv=5.213, sprd=0.021]
Ep 067/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:10,  2.17it/s, loss=0.644, pair=0.000, adv=6.299, sprd=0.024]
Ep 067/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:17,  1.96it/s, loss=0.644, pair=0.000, adv=6.299, sprd=0.024]
Ep 067/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:17,  1.96it/s, loss=0.616, pair=0.000, adv=5.363, sprd=0.019]
Ep 067/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:12,  2.09it/s, loss=0.616, pair=0.000, adv=5.363, sprd=0.019]
Ep 067/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:12,  2.09it/s, loss=0.626, pair=0.000, adv=5.393, sprd=0.020]
Ep 067/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.00it/s, loss=0.626, pair=0.000, adv=5.393, sprd=0.020]
Ep 067/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.00it/s, loss=0.621, pair=0.000, adv=5.457, sprd=0.022]
Ep 067/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:11,  2.08it/s, loss=0.621, pair=0.000, adv=5.457, sprd=0.022]
Ep 067/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:11,  2.08it/s, loss=0.634, pair=0.000, adv=5.669, sprd=0.022]
Ep 067/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:13,  2.01it/s, loss=0.634, pair=0.000, adv=5.669, sprd=0.022]
Ep 067/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:13,  2.01it/s, loss=0.599, pair=0.000, adv=4.892, sprd=0.017]
Ep 067/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.12it/s, loss=0.599, pair=0.000, adv=4.892, sprd=0.017]
Ep 067/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:09,  2.12it/s, loss=0.661, pair=0.000, adv=4.186, sprd=0.026]
Ep 067/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:12,  2.01it/s, loss=0.661, pair=0.000, adv=4.186, sprd=0.026]
Ep 067/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:12,  2.01it/s, loss=0.644, pair=0.005, adv=5.716, sprd=0.021]
Ep 067/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.14it/s, loss=0.644, pair=0.005, adv=5.716, sprd=0.021]
Ep 067/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:07,  2.14it/s, loss=0.630, pair=0.000, adv=5.441, sprd=0.017]
Ep 067/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.08it/s, loss=0.630, pair=0.000, adv=5.441, sprd=0.017]
Ep 067/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.08it/s, loss=0.651, pair=0.001, adv=5.028, sprd=0.018]
Ep 067/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:04,  2.22it/s, loss=0.651, pair=0.001, adv=5.028, sprd=0.018]
Ep 067/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:04,  2.22it/s, loss=0.643, pair=0.000, adv=5.242, sprd=0.024]
Ep 067/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.08it/s, loss=0.643, pair=0.000, adv=5.242, sprd=0.024]
Ep 067/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.08it/s, loss=0.629, pair=0.000, adv=4.527, sprd=0.016]
Ep 067/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.629, pair=0.000, adv=4.527, sprd=0.016]
Ep 067/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.653, pair=0.000, adv=6.183, sprd=0.025]
Ep 067/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.09it/s, loss=0.653, pair=0.000, adv=6.183, sprd=0.025]
Ep 067/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.09it/s, loss=0.657, pair=0.000, adv=5.951, sprd=0.027]
Ep 067/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.15it/s, loss=0.657, pair=0.000, adv=5.951, sprd=0.027]
Ep 067/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.15it/s, loss=0.627, pair=0.000, adv=5.054, sprd=0.019]
Ep 067/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.07it/s, loss=0.627, pair=0.000, adv=5.054, sprd=0.019]
Ep 067/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:06,  2.07it/s, loss=0.630, pair=0.001, adv=4.750, sprd=0.024]
Ep 067/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.630, pair=0.001, adv=4.750, sprd=0.024]
Ep 067/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.667, pair=0.000, adv=5.710, sprd=0.025]
Ep 067/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.04it/s, loss=0.667, pair=0.000, adv=5.710, sprd=0.025]
Ep 067/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.04it/s, loss=0.604, pair=0.000, adv=5.301, sprd=0.015]
Ep 067/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.17it/s, loss=0.604, pair=0.000, adv=5.301, sprd=0.015]
Ep 067/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.17it/s, loss=0.626, pair=0.000, adv=5.069, sprd=0.020]
Ep 067/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.05it/s, loss=0.626, pair=0.000, adv=5.069, sprd=0.020]
Ep 067/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.05it/s, loss=0.639, pair=0.000, adv=5.422, sprd=0.020]
Ep 067/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.15it/s, loss=0.639, pair=0.000, adv=5.422, sprd=0.020]
Ep 067/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.15it/s, loss=0.662, pair=0.001, adv=5.140, sprd=0.021]
Ep 067/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.662, pair=0.001, adv=5.140, sprd=0.021]
Ep 067/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:03,  2.07it/s, loss=0.626, pair=0.000, adv=5.542, sprd=0.021]
Ep 067/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.15it/s, loss=0.626, pair=0.000, adv=5.542, sprd=0.021]
Ep 067/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.15it/s, loss=0.655, pair=0.000, adv=4.959, sprd=0.020]
Ep 067/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:02,  2.07it/s, loss=0.655, pair=0.000, adv=4.959, sprd=0.020]
Ep 067/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:02,  2.07it/s, loss=0.631, pair=0.000, adv=4.679, sprd=0.016]
Ep 067/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:58,  2.21it/s, loss=0.631, pair=0.000, adv=4.679, sprd=0.016]
Ep 067/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:58,  2.21it/s, loss=0.697, pair=0.003, adv=5.650, sprd=0.026]
Ep 067/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.09it/s, loss=0.697, pair=0.003, adv=5.650, sprd=0.026]
Ep 067/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:01,  2.09it/s, loss=0.676, pair=0.000, adv=5.029, sprd=0.029]
Ep 067/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.16it/s, loss=0.676, pair=0.000, adv=5.029, sprd=0.029]
Ep 067/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.16it/s, loss=0.625, pair=0.001, adv=4.929, sprd=0.019]
Ep 067/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.625, pair=0.001, adv=4.929, sprd=0.019]
Ep 067/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:00,  2.07it/s, loss=0.671, pair=0.000, adv=6.073, sprd=0.029]
Ep 067/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.14it/s, loss=0.671, pair=0.000, adv=6.073, sprd=0.029]
Ep 067/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.14it/s, loss=0.680, pair=0.000, adv=5.018, sprd=0.021]
Ep 067/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.05it/s, loss=0.680, pair=0.000, adv=5.018, sprd=0.021]
Ep 067/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.05it/s, loss=0.601, pair=0.001, adv=4.908, sprd=0.017]
Ep 067/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.14it/s, loss=0.601, pair=0.001, adv=4.908, sprd=0.017]
Ep 067/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.14it/s, loss=0.641, pair=0.001, adv=6.579, sprd=0.025]
Ep 067/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<01:04,  1.90it/s, loss=0.641, pair=0.001, adv=6.579, sprd=0.025]
Ep 067/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:04,  1.90it/s, loss=0.621, pair=0.004, adv=3.814, sprd=0.017]
Ep 067/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:59,  2.04it/s, loss=0.621, pair=0.004, adv=3.814, sprd=0.017]
Ep 067/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:59,  2.04it/s, loss=0.642, pair=0.003, adv=6.281, sprd=0.022]
Ep 067/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<01:00,  2.00it/s, loss=0.642, pair=0.003, adv=6.281, sprd=0.022]
Ep 067/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<01:00,  2.00it/s, loss=0.638, pair=0.001, adv=4.789, sprd=0.018]
Ep 067/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.13it/s, loss=0.638, pair=0.001, adv=4.789, sprd=0.018]
Ep 067/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.13it/s, loss=0.637, pair=0.001, adv=5.137, sprd=0.022]
Ep 067/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.03it/s, loss=0.637, pair=0.001, adv=5.137, sprd=0.022]
Ep 067/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.03it/s, loss=0.643, pair=0.003, adv=5.416, sprd=0.024]
Ep 067/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:55,  2.10it/s, loss=0.643, pair=0.003, adv=5.416, sprd=0.024]
Ep 067/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.10it/s, loss=0.660, pair=0.006, adv=6.199, sprd=0.026]
Ep 067/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.03it/s, loss=0.660, pair=0.006, adv=6.199, sprd=0.026]
Ep 067/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.03it/s, loss=0.617, pair=0.003, adv=5.160, sprd=0.019]
Ep 067/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.14it/s, loss=0.617, pair=0.003, adv=5.160, sprd=0.019]
Ep 067/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.14it/s, loss=0.626, pair=0.003, adv=4.934, sprd=0.018]
Ep 067/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.626, pair=0.003, adv=4.934, sprd=0.018]
Ep 067/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.650, pair=0.005, adv=5.074, sprd=0.027]
Ep 067/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:53,  2.11it/s, loss=0.650, pair=0.005, adv=5.074, sprd=0.027]
Ep 067/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.11it/s, loss=0.646, pair=0.005, adv=4.807, sprd=0.023]
Ep 067/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:56,  1.99it/s, loss=0.646, pair=0.005, adv=4.807, sprd=0.023]
Ep 067/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:56,  1.99it/s, loss=0.602, pair=0.004, adv=4.451, sprd=0.014]
Ep 067/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.12it/s, loss=0.602, pair=0.004, adv=4.451, sprd=0.014]
Ep 067/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.12it/s, loss=0.608, pair=0.003, adv=5.007, sprd=0.018]
Ep 067/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:55,  2.00it/s, loss=0.608, pair=0.003, adv=5.007, sprd=0.018]
Ep 067/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:55,  2.00it/s, loss=0.635, pair=0.004, adv=5.709, sprd=0.022]
Ep 067/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.10it/s, loss=0.635, pair=0.004, adv=5.709, sprd=0.022]
Ep 067/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.10it/s, loss=0.635, pair=0.003, adv=4.977, sprd=0.020]
Ep 067/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.03it/s, loss=0.635, pair=0.003, adv=4.977, sprd=0.020]
Ep 067/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.03it/s, loss=0.635, pair=0.006, adv=5.257, sprd=0.021]
Ep 067/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.13it/s, loss=0.635, pair=0.006, adv=5.257, sprd=0.021]
Ep 067/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.13it/s, loss=0.636, pair=0.004, adv=5.259, sprd=0.019]
Ep 067/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.05it/s, loss=0.636, pair=0.004, adv=5.259, sprd=0.019]
Ep 067/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.05it/s, loss=0.657, pair=0.004, adv=5.067, sprd=0.020]
Ep 067/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:47,  2.19it/s, loss=0.657, pair=0.004, adv=5.067, sprd=0.020]
Ep 067/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:47,  2.19it/s, loss=0.648, pair=0.005, adv=3.811, sprd=0.017]
Ep 067/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:49,  2.11it/s, loss=0.648, pair=0.005, adv=3.811, sprd=0.017]
Ep 067/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:49,  2.11it/s, loss=0.621, pair=0.001, adv=4.616, sprd=0.017]
Ep 067/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:46,  2.22it/s, loss=0.621, pair=0.001, adv=4.616, sprd=0.017]
Ep 067/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:46,  2.22it/s, loss=0.652, pair=0.000, adv=4.999, sprd=0.023]
Ep 067/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:48,  2.10it/s, loss=0.652, pair=0.000, adv=4.999, sprd=0.023]
Ep 067/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:48,  2.10it/s, loss=0.654, pair=0.001, adv=4.692, sprd=0.025]
Ep 067/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:46,  2.19it/s, loss=0.654, pair=0.001, adv=4.692, sprd=0.025]
Ep 067/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.19it/s, loss=0.605, pair=0.003, adv=5.287, sprd=0.015]
Ep 067/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:47,  2.11it/s, loss=0.605, pair=0.003, adv=5.287, sprd=0.015]
Ep 067/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:47,  2.11it/s, loss=0.647, pair=0.001, adv=5.357, sprd=0.021]
Ep 067/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:44,  2.21it/s, loss=0.647, pair=0.001, adv=5.357, sprd=0.021]
Ep 067/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:44,  2.21it/s, loss=0.626, pair=0.002, adv=4.969, sprd=0.021]
Ep 067/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:49,  1.99it/s, loss=0.626, pair=0.002, adv=4.969, sprd=0.021]
Ep 067/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:49,  1.99it/s, loss=0.647, pair=0.001, adv=6.032, sprd=0.022]
Ep 067/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.11it/s, loss=0.647, pair=0.001, adv=6.032, sprd=0.022]
Ep 067/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:45,  2.11it/s, loss=0.644, pair=0.002, adv=4.934, sprd=0.018]
Ep 067/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.644, pair=0.002, adv=4.934, sprd=0.018]
Ep 067/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.653, pair=0.009, adv=4.750, sprd=0.024]
Ep 067/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.13it/s, loss=0.653, pair=0.009, adv=4.750, sprd=0.024]
Ep 067/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.13it/s, loss=0.606, pair=0.006, adv=4.529, sprd=0.016]
Ep 067/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.606, pair=0.006, adv=4.529, sprd=0.016]
Ep 067/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.07it/s, loss=0.623, pair=0.004, adv=5.113, sprd=0.018]
Ep 067/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.623, pair=0.004, adv=5.113, sprd=0.018]
Ep 067/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.661, pair=0.001, adv=5.708, sprd=0.019]
Ep 067/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.05it/s, loss=0.661, pair=0.001, adv=5.708, sprd=0.019]
Ep 067/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.05it/s, loss=0.660, pair=0.003, adv=4.668, sprd=0.018]
Ep 067/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.19it/s, loss=0.660, pair=0.003, adv=4.668, sprd=0.018]
Ep 067/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.19it/s, loss=0.646, pair=0.001, adv=5.323, sprd=0.026]
Ep 067/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.06it/s, loss=0.646, pair=0.001, adv=5.323, sprd=0.026]
Ep 067/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.06it/s, loss=0.664, pair=0.001, adv=3.556, sprd=0.023]
Ep 067/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.15it/s, loss=0.664, pair=0.001, adv=3.556, sprd=0.023]
Ep 067/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.15it/s, loss=0.610, pair=0.002, adv=3.632, sprd=0.014]
Ep 067/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.11it/s, loss=0.610, pair=0.002, adv=3.632, sprd=0.014]
Ep 067/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:41,  2.11it/s, loss=0.609, pair=0.004, adv=5.233, sprd=0.017]
Ep 067/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.21it/s, loss=0.609, pair=0.004, adv=5.233, sprd=0.017]
Ep 067/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.21it/s, loss=0.656, pair=0.000, adv=5.199, sprd=0.028]
Ep 067/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.07it/s, loss=0.656, pair=0.000, adv=5.199, sprd=0.028]
Ep 067/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:41,  2.07it/s, loss=0.622, pair=0.001, adv=4.876, sprd=0.019]
Ep 067/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.16it/s, loss=0.622, pair=0.001, adv=4.876, sprd=0.019]
Ep 067/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.16it/s, loss=0.641, pair=0.000, adv=5.061, sprd=0.023]
Ep 067/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.05it/s, loss=0.641, pair=0.000, adv=5.061, sprd=0.023]
Ep 067/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.05it/s, loss=0.612, pair=0.000, adv=4.839, sprd=0.015]
Ep 067/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.18it/s, loss=0.612, pair=0.000, adv=4.839, sprd=0.015]
Ep 067/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:38,  2.18it/s, loss=0.657, pair=0.001, adv=5.543, sprd=0.021]
Ep 067/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.08it/s, loss=0.657, pair=0.001, adv=5.543, sprd=0.021]
Ep 067/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:39,  2.08it/s, loss=0.636, pair=0.002, adv=5.856, sprd=0.024]
Ep 067/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.15it/s, loss=0.636, pair=0.002, adv=5.856, sprd=0.024]
Ep 067/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.15it/s, loss=0.569, pair=0.001, adv=3.427, sprd=0.009]
Ep 067/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.06it/s, loss=0.569, pair=0.001, adv=3.427, sprd=0.009]
Ep 067/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:38,  2.06it/s, loss=0.635, pair=0.002, adv=6.333, sprd=0.023]
Ep 067/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:36,  2.14it/s, loss=0.635, pair=0.002, adv=6.333, sprd=0.023]
Ep 067/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:36,  2.14it/s, loss=0.613, pair=0.002, adv=5.555, sprd=0.015]
Ep 067/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.07it/s, loss=0.613, pair=0.002, adv=5.555, sprd=0.015]
Ep 067/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.07it/s, loss=0.645, pair=0.001, adv=5.280, sprd=0.022]
Ep 067/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.645, pair=0.001, adv=5.280, sprd=0.022]
Ep 067/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.15it/s, loss=0.672, pair=0.002, adv=6.585, sprd=0.028]
Ep 067/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.01it/s, loss=0.672, pair=0.002, adv=6.585, sprd=0.028]
Ep 067/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.01it/s, loss=0.646, pair=0.001, adv=4.984, sprd=0.023]
Ep 067/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.11it/s, loss=0.646, pair=0.001, adv=4.984, sprd=0.023]
Ep 067/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.11it/s, loss=0.607, pair=0.002, adv=4.946, sprd=0.018]
Ep 067/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.03it/s, loss=0.607, pair=0.002, adv=4.946, sprd=0.018]
Ep 067/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.03it/s, loss=0.588, pair=0.003, adv=3.138, sprd=0.013]
Ep 067/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.18it/s, loss=0.588, pair=0.003, adv=3.138, sprd=0.013]
Ep 067/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.18it/s, loss=0.594, pair=0.001, adv=5.263, sprd=0.016]
Ep 067/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.08it/s, loss=0.594, pair=0.001, adv=5.263, sprd=0.016]
Ep 067/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.08it/s, loss=0.626, pair=0.004, adv=5.836, sprd=0.022]
Ep 067/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.14it/s, loss=0.626, pair=0.004, adv=5.836, sprd=0.022]
Ep 067/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:33,  2.14it/s, loss=0.642, pair=0.002, adv=6.004, sprd=0.026]
Ep 067/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:36,  1.91it/s, loss=0.642, pair=0.002, adv=6.004, sprd=0.026]
Ep 067/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:36,  1.91it/s, loss=0.596, pair=0.010, adv=4.466, sprd=0.015]
Ep 067/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:33,  2.05it/s, loss=0.596, pair=0.010, adv=4.466, sprd=0.015]
Ep 067/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:33,  2.05it/s, loss=0.681, pair=0.006, adv=6.257, sprd=0.023]
Ep 067/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:34,  1.98it/s, loss=0.681, pair=0.006, adv=6.257, sprd=0.023]
Ep 067/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:34,  1.98it/s, loss=0.689, pair=0.008, adv=5.746, sprd=0.029]
Ep 067/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:32,  2.08it/s, loss=0.689, pair=0.008, adv=5.746, sprd=0.029]
Ep 067/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:32,  2.08it/s, loss=0.695, pair=0.004, adv=5.437, sprd=0.025]
Ep 067/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:33,  1.99it/s, loss=0.695, pair=0.004, adv=5.437, sprd=0.025]
Ep 067/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:33,  1.99it/s, loss=0.664, pair=0.006, adv=5.649, sprd=0.025]
Ep 067/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.10it/s, loss=0.664, pair=0.006, adv=5.649, sprd=0.025]
Ep 067/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.10it/s, loss=0.609, pair=0.001, adv=4.846, sprd=0.014]
Ep 067/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.04it/s, loss=0.609, pair=0.001, adv=4.846, sprd=0.014]
Ep 067/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.04it/s, loss=0.664, pair=0.003, adv=6.028, sprd=0.025]
Ep 067/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.15it/s, loss=0.664, pair=0.003, adv=6.028, sprd=0.025]
Ep 067/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.15it/s, loss=0.634, pair=0.005, adv=5.266, sprd=0.021]
Ep 067/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.634, pair=0.005, adv=5.266, sprd=0.021]
Ep 067/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.707, pair=0.006, adv=5.505, sprd=0.036]
Ep 067/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.10it/s, loss=0.707, pair=0.006, adv=5.505, sprd=0.036]
Ep 067/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.10it/s, loss=0.668, pair=0.001, adv=5.021, sprd=0.026]
Ep 067/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.03it/s, loss=0.668, pair=0.001, adv=5.021, sprd=0.026]
Ep 067/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.03it/s, loss=0.660, pair=0.005, adv=5.425, sprd=0.029]
Ep 067/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:28,  2.10it/s, loss=0.660, pair=0.005, adv=5.425, sprd=0.029]
Ep 067/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:28,  2.10it/s, loss=0.597, pair=0.004, adv=4.546, sprd=0.015]
Ep 067/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.03it/s, loss=0.597, pair=0.004, adv=4.546, sprd=0.015]
Ep 067/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.03it/s, loss=0.640, pair=0.005, adv=4.531, sprd=0.023]
Ep 067/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:27,  2.11it/s, loss=0.640, pair=0.005, adv=4.531, sprd=0.023]
Ep 067/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:27,  2.11it/s, loss=0.633, pair=0.005, adv=5.267, sprd=0.021]
Ep 067/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.02it/s, loss=0.633, pair=0.005, adv=5.267, sprd=0.021]
Ep 067/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.02it/s, loss=0.666, pair=0.004, adv=6.084, sprd=0.029]
Ep 067/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.10it/s, loss=0.666, pair=0.004, adv=6.084, sprd=0.029]
Ep 067/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:26,  2.10it/s, loss=0.616, pair=0.002, adv=5.193, sprd=0.014]
Ep 067/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.07it/s, loss=0.616, pair=0.002, adv=5.193, sprd=0.014]
Ep 067/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.07it/s, loss=0.606, pair=0.002, adv=5.362, sprd=0.017]
Ep 067/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.17it/s, loss=0.606, pair=0.002, adv=5.362, sprd=0.017]
Ep 067/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.17it/s, loss=0.650, pair=0.005, adv=4.488, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.02it/s, loss=0.650, pair=0.005, adv=4.488, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.02it/s, loss=0.643, pair=0.003, adv=5.081, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.10it/s, loss=0.643, pair=0.003, adv=5.081, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:24,  2.10it/s, loss=0.647, pair=0.005, adv=4.966, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.02it/s, loss=0.647, pair=0.005, adv=4.966, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.02it/s, loss=0.623, pair=0.005, adv=6.633, sprd=0.020]
Ep 067/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:23,  2.13it/s, loss=0.623, pair=0.005, adv=6.633, sprd=0.020]
Ep 067/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:23,  2.13it/s, loss=0.643, pair=0.007, adv=6.201, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.05it/s, loss=0.643, pair=0.007, adv=6.201, sprd=0.024]
Ep 067/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.05it/s, loss=0.635, pair=0.002, adv=5.471, sprd=0.020]
Ep 067/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.17it/s, loss=0.635, pair=0.002, adv=5.471, sprd=0.020]
Ep 067/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.17it/s, loss=0.656, pair=0.001, adv=4.995, sprd=0.021]
Ep 067/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:21,  2.09it/s, loss=0.656, pair=0.001, adv=4.995, sprd=0.021]
Ep 067/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:21,  2.09it/s, loss=0.645, pair=0.001, adv=5.032, sprd=0.021]
Ep 067/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.19it/s, loss=0.645, pair=0.001, adv=5.032, sprd=0.021]
Ep 067/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.19it/s, loss=0.616, pair=0.001, adv=4.694, sprd=0.015]
Ep 067/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:20,  2.11it/s, loss=0.616, pair=0.001, adv=4.694, sprd=0.015]
Ep 067/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:20,  2.11it/s, loss=0.636, pair=0.003, adv=5.682, sprd=0.019]
Ep 067/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.22it/s, loss=0.636, pair=0.003, adv=5.682, sprd=0.019]
Ep 067/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.22it/s, loss=0.748, pair=0.006, adv=5.696, sprd=0.034]
Ep 067/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.97it/s, loss=0.748, pair=0.006, adv=5.696, sprd=0.034]
Ep 067/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:21,  1.97it/s, loss=0.604, pair=0.002, adv=6.112, sprd=0.017]
Ep 067/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.08it/s, loss=0.604, pair=0.002, adv=6.112, sprd=0.017]
Ep 067/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.08it/s, loss=0.644, pair=0.004, adv=5.167, sprd=0.023]
Ep 067/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.00it/s, loss=0.644, pair=0.004, adv=5.167, sprd=0.023]
Ep 067/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.00it/s, loss=0.661, pair=0.007, adv=5.735, sprd=0.024]
Ep 067/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.11it/s, loss=0.661, pair=0.007, adv=5.735, sprd=0.024]
Ep 067/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.11it/s, loss=0.680, pair=0.006, adv=4.331, sprd=0.020]
Ep 067/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.03it/s, loss=0.680, pair=0.006, adv=4.331, sprd=0.020]
Ep 067/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.03it/s, loss=0.651, pair=0.008, adv=6.010, sprd=0.023]
Ep 067/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.13it/s, loss=0.651, pair=0.008, adv=6.010, sprd=0.023]
Ep 067/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.13it/s, loss=0.638, pair=0.003, adv=5.896, sprd=0.023]
Ep 067/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.02it/s, loss=0.638, pair=0.003, adv=5.896, sprd=0.023]
Ep 067/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.02it/s, loss=0.628, pair=0.001, adv=4.798, sprd=0.018]
Ep 067/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.15it/s, loss=0.628, pair=0.001, adv=4.798, sprd=0.018]
Ep 067/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.15it/s, loss=0.656, pair=0.002, adv=5.996, sprd=0.026]
Ep 067/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.02it/s, loss=0.656, pair=0.002, adv=5.996, sprd=0.026]
Ep 067/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.02it/s, loss=0.590, pair=0.002, adv=5.177, sprd=0.013]
Ep 067/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.12it/s, loss=0.590, pair=0.002, adv=5.177, sprd=0.013]
Ep 067/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.12it/s, loss=0.659, pair=0.000, adv=6.299, sprd=0.024]
Ep 067/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.05it/s, loss=0.659, pair=0.000, adv=6.299, sprd=0.024]
Ep 067/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.05it/s, loss=0.649, pair=0.000, adv=5.746, sprd=0.025]
Ep 067/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.15it/s, loss=0.649, pair=0.000, adv=5.746, sprd=0.025]
Ep 067/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.15it/s, loss=0.640, pair=0.002, adv=5.688, sprd=0.018]
Ep 067/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.12it/s, loss=0.640, pair=0.002, adv=5.688, sprd=0.018]
Ep 067/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.12it/s, loss=0.641, pair=0.000, adv=6.143, sprd=0.024]
Ep 067/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.19it/s, loss=0.641, pair=0.000, adv=6.143, sprd=0.024]
Ep 067/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.19it/s, loss=0.627, pair=0.000, adv=5.468, sprd=0.017]
Ep 067/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.10it/s, loss=0.627, pair=0.000, adv=5.468, sprd=0.017]
Ep 067/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.10it/s, loss=0.633, pair=0.001, adv=5.664, sprd=0.022]
Ep 067/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.18it/s, loss=0.633, pair=0.001, adv=5.664, sprd=0.022]
Ep 067/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.18it/s, loss=0.630, pair=0.000, adv=4.463, sprd=0.016]
Ep 067/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.12it/s, loss=0.630, pair=0.000, adv=4.463, sprd=0.016]
Ep 067/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.12it/s, loss=0.689, pair=0.005, adv=6.129, sprd=0.032]
Ep 067/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.19it/s, loss=0.689, pair=0.005, adv=6.129, sprd=0.032]
Ep 067/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.19it/s, loss=0.616, pair=0.002, adv=4.765, sprd=0.016]
Ep 067/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.616, pair=0.002, adv=4.765, sprd=0.016]
Ep 067/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.674, pair=0.001, adv=5.223, sprd=0.029]
Ep 067/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.11it/s, loss=0.674, pair=0.001, adv=5.223, sprd=0.029]
Ep 067/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.11it/s, loss=0.616, pair=0.000, adv=6.094, sprd=0.020]
Ep 067/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.03it/s, loss=0.616, pair=0.000, adv=6.094, sprd=0.020]
Ep 067/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.03it/s, loss=0.614, pair=0.002, adv=4.985, sprd=0.016]
Ep 067/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.17it/s, loss=0.614, pair=0.002, adv=4.985, sprd=0.016]
Ep 067/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.17it/s, loss=0.601, pair=0.000, adv=5.767, sprd=0.017]
Ep 067/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.09it/s, loss=0.601, pair=0.000, adv=5.767, sprd=0.017]
Ep 067/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.09it/s, loss=0.612, pair=0.000, adv=4.390, sprd=0.016]
Ep 067/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.19it/s, loss=0.612, pair=0.000, adv=4.390, sprd=0.016]
Ep 067/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.19it/s, loss=0.632, pair=0.000, adv=4.883, sprd=0.020]
Ep 067/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.07it/s, loss=0.632, pair=0.000, adv=4.883, sprd=0.020]
Ep 067/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.07it/s, loss=0.648, pair=0.001, adv=5.769, sprd=0.024]
Ep 067/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.16it/s, loss=0.648, pair=0.001, adv=5.769, sprd=0.024]
Ep 067/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.16it/s, loss=0.597, pair=0.001, adv=4.925, sprd=0.014]
Ep 067/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.09it/s, loss=0.597, pair=0.001, adv=4.925, sprd=0.014]
Ep 067/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.09it/s, loss=0.660, pair=0.001, adv=6.644, sprd=0.022]
Ep 067/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.20it/s, loss=0.660, pair=0.001, adv=6.644, sprd=0.022]
Ep 067/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.20it/s, loss=0.621, pair=0.003, adv=4.953, sprd=0.015]
Ep 067/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.12it/s, loss=0.621, pair=0.003, adv=4.953, sprd=0.015]
Ep 067/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.12it/s, loss=0.621, pair=0.005, adv=4.594, sprd=0.019]
Ep 067/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.19it/s, loss=0.621, pair=0.005, adv=4.594, sprd=0.019]
Ep 067/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:05,  2.19it/s, loss=0.656, pair=0.004, adv=4.987, sprd=0.023]
Ep 067/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:06,  1.98it/s, loss=0.656, pair=0.004, adv=4.987, sprd=0.023]
Ep 067/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:06,  1.98it/s, loss=0.651, pair=0.003, adv=6.030, sprd=0.024]
Ep 067/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.08it/s, loss=0.651, pair=0.003, adv=6.030, sprd=0.024]
Ep 067/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.08it/s, loss=0.627, pair=0.004, adv=6.177, sprd=0.023]
Ep 067/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:05,  1.98it/s, loss=0.627, pair=0.004, adv=6.177, sprd=0.023]
Ep 067/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:05,  1.98it/s, loss=0.656, pair=0.003, adv=5.737, sprd=0.025]
Ep 067/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.10it/s, loss=0.656, pair=0.003, adv=5.737, sprd=0.025]
Ep 067/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.10it/s, loss=0.634, pair=0.006, adv=4.765, sprd=0.025]
Ep 067/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:04,  1.98it/s, loss=0.634, pair=0.006, adv=4.765, sprd=0.025]
Ep 067/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:04,  1.98it/s, loss=0.607, pair=0.006, adv=4.941, sprd=0.016]
Ep 067/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.09it/s, loss=0.607, pair=0.006, adv=4.941, sprd=0.016]
Ep 067/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.09it/s, loss=0.652, pair=0.005, adv=6.171, sprd=0.026]
Ep 067/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.01it/s, loss=0.652, pair=0.005, adv=6.171, sprd=0.026]
Ep 067/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.01it/s, loss=0.637, pair=0.003, adv=4.743, sprd=0.019]
Ep 067/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.13it/s, loss=0.637, pair=0.003, adv=4.743, sprd=0.019]
Ep 067/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.13it/s, loss=0.639, pair=0.000, adv=6.166, sprd=0.023]
Ep 067/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.05it/s, loss=0.639, pair=0.000, adv=6.166, sprd=0.023]
Ep 067/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.05it/s, loss=0.662, pair=0.003, adv=5.976, sprd=0.028]
Ep 067/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.12it/s, loss=0.662, pair=0.003, adv=5.976, sprd=0.028]
Ep 067/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.12it/s, loss=0.643, pair=0.000, adv=5.125, sprd=0.024]
Ep 067/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.03it/s, loss=0.643, pair=0.000, adv=5.125, sprd=0.024]
Ep 067/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.03it/s, loss=0.666, pair=0.004, adv=5.487, sprd=0.026]
Ep 067/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.12it/s, loss=0.666, pair=0.004, adv=5.487, sprd=0.026]
Ep 067/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.12it/s, loss=0.614, pair=0.005, adv=4.547, sprd=0.018]
Ep 067/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.03it/s, loss=0.614, pair=0.005, adv=4.547, sprd=0.018]
                                                                                                              
Epoch 067/80 [S3:+sens]  loss=0.6396  mat=0.2676  sens=1.0418  pair=0.0023  adv=5.3546(rand=3.47)  deg=0.0051  orth=0.0012  spread=0.0212  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.20e-05  217s

Ep 068/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 068/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.614, pair=0.002, adv=4.555, sprd=0.017]
Ep 068/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:29,  1.26s/it, loss=0.614, pair=0.002, adv=4.555, sprd=0.017]
Ep 068/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:29,  1.26s/it, loss=0.627, pair=0.003, adv=5.038, sprd=0.019]
Ep 068/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:44,  1.31it/s, loss=0.627, pair=0.003, adv=5.038, sprd=0.019]
Ep 068/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:44,  1.31it/s, loss=0.708, pair=0.002, adv=5.137, sprd=0.025]
Ep 068/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.708, pair=0.002, adv=5.137, sprd=0.025]
Ep 068/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:55,  1.52it/s, loss=0.668, pair=0.002, adv=5.566, sprd=0.026]
Ep 068/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:11,  1.78it/s, loss=0.668, pair=0.002, adv=5.566, sprd=0.026]
Ep 068/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:11,  1.78it/s, loss=0.598, pair=0.002, adv=4.279, sprd=0.015]
Ep 068/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:12,  1.77it/s, loss=0.598, pair=0.002, adv=4.279, sprd=0.015]
Ep 068/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:12,  1.77it/s, loss=0.616, pair=0.000, adv=5.887, sprd=0.020]
Ep 068/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:50,  1.94it/s, loss=0.616, pair=0.000, adv=5.887, sprd=0.020]
Ep 068/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:50,  1.94it/s, loss=0.616, pair=0.000, adv=5.366, sprd=0.021]
Ep 068/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:54,  1.91it/s, loss=0.616, pair=0.000, adv=5.366, sprd=0.021]
Ep 068/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:54,  1.91it/s, loss=0.663, pair=0.000, adv=5.009, sprd=0.024]
Ep 068/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:38,  2.04it/s, loss=0.663, pair=0.000, adv=5.009, sprd=0.024]
Ep 068/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:38,  2.04it/s, loss=0.624, pair=0.000, adv=5.103, sprd=0.014]
Ep 068/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.02it/s, loss=0.624, pair=0.000, adv=5.103, sprd=0.014]
Ep 068/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.02it/s, loss=0.603, pair=0.002, adv=4.760, sprd=0.015]
Ep 068/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:25,  2.15it/s, loss=0.603, pair=0.002, adv=4.760, sprd=0.015]
Ep 068/80 [S3:+sens]:   2%|   | 10/453 [00:06<03:25,  2.15it/s, loss=0.617, pair=0.000, adv=5.248, sprd=0.017]
Ep 068/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:43,  1.98it/s, loss=0.617, pair=0.000, adv=5.248, sprd=0.017]
Ep 068/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:43,  1.98it/s, loss=0.642, pair=0.000, adv=5.027, sprd=0.024]
Ep 068/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:33,  2.07it/s, loss=0.642, pair=0.000, adv=5.027, sprd=0.024]
Ep 068/80 [S3:+sens]:   3%|   | 12/453 [00:07<03:33,  2.07it/s, loss=0.704, pair=0.143, adv=7.062, sprd=0.027]
Ep 068/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:38,  2.01it/s, loss=0.704, pair=0.143, adv=7.062, sprd=0.027]
Ep 068/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:38,  2.01it/s, loss=0.653, pair=0.000, adv=5.202, sprd=0.023]
Ep 068/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:27,  2.11it/s, loss=0.653, pair=0.000, adv=5.202, sprd=0.023]
Ep 068/80 [S3:+sens]:   3%|   | 14/453 [00:08<03:27,  2.11it/s, loss=0.649, pair=0.000, adv=4.849, sprd=0.024]
Ep 068/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:39,  2.00it/s, loss=0.649, pair=0.000, adv=4.849, sprd=0.024]
Ep 068/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:39,  2.00it/s, loss=0.650, pair=0.001, adv=5.642, sprd=0.024]
Ep 068/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:28,  2.10it/s, loss=0.650, pair=0.001, adv=5.642, sprd=0.024]
Ep 068/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:28,  2.10it/s, loss=0.663, pair=0.000, adv=6.015, sprd=0.028]
Ep 068/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:37,  2.01it/s, loss=0.663, pair=0.000, adv=6.015, sprd=0.028]
Ep 068/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:37,  2.01it/s, loss=0.604, pair=0.000, adv=4.976, sprd=0.018]
Ep 068/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:27,  2.10it/s, loss=0.604, pair=0.000, adv=4.976, sprd=0.018]
Ep 068/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:27,  2.10it/s, loss=0.601, pair=0.000, adv=5.851, sprd=0.016]
Ep 068/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:30,  2.07it/s, loss=0.601, pair=0.000, adv=5.851, sprd=0.016]
Ep 068/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:30,  2.07it/s, loss=0.695, pair=0.000, adv=6.599, sprd=0.032]
Ep 068/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.695, pair=0.000, adv=6.599, sprd=0.032]
Ep 068/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.608, pair=0.000, adv=4.697, sprd=0.015]
Ep 068/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.07it/s, loss=0.608, pair=0.000, adv=4.697, sprd=0.015]
Ep 068/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:28,  2.07it/s, loss=0.663, pair=0.000, adv=6.481, sprd=0.025]
Ep 068/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.663, pair=0.000, adv=6.481, sprd=0.025]
Ep 068/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.655, pair=0.000, adv=4.932, sprd=0.021]
Ep 068/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:26,  2.08it/s, loss=0.655, pair=0.000, adv=4.932, sprd=0.021]
Ep 068/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:26,  2.08it/s, loss=0.643, pair=0.000, adv=5.950, sprd=0.025]
Ep 068/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:18,  2.16it/s, loss=0.643, pair=0.000, adv=5.950, sprd=0.025]
Ep 068/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:18,  2.16it/s, loss=0.613, pair=0.000, adv=5.109, sprd=0.021]
Ep 068/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:30,  2.04it/s, loss=0.613, pair=0.000, adv=5.109, sprd=0.021]
Ep 068/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:30,  2.04it/s, loss=0.607, pair=0.000, adv=4.696, sprd=0.017]
Ep 068/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:18,  2.15it/s, loss=0.607, pair=0.000, adv=4.696, sprd=0.017]
Ep 068/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:18,  2.15it/s, loss=0.600, pair=0.007, adv=4.913, sprd=0.014]
Ep 068/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:21,  2.12it/s, loss=0.600, pair=0.007, adv=4.913, sprd=0.014]
Ep 068/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:21,  2.12it/s, loss=0.651, pair=0.000, adv=5.332, sprd=0.026]
Ep 068/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.17it/s, loss=0.651, pair=0.000, adv=5.332, sprd=0.026]
Ep 068/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.17it/s, loss=0.631, pair=0.000, adv=5.658, sprd=0.020]
Ep 068/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.08it/s, loss=0.631, pair=0.000, adv=5.658, sprd=0.020]
Ep 068/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:24,  2.08it/s, loss=0.653, pair=0.000, adv=4.944, sprd=0.024]
Ep 068/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:15,  2.16it/s, loss=0.653, pair=0.000, adv=4.944, sprd=0.024]
Ep 068/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:15,  2.16it/s, loss=0.634, pair=0.000, adv=5.629, sprd=0.023]
Ep 068/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:23,  2.07it/s, loss=0.634, pair=0.000, adv=5.629, sprd=0.023]
Ep 068/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:23,  2.07it/s, loss=0.608, pair=0.000, adv=5.754, sprd=0.018]
Ep 068/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:15,  2.16it/s, loss=0.608, pair=0.000, adv=5.754, sprd=0.018]
Ep 068/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:15,  2.16it/s, loss=0.648, pair=0.000, adv=5.620, sprd=0.022]
Ep 068/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.05it/s, loss=0.648, pair=0.000, adv=5.620, sprd=0.022]
Ep 068/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.05it/s, loss=0.654, pair=0.002, adv=6.254, sprd=0.026]
Ep 068/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:16,  2.13it/s, loss=0.654, pair=0.002, adv=6.254, sprd=0.026]
Ep 068/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:16,  2.13it/s, loss=0.645, pair=0.000, adv=6.201, sprd=0.022]
Ep 068/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.08it/s, loss=0.645, pair=0.000, adv=6.201, sprd=0.022]
Ep 068/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:20,  2.08it/s, loss=0.588, pair=0.003, adv=4.243, sprd=0.013]
Ep 068/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:10,  2.18it/s, loss=0.588, pair=0.003, adv=4.243, sprd=0.013]
Ep 068/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:10,  2.18it/s, loss=0.666, pair=0.000, adv=4.582, sprd=0.027]
Ep 068/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.06it/s, loss=0.666, pair=0.000, adv=4.582, sprd=0.027]
Ep 068/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.06it/s, loss=0.621, pair=0.000, adv=5.382, sprd=0.018]
Ep 068/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.17it/s, loss=0.621, pair=0.000, adv=5.382, sprd=0.018]
Ep 068/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.17it/s, loss=0.653, pair=0.002, adv=5.637, sprd=0.026]
Ep 068/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:33,  1.94it/s, loss=0.653, pair=0.002, adv=5.637, sprd=0.026]
Ep 068/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:33,  1.94it/s, loss=0.584, pair=0.000, adv=4.924, sprd=0.014]
Ep 068/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:19,  2.07it/s, loss=0.584, pair=0.000, adv=4.924, sprd=0.014]
Ep 068/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:19,  2.07it/s, loss=0.693, pair=0.002, adv=3.953, sprd=0.031]
Ep 068/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:28,  1.97it/s, loss=0.693, pair=0.002, adv=3.953, sprd=0.031]
Ep 068/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:28,  1.97it/s, loss=0.618, pair=0.000, adv=5.048, sprd=0.019]
Ep 068/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:16,  2.10it/s, loss=0.618, pair=0.000, adv=5.048, sprd=0.019]
Ep 068/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:16,  2.10it/s, loss=0.675, pair=0.000, adv=4.712, sprd=0.016]
Ep 068/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.675, pair=0.000, adv=4.712, sprd=0.016]
Ep 068/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.614, pair=0.000, adv=5.160, sprd=0.016]
Ep 068/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.614, pair=0.000, adv=5.160, sprd=0.016]
Ep 068/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:08,  2.17it/s, loss=0.678, pair=0.000, adv=6.291, sprd=0.028]
Ep 068/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.678, pair=0.000, adv=6.291, sprd=0.028]
Ep 068/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.609, pair=0.000, adv=5.212, sprd=0.017]
Ep 068/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:06,  2.18it/s, loss=0.609, pair=0.000, adv=5.212, sprd=0.017]
Ep 068/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:06,  2.18it/s, loss=0.634, pair=0.000, adv=4.805, sprd=0.022]
Ep 068/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.06it/s, loss=0.634, pair=0.000, adv=4.805, sprd=0.022]
Ep 068/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.06it/s, loss=0.670, pair=0.000, adv=5.670, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:10,  2.13it/s, loss=0.670, pair=0.000, adv=5.670, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:10,  2.13it/s, loss=0.626, pair=0.000, adv=5.090, sprd=0.020]
Ep 068/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.626, pair=0.000, adv=5.090, sprd=0.020]
Ep 068/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.667, pair=0.000, adv=6.561, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:10,  2.12it/s, loss=0.667, pair=0.000, adv=6.561, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:10,  2.12it/s, loss=0.677, pair=0.000, adv=5.355, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:21,  2.00it/s, loss=0.677, pair=0.000, adv=5.355, sprd=0.029]
Ep 068/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:21,  2.00it/s, loss=0.657, pair=0.000, adv=5.395, sprd=0.024]
Ep 068/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:10,  2.10it/s, loss=0.657, pair=0.000, adv=5.395, sprd=0.024]
Ep 068/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:10,  2.10it/s, loss=0.597, pair=0.001, adv=4.386, sprd=0.016]
Ep 068/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:17,  2.03it/s, loss=0.597, pair=0.001, adv=4.386, sprd=0.016]
Ep 068/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:17,  2.03it/s, loss=0.627, pair=0.000, adv=5.209, sprd=0.018]
Ep 068/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.627, pair=0.000, adv=5.209, sprd=0.018]
Ep 068/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:06,  2.14it/s, loss=0.646, pair=0.000, adv=6.566, sprd=0.025]
Ep 068/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:13,  2.06it/s, loss=0.646, pair=0.000, adv=6.566, sprd=0.025]
Ep 068/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:13,  2.06it/s, loss=0.654, pair=0.000, adv=5.800, sprd=0.027]
Ep 068/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.654, pair=0.000, adv=5.800, sprd=0.027]
Ep 068/80 [S3:+sens]:  12%|▎  | 56/453 [00:28<03:07,  2.12it/s, loss=0.610, pair=0.000, adv=5.463, sprd=0.015]
Ep 068/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:09,  2.10it/s, loss=0.610, pair=0.000, adv=5.463, sprd=0.015]
Ep 068/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:09,  2.10it/s, loss=0.657, pair=0.000, adv=4.933, sprd=0.026]
Ep 068/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.16it/s, loss=0.657, pair=0.000, adv=4.933, sprd=0.026]
Ep 068/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.16it/s, loss=0.613, pair=0.002, adv=5.081, sprd=0.016]
Ep 068/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:10,  2.07it/s, loss=0.613, pair=0.002, adv=5.081, sprd=0.016]
Ep 068/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:10,  2.07it/s, loss=0.612, pair=0.000, adv=4.500, sprd=0.016]
Ep 068/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:01,  2.17it/s, loss=0.612, pair=0.000, adv=4.500, sprd=0.016]
Ep 068/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:01,  2.17it/s, loss=0.648, pair=0.000, adv=5.049, sprd=0.022]
Ep 068/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:10,  2.06it/s, loss=0.648, pair=0.000, adv=5.049, sprd=0.022]
Ep 068/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:10,  2.06it/s, loss=0.649, pair=0.000, adv=6.405, sprd=0.023]
Ep 068/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:01,  2.15it/s, loss=0.649, pair=0.000, adv=6.405, sprd=0.023]
Ep 068/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:01,  2.15it/s, loss=0.634, pair=0.000, adv=5.208, sprd=0.020]
Ep 068/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:12,  2.02it/s, loss=0.634, pair=0.000, adv=5.208, sprd=0.020]
Ep 068/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:12,  2.02it/s, loss=0.611, pair=0.000, adv=5.184, sprd=0.016]
Ep 068/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.14it/s, loss=0.611, pair=0.000, adv=5.184, sprd=0.016]
Ep 068/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:01,  2.14it/s, loss=0.616, pair=0.000, adv=4.590, sprd=0.017]
Ep 068/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:06,  2.08it/s, loss=0.616, pair=0.000, adv=4.590, sprd=0.017]
Ep 068/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:06,  2.08it/s, loss=1.641, pair=2.859, adv=8.226, sprd=0.020]
Ep 068/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:54,  2.22it/s, loss=1.641, pair=2.859, adv=8.226, sprd=0.020]
Ep 068/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:54,  2.22it/s, loss=0.607, pair=0.000, adv=5.494, sprd=0.017]
Ep 068/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:12,  2.00it/s, loss=0.607, pair=0.000, adv=5.494, sprd=0.017]
Ep 068/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:12,  2.00it/s, loss=0.645, pair=0.000, adv=5.388, sprd=0.019]
Ep 068/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:01,  2.13it/s, loss=0.645, pair=0.000, adv=5.388, sprd=0.019]
Ep 068/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:01,  2.13it/s, loss=0.646, pair=0.000, adv=5.789, sprd=0.022]
Ep 068/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.646, pair=0.000, adv=5.789, sprd=0.022]
Ep 068/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:08,  2.04it/s, loss=0.626, pair=0.000, adv=4.957, sprd=0.018]
Ep 068/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.626, pair=0.000, adv=4.957, sprd=0.018]
Ep 068/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.15it/s, loss=0.636, pair=0.000, adv=4.338, sprd=0.019]
Ep 068/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:03,  2.08it/s, loss=0.636, pair=0.000, adv=4.338, sprd=0.019]
Ep 068/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:03,  2.08it/s, loss=0.654, pair=0.000, adv=4.954, sprd=0.022]
Ep 068/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:54,  2.18it/s, loss=0.654, pair=0.000, adv=4.954, sprd=0.022]
Ep 068/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:54,  2.18it/s, loss=0.579, pair=0.000, adv=4.804, sprd=0.013]
Ep 068/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:01,  2.09it/s, loss=0.579, pair=0.000, adv=4.804, sprd=0.013]
Ep 068/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:01,  2.09it/s, loss=0.666, pair=0.001, adv=5.303, sprd=0.024]
Ep 068/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:54,  2.17it/s, loss=0.666, pair=0.001, adv=5.303, sprd=0.024]
Ep 068/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:54,  2.17it/s, loss=0.636, pair=0.001, adv=6.029, sprd=0.017]
Ep 068/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:57,  2.13it/s, loss=0.636, pair=0.001, adv=6.029, sprd=0.017]
Ep 068/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:57,  2.13it/s, loss=0.681, pair=0.002, adv=5.496, sprd=0.028]
Ep 068/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:50,  2.21it/s, loss=0.681, pair=0.002, adv=5.496, sprd=0.028]
Ep 068/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:50,  2.21it/s, loss=0.664, pair=0.000, adv=5.903, sprd=0.028]
Ep 068/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.08it/s, loss=0.664, pair=0.000, adv=5.903, sprd=0.028]
Ep 068/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.08it/s, loss=0.595, pair=0.000, adv=4.438, sprd=0.014]
Ep 068/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:50,  2.20it/s, loss=0.595, pair=0.000, adv=4.438, sprd=0.014]
Ep 068/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:50,  2.20it/s, loss=0.649, pair=0.003, adv=5.848, sprd=0.024]
Ep 068/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:57,  2.10it/s, loss=0.649, pair=0.003, adv=5.848, sprd=0.024]
Ep 068/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:57,  2.10it/s, loss=0.671, pair=0.002, adv=5.584, sprd=0.027]
Ep 068/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:50,  2.18it/s, loss=0.671, pair=0.002, adv=5.584, sprd=0.027]
Ep 068/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:50,  2.18it/s, loss=0.607, pair=0.000, adv=4.914, sprd=0.015]
Ep 068/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:58,  2.09it/s, loss=0.607, pair=0.000, adv=4.914, sprd=0.015]
Ep 068/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:58,  2.09it/s, loss=0.647, pair=0.000, adv=5.034, sprd=0.022]
Ep 068/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:49,  2.18it/s, loss=0.647, pair=0.000, adv=5.034, sprd=0.022]
Ep 068/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:49,  2.18it/s, loss=0.615, pair=0.000, adv=6.053, sprd=0.017]
Ep 068/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:53,  2.13it/s, loss=0.615, pair=0.000, adv=6.053, sprd=0.017]
Ep 068/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:53,  2.13it/s, loss=0.652, pair=0.000, adv=5.326, sprd=0.024]
Ep 068/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:47,  2.20it/s, loss=0.652, pair=0.000, adv=5.326, sprd=0.024]
Ep 068/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:47,  2.20it/s, loss=0.674, pair=0.000, adv=5.618, sprd=0.025]
Ep 068/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.674, pair=0.000, adv=5.618, sprd=0.025]
Ep 068/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.691, pair=0.000, adv=6.208, sprd=0.032]
Ep 068/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:49,  2.17it/s, loss=0.691, pair=0.000, adv=6.208, sprd=0.032]
Ep 068/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:49,  2.17it/s, loss=0.627, pair=0.000, adv=5.271, sprd=0.021]
Ep 068/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.627, pair=0.000, adv=5.271, sprd=0.021]
Ep 068/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.646, pair=0.000, adv=6.184, sprd=0.025]
Ep 068/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:51,  2.13it/s, loss=0.646, pair=0.000, adv=6.184, sprd=0.025]
Ep 068/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:51,  2.13it/s, loss=0.665, pair=0.000, adv=5.197, sprd=0.028]
Ep 068/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.04it/s, loss=0.665, pair=0.000, adv=5.197, sprd=0.028]
Ep 068/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.04it/s, loss=0.632, pair=0.000, adv=5.247, sprd=0.018]
Ep 068/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.16it/s, loss=0.632, pair=0.000, adv=5.247, sprd=0.018]
Ep 068/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:48,  2.16it/s, loss=0.609, pair=0.000, adv=5.108, sprd=0.016]
Ep 068/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:55,  2.06it/s, loss=0.609, pair=0.000, adv=5.108, sprd=0.016]
Ep 068/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:55,  2.06it/s, loss=0.659, pair=0.000, adv=6.224, sprd=0.025]
Ep 068/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:48,  2.14it/s, loss=0.659, pair=0.000, adv=6.224, sprd=0.025]
Ep 068/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:48,  2.14it/s, loss=0.606, pair=0.000, adv=5.768, sprd=0.017]
Ep 068/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.606, pair=0.000, adv=5.768, sprd=0.017]
Ep 068/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.628, pair=0.000, adv=4.224, sprd=0.019]
Ep 068/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.15it/s, loss=0.628, pair=0.000, adv=4.224, sprd=0.019]
Ep 068/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.15it/s, loss=0.628, pair=0.000, adv=4.864, sprd=0.018]
Ep 068/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:52,  2.07it/s, loss=0.628, pair=0.000, adv=4.864, sprd=0.018]
Ep 068/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:52,  2.07it/s, loss=0.569, pair=0.000, adv=3.919, sprd=0.012]
Ep 068/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:45,  2.16it/s, loss=0.569, pair=0.000, adv=3.919, sprd=0.012]
Ep 068/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:45,  2.16it/s, loss=0.664, pair=0.001, adv=5.453, sprd=0.027]
Ep 068/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<03:03,  1.94it/s, loss=0.664, pair=0.001, adv=5.453, sprd=0.027]
Ep 068/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<03:03,  1.94it/s, loss=0.676, pair=0.000, adv=5.500, sprd=0.028]
Ep 068/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:53,  2.05it/s, loss=0.676, pair=0.000, adv=5.500, sprd=0.028]
Ep 068/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:53,  2.05it/s, loss=0.623, pair=0.000, adv=4.768, sprd=0.017]
Ep 068/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:56,  2.01it/s, loss=0.623, pair=0.000, adv=4.768, sprd=0.017]
Ep 068/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:56,  2.01it/s, loss=0.621, pair=0.000, adv=5.239, sprd=0.020]
Ep 068/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:47,  2.10it/s, loss=0.621, pair=0.000, adv=5.239, sprd=0.020]
Ep 068/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:47,  2.10it/s, loss=0.639, pair=0.000, adv=4.959, sprd=0.019]
Ep 068/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:51,  2.05it/s, loss=0.639, pair=0.000, adv=4.959, sprd=0.019]
Ep 068/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:51,  2.05it/s, loss=0.674, pair=0.000, adv=4.897, sprd=0.028]
Ep 068/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:44,  2.13it/s, loss=0.674, pair=0.000, adv=4.897, sprd=0.028]
Ep 068/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:44,  2.13it/s, loss=0.633, pair=0.000, adv=5.569, sprd=0.022]
Ep 068/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:51,  2.04it/s, loss=0.633, pair=0.000, adv=5.569, sprd=0.022]
Ep 068/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:51,  2.04it/s, loss=0.663, pair=0.000, adv=5.903, sprd=0.027]
Ep 068/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:43,  2.13it/s, loss=0.663, pair=0.000, adv=5.903, sprd=0.027]
Ep 068/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:43,  2.13it/s, loss=0.631, pair=0.000, adv=4.812, sprd=0.020]
Ep 068/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:48,  2.06it/s, loss=0.631, pair=0.000, adv=4.812, sprd=0.020]
Ep 068/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:48,  2.06it/s, loss=0.635, pair=0.000, adv=5.514, sprd=0.022]
Ep 068/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.14it/s, loss=0.635, pair=0.000, adv=5.514, sprd=0.022]
Ep 068/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.14it/s, loss=0.680, pair=0.000, adv=5.991, sprd=0.021]
Ep 068/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:48,  2.05it/s, loss=0.680, pair=0.000, adv=5.991, sprd=0.021]
Ep 068/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:48,  2.05it/s, loss=0.621, pair=0.000, adv=5.756, sprd=0.021]
Ep 068/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.621, pair=0.000, adv=5.756, sprd=0.021]
Ep 068/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.686, pair=0.000, adv=4.961, sprd=0.018]
Ep 068/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:46,  2.07it/s, loss=0.686, pair=0.000, adv=4.961, sprd=0.018]
Ep 068/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:46,  2.07it/s, loss=0.660, pair=0.000, adv=5.873, sprd=0.022]
Ep 068/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.660, pair=0.000, adv=5.873, sprd=0.022]
Ep 068/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.630, pair=0.000, adv=5.058, sprd=0.018]
Ep 068/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:42,  2.11it/s, loss=0.630, pair=0.000, adv=5.058, sprd=0.018]
Ep 068/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:42,  2.11it/s, loss=0.627, pair=0.000, adv=4.123, sprd=0.018]
Ep 068/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:34,  2.20it/s, loss=0.627, pair=0.000, adv=4.123, sprd=0.018]
Ep 068/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:34,  2.20it/s, loss=0.648, pair=0.000, adv=5.183, sprd=0.020]
Ep 068/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.09it/s, loss=0.648, pair=0.000, adv=5.183, sprd=0.020]
Ep 068/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:42,  2.09it/s, loss=0.636, pair=0.000, adv=4.552, sprd=0.021]
Ep 068/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.17it/s, loss=0.636, pair=0.000, adv=4.552, sprd=0.021]
Ep 068/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.17it/s, loss=0.638, pair=0.000, adv=5.181, sprd=0.021]
Ep 068/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:42,  2.07it/s, loss=0.638, pair=0.000, adv=5.181, sprd=0.021]
Ep 068/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:42,  2.07it/s, loss=0.634, pair=0.000, adv=4.867, sprd=0.022]
Ep 068/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:37,  2.14it/s, loss=0.634, pair=0.000, adv=4.867, sprd=0.022]
Ep 068/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:37,  2.14it/s, loss=0.647, pair=0.000, adv=5.578, sprd=0.022]
Ep 068/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:41,  2.08it/s, loss=0.647, pair=0.000, adv=5.578, sprd=0.022]
Ep 068/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:41,  2.08it/s, loss=0.620, pair=0.000, adv=4.469, sprd=0.016]
Ep 068/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:33,  2.18it/s, loss=0.620, pair=0.000, adv=4.469, sprd=0.016]
Ep 068/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:33,  2.18it/s, loss=0.708, pair=0.000, adv=5.046, sprd=0.025]
Ep 068/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.708, pair=0.000, adv=5.046, sprd=0.025]
Ep 068/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.662, pair=0.000, adv=5.533, sprd=0.026]
Ep 068/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:33,  2.17it/s, loss=0.662, pair=0.000, adv=5.533, sprd=0.026]
Ep 068/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:33,  2.17it/s, loss=0.672, pair=0.000, adv=5.223, sprd=0.031]
Ep 068/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:51,  1.94it/s, loss=0.672, pair=0.000, adv=5.223, sprd=0.031]
Ep 068/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:51,  1.94it/s, loss=2.255, pair=4.629, adv=8.074, sprd=0.017]
Ep 068/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.12it/s, loss=2.255, pair=4.629, adv=8.074, sprd=0.017]
Ep 068/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:35,  2.12it/s, loss=0.678, pair=0.000, adv=4.454, sprd=0.017]
Ep 068/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:39,  2.07it/s, loss=0.678, pair=0.000, adv=4.454, sprd=0.017]
Ep 068/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:39,  2.07it/s, loss=0.617, pair=0.000, adv=4.945, sprd=0.018]
Ep 068/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:32,  2.16it/s, loss=0.617, pair=0.000, adv=4.945, sprd=0.018]
Ep 068/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:32,  2.16it/s, loss=0.662, pair=0.000, adv=6.260, sprd=0.026]
Ep 068/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.662, pair=0.000, adv=6.260, sprd=0.026]
Ep 068/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.05it/s, loss=0.617, pair=0.001, adv=4.686, sprd=0.018]
Ep 068/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.14it/s, loss=0.617, pair=0.001, adv=4.686, sprd=0.018]
Ep 068/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.14it/s, loss=0.654, pair=0.002, adv=6.230, sprd=0.023]
Ep 068/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:37,  2.06it/s, loss=0.654, pair=0.002, adv=6.230, sprd=0.023]
Ep 068/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:37,  2.06it/s, loss=0.632, pair=0.002, adv=5.764, sprd=0.021]
Ep 068/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:30,  2.16it/s, loss=0.632, pair=0.002, adv=5.764, sprd=0.021]
Ep 068/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:30,  2.16it/s, loss=0.647, pair=0.001, adv=4.930, sprd=0.028]
Ep 068/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:41,  2.01it/s, loss=0.647, pair=0.001, adv=4.930, sprd=0.028]
Ep 068/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:41,  2.01it/s, loss=0.619, pair=0.004, adv=5.747, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.14it/s, loss=0.619, pair=0.004, adv=5.747, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:30,  2.14it/s, loss=0.630, pair=0.003, adv=4.885, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:34,  2.08it/s, loss=0.630, pair=0.003, adv=4.885, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:34,  2.08it/s, loss=0.620, pair=0.002, adv=5.602, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:23,  2.24it/s, loss=0.620, pair=0.002, adv=5.602, sprd=0.016]
Ep 068/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:23,  2.24it/s, loss=0.660, pair=0.003, adv=5.664, sprd=0.024]
Ep 068/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:30,  2.12it/s, loss=0.660, pair=0.003, adv=5.664, sprd=0.024]
Ep 068/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:30,  2.12it/s, loss=0.639, pair=0.002, adv=5.250, sprd=0.025]
Ep 068/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.639, pair=0.002, adv=5.250, sprd=0.025]
Ep 068/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:27,  2.16it/s, loss=0.645, pair=0.001, adv=5.086, sprd=0.019]
Ep 068/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:32,  2.09it/s, loss=0.645, pair=0.001, adv=5.086, sprd=0.019]
Ep 068/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:32,  2.09it/s, loss=0.628, pair=0.001, adv=6.002, sprd=0.019]
Ep 068/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.18it/s, loss=0.628, pair=0.001, adv=6.002, sprd=0.019]
Ep 068/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.18it/s, loss=0.671, pair=0.003, adv=5.551, sprd=0.027]
Ep 068/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=0.671, pair=0.003, adv=5.551, sprd=0.027]
Ep 068/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.608, pair=0.001, adv=5.449, sprd=0.018]
Ep 068/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.608, pair=0.001, adv=5.449, sprd=0.018]
Ep 068/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.621, pair=0.000, adv=5.200, sprd=0.016]
Ep 068/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:29,  2.10it/s, loss=0.621, pair=0.000, adv=5.200, sprd=0.016]
Ep 068/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:29,  2.10it/s, loss=0.629, pair=0.001, adv=5.749, sprd=0.020]
Ep 068/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.18it/s, loss=0.629, pair=0.001, adv=5.749, sprd=0.020]
Ep 068/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.18it/s, loss=0.639, pair=0.001, adv=5.405, sprd=0.020]
Ep 068/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:28,  2.09it/s, loss=0.639, pair=0.001, adv=5.405, sprd=0.020]
Ep 068/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:28,  2.09it/s, loss=0.612, pair=0.000, adv=4.833, sprd=0.017]
Ep 068/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:21,  2.19it/s, loss=0.612, pair=0.000, adv=4.833, sprd=0.017]
Ep 068/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:21,  2.19it/s, loss=0.657, pair=0.004, adv=4.578, sprd=0.022]
Ep 068/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.657, pair=0.004, adv=4.578, sprd=0.022]
Ep 068/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:29,  2.07it/s, loss=0.646, pair=0.003, adv=4.851, sprd=0.021]
Ep 068/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.646, pair=0.003, adv=4.851, sprd=0.021]
Ep 068/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.616, pair=0.000, adv=4.750, sprd=0.020]
Ep 068/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:29,  2.06it/s, loss=0.616, pair=0.000, adv=4.750, sprd=0.020]
Ep 068/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:29,  2.06it/s, loss=0.641, pair=0.004, adv=5.853, sprd=0.024]
Ep 068/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:24,  2.13it/s, loss=0.641, pair=0.004, adv=5.853, sprd=0.024]
Ep 068/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:24,  2.13it/s, loss=0.658, pair=0.002, adv=5.064, sprd=0.024]
Ep 068/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:30,  2.03it/s, loss=0.658, pair=0.002, adv=5.064, sprd=0.024]
Ep 068/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:30,  2.03it/s, loss=0.652, pair=0.002, adv=6.348, sprd=0.024]
Ep 068/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.652, pair=0.002, adv=6.348, sprd=0.024]
Ep 068/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.638, pair=0.003, adv=4.898, sprd=0.022]
Ep 068/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:38,  1.92it/s, loss=0.638, pair=0.003, adv=4.898, sprd=0.022]
Ep 068/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:38,  1.92it/s, loss=0.610, pair=0.002, adv=5.857, sprd=0.019]
Ep 068/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:28,  2.05it/s, loss=0.610, pair=0.002, adv=5.857, sprd=0.019]
Ep 068/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:28,  2.05it/s, loss=0.631, pair=0.002, adv=5.470, sprd=0.021]
Ep 068/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:34,  1.96it/s, loss=0.631, pair=0.002, adv=5.470, sprd=0.021]
Ep 068/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:34,  1.96it/s, loss=0.626, pair=0.001, adv=5.110, sprd=0.017]
Ep 068/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.10it/s, loss=0.626, pair=0.001, adv=5.110, sprd=0.017]
Ep 068/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.10it/s, loss=0.623, pair=0.003, adv=4.877, sprd=0.019]
Ep 068/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:28,  2.03it/s, loss=0.623, pair=0.003, adv=4.877, sprd=0.019]
Ep 068/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:28,  2.03it/s, loss=0.667, pair=0.002, adv=4.529, sprd=0.026]
Ep 068/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:21,  2.12it/s, loss=0.667, pair=0.002, adv=4.529, sprd=0.026]
Ep 068/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:21,  2.12it/s, loss=0.662, pair=0.001, adv=5.625, sprd=0.026]
Ep 068/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:28,  2.01it/s, loss=0.662, pair=0.001, adv=5.625, sprd=0.026]
Ep 068/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:28,  2.01it/s, loss=0.653, pair=0.003, adv=4.961, sprd=0.025]
Ep 068/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:22,  2.09it/s, loss=0.653, pair=0.003, adv=4.961, sprd=0.025]
Ep 068/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:22,  2.09it/s, loss=0.706, pair=0.002, adv=4.963, sprd=0.020]
Ep 068/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:24,  2.05it/s, loss=0.706, pair=0.002, adv=4.963, sprd=0.020]
Ep 068/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:24,  2.05it/s, loss=0.639, pair=0.002, adv=5.947, sprd=0.022]
Ep 068/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.639, pair=0.002, adv=5.947, sprd=0.022]
Ep 068/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.684, pair=0.001, adv=5.553, sprd=0.020]
Ep 068/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:22,  2.06it/s, loss=0.684, pair=0.001, adv=5.553, sprd=0.020]
Ep 068/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:22,  2.06it/s, loss=0.626, pair=0.001, adv=4.610, sprd=0.019]
Ep 068/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:15,  2.16it/s, loss=0.626, pair=0.001, adv=4.610, sprd=0.019]
Ep 068/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.16it/s, loss=0.693, pair=0.006, adv=6.040, sprd=0.030]
Ep 068/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:21,  2.06it/s, loss=0.693, pair=0.006, adv=6.040, sprd=0.030]
Ep 068/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:21,  2.06it/s, loss=0.624, pair=0.005, adv=5.710, sprd=0.018]
Ep 068/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:13,  2.17it/s, loss=0.624, pair=0.005, adv=5.710, sprd=0.018]
Ep 068/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:13,  2.17it/s, loss=0.651, pair=0.004, adv=6.055, sprd=0.025]
Ep 068/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.06it/s, loss=0.651, pair=0.004, adv=6.055, sprd=0.025]
Ep 068/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.06it/s, loss=0.606, pair=0.005, adv=4.471, sprd=0.017]
Ep 068/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:13,  2.16it/s, loss=0.606, pair=0.005, adv=4.471, sprd=0.017]
Ep 068/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:13,  2.16it/s, loss=0.622, pair=0.005, adv=4.132, sprd=0.016]
Ep 068/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:14,  2.14it/s, loss=0.622, pair=0.005, adv=4.132, sprd=0.016]
Ep 068/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:14,  2.14it/s, loss=0.645, pair=0.003, adv=5.504, sprd=0.026]
Ep 068/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:11,  2.19it/s, loss=0.645, pair=0.003, adv=5.504, sprd=0.026]
Ep 068/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:11,  2.19it/s, loss=0.660, pair=0.001, adv=5.058, sprd=0.022]
Ep 068/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:16,  2.10it/s, loss=0.660, pair=0.001, adv=5.058, sprd=0.022]
Ep 068/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:16,  2.10it/s, loss=0.617, pair=0.002, adv=4.608, sprd=0.020]
Ep 068/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:11,  2.17it/s, loss=0.617, pair=0.002, adv=4.608, sprd=0.020]
Ep 068/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:11,  2.17it/s, loss=0.680, pair=0.000, adv=5.304, sprd=0.023]
Ep 068/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:18,  2.04it/s, loss=0.680, pair=0.000, adv=5.304, sprd=0.023]
Ep 068/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:18,  2.04it/s, loss=0.634, pair=0.000, adv=5.854, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.15it/s, loss=0.634, pair=0.000, adv=5.854, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:11,  2.15it/s, loss=0.628, pair=0.000, adv=4.634, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.05it/s, loss=0.628, pair=0.000, adv=4.634, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.05it/s, loss=0.637, pair=0.004, adv=5.091, sprd=0.024]
Ep 068/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:12,  2.12it/s, loss=0.637, pair=0.004, adv=5.091, sprd=0.024]
Ep 068/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:12,  2.12it/s, loss=0.640, pair=0.001, adv=6.369, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.07it/s, loss=0.640, pair=0.001, adv=6.369, sprd=0.021]
Ep 068/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.07it/s, loss=0.658, pair=0.002, adv=5.194, sprd=0.024]
Ep 068/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:09,  2.16it/s, loss=0.658, pair=0.002, adv=5.194, sprd=0.024]
Ep 068/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:09,  2.16it/s, loss=0.613, pair=0.001, adv=5.122, sprd=0.017]
Ep 068/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.07it/s, loss=0.613, pair=0.001, adv=5.122, sprd=0.017]
Ep 068/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.07it/s, loss=0.603, pair=0.001, adv=4.376, sprd=0.015]
Ep 068/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:07,  2.17it/s, loss=0.603, pair=0.001, adv=4.376, sprd=0.015]
Ep 068/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:07,  2.17it/s, loss=0.646, pair=0.001, adv=4.980, sprd=0.026]
Ep 068/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:22,  1.94it/s, loss=0.646, pair=0.001, adv=4.980, sprd=0.026]
Ep 068/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:22,  1.94it/s, loss=0.661, pair=0.002, adv=6.073, sprd=0.022]
Ep 068/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:12,  2.08it/s, loss=0.661, pair=0.002, adv=6.073, sprd=0.022]
Ep 068/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:12,  2.08it/s, loss=0.662, pair=0.005, adv=5.416, sprd=0.027]
Ep 068/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:15,  2.02it/s, loss=0.662, pair=0.005, adv=5.416, sprd=0.027]
Ep 068/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:15,  2.02it/s, loss=0.621, pair=0.003, adv=4.917, sprd=0.018]
Ep 068/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:08,  2.12it/s, loss=0.621, pair=0.003, adv=4.917, sprd=0.018]
Ep 068/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:08,  2.12it/s, loss=0.698, pair=0.005, adv=5.231, sprd=0.023]
Ep 068/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:15,  2.01it/s, loss=0.698, pair=0.005, adv=5.231, sprd=0.023]
Ep 068/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:15,  2.01it/s, loss=0.677, pair=0.001, adv=5.596, sprd=0.031]
Ep 068/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:09,  2.09it/s, loss=0.677, pair=0.001, adv=5.596, sprd=0.031]
Ep 068/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:09,  2.09it/s, loss=0.621, pair=0.003, adv=5.347, sprd=0.017]
Ep 068/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:12,  2.04it/s, loss=0.621, pair=0.003, adv=5.347, sprd=0.017]
Ep 068/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:12,  2.04it/s, loss=0.669, pair=0.007, adv=5.291, sprd=0.025]
Ep 068/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.669, pair=0.007, adv=5.291, sprd=0.025]
Ep 068/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:05,  2.14it/s, loss=0.626, pair=0.004, adv=5.409, sprd=0.016]
Ep 068/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:10,  2.06it/s, loss=0.626, pair=0.004, adv=5.409, sprd=0.016]
Ep 068/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:10,  2.06it/s, loss=0.619, pair=0.003, adv=6.133, sprd=0.020]
Ep 068/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.619, pair=0.003, adv=6.133, sprd=0.020]
Ep 068/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.655, pair=0.004, adv=5.423, sprd=0.023]
Ep 068/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.06it/s, loss=0.655, pair=0.004, adv=5.423, sprd=0.023]
Ep 068/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:08,  2.06it/s, loss=0.669, pair=0.003, adv=5.894, sprd=0.030]
Ep 068/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:04,  2.13it/s, loss=0.669, pair=0.003, adv=5.894, sprd=0.030]
Ep 068/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:04,  2.13it/s, loss=0.639, pair=0.004, adv=5.486, sprd=0.023]
Ep 068/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:11,  2.01it/s, loss=0.639, pair=0.004, adv=5.486, sprd=0.023]
Ep 068/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:11,  2.01it/s, loss=0.607, pair=0.003, adv=4.393, sprd=0.016]
Ep 068/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:04,  2.12it/s, loss=0.607, pair=0.003, adv=4.393, sprd=0.016]
Ep 068/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:04,  2.12it/s, loss=0.620, pair=0.005, adv=4.962, sprd=0.019]
Ep 068/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:08,  2.04it/s, loss=0.620, pair=0.005, adv=4.962, sprd=0.019]
Ep 068/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:08,  2.04it/s, loss=0.668, pair=0.003, adv=6.575, sprd=0.029]
Ep 068/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:03,  2.12it/s, loss=0.668, pair=0.003, adv=6.575, sprd=0.029]
Ep 068/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:03,  2.12it/s, loss=0.632, pair=0.005, adv=4.685, sprd=0.021]
Ep 068/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:08,  2.03it/s, loss=0.632, pair=0.005, adv=4.685, sprd=0.021]
Ep 068/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:08,  2.03it/s, loss=0.607, pair=0.005, adv=5.446, sprd=0.017]
Ep 068/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.13it/s, loss=0.607, pair=0.005, adv=5.446, sprd=0.017]
Ep 068/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.13it/s, loss=0.670, pair=0.004, adv=6.347, sprd=0.028]
Ep 068/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:07,  2.03it/s, loss=0.670, pair=0.004, adv=6.347, sprd=0.028]
Ep 068/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:07,  2.03it/s, loss=0.665, pair=0.001, adv=6.472, sprd=0.025]
Ep 068/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.14it/s, loss=0.665, pair=0.001, adv=6.472, sprd=0.025]
Ep 068/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.14it/s, loss=0.675, pair=0.007, adv=5.786, sprd=0.026]
Ep 068/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:05,  2.05it/s, loss=0.675, pair=0.007, adv=5.786, sprd=0.026]
Ep 068/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:05,  2.05it/s, loss=0.678, pair=0.003, adv=5.878, sprd=0.026]
Ep 068/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.678, pair=0.003, adv=5.878, sprd=0.026]
Ep 068/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.634, pair=0.005, adv=6.099, sprd=0.021]
Ep 068/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:01,  2.09it/s, loss=0.634, pair=0.005, adv=6.099, sprd=0.021]
Ep 068/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:01,  2.09it/s, loss=0.624, pair=0.004, adv=5.143, sprd=0.021]
Ep 068/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.17it/s, loss=0.624, pair=0.004, adv=5.143, sprd=0.021]
Ep 068/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.17it/s, loss=0.726, pair=0.005, adv=5.335, sprd=0.030]
Ep 068/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:02,  2.05it/s, loss=0.726, pair=0.005, adv=5.335, sprd=0.030]
Ep 068/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:02,  2.05it/s, loss=0.626, pair=0.004, adv=5.737, sprd=0.019]
Ep 068/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.626, pair=0.004, adv=5.737, sprd=0.019]
Ep 068/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.681, pair=0.008, adv=6.496, sprd=0.031]
Ep 068/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:03,  2.02it/s, loss=0.681, pair=0.008, adv=6.496, sprd=0.031]
Ep 068/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:03,  2.02it/s, loss=0.597, pair=0.004, adv=5.844, sprd=0.014]
Ep 068/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.597, pair=0.004, adv=5.844, sprd=0.014]
Ep 068/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:56,  2.14it/s, loss=0.685, pair=0.006, adv=5.633, sprd=0.027]
Ep 068/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.07it/s, loss=0.685, pair=0.006, adv=5.633, sprd=0.027]
Ep 068/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.07it/s, loss=0.602, pair=0.003, adv=4.756, sprd=0.017]
Ep 068/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:55,  2.14it/s, loss=0.602, pair=0.003, adv=4.756, sprd=0.017]
Ep 068/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:55,  2.14it/s, loss=0.599, pair=0.004, adv=5.102, sprd=0.016]
Ep 068/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:06,  1.95it/s, loss=0.599, pair=0.004, adv=5.102, sprd=0.016]
Ep 068/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:06,  1.95it/s, loss=0.621, pair=0.007, adv=6.044, sprd=0.019]
Ep 068/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:57,  2.08it/s, loss=0.621, pair=0.007, adv=6.044, sprd=0.019]
Ep 068/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:57,  2.08it/s, loss=0.735, pair=0.005, adv=6.297, sprd=0.030]
Ep 068/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:02,  2.00it/s, loss=0.735, pair=0.005, adv=6.297, sprd=0.030]
Ep 068/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:02,  2.00it/s, loss=0.648, pair=0.002, adv=4.966, sprd=0.022]
Ep 068/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.11it/s, loss=0.648, pair=0.002, adv=4.966, sprd=0.022]
Ep 068/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:55,  2.11it/s, loss=0.639, pair=0.004, adv=3.849, sprd=0.022]
Ep 068/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:59,  2.02it/s, loss=0.639, pair=0.004, adv=3.849, sprd=0.022]
Ep 068/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:59,  2.02it/s, loss=0.636, pair=0.003, adv=4.471, sprd=0.018]
Ep 068/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.636, pair=0.003, adv=4.471, sprd=0.018]
Ep 068/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:52,  2.15it/s, loss=0.672, pair=0.001, adv=5.742, sprd=0.030]
Ep 068/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:56,  2.06it/s, loss=0.672, pair=0.001, adv=5.742, sprd=0.030]
Ep 068/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:56,  2.06it/s, loss=0.653, pair=0.002, adv=5.182, sprd=0.025]
Ep 068/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:52,  2.13it/s, loss=0.653, pair=0.002, adv=5.182, sprd=0.025]
Ep 068/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:52,  2.13it/s, loss=0.605, pair=0.004, adv=5.741, sprd=0.016]
Ep 068/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.605, pair=0.004, adv=5.741, sprd=0.016]
Ep 068/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.692, pair=0.003, adv=6.748, sprd=0.034]
Ep 068/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.11it/s, loss=0.692, pair=0.003, adv=6.748, sprd=0.034]
Ep 068/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:52,  2.11it/s, loss=0.653, pair=0.005, adv=5.404, sprd=0.025]
Ep 068/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:57,  2.00it/s, loss=0.653, pair=0.005, adv=5.404, sprd=0.025]
Ep 068/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:57,  2.00it/s, loss=0.640, pair=0.005, adv=5.964, sprd=0.020]
Ep 068/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.16it/s, loss=0.640, pair=0.005, adv=5.964, sprd=0.020]
Ep 068/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.16it/s, loss=0.653, pair=0.003, adv=5.176, sprd=0.023]
Ep 068/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.653, pair=0.003, adv=5.176, sprd=0.023]
Ep 068/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.644, pair=0.002, adv=3.774, sprd=0.021]
Ep 068/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.644, pair=0.002, adv=3.774, sprd=0.021]
Ep 068/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.669, pair=0.001, adv=5.331, sprd=0.016]
Ep 068/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.09it/s, loss=0.669, pair=0.001, adv=5.331, sprd=0.016]
Ep 068/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.09it/s, loss=0.604, pair=0.003, adv=4.507, sprd=0.014]
Ep 068/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:44,  2.21it/s, loss=0.604, pair=0.003, adv=4.507, sprd=0.014]
Ep 068/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:44,  2.21it/s, loss=0.625, pair=0.005, adv=5.598, sprd=0.020]
Ep 068/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:51,  2.07it/s, loss=0.625, pair=0.005, adv=5.598, sprd=0.020]
Ep 068/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:51,  2.07it/s, loss=0.662, pair=0.003, adv=5.640, sprd=0.026]
Ep 068/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.15it/s, loss=0.662, pair=0.003, adv=5.640, sprd=0.026]
Ep 068/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:46,  2.15it/s, loss=0.620, pair=0.006, adv=6.181, sprd=0.019]
Ep 068/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.05it/s, loss=0.620, pair=0.006, adv=6.181, sprd=0.019]
Ep 068/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.05it/s, loss=0.680, pair=0.006, adv=5.374, sprd=0.028]
Ep 068/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.13it/s, loss=0.680, pair=0.006, adv=5.374, sprd=0.028]
Ep 068/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:46,  2.13it/s, loss=0.657, pair=0.007, adv=6.345, sprd=0.026]
Ep 068/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.657, pair=0.007, adv=6.345, sprd=0.026]
Ep 068/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.617, pair=0.004, adv=5.208, sprd=0.017]
Ep 068/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:45,  2.13it/s, loss=0.617, pair=0.004, adv=5.208, sprd=0.017]
Ep 068/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:45,  2.13it/s, loss=0.622, pair=0.004, adv=5.717, sprd=0.020]
Ep 068/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.622, pair=0.004, adv=5.717, sprd=0.020]
Ep 068/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:51,  2.01it/s, loss=0.635, pair=0.011, adv=7.211, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:44,  2.14it/s, loss=0.635, pair=0.011, adv=7.211, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:44,  2.14it/s, loss=0.676, pair=0.004, adv=5.573, sprd=0.026]
Ep 068/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:54,  1.95it/s, loss=0.676, pair=0.004, adv=5.573, sprd=0.026]
Ep 068/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:54,  1.95it/s, loss=0.619, pair=0.003, adv=4.803, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:46,  2.07it/s, loss=0.619, pair=0.003, adv=4.803, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:46,  2.07it/s, loss=0.640, pair=0.005, adv=5.686, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.04it/s, loss=0.640, pair=0.005, adv=5.686, sprd=0.018]
Ep 068/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.04it/s, loss=0.640, pair=0.004, adv=5.009, sprd=0.020]
Ep 068/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.15it/s, loss=0.640, pair=0.004, adv=5.009, sprd=0.020]
Ep 068/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.15it/s, loss=0.623, pair=0.004, adv=5.354, sprd=0.019]
Ep 068/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.07it/s, loss=0.623, pair=0.004, adv=5.354, sprd=0.019]
Ep 068/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:45,  2.07it/s, loss=0.649, pair=0.005, adv=4.738, sprd=0.022]
Ep 068/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.649, pair=0.005, adv=4.738, sprd=0.022]
Ep 068/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:40,  2.17it/s, loss=0.613, pair=0.004, adv=4.854, sprd=0.016]
Ep 068/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:46,  2.04it/s, loss=0.613, pair=0.004, adv=4.854, sprd=0.016]
Ep 068/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:46,  2.04it/s, loss=0.622, pair=0.003, adv=5.038, sprd=0.015]
Ep 068/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.17it/s, loss=0.622, pair=0.003, adv=5.038, sprd=0.015]
Ep 068/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.17it/s, loss=0.675, pair=0.004, adv=5.344, sprd=0.028]
Ep 068/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:43,  2.06it/s, loss=0.675, pair=0.004, adv=5.344, sprd=0.028]
Ep 068/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:43,  2.06it/s, loss=0.667, pair=0.002, adv=5.690, sprd=0.024]
Ep 068/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:38,  2.16it/s, loss=0.667, pair=0.002, adv=5.690, sprd=0.024]
Ep 068/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:38,  2.16it/s, loss=0.608, pair=0.003, adv=4.590, sprd=0.017]
Ep 068/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.04it/s, loss=0.608, pair=0.003, adv=4.590, sprd=0.017]
Ep 068/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:43,  2.04it/s, loss=0.634, pair=0.006, adv=5.595, sprd=0.020]
Ep 068/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.15it/s, loss=0.634, pair=0.006, adv=5.595, sprd=0.020]
Ep 068/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.15it/s, loss=0.656, pair=0.003, adv=5.508, sprd=0.023]
Ep 068/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:43,  2.02it/s, loss=0.656, pair=0.003, adv=5.508, sprd=0.023]
Ep 068/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:43,  2.02it/s, loss=0.634, pair=0.005, adv=5.215, sprd=0.021]
Ep 068/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:38,  2.12it/s, loss=0.634, pair=0.005, adv=5.215, sprd=0.021]
Ep 068/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:38,  2.12it/s, loss=0.653, pair=0.002, adv=6.320, sprd=0.022]
Ep 068/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:41,  2.06it/s, loss=0.653, pair=0.002, adv=6.320, sprd=0.022]
Ep 068/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:41,  2.06it/s, loss=0.650, pair=0.001, adv=5.637, sprd=0.023]
Ep 068/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.16it/s, loss=0.650, pair=0.001, adv=5.637, sprd=0.023]
Ep 068/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:36,  2.16it/s, loss=0.617, pair=0.001, adv=5.113, sprd=0.016]
Ep 068/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.07it/s, loss=0.617, pair=0.001, adv=5.113, sprd=0.016]
Ep 068/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.07it/s, loss=0.638, pair=0.001, adv=5.150, sprd=0.021]
Ep 068/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.18it/s, loss=0.638, pair=0.001, adv=5.150, sprd=0.021]
Ep 068/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.18it/s, loss=0.634, pair=0.000, adv=5.535, sprd=0.019]
Ep 068/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.11it/s, loss=0.634, pair=0.000, adv=5.535, sprd=0.019]
Ep 068/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.11it/s, loss=0.643, pair=0.001, adv=4.853, sprd=0.018]
Ep 068/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:31,  2.21it/s, loss=0.643, pair=0.001, adv=4.853, sprd=0.018]
Ep 068/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:31,  2.21it/s, loss=0.641, pair=0.001, adv=5.146, sprd=0.020]
Ep 068/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:35,  2.11it/s, loss=0.641, pair=0.001, adv=5.146, sprd=0.020]
Ep 068/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:35,  2.11it/s, loss=0.582, pair=0.000, adv=4.023, sprd=0.013]
Ep 068/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:30,  2.22it/s, loss=0.582, pair=0.000, adv=4.023, sprd=0.013]
Ep 068/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:30,  2.22it/s, loss=1.406, pair=2.311, adv=4.958, sprd=0.015]
Ep 068/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.08it/s, loss=1.406, pair=2.311, adv=4.958, sprd=0.015]
Ep 068/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.08it/s, loss=0.637, pair=0.001, adv=5.326, sprd=0.018]
Ep 068/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:30,  2.19it/s, loss=0.637, pair=0.001, adv=5.326, sprd=0.018]
Ep 068/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:30,  2.19it/s, loss=0.631, pair=0.000, adv=5.137, sprd=0.020]
Ep 068/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:33,  2.11it/s, loss=0.631, pair=0.000, adv=5.137, sprd=0.020]
Ep 068/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:33,  2.11it/s, loss=0.572, pair=0.000, adv=4.515, sprd=0.011]
Ep 068/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.19it/s, loss=0.572, pair=0.000, adv=4.515, sprd=0.011]
Ep 068/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:29,  2.19it/s, loss=0.600, pair=0.001, adv=4.748, sprd=0.015]
Ep 068/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.600, pair=0.001, adv=4.748, sprd=0.015]
Ep 068/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.660, pair=0.006, adv=6.099, sprd=0.023]
Ep 068/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:28,  2.21it/s, loss=0.660, pair=0.006, adv=6.099, sprd=0.023]
Ep 068/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:28,  2.21it/s, loss=0.689, pair=0.006, adv=5.817, sprd=0.033]
Ep 068/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:39,  1.95it/s, loss=0.689, pair=0.006, adv=5.817, sprd=0.033]
Ep 068/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:39,  1.95it/s, loss=0.656, pair=0.005, adv=5.430, sprd=0.025]
Ep 068/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:33,  2.06it/s, loss=0.656, pair=0.005, adv=5.430, sprd=0.025]
Ep 068/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:33,  2.06it/s, loss=0.658, pair=0.007, adv=5.855, sprd=0.024]
Ep 068/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.98it/s, loss=0.658, pair=0.007, adv=5.855, sprd=0.024]
Ep 068/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.98it/s, loss=0.590, pair=0.005, adv=4.165, sprd=0.015]
Ep 068/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:31,  2.08it/s, loss=0.590, pair=0.005, adv=4.165, sprd=0.015]
Ep 068/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:31,  2.08it/s, loss=0.671, pair=0.006, adv=6.489, sprd=0.027]
Ep 068/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:34,  2.02it/s, loss=0.671, pair=0.006, adv=6.489, sprd=0.027]
Ep 068/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:34,  2.02it/s, loss=0.644, pair=0.008, adv=5.599, sprd=0.024]
Ep 068/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:30,  2.09it/s, loss=0.644, pair=0.008, adv=5.599, sprd=0.024]
Ep 068/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:30,  2.09it/s, loss=0.611, pair=0.007, adv=5.164, sprd=0.018]
Ep 068/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:35,  1.98it/s, loss=0.611, pair=0.007, adv=5.164, sprd=0.018]
Ep 068/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:35,  1.98it/s, loss=0.571, pair=0.001, adv=4.858, sprd=0.011]
Ep 068/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:29,  2.10it/s, loss=0.571, pair=0.001, adv=4.858, sprd=0.011]
Ep 068/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:29,  2.10it/s, loss=0.602, pair=0.006, adv=4.678, sprd=0.017]
Ep 068/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:31,  2.02it/s, loss=0.602, pair=0.006, adv=4.678, sprd=0.017]
Ep 068/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:31,  2.02it/s, loss=0.653, pair=0.006, adv=6.062, sprd=0.026]
Ep 068/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:28,  2.10it/s, loss=0.653, pair=0.006, adv=6.062, sprd=0.026]
Ep 068/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:28,  2.10it/s, loss=0.631, pair=0.005, adv=4.593, sprd=0.017]
Ep 068/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:30,  2.03it/s, loss=0.631, pair=0.005, adv=4.593, sprd=0.017]
Ep 068/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:30,  2.03it/s, loss=0.652, pair=0.005, adv=6.270, sprd=0.024]
Ep 068/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:26,  2.13it/s, loss=0.652, pair=0.005, adv=6.270, sprd=0.024]
Ep 068/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:26,  2.13it/s, loss=0.603, pair=0.002, adv=6.030, sprd=0.018]
Ep 068/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.04it/s, loss=0.603, pair=0.002, adv=6.030, sprd=0.018]
Ep 068/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.04it/s, loss=0.660, pair=0.005, adv=6.710, sprd=0.020]
Ep 068/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.660, pair=0.005, adv=6.710, sprd=0.020]
Ep 068/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:22,  2.19it/s, loss=0.599, pair=0.001, adv=5.514, sprd=0.015]
Ep 068/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:25,  2.11it/s, loss=0.599, pair=0.001, adv=5.514, sprd=0.015]
Ep 068/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:25,  2.11it/s, loss=0.618, pair=0.003, adv=5.708, sprd=0.020]
Ep 068/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.618, pair=0.003, adv=5.708, sprd=0.020]
Ep 068/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.624, pair=0.003, adv=5.222, sprd=0.019]
Ep 068/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.08it/s, loss=0.624, pair=0.003, adv=5.222, sprd=0.019]
Ep 068/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:25,  2.08it/s, loss=0.594, pair=0.000, adv=5.150, sprd=0.017]
Ep 068/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.18it/s, loss=0.594, pair=0.000, adv=5.150, sprd=0.017]
Ep 068/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.18it/s, loss=0.601, pair=0.000, adv=4.649, sprd=0.016]
Ep 068/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:23,  2.12it/s, loss=0.601, pair=0.000, adv=4.649, sprd=0.016]
Ep 068/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:23,  2.12it/s, loss=0.720, pair=0.065, adv=5.698, sprd=0.034]
Ep 068/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.720, pair=0.065, adv=5.698, sprd=0.034]
Ep 068/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.605, pair=0.000, adv=4.987, sprd=0.017]
Ep 068/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.08it/s, loss=0.605, pair=0.000, adv=4.987, sprd=0.017]
Ep 068/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:23,  2.08it/s, loss=0.655, pair=0.001, adv=5.752, sprd=0.024]
Ep 068/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.655, pair=0.001, adv=5.752, sprd=0.024]
Ep 068/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.645, pair=0.000, adv=6.023, sprd=0.022]
Ep 068/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.07it/s, loss=0.645, pair=0.000, adv=6.023, sprd=0.022]
Ep 068/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:23,  2.07it/s, loss=0.617, pair=0.000, adv=4.943, sprd=0.015]
Ep 068/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:17,  2.21it/s, loss=0.617, pair=0.000, adv=4.943, sprd=0.015]
Ep 068/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:17,  2.21it/s, loss=0.654, pair=0.000, adv=5.122, sprd=0.027]
Ep 068/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.09it/s, loss=0.654, pair=0.000, adv=5.122, sprd=0.027]
Ep 068/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:21,  2.09it/s, loss=0.617, pair=0.004, adv=5.785, sprd=0.020]
Ep 068/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:17,  2.18it/s, loss=0.617, pair=0.004, adv=5.785, sprd=0.020]
Ep 068/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:17,  2.18it/s, loss=0.606, pair=0.000, adv=5.060, sprd=0.015]
Ep 068/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:20,  2.10it/s, loss=0.606, pair=0.000, adv=5.060, sprd=0.015]
Ep 068/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:20,  2.10it/s, loss=0.650, pair=0.000, adv=4.984, sprd=0.020]
Ep 068/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.21it/s, loss=0.650, pair=0.000, adv=4.984, sprd=0.020]
Ep 068/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.21it/s, loss=0.622, pair=0.000, adv=4.842, sprd=0.018]
Ep 068/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:24,  1.97it/s, loss=0.622, pair=0.000, adv=4.842, sprd=0.018]
Ep 068/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:24,  1.97it/s, loss=0.651, pair=0.000, adv=6.113, sprd=0.022]
Ep 068/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:18,  2.10it/s, loss=0.651, pair=0.000, adv=6.113, sprd=0.022]
Ep 068/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:18,  2.10it/s, loss=0.623, pair=0.000, adv=5.551, sprd=0.017]
Ep 068/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.06it/s, loss=0.623, pair=0.000, adv=5.551, sprd=0.017]
Ep 068/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.06it/s, loss=0.603, pair=0.000, adv=4.445, sprd=0.014]
Ep 068/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.603, pair=0.000, adv=4.445, sprd=0.014]
Ep 068/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:14,  2.19it/s, loss=0.625, pair=0.000, adv=5.230, sprd=0.019]
Ep 068/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.625, pair=0.000, adv=5.230, sprd=0.019]
Ep 068/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.637, pair=0.001, adv=5.711, sprd=0.021]
Ep 068/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:13,  2.18it/s, loss=0.637, pair=0.001, adv=5.711, sprd=0.021]
Ep 068/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:13,  2.18it/s, loss=0.685, pair=0.000, adv=4.707, sprd=0.031]
Ep 068/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.685, pair=0.000, adv=4.707, sprd=0.031]
Ep 068/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.650, pair=0.000, adv=5.631, sprd=0.019]
Ep 068/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.16it/s, loss=0.650, pair=0.000, adv=5.631, sprd=0.019]
Ep 068/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.671, pair=0.000, adv=5.318, sprd=0.030]
Ep 068/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.05it/s, loss=0.671, pair=0.000, adv=5.318, sprd=0.030]
Ep 068/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.05it/s, loss=0.566, pair=0.000, adv=4.181, sprd=0.011]
Ep 068/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.16it/s, loss=0.566, pair=0.000, adv=4.181, sprd=0.011]
Ep 068/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.16it/s, loss=0.590, pair=0.001, adv=4.824, sprd=0.013]
Ep 068/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.08it/s, loss=0.590, pair=0.001, adv=4.824, sprd=0.013]
Ep 068/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.08it/s, loss=0.640, pair=0.000, adv=5.627, sprd=0.022]
Ep 068/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.18it/s, loss=0.640, pair=0.000, adv=5.627, sprd=0.022]
Ep 068/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:11,  2.18it/s, loss=1.508, pair=2.434, adv=5.952, sprd=0.024]
Ep 068/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:13,  2.09it/s, loss=1.508, pair=2.434, adv=5.952, sprd=0.024]
Ep 068/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:13,  2.09it/s, loss=0.615, pair=0.000, adv=5.115, sprd=0.018]
Ep 068/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:09,  2.20it/s, loss=0.615, pair=0.000, adv=5.115, sprd=0.018]
Ep 068/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:09,  2.20it/s, loss=0.650, pair=0.000, adv=5.529, sprd=0.021]
Ep 068/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:11,  2.12it/s, loss=0.650, pair=0.000, adv=5.529, sprd=0.021]
Ep 068/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:11,  2.12it/s, loss=0.655, pair=0.000, adv=6.174, sprd=0.023]
Ep 068/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:08,  2.20it/s, loss=0.655, pair=0.000, adv=6.174, sprd=0.023]
Ep 068/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:08,  2.20it/s, loss=0.692, pair=0.001, adv=6.237, sprd=0.036]
Ep 068/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.06it/s, loss=0.692, pair=0.001, adv=6.237, sprd=0.036]
Ep 068/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.06it/s, loss=0.621, pair=0.000, adv=4.962, sprd=0.019]
Ep 068/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.17it/s, loss=0.621, pair=0.000, adv=4.962, sprd=0.019]
Ep 068/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:08,  2.17it/s, loss=0.620, pair=0.000, adv=4.941, sprd=0.022]
Ep 068/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.03it/s, loss=0.620, pair=0.000, adv=4.941, sprd=0.022]
Ep 068/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.03it/s, loss=0.617, pair=0.000, adv=4.680, sprd=0.015]
Ep 068/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.16it/s, loss=0.617, pair=0.000, adv=4.680, sprd=0.015]
Ep 068/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:08,  2.16it/s, loss=0.633, pair=0.000, adv=4.916, sprd=0.021]
Ep 068/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:09,  2.09it/s, loss=0.633, pair=0.000, adv=4.916, sprd=0.021]
Ep 068/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:09,  2.09it/s, loss=0.609, pair=0.000, adv=5.597, sprd=0.017]
Ep 068/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.16it/s, loss=0.609, pair=0.000, adv=5.597, sprd=0.017]
Ep 068/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:07,  2.16it/s, loss=0.645, pair=0.000, adv=5.072, sprd=0.024]
Ep 068/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:11,  2.02it/s, loss=0.645, pair=0.000, adv=5.072, sprd=0.024]
Ep 068/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:11,  2.02it/s, loss=0.627, pair=0.002, adv=6.153, sprd=0.021]
Ep 068/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:07,  2.12it/s, loss=0.627, pair=0.002, adv=6.153, sprd=0.021]
Ep 068/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:07,  2.12it/s, loss=0.625, pair=0.002, adv=4.409, sprd=0.017]
Ep 068/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:10,  2.02it/s, loss=0.625, pair=0.002, adv=4.409, sprd=0.017]
Ep 068/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:10,  2.02it/s, loss=0.690, pair=0.004, adv=4.105, sprd=0.031]
Ep 068/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.11it/s, loss=0.690, pair=0.004, adv=4.105, sprd=0.031]
Ep 068/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.11it/s, loss=0.628, pair=0.004, adv=5.372, sprd=0.020]
Ep 068/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.05it/s, loss=0.628, pair=0.004, adv=5.372, sprd=0.020]
Ep 068/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:08,  2.05it/s, loss=0.620, pair=0.004, adv=5.350, sprd=0.017]
Ep 068/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.17it/s, loss=0.620, pair=0.004, adv=5.350, sprd=0.017]
Ep 068/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.17it/s, loss=0.627, pair=0.003, adv=4.986, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:05,  2.09it/s, loss=0.627, pair=0.003, adv=4.986, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:05,  2.09it/s, loss=0.627, pair=0.003, adv=4.566, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.19it/s, loss=0.627, pair=0.003, adv=4.566, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.19it/s, loss=0.649, pair=0.004, adv=3.991, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:08,  1.98it/s, loss=0.649, pair=0.004, adv=3.991, sprd=0.019]
Ep 068/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:08,  1.98it/s, loss=0.641, pair=0.000, adv=5.480, sprd=0.021]
Ep 068/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.10it/s, loss=0.641, pair=0.000, adv=5.480, sprd=0.021]
Ep 068/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.10it/s, loss=0.639, pair=0.001, adv=5.594, sprd=0.020]
Ep 068/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.05it/s, loss=0.639, pair=0.001, adv=5.594, sprd=0.020]
Ep 068/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.05it/s, loss=0.651, pair=0.002, adv=5.450, sprd=0.026]
Ep 068/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.651, pair=0.002, adv=5.450, sprd=0.026]
Ep 068/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.662, pair=0.004, adv=4.923, sprd=0.021]
Ep 068/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.02it/s, loss=0.662, pair=0.004, adv=4.923, sprd=0.021]
Ep 068/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.02it/s, loss=0.659, pair=0.006, adv=5.226, sprd=0.027]
Ep 068/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.10it/s, loss=0.659, pair=0.006, adv=5.226, sprd=0.027]
Ep 068/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.10it/s, loss=0.614, pair=0.002, adv=5.073, sprd=0.019]
Ep 068/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.614, pair=0.002, adv=5.073, sprd=0.019]
Ep 068/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.02it/s, loss=0.665, pair=0.001, adv=5.542, sprd=0.026]
Ep 068/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.13it/s, loss=0.665, pair=0.001, adv=5.542, sprd=0.026]
Ep 068/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.13it/s, loss=0.677, pair=0.003, adv=6.182, sprd=0.029]
Ep 068/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:02,  2.04it/s, loss=0.677, pair=0.003, adv=6.182, sprd=0.029]
Ep 068/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:02,  2.04it/s, loss=0.640, pair=0.001, adv=5.715, sprd=0.022]
Ep 068/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.15it/s, loss=0.640, pair=0.001, adv=5.715, sprd=0.022]
Ep 068/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.15it/s, loss=0.669, pair=0.001, adv=5.189, sprd=0.024]
Ep 068/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.05it/s, loss=0.669, pair=0.001, adv=5.189, sprd=0.024]
Ep 068/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:01,  2.05it/s, loss=0.645, pair=0.001, adv=4.743, sprd=0.021]
Ep 068/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.15it/s, loss=0.645, pair=0.001, adv=4.743, sprd=0.021]
Ep 068/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.15it/s, loss=0.646, pair=0.000, adv=4.854, sprd=0.021]
Ep 068/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.06it/s, loss=0.646, pair=0.000, adv=4.854, sprd=0.021]
Ep 068/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.06it/s, loss=0.609, pair=0.000, adv=4.486, sprd=0.017]
Ep 068/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.15it/s, loss=0.609, pair=0.000, adv=4.486, sprd=0.017]
Ep 068/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.15it/s, loss=0.620, pair=0.000, adv=5.110, sprd=0.020]
Ep 068/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<01:00,  2.03it/s, loss=0.620, pair=0.000, adv=5.110, sprd=0.020]
Ep 068/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:00,  2.03it/s, loss=0.636, pair=0.000, adv=5.563, sprd=0.021]
Ep 068/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.636, pair=0.000, adv=5.563, sprd=0.021]
Ep 068/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.682, pair=0.000, adv=5.188, sprd=0.021]
Ep 068/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.08it/s, loss=0.682, pair=0.000, adv=5.188, sprd=0.021]
Ep 068/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.08it/s, loss=0.668, pair=0.000, adv=5.665, sprd=0.026]
Ep 068/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.17it/s, loss=0.668, pair=0.000, adv=5.665, sprd=0.026]
Ep 068/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:54,  2.17it/s, loss=0.600, pair=0.001, adv=4.428, sprd=0.013]
Ep 068/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:54,  2.15it/s, loss=0.600, pair=0.001, adv=4.428, sprd=0.013]
Ep 068/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:54,  2.15it/s, loss=0.642, pair=0.000, adv=5.547, sprd=0.018]
Ep 068/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:52,  2.24it/s, loss=0.642, pair=0.000, adv=5.547, sprd=0.018]
Ep 068/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:52,  2.24it/s, loss=0.674, pair=0.000, adv=5.028, sprd=0.028]
Ep 068/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.10it/s, loss=0.674, pair=0.000, adv=5.028, sprd=0.028]
Ep 068/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.10it/s, loss=0.639, pair=0.000, adv=6.452, sprd=0.023]
Ep 068/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.17it/s, loss=0.639, pair=0.000, adv=6.452, sprd=0.023]
Ep 068/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.17it/s, loss=0.630, pair=0.000, adv=5.234, sprd=0.020]
Ep 068/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.06it/s, loss=0.630, pair=0.000, adv=5.234, sprd=0.020]
Ep 068/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.06it/s, loss=0.640, pair=0.000, adv=5.243, sprd=0.024]
Ep 068/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.14it/s, loss=0.640, pair=0.000, adv=5.243, sprd=0.024]
Ep 068/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:52,  2.14it/s, loss=0.674, pair=0.000, adv=6.373, sprd=0.029]
Ep 068/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:57,  1.93it/s, loss=0.674, pair=0.000, adv=6.373, sprd=0.029]
Ep 068/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:57,  1.93it/s, loss=0.647, pair=0.000, adv=5.562, sprd=0.020]
Ep 068/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:53,  2.07it/s, loss=0.647, pair=0.000, adv=5.562, sprd=0.020]
Ep 068/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:53,  2.07it/s, loss=0.636, pair=0.000, adv=5.183, sprd=0.020]
Ep 068/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.02it/s, loss=0.636, pair=0.000, adv=5.183, sprd=0.020]
Ep 068/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.02it/s, loss=0.641, pair=0.000, adv=5.065, sprd=0.021]
Ep 068/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.13it/s, loss=0.641, pair=0.000, adv=5.065, sprd=0.021]
Ep 068/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.13it/s, loss=0.600, pair=0.000, adv=5.086, sprd=0.017]
Ep 068/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.02it/s, loss=0.600, pair=0.000, adv=5.086, sprd=0.017]
Ep 068/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.02it/s, loss=0.583, pair=0.000, adv=3.222, sprd=0.016]
Ep 068/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.12it/s, loss=0.583, pair=0.000, adv=3.222, sprd=0.016]
Ep 068/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.12it/s, loss=0.699, pair=0.000, adv=4.079, sprd=0.034]
Ep 068/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:53,  2.00it/s, loss=0.699, pair=0.000, adv=4.079, sprd=0.034]
Ep 068/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:53,  2.00it/s, loss=0.629, pair=0.000, adv=5.933, sprd=0.020]
Ep 068/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.12it/s, loss=0.629, pair=0.000, adv=5.933, sprd=0.020]
Ep 068/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.12it/s, loss=1.657, pair=0.000, adv=4.793, sprd=0.026]
Ep 068/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  1.98it/s, loss=1.657, pair=0.000, adv=4.793, sprd=0.026]
Ep 068/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  1.98it/s, loss=0.636, pair=0.002, adv=5.531, sprd=0.020]
Ep 068/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.11it/s, loss=0.636, pair=0.002, adv=5.531, sprd=0.020]
Ep 068/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:48,  2.11it/s, loss=0.612, pair=0.000, adv=5.182, sprd=0.017]
Ep 068/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:50,  2.03it/s, loss=0.612, pair=0.000, adv=5.182, sprd=0.017]
Ep 068/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:50,  2.03it/s, loss=0.608, pair=0.001, adv=4.031, sprd=0.015]
Ep 068/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.15it/s, loss=0.608, pair=0.001, adv=4.031, sprd=0.015]
Ep 068/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.15it/s, loss=0.678, pair=0.000, adv=6.098, sprd=0.031]
Ep 068/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:49,  2.04it/s, loss=0.678, pair=0.000, adv=6.098, sprd=0.031]
Ep 068/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:49,  2.04it/s, loss=0.627, pair=0.000, adv=4.804, sprd=0.020]
Ep 068/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.15it/s, loss=0.627, pair=0.000, adv=4.804, sprd=0.020]
Ep 068/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.15it/s, loss=0.665, pair=0.000, adv=6.404, sprd=0.027]
Ep 068/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:47,  2.06it/s, loss=0.665, pair=0.000, adv=6.404, sprd=0.027]
Ep 068/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:47,  2.06it/s, loss=0.592, pair=0.001, adv=4.681, sprd=0.013]
Ep 068/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.17it/s, loss=0.592, pair=0.001, adv=4.681, sprd=0.013]
Ep 068/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:44,  2.17it/s, loss=0.652, pair=0.000, adv=5.195, sprd=0.024]
Ep 068/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.05it/s, loss=0.652, pair=0.000, adv=5.195, sprd=0.024]
Ep 068/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.05it/s, loss=0.633, pair=0.000, adv=4.987, sprd=0.020]
Ep 068/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.633, pair=0.000, adv=4.987, sprd=0.020]
Ep 068/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.652, pair=0.000, adv=4.674, sprd=0.014]
Ep 068/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.652, pair=0.000, adv=4.674, sprd=0.014]
Ep 068/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.07it/s, loss=0.606, pair=0.000, adv=5.474, sprd=0.017]
Ep 068/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.16it/s, loss=0.606, pair=0.000, adv=5.474, sprd=0.017]
Ep 068/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.16it/s, loss=0.701, pair=0.000, adv=6.648, sprd=0.036]
Ep 068/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.06it/s, loss=0.701, pair=0.000, adv=6.648, sprd=0.036]
Ep 068/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.06it/s, loss=0.673, pair=0.009, adv=5.359, sprd=0.028]
Ep 068/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.13it/s, loss=0.673, pair=0.009, adv=5.359, sprd=0.028]
Ep 068/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.13it/s, loss=0.622, pair=0.000, adv=4.131, sprd=0.016]
Ep 068/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.07it/s, loss=0.622, pair=0.000, adv=4.131, sprd=0.016]
Ep 068/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.07it/s, loss=0.640, pair=0.001, adv=4.479, sprd=0.015]
Ep 068/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:39,  2.23it/s, loss=0.640, pair=0.001, adv=4.479, sprd=0.015]
Ep 068/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:39,  2.23it/s, loss=0.588, pair=0.000, adv=4.499, sprd=0.012]
Ep 068/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.11it/s, loss=0.588, pair=0.000, adv=4.499, sprd=0.012]
Ep 068/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:41,  2.11it/s, loss=0.693, pair=0.000, adv=4.442, sprd=0.031]
Ep 068/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.16it/s, loss=0.693, pair=0.000, adv=4.442, sprd=0.031]
Ep 068/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.16it/s, loss=0.642, pair=0.000, adv=4.883, sprd=0.020]
Ep 068/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.04it/s, loss=0.642, pair=0.000, adv=4.883, sprd=0.020]
Ep 068/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.04it/s, loss=0.656, pair=0.001, adv=4.680, sprd=0.020]
Ep 068/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.16it/s, loss=0.656, pair=0.001, adv=4.680, sprd=0.020]
Ep 068/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.16it/s, loss=0.630, pair=0.000, adv=5.958, sprd=0.021]
Ep 068/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:42,  1.96it/s, loss=0.630, pair=0.000, adv=5.958, sprd=0.021]
Ep 068/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:42,  1.96it/s, loss=0.616, pair=0.000, adv=4.779, sprd=0.019]
Ep 068/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.07it/s, loss=0.616, pair=0.000, adv=4.779, sprd=0.019]
Ep 068/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.07it/s, loss=0.720, pair=0.000, adv=6.367, sprd=0.029]
Ep 068/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:41,  1.99it/s, loss=0.720, pair=0.000, adv=6.367, sprd=0.029]
Ep 068/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:41,  1.99it/s, loss=0.635, pair=0.000, adv=5.145, sprd=0.020]
Ep 068/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.13it/s, loss=0.635, pair=0.000, adv=5.145, sprd=0.020]
Ep 068/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.13it/s, loss=0.650, pair=0.000, adv=5.115, sprd=0.026]
Ep 068/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.03it/s, loss=0.650, pair=0.000, adv=5.115, sprd=0.026]
Ep 068/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:39,  2.03it/s, loss=0.625, pair=0.000, adv=5.368, sprd=0.021]
Ep 068/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.12it/s, loss=0.625, pair=0.000, adv=5.368, sprd=0.021]
Ep 068/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.12it/s, loss=0.692, pair=0.000, adv=5.073, sprd=0.019]
Ep 068/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.06it/s, loss=0.692, pair=0.000, adv=5.073, sprd=0.019]
Ep 068/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:37,  2.06it/s, loss=0.633, pair=0.001, adv=4.514, sprd=0.019]
Ep 068/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.17it/s, loss=0.633, pair=0.001, adv=4.514, sprd=0.019]
Ep 068/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.17it/s, loss=0.694, pair=0.000, adv=6.599, sprd=0.034]
Ep 068/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.05it/s, loss=0.694, pair=0.000, adv=6.599, sprd=0.034]
Ep 068/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.05it/s, loss=0.625, pair=0.015, adv=5.790, sprd=0.018]
Ep 068/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.625, pair=0.015, adv=5.790, sprd=0.018]
Ep 068/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.16it/s, loss=0.636, pair=0.000, adv=5.359, sprd=0.020]
Ep 068/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.09it/s, loss=0.636, pair=0.000, adv=5.359, sprd=0.020]
Ep 068/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.09it/s, loss=0.606, pair=0.000, adv=5.090, sprd=0.016]
Ep 068/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:32,  2.23it/s, loss=0.606, pair=0.000, adv=5.090, sprd=0.016]
Ep 068/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:32,  2.23it/s, loss=0.672, pair=0.000, adv=5.482, sprd=0.024]
Ep 068/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.11it/s, loss=0.672, pair=0.000, adv=5.482, sprd=0.024]
Ep 068/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.11it/s, loss=0.638, pair=0.001, adv=5.837, sprd=0.019]
Ep 068/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.22it/s, loss=0.638, pair=0.001, adv=5.837, sprd=0.019]
Ep 068/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.22it/s, loss=0.582, pair=0.000, adv=4.631, sprd=0.013]
Ep 068/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.12it/s, loss=0.582, pair=0.000, adv=4.631, sprd=0.013]
Ep 068/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.12it/s, loss=0.633, pair=0.003, adv=5.126, sprd=0.022]
Ep 068/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.18it/s, loss=0.633, pair=0.003, adv=5.126, sprd=0.022]
Ep 068/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:31,  2.18it/s, loss=0.624, pair=0.000, adv=4.882, sprd=0.016]
Ep 068/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:31,  2.13it/s, loss=0.624, pair=0.000, adv=4.882, sprd=0.016]
Ep 068/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:31,  2.13it/s, loss=0.641, pair=0.001, adv=5.563, sprd=0.022]
Ep 068/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.21it/s, loss=0.641, pair=0.001, adv=5.563, sprd=0.022]
Ep 068/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:30,  2.21it/s, loss=0.641, pair=0.001, adv=5.568, sprd=0.021]
Ep 068/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.10it/s, loss=0.641, pair=0.001, adv=5.568, sprd=0.021]
Ep 068/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.10it/s, loss=0.643, pair=0.000, adv=5.274, sprd=0.023]
Ep 068/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.16it/s, loss=0.643, pair=0.000, adv=5.274, sprd=0.023]
Ep 068/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.16it/s, loss=0.658, pair=0.005, adv=6.077, sprd=0.026]
Ep 068/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.06it/s, loss=0.658, pair=0.005, adv=6.077, sprd=0.026]
Ep 068/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:31,  2.06it/s, loss=0.662, pair=0.000, adv=5.284, sprd=0.025]
Ep 068/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.15it/s, loss=0.662, pair=0.000, adv=5.284, sprd=0.025]
Ep 068/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.15it/s, loss=0.621, pair=0.001, adv=5.995, sprd=0.020]
Ep 068/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.621, pair=0.001, adv=5.995, sprd=0.020]
Ep 068/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.624, pair=0.004, adv=5.025, sprd=0.017]
Ep 068/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.15it/s, loss=0.624, pair=0.004, adv=5.025, sprd=0.017]
Ep 068/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.15it/s, loss=0.608, pair=0.000, adv=5.310, sprd=0.016]
Ep 068/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.10it/s, loss=0.608, pair=0.000, adv=5.310, sprd=0.016]
Ep 068/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.10it/s, loss=0.636, pair=0.000, adv=6.056, sprd=0.023]
Ep 068/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.16it/s, loss=0.636, pair=0.000, adv=6.056, sprd=0.023]
Ep 068/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.16it/s, loss=0.666, pair=0.000, adv=5.447, sprd=0.026]
Ep 068/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.06it/s, loss=0.666, pair=0.000, adv=5.447, sprd=0.026]
Ep 068/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.06it/s, loss=0.636, pair=0.000, adv=5.287, sprd=0.024]
Ep 068/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.13it/s, loss=0.636, pair=0.000, adv=5.287, sprd=0.024]
Ep 068/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.13it/s, loss=0.622, pair=0.000, adv=5.160, sprd=0.018]
Ep 068/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:28,  1.96it/s, loss=0.622, pair=0.000, adv=5.160, sprd=0.018]
Ep 068/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:28,  1.96it/s, loss=0.655, pair=0.001, adv=5.369, sprd=0.024]
Ep 068/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.07it/s, loss=0.655, pair=0.001, adv=5.369, sprd=0.024]
Ep 068/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.07it/s, loss=0.649, pair=0.000, adv=6.169, sprd=0.021]
Ep 068/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.05it/s, loss=0.649, pair=0.000, adv=6.169, sprd=0.021]
Ep 068/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.05it/s, loss=0.649, pair=0.000, adv=5.501, sprd=0.022]
Ep 068/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.18it/s, loss=0.649, pair=0.000, adv=5.501, sprd=0.022]
Ep 068/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.18it/s, loss=0.647, pair=0.000, adv=4.602, sprd=0.024]
Ep 068/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.647, pair=0.000, adv=4.602, sprd=0.024]
Ep 068/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.04it/s, loss=0.649, pair=0.000, adv=4.966, sprd=0.023]
Ep 068/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.13it/s, loss=0.649, pair=0.000, adv=4.966, sprd=0.023]
Ep 068/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.13it/s, loss=0.629, pair=0.000, adv=5.491, sprd=0.017]
Ep 068/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.08it/s, loss=0.629, pair=0.000, adv=5.491, sprd=0.017]
Ep 068/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:23,  2.08it/s, loss=0.632, pair=0.000, adv=5.008, sprd=0.019]
Ep 068/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.632, pair=0.000, adv=5.008, sprd=0.019]
Ep 068/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.628, pair=0.003, adv=4.613, sprd=0.020]
Ep 068/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.05it/s, loss=0.628, pair=0.003, adv=4.613, sprd=0.020]
Ep 068/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.05it/s, loss=0.657, pair=0.001, adv=5.565, sprd=0.024]
Ep 068/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.14it/s, loss=0.657, pair=0.001, adv=5.565, sprd=0.024]
Ep 068/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.14it/s, loss=0.606, pair=0.003, adv=5.058, sprd=0.015]
Ep 068/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.05it/s, loss=0.606, pair=0.003, adv=5.058, sprd=0.015]
Ep 068/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.05it/s, loss=0.647, pair=0.000, adv=5.559, sprd=0.024]
Ep 068/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.14it/s, loss=0.647, pair=0.000, adv=5.559, sprd=0.024]
Ep 068/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.14it/s, loss=0.671, pair=0.001, adv=4.449, sprd=0.030]
Ep 068/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:22,  1.99it/s, loss=0.671, pair=0.001, adv=4.449, sprd=0.030]
Ep 068/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:22,  1.99it/s, loss=0.619, pair=0.000, adv=4.740, sprd=0.016]
Ep 068/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.619, pair=0.000, adv=4.740, sprd=0.016]
Ep 068/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.645, pair=0.001, adv=6.020, sprd=0.026]
Ep 068/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  2.00it/s, loss=0.645, pair=0.001, adv=6.020, sprd=0.026]
Ep 068/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:21,  2.00it/s, loss=0.647, pair=0.003, adv=6.023, sprd=0.021]
Ep 068/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.11it/s, loss=0.647, pair=0.003, adv=6.023, sprd=0.021]
Ep 068/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.11it/s, loss=0.607, pair=0.000, adv=4.564, sprd=0.018]
Ep 068/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.01it/s, loss=0.607, pair=0.000, adv=4.564, sprd=0.018]
Ep 068/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.01it/s, loss=0.652, pair=0.000, adv=6.542, sprd=0.026]
Ep 068/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.10it/s, loss=0.652, pair=0.000, adv=6.542, sprd=0.026]
Ep 068/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.10it/s, loss=0.616, pair=0.000, adv=5.437, sprd=0.018]
Ep 068/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:19,  2.00it/s, loss=0.616, pair=0.000, adv=5.437, sprd=0.018]
Ep 068/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:19,  2.00it/s, loss=0.700, pair=0.000, adv=6.213, sprd=0.034]
Ep 068/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.09it/s, loss=0.700, pair=0.000, adv=6.213, sprd=0.034]
Ep 068/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.09it/s, loss=0.638, pair=0.001, adv=5.399, sprd=0.024]
Ep 068/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:18,  1.98it/s, loss=0.638, pair=0.001, adv=5.399, sprd=0.024]
Ep 068/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:18,  1.98it/s, loss=0.638, pair=0.000, adv=5.534, sprd=0.019]
Ep 068/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.11it/s, loss=0.638, pair=0.000, adv=5.534, sprd=0.019]
Ep 068/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.11it/s, loss=0.616, pair=0.000, adv=5.059, sprd=0.017]
Ep 068/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.03it/s, loss=0.616, pair=0.000, adv=5.059, sprd=0.017]
Ep 068/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.03it/s, loss=0.643, pair=0.000, adv=6.553, sprd=0.028]
Ep 068/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.10it/s, loss=0.643, pair=0.000, adv=6.553, sprd=0.028]
Ep 068/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.10it/s, loss=0.645, pair=0.000, adv=5.559, sprd=0.022]
Ep 068/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.03it/s, loss=0.645, pair=0.000, adv=5.559, sprd=0.022]
Ep 068/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.03it/s, loss=0.658, pair=0.000, adv=5.114, sprd=0.022]
Ep 068/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.14it/s, loss=0.658, pair=0.000, adv=5.114, sprd=0.022]
Ep 068/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.14it/s, loss=0.686, pair=0.002, adv=5.647, sprd=0.021]
Ep 068/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.05it/s, loss=0.686, pair=0.002, adv=5.647, sprd=0.021]
Ep 068/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.05it/s, loss=0.639, pair=0.001, adv=4.687, sprd=0.017]
Ep 068/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.20it/s, loss=0.639, pair=0.001, adv=4.687, sprd=0.017]
Ep 068/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.20it/s, loss=0.628, pair=0.000, adv=5.760, sprd=0.019]
Ep 068/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.10it/s, loss=0.628, pair=0.000, adv=5.760, sprd=0.019]
Ep 068/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.10it/s, loss=0.602, pair=0.000, adv=3.946, sprd=0.013]
Ep 068/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.24it/s, loss=0.602, pair=0.000, adv=3.946, sprd=0.013]
Ep 068/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.24it/s, loss=0.660, pair=0.000, adv=6.446, sprd=0.031]
Ep 068/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:13,  1.96it/s, loss=0.660, pair=0.000, adv=6.446, sprd=0.031]
Ep 068/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:13,  1.96it/s, loss=0.641, pair=0.000, adv=4.848, sprd=0.017]
Ep 068/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.641, pair=0.000, adv=4.848, sprd=0.017]
Ep 068/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.15it/s, loss=0.680, pair=0.000, adv=5.455, sprd=0.030]
Ep 068/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.680, pair=0.000, adv=5.455, sprd=0.030]
Ep 068/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.642, pair=0.000, adv=6.330, sprd=0.025]
Ep 068/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.13it/s, loss=0.642, pair=0.000, adv=6.330, sprd=0.025]
Ep 068/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.13it/s, loss=0.636, pair=0.000, adv=5.474, sprd=0.022]
Ep 068/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.05it/s, loss=0.636, pair=0.000, adv=5.474, sprd=0.022]
Ep 068/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.05it/s, loss=0.601, pair=0.000, adv=4.610, sprd=0.018]
Ep 068/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.13it/s, loss=0.601, pair=0.000, adv=4.610, sprd=0.018]
Ep 068/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.13it/s, loss=0.632, pair=0.000, adv=5.821, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.06it/s, loss=0.632, pair=0.000, adv=5.821, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.06it/s, loss=0.637, pair=0.000, adv=5.282, sprd=0.021]
Ep 068/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.16it/s, loss=0.637, pair=0.000, adv=5.282, sprd=0.021]
Ep 068/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.16it/s, loss=0.631, pair=0.000, adv=5.395, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.08it/s, loss=0.631, pair=0.000, adv=5.395, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.08it/s, loss=0.613, pair=0.000, adv=4.477, sprd=0.017]
Ep 068/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.19it/s, loss=0.613, pair=0.000, adv=4.477, sprd=0.017]
Ep 068/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.19it/s, loss=0.633, pair=0.000, adv=5.812, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.10it/s, loss=0.633, pair=0.000, adv=5.812, sprd=0.020]
Ep 068/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.10it/s, loss=0.634, pair=0.000, adv=5.509, sprd=0.024]
Ep 068/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.15it/s, loss=0.634, pair=0.000, adv=5.509, sprd=0.024]
Ep 068/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.15it/s, loss=0.638, pair=0.000, adv=5.343, sprd=0.019]
Ep 068/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.06it/s, loss=0.638, pair=0.000, adv=5.343, sprd=0.019]
Ep 068/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.06it/s, loss=0.603, pair=0.000, adv=5.034, sprd=0.017]
Ep 068/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.16it/s, loss=0.603, pair=0.000, adv=5.034, sprd=0.017]
Ep 068/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.16it/s, loss=0.624, pair=0.000, adv=5.163, sprd=0.019]
Ep 068/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.07it/s, loss=0.624, pair=0.000, adv=5.163, sprd=0.019]
Ep 068/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.07it/s, loss=0.645, pair=0.000, adv=4.635, sprd=0.024]
Ep 068/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.15it/s, loss=0.645, pair=0.000, adv=4.635, sprd=0.024]
Ep 068/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.15it/s, loss=0.647, pair=0.000, adv=5.156, sprd=0.022]
Ep 068/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.07it/s, loss=0.647, pair=0.000, adv=5.156, sprd=0.022]
Ep 068/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.07it/s, loss=0.609, pair=0.003, adv=5.352, sprd=0.017]
Ep 068/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.18it/s, loss=0.609, pair=0.003, adv=5.352, sprd=0.017]
Ep 068/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.18it/s, loss=0.627, pair=0.000, adv=4.780, sprd=0.021]
Ep 068/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.08it/s, loss=0.627, pair=0.000, adv=4.780, sprd=0.021]
Ep 068/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.08it/s, loss=0.598, pair=0.000, adv=4.355, sprd=0.016]
Ep 068/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.16it/s, loss=0.598, pair=0.000, adv=4.355, sprd=0.016]
Ep 068/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.16it/s, loss=0.647, pair=0.000, adv=5.612, sprd=0.020]
Ep 068/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.06it/s, loss=0.647, pair=0.000, adv=5.612, sprd=0.020]
Ep 068/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.06it/s, loss=0.614, pair=0.000, adv=5.048, sprd=0.018]
Ep 068/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.17it/s, loss=0.614, pair=0.000, adv=5.048, sprd=0.018]
Ep 068/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.17it/s, loss=0.667, pair=0.000, adv=5.752, sprd=0.027]
Ep 068/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.07it/s, loss=0.667, pair=0.000, adv=5.752, sprd=0.027]
Ep 068/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.07it/s, loss=0.591, pair=0.000, adv=4.272, sprd=0.016]
Ep 068/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.15it/s, loss=0.591, pair=0.000, adv=4.272, sprd=0.016]
Ep 068/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.15it/s, loss=0.606, pair=0.001, adv=4.879, sprd=0.014]
Ep 068/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:01,  1.97it/s, loss=0.606, pair=0.001, adv=4.879, sprd=0.014]
Ep 068/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:01,  1.97it/s, loss=0.623, pair=0.000, adv=5.620, sprd=0.021]
Ep 068/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.09it/s, loss=0.623, pair=0.000, adv=5.620, sprd=0.021]
Ep 068/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.09it/s, loss=0.620, pair=0.000, adv=4.913, sprd=0.017]
Ep 068/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.01it/s, loss=0.620, pair=0.000, adv=4.913, sprd=0.017]
                                                                                                              
Epoch 068/80 [S3:+sens]  loss=0.6509  mat=0.2683  sens=1.0684  pair=0.0289  adv=5.3205(rand=3.47)  deg=0.0046  orth=0.0032  spread=0.0212  q_mean=52.2  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.11e-05  217s

Ep 069/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 069/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.640, pair=0.000, adv=5.131, sprd=0.020]
Ep 069/80 [S3:+sens]:   0%|    | 1/453 [00:00<07:28,  1.01it/s, loss=0.640, pair=0.000, adv=5.131, sprd=0.020]
Ep 069/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:28,  1.01it/s, loss=0.655, pair=0.000, adv=4.538, sprd=0.023]
Ep 069/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:54,  1.53it/s, loss=0.655, pair=0.000, adv=4.538, sprd=0.023]
Ep 069/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:54,  1.53it/s, loss=0.602, pair=0.000, adv=5.019, sprd=0.017]
Ep 069/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:29,  1.67it/s, loss=0.602, pair=0.000, adv=5.019, sprd=0.017]
Ep 069/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:29,  1.67it/s, loss=0.639, pair=0.000, adv=5.473, sprd=0.022]
Ep 069/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:58,  1.88it/s, loss=0.639, pair=0.000, adv=5.473, sprd=0.022]
Ep 069/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:58,  1.88it/s, loss=0.657, pair=0.000, adv=5.081, sprd=0.014]
Ep 069/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:52,  1.92it/s, loss=0.657, pair=0.000, adv=5.081, sprd=0.014]
Ep 069/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:52,  1.92it/s, loss=0.667, pair=0.000, adv=4.576, sprd=0.023]
Ep 069/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:36,  2.07it/s, loss=0.667, pair=0.000, adv=4.576, sprd=0.023]
Ep 069/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:36,  2.07it/s, loss=0.637, pair=0.001, adv=5.194, sprd=0.024]
Ep 069/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:45,  1.98it/s, loss=0.637, pair=0.001, adv=5.194, sprd=0.024]
Ep 069/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:45,  1.98it/s, loss=0.628, pair=0.000, adv=4.456, sprd=0.017]
Ep 069/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:26,  2.15it/s, loss=0.628, pair=0.000, adv=4.456, sprd=0.017]
Ep 069/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:26,  2.15it/s, loss=0.650, pair=0.000, adv=3.927, sprd=0.019]
Ep 069/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:35,  2.06it/s, loss=0.650, pair=0.000, adv=3.927, sprd=0.019]
Ep 069/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:35,  2.06it/s, loss=0.620, pair=0.000, adv=5.286, sprd=0.020]
Ep 069/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.14it/s, loss=0.620, pair=0.000, adv=5.286, sprd=0.020]
Ep 069/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.14it/s, loss=0.666, pair=0.000, adv=5.511, sprd=0.029]
Ep 069/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:39,  2.01it/s, loss=0.666, pair=0.000, adv=5.511, sprd=0.029]
Ep 069/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:39,  2.01it/s, loss=0.616, pair=0.001, adv=4.737, sprd=0.017]
Ep 069/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.616, pair=0.001, adv=4.737, sprd=0.017]
Ep 069/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:26,  2.14it/s, loss=0.687, pair=0.000, adv=5.676, sprd=0.018]
Ep 069/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:31,  2.08it/s, loss=0.687, pair=0.000, adv=5.676, sprd=0.018]
Ep 069/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:31,  2.08it/s, loss=0.657, pair=0.001, adv=5.694, sprd=0.022]
Ep 069/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:19,  2.20it/s, loss=0.657, pair=0.001, adv=5.694, sprd=0.022]
Ep 069/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:19,  2.20it/s, loss=0.638, pair=0.001, adv=5.220, sprd=0.018]
Ep 069/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:27,  2.11it/s, loss=0.638, pair=0.001, adv=5.220, sprd=0.018]
Ep 069/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:27,  2.11it/s, loss=0.622, pair=0.001, adv=5.132, sprd=0.017]
Ep 069/80 [S3:+sens]:   4%|   | 16/453 [00:07<03:16,  2.22it/s, loss=0.622, pair=0.001, adv=5.132, sprd=0.017]
Ep 069/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:16,  2.22it/s, loss=0.608, pair=0.001, adv=5.250, sprd=0.017]
Ep 069/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.09it/s, loss=0.608, pair=0.001, adv=5.250, sprd=0.017]
Ep 069/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.09it/s, loss=0.635, pair=0.001, adv=5.555, sprd=0.023]
Ep 069/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:21,  2.16it/s, loss=0.635, pair=0.001, adv=5.555, sprd=0.023]
Ep 069/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.16it/s, loss=0.656, pair=0.004, adv=5.288, sprd=0.027]
Ep 069/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:32,  2.04it/s, loss=0.656, pair=0.004, adv=5.288, sprd=0.027]
Ep 069/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:32,  2.04it/s, loss=0.676, pair=0.001, adv=4.833, sprd=0.030]
Ep 069/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:24,  2.12it/s, loss=0.676, pair=0.001, adv=4.833, sprd=0.030]
Ep 069/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:24,  2.12it/s, loss=0.624, pair=0.000, adv=5.094, sprd=0.018]
Ep 069/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:42,  1.94it/s, loss=0.624, pair=0.000, adv=5.094, sprd=0.018]
Ep 069/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:42,  1.94it/s, loss=0.605, pair=0.004, adv=3.886, sprd=0.012]
Ep 069/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:21,  2.14it/s, loss=0.605, pair=0.004, adv=3.886, sprd=0.012]
Ep 069/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:21,  2.14it/s, loss=0.674, pair=0.000, adv=5.504, sprd=0.026]
Ep 069/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:28,  2.06it/s, loss=0.674, pair=0.000, adv=5.504, sprd=0.026]
Ep 069/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:28,  2.06it/s, loss=0.625, pair=0.001, adv=5.794, sprd=0.019]
Ep 069/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:17,  2.17it/s, loss=0.625, pair=0.001, adv=5.794, sprd=0.019]
Ep 069/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:17,  2.17it/s, loss=0.612, pair=0.000, adv=5.165, sprd=0.017]
Ep 069/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:25,  2.08it/s, loss=0.612, pair=0.000, adv=5.165, sprd=0.017]
Ep 069/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:25,  2.08it/s, loss=0.620, pair=0.000, adv=4.346, sprd=0.016]
Ep 069/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:15,  2.18it/s, loss=0.620, pair=0.000, adv=4.346, sprd=0.016]
Ep 069/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:15,  2.18it/s, loss=0.641, pair=0.001, adv=5.102, sprd=0.024]
Ep 069/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.06it/s, loss=0.641, pair=0.001, adv=5.102, sprd=0.024]
Ep 069/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.06it/s, loss=0.657, pair=0.000, adv=5.000, sprd=0.024]
Ep 069/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:17,  2.15it/s, loss=0.657, pair=0.000, adv=5.000, sprd=0.024]
Ep 069/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:17,  2.15it/s, loss=0.618, pair=0.000, adv=5.633, sprd=0.020]
Ep 069/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.618, pair=0.000, adv=5.633, sprd=0.020]
Ep 069/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.637, pair=0.000, adv=4.465, sprd=0.021]
Ep 069/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:19,  2.12it/s, loss=0.637, pair=0.000, adv=4.465, sprd=0.021]
Ep 069/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:19,  2.12it/s, loss=0.630, pair=0.000, adv=5.165, sprd=0.020]
Ep 069/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:27,  2.03it/s, loss=0.630, pair=0.000, adv=5.165, sprd=0.020]
Ep 069/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:27,  2.03it/s, loss=0.650, pair=0.001, adv=5.523, sprd=0.025]
Ep 069/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:18,  2.12it/s, loss=0.650, pair=0.001, adv=5.523, sprd=0.025]
Ep 069/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:18,  2.12it/s, loss=0.713, pair=0.000, adv=5.581, sprd=0.022]
Ep 069/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.06it/s, loss=0.713, pair=0.000, adv=5.581, sprd=0.022]
Ep 069/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.06it/s, loss=0.634, pair=0.000, adv=4.266, sprd=0.022]
Ep 069/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:16,  2.13it/s, loss=0.634, pair=0.000, adv=4.266, sprd=0.022]
Ep 069/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:16,  2.13it/s, loss=0.722, pair=0.000, adv=4.624, sprd=0.026]
Ep 069/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.02it/s, loss=0.722, pair=0.000, adv=4.624, sprd=0.026]
Ep 069/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:26,  2.02it/s, loss=0.623, pair=0.000, adv=4.792, sprd=0.019]
Ep 069/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.13it/s, loss=0.623, pair=0.000, adv=4.792, sprd=0.019]
Ep 069/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.13it/s, loss=0.656, pair=0.000, adv=5.676, sprd=0.028]
Ep 069/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:25,  2.02it/s, loss=0.656, pair=0.000, adv=5.676, sprd=0.028]
Ep 069/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:25,  2.02it/s, loss=0.650, pair=0.000, adv=5.222, sprd=0.028]
Ep 069/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:18,  2.10it/s, loss=0.650, pair=0.000, adv=5.222, sprd=0.028]
Ep 069/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:18,  2.10it/s, loss=0.640, pair=0.001, adv=5.574, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.640, pair=0.001, adv=5.574, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:23,  2.04it/s, loss=0.659, pair=0.000, adv=5.582, sprd=0.025]
Ep 069/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:15,  2.12it/s, loss=0.659, pair=0.000, adv=5.582, sprd=0.025]
Ep 069/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:15,  2.12it/s, loss=0.681, pair=0.003, adv=4.793, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.02it/s, loss=0.681, pair=0.003, adv=4.793, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.02it/s, loss=0.644, pair=0.000, adv=5.852, sprd=0.023]
Ep 069/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:13,  2.13it/s, loss=0.644, pair=0.000, adv=5.852, sprd=0.023]
Ep 069/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:13,  2.13it/s, loss=0.617, pair=0.000, adv=5.438, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.617, pair=0.000, adv=5.438, sprd=0.021]
Ep 069/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.663, pair=0.000, adv=5.413, sprd=0.027]
Ep 069/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:12,  2.12it/s, loss=0.663, pair=0.000, adv=5.413, sprd=0.027]
Ep 069/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:12,  2.12it/s, loss=0.666, pair=0.000, adv=4.958, sprd=0.025]
Ep 069/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:20,  2.04it/s, loss=0.666, pair=0.000, adv=4.958, sprd=0.025]
Ep 069/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:20,  2.04it/s, loss=0.654, pair=0.000, adv=5.921, sprd=0.027]
Ep 069/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:12,  2.11it/s, loss=0.654, pair=0.000, adv=5.921, sprd=0.027]
Ep 069/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:12,  2.11it/s, loss=0.688, pair=0.000, adv=5.239, sprd=0.020]
Ep 069/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:18,  2.04it/s, loss=0.688, pair=0.000, adv=5.239, sprd=0.020]
Ep 069/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.04it/s, loss=0.626, pair=0.000, adv=5.014, sprd=0.020]
Ep 069/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:17,  2.05it/s, loss=0.626, pair=0.000, adv=5.014, sprd=0.020]
Ep 069/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:17,  2.05it/s, loss=0.653, pair=0.002, adv=6.220, sprd=0.022]
Ep 069/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:21,  2.01it/s, loss=0.653, pair=0.002, adv=6.220, sprd=0.022]
Ep 069/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:21,  2.01it/s, loss=0.644, pair=0.000, adv=4.604, sprd=0.025]
Ep 069/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:11,  2.10it/s, loss=0.644, pair=0.000, adv=4.604, sprd=0.025]
Ep 069/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:11,  2.10it/s, loss=0.623, pair=0.001, adv=5.361, sprd=0.019]
Ep 069/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:18,  2.02it/s, loss=0.623, pair=0.001, adv=5.361, sprd=0.019]
Ep 069/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:18,  2.02it/s, loss=0.672, pair=0.001, adv=5.449, sprd=0.026]
Ep 069/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:09,  2.12it/s, loss=0.672, pair=0.001, adv=5.449, sprd=0.026]
Ep 069/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:09,  2.12it/s, loss=0.633, pair=0.004, adv=5.506, sprd=0.022]
Ep 069/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:17,  2.02it/s, loss=0.633, pair=0.004, adv=5.506, sprd=0.022]
Ep 069/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:17,  2.02it/s, loss=0.646, pair=0.003, adv=5.343, sprd=0.024]
Ep 069/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:08,  2.12it/s, loss=0.646, pair=0.003, adv=5.343, sprd=0.024]
Ep 069/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:08,  2.12it/s, loss=0.623, pair=0.000, adv=5.053, sprd=0.017]
Ep 069/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:16,  2.03it/s, loss=0.623, pair=0.000, adv=5.053, sprd=0.017]
Ep 069/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:16,  2.03it/s, loss=0.604, pair=0.000, adv=4.435, sprd=0.015]
Ep 069/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.604, pair=0.000, adv=4.435, sprd=0.015]
Ep 069/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.642, pair=0.000, adv=5.919, sprd=0.023]
Ep 069/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:12,  2.06it/s, loss=0.642, pair=0.000, adv=5.919, sprd=0.023]
Ep 069/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:12,  2.06it/s, loss=0.590, pair=0.000, adv=4.212, sprd=0.014]
Ep 069/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.590, pair=0.000, adv=4.212, sprd=0.014]
Ep 069/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.663, pair=0.000, adv=4.945, sprd=0.017]
Ep 069/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.663, pair=0.000, adv=4.945, sprd=0.017]
Ep 069/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:08,  2.09it/s, loss=0.642, pair=0.000, adv=4.797, sprd=0.019]
Ep 069/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:58,  2.21it/s, loss=0.642, pair=0.000, adv=4.797, sprd=0.019]
Ep 069/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:58,  2.21it/s, loss=0.627, pair=0.001, adv=5.224, sprd=0.022]
Ep 069/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:08,  2.08it/s, loss=0.627, pair=0.001, adv=5.224, sprd=0.022]
Ep 069/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:08,  2.08it/s, loss=0.630, pair=0.000, adv=5.199, sprd=0.019]
Ep 069/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:58,  2.19it/s, loss=0.630, pair=0.000, adv=5.199, sprd=0.019]
Ep 069/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:58,  2.19it/s, loss=0.613, pair=0.000, adv=5.114, sprd=0.019]
Ep 069/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.613, pair=0.000, adv=5.114, sprd=0.019]
Ep 069/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.652, pair=0.002, adv=5.142, sprd=0.022]
Ep 069/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<02:58,  2.18it/s, loss=0.652, pair=0.002, adv=5.142, sprd=0.022]
Ep 069/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:58,  2.18it/s, loss=0.639, pair=0.001, adv=4.497, sprd=0.018]
Ep 069/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:04,  2.10it/s, loss=0.639, pair=0.001, adv=4.497, sprd=0.018]
Ep 069/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:04,  2.10it/s, loss=0.624, pair=0.000, adv=5.118, sprd=0.019]
Ep 069/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:57,  2.18it/s, loss=0.624, pair=0.000, adv=5.118, sprd=0.019]
Ep 069/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:57,  2.18it/s, loss=0.613, pair=0.005, adv=5.235, sprd=0.016]
Ep 069/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.613, pair=0.005, adv=5.235, sprd=0.016]
Ep 069/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.703, pair=0.000, adv=5.780, sprd=0.037]
Ep 069/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<03:00,  2.13it/s, loss=0.703, pair=0.000, adv=5.780, sprd=0.037]
Ep 069/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:00,  2.13it/s, loss=0.616, pair=0.000, adv=5.470, sprd=0.018]
Ep 069/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:07,  2.05it/s, loss=0.616, pair=0.000, adv=5.470, sprd=0.018]
Ep 069/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:07,  2.05it/s, loss=0.608, pair=0.000, adv=5.520, sprd=0.017]
Ep 069/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:57,  2.16it/s, loss=0.608, pair=0.000, adv=5.520, sprd=0.017]
Ep 069/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:57,  2.16it/s, loss=0.606, pair=0.001, adv=5.396, sprd=0.016]
Ep 069/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:04,  2.07it/s, loss=0.606, pair=0.001, adv=5.396, sprd=0.016]
Ep 069/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:04,  2.07it/s, loss=0.644, pair=0.000, adv=5.460, sprd=0.021]
Ep 069/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:55,  2.17it/s, loss=0.644, pair=0.000, adv=5.460, sprd=0.021]
Ep 069/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:55,  2.17it/s, loss=0.691, pair=0.000, adv=5.112, sprd=0.021]
Ep 069/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:02,  2.08it/s, loss=0.691, pair=0.000, adv=5.112, sprd=0.021]
Ep 069/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:02,  2.08it/s, loss=0.612, pair=0.000, adv=5.805, sprd=0.020]
Ep 069/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:55,  2.16it/s, loss=0.612, pair=0.000, adv=5.805, sprd=0.020]
Ep 069/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:55,  2.16it/s, loss=0.626, pair=0.000, adv=4.944, sprd=0.017]
Ep 069/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:09,  1.99it/s, loss=0.626, pair=0.000, adv=4.944, sprd=0.017]
Ep 069/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:09,  1.99it/s, loss=0.671, pair=0.000, adv=5.207, sprd=0.024]
Ep 069/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:59,  2.11it/s, loss=0.671, pair=0.000, adv=5.207, sprd=0.024]
Ep 069/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:59,  2.11it/s, loss=0.636, pair=0.001, adv=4.779, sprd=0.019]
Ep 069/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.07it/s, loss=0.636, pair=0.001, adv=4.779, sprd=0.019]
Ep 069/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:01,  2.07it/s, loss=0.645, pair=0.002, adv=5.527, sprd=0.026]
Ep 069/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:56,  2.13it/s, loss=0.645, pair=0.002, adv=5.527, sprd=0.026]
Ep 069/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:56,  2.13it/s, loss=0.652, pair=0.000, adv=4.547, sprd=0.024]
Ep 069/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.652, pair=0.000, adv=4.547, sprd=0.024]
Ep 069/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.673, pair=0.000, adv=6.000, sprd=0.026]
Ep 069/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:55,  2.13it/s, loss=0.673, pair=0.000, adv=6.000, sprd=0.026]
Ep 069/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:55,  2.13it/s, loss=0.633, pair=0.001, adv=4.556, sprd=0.020]
Ep 069/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.633, pair=0.001, adv=4.556, sprd=0.020]
Ep 069/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.622, pair=0.000, adv=5.136, sprd=0.016]
Ep 069/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:52,  2.15it/s, loss=0.622, pair=0.000, adv=5.136, sprd=0.016]
Ep 069/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:52,  2.15it/s, loss=0.657, pair=0.000, adv=5.761, sprd=0.024]
Ep 069/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.657, pair=0.000, adv=5.761, sprd=0.024]
Ep 069/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.590, pair=0.000, adv=4.246, sprd=0.016]
Ep 069/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:53,  2.13it/s, loss=0.590, pair=0.000, adv=4.246, sprd=0.016]
Ep 069/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:53,  2.13it/s, loss=0.654, pair=0.000, adv=5.746, sprd=0.024]
Ep 069/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:57,  2.08it/s, loss=0.654, pair=0.000, adv=5.746, sprd=0.024]
Ep 069/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:57,  2.08it/s, loss=0.644, pair=0.001, adv=5.902, sprd=0.022]
Ep 069/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:50,  2.16it/s, loss=0.644, pair=0.001, adv=5.902, sprd=0.022]
Ep 069/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:50,  2.16it/s, loss=0.648, pair=0.001, adv=4.761, sprd=0.022]
Ep 069/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:57,  2.06it/s, loss=0.648, pair=0.001, adv=4.761, sprd=0.022]
Ep 069/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:57,  2.06it/s, loss=0.651, pair=0.000, adv=5.434, sprd=0.024]
Ep 069/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.16it/s, loss=0.651, pair=0.000, adv=5.434, sprd=0.024]
Ep 069/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.16it/s, loss=0.610, pair=0.000, adv=4.984, sprd=0.018]
Ep 069/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:57,  2.05it/s, loss=0.610, pair=0.000, adv=4.984, sprd=0.018]
Ep 069/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:57,  2.05it/s, loss=0.638, pair=0.000, adv=4.940, sprd=0.020]
Ep 069/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.16it/s, loss=0.638, pair=0.000, adv=4.940, sprd=0.020]
Ep 069/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.16it/s, loss=0.707, pair=0.000, adv=5.444, sprd=0.024]
Ep 069/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:55,  2.06it/s, loss=0.707, pair=0.000, adv=5.444, sprd=0.024]
Ep 069/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:55,  2.06it/s, loss=0.628, pair=0.002, adv=4.755, sprd=0.017]
Ep 069/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.628, pair=0.002, adv=4.755, sprd=0.017]
Ep 069/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.645, pair=0.000, adv=5.000, sprd=0.018]
Ep 069/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:58,  2.02it/s, loss=0.645, pair=0.000, adv=5.000, sprd=0.018]
Ep 069/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:58,  2.02it/s, loss=0.641, pair=0.001, adv=4.500, sprd=0.019]
Ep 069/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.641, pair=0.001, adv=4.500, sprd=0.019]
Ep 069/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.688, pair=0.000, adv=4.529, sprd=0.021]
Ep 069/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:54,  2.05it/s, loss=0.688, pair=0.000, adv=4.529, sprd=0.021]
Ep 069/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.655, pair=0.000, adv=3.984, sprd=0.019]
Ep 069/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:44,  2.17it/s, loss=0.655, pair=0.000, adv=3.984, sprd=0.019]
Ep 069/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:44,  2.17it/s, loss=0.651, pair=0.000, adv=6.067, sprd=0.026]
Ep 069/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:52,  2.07it/s, loss=0.651, pair=0.000, adv=6.067, sprd=0.026]
Ep 069/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:52,  2.07it/s, loss=0.659, pair=0.000, adv=6.689, sprd=0.026]
Ep 069/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:44,  2.15it/s, loss=0.659, pair=0.000, adv=6.689, sprd=0.026]
Ep 069/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:44,  2.15it/s, loss=0.615, pair=0.000, adv=4.689, sprd=0.018]
Ep 069/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:54,  2.03it/s, loss=0.615, pair=0.000, adv=4.689, sprd=0.018]
Ep 069/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:54,  2.03it/s, loss=0.586, pair=0.000, adv=4.403, sprd=0.013]
Ep 069/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.14it/s, loss=0.586, pair=0.000, adv=4.403, sprd=0.013]
Ep 069/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.14it/s, loss=0.666, pair=0.000, adv=5.927, sprd=0.026]
Ep 069/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.04it/s, loss=0.666, pair=0.000, adv=5.927, sprd=0.026]
Ep 069/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:52,  2.04it/s, loss=0.608, pair=0.000, adv=4.626, sprd=0.016]
Ep 069/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.14it/s, loss=0.608, pair=0.000, adv=4.626, sprd=0.016]
Ep 069/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.14it/s, loss=0.675, pair=0.000, adv=5.320, sprd=0.031]
Ep 069/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:51,  2.04it/s, loss=0.675, pair=0.000, adv=5.320, sprd=0.031]
Ep 069/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:51,  2.04it/s, loss=0.652, pair=0.000, adv=5.124, sprd=0.027]
Ep 069/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:53,  2.01it/s, loss=0.652, pair=0.000, adv=5.124, sprd=0.027]
Ep 069/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:53,  2.01it/s, loss=0.642, pair=0.001, adv=5.360, sprd=0.017]
Ep 069/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:53,  2.00it/s, loss=0.642, pair=0.001, adv=5.360, sprd=0.017]
Ep 069/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:53,  2.00it/s, loss=0.622, pair=0.004, adv=4.955, sprd=0.015]
Ep 069/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.622, pair=0.004, adv=4.955, sprd=0.015]
Ep 069/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.645, pair=0.000, adv=4.590, sprd=0.024]
Ep 069/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:49,  2.05it/s, loss=0.645, pair=0.000, adv=4.590, sprd=0.024]
Ep 069/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:49,  2.05it/s, loss=0.648, pair=0.000, adv=5.609, sprd=0.024]
Ep 069/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:42,  2.13it/s, loss=0.648, pair=0.000, adv=5.609, sprd=0.024]
Ep 069/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:42,  2.13it/s, loss=0.609, pair=0.000, adv=3.471, sprd=0.014]
Ep 069/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.05it/s, loss=0.609, pair=0.000, adv=3.471, sprd=0.014]
Ep 069/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.05it/s, loss=0.641, pair=0.001, adv=4.494, sprd=0.018]
Ep 069/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:37,  2.18it/s, loss=0.641, pair=0.001, adv=4.494, sprd=0.018]
Ep 069/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:37,  2.18it/s, loss=0.630, pair=0.000, adv=3.900, sprd=0.015]
Ep 069/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:40,  2.14it/s, loss=0.630, pair=0.000, adv=3.900, sprd=0.015]
Ep 069/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:40,  2.14it/s, loss=0.635, pair=0.000, adv=5.636, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:34,  2.21it/s, loss=0.635, pair=0.000, adv=5.636, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:34,  2.21it/s, loss=0.623, pair=0.000, adv=5.514, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.09it/s, loss=0.623, pair=0.000, adv=5.514, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.09it/s, loss=0.629, pair=0.000, adv=5.117, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:36,  2.17it/s, loss=0.629, pair=0.000, adv=5.117, sprd=0.021]
Ep 069/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:36,  2.17it/s, loss=0.616, pair=0.000, adv=5.865, sprd=0.018]
Ep 069/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.06it/s, loss=0.616, pair=0.000, adv=5.865, sprd=0.018]
Ep 069/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:44,  2.06it/s, loss=0.624, pair=0.000, adv=4.875, sprd=0.017]
Ep 069/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:32,  2.21it/s, loss=0.624, pair=0.000, adv=4.875, sprd=0.017]
Ep 069/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:32,  2.21it/s, loss=0.614, pair=0.000, adv=5.863, sprd=0.021]
Ep 069/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.10it/s, loss=0.614, pair=0.000, adv=5.863, sprd=0.021]
Ep 069/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.10it/s, loss=0.634, pair=0.001, adv=5.836, sprd=0.022]
Ep 069/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:34,  2.17it/s, loss=0.634, pair=0.001, adv=5.836, sprd=0.022]
Ep 069/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:34,  2.17it/s, loss=0.631, pair=0.000, adv=4.790, sprd=0.021]
Ep 069/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.631, pair=0.000, adv=4.790, sprd=0.021]
Ep 069/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.632, pair=0.001, adv=5.949, sprd=0.022]
Ep 069/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:33,  2.17it/s, loss=0.632, pair=0.001, adv=5.949, sprd=0.022]
Ep 069/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:33,  2.17it/s, loss=0.670, pair=0.000, adv=5.746, sprd=0.027]
Ep 069/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:40,  2.06it/s, loss=0.670, pair=0.000, adv=5.746, sprd=0.027]
Ep 069/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:40,  2.06it/s, loss=0.620, pair=0.000, adv=4.324, sprd=0.016]
Ep 069/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:32,  2.18it/s, loss=0.620, pair=0.000, adv=4.324, sprd=0.016]
Ep 069/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:32,  2.18it/s, loss=0.644, pair=0.002, adv=4.893, sprd=0.024]
Ep 069/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.06it/s, loss=0.644, pair=0.002, adv=4.893, sprd=0.024]
Ep 069/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.06it/s, loss=0.624, pair=0.000, adv=5.124, sprd=0.022]
Ep 069/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:34,  2.13it/s, loss=0.624, pair=0.000, adv=5.124, sprd=0.022]
Ep 069/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:34,  2.13it/s, loss=0.644, pair=0.001, adv=4.633, sprd=0.023]
Ep 069/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.04it/s, loss=0.644, pair=0.001, adv=4.633, sprd=0.023]
Ep 069/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.04it/s, loss=0.661, pair=0.003, adv=4.922, sprd=0.029]
Ep 069/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:35,  2.10it/s, loss=0.661, pair=0.003, adv=4.922, sprd=0.029]
Ep 069/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:35,  2.10it/s, loss=0.663, pair=0.003, adv=5.023, sprd=0.021]
Ep 069/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:48,  1.93it/s, loss=0.663, pair=0.003, adv=5.023, sprd=0.021]
Ep 069/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:48,  1.93it/s, loss=0.628, pair=0.000, adv=5.727, sprd=0.019]
Ep 069/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:34,  2.10it/s, loss=0.628, pair=0.000, adv=5.727, sprd=0.019]
Ep 069/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:34,  2.10it/s, loss=0.652, pair=0.002, adv=4.952, sprd=0.025]
Ep 069/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:44,  1.97it/s, loss=0.652, pair=0.002, adv=4.952, sprd=0.025]
Ep 069/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:44,  1.97it/s, loss=0.620, pair=0.000, adv=4.463, sprd=0.019]
Ep 069/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:35,  2.08it/s, loss=0.620, pair=0.000, adv=4.463, sprd=0.019]
Ep 069/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:35,  2.08it/s, loss=0.621, pair=0.002, adv=5.567, sprd=0.020]
Ep 069/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.01it/s, loss=0.621, pair=0.002, adv=5.567, sprd=0.020]
Ep 069/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.01it/s, loss=0.641, pair=0.000, adv=5.933, sprd=0.023]
Ep 069/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:32,  2.11it/s, loss=0.641, pair=0.000, adv=5.933, sprd=0.023]
Ep 069/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:32,  2.11it/s, loss=0.635, pair=0.001, adv=3.986, sprd=0.016]
Ep 069/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:34,  2.08it/s, loss=0.635, pair=0.001, adv=3.986, sprd=0.016]
Ep 069/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:34,  2.08it/s, loss=0.601, pair=0.001, adv=5.376, sprd=0.018]
Ep 069/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.18it/s, loss=0.601, pair=0.001, adv=5.376, sprd=0.018]
Ep 069/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.18it/s, loss=0.654, pair=0.002, adv=4.501, sprd=0.028]
Ep 069/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:36,  2.03it/s, loss=0.654, pair=0.002, adv=4.501, sprd=0.028]
Ep 069/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:36,  2.03it/s, loss=0.662, pair=0.000, adv=5.053, sprd=0.025]
Ep 069/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:29,  2.12it/s, loss=0.662, pair=0.000, adv=5.053, sprd=0.025]
Ep 069/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:29,  2.12it/s, loss=0.622, pair=0.000, adv=5.211, sprd=0.017]
Ep 069/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=0.622, pair=0.000, adv=5.211, sprd=0.017]
Ep 069/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.624, pair=0.002, adv=6.285, sprd=0.023]
Ep 069/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:27,  2.13it/s, loss=0.624, pair=0.002, adv=6.285, sprd=0.023]
Ep 069/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:27,  2.13it/s, loss=0.627, pair=0.001, adv=3.809, sprd=0.015]
Ep 069/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:27,  2.12it/s, loss=0.627, pair=0.001, adv=3.809, sprd=0.015]
Ep 069/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:27,  2.12it/s, loss=0.650, pair=0.000, adv=5.783, sprd=0.024]
Ep 069/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.19it/s, loss=0.650, pair=0.000, adv=5.783, sprd=0.024]
Ep 069/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.19it/s, loss=0.625, pair=0.003, adv=5.272, sprd=0.020]
Ep 069/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.11it/s, loss=0.625, pair=0.003, adv=5.272, sprd=0.020]
Ep 069/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:27,  2.11it/s, loss=0.618, pair=0.005, adv=4.786, sprd=0.019]
Ep 069/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.21it/s, loss=0.618, pair=0.005, adv=4.786, sprd=0.019]
Ep 069/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.21it/s, loss=0.664, pair=0.007, adv=5.019, sprd=0.023]
Ep 069/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:28,  2.09it/s, loss=0.664, pair=0.007, adv=5.019, sprd=0.023]
Ep 069/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:28,  2.09it/s, loss=0.618, pair=0.003, adv=4.873, sprd=0.017]
Ep 069/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.21it/s, loss=0.618, pair=0.003, adv=4.873, sprd=0.017]
Ep 069/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.21it/s, loss=0.636, pair=0.003, adv=4.386, sprd=0.020]
Ep 069/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:25,  2.11it/s, loss=0.636, pair=0.003, adv=4.386, sprd=0.020]
Ep 069/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:25,  2.11it/s, loss=0.637, pair=0.000, adv=5.597, sprd=0.024]
Ep 069/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:21,  2.17it/s, loss=0.637, pair=0.000, adv=5.597, sprd=0.024]
Ep 069/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.635, pair=0.001, adv=5.357, sprd=0.021]
Ep 069/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.635, pair=0.001, adv=5.357, sprd=0.021]
Ep 069/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.635, pair=0.003, adv=5.064, sprd=0.018]
Ep 069/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:20,  2.17it/s, loss=0.635, pair=0.003, adv=5.064, sprd=0.018]
Ep 069/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.17it/s, loss=0.569, pair=0.002, adv=4.125, sprd=0.010]
Ep 069/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.07it/s, loss=0.569, pair=0.002, adv=4.125, sprd=0.010]
Ep 069/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.07it/s, loss=0.614, pair=0.002, adv=6.003, sprd=0.020]
Ep 069/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:20,  2.15it/s, loss=0.614, pair=0.002, adv=6.003, sprd=0.020]
Ep 069/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.605, pair=0.001, adv=4.543, sprd=0.017]
Ep 069/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.07it/s, loss=0.605, pair=0.001, adv=4.543, sprd=0.017]
Ep 069/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.07it/s, loss=0.592, pair=0.000, adv=3.733, sprd=0.013]
Ep 069/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:18,  2.17it/s, loss=0.592, pair=0.000, adv=3.733, sprd=0.013]
Ep 069/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:18,  2.17it/s, loss=0.642, pair=0.000, adv=5.888, sprd=0.021]
Ep 069/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:22,  2.10it/s, loss=0.642, pair=0.000, adv=5.888, sprd=0.021]
Ep 069/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:22,  2.10it/s, loss=0.591, pair=0.000, adv=4.440, sprd=0.012]
Ep 069/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:15,  2.21it/s, loss=0.591, pair=0.000, adv=4.440, sprd=0.012]
Ep 069/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:15,  2.21it/s, loss=0.621, pair=0.000, adv=4.418, sprd=0.018]
Ep 069/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:29,  1.99it/s, loss=0.621, pair=0.000, adv=4.418, sprd=0.018]
Ep 069/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:29,  1.99it/s, loss=0.654, pair=0.001, adv=6.166, sprd=0.023]
Ep 069/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:21,  2.10it/s, loss=0.654, pair=0.001, adv=6.166, sprd=0.023]
Ep 069/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:21,  2.10it/s, loss=0.683, pair=0.000, adv=5.055, sprd=0.028]
Ep 069/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:28,  2.00it/s, loss=0.683, pair=0.000, adv=5.055, sprd=0.028]
Ep 069/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:28,  2.00it/s, loss=0.641, pair=0.000, adv=6.054, sprd=0.024]
Ep 069/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:20,  2.10it/s, loss=0.641, pair=0.000, adv=6.054, sprd=0.024]
Ep 069/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:20,  2.10it/s, loss=0.684, pair=0.000, adv=5.320, sprd=0.033]
Ep 069/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.684, pair=0.000, adv=5.320, sprd=0.033]
Ep 069/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  1.99it/s, loss=0.652, pair=0.000, adv=5.219, sprd=0.024]
Ep 069/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:19,  2.10it/s, loss=0.652, pair=0.000, adv=5.219, sprd=0.024]
Ep 069/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:19,  2.10it/s, loss=0.669, pair=0.001, adv=4.174, sprd=0.015]
Ep 069/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.04it/s, loss=0.669, pair=0.001, adv=4.174, sprd=0.015]
Ep 069/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.04it/s, loss=0.640, pair=0.000, adv=5.243, sprd=0.022]
Ep 069/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:16,  2.14it/s, loss=0.640, pair=0.000, adv=5.243, sprd=0.022]
Ep 069/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:16,  2.14it/s, loss=0.637, pair=0.000, adv=5.190, sprd=0.023]
Ep 069/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:23,  2.02it/s, loss=0.637, pair=0.000, adv=5.190, sprd=0.023]
Ep 069/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:23,  2.02it/s, loss=0.634, pair=0.000, adv=4.382, sprd=0.017]
Ep 069/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:15,  2.13it/s, loss=0.634, pair=0.000, adv=4.382, sprd=0.017]
Ep 069/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:15,  2.13it/s, loss=0.621, pair=0.000, adv=4.606, sprd=0.017]
Ep 069/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:18,  2.07it/s, loss=0.621, pair=0.000, adv=4.606, sprd=0.017]
Ep 069/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:18,  2.07it/s, loss=0.652, pair=0.000, adv=4.582, sprd=0.026]
Ep 069/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:13,  2.15it/s, loss=0.652, pair=0.000, adv=4.582, sprd=0.026]
Ep 069/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:13,  2.15it/s, loss=0.638, pair=0.000, adv=4.961, sprd=0.021]
Ep 069/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:19,  2.05it/s, loss=0.638, pair=0.000, adv=4.961, sprd=0.021]
Ep 069/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:19,  2.05it/s, loss=0.574, pair=0.000, adv=3.842, sprd=0.010]
Ep 069/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:09,  2.20it/s, loss=0.574, pair=0.000, adv=3.842, sprd=0.010]
Ep 069/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:09,  2.20it/s, loss=0.631, pair=0.000, adv=4.506, sprd=0.021]
Ep 069/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:17,  2.07it/s, loss=0.631, pair=0.000, adv=4.506, sprd=0.021]
Ep 069/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:17,  2.07it/s, loss=0.588, pair=0.029, adv=3.578, sprd=0.012]
Ep 069/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:06,  2.24it/s, loss=0.588, pair=0.029, adv=3.578, sprd=0.012]
Ep 069/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:06,  2.24it/s, loss=0.665, pair=0.003, adv=4.819, sprd=0.016]
Ep 069/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:11,  2.14it/s, loss=0.665, pair=0.003, adv=4.819, sprd=0.016]
Ep 069/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:11,  2.14it/s, loss=0.637, pair=0.000, adv=5.745, sprd=0.022]
Ep 069/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:07,  2.20it/s, loss=0.637, pair=0.000, adv=5.745, sprd=0.022]
Ep 069/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:07,  2.20it/s, loss=0.608, pair=0.000, adv=4.747, sprd=0.018]
Ep 069/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:16,  2.05it/s, loss=0.608, pair=0.000, adv=4.747, sprd=0.018]
Ep 069/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:16,  2.05it/s, loss=0.630, pair=0.000, adv=4.300, sprd=0.023]
Ep 069/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:12,  2.11it/s, loss=0.630, pair=0.000, adv=4.300, sprd=0.023]
Ep 069/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:12,  2.11it/s, loss=0.614, pair=0.003, adv=4.987, sprd=0.017]
Ep 069/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:16,  2.04it/s, loss=0.614, pair=0.003, adv=4.987, sprd=0.017]
Ep 069/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:16,  2.04it/s, loss=0.636, pair=0.000, adv=5.188, sprd=0.021]
Ep 069/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.636, pair=0.000, adv=5.188, sprd=0.021]
Ep 069/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.660, pair=0.003, adv=5.119, sprd=0.020]
Ep 069/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:12,  2.09it/s, loss=0.660, pair=0.003, adv=5.119, sprd=0.020]
Ep 069/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.09it/s, loss=0.625, pair=0.000, adv=5.814, sprd=0.021]
Ep 069/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:06,  2.17it/s, loss=0.625, pair=0.000, adv=5.814, sprd=0.021]
Ep 069/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:06,  2.17it/s, loss=0.611, pair=0.000, adv=4.514, sprd=0.014]
Ep 069/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:10,  2.10it/s, loss=0.611, pair=0.000, adv=4.514, sprd=0.014]
Ep 069/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:10,  2.10it/s, loss=0.643, pair=0.000, adv=4.844, sprd=0.021]
Ep 069/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:04,  2.19it/s, loss=0.643, pair=0.000, adv=4.844, sprd=0.021]
Ep 069/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:04,  2.19it/s, loss=0.589, pair=0.000, adv=4.341, sprd=0.015]
Ep 069/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:13,  2.04it/s, loss=0.589, pair=0.000, adv=4.341, sprd=0.015]
Ep 069/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:13,  2.04it/s, loss=0.603, pair=0.000, adv=4.281, sprd=0.015]
Ep 069/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.17it/s, loss=0.603, pair=0.000, adv=4.281, sprd=0.015]
Ep 069/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.17it/s, loss=0.609, pair=0.000, adv=4.917, sprd=0.018]
Ep 069/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:17,  1.97it/s, loss=0.609, pair=0.000, adv=4.917, sprd=0.018]
Ep 069/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:17,  1.97it/s, loss=0.677, pair=0.000, adv=5.862, sprd=0.030]
Ep 069/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:09,  2.07it/s, loss=0.677, pair=0.000, adv=5.862, sprd=0.030]
Ep 069/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:09,  2.07it/s, loss=0.642, pair=0.000, adv=5.766, sprd=0.023]
Ep 069/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:12,  2.02it/s, loss=0.642, pair=0.000, adv=5.766, sprd=0.023]
Ep 069/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:12,  2.02it/s, loss=0.619, pair=0.000, adv=4.774, sprd=0.017]
Ep 069/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=0.619, pair=0.000, adv=4.774, sprd=0.017]
Ep 069/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=0.646, pair=0.000, adv=4.831, sprd=0.024]
Ep 069/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:11,  2.03it/s, loss=0.646, pair=0.000, adv=4.831, sprd=0.024]
Ep 069/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:11,  2.03it/s, loss=0.629, pair=0.000, adv=5.430, sprd=0.020]
Ep 069/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.14it/s, loss=0.629, pair=0.000, adv=5.430, sprd=0.020]
Ep 069/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.14it/s, loss=0.624, pair=0.002, adv=5.353, sprd=0.018]
Ep 069/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.08it/s, loss=0.624, pair=0.002, adv=5.353, sprd=0.018]
Ep 069/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.08it/s, loss=0.652, pair=0.000, adv=6.160, sprd=0.022]
Ep 069/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<01:59,  2.19it/s, loss=0.652, pair=0.000, adv=6.160, sprd=0.022]
Ep 069/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<01:59,  2.19it/s, loss=0.626, pair=0.000, adv=4.464, sprd=0.019]
Ep 069/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.626, pair=0.000, adv=4.464, sprd=0.019]
Ep 069/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.648, pair=0.000, adv=5.490, sprd=0.022]
Ep 069/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:00,  2.17it/s, loss=0.648, pair=0.000, adv=5.490, sprd=0.022]
Ep 069/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:00,  2.17it/s, loss=0.620, pair=0.000, adv=5.339, sprd=0.020]
Ep 069/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.620, pair=0.000, adv=5.339, sprd=0.020]
Ep 069/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.582, pair=0.000, adv=4.802, sprd=0.014]
Ep 069/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:00,  2.15it/s, loss=0.582, pair=0.000, adv=4.802, sprd=0.014]
Ep 069/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:00,  2.15it/s, loss=0.618, pair=0.000, adv=4.139, sprd=0.018]
Ep 069/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.618, pair=0.000, adv=4.139, sprd=0.018]
Ep 069/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.624, pair=0.000, adv=5.053, sprd=0.020]
Ep 069/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:58,  2.18it/s, loss=0.624, pair=0.000, adv=5.053, sprd=0.020]
Ep 069/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:58,  2.18it/s, loss=0.615, pair=0.001, adv=4.904, sprd=0.017]
Ep 069/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.615, pair=0.001, adv=4.904, sprd=0.017]
Ep 069/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.617, pair=0.000, adv=5.222, sprd=0.019]
Ep 069/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:57,  2.16it/s, loss=0.617, pair=0.000, adv=5.222, sprd=0.019]
Ep 069/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.16it/s, loss=0.667, pair=0.001, adv=4.701, sprd=0.026]
Ep 069/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.667, pair=0.001, adv=4.701, sprd=0.026]
Ep 069/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.641, pair=0.001, adv=5.034, sprd=0.024]
Ep 069/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.641, pair=0.001, adv=5.034, sprd=0.024]
Ep 069/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:58,  2.14it/s, loss=0.639, pair=0.002, adv=5.478, sprd=0.023]
Ep 069/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:02,  2.05it/s, loss=0.639, pair=0.002, adv=5.478, sprd=0.023]
Ep 069/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:02,  2.05it/s, loss=0.651, pair=0.001, adv=5.936, sprd=0.026]
Ep 069/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:57,  2.14it/s, loss=0.651, pair=0.001, adv=5.936, sprd=0.026]
Ep 069/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:57,  2.14it/s, loss=0.616, pair=0.002, adv=4.256, sprd=0.016]
Ep 069/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.616, pair=0.002, adv=4.256, sprd=0.016]
Ep 069/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.640, pair=0.002, adv=5.223, sprd=0.020]
Ep 069/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:54,  2.18it/s, loss=0.640, pair=0.002, adv=5.223, sprd=0.020]
Ep 069/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.18it/s, loss=0.602, pair=0.005, adv=4.511, sprd=0.016]
Ep 069/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.602, pair=0.005, adv=4.511, sprd=0.016]
Ep 069/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.616, pair=0.003, adv=4.390, sprd=0.015]
Ep 069/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:52,  2.20it/s, loss=0.616, pair=0.003, adv=4.390, sprd=0.015]
Ep 069/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:52,  2.20it/s, loss=0.636, pair=0.002, adv=5.430, sprd=0.020]
Ep 069/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:56,  2.11it/s, loss=0.636, pair=0.002, adv=5.430, sprd=0.020]
Ep 069/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:56,  2.11it/s, loss=0.666, pair=0.006, adv=5.815, sprd=0.028]
Ep 069/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.16it/s, loss=0.666, pair=0.006, adv=5.815, sprd=0.028]
Ep 069/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.16it/s, loss=0.591, pair=0.002, adv=4.483, sprd=0.015]
Ep 069/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:57,  2.08it/s, loss=0.591, pair=0.002, adv=4.483, sprd=0.015]
Ep 069/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:57,  2.08it/s, loss=0.611, pair=0.002, adv=4.034, sprd=0.016]
Ep 069/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:51,  2.19it/s, loss=0.611, pair=0.002, adv=4.034, sprd=0.016]
Ep 069/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:51,  2.19it/s, loss=0.641, pair=0.002, adv=4.019, sprd=0.016]
Ep 069/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<02:00,  2.02it/s, loss=0.641, pair=0.002, adv=4.019, sprd=0.016]
Ep 069/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:00,  2.02it/s, loss=0.660, pair=0.001, adv=5.362, sprd=0.023]
Ep 069/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.660, pair=0.001, adv=5.362, sprd=0.023]
Ep 069/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.614, pair=0.001, adv=5.200, sprd=0.020]
Ep 069/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:56,  2.05it/s, loss=0.614, pair=0.001, adv=5.200, sprd=0.020]
Ep 069/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:56,  2.05it/s, loss=0.624, pair=0.000, adv=5.179, sprd=0.019]
Ep 069/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.16it/s, loss=0.624, pair=0.000, adv=5.179, sprd=0.019]
Ep 069/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.16it/s, loss=0.606, pair=0.000, adv=5.631, sprd=0.016]
Ep 069/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:56,  2.04it/s, loss=0.606, pair=0.000, adv=5.631, sprd=0.016]
Ep 069/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.595, pair=0.002, adv=3.735, sprd=0.014]
Ep 069/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.15it/s, loss=0.595, pair=0.002, adv=3.735, sprd=0.014]
Ep 069/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:50,  2.15it/s, loss=0.656, pair=0.001, adv=4.663, sprd=0.019]
Ep 069/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:53,  2.08it/s, loss=0.656, pair=0.001, adv=4.663, sprd=0.019]
Ep 069/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:53,  2.08it/s, loss=0.619, pair=0.000, adv=4.059, sprd=0.021]
Ep 069/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.14it/s, loss=0.619, pair=0.000, adv=4.059, sprd=0.021]
Ep 069/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.14it/s, loss=0.615, pair=0.000, adv=4.687, sprd=0.019]
Ep 069/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.02it/s, loss=0.615, pair=0.000, adv=4.687, sprd=0.019]
Ep 069/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.02it/s, loss=0.649, pair=0.000, adv=5.588, sprd=0.021]
Ep 069/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.649, pair=0.000, adv=5.588, sprd=0.021]
Ep 069/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.666, pair=0.000, adv=6.008, sprd=0.028]
Ep 069/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:54,  2.02it/s, loss=0.666, pair=0.000, adv=6.008, sprd=0.028]
Ep 069/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:54,  2.02it/s, loss=0.625, pair=0.000, adv=4.629, sprd=0.018]
Ep 069/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.14it/s, loss=0.625, pair=0.000, adv=4.629, sprd=0.018]
Ep 069/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.14it/s, loss=0.627, pair=0.000, adv=4.304, sprd=0.019]
Ep 069/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:54,  2.00it/s, loss=0.627, pair=0.000, adv=4.304, sprd=0.019]
Ep 069/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:54,  2.00it/s, loss=0.643, pair=0.001, adv=4.786, sprd=0.020]
Ep 069/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:48,  2.11it/s, loss=0.643, pair=0.001, adv=4.786, sprd=0.020]
Ep 069/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:48,  2.11it/s, loss=0.645, pair=0.001, adv=4.215, sprd=0.016]
Ep 069/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:50,  2.06it/s, loss=0.645, pair=0.001, adv=4.215, sprd=0.016]
Ep 069/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:50,  2.06it/s, loss=0.625, pair=0.000, adv=4.807, sprd=0.020]
Ep 069/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:45,  2.16it/s, loss=0.625, pair=0.000, adv=4.807, sprd=0.020]
Ep 069/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:45,  2.16it/s, loss=0.668, pair=0.000, adv=4.290, sprd=0.016]
Ep 069/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.668, pair=0.000, adv=4.290, sprd=0.016]
Ep 069/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:49,  2.06it/s, loss=0.618, pair=0.000, adv=5.446, sprd=0.019]
Ep 069/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.16it/s, loss=0.618, pair=0.000, adv=5.446, sprd=0.019]
Ep 069/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.16it/s, loss=0.582, pair=0.000, adv=4.012, sprd=0.014]
Ep 069/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:49,  2.05it/s, loss=0.582, pair=0.000, adv=4.012, sprd=0.014]
Ep 069/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:49,  2.05it/s, loss=0.598, pair=0.000, adv=5.297, sprd=0.018]
Ep 069/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:44,  2.14it/s, loss=0.598, pair=0.000, adv=5.297, sprd=0.018]
Ep 069/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:44,  2.14it/s, loss=0.654, pair=0.001, adv=5.209, sprd=0.029]
Ep 069/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.03it/s, loss=0.654, pair=0.001, adv=5.209, sprd=0.029]
Ep 069/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:49,  2.03it/s, loss=0.596, pair=0.000, adv=4.640, sprd=0.015]
Ep 069/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:42,  2.16it/s, loss=0.596, pair=0.000, adv=4.640, sprd=0.015]
Ep 069/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.16it/s, loss=0.620, pair=0.000, adv=4.932, sprd=0.020]
Ep 069/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.620, pair=0.000, adv=4.932, sprd=0.020]
Ep 069/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.03it/s, loss=0.682, pair=0.000, adv=5.836, sprd=0.032]
Ep 069/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:44,  2.10it/s, loss=0.682, pair=0.000, adv=5.836, sprd=0.032]
Ep 069/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:44,  2.10it/s, loss=0.625, pair=0.000, adv=5.485, sprd=0.020]
Ep 069/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:52,  1.93it/s, loss=0.625, pair=0.000, adv=5.485, sprd=0.020]
Ep 069/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:52,  1.93it/s, loss=0.613, pair=0.001, adv=4.155, sprd=0.014]
Ep 069/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:44,  2.08it/s, loss=0.613, pair=0.001, adv=4.155, sprd=0.014]
Ep 069/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:44,  2.08it/s, loss=0.630, pair=0.001, adv=5.579, sprd=0.020]
Ep 069/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:46,  2.03it/s, loss=0.630, pair=0.001, adv=5.579, sprd=0.020]
Ep 069/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:46,  2.03it/s, loss=0.654, pair=0.000, adv=5.099, sprd=0.022]
Ep 069/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:39,  2.15it/s, loss=0.654, pair=0.000, adv=5.099, sprd=0.022]
Ep 069/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.15it/s, loss=0.627, pair=0.000, adv=4.368, sprd=0.018]
Ep 069/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:43,  2.08it/s, loss=0.627, pair=0.000, adv=4.368, sprd=0.018]
Ep 069/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:43,  2.08it/s, loss=0.638, pair=0.000, adv=5.368, sprd=0.020]
Ep 069/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:37,  2.18it/s, loss=0.638, pair=0.000, adv=5.368, sprd=0.020]
Ep 069/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:37,  2.18it/s, loss=0.766, pair=0.175, adv=4.298, sprd=0.022]
Ep 069/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:41,  2.08it/s, loss=0.766, pair=0.175, adv=4.298, sprd=0.022]
Ep 069/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:41,  2.08it/s, loss=0.682, pair=0.025, adv=6.118, sprd=0.029]
Ep 069/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:37,  2.16it/s, loss=0.682, pair=0.025, adv=6.118, sprd=0.029]
Ep 069/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.16it/s, loss=0.619, pair=0.000, adv=4.132, sprd=0.014]
Ep 069/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:39,  2.10it/s, loss=0.619, pair=0.000, adv=4.132, sprd=0.014]
Ep 069/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:39,  2.10it/s, loss=0.579, pair=0.000, adv=3.946, sprd=0.015]
Ep 069/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.16it/s, loss=0.579, pair=0.000, adv=3.946, sprd=0.015]
Ep 069/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.16it/s, loss=0.638, pair=0.001, adv=4.656, sprd=0.019]
Ep 069/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:38,  2.11it/s, loss=0.638, pair=0.001, adv=4.656, sprd=0.019]
Ep 069/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:38,  2.11it/s, loss=0.646, pair=0.001, adv=5.148, sprd=0.020]
Ep 069/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:34,  2.20it/s, loss=0.646, pair=0.001, adv=5.148, sprd=0.020]
Ep 069/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:34,  2.20it/s, loss=0.641, pair=0.001, adv=6.002, sprd=0.024]
Ep 069/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.09it/s, loss=0.641, pair=0.001, adv=6.002, sprd=0.024]
Ep 069/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.09it/s, loss=0.629, pair=0.002, adv=5.003, sprd=0.017]
Ep 069/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:32,  2.21it/s, loss=0.629, pair=0.002, adv=5.003, sprd=0.017]
Ep 069/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:32,  2.21it/s, loss=0.609, pair=0.001, adv=4.581, sprd=0.017]
Ep 069/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.12it/s, loss=0.609, pair=0.001, adv=4.581, sprd=0.017]
Ep 069/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.12it/s, loss=0.662, pair=0.001, adv=5.586, sprd=0.028]
Ep 069/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.18it/s, loss=0.662, pair=0.001, adv=5.586, sprd=0.028]
Ep 069/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.18it/s, loss=0.676, pair=0.000, adv=5.449, sprd=0.020]
Ep 069/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:38,  2.06it/s, loss=0.676, pair=0.000, adv=5.449, sprd=0.020]
Ep 069/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:38,  2.06it/s, loss=0.601, pair=0.001, adv=4.303, sprd=0.016]
Ep 069/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.601, pair=0.001, adv=4.303, sprd=0.016]
Ep 069/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.646, pair=0.002, adv=5.777, sprd=0.024]
Ep 069/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:37,  2.05it/s, loss=0.646, pair=0.002, adv=5.777, sprd=0.024]
Ep 069/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.603, pair=0.001, adv=4.492, sprd=0.016]
Ep 069/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.603, pair=0.001, adv=4.492, sprd=0.016]
Ep 069/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.640, pair=0.002, adv=4.234, sprd=0.019]
Ep 069/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:35,  2.06it/s, loss=0.640, pair=0.002, adv=4.234, sprd=0.019]
Ep 069/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.06it/s, loss=0.615, pair=0.001, adv=3.625, sprd=0.014]
Ep 069/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.19it/s, loss=0.615, pair=0.001, adv=3.625, sprd=0.014]
Ep 069/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.19it/s, loss=0.626, pair=0.000, adv=5.062, sprd=0.018]
Ep 069/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:32,  2.12it/s, loss=0.626, pair=0.000, adv=5.062, sprd=0.018]
Ep 069/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.666, pair=0.000, adv=5.468, sprd=0.026]
Ep 069/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.19it/s, loss=0.666, pair=0.000, adv=5.468, sprd=0.026]
Ep 069/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.19it/s, loss=0.647, pair=0.001, adv=4.821, sprd=0.015]
Ep 069/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:31,  2.12it/s, loss=0.647, pair=0.001, adv=4.821, sprd=0.015]
Ep 069/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:31,  2.12it/s, loss=0.622, pair=0.001, adv=6.202, sprd=0.023]
Ep 069/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.19it/s, loss=0.622, pair=0.001, adv=6.202, sprd=0.023]
Ep 069/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.19it/s, loss=0.699, pair=0.001, adv=5.917, sprd=0.034]
Ep 069/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:34,  2.04it/s, loss=0.699, pair=0.001, adv=5.917, sprd=0.034]
Ep 069/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:34,  2.04it/s, loss=0.654, pair=0.000, adv=4.662, sprd=0.024]
Ep 069/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:29,  2.13it/s, loss=0.654, pair=0.000, adv=4.662, sprd=0.024]
Ep 069/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:29,  2.13it/s, loss=0.676, pair=0.000, adv=5.443, sprd=0.027]
Ep 069/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:38,  1.94it/s, loss=0.676, pair=0.000, adv=5.443, sprd=0.027]
Ep 069/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:38,  1.94it/s, loss=0.649, pair=0.000, adv=5.156, sprd=0.024]
Ep 069/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:32,  2.05it/s, loss=0.649, pair=0.000, adv=5.156, sprd=0.024]
Ep 069/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:32,  2.05it/s, loss=0.662, pair=0.006, adv=5.186, sprd=0.019]
Ep 069/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:32,  2.04it/s, loss=0.662, pair=0.006, adv=5.186, sprd=0.019]
Ep 069/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:32,  2.04it/s, loss=0.646, pair=0.001, adv=5.762, sprd=0.026]
Ep 069/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:28,  2.12it/s, loss=0.646, pair=0.001, adv=5.762, sprd=0.026]
Ep 069/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:28,  2.12it/s, loss=0.610, pair=0.001, adv=4.292, sprd=0.018]
Ep 069/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:31,  2.03it/s, loss=0.610, pair=0.001, adv=4.292, sprd=0.018]
Ep 069/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:31,  2.03it/s, loss=0.635, pair=0.000, adv=5.010, sprd=0.017]
Ep 069/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.635, pair=0.000, adv=5.010, sprd=0.017]
Ep 069/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.16it/s, loss=0.639, pair=0.000, adv=4.894, sprd=0.021]
Ep 069/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.639, pair=0.000, adv=4.894, sprd=0.021]
Ep 069/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.05it/s, loss=0.604, pair=0.000, adv=4.546, sprd=0.017]
Ep 069/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:25,  2.15it/s, loss=0.604, pair=0.000, adv=4.546, sprd=0.017]
Ep 069/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.15it/s, loss=0.610, pair=0.001, adv=4.587, sprd=0.015]
Ep 069/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:27,  2.07it/s, loss=0.610, pair=0.001, adv=4.587, sprd=0.015]
Ep 069/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:27,  2.07it/s, loss=0.630, pair=0.001, adv=5.722, sprd=0.019]
Ep 069/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:23,  2.17it/s, loss=0.630, pair=0.001, adv=5.722, sprd=0.019]
Ep 069/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.17it/s, loss=0.625, pair=0.000, adv=5.571, sprd=0.021]
Ep 069/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.07it/s, loss=0.625, pair=0.000, adv=5.571, sprd=0.021]
Ep 069/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.07it/s, loss=0.670, pair=0.001, adv=4.431, sprd=0.024]
Ep 069/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:23,  2.15it/s, loss=0.670, pair=0.001, adv=4.431, sprd=0.024]
Ep 069/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:23,  2.15it/s, loss=0.707, pair=0.000, adv=5.310, sprd=0.022]
Ep 069/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=0.707, pair=0.000, adv=5.310, sprd=0.022]
Ep 069/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=0.633, pair=0.002, adv=4.945, sprd=0.020]
Ep 069/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:21,  2.16it/s, loss=0.633, pair=0.002, adv=4.945, sprd=0.020]
Ep 069/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.16it/s, loss=0.672, pair=0.002, adv=5.501, sprd=0.028]
Ep 069/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.07it/s, loss=0.672, pair=0.002, adv=5.501, sprd=0.028]
Ep 069/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.07it/s, loss=0.618, pair=0.000, adv=4.521, sprd=0.016]
Ep 069/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:20,  2.18it/s, loss=0.618, pair=0.000, adv=4.521, sprd=0.016]
Ep 069/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.648, pair=0.003, adv=5.489, sprd=0.024]
Ep 069/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.648, pair=0.003, adv=5.489, sprd=0.024]
Ep 069/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.621, pair=0.002, adv=5.789, sprd=0.021]
Ep 069/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.14it/s, loss=0.621, pair=0.002, adv=5.789, sprd=0.021]
Ep 069/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.14it/s, loss=0.608, pair=0.005, adv=4.358, sprd=0.020]
Ep 069/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:25,  2.02it/s, loss=0.608, pair=0.005, adv=4.358, sprd=0.020]
Ep 069/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:25,  2.02it/s, loss=0.648, pair=0.002, adv=4.654, sprd=0.022]
Ep 069/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:20,  2.12it/s, loss=0.648, pair=0.002, adv=4.654, sprd=0.022]
Ep 069/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:20,  2.12it/s, loss=0.668, pair=0.006, adv=5.816, sprd=0.024]
Ep 069/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=0.668, pair=0.006, adv=5.816, sprd=0.024]
Ep 069/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=0.651, pair=0.008, adv=4.991, sprd=0.023]
Ep 069/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:18,  2.16it/s, loss=0.651, pair=0.008, adv=4.991, sprd=0.023]
Ep 069/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.16it/s, loss=0.743, pair=0.002, adv=5.427, sprd=0.031]
Ep 069/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.05it/s, loss=0.743, pair=0.002, adv=5.427, sprd=0.031]
Ep 069/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.05it/s, loss=0.636, pair=0.003, adv=5.069, sprd=0.021]
Ep 069/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:17,  2.15it/s, loss=0.636, pair=0.003, adv=5.069, sprd=0.021]
Ep 069/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:17,  2.15it/s, loss=0.664, pair=0.006, adv=5.418, sprd=0.028]
Ep 069/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.05it/s, loss=0.664, pair=0.006, adv=5.418, sprd=0.028]
Ep 069/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.05it/s, loss=0.624, pair=0.002, adv=5.155, sprd=0.021]
Ep 069/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.12it/s, loss=0.624, pair=0.002, adv=5.155, sprd=0.021]
Ep 069/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:17,  2.12it/s, loss=0.611, pair=0.001, adv=4.631, sprd=0.016]
Ep 069/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.06it/s, loss=0.611, pair=0.001, adv=4.631, sprd=0.016]
Ep 069/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.06it/s, loss=0.632, pair=0.000, adv=4.576, sprd=0.017]
Ep 069/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.632, pair=0.000, adv=4.576, sprd=0.017]
Ep 069/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:14,  2.19it/s, loss=0.608, pair=0.000, adv=4.923, sprd=0.015]
Ep 069/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.608, pair=0.000, adv=4.923, sprd=0.015]
Ep 069/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.659, pair=0.000, adv=4.421, sprd=0.022]
Ep 069/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.12it/s, loss=0.659, pair=0.000, adv=4.421, sprd=0.022]
Ep 069/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.12it/s, loss=0.652, pair=0.000, adv=4.947, sprd=0.021]
Ep 069/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.652, pair=0.000, adv=4.947, sprd=0.021]
Ep 069/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.651, pair=0.000, adv=5.011, sprd=0.024]
Ep 069/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.13it/s, loss=0.651, pair=0.000, adv=5.011, sprd=0.024]
Ep 069/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.13it/s, loss=0.683, pair=0.000, adv=5.310, sprd=0.030]
Ep 069/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:18,  2.02it/s, loss=0.683, pair=0.000, adv=5.310, sprd=0.030]
Ep 069/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:18,  2.02it/s, loss=0.598, pair=0.000, adv=5.060, sprd=0.017]
Ep 069/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.12it/s, loss=0.598, pair=0.000, adv=5.060, sprd=0.017]
Ep 069/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.12it/s, loss=0.648, pair=0.000, adv=5.864, sprd=0.026]
Ep 069/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:18,  1.99it/s, loss=0.648, pair=0.000, adv=5.864, sprd=0.026]
Ep 069/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:18,  1.99it/s, loss=0.593, pair=0.000, adv=3.658, sprd=0.013]
Ep 069/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:13,  2.12it/s, loss=0.593, pair=0.000, adv=3.658, sprd=0.013]
Ep 069/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:13,  2.12it/s, loss=0.682, pair=0.000, adv=6.442, sprd=0.036]
Ep 069/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:16,  2.00it/s, loss=0.682, pair=0.000, adv=6.442, sprd=0.036]
Ep 069/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.00it/s, loss=0.623, pair=0.000, adv=4.408, sprd=0.018]
Ep 069/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:12,  2.12it/s, loss=0.623, pair=0.000, adv=4.408, sprd=0.018]
Ep 069/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:12,  2.12it/s, loss=0.642, pair=0.000, adv=5.985, sprd=0.022]
Ep 069/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:14,  2.05it/s, loss=0.642, pair=0.000, adv=5.985, sprd=0.022]
Ep 069/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.05it/s, loss=0.665, pair=0.000, adv=5.019, sprd=0.022]
Ep 069/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.665, pair=0.000, adv=5.019, sprd=0.022]
Ep 069/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.613, pair=0.000, adv=4.371, sprd=0.018]
Ep 069/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:12,  2.06it/s, loss=0.613, pair=0.000, adv=4.371, sprd=0.018]
Ep 069/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.06it/s, loss=0.627, pair=0.000, adv=5.258, sprd=0.022]
Ep 069/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.14it/s, loss=0.627, pair=0.000, adv=5.258, sprd=0.022]
Ep 069/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.14it/s, loss=0.647, pair=0.000, adv=5.481, sprd=0.025]
Ep 069/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:12,  2.04it/s, loss=0.647, pair=0.000, adv=5.481, sprd=0.025]
Ep 069/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.669, pair=0.000, adv=4.418, sprd=0.029]
Ep 069/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.11it/s, loss=0.669, pair=0.000, adv=4.418, sprd=0.029]
Ep 069/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.11it/s, loss=0.603, pair=0.000, adv=4.381, sprd=0.016]
Ep 069/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.05it/s, loss=0.603, pair=0.000, adv=4.381, sprd=0.016]
Ep 069/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.05it/s, loss=0.630, pair=0.000, adv=5.683, sprd=0.023]
Ep 069/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:08,  2.13it/s, loss=0.630, pair=0.000, adv=5.683, sprd=0.023]
Ep 069/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:08,  2.13it/s, loss=0.585, pair=0.000, adv=3.666, sprd=0.012]
Ep 069/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.07it/s, loss=0.585, pair=0.000, adv=3.666, sprd=0.012]
Ep 069/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.07it/s, loss=0.633, pair=0.000, adv=5.795, sprd=0.020]
Ep 069/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.633, pair=0.000, adv=5.795, sprd=0.020]
Ep 069/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.663, pair=0.000, adv=5.433, sprd=0.024]
Ep 069/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.09it/s, loss=0.663, pair=0.000, adv=5.433, sprd=0.024]
Ep 069/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.09it/s, loss=0.656, pair=0.000, adv=5.209, sprd=0.022]
Ep 069/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.656, pair=0.000, adv=5.209, sprd=0.022]
Ep 069/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.605, pair=0.000, adv=4.797, sprd=0.017]
Ep 069/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.08it/s, loss=0.605, pair=0.000, adv=4.797, sprd=0.017]
Ep 069/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.08it/s, loss=0.612, pair=0.001, adv=4.829, sprd=0.017]
Ep 069/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:03,  2.18it/s, loss=0.612, pair=0.001, adv=4.829, sprd=0.017]
Ep 069/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.18it/s, loss=0.633, pair=0.000, adv=5.187, sprd=0.023]
Ep 069/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.06it/s, loss=0.633, pair=0.000, adv=5.187, sprd=0.023]
Ep 069/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.06it/s, loss=0.670, pair=0.000, adv=5.899, sprd=0.031]
Ep 069/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:04,  2.12it/s, loss=0.670, pair=0.000, adv=5.899, sprd=0.031]
Ep 069/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.649, pair=0.000, adv=5.028, sprd=0.023]
Ep 069/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.04it/s, loss=0.649, pair=0.000, adv=5.028, sprd=0.023]
Ep 069/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.04it/s, loss=0.622, pair=0.000, adv=5.880, sprd=0.018]
Ep 069/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:02,  2.16it/s, loss=0.622, pair=0.000, adv=5.880, sprd=0.018]
Ep 069/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.16it/s, loss=0.622, pair=0.000, adv=5.313, sprd=0.020]
Ep 069/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.622, pair=0.000, adv=5.313, sprd=0.020]
Ep 069/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.645, pair=0.000, adv=5.160, sprd=0.024]
Ep 069/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:01,  2.16it/s, loss=0.645, pair=0.000, adv=5.160, sprd=0.024]
Ep 069/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.16it/s, loss=0.653, pair=0.000, adv=4.669, sprd=0.019]
Ep 069/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:06,  1.98it/s, loss=0.653, pair=0.000, adv=4.669, sprd=0.019]
Ep 069/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:06,  1.98it/s, loss=0.643, pair=0.000, adv=4.585, sprd=0.025]
Ep 069/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:03,  2.07it/s, loss=0.643, pair=0.000, adv=4.585, sprd=0.025]
Ep 069/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:03,  2.07it/s, loss=0.661, pair=0.000, adv=5.424, sprd=0.026]
Ep 069/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.661, pair=0.000, adv=5.424, sprd=0.026]
Ep 069/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.615, pair=0.000, adv=4.900, sprd=0.017]
Ep 069/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.14it/s, loss=0.615, pair=0.000, adv=4.900, sprd=0.017]
Ep 069/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.680, pair=0.000, adv=4.845, sprd=0.019]
Ep 069/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.680, pair=0.000, adv=4.845, sprd=0.019]
Ep 069/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.621, pair=0.000, adv=5.288, sprd=0.019]
Ep 069/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.17it/s, loss=0.621, pair=0.000, adv=5.288, sprd=0.019]
Ep 069/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.17it/s, loss=0.643, pair=0.000, adv=4.873, sprd=0.022]
Ep 069/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.643, pair=0.000, adv=4.873, sprd=0.022]
Ep 069/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.654, pair=0.003, adv=3.886, sprd=0.022]
Ep 069/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.16it/s, loss=0.654, pair=0.003, adv=3.886, sprd=0.022]
Ep 069/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.16it/s, loss=0.621, pair=0.000, adv=4.572, sprd=0.019]
Ep 069/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.09it/s, loss=0.621, pair=0.000, adv=4.572, sprd=0.019]
Ep 069/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.09it/s, loss=0.660, pair=0.000, adv=5.750, sprd=0.029]
Ep 069/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.660, pair=0.000, adv=5.750, sprd=0.029]
Ep 069/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.15it/s, loss=0.628, pair=0.000, adv=3.993, sprd=0.018]
Ep 069/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.08it/s, loss=0.628, pair=0.000, adv=3.993, sprd=0.018]
Ep 069/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.08it/s, loss=0.648, pair=0.002, adv=4.856, sprd=0.022]
Ep 069/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.16it/s, loss=0.648, pair=0.002, adv=4.856, sprd=0.022]
Ep 069/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.16it/s, loss=0.593, pair=0.001, adv=4.580, sprd=0.015]
Ep 069/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.07it/s, loss=0.593, pair=0.001, adv=4.580, sprd=0.015]
Ep 069/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.07it/s, loss=0.625, pair=0.000, adv=5.263, sprd=0.022]
Ep 069/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.15it/s, loss=0.625, pair=0.000, adv=5.263, sprd=0.022]
Ep 069/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.15it/s, loss=0.708, pair=0.000, adv=5.394, sprd=0.022]
Ep 069/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:56,  2.08it/s, loss=0.708, pair=0.000, adv=5.394, sprd=0.022]
Ep 069/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:56,  2.08it/s, loss=0.621, pair=0.000, adv=4.726, sprd=0.021]
Ep 069/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.15it/s, loss=0.621, pair=0.000, adv=4.726, sprd=0.021]
Ep 069/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.15it/s, loss=0.693, pair=0.000, adv=5.692, sprd=0.031]
Ep 069/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.05it/s, loss=0.693, pair=0.000, adv=5.692, sprd=0.031]
Ep 069/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.05it/s, loss=0.644, pair=0.001, adv=4.981, sprd=0.022]
Ep 069/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.644, pair=0.001, adv=4.981, sprd=0.022]
Ep 069/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.653, pair=0.002, adv=5.228, sprd=0.022]
Ep 069/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.05it/s, loss=0.653, pair=0.002, adv=5.228, sprd=0.022]
Ep 069/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.614, pair=0.001, adv=3.745, sprd=0.016]
Ep 069/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.14it/s, loss=0.614, pair=0.001, adv=3.745, sprd=0.016]
Ep 069/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.14it/s, loss=0.632, pair=0.001, adv=5.210, sprd=0.020]
Ep 069/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.06it/s, loss=0.632, pair=0.001, adv=5.210, sprd=0.020]
Ep 069/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.06it/s, loss=0.631, pair=0.000, adv=5.064, sprd=0.017]
Ep 069/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.18it/s, loss=0.631, pair=0.000, adv=5.064, sprd=0.017]
Ep 069/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.18it/s, loss=0.595, pair=0.000, adv=4.307, sprd=0.015]
Ep 069/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.06it/s, loss=0.595, pair=0.000, adv=4.307, sprd=0.015]
Ep 069/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:53,  2.06it/s, loss=0.657, pair=0.000, adv=4.685, sprd=0.025]
Ep 069/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.14it/s, loss=0.657, pair=0.000, adv=4.685, sprd=0.025]
Ep 069/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.14it/s, loss=0.603, pair=0.000, adv=4.352, sprd=0.016]
Ep 069/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:55,  1.95it/s, loss=0.603, pair=0.000, adv=4.352, sprd=0.016]
Ep 069/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:55,  1.95it/s, loss=0.654, pair=0.000, adv=5.506, sprd=0.024]
Ep 069/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:51,  2.06it/s, loss=0.654, pair=0.000, adv=5.506, sprd=0.024]
Ep 069/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:51,  2.06it/s, loss=0.708, pair=0.000, adv=4.704, sprd=0.030]
Ep 069/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:53,  1.97it/s, loss=0.708, pair=0.000, adv=4.704, sprd=0.030]
Ep 069/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:53,  1.97it/s, loss=0.634, pair=0.000, adv=6.331, sprd=0.020]
Ep 069/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:50,  2.09it/s, loss=0.634, pair=0.000, adv=6.331, sprd=0.020]
Ep 069/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:50,  2.09it/s, loss=0.618, pair=0.000, adv=4.457, sprd=0.020]
Ep 069/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:52,  1.99it/s, loss=0.618, pair=0.000, adv=4.457, sprd=0.020]
Ep 069/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  1.99it/s, loss=0.615, pair=0.007, adv=4.935, sprd=0.017]
Ep 069/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.12it/s, loss=0.615, pair=0.007, adv=4.935, sprd=0.017]
Ep 069/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.12it/s, loss=0.591, pair=0.001, adv=3.659, sprd=0.013]
Ep 069/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.05it/s, loss=0.591, pair=0.001, adv=3.659, sprd=0.013]
Ep 069/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.05it/s, loss=0.604, pair=0.003, adv=3.901, sprd=0.013]
Ep 069/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.604, pair=0.003, adv=3.901, sprd=0.013]
Ep 069/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.665, pair=0.001, adv=5.627, sprd=0.024]
Ep 069/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.11it/s, loss=0.665, pair=0.001, adv=5.627, sprd=0.024]
Ep 069/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:47,  2.11it/s, loss=0.608, pair=0.004, adv=4.975, sprd=0.017]
Ep 069/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.19it/s, loss=0.608, pair=0.004, adv=4.975, sprd=0.017]
Ep 069/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.19it/s, loss=0.695, pair=0.004, adv=4.876, sprd=0.023]
Ep 069/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.08it/s, loss=0.695, pair=0.004, adv=4.876, sprd=0.023]
Ep 069/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:47,  2.08it/s, loss=0.654, pair=0.006, adv=4.220, sprd=0.029]
Ep 069/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.13it/s, loss=0.654, pair=0.006, adv=4.220, sprd=0.029]
Ep 069/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.13it/s, loss=0.629, pair=0.005, adv=4.379, sprd=0.021]
Ep 069/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:47,  2.03it/s, loss=0.629, pair=0.005, adv=4.379, sprd=0.021]
Ep 069/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:47,  2.03it/s, loss=0.628, pair=0.002, adv=5.243, sprd=0.018]
Ep 069/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.16it/s, loss=0.628, pair=0.002, adv=5.243, sprd=0.018]
Ep 069/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.16it/s, loss=0.580, pair=0.001, adv=4.143, sprd=0.013]
Ep 069/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.06it/s, loss=0.580, pair=0.001, adv=4.143, sprd=0.013]
Ep 069/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.06it/s, loss=0.644, pair=0.005, adv=4.935, sprd=0.026]
Ep 069/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:43,  2.14it/s, loss=0.644, pair=0.005, adv=4.935, sprd=0.026]
Ep 069/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.14it/s, loss=0.636, pair=0.005, adv=4.622, sprd=0.020]
Ep 069/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.05it/s, loss=0.636, pair=0.005, adv=4.622, sprd=0.020]
Ep 069/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.05it/s, loss=0.654, pair=0.004, adv=4.767, sprd=0.025]
Ep 069/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:42,  2.14it/s, loss=0.654, pair=0.004, adv=4.767, sprd=0.025]
Ep 069/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.14it/s, loss=0.625, pair=0.005, adv=5.405, sprd=0.020]
Ep 069/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.05it/s, loss=0.625, pair=0.005, adv=5.405, sprd=0.020]
Ep 069/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.05it/s, loss=0.629, pair=0.002, adv=5.803, sprd=0.021]
Ep 069/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:41,  2.16it/s, loss=0.629, pair=0.002, adv=5.803, sprd=0.021]
Ep 069/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.16it/s, loss=0.653, pair=0.002, adv=5.224, sprd=0.022]
Ep 069/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.653, pair=0.002, adv=5.224, sprd=0.022]
Ep 069/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.595, pair=0.002, adv=3.338, sprd=0.014]
Ep 069/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:38,  2.26it/s, loss=0.595, pair=0.002, adv=3.338, sprd=0.014]
Ep 069/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:38,  2.26it/s, loss=0.606, pair=0.002, adv=4.821, sprd=0.019]
Ep 069/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:40,  2.12it/s, loss=0.606, pair=0.002, adv=4.821, sprd=0.019]
Ep 069/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:40,  2.12it/s, loss=0.658, pair=0.007, adv=4.871, sprd=0.022]
Ep 069/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:38,  2.22it/s, loss=0.658, pair=0.007, adv=4.871, sprd=0.022]
Ep 069/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:38,  2.22it/s, loss=0.654, pair=0.005, adv=4.297, sprd=0.021]
Ep 069/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:39,  2.12it/s, loss=0.654, pair=0.005, adv=4.297, sprd=0.021]
Ep 069/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:39,  2.12it/s, loss=0.586, pair=0.006, adv=3.935, sprd=0.014]
Ep 069/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:37,  2.19it/s, loss=0.586, pair=0.006, adv=3.935, sprd=0.014]
Ep 069/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:37,  2.19it/s, loss=0.643, pair=0.006, adv=6.257, sprd=0.023]
Ep 069/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.10it/s, loss=0.643, pair=0.006, adv=6.257, sprd=0.023]
Ep 069/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.10it/s, loss=0.611, pair=0.006, adv=4.954, sprd=0.018]
Ep 069/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.17it/s, loss=0.611, pair=0.006, adv=4.954, sprd=0.018]
Ep 069/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.17it/s, loss=0.635, pair=0.007, adv=4.503, sprd=0.020]
Ep 069/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:40,  1.96it/s, loss=0.635, pair=0.007, adv=4.503, sprd=0.020]
Ep 069/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:40,  1.96it/s, loss=0.639, pair=0.004, adv=5.025, sprd=0.019]
Ep 069/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.09it/s, loss=0.639, pair=0.004, adv=5.025, sprd=0.019]
Ep 069/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.09it/s, loss=0.604, pair=0.007, adv=3.738, sprd=0.013]
Ep 069/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.04it/s, loss=0.604, pair=0.007, adv=3.738, sprd=0.013]
Ep 069/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.04it/s, loss=0.667, pair=0.009, adv=5.125, sprd=0.026]
Ep 069/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:36,  2.13it/s, loss=0.667, pair=0.009, adv=5.125, sprd=0.026]
Ep 069/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:36,  2.13it/s, loss=0.650, pair=0.006, adv=5.438, sprd=0.023]
Ep 069/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.07it/s, loss=0.650, pair=0.006, adv=5.438, sprd=0.023]
Ep 069/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.07it/s, loss=0.631, pair=0.005, adv=4.862, sprd=0.019]
Ep 069/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.17it/s, loss=0.631, pair=0.005, adv=4.862, sprd=0.019]
Ep 069/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.17it/s, loss=0.637, pair=0.003, adv=5.209, sprd=0.020]
Ep 069/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.07it/s, loss=0.637, pair=0.003, adv=5.209, sprd=0.020]
Ep 069/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.07it/s, loss=0.638, pair=0.003, adv=5.107, sprd=0.023]
Ep 069/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.638, pair=0.003, adv=5.107, sprd=0.023]
Ep 069/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.695, pair=0.004, adv=6.084, sprd=0.036]
Ep 069/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:35,  2.03it/s, loss=0.695, pair=0.004, adv=6.084, sprd=0.036]
Ep 069/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.03it/s, loss=0.597, pair=0.000, adv=4.569, sprd=0.015]
Ep 069/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.14it/s, loss=0.597, pair=0.000, adv=4.569, sprd=0.015]
Ep 069/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.14it/s, loss=0.646, pair=0.001, adv=3.991, sprd=0.021]
Ep 069/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.01it/s, loss=0.646, pair=0.001, adv=3.991, sprd=0.021]
Ep 069/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.01it/s, loss=0.619, pair=0.001, adv=5.094, sprd=0.019]
Ep 069/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.11it/s, loss=0.619, pair=0.001, adv=5.094, sprd=0.019]
Ep 069/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.11it/s, loss=0.648, pair=0.000, adv=4.902, sprd=0.023]
Ep 069/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.04it/s, loss=0.648, pair=0.000, adv=4.902, sprd=0.023]
Ep 069/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.04it/s, loss=0.613, pair=0.000, adv=4.291, sprd=0.016]
Ep 069/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.16it/s, loss=0.613, pair=0.000, adv=4.291, sprd=0.016]
Ep 069/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.16it/s, loss=0.629, pair=0.000, adv=5.185, sprd=0.018]
Ep 069/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.11it/s, loss=0.629, pair=0.000, adv=5.185, sprd=0.018]
Ep 069/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.11it/s, loss=0.640, pair=0.001, adv=5.154, sprd=0.021]
Ep 069/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.20it/s, loss=0.640, pair=0.001, adv=5.154, sprd=0.021]
Ep 069/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.20it/s, loss=0.614, pair=0.001, adv=4.967, sprd=0.017]
Ep 069/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.10it/s, loss=0.614, pair=0.001, adv=4.967, sprd=0.017]
Ep 069/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.10it/s, loss=0.589, pair=0.001, adv=4.632, sprd=0.015]
Ep 069/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.589, pair=0.001, adv=4.632, sprd=0.015]
Ep 069/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.659, pair=0.000, adv=5.545, sprd=0.031]
Ep 069/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.04it/s, loss=0.659, pair=0.000, adv=5.545, sprd=0.031]
Ep 069/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.04it/s, loss=0.587, pair=0.002, adv=3.799, sprd=0.014]
Ep 069/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.16it/s, loss=0.587, pair=0.002, adv=3.799, sprd=0.014]
Ep 069/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.16it/s, loss=0.608, pair=0.002, adv=4.406, sprd=0.013]
Ep 069/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.03it/s, loss=0.608, pair=0.002, adv=4.406, sprd=0.013]
Ep 069/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:29,  2.03it/s, loss=0.605, pair=0.002, adv=4.192, sprd=0.015]
Ep 069/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.17it/s, loss=0.605, pair=0.002, adv=4.192, sprd=0.015]
Ep 069/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.17it/s, loss=0.642, pair=0.002, adv=4.972, sprd=0.021]
Ep 069/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.04it/s, loss=0.642, pair=0.002, adv=4.972, sprd=0.021]
Ep 069/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.04it/s, loss=0.665, pair=0.002, adv=5.488, sprd=0.026]
Ep 069/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.14it/s, loss=0.665, pair=0.002, adv=5.488, sprd=0.026]
Ep 069/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.14it/s, loss=0.591, pair=0.002, adv=4.070, sprd=0.015]
Ep 069/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.02it/s, loss=0.591, pair=0.002, adv=4.070, sprd=0.015]
Ep 069/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.02it/s, loss=0.642, pair=0.001, adv=4.616, sprd=0.021]
Ep 069/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.13it/s, loss=0.642, pair=0.001, adv=4.616, sprd=0.021]
Ep 069/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.13it/s, loss=0.621, pair=0.001, adv=4.390, sprd=0.018]
Ep 069/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.04it/s, loss=0.621, pair=0.001, adv=4.390, sprd=0.018]
Ep 069/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.04it/s, loss=0.625, pair=0.001, adv=4.383, sprd=0.017]
Ep 069/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.16it/s, loss=0.625, pair=0.001, adv=4.383, sprd=0.017]
Ep 069/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.16it/s, loss=0.648, pair=0.000, adv=4.754, sprd=0.024]
Ep 069/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:26,  1.93it/s, loss=0.648, pair=0.000, adv=4.754, sprd=0.024]
Ep 069/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:26,  1.93it/s, loss=0.660, pair=0.001, adv=5.723, sprd=0.023]
Ep 069/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:24,  2.05it/s, loss=0.660, pair=0.001, adv=5.723, sprd=0.023]
Ep 069/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.05it/s, loss=0.657, pair=0.001, adv=5.972, sprd=0.026]
Ep 069/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:25,  1.99it/s, loss=0.657, pair=0.001, adv=5.972, sprd=0.026]
Ep 069/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:25,  1.99it/s, loss=0.623, pair=0.002, adv=4.815, sprd=0.018]
Ep 069/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:23,  2.10it/s, loss=0.623, pair=0.002, adv=4.815, sprd=0.018]
Ep 069/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:23,  2.10it/s, loss=0.637, pair=0.002, adv=5.588, sprd=0.024]
Ep 069/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.00it/s, loss=0.637, pair=0.002, adv=5.588, sprd=0.024]
Ep 069/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.00it/s, loss=0.614, pair=0.003, adv=5.093, sprd=0.018]
Ep 069/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.12it/s, loss=0.614, pair=0.003, adv=5.093, sprd=0.018]
Ep 069/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:22,  2.12it/s, loss=0.607, pair=0.000, adv=4.238, sprd=0.014]
Ep 069/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.04it/s, loss=0.607, pair=0.000, adv=4.238, sprd=0.014]
Ep 069/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.04it/s, loss=0.623, pair=0.003, adv=4.021, sprd=0.014]
Ep 069/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.19it/s, loss=0.623, pair=0.003, adv=4.021, sprd=0.014]
Ep 069/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.19it/s, loss=0.618, pair=0.000, adv=4.982, sprd=0.018]
Ep 069/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.06it/s, loss=0.618, pair=0.000, adv=4.982, sprd=0.018]
Ep 069/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.06it/s, loss=0.660, pair=0.002, adv=5.481, sprd=0.024]
Ep 069/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.16it/s, loss=0.660, pair=0.002, adv=5.481, sprd=0.024]
Ep 069/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.16it/s, loss=0.564, pair=0.000, adv=3.330, sprd=0.012]
Ep 069/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.06it/s, loss=0.564, pair=0.000, adv=3.330, sprd=0.012]
Ep 069/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.06it/s, loss=0.650, pair=0.005, adv=4.935, sprd=0.025]
Ep 069/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.14it/s, loss=0.650, pair=0.005, adv=4.935, sprd=0.025]
Ep 069/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.14it/s, loss=0.632, pair=0.002, adv=5.740, sprd=0.021]
Ep 069/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.06it/s, loss=0.632, pair=0.002, adv=5.740, sprd=0.021]
Ep 069/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.06it/s, loss=0.655, pair=0.001, adv=5.243, sprd=0.025]
Ep 069/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.15it/s, loss=0.655, pair=0.001, adv=5.243, sprd=0.025]
Ep 069/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.15it/s, loss=0.634, pair=0.004, adv=4.207, sprd=0.018]
Ep 069/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.08it/s, loss=0.634, pair=0.004, adv=4.207, sprd=0.018]
Ep 069/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.08it/s, loss=0.600, pair=0.001, adv=4.618, sprd=0.016]
Ep 069/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.17it/s, loss=0.600, pair=0.001, adv=4.618, sprd=0.016]
Ep 069/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.17it/s, loss=0.637, pair=0.006, adv=5.203, sprd=0.020]
Ep 069/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.09it/s, loss=0.637, pair=0.006, adv=5.203, sprd=0.020]
Ep 069/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.09it/s, loss=0.633, pair=0.005, adv=3.978, sprd=0.021]
Ep 069/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.17it/s, loss=0.633, pair=0.005, adv=3.978, sprd=0.021]
Ep 069/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.17it/s, loss=0.731, pair=0.007, adv=5.559, sprd=0.031]
Ep 069/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.731, pair=0.007, adv=5.559, sprd=0.031]
Ep 069/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.626, pair=0.003, adv=5.313, sprd=0.018]
Ep 069/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.18it/s, loss=0.626, pair=0.003, adv=5.313, sprd=0.018]
Ep 069/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.18it/s, loss=0.635, pair=0.004, adv=4.924, sprd=0.020]
Ep 069/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.11it/s, loss=0.635, pair=0.004, adv=4.924, sprd=0.020]
Ep 069/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.11it/s, loss=0.628, pair=0.005, adv=4.699, sprd=0.016]
Ep 069/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:13,  2.22it/s, loss=0.628, pair=0.005, adv=4.699, sprd=0.016]
Ep 069/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:13,  2.22it/s, loss=0.671, pair=0.009, adv=4.111, sprd=0.025]
Ep 069/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.09it/s, loss=0.671, pair=0.009, adv=4.111, sprd=0.025]
Ep 069/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.09it/s, loss=0.618, pair=0.005, adv=4.397, sprd=0.016]
Ep 069/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.19it/s, loss=0.618, pair=0.005, adv=4.397, sprd=0.016]
Ep 069/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.19it/s, loss=0.737, pair=0.010, adv=4.830, sprd=0.029]
Ep 069/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.07it/s, loss=0.737, pair=0.010, adv=4.830, sprd=0.029]
Ep 069/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.07it/s, loss=0.642, pair=0.007, adv=5.436, sprd=0.021]
Ep 069/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.642, pair=0.007, adv=5.436, sprd=0.021]
Ep 069/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.16it/s, loss=0.609, pair=0.003, adv=4.718, sprd=0.017]
Ep 069/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.07it/s, loss=0.609, pair=0.003, adv=4.718, sprd=0.017]
Ep 069/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.07it/s, loss=0.620, pair=0.002, adv=5.282, sprd=0.016]
Ep 069/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.19it/s, loss=0.620, pair=0.002, adv=5.282, sprd=0.016]
Ep 069/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.19it/s, loss=0.657, pair=0.004, adv=5.181, sprd=0.026]
Ep 069/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.06it/s, loss=0.657, pair=0.004, adv=5.181, sprd=0.026]
Ep 069/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.06it/s, loss=0.616, pair=0.003, adv=5.363, sprd=0.018]
Ep 069/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.16it/s, loss=0.616, pair=0.003, adv=5.363, sprd=0.018]
Ep 069/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.16it/s, loss=0.645, pair=0.004, adv=4.897, sprd=0.019]
Ep 069/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.01it/s, loss=0.645, pair=0.004, adv=4.897, sprd=0.019]
Ep 069/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.01it/s, loss=0.616, pair=0.002, adv=5.431, sprd=0.017]
Ep 069/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.13it/s, loss=0.616, pair=0.002, adv=5.431, sprd=0.017]
Ep 069/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.13it/s, loss=0.613, pair=0.005, adv=5.057, sprd=0.018]
Ep 069/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.07it/s, loss=0.613, pair=0.005, adv=5.057, sprd=0.018]
Ep 069/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.638, pair=0.009, adv=4.744, sprd=0.020]
Ep 069/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.18it/s, loss=0.638, pair=0.009, adv=4.744, sprd=0.020]
Ep 069/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.18it/s, loss=0.650, pair=0.004, adv=5.447, sprd=0.027]
Ep 069/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.04it/s, loss=0.650, pair=0.004, adv=5.447, sprd=0.027]
Ep 069/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.04it/s, loss=0.633, pair=0.001, adv=5.402, sprd=0.021]
Ep 069/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.13it/s, loss=0.633, pair=0.001, adv=5.402, sprd=0.021]
Ep 069/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.13it/s, loss=0.605, pair=0.001, adv=5.029, sprd=0.014]
Ep 069/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.10it/s, loss=0.605, pair=0.001, adv=5.029, sprd=0.014]
Ep 069/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.10it/s, loss=0.633, pair=0.001, adv=3.925, sprd=0.019]
Ep 069/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.21it/s, loss=0.633, pair=0.001, adv=3.925, sprd=0.019]
Ep 069/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.21it/s, loss=0.704, pair=0.003, adv=5.136, sprd=0.024]
Ep 069/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.09it/s, loss=0.704, pair=0.003, adv=5.136, sprd=0.024]
Ep 069/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.09it/s, loss=0.634, pair=0.001, adv=4.165, sprd=0.018]
Ep 069/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:05,  2.18it/s, loss=0.634, pair=0.001, adv=4.165, sprd=0.018]
Ep 069/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:05,  2.18it/s, loss=0.627, pair=0.003, adv=4.630, sprd=0.019]
Ep 069/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.07it/s, loss=0.627, pair=0.003, adv=4.630, sprd=0.019]
Ep 069/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.07it/s, loss=0.632, pair=0.001, adv=5.137, sprd=0.022]
Ep 069/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.15it/s, loss=0.632, pair=0.001, adv=5.137, sprd=0.022]
Ep 069/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.15it/s, loss=0.637, pair=0.003, adv=5.583, sprd=0.022]
Ep 069/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.04it/s, loss=0.637, pair=0.003, adv=5.583, sprd=0.022]
Ep 069/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.04it/s, loss=0.652, pair=0.001, adv=5.517, sprd=0.023]
Ep 069/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.15it/s, loss=0.652, pair=0.001, adv=5.517, sprd=0.023]
Ep 069/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.15it/s, loss=0.654, pair=0.000, adv=6.176, sprd=0.027]
Ep 069/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.07it/s, loss=0.654, pair=0.000, adv=6.176, sprd=0.027]
Ep 069/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.07it/s, loss=0.653, pair=0.000, adv=4.360, sprd=0.019]
Ep 069/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.19it/s, loss=0.653, pair=0.000, adv=4.360, sprd=0.019]
Ep 069/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.19it/s, loss=0.624, pair=0.001, adv=5.825, sprd=0.019]
Ep 069/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.09it/s, loss=0.624, pair=0.001, adv=5.825, sprd=0.019]
Ep 069/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.09it/s, loss=0.639, pair=0.000, adv=6.129, sprd=0.022]
Ep 069/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.18it/s, loss=0.639, pair=0.000, adv=6.129, sprd=0.022]
Ep 069/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.18it/s, loss=0.617, pair=0.002, adv=4.475, sprd=0.019]
Ep 069/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.11it/s, loss=0.617, pair=0.002, adv=4.475, sprd=0.019]
Ep 069/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.11it/s, loss=0.621, pair=0.003, adv=5.298, sprd=0.018]
Ep 069/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.22it/s, loss=0.621, pair=0.003, adv=5.298, sprd=0.018]
Ep 069/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.22it/s, loss=0.661, pair=0.006, adv=4.808, sprd=0.019]
Ep 069/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.11it/s, loss=0.661, pair=0.006, adv=4.808, sprd=0.019]
Ep 069/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.11it/s, loss=0.595, pair=0.002, adv=4.466, sprd=0.012]
Ep 069/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.24it/s, loss=0.595, pair=0.002, adv=4.466, sprd=0.012]
Ep 069/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.24it/s, loss=0.627, pair=0.003, adv=4.804, sprd=0.023]
Ep 069/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.09it/s, loss=0.627, pair=0.003, adv=4.804, sprd=0.023]
                                                                                                              
Epoch 069/80 [S3:+sens]  loss=0.6366  mat=0.2675  sens=1.0413  pair=0.0017  adv=5.0017(rand=3.47)  deg=0.0064  orth=0.0010  spread=0.0206  q_mean=52.2  q_std=19.2  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=1.02e-05  216s

Ep 070/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 070/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.685, pair=0.005, adv=5.483, sprd=0.032]
Ep 070/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:03,  1.07s/it, loss=0.685, pair=0.005, adv=5.483, sprd=0.032]
Ep 070/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:03,  1.07s/it, loss=0.619, pair=0.003, adv=5.753, sprd=0.020]
Ep 070/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:07,  1.47it/s, loss=0.619, pair=0.003, adv=5.753, sprd=0.020]
Ep 070/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:07,  1.47it/s, loss=0.636, pair=0.002, adv=5.188, sprd=0.022]
Ep 070/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:38,  1.62it/s, loss=0.636, pair=0.002, adv=5.188, sprd=0.022]
Ep 070/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:38,  1.62it/s, loss=0.643, pair=0.005, adv=4.674, sprd=0.023]
Ep 070/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.85it/s, loss=0.643, pair=0.005, adv=4.674, sprd=0.023]
Ep 070/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.85it/s, loss=0.650, pair=0.004, adv=4.956, sprd=0.019]
Ep 070/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:54,  1.91it/s, loss=0.650, pair=0.004, adv=4.956, sprd=0.019]
Ep 070/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:54,  1.91it/s, loss=0.641, pair=0.003, adv=5.394, sprd=0.022]
Ep 070/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:37,  2.06it/s, loss=0.641, pair=0.003, adv=5.394, sprd=0.022]
Ep 070/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:37,  2.06it/s, loss=0.651, pair=0.007, adv=5.933, sprd=0.027]
Ep 070/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:45,  1.98it/s, loss=0.651, pair=0.007, adv=5.933, sprd=0.027]
Ep 070/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:45,  1.98it/s, loss=0.661, pair=0.003, adv=5.573, sprd=0.024]
Ep 070/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.661, pair=0.003, adv=5.573, sprd=0.024]
Ep 070/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:32,  2.09it/s, loss=0.642, pair=0.001, adv=4.435, sprd=0.021]
Ep 070/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:40,  2.01it/s, loss=0.642, pair=0.001, adv=4.435, sprd=0.021]
Ep 070/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.620, pair=0.000, adv=4.400, sprd=0.017]
Ep 070/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.13it/s, loss=0.620, pair=0.000, adv=4.400, sprd=0.017]
Ep 070/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:27,  2.13it/s, loss=0.644, pair=0.001, adv=4.622, sprd=0.020]
Ep 070/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:35,  2.05it/s, loss=0.644, pair=0.001, adv=4.622, sprd=0.020]
Ep 070/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:35,  2.05it/s, loss=0.653, pair=0.002, adv=5.516, sprd=0.024]
Ep 070/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.15it/s, loss=0.653, pair=0.002, adv=5.516, sprd=0.024]
Ep 070/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.15it/s, loss=0.615, pair=0.002, adv=4.455, sprd=0.020]
Ep 070/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:37,  2.02it/s, loss=0.615, pair=0.002, adv=4.455, sprd=0.020]
Ep 070/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:37,  2.02it/s, loss=0.607, pair=0.002, adv=5.046, sprd=0.019]
Ep 070/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:26,  2.12it/s, loss=0.607, pair=0.002, adv=5.046, sprd=0.019]
Ep 070/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:26,  2.12it/s, loss=0.639, pair=0.002, adv=5.253, sprd=0.017]
Ep 070/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.639, pair=0.002, adv=5.253, sprd=0.017]
Ep 070/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:29,  2.09it/s, loss=0.584, pair=0.002, adv=4.043, sprd=0.015]
Ep 070/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.584, pair=0.002, adv=4.043, sprd=0.015]
Ep 070/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.647, pair=0.001, adv=5.092, sprd=0.022]
Ep 070/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.09it/s, loss=0.647, pair=0.001, adv=5.092, sprd=0.022]
Ep 070/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:28,  2.09it/s, loss=0.616, pair=0.002, adv=4.809, sprd=0.018]
Ep 070/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:18,  2.19it/s, loss=0.616, pair=0.002, adv=4.809, sprd=0.018]
Ep 070/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:18,  2.19it/s, loss=0.686, pair=0.004, adv=4.798, sprd=0.030]
Ep 070/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:30,  2.06it/s, loss=0.686, pair=0.004, adv=4.798, sprd=0.030]
Ep 070/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:30,  2.06it/s, loss=0.633, pair=0.002, adv=4.480, sprd=0.018]
Ep 070/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:19,  2.17it/s, loss=0.633, pair=0.002, adv=4.480, sprd=0.018]
Ep 070/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:19,  2.17it/s, loss=0.651, pair=0.000, adv=5.723, sprd=0.024]
Ep 070/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.07it/s, loss=0.651, pair=0.000, adv=5.723, sprd=0.024]
Ep 070/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.07it/s, loss=0.595, pair=0.000, adv=4.754, sprd=0.013]
Ep 070/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:15,  2.20it/s, loss=0.595, pair=0.000, adv=4.754, sprd=0.013]
Ep 070/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:15,  2.20it/s, loss=0.638, pair=0.001, adv=4.389, sprd=0.018]
Ep 070/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:20,  2.15it/s, loss=0.638, pair=0.001, adv=4.389, sprd=0.018]
Ep 070/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:20,  2.15it/s, loss=0.656, pair=0.001, adv=5.451, sprd=0.026]
Ep 070/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:13,  2.22it/s, loss=0.656, pair=0.001, adv=5.451, sprd=0.026]
Ep 070/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:13,  2.22it/s, loss=0.655, pair=0.002, adv=5.227, sprd=0.026]
Ep 070/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:24,  2.09it/s, loss=0.655, pair=0.002, adv=5.227, sprd=0.026]
Ep 070/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:24,  2.09it/s, loss=0.626, pair=0.000, adv=5.524, sprd=0.019]
Ep 070/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:14,  2.19it/s, loss=0.626, pair=0.000, adv=5.524, sprd=0.019]
Ep 070/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:14,  2.19it/s, loss=0.634, pair=0.000, adv=5.200, sprd=0.020]
Ep 070/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:25,  2.07it/s, loss=0.634, pair=0.000, adv=5.200, sprd=0.020]
Ep 070/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:25,  2.07it/s, loss=0.599, pair=0.001, adv=4.473, sprd=0.017]
Ep 070/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:24,  2.07it/s, loss=0.599, pair=0.001, adv=4.473, sprd=0.017]
Ep 070/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:24,  2.07it/s, loss=0.632, pair=0.000, adv=6.306, sprd=0.021]
Ep 070/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.632, pair=0.000, adv=6.306, sprd=0.021]
Ep 070/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.595, pair=0.000, adv=4.525, sprd=0.016]
Ep 070/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:18,  2.13it/s, loss=0.595, pair=0.000, adv=4.525, sprd=0.016]
Ep 070/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.626, pair=0.000, adv=4.537, sprd=0.020]
Ep 070/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.05it/s, loss=0.626, pair=0.000, adv=4.537, sprd=0.020]
Ep 070/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.05it/s, loss=0.617, pair=0.000, adv=4.012, sprd=0.016]
Ep 070/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:14,  2.17it/s, loss=0.617, pair=0.000, adv=4.012, sprd=0.016]
Ep 070/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:14,  2.17it/s, loss=0.616, pair=0.003, adv=3.933, sprd=0.019]
Ep 070/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.616, pair=0.003, adv=3.933, sprd=0.019]
Ep 070/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.03it/s, loss=0.643, pair=0.000, adv=5.445, sprd=0.019]
Ep 070/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:14,  2.15it/s, loss=0.643, pair=0.000, adv=5.445, sprd=0.019]
Ep 070/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.15it/s, loss=0.629, pair=0.000, adv=4.610, sprd=0.021]
Ep 070/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.06it/s, loss=0.629, pair=0.000, adv=4.610, sprd=0.021]
Ep 070/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.06it/s, loss=0.632, pair=0.000, adv=4.640, sprd=0.018]
Ep 070/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.18it/s, loss=0.632, pair=0.000, adv=4.640, sprd=0.018]
Ep 070/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.18it/s, loss=0.658, pair=0.000, adv=5.865, sprd=0.026]
Ep 070/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.658, pair=0.000, adv=5.865, sprd=0.026]
Ep 070/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:18,  2.10it/s, loss=0.671, pair=0.000, adv=5.839, sprd=0.030]
Ep 070/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.17it/s, loss=0.671, pair=0.000, adv=5.839, sprd=0.030]
Ep 070/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.17it/s, loss=0.637, pair=0.000, adv=5.308, sprd=0.021]
Ep 070/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:19,  2.08it/s, loss=0.637, pair=0.000, adv=5.308, sprd=0.021]
Ep 070/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:19,  2.08it/s, loss=0.629, pair=0.000, adv=4.617, sprd=0.019]
Ep 070/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:09,  2.18it/s, loss=0.629, pair=0.000, adv=4.617, sprd=0.019]
Ep 070/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:09,  2.18it/s, loss=0.624, pair=0.000, adv=5.290, sprd=0.020]
Ep 070/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:19,  2.07it/s, loss=0.624, pair=0.000, adv=5.290, sprd=0.020]
Ep 070/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.07it/s, loss=0.664, pair=0.000, adv=5.826, sprd=0.027]
Ep 070/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.15it/s, loss=0.664, pair=0.000, adv=5.826, sprd=0.027]
Ep 070/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:10,  2.15it/s, loss=0.643, pair=0.000, adv=5.099, sprd=0.026]
Ep 070/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:20,  2.04it/s, loss=0.643, pair=0.000, adv=5.099, sprd=0.026]
Ep 070/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:20,  2.04it/s, loss=0.593, pair=0.000, adv=4.520, sprd=0.013]
Ep 070/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.593, pair=0.000, adv=4.520, sprd=0.013]
Ep 070/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.625, pair=0.000, adv=4.150, sprd=0.016]
Ep 070/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:16,  2.07it/s, loss=0.625, pair=0.000, adv=4.150, sprd=0.016]
Ep 070/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.07it/s, loss=0.630, pair=0.000, adv=3.530, sprd=0.013]
Ep 070/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:03,  2.22it/s, loss=0.630, pair=0.000, adv=3.530, sprd=0.013]
Ep 070/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:03,  2.22it/s, loss=0.643, pair=0.000, adv=4.772, sprd=0.021]
Ep 070/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:15,  2.08it/s, loss=0.643, pair=0.000, adv=4.772, sprd=0.021]
Ep 070/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:15,  2.08it/s, loss=0.612, pair=0.000, adv=4.638, sprd=0.017]
Ep 070/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:06,  2.17it/s, loss=0.612, pair=0.000, adv=4.638, sprd=0.017]
Ep 070/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:06,  2.17it/s, loss=0.603, pair=0.000, adv=4.847, sprd=0.016]
Ep 070/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:12,  2.10it/s, loss=0.603, pair=0.000, adv=4.847, sprd=0.016]
Ep 070/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:12,  2.10it/s, loss=0.642, pair=0.000, adv=4.530, sprd=0.022]
Ep 070/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.642, pair=0.000, adv=4.530, sprd=0.022]
Ep 070/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.635, pair=0.000, adv=4.880, sprd=0.022]
Ep 070/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:14,  2.07it/s, loss=0.635, pair=0.000, adv=4.880, sprd=0.022]
Ep 070/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:14,  2.07it/s, loss=0.634, pair=0.000, adv=4.933, sprd=0.025]
Ep 070/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.634, pair=0.000, adv=4.933, sprd=0.025]
Ep 070/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:08,  2.13it/s, loss=0.603, pair=0.000, adv=5.348, sprd=0.019]
Ep 070/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:18,  2.02it/s, loss=0.603, pair=0.000, adv=5.348, sprd=0.019]
Ep 070/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:18,  2.02it/s, loss=0.592, pair=0.000, adv=4.386, sprd=0.015]
Ep 070/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.592, pair=0.000, adv=4.386, sprd=0.015]
Ep 070/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.572, pair=0.000, adv=4.243, sprd=0.012]
Ep 070/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:23,  1.96it/s, loss=0.572, pair=0.000, adv=4.243, sprd=0.012]
Ep 070/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:23,  1.96it/s, loss=0.656, pair=0.000, adv=5.644, sprd=0.024]
Ep 070/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:10,  2.08it/s, loss=0.656, pair=0.000, adv=5.644, sprd=0.024]
Ep 070/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:10,  2.08it/s, loss=0.587, pair=0.001, adv=5.050, sprd=0.016]
Ep 070/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:13,  2.04it/s, loss=0.587, pair=0.001, adv=5.050, sprd=0.016]
Ep 070/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:13,  2.04it/s, loss=0.664, pair=0.000, adv=6.555, sprd=0.023]
Ep 070/80 [S3:+sens]:  13%|▍  | 58/453 [00:27<03:01,  2.18it/s, loss=0.664, pair=0.000, adv=6.555, sprd=0.023]
Ep 070/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:01,  2.18it/s, loss=0.659, pair=0.000, adv=5.391, sprd=0.024]
Ep 070/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:09,  2.08it/s, loss=0.659, pair=0.000, adv=5.391, sprd=0.024]
Ep 070/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:09,  2.08it/s, loss=0.649, pair=0.000, adv=4.697, sprd=0.022]
Ep 070/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<02:58,  2.20it/s, loss=0.649, pair=0.000, adv=4.697, sprd=0.022]
Ep 070/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:58,  2.20it/s, loss=0.626, pair=0.000, adv=4.486, sprd=0.016]
Ep 070/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:06,  2.10it/s, loss=0.626, pair=0.000, adv=4.486, sprd=0.016]
Ep 070/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:06,  2.10it/s, loss=0.633, pair=0.001, adv=4.781, sprd=0.021]
Ep 070/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<02:59,  2.18it/s, loss=0.633, pair=0.001, adv=4.781, sprd=0.021]
Ep 070/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:59,  2.18it/s, loss=0.636, pair=0.001, adv=5.264, sprd=0.021]
Ep 070/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:09,  2.06it/s, loss=0.636, pair=0.001, adv=5.264, sprd=0.021]
Ep 070/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:09,  2.06it/s, loss=0.620, pair=0.000, adv=4.936, sprd=0.018]
Ep 070/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<02:59,  2.17it/s, loss=0.620, pair=0.000, adv=4.936, sprd=0.018]
Ep 070/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:59,  2.17it/s, loss=0.641, pair=0.000, adv=5.949, sprd=0.023]
Ep 070/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.641, pair=0.000, adv=5.949, sprd=0.023]
Ep 070/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:07,  2.07it/s, loss=0.597, pair=0.002, adv=4.650, sprd=0.016]
Ep 070/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:58,  2.17it/s, loss=0.597, pair=0.002, adv=4.650, sprd=0.016]
Ep 070/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:58,  2.17it/s, loss=0.656, pair=0.001, adv=5.365, sprd=0.024]
Ep 070/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.656, pair=0.001, adv=5.365, sprd=0.024]
Ep 070/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.639, pair=0.001, adv=4.769, sprd=0.022]
Ep 070/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:58,  2.16it/s, loss=0.639, pair=0.001, adv=4.769, sprd=0.022]
Ep 070/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.16it/s, loss=0.629, pair=0.001, adv=4.954, sprd=0.021]
Ep 070/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:04,  2.09it/s, loss=0.629, pair=0.001, adv=4.954, sprd=0.021]
Ep 070/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:04,  2.09it/s, loss=0.674, pair=0.004, adv=5.311, sprd=0.030]
Ep 070/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:59,  2.14it/s, loss=0.674, pair=0.004, adv=5.311, sprd=0.030]
Ep 070/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:59,  2.14it/s, loss=0.621, pair=0.003, adv=4.079, sprd=0.014]
Ep 070/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:01,  2.10it/s, loss=0.621, pair=0.003, adv=4.079, sprd=0.014]
Ep 070/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:01,  2.10it/s, loss=0.630, pair=0.001, adv=5.384, sprd=0.020]
Ep 070/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:54,  2.19it/s, loss=0.630, pair=0.001, adv=5.384, sprd=0.020]
Ep 070/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:54,  2.19it/s, loss=0.631, pair=0.001, adv=4.345, sprd=0.016]
Ep 070/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:59,  2.11it/s, loss=0.631, pair=0.001, adv=4.345, sprd=0.016]
Ep 070/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:59,  2.11it/s, loss=0.652, pair=0.001, adv=4.976, sprd=0.024]
Ep 070/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:52,  2.20it/s, loss=0.652, pair=0.001, adv=4.976, sprd=0.024]
Ep 070/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:52,  2.20it/s, loss=0.648, pair=0.002, adv=5.394, sprd=0.021]
Ep 070/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.07it/s, loss=0.648, pair=0.002, adv=5.394, sprd=0.021]
Ep 070/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.07it/s, loss=0.612, pair=0.003, adv=4.611, sprd=0.018]
Ep 070/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:54,  2.16it/s, loss=0.612, pair=0.003, adv=4.611, sprd=0.018]
Ep 070/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:54,  2.16it/s, loss=0.651, pair=0.005, adv=5.503, sprd=0.022]
Ep 070/80 [S3:+sens]:  17%|▌  | 77/453 [00:36<03:02,  2.06it/s, loss=0.651, pair=0.005, adv=5.503, sprd=0.022]
Ep 070/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.671, pair=0.007, adv=5.927, sprd=0.025]
Ep 070/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:52,  2.17it/s, loss=0.671, pair=0.007, adv=5.927, sprd=0.025]
Ep 070/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:52,  2.17it/s, loss=0.602, pair=0.001, adv=4.585, sprd=0.015]
Ep 070/80 [S3:+sens]:  17%|▌  | 79/453 [00:37<02:58,  2.10it/s, loss=0.602, pair=0.001, adv=4.585, sprd=0.015]
Ep 070/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.10it/s, loss=0.569, pair=0.003, adv=3.350, sprd=0.013]
Ep 070/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:46,  2.24it/s, loss=0.569, pair=0.003, adv=3.350, sprd=0.013]
Ep 070/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:46,  2.24it/s, loss=0.594, pair=0.005, adv=3.880, sprd=0.015]
Ep 070/80 [S3:+sens]:  18%|▌  | 81/453 [00:38<02:52,  2.16it/s, loss=0.594, pair=0.005, adv=3.880, sprd=0.015]
Ep 070/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:52,  2.16it/s, loss=0.616, pair=0.003, adv=4.636, sprd=0.020]
Ep 070/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:48,  2.21it/s, loss=0.616, pair=0.003, adv=4.636, sprd=0.020]
Ep 070/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:48,  2.21it/s, loss=0.645, pair=0.002, adv=4.924, sprd=0.024]
Ep 070/80 [S3:+sens]:  18%|▌  | 83/453 [00:39<02:56,  2.09it/s, loss=0.645, pair=0.002, adv=4.924, sprd=0.024]
Ep 070/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:56,  2.09it/s, loss=0.604, pair=0.001, adv=4.295, sprd=0.017]
Ep 070/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:58,  2.07it/s, loss=0.604, pair=0.001, adv=4.295, sprd=0.017]
Ep 070/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:58,  2.07it/s, loss=0.744, pair=0.006, adv=6.115, sprd=0.032]
Ep 070/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<03:02,  2.02it/s, loss=0.744, pair=0.006, adv=6.115, sprd=0.032]
Ep 070/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:02,  2.02it/s, loss=0.617, pair=0.004, adv=4.168, sprd=0.018]
Ep 070/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.13it/s, loss=0.617, pair=0.004, adv=4.168, sprd=0.018]
Ep 070/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.13it/s, loss=0.656, pair=0.005, adv=5.481, sprd=0.026]
Ep 070/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:59,  2.04it/s, loss=0.656, pair=0.005, adv=5.481, sprd=0.026]
Ep 070/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.04it/s, loss=0.645, pair=0.003, adv=5.411, sprd=0.021]
Ep 070/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:47,  2.18it/s, loss=0.645, pair=0.003, adv=5.411, sprd=0.021]
Ep 070/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:47,  2.18it/s, loss=0.658, pair=0.001, adv=4.817, sprd=0.020]
Ep 070/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:52,  2.11it/s, loss=0.658, pair=0.001, adv=4.817, sprd=0.020]
Ep 070/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:52,  2.11it/s, loss=0.652, pair=0.002, adv=5.270, sprd=0.022]
Ep 070/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:44,  2.21it/s, loss=0.652, pair=0.002, adv=5.270, sprd=0.022]
Ep 070/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:44,  2.21it/s, loss=0.627, pair=0.001, adv=4.807, sprd=0.021]
Ep 070/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:51,  2.11it/s, loss=0.627, pair=0.001, adv=4.807, sprd=0.021]
Ep 070/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:51,  2.11it/s, loss=0.634, pair=0.001, adv=5.324, sprd=0.021]
Ep 070/80 [S3:+sens]:  20%|▌  | 92/453 [00:43<02:43,  2.21it/s, loss=0.634, pair=0.001, adv=5.324, sprd=0.021]
Ep 070/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:43,  2.21it/s, loss=0.685, pair=0.002, adv=5.667, sprd=0.030]
Ep 070/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:51,  2.10it/s, loss=0.685, pair=0.002, adv=5.667, sprd=0.030]
Ep 070/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:51,  2.10it/s, loss=0.649, pair=0.003, adv=5.494, sprd=0.023]
Ep 070/80 [S3:+sens]:  21%|▌  | 94/453 [00:44<02:45,  2.18it/s, loss=0.649, pair=0.003, adv=5.494, sprd=0.023]
Ep 070/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:45,  2.18it/s, loss=0.681, pair=0.000, adv=5.225, sprd=0.021]
Ep 070/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:53,  2.06it/s, loss=0.681, pair=0.000, adv=5.225, sprd=0.021]
Ep 070/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:53,  2.06it/s, loss=0.626, pair=0.000, adv=4.722, sprd=0.023]
Ep 070/80 [S3:+sens]:  21%|▋  | 96/453 [00:45<02:47,  2.13it/s, loss=0.626, pair=0.000, adv=4.722, sprd=0.023]
Ep 070/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:47,  2.13it/s, loss=0.604, pair=0.000, adv=4.121, sprd=0.015]
Ep 070/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:50,  2.09it/s, loss=0.604, pair=0.000, adv=4.121, sprd=0.015]
Ep 070/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:50,  2.09it/s, loss=0.626, pair=0.003, adv=4.868, sprd=0.018]
Ep 070/80 [S3:+sens]:  22%|▋  | 98/453 [00:46<02:41,  2.20it/s, loss=0.626, pair=0.003, adv=4.868, sprd=0.018]
Ep 070/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:41,  2.20it/s, loss=0.647, pair=0.002, adv=4.446, sprd=0.024]
Ep 070/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.647, pair=0.002, adv=4.446, sprd=0.024]
Ep 070/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.594, pair=0.003, adv=4.106, sprd=0.013]
Ep 070/80 [S3:+sens]:  22%|▍ | 100/453 [00:47<02:41,  2.19it/s, loss=0.594, pair=0.003, adv=4.106, sprd=0.013]
Ep 070/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:41,  2.19it/s, loss=0.603, pair=0.000, adv=4.080, sprd=0.016]
Ep 070/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:48,  2.09it/s, loss=0.603, pair=0.000, adv=4.080, sprd=0.016]
Ep 070/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:48,  2.09it/s, loss=0.606, pair=0.000, adv=4.203, sprd=0.016]
Ep 070/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:40,  2.18it/s, loss=0.606, pair=0.000, adv=4.203, sprd=0.016]
Ep 070/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:40,  2.18it/s, loss=0.586, pair=0.002, adv=3.556, sprd=0.011]
Ep 070/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:44,  2.12it/s, loss=0.586, pair=0.002, adv=3.556, sprd=0.011]
Ep 070/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:44,  2.12it/s, loss=0.636, pair=0.001, adv=5.178, sprd=0.019]
Ep 070/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:37,  2.22it/s, loss=0.636, pair=0.001, adv=5.178, sprd=0.019]
Ep 070/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:37,  2.22it/s, loss=0.616, pair=0.019, adv=3.461, sprd=0.011]
Ep 070/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:39,  2.18it/s, loss=0.616, pair=0.019, adv=3.461, sprd=0.011]
Ep 070/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:39,  2.18it/s, loss=0.649, pair=0.000, adv=5.382, sprd=0.027]
Ep 070/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:36,  2.22it/s, loss=0.649, pair=0.000, adv=5.382, sprd=0.027]
Ep 070/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:36,  2.22it/s, loss=0.647, pair=0.001, adv=6.016, sprd=0.024]
Ep 070/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:53,  2.00it/s, loss=0.647, pair=0.001, adv=6.016, sprd=0.024]
Ep 070/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:53,  2.00it/s, loss=0.645, pair=0.001, adv=5.548, sprd=0.022]
Ep 070/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:42,  2.12it/s, loss=0.645, pair=0.001, adv=5.548, sprd=0.022]
Ep 070/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:42,  2.12it/s, loss=0.636, pair=0.001, adv=4.779, sprd=0.018]
Ep 070/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:48,  2.05it/s, loss=0.636, pair=0.001, adv=4.779, sprd=0.018]
Ep 070/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:48,  2.05it/s, loss=0.642, pair=0.001, adv=5.150, sprd=0.022]
Ep 070/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:39,  2.15it/s, loss=0.642, pair=0.001, adv=5.150, sprd=0.022]
Ep 070/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:39,  2.15it/s, loss=0.656, pair=0.000, adv=5.319, sprd=0.023]
Ep 070/80 [S3:+sens]:  25%|▍ | 111/453 [00:52<02:45,  2.07it/s, loss=0.656, pair=0.000, adv=5.319, sprd=0.023]
Ep 070/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.07it/s, loss=0.662, pair=0.001, adv=5.262, sprd=0.025]
Ep 070/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:38,  2.15it/s, loss=0.662, pair=0.001, adv=5.262, sprd=0.025]
Ep 070/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:38,  2.15it/s, loss=0.636, pair=0.000, adv=5.277, sprd=0.019]
Ep 070/80 [S3:+sens]:  25%|▍ | 113/453 [00:53<02:42,  2.10it/s, loss=0.636, pair=0.000, adv=5.277, sprd=0.019]
Ep 070/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:42,  2.10it/s, loss=0.623, pair=0.000, adv=4.538, sprd=0.017]
Ep 070/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:34,  2.19it/s, loss=0.623, pair=0.000, adv=4.538, sprd=0.017]
Ep 070/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:34,  2.19it/s, loss=0.601, pair=0.000, adv=4.806, sprd=0.017]
Ep 070/80 [S3:+sens]:  25%|▌ | 115/453 [00:54<02:43,  2.07it/s, loss=0.601, pair=0.000, adv=4.806, sprd=0.017]
Ep 070/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.641, pair=0.000, adv=4.998, sprd=0.024]
Ep 070/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:36,  2.15it/s, loss=0.641, pair=0.000, adv=4.998, sprd=0.024]
Ep 070/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:36,  2.15it/s, loss=0.669, pair=0.001, adv=6.003, sprd=0.029]
Ep 070/80 [S3:+sens]:  26%|▌ | 117/453 [00:55<02:43,  2.06it/s, loss=0.669, pair=0.001, adv=6.003, sprd=0.029]
Ep 070/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:43,  2.06it/s, loss=0.636, pair=0.000, adv=4.987, sprd=0.024]
Ep 070/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:37,  2.13it/s, loss=0.636, pair=0.000, adv=4.987, sprd=0.024]
Ep 070/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:37,  2.13it/s, loss=0.678, pair=0.000, adv=6.158, sprd=0.027]
Ep 070/80 [S3:+sens]:  26%|▌ | 119/453 [00:56<02:43,  2.05it/s, loss=0.678, pair=0.000, adv=6.158, sprd=0.027]
Ep 070/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.05it/s, loss=0.658, pair=0.000, adv=4.762, sprd=0.025]
Ep 070/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.14it/s, loss=0.658, pair=0.000, adv=4.762, sprd=0.025]
Ep 070/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.14it/s, loss=0.654, pair=0.000, adv=4.462, sprd=0.018]
Ep 070/80 [S3:+sens]:  27%|▌ | 121/453 [00:57<02:41,  2.05it/s, loss=0.654, pair=0.000, adv=4.462, sprd=0.018]
Ep 070/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.05it/s, loss=0.660, pair=0.008, adv=5.064, sprd=0.028]
Ep 070/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.12it/s, loss=0.660, pair=0.008, adv=5.064, sprd=0.028]
Ep 070/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.12it/s, loss=0.633, pair=0.000, adv=5.311, sprd=0.021]
Ep 070/80 [S3:+sens]:  27%|▌ | 123/453 [00:58<02:40,  2.06it/s, loss=0.633, pair=0.000, adv=5.311, sprd=0.021]
Ep 070/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.06it/s, loss=0.629, pair=0.000, adv=5.158, sprd=0.021]
Ep 070/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.17it/s, loss=0.629, pair=0.000, adv=5.158, sprd=0.021]
Ep 070/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.17it/s, loss=0.616, pair=0.000, adv=4.567, sprd=0.017]
Ep 070/80 [S3:+sens]:  28%|▌ | 125/453 [00:59<02:36,  2.10it/s, loss=0.616, pair=0.000, adv=4.567, sprd=0.017]
Ep 070/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:36,  2.10it/s, loss=2.180, pair=4.355, adv=6.055, sprd=0.029]
Ep 070/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:30,  2.17it/s, loss=2.180, pair=4.355, adv=6.055, sprd=0.029]
Ep 070/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:30,  2.17it/s, loss=0.592, pair=0.000, adv=4.016, sprd=0.014]
Ep 070/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:36,  2.08it/s, loss=0.592, pair=0.000, adv=4.016, sprd=0.014]
Ep 070/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:36,  2.08it/s, loss=0.615, pair=0.000, adv=4.960, sprd=0.018]
Ep 070/80 [S3:+sens]:  28%|▌ | 128/453 [01:00<02:30,  2.17it/s, loss=0.615, pair=0.000, adv=4.960, sprd=0.018]
Ep 070/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:30,  2.17it/s, loss=0.626, pair=0.000, adv=4.299, sprd=0.023]
Ep 070/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:41,  2.01it/s, loss=0.626, pair=0.000, adv=4.299, sprd=0.023]
Ep 070/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:41,  2.01it/s, loss=0.642, pair=0.000, adv=5.053, sprd=0.023]
Ep 070/80 [S3:+sens]:  29%|▌ | 130/453 [01:01<02:33,  2.10it/s, loss=0.642, pair=0.000, adv=5.053, sprd=0.023]
Ep 070/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:33,  2.10it/s, loss=0.608, pair=0.000, adv=4.445, sprd=0.017]
Ep 070/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:38,  2.03it/s, loss=0.608, pair=0.000, adv=4.445, sprd=0.017]
Ep 070/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:38,  2.03it/s, loss=0.618, pair=0.002, adv=4.594, sprd=0.017]
Ep 070/80 [S3:+sens]:  29%|▌ | 132/453 [01:02<02:29,  2.15it/s, loss=0.618, pair=0.002, adv=4.594, sprd=0.017]
Ep 070/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.15it/s, loss=0.653, pair=0.002, adv=4.769, sprd=0.020]
Ep 070/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:33,  2.08it/s, loss=0.653, pair=0.002, adv=4.769, sprd=0.020]
Ep 070/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:33,  2.08it/s, loss=0.642, pair=0.000, adv=4.436, sprd=0.019]
Ep 070/80 [S3:+sens]:  30%|▌ | 134/453 [01:03<02:24,  2.21it/s, loss=0.642, pair=0.000, adv=4.436, sprd=0.019]
Ep 070/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:24,  2.21it/s, loss=0.633, pair=0.002, adv=5.078, sprd=0.021]
Ep 070/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:37,  2.01it/s, loss=0.633, pair=0.002, adv=5.078, sprd=0.021]
Ep 070/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:37,  2.01it/s, loss=0.617, pair=0.000, adv=4.492, sprd=0.017]
Ep 070/80 [S3:+sens]:  30%|▌ | 136/453 [01:04<02:27,  2.15it/s, loss=0.617, pair=0.000, adv=4.492, sprd=0.017]
Ep 070/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.15it/s, loss=0.631, pair=0.001, adv=4.314, sprd=0.019]
Ep 070/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:33,  2.06it/s, loss=0.631, pair=0.001, adv=4.314, sprd=0.019]
Ep 070/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:33,  2.06it/s, loss=0.633, pair=0.000, adv=4.407, sprd=0.020]
Ep 070/80 [S3:+sens]:  30%|▌ | 138/453 [01:05<02:26,  2.16it/s, loss=0.633, pair=0.000, adv=4.407, sprd=0.020]
Ep 070/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:26,  2.16it/s, loss=0.610, pair=0.000, adv=4.472, sprd=0.016]
Ep 070/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.08it/s, loss=0.610, pair=0.000, adv=4.472, sprd=0.016]
Ep 070/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.08it/s, loss=0.611, pair=0.001, adv=4.836, sprd=0.017]
Ep 070/80 [S3:+sens]:  31%|▌ | 140/453 [01:06<02:23,  2.18it/s, loss=0.611, pair=0.001, adv=4.836, sprd=0.017]
Ep 070/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.18it/s, loss=0.620, pair=0.002, adv=4.521, sprd=0.017]
Ep 070/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.12it/s, loss=0.620, pair=0.002, adv=4.521, sprd=0.017]
Ep 070/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.12it/s, loss=0.609, pair=0.002, adv=4.274, sprd=0.019]
Ep 070/80 [S3:+sens]:  31%|▋ | 142/453 [01:07<02:21,  2.19it/s, loss=0.609, pair=0.002, adv=4.274, sprd=0.019]
Ep 070/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:21,  2.19it/s, loss=0.655, pair=0.002, adv=4.992, sprd=0.025]
Ep 070/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.655, pair=0.002, adv=4.992, sprd=0.025]
Ep 070/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.601, pair=0.002, adv=4.376, sprd=0.015]
Ep 070/80 [S3:+sens]:  32%|▋ | 144/453 [01:08<02:22,  2.17it/s, loss=0.601, pair=0.002, adv=4.376, sprd=0.015]
Ep 070/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.17it/s, loss=0.677, pair=0.002, adv=5.052, sprd=0.028]
Ep 070/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:28,  2.07it/s, loss=0.677, pair=0.002, adv=5.052, sprd=0.028]
Ep 070/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:28,  2.07it/s, loss=0.622, pair=0.004, adv=4.018, sprd=0.014]
Ep 070/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:18,  2.21it/s, loss=0.622, pair=0.004, adv=4.018, sprd=0.014]
Ep 070/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:18,  2.21it/s, loss=0.682, pair=0.003, adv=5.468, sprd=0.030]
Ep 070/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.682, pair=0.003, adv=5.468, sprd=0.030]
Ep 070/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.626, pair=0.002, adv=3.835, sprd=0.020]
Ep 070/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:21,  2.16it/s, loss=0.626, pair=0.002, adv=3.835, sprd=0.020]
Ep 070/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:21,  2.16it/s, loss=0.618, pair=0.001, adv=4.533, sprd=0.019]
Ep 070/80 [S3:+sens]:  33%|▋ | 149/453 [01:10<02:26,  2.07it/s, loss=0.618, pair=0.001, adv=4.533, sprd=0.019]
Ep 070/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.07it/s, loss=0.605, pair=0.003, adv=4.424, sprd=0.016]
Ep 070/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:19,  2.18it/s, loss=0.605, pair=0.003, adv=4.424, sprd=0.016]
Ep 070/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:19,  2.18it/s, loss=0.595, pair=0.002, adv=4.684, sprd=0.013]
Ep 070/80 [S3:+sens]:  33%|▋ | 151/453 [01:11<02:24,  2.10it/s, loss=0.595, pair=0.002, adv=4.684, sprd=0.013]
Ep 070/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.10it/s, loss=0.637, pair=0.006, adv=4.317, sprd=0.019]
Ep 070/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:16,  2.20it/s, loss=0.637, pair=0.006, adv=4.317, sprd=0.019]
Ep 070/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:16,  2.20it/s, loss=0.629, pair=0.006, adv=3.844, sprd=0.017]
Ep 070/80 [S3:+sens]:  34%|▋ | 153/453 [01:12<02:16,  2.19it/s, loss=0.629, pair=0.006, adv=3.844, sprd=0.017]
Ep 070/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:16,  2.19it/s, loss=0.589, pair=0.006, adv=4.323, sprd=0.013]
Ep 070/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:11,  2.27it/s, loss=0.589, pair=0.006, adv=4.323, sprd=0.013]
Ep 070/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:11,  2.27it/s, loss=0.683, pair=0.005, adv=5.405, sprd=0.036]
Ep 070/80 [S3:+sens]:  34%|▋ | 155/453 [01:13<02:22,  2.09it/s, loss=0.683, pair=0.005, adv=5.405, sprd=0.036]
Ep 070/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:22,  2.09it/s, loss=0.567, pair=0.002, adv=4.007, sprd=0.011]
Ep 070/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:14,  2.20it/s, loss=0.567, pair=0.002, adv=4.007, sprd=0.011]
Ep 070/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:14,  2.20it/s, loss=0.612, pair=0.003, adv=5.231, sprd=0.019]
Ep 070/80 [S3:+sens]:  35%|▋ | 157/453 [01:14<02:22,  2.07it/s, loss=0.612, pair=0.003, adv=5.231, sprd=0.019]
Ep 070/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.07it/s, loss=0.645, pair=0.006, adv=4.498, sprd=0.023]
Ep 070/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.15it/s, loss=0.645, pair=0.006, adv=4.498, sprd=0.023]
Ep 070/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.15it/s, loss=0.657, pair=0.000, adv=4.344, sprd=0.023]
Ep 070/80 [S3:+sens]:  35%|▋ | 159/453 [01:15<02:23,  2.05it/s, loss=0.657, pair=0.000, adv=4.344, sprd=0.023]
Ep 070/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.682, pair=0.001, adv=5.697, sprd=0.031]
Ep 070/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:18,  2.12it/s, loss=0.682, pair=0.001, adv=5.697, sprd=0.031]
Ep 070/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:18,  2.12it/s, loss=0.659, pair=0.001, adv=4.248, sprd=0.025]
Ep 070/80 [S3:+sens]:  36%|▋ | 161/453 [01:16<02:24,  2.03it/s, loss=0.659, pair=0.001, adv=4.248, sprd=0.025]
Ep 070/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:24,  2.03it/s, loss=0.607, pair=0.002, adv=4.370, sprd=0.017]
Ep 070/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:16,  2.13it/s, loss=0.607, pair=0.002, adv=4.370, sprd=0.017]
Ep 070/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:16,  2.13it/s, loss=0.590, pair=0.001, adv=3.906, sprd=0.015]
Ep 070/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:30,  1.93it/s, loss=0.590, pair=0.001, adv=3.906, sprd=0.015]
Ep 070/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:30,  1.93it/s, loss=0.639, pair=0.006, adv=4.825, sprd=0.019]
Ep 070/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:18,  2.09it/s, loss=0.639, pair=0.006, adv=4.825, sprd=0.019]
Ep 070/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:18,  2.09it/s, loss=0.649, pair=0.000, adv=5.263, sprd=0.018]
Ep 070/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:23,  2.01it/s, loss=0.649, pair=0.000, adv=5.263, sprd=0.018]
Ep 070/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:23,  2.01it/s, loss=0.596, pair=0.001, adv=4.326, sprd=0.015]
Ep 070/80 [S3:+sens]:  37%|▋ | 166/453 [01:18<02:14,  2.13it/s, loss=0.596, pair=0.001, adv=4.326, sprd=0.015]
Ep 070/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:14,  2.13it/s, loss=0.605, pair=0.000, adv=4.609, sprd=0.019]
Ep 070/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:20,  2.03it/s, loss=0.605, pair=0.000, adv=4.609, sprd=0.019]
Ep 070/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:20,  2.03it/s, loss=0.632, pair=0.000, adv=4.681, sprd=0.018]
Ep 070/80 [S3:+sens]:  37%|▋ | 168/453 [01:19<02:12,  2.16it/s, loss=0.632, pair=0.000, adv=4.681, sprd=0.018]
Ep 070/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:12,  2.16it/s, loss=0.633, pair=0.000, adv=5.523, sprd=0.023]
Ep 070/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:18,  2.06it/s, loss=0.633, pair=0.000, adv=5.523, sprd=0.023]
Ep 070/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:18,  2.06it/s, loss=0.699, pair=0.000, adv=4.386, sprd=0.034]
Ep 070/80 [S3:+sens]:  38%|▊ | 170/453 [01:20<02:13,  2.12it/s, loss=0.699, pair=0.000, adv=4.386, sprd=0.034]
Ep 070/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:13,  2.12it/s, loss=0.616, pair=0.000, adv=4.423, sprd=0.016]
Ep 070/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:17,  2.05it/s, loss=0.616, pair=0.000, adv=4.423, sprd=0.016]
Ep 070/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:17,  2.05it/s, loss=0.649, pair=0.004, adv=4.791, sprd=0.023]
Ep 070/80 [S3:+sens]:  38%|▊ | 172/453 [01:21<02:11,  2.14it/s, loss=0.649, pair=0.004, adv=4.791, sprd=0.023]
Ep 070/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:11,  2.14it/s, loss=0.606, pair=0.000, adv=4.760, sprd=0.017]
Ep 070/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:16,  2.04it/s, loss=0.606, pair=0.000, adv=4.760, sprd=0.017]
Ep 070/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:16,  2.04it/s, loss=0.689, pair=0.000, adv=5.410, sprd=0.029]
Ep 070/80 [S3:+sens]:  38%|▊ | 174/453 [01:22<02:09,  2.15it/s, loss=0.689, pair=0.000, adv=5.410, sprd=0.029]
Ep 070/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:09,  2.15it/s, loss=0.654, pair=0.000, adv=5.421, sprd=0.024]
Ep 070/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:16,  2.04it/s, loss=0.654, pair=0.000, adv=5.421, sprd=0.024]
Ep 070/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:16,  2.04it/s, loss=0.605, pair=0.000, adv=4.671, sprd=0.017]
Ep 070/80 [S3:+sens]:  39%|▊ | 176/453 [01:23<02:09,  2.14it/s, loss=0.605, pair=0.000, adv=4.671, sprd=0.017]
Ep 070/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.609, pair=0.001, adv=4.595, sprd=0.014]
Ep 070/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:11,  2.10it/s, loss=0.609, pair=0.001, adv=4.595, sprd=0.014]
Ep 070/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:11,  2.10it/s, loss=0.603, pair=0.000, adv=4.466, sprd=0.017]
Ep 070/80 [S3:+sens]:  39%|▊ | 178/453 [01:24<02:06,  2.18it/s, loss=0.603, pair=0.000, adv=4.466, sprd=0.017]
Ep 070/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:06,  2.18it/s, loss=0.677, pair=0.000, adv=5.240, sprd=0.030]
Ep 070/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.677, pair=0.000, adv=5.240, sprd=0.030]
Ep 070/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.654, pair=0.000, adv=5.068, sprd=0.027]
Ep 070/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:09,  2.11it/s, loss=0.654, pair=0.000, adv=5.068, sprd=0.027]
Ep 070/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:09,  2.11it/s, loss=0.663, pair=0.000, adv=5.168, sprd=0.026]
Ep 070/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:14,  2.03it/s, loss=0.663, pair=0.000, adv=5.168, sprd=0.026]
Ep 070/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:14,  2.03it/s, loss=0.611, pair=0.000, adv=4.348, sprd=0.017]
Ep 070/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:07,  2.13it/s, loss=0.611, pair=0.000, adv=4.348, sprd=0.017]
Ep 070/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:07,  2.13it/s, loss=0.661, pair=0.001, adv=4.651, sprd=0.015]
Ep 070/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:08,  2.09it/s, loss=0.661, pair=0.001, adv=4.651, sprd=0.015]
Ep 070/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:08,  2.09it/s, loss=0.634, pair=0.000, adv=5.203, sprd=0.022]
Ep 070/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:03,  2.18it/s, loss=0.634, pair=0.000, adv=5.203, sprd=0.022]
Ep 070/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.18it/s, loss=0.618, pair=0.000, adv=4.885, sprd=0.022]
Ep 070/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:09,  2.07it/s, loss=0.618, pair=0.000, adv=4.885, sprd=0.022]
Ep 070/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:09,  2.07it/s, loss=0.672, pair=0.000, adv=5.346, sprd=0.028]
Ep 070/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:04,  2.15it/s, loss=0.672, pair=0.000, adv=5.346, sprd=0.028]
Ep 070/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.655, pair=0.000, adv=6.130, sprd=0.027]
Ep 070/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.06it/s, loss=0.655, pair=0.000, adv=6.130, sprd=0.027]
Ep 070/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:08,  2.06it/s, loss=0.626, pair=0.000, adv=4.838, sprd=0.021]
Ep 070/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:03,  2.15it/s, loss=0.626, pair=0.000, adv=4.838, sprd=0.021]
Ep 070/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:03,  2.15it/s, loss=0.595, pair=0.000, adv=3.918, sprd=0.016]
Ep 070/80 [S3:+sens]:  42%|▊ | 189/453 [01:29<02:08,  2.06it/s, loss=0.595, pair=0.000, adv=3.918, sprd=0.016]
Ep 070/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:08,  2.06it/s, loss=0.649, pair=0.001, adv=4.111, sprd=0.023]
Ep 070/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:02,  2.15it/s, loss=0.649, pair=0.001, adv=4.111, sprd=0.023]
Ep 070/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.15it/s, loss=0.638, pair=0.000, adv=5.658, sprd=0.023]
Ep 070/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:13,  1.96it/s, loss=0.638, pair=0.000, adv=5.658, sprd=0.023]
Ep 070/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:13,  1.96it/s, loss=0.647, pair=0.000, adv=4.788, sprd=0.021]
Ep 070/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:04,  2.10it/s, loss=0.647, pair=0.000, adv=4.788, sprd=0.021]
Ep 070/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:04,  2.10it/s, loss=0.641, pair=0.000, adv=5.206, sprd=0.021]
Ep 070/80 [S3:+sens]:  43%|▊ | 193/453 [01:31<02:07,  2.03it/s, loss=0.641, pair=0.000, adv=5.206, sprd=0.021]
Ep 070/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:07,  2.03it/s, loss=0.657, pair=0.000, adv=4.880, sprd=0.024]
Ep 070/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:01,  2.13it/s, loss=0.657, pair=0.000, adv=4.880, sprd=0.024]
Ep 070/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:01,  2.13it/s, loss=0.683, pair=0.001, adv=5.161, sprd=0.029]
Ep 070/80 [S3:+sens]:  43%|▊ | 195/453 [01:32<02:10,  1.98it/s, loss=0.683, pair=0.001, adv=5.161, sprd=0.029]
Ep 070/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:10,  1.98it/s, loss=0.663, pair=0.000, adv=4.970, sprd=0.026]
Ep 070/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:03,  2.08it/s, loss=0.663, pair=0.000, adv=4.970, sprd=0.026]
Ep 070/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:03,  2.08it/s, loss=0.627, pair=0.001, adv=4.710, sprd=0.019]
Ep 070/80 [S3:+sens]:  43%|▊ | 197/453 [01:33<02:06,  2.02it/s, loss=0.627, pair=0.001, adv=4.710, sprd=0.019]
Ep 070/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:06,  2.02it/s, loss=0.702, pair=0.007, adv=5.560, sprd=0.035]
Ep 070/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:01,  2.10it/s, loss=0.702, pair=0.007, adv=5.560, sprd=0.035]
Ep 070/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:01,  2.10it/s, loss=0.694, pair=0.005, adv=4.316, sprd=0.021]
Ep 070/80 [S3:+sens]:  44%|▉ | 199/453 [01:34<02:05,  2.03it/s, loss=0.694, pair=0.005, adv=4.316, sprd=0.021]
Ep 070/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:05,  2.03it/s, loss=0.677, pair=0.007, adv=5.182, sprd=0.029]
Ep 070/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<02:00,  2.11it/s, loss=0.677, pair=0.007, adv=5.182, sprd=0.029]
Ep 070/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<02:00,  2.11it/s, loss=0.649, pair=0.006, adv=4.343, sprd=0.028]
Ep 070/80 [S3:+sens]:  44%|▉ | 201/453 [01:35<02:06,  1.99it/s, loss=0.649, pair=0.006, adv=4.343, sprd=0.028]
Ep 070/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:06,  1.99it/s, loss=0.665, pair=0.007, adv=4.298, sprd=0.024]
Ep 070/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:59,  2.10it/s, loss=0.665, pair=0.007, adv=4.298, sprd=0.024]
Ep 070/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:59,  2.10it/s, loss=0.621, pair=0.005, adv=4.578, sprd=0.020]
Ep 070/80 [S3:+sens]:  45%|▉ | 203/453 [01:36<02:03,  2.02it/s, loss=0.621, pair=0.005, adv=4.578, sprd=0.020]
Ep 070/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:03,  2.02it/s, loss=0.638, pair=0.004, adv=4.334, sprd=0.020]
Ep 070/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.13it/s, loss=0.638, pair=0.004, adv=4.334, sprd=0.020]
Ep 070/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.13it/s, loss=0.615, pair=0.001, adv=4.263, sprd=0.021]
Ep 070/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<02:02,  2.03it/s, loss=0.615, pair=0.001, adv=4.263, sprd=0.021]
Ep 070/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:02,  2.03it/s, loss=0.656, pair=0.000, adv=5.221, sprd=0.026]
Ep 070/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:56,  2.11it/s, loss=0.656, pair=0.000, adv=5.221, sprd=0.026]
Ep 070/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:56,  2.11it/s, loss=0.660, pair=0.000, adv=5.530, sprd=0.028]
Ep 070/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:01,  2.03it/s, loss=0.660, pair=0.000, adv=5.530, sprd=0.028]
Ep 070/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:01,  2.03it/s, loss=0.613, pair=0.000, adv=4.940, sprd=0.019]
Ep 070/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.613, pair=0.000, adv=4.940, sprd=0.019]
Ep 070/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.641, pair=0.000, adv=4.220, sprd=0.025]
Ep 070/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<02:01,  2.00it/s, loss=0.641, pair=0.000, adv=4.220, sprd=0.025]
Ep 070/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:01,  2.00it/s, loss=0.626, pair=0.000, adv=4.455, sprd=0.020]
Ep 070/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.626, pair=0.000, adv=4.455, sprd=0.020]
Ep 070/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.618, pair=0.001, adv=4.160, sprd=0.019]
Ep 070/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:59,  2.02it/s, loss=0.618, pair=0.001, adv=4.160, sprd=0.019]
Ep 070/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:59,  2.02it/s, loss=0.617, pair=0.001, adv=4.038, sprd=0.019]
Ep 070/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.617, pair=0.001, adv=4.038, sprd=0.019]
Ep 070/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.615, pair=0.003, adv=4.872, sprd=0.015]
Ep 070/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:55,  2.07it/s, loss=0.615, pair=0.003, adv=4.872, sprd=0.015]
Ep 070/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.07it/s, loss=0.638, pair=0.000, adv=4.824, sprd=0.021]
Ep 070/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.16it/s, loss=0.638, pair=0.000, adv=4.824, sprd=0.021]
Ep 070/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.16it/s, loss=0.621, pair=0.004, adv=5.243, sprd=0.021]
Ep 070/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<02:00,  1.98it/s, loss=0.621, pair=0.004, adv=5.243, sprd=0.021]
Ep 070/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<02:00,  1.98it/s, loss=0.669, pair=0.004, adv=5.265, sprd=0.025]
Ep 070/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:53,  2.09it/s, loss=0.669, pair=0.004, adv=5.265, sprd=0.025]
Ep 070/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:53,  2.09it/s, loss=0.641, pair=0.002, adv=4.713, sprd=0.019]
Ep 070/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:55,  2.04it/s, loss=0.641, pair=0.002, adv=4.713, sprd=0.019]
Ep 070/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:55,  2.04it/s, loss=0.632, pair=0.000, adv=5.039, sprd=0.020]
Ep 070/80 [S3:+sens]:  48%|▉ | 218/453 [01:43<01:49,  2.15it/s, loss=0.632, pair=0.000, adv=5.039, sprd=0.020]
Ep 070/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.620, pair=0.002, adv=4.242, sprd=0.019]
Ep 070/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.03it/s, loss=0.620, pair=0.002, adv=4.242, sprd=0.019]
Ep 070/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.03it/s, loss=0.684, pair=0.001, adv=5.572, sprd=0.028]
Ep 070/80 [S3:+sens]:  49%|▉ | 220/453 [01:44<01:49,  2.13it/s, loss=0.684, pair=0.001, adv=5.572, sprd=0.028]
Ep 070/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.655, pair=0.001, adv=5.326, sprd=0.026]
Ep 070/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:54,  2.03it/s, loss=0.655, pair=0.001, adv=5.326, sprd=0.026]
Ep 070/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:54,  2.03it/s, loss=0.630, pair=0.001, adv=5.361, sprd=0.020]
Ep 070/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:48,  2.13it/s, loss=0.630, pair=0.001, adv=5.361, sprd=0.020]
Ep 070/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.13it/s, loss=0.692, pair=0.001, adv=4.769, sprd=0.021]
Ep 070/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:52,  2.05it/s, loss=0.692, pair=0.001, adv=4.769, sprd=0.021]
Ep 070/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:52,  2.05it/s, loss=0.597, pair=0.000, adv=4.440, sprd=0.016]
Ep 070/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:46,  2.15it/s, loss=0.597, pair=0.000, adv=4.440, sprd=0.016]
Ep 070/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.15it/s, loss=0.616, pair=0.004, adv=5.242, sprd=0.021]
Ep 070/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.05it/s, loss=0.616, pair=0.004, adv=5.242, sprd=0.021]
Ep 070/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.05it/s, loss=0.625, pair=0.001, adv=4.754, sprd=0.017]
Ep 070/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:44,  2.17it/s, loss=0.625, pair=0.001, adv=4.754, sprd=0.017]
Ep 070/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:44,  2.17it/s, loss=0.648, pair=0.001, adv=4.763, sprd=0.020]
Ep 070/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:48,  2.09it/s, loss=0.648, pair=0.001, adv=4.763, sprd=0.020]
Ep 070/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:48,  2.09it/s, loss=0.645, pair=0.002, adv=5.513, sprd=0.024]
Ep 070/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:43,  2.18it/s, loss=0.645, pair=0.002, adv=5.513, sprd=0.024]
Ep 070/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.18it/s, loss=0.640, pair=0.000, adv=5.535, sprd=0.023]
Ep 070/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.06it/s, loss=0.640, pair=0.000, adv=5.535, sprd=0.023]
Ep 070/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.06it/s, loss=0.671, pair=0.001, adv=5.514, sprd=0.024]
Ep 070/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:42,  2.17it/s, loss=0.671, pair=0.001, adv=5.514, sprd=0.024]
Ep 070/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.17it/s, loss=0.593, pair=0.001, adv=3.619, sprd=0.016]
Ep 070/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:47,  2.07it/s, loss=0.593, pair=0.001, adv=3.619, sprd=0.016]
Ep 070/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:47,  2.07it/s, loss=0.638, pair=0.001, adv=4.214, sprd=0.021]
Ep 070/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:41,  2.18it/s, loss=0.638, pair=0.001, adv=4.214, sprd=0.021]
Ep 070/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:41,  2.18it/s, loss=0.623, pair=0.000, adv=4.879, sprd=0.022]
Ep 070/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.623, pair=0.000, adv=4.879, sprd=0.022]
Ep 070/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.645, pair=0.001, adv=4.790, sprd=0.017]
Ep 070/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:38,  2.21it/s, loss=0.645, pair=0.001, adv=4.790, sprd=0.017]
Ep 070/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:38,  2.21it/s, loss=0.664, pair=0.001, adv=5.549, sprd=0.029]
Ep 070/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.09it/s, loss=0.664, pair=0.001, adv=5.549, sprd=0.029]
Ep 070/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:44,  2.09it/s, loss=0.642, pair=0.002, adv=4.921, sprd=0.020]
Ep 070/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:39,  2.18it/s, loss=0.642, pair=0.002, adv=4.921, sprd=0.020]
Ep 070/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:39,  2.18it/s, loss=0.634, pair=0.000, adv=4.678, sprd=0.017]
Ep 070/80 [S3:+sens]:  52%|█ | 237/453 [01:52<01:41,  2.13it/s, loss=0.634, pair=0.000, adv=4.678, sprd=0.017]
Ep 070/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:41,  2.13it/s, loss=0.632, pair=0.001, adv=4.819, sprd=0.016]
Ep 070/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:34,  2.27it/s, loss=0.632, pair=0.001, adv=4.819, sprd=0.016]
Ep 070/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:34,  2.27it/s, loss=0.652, pair=0.000, adv=4.907, sprd=0.025]
Ep 070/80 [S3:+sens]:  53%|█ | 239/453 [01:53<01:40,  2.13it/s, loss=0.652, pair=0.000, adv=4.907, sprd=0.025]
Ep 070/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:40,  2.13it/s, loss=0.608, pair=0.002, adv=3.995, sprd=0.017]
Ep 070/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:36,  2.20it/s, loss=0.608, pair=0.002, adv=3.995, sprd=0.017]
Ep 070/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:36,  2.20it/s, loss=0.625, pair=0.000, adv=4.063, sprd=0.020]
Ep 070/80 [S3:+sens]:  53%|█ | 241/453 [01:54<01:43,  2.06it/s, loss=0.625, pair=0.000, adv=4.063, sprd=0.020]
Ep 070/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.06it/s, loss=0.608, pair=0.001, adv=4.773, sprd=0.017]
Ep 070/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:38,  2.15it/s, loss=0.608, pair=0.001, adv=4.773, sprd=0.017]
Ep 070/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:38,  2.15it/s, loss=0.628, pair=0.000, adv=4.364, sprd=0.020]
Ep 070/80 [S3:+sens]:  54%|█ | 243/453 [01:55<01:47,  1.95it/s, loss=0.628, pair=0.000, adv=4.364, sprd=0.020]
Ep 070/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:47,  1.95it/s, loss=0.609, pair=0.001, adv=4.143, sprd=0.018]
Ep 070/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:41,  2.07it/s, loss=0.609, pair=0.001, adv=4.143, sprd=0.018]
Ep 070/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:41,  2.07it/s, loss=0.586, pair=0.000, adv=4.247, sprd=0.012]
Ep 070/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:42,  2.04it/s, loss=0.586, pair=0.000, adv=4.247, sprd=0.012]
Ep 070/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:42,  2.04it/s, loss=0.603, pair=0.000, adv=4.368, sprd=0.018]
Ep 070/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:37,  2.12it/s, loss=0.603, pair=0.000, adv=4.368, sprd=0.018]
Ep 070/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:37,  2.12it/s, loss=0.626, pair=0.001, adv=4.792, sprd=0.018]
Ep 070/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:40,  2.05it/s, loss=0.626, pair=0.001, adv=4.792, sprd=0.018]
Ep 070/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:40,  2.05it/s, loss=0.673, pair=0.006, adv=5.312, sprd=0.028]
Ep 070/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:36,  2.13it/s, loss=0.673, pair=0.006, adv=5.312, sprd=0.028]
Ep 070/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:36,  2.13it/s, loss=0.615, pair=0.001, adv=4.290, sprd=0.020]
Ep 070/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:40,  2.03it/s, loss=0.615, pair=0.001, adv=4.290, sprd=0.020]
Ep 070/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:40,  2.03it/s, loss=0.622, pair=0.000, adv=4.991, sprd=0.017]
Ep 070/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.20it/s, loss=0.622, pair=0.000, adv=4.991, sprd=0.017]
Ep 070/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.20it/s, loss=0.602, pair=0.000, adv=4.504, sprd=0.016]
Ep 070/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:36,  2.09it/s, loss=0.602, pair=0.000, adv=4.504, sprd=0.016]
Ep 070/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.677, pair=0.000, adv=5.071, sprd=0.030]
Ep 070/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.677, pair=0.000, adv=5.071, sprd=0.030]
Ep 070/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.15it/s, loss=0.630, pair=0.000, adv=4.440, sprd=0.019]
Ep 070/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:36,  2.07it/s, loss=0.630, pair=0.000, adv=4.440, sprd=0.019]
Ep 070/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.07it/s, loss=0.664, pair=0.000, adv=4.493, sprd=0.026]
Ep 070/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.664, pair=0.000, adv=4.493, sprd=0.026]
Ep 070/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.14it/s, loss=0.636, pair=0.000, adv=5.420, sprd=0.025]
Ep 070/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:38,  2.01it/s, loss=0.636, pair=0.000, adv=5.420, sprd=0.025]
Ep 070/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:38,  2.01it/s, loss=0.637, pair=0.000, adv=4.554, sprd=0.022]
Ep 070/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:33,  2.11it/s, loss=0.637, pair=0.000, adv=4.554, sprd=0.022]
Ep 070/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:33,  2.11it/s, loss=0.656, pair=0.002, adv=4.908, sprd=0.024]
Ep 070/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:35,  2.05it/s, loss=0.656, pair=0.002, adv=4.908, sprd=0.024]
Ep 070/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:35,  2.05it/s, loss=0.625, pair=0.000, adv=4.209, sprd=0.023]
Ep 070/80 [S3:+sens]:  57%|█▏| 258/453 [02:02<01:32,  2.12it/s, loss=0.625, pair=0.000, adv=4.209, sprd=0.023]
Ep 070/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:32,  2.12it/s, loss=0.708, pair=0.000, adv=4.838, sprd=0.024]
Ep 070/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:34,  2.05it/s, loss=0.708, pair=0.000, adv=4.838, sprd=0.024]
Ep 070/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:34,  2.05it/s, loss=0.619, pair=0.000, adv=4.375, sprd=0.018]
Ep 070/80 [S3:+sens]:  57%|█▏| 260/453 [02:03<01:29,  2.17it/s, loss=0.619, pair=0.000, adv=4.375, sprd=0.018]
Ep 070/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.17it/s, loss=0.655, pair=0.002, adv=5.556, sprd=0.027]
Ep 070/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.07it/s, loss=0.655, pair=0.002, adv=5.556, sprd=0.027]
Ep 070/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.07it/s, loss=0.682, pair=0.000, adv=5.373, sprd=0.027]
Ep 070/80 [S3:+sens]:  58%|█▏| 262/453 [02:04<01:27,  2.17it/s, loss=0.682, pair=0.000, adv=5.373, sprd=0.027]
Ep 070/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.17it/s, loss=0.593, pair=0.000, adv=4.247, sprd=0.015]
Ep 070/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:30,  2.10it/s, loss=0.593, pair=0.000, adv=4.247, sprd=0.015]
Ep 070/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:30,  2.10it/s, loss=0.622, pair=0.000, adv=5.026, sprd=0.021]
Ep 070/80 [S3:+sens]:  58%|█▏| 264/453 [02:05<01:26,  2.18it/s, loss=0.622, pair=0.000, adv=5.026, sprd=0.021]
Ep 070/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:26,  2.18it/s, loss=0.649, pair=0.000, adv=4.520, sprd=0.023]
Ep 070/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:30,  2.07it/s, loss=0.649, pair=0.000, adv=4.520, sprd=0.023]
Ep 070/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:30,  2.07it/s, loss=0.642, pair=0.000, adv=5.281, sprd=0.024]
Ep 070/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:27,  2.15it/s, loss=0.642, pair=0.000, adv=5.281, sprd=0.024]
Ep 070/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.15it/s, loss=0.653, pair=0.000, adv=4.101, sprd=0.024]
Ep 070/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:30,  2.06it/s, loss=0.653, pair=0.000, adv=4.101, sprd=0.024]
Ep 070/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:30,  2.06it/s, loss=0.611, pair=0.000, adv=4.338, sprd=0.015]
Ep 070/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:24,  2.18it/s, loss=0.611, pair=0.000, adv=4.338, sprd=0.015]
Ep 070/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:24,  2.18it/s, loss=0.658, pair=0.002, adv=4.216, sprd=0.028]
Ep 070/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:30,  2.04it/s, loss=0.658, pair=0.002, adv=4.216, sprd=0.028]
Ep 070/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:30,  2.04it/s, loss=0.666, pair=0.000, adv=5.038, sprd=0.025]
Ep 070/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:25,  2.14it/s, loss=0.666, pair=0.000, adv=5.038, sprd=0.025]
Ep 070/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.14it/s, loss=0.694, pair=0.001, adv=5.470, sprd=0.031]
Ep 070/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:33,  1.94it/s, loss=0.694, pair=0.001, adv=5.470, sprd=0.031]
Ep 070/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:33,  1.94it/s, loss=0.599, pair=0.000, adv=5.079, sprd=0.016]
Ep 070/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:27,  2.07it/s, loss=0.599, pair=0.000, adv=5.079, sprd=0.016]
Ep 070/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:27,  2.07it/s, loss=0.635, pair=0.000, adv=4.509, sprd=0.022]
Ep 070/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:30,  1.98it/s, loss=0.635, pair=0.000, adv=4.509, sprd=0.022]
Ep 070/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:30,  1.98it/s, loss=0.638, pair=0.000, adv=4.406, sprd=0.026]
Ep 070/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:26,  2.06it/s, loss=0.638, pair=0.000, adv=4.406, sprd=0.026]
Ep 070/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:26,  2.06it/s, loss=0.653, pair=0.000, adv=4.791, sprd=0.026]
Ep 070/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:29,  1.99it/s, loss=0.653, pair=0.000, adv=4.791, sprd=0.026]
Ep 070/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:29,  1.99it/s, loss=0.658, pair=0.001, adv=4.297, sprd=0.022]
Ep 070/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:23,  2.11it/s, loss=0.658, pair=0.001, adv=4.297, sprd=0.022]
Ep 070/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.11it/s, loss=0.610, pair=0.000, adv=4.996, sprd=0.019]
Ep 070/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.04it/s, loss=0.610, pair=0.000, adv=4.996, sprd=0.019]
Ep 070/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.04it/s, loss=0.672, pair=0.001, adv=4.801, sprd=0.029]
Ep 070/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:22,  2.13it/s, loss=0.672, pair=0.001, adv=4.801, sprd=0.029]
Ep 070/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:22,  2.13it/s, loss=0.630, pair=0.001, adv=5.054, sprd=0.022]
Ep 070/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:26,  2.02it/s, loss=0.630, pair=0.001, adv=5.054, sprd=0.022]
Ep 070/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:26,  2.02it/s, loss=0.642, pair=0.003, adv=4.956, sprd=0.018]
Ep 070/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:19,  2.18it/s, loss=0.642, pair=0.003, adv=4.956, sprd=0.018]
Ep 070/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.18it/s, loss=0.632, pair=0.006, adv=4.280, sprd=0.019]
Ep 070/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.632, pair=0.006, adv=4.280, sprd=0.019]
Ep 070/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.624, pair=0.004, adv=5.017, sprd=0.020]
Ep 070/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.18it/s, loss=0.624, pair=0.004, adv=5.017, sprd=0.020]
Ep 070/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.18it/s, loss=0.619, pair=0.004, adv=3.762, sprd=0.014]
Ep 070/80 [S3:+sens]:  62%|█▏| 283/453 [02:14<01:21,  2.08it/s, loss=0.619, pair=0.004, adv=3.762, sprd=0.014]
Ep 070/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.08it/s, loss=0.608, pair=0.005, adv=4.571, sprd=0.015]
Ep 070/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:16,  2.20it/s, loss=0.608, pair=0.005, adv=4.571, sprd=0.015]
Ep 070/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:16,  2.20it/s, loss=0.633, pair=0.005, adv=5.618, sprd=0.017]
Ep 070/80 [S3:+sens]:  63%|█▎| 285/453 [02:15<01:19,  2.12it/s, loss=0.633, pair=0.005, adv=5.618, sprd=0.017]
Ep 070/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:19,  2.12it/s, loss=0.658, pair=0.008, adv=4.367, sprd=0.024]
Ep 070/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:15,  2.21it/s, loss=0.658, pair=0.008, adv=4.367, sprd=0.024]
Ep 070/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:15,  2.21it/s, loss=0.647, pair=0.004, adv=5.022, sprd=0.024]
Ep 070/80 [S3:+sens]:  63%|█▎| 287/453 [02:16<01:19,  2.09it/s, loss=0.647, pair=0.004, adv=5.022, sprd=0.024]
Ep 070/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.09it/s, loss=0.643, pair=0.005, adv=4.892, sprd=0.024]
Ep 070/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.16it/s, loss=0.643, pair=0.005, adv=4.892, sprd=0.024]
Ep 070/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.16it/s, loss=0.673, pair=0.003, adv=4.801, sprd=0.028]
Ep 070/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:19,  2.07it/s, loss=0.673, pair=0.003, adv=4.801, sprd=0.028]
Ep 070/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:19,  2.07it/s, loss=0.609, pair=0.004, adv=4.057, sprd=0.016]
Ep 070/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:15,  2.17it/s, loss=0.609, pair=0.004, adv=4.057, sprd=0.016]
Ep 070/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:15,  2.17it/s, loss=0.623, pair=0.006, adv=4.777, sprd=0.017]
Ep 070/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:17,  2.10it/s, loss=0.623, pair=0.006, adv=4.777, sprd=0.017]
Ep 070/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:17,  2.10it/s, loss=0.643, pair=0.006, adv=5.327, sprd=0.023]
Ep 070/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:13,  2.19it/s, loss=0.643, pair=0.006, adv=5.327, sprd=0.023]
Ep 070/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:13,  2.19it/s, loss=0.654, pair=0.005, adv=5.901, sprd=0.025]
Ep 070/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:17,  2.07it/s, loss=0.654, pair=0.005, adv=5.901, sprd=0.025]
Ep 070/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:17,  2.07it/s, loss=0.617, pair=0.004, adv=4.217, sprd=0.019]
Ep 070/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.15it/s, loss=0.617, pair=0.004, adv=4.217, sprd=0.019]
Ep 070/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.15it/s, loss=0.604, pair=0.006, adv=5.123, sprd=0.017]
Ep 070/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:17,  2.03it/s, loss=0.604, pair=0.006, adv=5.123, sprd=0.017]
Ep 070/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.03it/s, loss=0.600, pair=0.005, adv=4.055, sprd=0.014]
Ep 070/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.16it/s, loss=0.600, pair=0.005, adv=4.055, sprd=0.014]
Ep 070/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:12,  2.16it/s, loss=0.706, pair=0.003, adv=4.949, sprd=0.024]
Ep 070/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:15,  2.07it/s, loss=0.706, pair=0.003, adv=4.949, sprd=0.024]
Ep 070/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:15,  2.07it/s, loss=0.666, pair=0.005, adv=4.902, sprd=0.026]
Ep 070/80 [S3:+sens]:  66%|█▎| 298/453 [02:21<01:11,  2.16it/s, loss=0.666, pair=0.005, adv=4.902, sprd=0.026]
Ep 070/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.16it/s, loss=0.643, pair=0.007, adv=4.940, sprd=0.022]
Ep 070/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:13,  2.09it/s, loss=0.643, pair=0.007, adv=4.940, sprd=0.022]
Ep 070/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:13,  2.09it/s, loss=0.637, pair=0.005, adv=4.623, sprd=0.021]
Ep 070/80 [S3:+sens]:  66%|█▎| 300/453 [02:22<01:10,  2.18it/s, loss=0.637, pair=0.005, adv=4.623, sprd=0.021]
Ep 070/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.18it/s, loss=0.642, pair=0.005, adv=5.481, sprd=0.024]
Ep 070/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:18,  1.94it/s, loss=0.642, pair=0.005, adv=5.481, sprd=0.024]
Ep 070/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:18,  1.94it/s, loss=0.626, pair=0.005, adv=4.544, sprd=0.019]
Ep 070/80 [S3:+sens]:  67%|█▎| 302/453 [02:23<01:12,  2.08it/s, loss=0.626, pair=0.005, adv=4.544, sprd=0.019]
Ep 070/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:12,  2.08it/s, loss=0.651, pair=0.005, adv=4.260, sprd=0.026]
Ep 070/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:16,  1.95it/s, loss=0.651, pair=0.005, adv=4.260, sprd=0.026]
Ep 070/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:16,  1.95it/s, loss=0.589, pair=0.005, adv=4.796, sprd=0.015]
Ep 070/80 [S3:+sens]:  67%|█▎| 304/453 [02:24<01:11,  2.07it/s, loss=0.589, pair=0.005, adv=4.796, sprd=0.015]
Ep 070/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:11,  2.07it/s, loss=0.654, pair=0.002, adv=4.998, sprd=0.021]
Ep 070/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:12,  2.03it/s, loss=0.654, pair=0.002, adv=4.998, sprd=0.021]
Ep 070/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:12,  2.03it/s, loss=0.672, pair=0.004, adv=3.978, sprd=0.027]
Ep 070/80 [S3:+sens]:  68%|█▎| 306/453 [02:25<01:09,  2.12it/s, loss=0.672, pair=0.004, adv=3.978, sprd=0.027]
Ep 070/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:09,  2.12it/s, loss=0.575, pair=0.004, adv=3.758, sprd=0.011]
Ep 070/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:12,  2.01it/s, loss=0.575, pair=0.004, adv=3.758, sprd=0.011]
Ep 070/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:12,  2.01it/s, loss=0.627, pair=0.001, adv=4.875, sprd=0.018]
Ep 070/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:07,  2.13it/s, loss=0.627, pair=0.001, adv=4.875, sprd=0.018]
Ep 070/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.13it/s, loss=0.652, pair=0.004, adv=4.835, sprd=0.021]
Ep 070/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.08it/s, loss=0.652, pair=0.004, adv=4.835, sprd=0.021]
Ep 070/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.08it/s, loss=0.623, pair=0.002, adv=5.063, sprd=0.017]
Ep 070/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:04,  2.21it/s, loss=0.623, pair=0.002, adv=5.063, sprd=0.017]
Ep 070/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:04,  2.21it/s, loss=0.623, pair=0.001, adv=4.476, sprd=0.020]
Ep 070/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:07,  2.11it/s, loss=0.623, pair=0.001, adv=4.476, sprd=0.020]
Ep 070/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:07,  2.11it/s, loss=0.656, pair=0.002, adv=6.136, sprd=0.028]
Ep 070/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:04,  2.17it/s, loss=0.656, pair=0.002, adv=6.136, sprd=0.028]
Ep 070/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.17it/s, loss=0.633, pair=0.002, adv=4.362, sprd=0.023]
Ep 070/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.05it/s, loss=0.633, pair=0.002, adv=4.362, sprd=0.023]
Ep 070/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.05it/s, loss=0.647, pair=0.000, adv=4.425, sprd=0.022]
Ep 070/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:04,  2.15it/s, loss=0.647, pair=0.000, adv=4.425, sprd=0.022]
Ep 070/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.15it/s, loss=0.629, pair=0.001, adv=4.306, sprd=0.021]
Ep 070/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:07,  2.06it/s, loss=0.629, pair=0.001, adv=4.306, sprd=0.021]
Ep 070/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:07,  2.06it/s, loss=0.649, pair=0.001, adv=4.477, sprd=0.025]
Ep 070/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:04,  2.14it/s, loss=0.649, pair=0.001, adv=4.477, sprd=0.025]
Ep 070/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.14it/s, loss=0.632, pair=0.000, adv=4.604, sprd=0.020]
Ep 070/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.03it/s, loss=0.632, pair=0.000, adv=4.604, sprd=0.020]
Ep 070/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.03it/s, loss=0.665, pair=0.002, adv=5.323, sprd=0.021]
Ep 070/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:02,  2.17it/s, loss=0.665, pair=0.002, adv=5.323, sprd=0.021]
Ep 070/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.17it/s, loss=0.632, pair=0.001, adv=5.010, sprd=0.019]
Ep 070/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.07it/s, loss=0.632, pair=0.001, adv=5.010, sprd=0.019]
Ep 070/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.07it/s, loss=0.607, pair=0.001, adv=4.714, sprd=0.018]
Ep 070/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:01,  2.16it/s, loss=0.607, pair=0.001, adv=4.714, sprd=0.018]
Ep 070/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.16it/s, loss=0.636, pair=0.001, adv=5.348, sprd=0.021]
Ep 070/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.636, pair=0.001, adv=5.348, sprd=0.021]
Ep 070/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.627, pair=0.001, adv=4.454, sprd=0.022]
Ep 070/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:01,  2.14it/s, loss=0.627, pair=0.001, adv=4.454, sprd=0.022]
Ep 070/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.14it/s, loss=0.658, pair=0.002, adv=5.095, sprd=0.024]
Ep 070/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.658, pair=0.002, adv=5.095, sprd=0.024]
Ep 070/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.06it/s, loss=0.593, pair=0.000, adv=4.777, sprd=0.015]
Ep 070/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:59,  2.17it/s, loss=0.593, pair=0.000, adv=4.777, sprd=0.015]
Ep 070/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.17it/s, loss=0.606, pair=0.001, adv=5.016, sprd=0.016]
Ep 070/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:04,  1.99it/s, loss=0.606, pair=0.001, adv=5.016, sprd=0.016]
Ep 070/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:04,  1.99it/s, loss=0.624, pair=0.001, adv=5.024, sprd=0.019]
Ep 070/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:00,  2.09it/s, loss=0.624, pair=0.001, adv=5.024, sprd=0.019]
Ep 070/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:00,  2.09it/s, loss=0.608, pair=0.001, adv=4.236, sprd=0.017]
Ep 070/80 [S3:+sens]:  72%|█▍| 327/453 [02:35<01:01,  2.04it/s, loss=0.608, pair=0.001, adv=4.236, sprd=0.017]
Ep 070/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.04it/s, loss=0.630, pair=0.001, adv=4.769, sprd=0.021]
Ep 070/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.14it/s, loss=0.630, pair=0.001, adv=4.769, sprd=0.021]
Ep 070/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.14it/s, loss=0.646, pair=0.001, adv=4.440, sprd=0.023]
Ep 070/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<01:00,  2.05it/s, loss=0.646, pair=0.001, adv=4.440, sprd=0.023]
Ep 070/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.05it/s, loss=0.639, pair=0.001, adv=4.156, sprd=0.021]
Ep 070/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.14it/s, loss=0.639, pair=0.001, adv=4.156, sprd=0.021]
Ep 070/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.14it/s, loss=0.668, pair=0.001, adv=5.381, sprd=0.028]
Ep 070/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<01:00,  2.03it/s, loss=0.668, pair=0.001, adv=5.381, sprd=0.028]
Ep 070/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<01:00,  2.03it/s, loss=0.600, pair=0.000, adv=4.643, sprd=0.017]
Ep 070/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.14it/s, loss=0.600, pair=0.000, adv=4.643, sprd=0.017]
Ep 070/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.14it/s, loss=0.659, pair=0.000, adv=4.592, sprd=0.022]
Ep 070/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:57,  2.09it/s, loss=0.659, pair=0.000, adv=4.592, sprd=0.022]
Ep 070/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.09it/s, loss=0.651, pair=0.000, adv=4.075, sprd=0.020]
Ep 070/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.21it/s, loss=0.651, pair=0.000, adv=4.075, sprd=0.020]
Ep 070/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.21it/s, loss=0.597, pair=0.000, adv=3.996, sprd=0.016]
Ep 070/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:56,  2.08it/s, loss=0.597, pair=0.000, adv=3.996, sprd=0.016]
Ep 070/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:56,  2.08it/s, loss=0.663, pair=0.000, adv=5.114, sprd=0.029]
Ep 070/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.14it/s, loss=0.663, pair=0.000, adv=5.114, sprd=0.029]
Ep 070/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.14it/s, loss=0.619, pair=0.001, adv=4.442, sprd=0.018]
Ep 070/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.05it/s, loss=0.619, pair=0.001, adv=4.442, sprd=0.018]
Ep 070/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.05it/s, loss=0.619, pair=0.000, adv=4.543, sprd=0.019]
Ep 070/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.619, pair=0.000, adv=4.543, sprd=0.019]
Ep 070/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.619, pair=0.000, adv=4.231, sprd=0.020]
Ep 070/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.04it/s, loss=0.619, pair=0.000, adv=4.231, sprd=0.020]
Ep 070/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.04it/s, loss=0.644, pair=0.000, adv=5.694, sprd=0.023]
Ep 070/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.15it/s, loss=0.644, pair=0.000, adv=5.694, sprd=0.023]
Ep 070/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.15it/s, loss=0.654, pair=0.000, adv=4.736, sprd=0.025]
Ep 070/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.04it/s, loss=0.654, pair=0.000, adv=4.736, sprd=0.025]
Ep 070/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.04it/s, loss=0.620, pair=0.001, adv=4.808, sprd=0.020]
Ep 070/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.14it/s, loss=0.620, pair=0.001, adv=4.808, sprd=0.020]
Ep 070/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.14it/s, loss=0.644, pair=0.000, adv=4.743, sprd=0.024]
Ep 070/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.04it/s, loss=0.644, pair=0.000, adv=4.743, sprd=0.024]
Ep 070/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.04it/s, loss=0.619, pair=0.000, adv=4.415, sprd=0.016]
Ep 070/80 [S3:+sens]:  76%|█▌| 344/453 [02:43<00:50,  2.16it/s, loss=0.619, pair=0.000, adv=4.415, sprd=0.016]
Ep 070/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.16it/s, loss=0.602, pair=0.000, adv=3.691, sprd=0.017]
Ep 070/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.03it/s, loss=0.602, pair=0.000, adv=3.691, sprd=0.017]
Ep 070/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.03it/s, loss=0.670, pair=0.001, adv=4.993, sprd=0.024]
Ep 070/80 [S3:+sens]:  76%|█▌| 346/453 [02:44<00:50,  2.13it/s, loss=0.670, pair=0.001, adv=4.993, sprd=0.024]
Ep 070/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.13it/s, loss=0.670, pair=0.001, adv=5.438, sprd=0.026]
Ep 070/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.06it/s, loss=0.670, pair=0.001, adv=5.438, sprd=0.026]
Ep 070/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.06it/s, loss=0.671, pair=0.000, adv=5.867, sprd=0.029]
Ep 070/80 [S3:+sens]:  77%|█▌| 348/453 [02:45<00:48,  2.15it/s, loss=0.671, pair=0.000, adv=5.867, sprd=0.029]
Ep 070/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.15it/s, loss=0.626, pair=0.000, adv=4.634, sprd=0.023]
Ep 070/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:51,  2.03it/s, loss=0.626, pair=0.000, adv=4.634, sprd=0.023]
Ep 070/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:51,  2.03it/s, loss=0.632, pair=0.004, adv=5.672, sprd=0.023]
Ep 070/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:48,  2.13it/s, loss=0.632, pair=0.004, adv=5.672, sprd=0.023]
Ep 070/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.13it/s, loss=0.671, pair=0.005, adv=4.804, sprd=0.028]
Ep 070/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:50,  2.04it/s, loss=0.671, pair=0.005, adv=4.804, sprd=0.028]
Ep 070/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:50,  2.04it/s, loss=0.604, pair=0.004, adv=3.817, sprd=0.014]
Ep 070/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:46,  2.16it/s, loss=0.604, pair=0.004, adv=3.817, sprd=0.014]
Ep 070/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:46,  2.16it/s, loss=0.656, pair=0.006, adv=5.042, sprd=0.027]
Ep 070/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:51,  1.93it/s, loss=0.656, pair=0.006, adv=5.042, sprd=0.027]
Ep 070/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:51,  1.93it/s, loss=0.607, pair=0.005, adv=4.256, sprd=0.017]
Ep 070/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:48,  2.05it/s, loss=0.607, pair=0.005, adv=4.256, sprd=0.017]
Ep 070/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:48,  2.05it/s, loss=0.612, pair=0.003, adv=4.440, sprd=0.018]
Ep 070/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:49,  1.99it/s, loss=0.612, pair=0.003, adv=4.440, sprd=0.018]
Ep 070/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:49,  1.99it/s, loss=0.618, pair=0.003, adv=5.077, sprd=0.021]
Ep 070/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:46,  2.10it/s, loss=0.618, pair=0.003, adv=5.077, sprd=0.021]
Ep 070/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:46,  2.10it/s, loss=0.533, pair=0.002, adv=3.086, sprd=0.009]
Ep 070/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.06it/s, loss=0.533, pair=0.002, adv=3.086, sprd=0.009]
Ep 070/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.06it/s, loss=0.631, pair=0.001, adv=4.870, sprd=0.019]
Ep 070/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.17it/s, loss=0.631, pair=0.001, adv=4.870, sprd=0.019]
Ep 070/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.17it/s, loss=0.635, pair=0.004, adv=4.319, sprd=0.021]
Ep 070/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.635, pair=0.004, adv=4.319, sprd=0.021]
Ep 070/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.07it/s, loss=0.654, pair=0.002, adv=5.287, sprd=0.020]
Ep 070/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.19it/s, loss=0.654, pair=0.002, adv=5.287, sprd=0.020]
Ep 070/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.19it/s, loss=0.582, pair=0.004, adv=4.392, sprd=0.013]
Ep 070/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.06it/s, loss=0.582, pair=0.004, adv=4.392, sprd=0.013]
Ep 070/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.06it/s, loss=0.614, pair=0.005, adv=4.627, sprd=0.017]
Ep 070/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:42,  2.16it/s, loss=0.614, pair=0.005, adv=4.627, sprd=0.017]
Ep 070/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.16it/s, loss=0.625, pair=0.003, adv=4.564, sprd=0.018]
Ep 070/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.07it/s, loss=0.625, pair=0.003, adv=4.564, sprd=0.018]
Ep 070/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.07it/s, loss=0.632, pair=0.003, adv=4.672, sprd=0.020]
Ep 070/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.18it/s, loss=0.632, pair=0.003, adv=4.672, sprd=0.020]
Ep 070/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:40,  2.18it/s, loss=0.674, pair=0.003, adv=5.174, sprd=0.019]
Ep 070/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.674, pair=0.003, adv=5.174, sprd=0.019]
Ep 070/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.638, pair=0.002, adv=4.742, sprd=0.021]
Ep 070/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.18it/s, loss=0.638, pair=0.002, adv=4.742, sprd=0.021]
Ep 070/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.18it/s, loss=0.646, pair=0.002, adv=5.093, sprd=0.024]
Ep 070/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.06it/s, loss=0.646, pair=0.002, adv=5.093, sprd=0.024]
Ep 070/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.06it/s, loss=0.632, pair=0.001, adv=5.445, sprd=0.021]
Ep 070/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.17it/s, loss=0.632, pair=0.001, adv=5.445, sprd=0.021]
Ep 070/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.17it/s, loss=0.707, pair=0.002, adv=5.540, sprd=0.023]
Ep 070/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:40,  2.07it/s, loss=0.707, pair=0.002, adv=5.540, sprd=0.023]
Ep 070/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:40,  2.07it/s, loss=0.619, pair=0.002, adv=4.975, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.17it/s, loss=0.619, pair=0.002, adv=4.975, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.17it/s, loss=0.624, pair=0.003, adv=4.323, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:40,  2.04it/s, loss=0.624, pair=0.003, adv=4.323, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.04it/s, loss=0.591, pair=0.002, adv=4.766, sprd=0.015]
Ep 070/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.18it/s, loss=0.591, pair=0.002, adv=4.766, sprd=0.015]
Ep 070/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.18it/s, loss=0.625, pair=0.001, adv=4.689, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:38,  2.10it/s, loss=0.625, pair=0.001, adv=4.689, sprd=0.019]
Ep 070/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.10it/s, loss=0.627, pair=0.000, adv=4.767, sprd=0.022]
Ep 070/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.18it/s, loss=0.627, pair=0.000, adv=4.767, sprd=0.022]
Ep 070/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.18it/s, loss=0.640, pair=0.000, adv=4.779, sprd=0.021]
Ep 070/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:37,  2.10it/s, loss=0.640, pair=0.000, adv=4.779, sprd=0.021]
Ep 070/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.10it/s, loss=0.654, pair=0.000, adv=4.678, sprd=0.022]
Ep 070/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:34,  2.22it/s, loss=0.654, pair=0.000, adv=4.678, sprd=0.022]
Ep 070/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:34,  2.22it/s, loss=0.593, pair=0.000, adv=3.930, sprd=0.012]
Ep 070/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.07it/s, loss=0.593, pair=0.000, adv=3.930, sprd=0.012]
Ep 070/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.07it/s, loss=0.621, pair=0.000, adv=4.602, sprd=0.020]
Ep 070/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.621, pair=0.000, adv=4.602, sprd=0.020]
Ep 070/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.653, pair=0.000, adv=4.584, sprd=0.022]
Ep 070/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.08it/s, loss=0.653, pair=0.000, adv=4.584, sprd=0.022]
Ep 070/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.08it/s, loss=0.608, pair=0.000, adv=4.719, sprd=0.017]
Ep 070/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.18it/s, loss=0.608, pair=0.000, adv=4.719, sprd=0.017]
Ep 070/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.18it/s, loss=0.609, pair=0.001, adv=4.314, sprd=0.017]
Ep 070/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:36,  1.99it/s, loss=0.609, pair=0.001, adv=4.314, sprd=0.017]
Ep 070/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:36,  1.99it/s, loss=0.647, pair=0.000, adv=4.964, sprd=0.025]
Ep 070/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:34,  2.09it/s, loss=0.647, pair=0.000, adv=4.964, sprd=0.025]
Ep 070/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:34,  2.09it/s, loss=0.596, pair=0.002, adv=4.332, sprd=0.015]
Ep 070/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.05it/s, loss=0.596, pair=0.002, adv=4.332, sprd=0.015]
Ep 070/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.05it/s, loss=0.631, pair=0.002, adv=4.197, sprd=0.016]
Ep 070/80 [S3:+sens]:  85%|█▋| 384/453 [03:02<00:31,  2.22it/s, loss=0.631, pair=0.002, adv=4.197, sprd=0.016]
Ep 070/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.22it/s, loss=0.574, pair=0.001, adv=3.966, sprd=0.011]
Ep 070/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:31,  2.14it/s, loss=0.574, pair=0.001, adv=3.966, sprd=0.011]
Ep 070/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:31,  2.14it/s, loss=0.622, pair=0.006, adv=4.438, sprd=0.020]
Ep 070/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:30,  2.21it/s, loss=0.622, pair=0.006, adv=4.438, sprd=0.020]
Ep 070/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.21it/s, loss=0.617, pair=0.004, adv=3.876, sprd=0.018]
Ep 070/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.10it/s, loss=0.617, pair=0.004, adv=3.876, sprd=0.018]
Ep 070/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.10it/s, loss=0.642, pair=0.003, adv=5.308, sprd=0.021]
Ep 070/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:29,  2.19it/s, loss=0.642, pair=0.003, adv=5.308, sprd=0.021]
Ep 070/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.19it/s, loss=0.639, pair=0.002, adv=3.761, sprd=0.019]
Ep 070/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.09it/s, loss=0.639, pair=0.002, adv=3.761, sprd=0.019]
Ep 070/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.09it/s, loss=0.666, pair=0.001, adv=4.301, sprd=0.023]
Ep 070/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:28,  2.19it/s, loss=0.666, pair=0.001, adv=4.301, sprd=0.023]
Ep 070/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.670, pair=0.001, adv=5.267, sprd=0.027]
Ep 070/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.06it/s, loss=0.670, pair=0.001, adv=5.267, sprd=0.027]
Ep 070/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.06it/s, loss=0.626, pair=0.003, adv=5.542, sprd=0.021]
Ep 070/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.15it/s, loss=0.626, pair=0.003, adv=5.542, sprd=0.021]
Ep 070/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.15it/s, loss=0.691, pair=0.001, adv=5.020, sprd=0.024]
Ep 070/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.05it/s, loss=0.691, pair=0.001, adv=5.020, sprd=0.024]
Ep 070/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.05it/s, loss=0.646, pair=0.001, adv=5.349, sprd=0.020]
Ep 070/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:27,  2.18it/s, loss=0.646, pair=0.001, adv=5.349, sprd=0.020]
Ep 070/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.18it/s, loss=0.664, pair=0.000, adv=5.066, sprd=0.026]
Ep 070/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.05it/s, loss=0.664, pair=0.000, adv=5.066, sprd=0.026]
Ep 070/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.05it/s, loss=0.613, pair=0.000, adv=4.717, sprd=0.017]
Ep 070/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.16it/s, loss=0.613, pair=0.000, adv=4.717, sprd=0.017]
Ep 070/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.16it/s, loss=0.657, pair=0.003, adv=5.103, sprd=0.023]
Ep 070/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.08it/s, loss=0.657, pair=0.003, adv=5.103, sprd=0.023]
Ep 070/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.08it/s, loss=0.682, pair=0.004, adv=5.886, sprd=0.029]
Ep 070/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.18it/s, loss=0.682, pair=0.004, adv=5.886, sprd=0.029]
Ep 070/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.18it/s, loss=0.654, pair=0.002, adv=5.154, sprd=0.023]
Ep 070/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.08it/s, loss=0.654, pair=0.002, adv=5.154, sprd=0.023]
Ep 070/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.08it/s, loss=0.639, pair=0.001, adv=5.329, sprd=0.025]
Ep 070/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.15it/s, loss=0.639, pair=0.001, adv=5.329, sprd=0.025]
Ep 070/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.15it/s, loss=0.626, pair=0.001, adv=5.064, sprd=0.019]
Ep 070/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.08it/s, loss=0.626, pair=0.001, adv=5.064, sprd=0.019]
Ep 070/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.08it/s, loss=0.631, pair=0.001, adv=4.505, sprd=0.020]
Ep 070/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.17it/s, loss=0.631, pair=0.001, adv=4.505, sprd=0.020]
Ep 070/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.17it/s, loss=0.603, pair=0.001, adv=4.738, sprd=0.017]
Ep 070/80 [S3:+sens]:  89%|█▊| 403/453 [03:11<00:23,  2.09it/s, loss=0.603, pair=0.001, adv=4.738, sprd=0.017]
Ep 070/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.09it/s, loss=0.612, pair=0.001, adv=4.674, sprd=0.018]
Ep 070/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.18it/s, loss=0.612, pair=0.001, adv=4.674, sprd=0.018]
Ep 070/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.18it/s, loss=0.608, pair=0.001, adv=4.548, sprd=0.014]
Ep 070/80 [S3:+sens]:  89%|█▊| 405/453 [03:12<00:22,  2.13it/s, loss=0.608, pair=0.001, adv=4.548, sprd=0.014]
Ep 070/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:22,  2.13it/s, loss=0.634, pair=0.002, adv=4.077, sprd=0.020]
Ep 070/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.21it/s, loss=0.634, pair=0.002, adv=4.077, sprd=0.020]
Ep 070/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.21it/s, loss=0.677, pair=0.006, adv=5.242, sprd=0.027]
Ep 070/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:22,  2.08it/s, loss=0.677, pair=0.006, adv=5.242, sprd=0.027]
Ep 070/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.08it/s, loss=0.612, pair=0.001, adv=4.125, sprd=0.017]
Ep 070/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.20it/s, loss=0.612, pair=0.001, adv=4.125, sprd=0.017]
Ep 070/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.20it/s, loss=0.657, pair=0.001, adv=5.121, sprd=0.026]
Ep 070/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.09it/s, loss=0.657, pair=0.001, adv=5.121, sprd=0.026]
Ep 070/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.09it/s, loss=0.617, pair=0.001, adv=4.613, sprd=0.017]
Ep 070/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.18it/s, loss=0.617, pair=0.001, adv=4.613, sprd=0.017]
Ep 070/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.18it/s, loss=0.619, pair=0.002, adv=4.274, sprd=0.016]
Ep 070/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:21,  1.99it/s, loss=0.619, pair=0.002, adv=4.274, sprd=0.016]
Ep 070/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.99it/s, loss=0.655, pair=0.001, adv=4.027, sprd=0.024]
Ep 070/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.09it/s, loss=0.655, pair=0.001, adv=4.027, sprd=0.024]
Ep 070/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.09it/s, loss=0.711, pair=0.011, adv=5.615, sprd=0.035]
Ep 070/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.02it/s, loss=0.711, pair=0.011, adv=5.615, sprd=0.035]
Ep 070/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.02it/s, loss=0.593, pair=0.000, adv=4.325, sprd=0.014]
Ep 070/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.14it/s, loss=0.593, pair=0.000, adv=4.325, sprd=0.014]
Ep 070/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.14it/s, loss=0.718, pair=0.001, adv=5.437, sprd=0.030]
Ep 070/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.04it/s, loss=0.718, pair=0.001, adv=5.437, sprd=0.030]
Ep 070/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.04it/s, loss=0.644, pair=0.002, adv=4.577, sprd=0.021]
Ep 070/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.14it/s, loss=0.644, pair=0.002, adv=4.577, sprd=0.021]
Ep 070/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.14it/s, loss=0.637, pair=0.001, adv=4.013, sprd=0.023]
Ep 070/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.02it/s, loss=0.637, pair=0.001, adv=4.013, sprd=0.023]
Ep 070/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.02it/s, loss=0.679, pair=0.006, adv=5.625, sprd=0.032]
Ep 070/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.10it/s, loss=0.679, pair=0.006, adv=5.625, sprd=0.032]
Ep 070/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.10it/s, loss=0.669, pair=0.004, adv=4.361, sprd=0.019]
Ep 070/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.01it/s, loss=0.669, pair=0.004, adv=4.361, sprd=0.019]
Ep 070/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.01it/s, loss=0.659, pair=0.004, adv=5.144, sprd=0.025]
Ep 070/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.12it/s, loss=0.659, pair=0.004, adv=5.144, sprd=0.025]
Ep 070/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.12it/s, loss=0.651, pair=0.006, adv=4.386, sprd=0.023]
Ep 070/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.06it/s, loss=0.651, pair=0.006, adv=4.386, sprd=0.023]
Ep 070/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.06it/s, loss=0.623, pair=0.003, adv=4.962, sprd=0.017]
Ep 070/80 [S3:+sens]:  93%|█▊| 422/453 [03:20<00:14,  2.18it/s, loss=0.623, pair=0.003, adv=4.962, sprd=0.017]
Ep 070/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.18it/s, loss=0.652, pair=0.003, adv=4.420, sprd=0.023]
Ep 070/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.08it/s, loss=0.652, pair=0.003, adv=4.420, sprd=0.023]
Ep 070/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.08it/s, loss=0.607, pair=0.002, adv=4.722, sprd=0.017]
Ep 070/80 [S3:+sens]:  94%|█▊| 424/453 [03:21<00:13,  2.18it/s, loss=0.607, pair=0.002, adv=4.722, sprd=0.017]
Ep 070/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.18it/s, loss=0.606, pair=0.003, adv=4.038, sprd=0.015]
Ep 070/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.10it/s, loss=0.606, pair=0.003, adv=4.038, sprd=0.015]
Ep 070/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.10it/s, loss=0.666, pair=0.002, adv=5.516, sprd=0.030]
Ep 070/80 [S3:+sens]:  94%|█▉| 426/453 [03:22<00:12,  2.15it/s, loss=0.666, pair=0.002, adv=5.516, sprd=0.030]
Ep 070/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.15it/s, loss=0.658, pair=0.003, adv=5.060, sprd=0.028]
Ep 070/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.02it/s, loss=0.658, pair=0.003, adv=5.060, sprd=0.028]
Ep 070/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.02it/s, loss=0.657, pair=0.004, adv=4.733, sprd=0.024]
Ep 070/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:11,  2.12it/s, loss=0.657, pair=0.004, adv=4.733, sprd=0.024]
Ep 070/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.12it/s, loss=0.685, pair=0.002, adv=4.793, sprd=0.034]
Ep 070/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.02it/s, loss=0.685, pair=0.002, adv=4.793, sprd=0.034]
Ep 070/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.02it/s, loss=0.648, pair=0.002, adv=5.264, sprd=0.022]
Ep 070/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.14it/s, loss=0.648, pair=0.002, adv=5.264, sprd=0.022]
Ep 070/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.14it/s, loss=0.617, pair=0.000, adv=3.591, sprd=0.012]
Ep 070/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.05it/s, loss=0.617, pair=0.000, adv=3.591, sprd=0.012]
Ep 070/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.05it/s, loss=0.622, pair=0.000, adv=4.503, sprd=0.017]
Ep 070/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.18it/s, loss=0.622, pair=0.000, adv=4.503, sprd=0.017]
Ep 070/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.18it/s, loss=0.647, pair=0.001, adv=4.932, sprd=0.024]
Ep 070/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.08it/s, loss=0.647, pair=0.001, adv=4.932, sprd=0.024]
Ep 070/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.08it/s, loss=0.676, pair=0.000, adv=4.547, sprd=0.030]
Ep 070/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.15it/s, loss=0.676, pair=0.000, adv=4.547, sprd=0.030]
Ep 070/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.15it/s, loss=0.654, pair=0.001, adv=3.240, sprd=0.028]
Ep 070/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:09,  1.91it/s, loss=0.654, pair=0.001, adv=3.240, sprd=0.028]
Ep 070/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:09,  1.91it/s, loss=0.639, pair=0.000, adv=4.549, sprd=0.020]
Ep 070/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:08,  2.04it/s, loss=0.639, pair=0.000, adv=4.549, sprd=0.020]
Ep 070/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:08,  2.04it/s, loss=0.646, pair=0.000, adv=5.025, sprd=0.021]
Ep 070/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.01it/s, loss=0.646, pair=0.000, adv=5.025, sprd=0.021]
Ep 070/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.01it/s, loss=0.617, pair=0.000, adv=4.225, sprd=0.015]
Ep 070/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.15it/s, loss=0.617, pair=0.000, adv=4.225, sprd=0.015]
Ep 070/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.15it/s, loss=0.624, pair=0.000, adv=3.675, sprd=0.019]
Ep 070/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.624, pair=0.000, adv=3.675, sprd=0.019]
Ep 070/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.615, pair=0.001, adv=4.314, sprd=0.021]
Ep 070/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.12it/s, loss=0.615, pair=0.001, adv=4.314, sprd=0.021]
Ep 070/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.12it/s, loss=0.623, pair=0.000, adv=4.675, sprd=0.018]
Ep 070/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.04it/s, loss=0.623, pair=0.000, adv=4.675, sprd=0.018]
Ep 070/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.04it/s, loss=0.627, pair=0.000, adv=5.258, sprd=0.018]
Ep 070/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.17it/s, loss=0.627, pair=0.000, adv=5.258, sprd=0.018]
Ep 070/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.17it/s, loss=0.625, pair=0.000, adv=4.679, sprd=0.019]
Ep 070/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.625, pair=0.000, adv=4.679, sprd=0.019]
Ep 070/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.614, pair=0.001, adv=4.160, sprd=0.020]
Ep 070/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.14it/s, loss=0.614, pair=0.001, adv=4.160, sprd=0.020]
Ep 070/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.14it/s, loss=0.653, pair=0.000, adv=4.217, sprd=0.021]
Ep 070/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.07it/s, loss=0.653, pair=0.000, adv=4.217, sprd=0.021]
Ep 070/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.07it/s, loss=0.599, pair=0.000, adv=3.901, sprd=0.015]
Ep 070/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.19it/s, loss=0.599, pair=0.000, adv=3.901, sprd=0.015]
Ep 070/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.19it/s, loss=0.704, pair=0.001, adv=4.794, sprd=0.033]
Ep 070/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.08it/s, loss=0.704, pair=0.001, adv=4.794, sprd=0.033]
Ep 070/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.08it/s, loss=0.594, pair=0.001, adv=4.471, sprd=0.017]
Ep 070/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.17it/s, loss=0.594, pair=0.001, adv=4.471, sprd=0.017]
Ep 070/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.17it/s, loss=0.686, pair=0.000, adv=4.732, sprd=0.031]
Ep 070/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.05it/s, loss=0.686, pair=0.000, adv=4.732, sprd=0.031]
Ep 070/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.05it/s, loss=0.597, pair=0.000, adv=4.746, sprd=0.017]
Ep 070/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.14it/s, loss=0.597, pair=0.000, adv=4.746, sprd=0.017]
Ep 070/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.14it/s, loss=0.683, pair=0.000, adv=4.202, sprd=0.030]
Ep 070/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.03it/s, loss=0.683, pair=0.000, adv=4.202, sprd=0.030]
Ep 070/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.03it/s, loss=0.623, pair=0.001, adv=3.678, sprd=0.017]
Ep 070/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.623, pair=0.001, adv=3.678, sprd=0.017]
Ep 070/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.605, pair=0.000, adv=4.256, sprd=0.015]
Ep 070/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.06it/s, loss=0.605, pair=0.000, adv=4.256, sprd=0.015]
                                                                                                              
Epoch 070/80 [S3:+sens]  loss=0.6390  mat=0.2686  sens=1.0504  pair=0.0112  adv=4.7815(rand=3.47)  deg=0.0039  orth=0.0011  spread=0.0209  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=9.36e-06  216s

Ep 071/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 071/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.710, pair=0.001, adv=5.192, sprd=0.026]
Ep 071/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:28,  1.13s/it, loss=0.710, pair=0.001, adv=5.192, sprd=0.026]
Ep 071/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:28,  1.13s/it, loss=0.621, pair=0.000, adv=4.644, sprd=0.019]
Ep 071/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:17,  1.42it/s, loss=0.621, pair=0.000, adv=4.644, sprd=0.019]
Ep 071/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:17,  1.42it/s, loss=0.655, pair=0.001, adv=4.837, sprd=0.023]
Ep 071/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:43,  1.59it/s, loss=0.655, pair=0.001, adv=4.837, sprd=0.023]
Ep 071/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:43,  1.59it/s, loss=0.604, pair=0.000, adv=4.322, sprd=0.016]
Ep 071/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.604, pair=0.000, adv=4.322, sprd=0.016]
Ep 071/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.621, pair=0.000, adv=4.645, sprd=0.018]
Ep 071/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:55,  1.90it/s, loss=0.621, pair=0.000, adv=4.645, sprd=0.018]
Ep 071/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:55,  1.90it/s, loss=0.597, pair=0.000, adv=3.597, sprd=0.013]
Ep 071/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:34,  2.08it/s, loss=0.597, pair=0.000, adv=3.597, sprd=0.013]
Ep 071/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:34,  2.08it/s, loss=0.646, pair=0.000, adv=4.084, sprd=0.023]
Ep 071/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:43,  1.99it/s, loss=0.646, pair=0.000, adv=4.084, sprd=0.023]
Ep 071/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:43,  1.99it/s, loss=0.647, pair=0.000, adv=5.278, sprd=0.022]
Ep 071/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:40,  2.02it/s, loss=0.647, pair=0.000, adv=5.278, sprd=0.022]
Ep 071/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:40,  2.02it/s, loss=0.627, pair=0.000, adv=4.425, sprd=0.021]
Ep 071/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:48,  1.94it/s, loss=0.627, pair=0.000, adv=4.425, sprd=0.021]
Ep 071/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:48,  1.94it/s, loss=0.633, pair=0.000, adv=4.531, sprd=0.025]
Ep 071/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:37,  2.03it/s, loss=0.633, pair=0.000, adv=4.531, sprd=0.025]
Ep 071/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:37,  2.03it/s, loss=0.686, pair=0.000, adv=5.199, sprd=0.028]
Ep 071/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:42,  1.98it/s, loss=0.686, pair=0.000, adv=5.199, sprd=0.028]
Ep 071/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:42,  1.98it/s, loss=0.608, pair=0.000, adv=4.471, sprd=0.015]
Ep 071/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:28,  2.11it/s, loss=0.608, pair=0.000, adv=4.471, sprd=0.015]
Ep 071/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:28,  2.11it/s, loss=0.658, pair=0.000, adv=4.433, sprd=0.017]
Ep 071/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:35,  2.04it/s, loss=0.658, pair=0.000, adv=4.433, sprd=0.017]
Ep 071/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:35,  2.04it/s, loss=0.587, pair=0.001, adv=3.956, sprd=0.013]
Ep 071/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.587, pair=0.001, adv=3.956, sprd=0.013]
Ep 071/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:24,  2.15it/s, loss=0.677, pair=0.000, adv=4.650, sprd=0.021]
Ep 071/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:31,  2.07it/s, loss=0.677, pair=0.000, adv=4.650, sprd=0.021]
Ep 071/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:31,  2.07it/s, loss=0.637, pair=0.000, adv=4.225, sprd=0.021]
Ep 071/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.637, pair=0.000, adv=4.225, sprd=0.021]
Ep 071/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.697, pair=0.000, adv=5.528, sprd=0.032]
Ep 071/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:32,  2.05it/s, loss=0.697, pair=0.000, adv=5.528, sprd=0.032]
Ep 071/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:32,  2.05it/s, loss=0.649, pair=0.000, adv=4.734, sprd=0.022]
Ep 071/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.14it/s, loss=0.649, pair=0.000, adv=4.734, sprd=0.022]
Ep 071/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:22,  2.14it/s, loss=0.657, pair=0.000, adv=4.786, sprd=0.026]
Ep 071/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:33,  2.03it/s, loss=0.657, pair=0.000, adv=4.786, sprd=0.026]
Ep 071/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:33,  2.03it/s, loss=0.595, pair=0.000, adv=4.280, sprd=0.015]
Ep 071/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.595, pair=0.000, adv=4.280, sprd=0.015]
Ep 071/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:23,  2.13it/s, loss=0.648, pair=0.002, adv=4.823, sprd=0.022]
Ep 071/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:29,  2.06it/s, loss=0.648, pair=0.002, adv=4.823, sprd=0.022]
Ep 071/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:29,  2.06it/s, loss=0.640, pair=0.001, adv=4.150, sprd=0.019]
Ep 071/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.640, pair=0.001, adv=4.150, sprd=0.019]
Ep 071/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.632, pair=0.002, adv=5.364, sprd=0.021]
Ep 071/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:28,  2.06it/s, loss=0.632, pair=0.002, adv=5.364, sprd=0.021]
Ep 071/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:28,  2.06it/s, loss=0.613, pair=0.002, adv=5.634, sprd=0.021]
Ep 071/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.613, pair=0.002, adv=5.634, sprd=0.021]
Ep 071/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.623, pair=0.002, adv=5.194, sprd=0.019]
Ep 071/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:27,  2.07it/s, loss=0.623, pair=0.002, adv=5.194, sprd=0.019]
Ep 071/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:27,  2.07it/s, loss=0.620, pair=0.001, adv=5.080, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:19,  2.14it/s, loss=0.620, pair=0.001, adv=5.080, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:19,  2.14it/s, loss=0.631, pair=0.001, adv=4.281, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:29,  2.04it/s, loss=0.631, pair=0.001, adv=4.281, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:29,  2.04it/s, loss=0.646, pair=0.001, adv=4.114, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:18,  2.14it/s, loss=0.646, pair=0.001, adv=4.114, sprd=0.021]
Ep 071/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:18,  2.14it/s, loss=0.654, pair=0.002, adv=5.113, sprd=0.024]
Ep 071/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.03it/s, loss=0.654, pair=0.002, adv=5.113, sprd=0.024]
Ep 071/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.03it/s, loss=0.659, pair=0.002, adv=4.666, sprd=0.025]
Ep 071/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:18,  2.13it/s, loss=0.659, pair=0.002, adv=4.666, sprd=0.025]
Ep 071/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.635, pair=0.002, adv=5.137, sprd=0.021]
Ep 071/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:25,  2.05it/s, loss=0.635, pair=0.002, adv=5.137, sprd=0.021]
Ep 071/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:25,  2.05it/s, loss=0.656, pair=0.005, adv=4.942, sprd=0.028]
Ep 071/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:18,  2.12it/s, loss=0.656, pair=0.005, adv=4.942, sprd=0.028]
Ep 071/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:18,  2.12it/s, loss=0.621, pair=0.005, adv=3.790, sprd=0.015]
Ep 071/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.05it/s, loss=0.621, pair=0.005, adv=3.790, sprd=0.015]
Ep 071/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:24,  2.05it/s, loss=0.617, pair=0.001, adv=4.137, sprd=0.018]
Ep 071/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:14,  2.15it/s, loss=0.617, pair=0.001, adv=4.137, sprd=0.018]
Ep 071/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:14,  2.15it/s, loss=0.657, pair=0.004, adv=4.975, sprd=0.020]
Ep 071/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:33,  1.96it/s, loss=0.657, pair=0.004, adv=4.975, sprd=0.020]
Ep 071/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:33,  1.96it/s, loss=0.593, pair=0.004, adv=3.621, sprd=0.015]
Ep 071/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:20,  2.07it/s, loss=0.593, pair=0.004, adv=3.621, sprd=0.015]
Ep 071/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:20,  2.07it/s, loss=0.629, pair=0.005, adv=4.221, sprd=0.022]
Ep 071/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:31,  1.97it/s, loss=0.629, pair=0.005, adv=4.221, sprd=0.022]
Ep 071/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:31,  1.97it/s, loss=0.645, pair=0.003, adv=5.005, sprd=0.026]
Ep 071/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:20,  2.07it/s, loss=0.645, pair=0.003, adv=5.005, sprd=0.026]
Ep 071/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:20,  2.07it/s, loss=0.609, pair=0.002, adv=4.393, sprd=0.017]
Ep 071/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:28,  1.98it/s, loss=0.609, pair=0.002, adv=4.393, sprd=0.017]
Ep 071/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:28,  1.98it/s, loss=0.618, pair=0.001, adv=4.402, sprd=0.018]
Ep 071/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:16,  2.10it/s, loss=0.618, pair=0.001, adv=4.402, sprd=0.018]
Ep 071/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:16,  2.10it/s, loss=0.603, pair=0.000, adv=4.344, sprd=0.015]
Ep 071/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.06it/s, loss=0.603, pair=0.000, adv=4.344, sprd=0.015]
Ep 071/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.06it/s, loss=0.627, pair=0.001, adv=3.759, sprd=0.017]
Ep 071/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:04,  2.23it/s, loss=0.627, pair=0.001, adv=3.759, sprd=0.017]
Ep 071/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:04,  2.23it/s, loss=0.645, pair=0.002, adv=4.909, sprd=0.023]
Ep 071/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:14,  2.11it/s, loss=0.645, pair=0.002, adv=4.909, sprd=0.023]
Ep 071/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:14,  2.11it/s, loss=0.649, pair=0.003, adv=4.743, sprd=0.026]
Ep 071/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.649, pair=0.003, adv=4.743, sprd=0.026]
Ep 071/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:08,  2.17it/s, loss=0.636, pair=0.001, adv=5.601, sprd=0.021]
Ep 071/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.636, pair=0.001, adv=5.601, sprd=0.021]
Ep 071/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.654, pair=0.000, adv=4.797, sprd=0.028]
Ep 071/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:10,  2.14it/s, loss=0.654, pair=0.000, adv=4.797, sprd=0.028]
Ep 071/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:10,  2.14it/s, loss=0.732, pair=0.001, adv=5.737, sprd=0.025]
Ep 071/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.09it/s, loss=0.732, pair=0.001, adv=5.737, sprd=0.025]
Ep 071/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:14,  2.09it/s, loss=0.642, pair=0.001, adv=5.129, sprd=0.022]
Ep 071/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:05,  2.19it/s, loss=0.642, pair=0.001, adv=5.129, sprd=0.022]
Ep 071/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:05,  2.19it/s, loss=0.695, pair=0.002, adv=6.035, sprd=0.031]
Ep 071/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.08it/s, loss=0.695, pair=0.002, adv=6.035, sprd=0.031]
Ep 071/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.08it/s, loss=0.654, pair=0.001, adv=5.331, sprd=0.024]
Ep 071/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.18it/s, loss=0.654, pair=0.001, adv=5.331, sprd=0.024]
Ep 071/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.18it/s, loss=0.619, pair=0.000, adv=4.122, sprd=0.018]
Ep 071/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:12,  2.09it/s, loss=0.619, pair=0.000, adv=4.122, sprd=0.018]
Ep 071/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:12,  2.09it/s, loss=0.652, pair=0.001, adv=4.731, sprd=0.027]
Ep 071/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.652, pair=0.001, adv=4.731, sprd=0.027]
Ep 071/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.648, pair=0.001, adv=5.084, sprd=0.024]
Ep 071/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:15,  2.05it/s, loss=0.648, pair=0.001, adv=5.084, sprd=0.024]
Ep 071/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:15,  2.05it/s, loss=0.677, pair=0.005, adv=4.063, sprd=0.028]
Ep 071/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.677, pair=0.005, adv=4.063, sprd=0.028]
Ep 071/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:07,  2.13it/s, loss=0.629, pair=0.000, adv=5.025, sprd=0.020]
Ep 071/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:11,  2.08it/s, loss=0.629, pair=0.000, adv=5.025, sprd=0.020]
Ep 071/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:11,  2.08it/s, loss=0.645, pair=0.001, adv=4.576, sprd=0.022]
Ep 071/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:03,  2.17it/s, loss=0.645, pair=0.001, adv=4.576, sprd=0.022]
Ep 071/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:03,  2.17it/s, loss=0.691, pair=0.000, adv=4.629, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:08,  2.10it/s, loss=0.691, pair=0.000, adv=4.629, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:08,  2.10it/s, loss=0.630, pair=0.001, adv=4.917, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.630, pair=0.001, adv=4.917, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.642, pair=0.001, adv=4.803, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:10,  2.07it/s, loss=0.642, pair=0.001, adv=4.803, sprd=0.021]
Ep 071/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:10,  2.07it/s, loss=0.643, pair=0.000, adv=4.303, sprd=0.023]
Ep 071/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.16it/s, loss=0.643, pair=0.000, adv=4.303, sprd=0.023]
Ep 071/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.16it/s, loss=0.634, pair=0.000, adv=4.447, sprd=0.024]
Ep 071/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:10,  2.06it/s, loss=0.634, pair=0.000, adv=4.447, sprd=0.024]
Ep 071/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:10,  2.06it/s, loss=0.655, pair=0.000, adv=4.103, sprd=0.022]
Ep 071/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.16it/s, loss=0.655, pair=0.000, adv=4.103, sprd=0.022]
Ep 071/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:00,  2.16it/s, loss=0.646, pair=0.000, adv=3.775, sprd=0.014]
Ep 071/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:07,  2.08it/s, loss=0.646, pair=0.000, adv=3.775, sprd=0.014]
Ep 071/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:07,  2.08it/s, loss=0.678, pair=0.000, adv=5.608, sprd=0.028]
Ep 071/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:09,  2.05it/s, loss=0.678, pair=0.000, adv=5.608, sprd=0.028]
Ep 071/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:09,  2.05it/s, loss=0.602, pair=0.000, adv=4.222, sprd=0.019]
Ep 071/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:18,  1.96it/s, loss=0.602, pair=0.000, adv=4.222, sprd=0.019]
Ep 071/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:18,  1.96it/s, loss=0.619, pair=0.000, adv=5.095, sprd=0.018]
Ep 071/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:06,  2.08it/s, loss=0.619, pair=0.000, adv=5.095, sprd=0.018]
Ep 071/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:06,  2.08it/s, loss=0.639, pair=0.000, adv=4.631, sprd=0.024]
Ep 071/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:13,  1.99it/s, loss=0.639, pair=0.000, adv=4.631, sprd=0.024]
Ep 071/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:13,  1.99it/s, loss=0.624, pair=0.000, adv=4.108, sprd=0.015]
Ep 071/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.15it/s, loss=0.624, pair=0.000, adv=4.108, sprd=0.015]
Ep 071/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.15it/s, loss=0.670, pair=0.000, adv=4.995, sprd=0.031]
Ep 071/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:07,  2.05it/s, loss=0.670, pair=0.000, adv=4.995, sprd=0.031]
Ep 071/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:07,  2.05it/s, loss=0.606, pair=0.001, adv=3.864, sprd=0.017]
Ep 071/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.606, pair=0.001, adv=3.864, sprd=0.017]
Ep 071/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.610, pair=0.001, adv=3.519, sprd=0.013]
Ep 071/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.10it/s, loss=0.610, pair=0.001, adv=3.519, sprd=0.013]
Ep 071/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.10it/s, loss=0.651, pair=0.000, adv=5.333, sprd=0.026]
Ep 071/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:55,  2.17it/s, loss=0.651, pair=0.000, adv=5.333, sprd=0.026]
Ep 071/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:55,  2.17it/s, loss=0.615, pair=0.000, adv=4.231, sprd=0.014]
Ep 071/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:58,  2.13it/s, loss=0.615, pair=0.000, adv=4.231, sprd=0.014]
Ep 071/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:58,  2.13it/s, loss=0.624, pair=0.000, adv=4.330, sprd=0.020]
Ep 071/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:52,  2.19it/s, loss=0.624, pair=0.000, adv=4.330, sprd=0.020]
Ep 071/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:52,  2.19it/s, loss=0.649, pair=0.000, adv=4.408, sprd=0.023]
Ep 071/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:01,  2.08it/s, loss=0.649, pair=0.000, adv=4.408, sprd=0.023]
Ep 071/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:01,  2.08it/s, loss=0.641, pair=0.000, adv=4.759, sprd=0.023]
Ep 071/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:54,  2.16it/s, loss=0.641, pair=0.000, adv=4.759, sprd=0.023]
Ep 071/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:54,  2.16it/s, loss=0.606, pair=0.000, adv=4.776, sprd=0.017]
Ep 071/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.606, pair=0.000, adv=4.776, sprd=0.017]
Ep 071/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.663, pair=0.000, adv=5.255, sprd=0.029]
Ep 071/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.15it/s, loss=0.663, pair=0.000, adv=5.255, sprd=0.029]
Ep 071/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.15it/s, loss=0.615, pair=0.000, adv=4.677, sprd=0.020]
Ep 071/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:02,  2.05it/s, loss=0.615, pair=0.000, adv=4.677, sprd=0.020]
Ep 071/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:02,  2.05it/s, loss=0.692, pair=0.000, adv=4.635, sprd=0.031]
Ep 071/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:53,  2.14it/s, loss=0.692, pair=0.000, adv=4.635, sprd=0.031]
Ep 071/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:53,  2.14it/s, loss=0.644, pair=0.004, adv=4.421, sprd=0.021]
Ep 071/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:00,  2.06it/s, loss=0.644, pair=0.004, adv=4.421, sprd=0.021]
Ep 071/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:00,  2.06it/s, loss=0.630, pair=0.000, adv=5.129, sprd=0.019]
Ep 071/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:51,  2.17it/s, loss=0.630, pair=0.000, adv=5.129, sprd=0.019]
Ep 071/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:51,  2.17it/s, loss=0.606, pair=0.000, adv=3.543, sprd=0.016]
Ep 071/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.606, pair=0.000, adv=3.543, sprd=0.016]
Ep 071/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:59,  2.06it/s, loss=0.633, pair=0.000, adv=5.500, sprd=0.022]
Ep 071/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.15it/s, loss=0.633, pair=0.000, adv=5.500, sprd=0.022]
Ep 071/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:51,  2.15it/s, loss=0.606, pair=0.000, adv=4.045, sprd=0.017]
Ep 071/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.606, pair=0.000, adv=4.045, sprd=0.017]
Ep 071/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.04it/s, loss=0.628, pair=0.001, adv=5.230, sprd=0.021]
Ep 071/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.628, pair=0.001, adv=5.230, sprd=0.021]
Ep 071/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:51,  2.14it/s, loss=0.646, pair=0.000, adv=4.640, sprd=0.019]
Ep 071/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:05,  1.98it/s, loss=0.646, pair=0.000, adv=4.640, sprd=0.019]
Ep 071/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:05,  1.98it/s, loss=0.629, pair=0.000, adv=4.243, sprd=0.020]
Ep 071/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:55,  2.07it/s, loss=0.629, pair=0.000, adv=4.243, sprd=0.020]
Ep 071/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:55,  2.07it/s, loss=0.586, pair=0.000, adv=4.188, sprd=0.014]
Ep 071/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:02,  1.99it/s, loss=0.586, pair=0.000, adv=4.188, sprd=0.014]
Ep 071/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:02,  1.99it/s, loss=0.622, pair=0.000, adv=4.400, sprd=0.017]
Ep 071/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.622, pair=0.000, adv=4.400, sprd=0.017]
Ep 071/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:50,  2.13it/s, loss=0.613, pair=0.000, adv=4.013, sprd=0.015]
Ep 071/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.07it/s, loss=0.613, pair=0.000, adv=4.013, sprd=0.015]
Ep 071/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.07it/s, loss=0.654, pair=0.000, adv=5.580, sprd=0.025]
Ep 071/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.654, pair=0.000, adv=5.580, sprd=0.025]
Ep 071/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:46,  2.17it/s, loss=0.674, pair=0.000, adv=5.190, sprd=0.028]
Ep 071/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.674, pair=0.000, adv=5.190, sprd=0.028]
Ep 071/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.642, pair=0.000, adv=5.094, sprd=0.021]
Ep 071/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.15it/s, loss=0.642, pair=0.000, adv=5.094, sprd=0.021]
Ep 071/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.15it/s, loss=0.629, pair=0.000, adv=3.734, sprd=0.017]
Ep 071/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:50,  2.10it/s, loss=0.629, pair=0.000, adv=3.734, sprd=0.017]
Ep 071/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:50,  2.10it/s, loss=0.626, pair=0.000, adv=4.267, sprd=0.017]
Ep 071/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:42,  2.19it/s, loss=0.626, pair=0.000, adv=4.267, sprd=0.017]
Ep 071/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:42,  2.19it/s, loss=0.663, pair=0.000, adv=3.786, sprd=0.022]
Ep 071/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:51,  2.07it/s, loss=0.663, pair=0.000, adv=3.786, sprd=0.022]
Ep 071/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:51,  2.07it/s, loss=0.662, pair=0.000, adv=5.322, sprd=0.026]
Ep 071/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.15it/s, loss=0.662, pair=0.000, adv=5.322, sprd=0.026]
Ep 071/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.15it/s, loss=0.646, pair=0.000, adv=3.936, sprd=0.024]
Ep 071/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:54,  2.03it/s, loss=0.646, pair=0.000, adv=3.936, sprd=0.024]
Ep 071/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:54,  2.03it/s, loss=0.656, pair=0.000, adv=4.921, sprd=0.024]
Ep 071/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:45,  2.13it/s, loss=0.656, pair=0.000, adv=4.921, sprd=0.024]
Ep 071/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:45,  2.13it/s, loss=0.650, pair=0.001, adv=4.555, sprd=0.022]
Ep 071/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:49,  2.08it/s, loss=0.650, pair=0.001, adv=4.555, sprd=0.022]
Ep 071/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:49,  2.08it/s, loss=0.606, pair=0.000, adv=3.834, sprd=0.015]
Ep 071/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.18it/s, loss=0.606, pair=0.000, adv=3.834, sprd=0.015]
Ep 071/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.18it/s, loss=0.494, pair=0.000, adv=2.673, sprd=0.010]
Ep 071/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:46,  2.10it/s, loss=0.494, pair=0.000, adv=2.673, sprd=0.010]
Ep 071/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:46,  2.10it/s, loss=0.643, pair=0.001, adv=4.923, sprd=0.021]
Ep 071/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:38,  2.21it/s, loss=0.643, pair=0.001, adv=4.923, sprd=0.021]
Ep 071/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:38,  2.21it/s, loss=0.634, pair=0.000, adv=4.786, sprd=0.019]
Ep 071/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:44,  2.11it/s, loss=0.634, pair=0.000, adv=4.786, sprd=0.019]
Ep 071/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:44,  2.11it/s, loss=0.629, pair=0.001, adv=4.242, sprd=0.020]
Ep 071/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:38,  2.19it/s, loss=0.629, pair=0.001, adv=4.242, sprd=0.020]
Ep 071/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:38,  2.19it/s, loss=0.623, pair=0.001, adv=4.508, sprd=0.021]
Ep 071/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:47,  2.07it/s, loss=0.623, pair=0.001, adv=4.508, sprd=0.021]
Ep 071/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:47,  2.07it/s, loss=0.648, pair=0.000, adv=3.995, sprd=0.024]
Ep 071/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.14it/s, loss=0.648, pair=0.000, adv=3.995, sprd=0.024]
Ep 071/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.14it/s, loss=0.718, pair=0.001, adv=4.752, sprd=0.028]
Ep 071/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:49,  2.03it/s, loss=0.718, pair=0.001, adv=4.752, sprd=0.028]
Ep 071/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:49,  2.03it/s, loss=0.665, pair=0.002, adv=4.801, sprd=0.026]
Ep 071/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:41,  2.12it/s, loss=0.665, pair=0.002, adv=4.801, sprd=0.026]
Ep 071/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:41,  2.12it/s, loss=0.618, pair=0.000, adv=4.220, sprd=0.022]
Ep 071/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:49,  2.02it/s, loss=0.618, pair=0.000, adv=4.220, sprd=0.022]
Ep 071/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:49,  2.02it/s, loss=0.623, pair=0.002, adv=4.002, sprd=0.019]
Ep 071/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:39,  2.13it/s, loss=0.623, pair=0.002, adv=4.002, sprd=0.019]
Ep 071/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:39,  2.13it/s, loss=0.615, pair=0.003, adv=4.684, sprd=0.017]
Ep 071/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.06it/s, loss=0.615, pair=0.003, adv=4.684, sprd=0.017]
Ep 071/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.06it/s, loss=0.625, pair=0.009, adv=3.754, sprd=0.013]
Ep 071/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:32,  2.22it/s, loss=0.625, pair=0.009, adv=3.754, sprd=0.013]
Ep 071/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:32,  2.22it/s, loss=0.563, pair=0.006, adv=3.141, sprd=0.011]
Ep 071/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:49,  1.99it/s, loss=0.563, pair=0.006, adv=3.141, sprd=0.011]
Ep 071/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:49,  1.99it/s, loss=0.643, pair=0.009, adv=5.087, sprd=0.025]
Ep 071/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:41,  2.08it/s, loss=0.643, pair=0.009, adv=5.087, sprd=0.025]
Ep 071/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:41,  2.08it/s, loss=0.634, pair=0.002, adv=5.085, sprd=0.023]
Ep 071/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:49,  1.98it/s, loss=0.634, pair=0.002, adv=5.085, sprd=0.023]
Ep 071/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:49,  1.98it/s, loss=0.652, pair=0.004, adv=4.984, sprd=0.020]
Ep 071/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:37,  2.13it/s, loss=0.652, pair=0.004, adv=4.984, sprd=0.020]
Ep 071/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:37,  2.13it/s, loss=0.662, pair=0.004, adv=3.828, sprd=0.024]
Ep 071/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:44,  2.03it/s, loss=0.662, pair=0.004, adv=3.828, sprd=0.024]
Ep 071/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:44,  2.03it/s, loss=0.639, pair=0.007, adv=4.269, sprd=0.021]
Ep 071/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.14it/s, loss=0.639, pair=0.007, adv=4.269, sprd=0.021]
Ep 071/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.14it/s, loss=0.671, pair=0.005, adv=5.137, sprd=0.028]
Ep 071/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.05it/s, loss=0.671, pair=0.005, adv=5.137, sprd=0.028]
Ep 071/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.05it/s, loss=0.638, pair=0.002, adv=4.604, sprd=0.021]
Ep 071/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:32,  2.16it/s, loss=0.638, pair=0.002, adv=4.604, sprd=0.021]
Ep 071/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:32,  2.16it/s, loss=0.676, pair=0.009, adv=4.326, sprd=0.017]
Ep 071/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.10it/s, loss=0.676, pair=0.009, adv=4.326, sprd=0.017]
Ep 071/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.10it/s, loss=0.634, pair=0.003, adv=4.887, sprd=0.021]
Ep 071/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:30,  2.18it/s, loss=0.634, pair=0.003, adv=4.887, sprd=0.021]
Ep 071/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:30,  2.18it/s, loss=0.675, pair=0.004, adv=4.271, sprd=0.026]
Ep 071/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.07it/s, loss=0.675, pair=0.004, adv=4.271, sprd=0.026]
Ep 071/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:38,  2.07it/s, loss=0.676, pair=0.006, adv=5.465, sprd=0.031]
Ep 071/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.14it/s, loss=0.676, pair=0.006, adv=5.465, sprd=0.031]
Ep 071/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.14it/s, loss=0.634, pair=0.004, adv=4.825, sprd=0.022]
Ep 071/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:39,  2.04it/s, loss=0.634, pair=0.004, adv=4.825, sprd=0.022]
Ep 071/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:39,  2.04it/s, loss=0.626, pair=0.002, adv=4.959, sprd=0.020]
Ep 071/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.15it/s, loss=0.626, pair=0.002, adv=4.959, sprd=0.020]
Ep 071/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:31,  2.15it/s, loss=0.608, pair=0.002, adv=3.814, sprd=0.015]
Ep 071/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:36,  2.07it/s, loss=0.608, pair=0.002, adv=3.814, sprd=0.015]
Ep 071/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:36,  2.07it/s, loss=0.626, pair=0.003, adv=4.480, sprd=0.019]
Ep 071/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.16it/s, loss=0.626, pair=0.003, adv=4.480, sprd=0.019]
Ep 071/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:29,  2.16it/s, loss=0.659, pair=0.001, adv=4.810, sprd=0.026]
Ep 071/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.659, pair=0.001, adv=4.810, sprd=0.026]
Ep 071/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.597, pair=0.002, adv=4.136, sprd=0.017]
Ep 071/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.15it/s, loss=0.597, pair=0.002, adv=4.136, sprd=0.017]
Ep 071/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:29,  2.15it/s, loss=0.635, pair=0.002, adv=4.395, sprd=0.019]
Ep 071/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:33,  2.08it/s, loss=0.635, pair=0.002, adv=4.395, sprd=0.019]
Ep 071/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:33,  2.08it/s, loss=0.667, pair=0.002, adv=4.864, sprd=0.031]
Ep 071/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:29,  2.13it/s, loss=0.667, pair=0.002, adv=4.864, sprd=0.031]
Ep 071/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:29,  2.13it/s, loss=0.602, pair=0.001, adv=4.019, sprd=0.016]
Ep 071/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:33,  2.08it/s, loss=0.602, pair=0.001, adv=4.019, sprd=0.016]
Ep 071/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.08it/s, loss=0.595, pair=0.002, adv=3.987, sprd=0.016]
Ep 071/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=0.595, pair=0.002, adv=3.987, sprd=0.016]
Ep 071/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:26,  2.16it/s, loss=0.622, pair=0.005, adv=3.897, sprd=0.018]
Ep 071/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:29,  2.11it/s, loss=0.622, pair=0.005, adv=3.897, sprd=0.018]
Ep 071/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:29,  2.11it/s, loss=0.633, pair=0.005, adv=4.937, sprd=0.021]
Ep 071/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.633, pair=0.005, adv=4.937, sprd=0.021]
Ep 071/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.711, pair=0.008, adv=4.635, sprd=0.025]
Ep 071/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:29,  2.10it/s, loss=0.711, pair=0.008, adv=4.635, sprd=0.025]
Ep 071/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:29,  2.10it/s, loss=0.647, pair=0.004, adv=4.624, sprd=0.020]
Ep 071/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:21,  2.22it/s, loss=0.647, pair=0.004, adv=4.624, sprd=0.020]
Ep 071/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:21,  2.22it/s, loss=0.619, pair=0.004, adv=4.008, sprd=0.017]
Ep 071/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.12it/s, loss=0.619, pair=0.004, adv=4.008, sprd=0.017]
Ep 071/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:27,  2.12it/s, loss=0.646, pair=0.005, adv=4.388, sprd=0.026]
Ep 071/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.646, pair=0.005, adv=4.388, sprd=0.026]
Ep 071/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.17it/s, loss=0.622, pair=0.003, adv=4.067, sprd=0.018]
Ep 071/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:36,  1.99it/s, loss=0.622, pair=0.003, adv=4.067, sprd=0.018]
Ep 071/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:36,  1.99it/s, loss=0.623, pair=0.003, adv=3.671, sprd=0.017]
Ep 071/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:26,  2.10it/s, loss=0.623, pair=0.003, adv=3.671, sprd=0.017]
Ep 071/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:26,  2.10it/s, loss=0.646, pair=0.001, adv=4.749, sprd=0.021]
Ep 071/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:29,  2.05it/s, loss=0.646, pair=0.001, adv=4.749, sprd=0.021]
Ep 071/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:29,  2.05it/s, loss=0.652, pair=0.002, adv=3.971, sprd=0.022]
Ep 071/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.16it/s, loss=0.652, pair=0.002, adv=3.971, sprd=0.022]
Ep 071/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.16it/s, loss=0.645, pair=0.003, adv=4.124, sprd=0.022]
Ep 071/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:28,  2.06it/s, loss=0.645, pair=0.003, adv=4.124, sprd=0.022]
Ep 071/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:28,  2.06it/s, loss=0.605, pair=0.001, adv=4.479, sprd=0.019]
Ep 071/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:23,  2.13it/s, loss=0.605, pair=0.001, adv=4.479, sprd=0.019]
Ep 071/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:23,  2.13it/s, loss=0.627, pair=0.001, adv=3.804, sprd=0.020]
Ep 071/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:28,  2.04it/s, loss=0.627, pair=0.001, adv=3.804, sprd=0.020]
Ep 071/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:28,  2.04it/s, loss=0.616, pair=0.000, adv=4.308, sprd=0.017]
Ep 071/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.616, pair=0.000, adv=4.308, sprd=0.017]
Ep 071/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.677, pair=0.002, adv=4.356, sprd=0.029]
Ep 071/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:28,  2.03it/s, loss=0.677, pair=0.002, adv=4.356, sprd=0.029]
Ep 071/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:28,  2.03it/s, loss=0.653, pair=0.002, adv=3.893, sprd=0.026]
Ep 071/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:22,  2.11it/s, loss=0.653, pair=0.002, adv=3.893, sprd=0.026]
Ep 071/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:22,  2.11it/s, loss=0.662, pair=0.000, adv=5.624, sprd=0.030]
Ep 071/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:30,  2.00it/s, loss=0.662, pair=0.000, adv=5.624, sprd=0.030]
Ep 071/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:30,  2.00it/s, loss=0.656, pair=0.000, adv=3.946, sprd=0.028]
Ep 071/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:23,  2.08it/s, loss=0.656, pair=0.000, adv=3.946, sprd=0.028]
Ep 071/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:23,  2.08it/s, loss=0.684, pair=0.001, adv=5.379, sprd=0.030]
Ep 071/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:28,  2.00it/s, loss=0.684, pair=0.001, adv=5.379, sprd=0.030]
Ep 071/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:28,  2.00it/s, loss=0.629, pair=0.000, adv=4.647, sprd=0.020]
Ep 071/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:20,  2.11it/s, loss=0.629, pair=0.000, adv=4.647, sprd=0.020]
Ep 071/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:20,  2.11it/s, loss=0.579, pair=0.001, adv=3.887, sprd=0.011]
Ep 071/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.07it/s, loss=0.579, pair=0.001, adv=3.887, sprd=0.011]
Ep 071/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.07it/s, loss=0.631, pair=0.001, adv=4.263, sprd=0.021]
Ep 071/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:16,  2.16it/s, loss=0.631, pair=0.001, adv=4.263, sprd=0.021]
Ep 071/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:16,  2.16it/s, loss=0.600, pair=0.001, adv=3.728, sprd=0.016]
Ep 071/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:22,  2.06it/s, loss=0.600, pair=0.001, adv=3.728, sprd=0.016]
Ep 071/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:22,  2.06it/s, loss=0.675, pair=0.004, adv=4.646, sprd=0.025]
Ep 071/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:15,  2.17it/s, loss=0.675, pair=0.004, adv=4.646, sprd=0.025]
Ep 071/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:15,  2.17it/s, loss=0.616, pair=0.004, adv=3.978, sprd=0.019]
Ep 071/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.616, pair=0.004, adv=3.978, sprd=0.019]
Ep 071/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.625, pair=0.000, adv=4.030, sprd=0.021]
Ep 071/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:16,  2.13it/s, loss=0.625, pair=0.000, adv=4.030, sprd=0.021]
Ep 071/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:16,  2.13it/s, loss=0.650, pair=0.000, adv=4.496, sprd=0.024]
Ep 071/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.04it/s, loss=0.650, pair=0.000, adv=4.496, sprd=0.024]
Ep 071/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.04it/s, loss=0.645, pair=0.000, adv=5.547, sprd=0.024]
Ep 071/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:15,  2.13it/s, loss=0.645, pair=0.000, adv=5.547, sprd=0.024]
Ep 071/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:15,  2.13it/s, loss=0.610, pair=0.000, adv=3.794, sprd=0.017]
Ep 071/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:19,  2.07it/s, loss=0.610, pair=0.000, adv=3.794, sprd=0.017]
Ep 071/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:19,  2.07it/s, loss=0.646, pair=0.001, adv=4.271, sprd=0.020]
Ep 071/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:11,  2.19it/s, loss=0.646, pair=0.001, adv=4.271, sprd=0.020]
Ep 071/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:11,  2.19it/s, loss=0.652, pair=0.000, adv=3.622, sprd=0.014]
Ep 071/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:13,  2.14it/s, loss=0.652, pair=0.000, adv=3.622, sprd=0.014]
Ep 071/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:13,  2.14it/s, loss=0.625, pair=0.001, adv=4.036, sprd=0.018]
Ep 071/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:08,  2.22it/s, loss=0.625, pair=0.001, adv=4.036, sprd=0.018]
Ep 071/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:08,  2.22it/s, loss=0.630, pair=0.002, adv=4.338, sprd=0.024]
Ep 071/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:16,  2.08it/s, loss=0.630, pair=0.002, adv=4.338, sprd=0.024]
Ep 071/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:16,  2.08it/s, loss=0.635, pair=0.005, adv=3.549, sprd=0.015]
Ep 071/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:07,  2.23it/s, loss=0.635, pair=0.005, adv=3.549, sprd=0.015]
Ep 071/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:07,  2.23it/s, loss=0.657, pair=0.001, adv=4.349, sprd=0.021]
Ep 071/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:20,  2.00it/s, loss=0.657, pair=0.001, adv=4.349, sprd=0.021]
Ep 071/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:20,  2.00it/s, loss=0.614, pair=0.008, adv=4.033, sprd=0.017]
Ep 071/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:12,  2.12it/s, loss=0.614, pair=0.008, adv=4.033, sprd=0.017]
Ep 071/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:12,  2.12it/s, loss=0.644, pair=0.002, adv=4.517, sprd=0.021]
Ep 071/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.644, pair=0.002, adv=4.517, sprd=0.021]
Ep 071/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.620, pair=0.001, adv=4.012, sprd=0.020]
Ep 071/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:09,  2.16it/s, loss=0.620, pair=0.001, adv=4.012, sprd=0.020]
Ep 071/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:09,  2.16it/s, loss=0.653, pair=0.001, adv=4.788, sprd=0.026]
Ep 071/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.653, pair=0.001, adv=4.788, sprd=0.026]
Ep 071/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.637, pair=0.000, adv=4.933, sprd=0.023]
Ep 071/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.637, pair=0.000, adv=4.933, sprd=0.023]
Ep 071/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:09,  2.14it/s, loss=0.635, pair=0.000, adv=4.984, sprd=0.021]
Ep 071/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:15,  2.03it/s, loss=0.635, pair=0.000, adv=4.984, sprd=0.021]
Ep 071/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:15,  2.03it/s, loss=0.599, pair=0.000, adv=3.571, sprd=0.016]
Ep 071/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.14it/s, loss=0.599, pair=0.000, adv=3.571, sprd=0.016]
Ep 071/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.14it/s, loss=0.667, pair=0.000, adv=4.258, sprd=0.024]
Ep 071/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:12,  2.06it/s, loss=0.667, pair=0.000, adv=4.258, sprd=0.024]
Ep 071/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:12,  2.06it/s, loss=0.598, pair=0.000, adv=3.558, sprd=0.015]
Ep 071/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:06,  2.16it/s, loss=0.598, pair=0.000, adv=3.558, sprd=0.015]
Ep 071/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:06,  2.16it/s, loss=0.638, pair=0.000, adv=4.008, sprd=0.021]
Ep 071/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:11,  2.07it/s, loss=0.638, pair=0.000, adv=4.008, sprd=0.021]
Ep 071/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:11,  2.07it/s, loss=0.629, pair=0.001, adv=4.418, sprd=0.021]
Ep 071/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.15it/s, loss=0.629, pair=0.001, adv=4.418, sprd=0.021]
Ep 071/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.15it/s, loss=0.656, pair=0.000, adv=5.052, sprd=0.023]
Ep 071/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:10,  2.07it/s, loss=0.656, pair=0.000, adv=5.052, sprd=0.023]
Ep 071/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:10,  2.07it/s, loss=0.600, pair=0.000, adv=4.398, sprd=0.014]
Ep 071/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:01,  2.21it/s, loss=0.600, pair=0.000, adv=4.398, sprd=0.014]
Ep 071/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:01,  2.21it/s, loss=1.724, pair=0.000, adv=4.093, sprd=0.031]
Ep 071/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:12,  2.03it/s, loss=1.724, pair=0.000, adv=4.093, sprd=0.031]
Ep 071/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:12,  2.03it/s, loss=0.624, pair=0.000, adv=4.691, sprd=0.018]
Ep 071/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:03,  2.16it/s, loss=0.624, pair=0.000, adv=4.691, sprd=0.018]
Ep 071/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:03,  2.16it/s, loss=0.550, pair=0.001, adv=3.291, sprd=0.011]
Ep 071/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:07,  2.08it/s, loss=0.550, pair=0.001, adv=3.291, sprd=0.011]
Ep 071/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:07,  2.08it/s, loss=0.631, pair=0.000, adv=4.135, sprd=0.021]
Ep 071/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.631, pair=0.000, adv=4.135, sprd=0.021]
Ep 071/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.711, pair=0.000, adv=4.200, sprd=0.023]
Ep 071/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.06it/s, loss=0.711, pair=0.000, adv=4.200, sprd=0.023]
Ep 071/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:07,  2.06it/s, loss=0.639, pair=0.000, adv=5.326, sprd=0.024]
Ep 071/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.14it/s, loss=0.639, pair=0.000, adv=5.326, sprd=0.024]
Ep 071/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:02,  2.14it/s, loss=0.679, pair=0.000, adv=5.229, sprd=0.027]
Ep 071/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:05,  2.08it/s, loss=0.679, pair=0.000, adv=5.229, sprd=0.027]
Ep 071/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:05,  2.08it/s, loss=0.602, pair=0.000, adv=3.915, sprd=0.017]
Ep 071/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:00,  2.17it/s, loss=0.602, pair=0.000, adv=3.915, sprd=0.017]
Ep 071/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:00,  2.17it/s, loss=0.617, pair=0.002, adv=3.843, sprd=0.013]
Ep 071/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:01,  2.15it/s, loss=0.617, pair=0.002, adv=3.843, sprd=0.013]
Ep 071/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:01,  2.15it/s, loss=0.616, pair=0.001, adv=4.406, sprd=0.018]
Ep 071/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:55,  2.23it/s, loss=0.616, pair=0.001, adv=4.406, sprd=0.018]
Ep 071/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:55,  2.23it/s, loss=0.611, pair=0.000, adv=4.130, sprd=0.017]
Ep 071/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:08,  2.01it/s, loss=0.611, pair=0.000, adv=4.130, sprd=0.017]
Ep 071/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:08,  2.01it/s, loss=0.672, pair=0.001, adv=4.940, sprd=0.028]
Ep 071/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:01,  2.12it/s, loss=0.672, pair=0.001, adv=4.940, sprd=0.028]
Ep 071/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:01,  2.12it/s, loss=0.709, pair=0.000, adv=3.954, sprd=0.025]
Ep 071/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:07,  2.01it/s, loss=0.709, pair=0.000, adv=3.954, sprd=0.025]
Ep 071/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:07,  2.01it/s, loss=0.658, pair=0.000, adv=4.494, sprd=0.023]
Ep 071/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:01,  2.11it/s, loss=0.658, pair=0.000, adv=4.494, sprd=0.023]
Ep 071/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:01,  2.11it/s, loss=0.685, pair=0.000, adv=4.457, sprd=0.032]
Ep 071/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:07,  2.00it/s, loss=0.685, pair=0.000, adv=4.457, sprd=0.032]
Ep 071/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:07,  2.00it/s, loss=0.644, pair=0.001, adv=4.441, sprd=0.022]
Ep 071/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:59,  2.12it/s, loss=0.644, pair=0.001, adv=4.441, sprd=0.022]
Ep 071/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:59,  2.12it/s, loss=0.661, pair=0.001, adv=3.873, sprd=0.017]
Ep 071/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.661, pair=0.001, adv=3.873, sprd=0.017]
Ep 071/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.611, pair=0.001, adv=4.051, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:57,  2.13it/s, loss=0.611, pair=0.001, adv=4.051, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:57,  2.13it/s, loss=0.616, pair=0.000, adv=4.432, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.616, pair=0.000, adv=4.432, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.639, pair=0.000, adv=3.675, sprd=0.023]
Ep 071/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:57,  2.11it/s, loss=0.639, pair=0.000, adv=3.675, sprd=0.023]
Ep 071/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:57,  2.11it/s, loss=0.651, pair=0.001, adv=4.947, sprd=0.026]
Ep 071/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:02,  2.03it/s, loss=0.651, pair=0.001, adv=4.947, sprd=0.026]
Ep 071/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:02,  2.03it/s, loss=0.622, pair=0.000, adv=4.116, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:53,  2.17it/s, loss=0.622, pair=0.000, adv=4.116, sprd=0.018]
Ep 071/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:53,  2.17it/s, loss=0.655, pair=0.000, adv=5.114, sprd=0.026]
Ep 071/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.655, pair=0.000, adv=5.114, sprd=0.026]
Ep 071/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.521, pair=0.000, adv=2.948, sprd=0.011]
Ep 071/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:51,  2.19it/s, loss=0.521, pair=0.000, adv=2.948, sprd=0.011]
Ep 071/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:51,  2.19it/s, loss=0.656, pair=0.000, adv=4.488, sprd=0.027]
Ep 071/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.07it/s, loss=0.656, pair=0.000, adv=4.488, sprd=0.027]
Ep 071/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.07it/s, loss=0.611, pair=0.000, adv=3.865, sprd=0.016]
Ep 071/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.16it/s, loss=0.611, pair=0.000, adv=3.865, sprd=0.016]
Ep 071/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:52,  2.16it/s, loss=0.649, pair=0.000, adv=5.581, sprd=0.026]
Ep 071/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.05it/s, loss=0.649, pair=0.000, adv=5.581, sprd=0.026]
Ep 071/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.05it/s, loss=0.650, pair=0.001, adv=4.105, sprd=0.020]
Ep 071/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:51,  2.17it/s, loss=0.650, pair=0.001, adv=4.105, sprd=0.020]
Ep 071/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:51,  2.17it/s, loss=0.603, pair=0.000, adv=4.321, sprd=0.018]
Ep 071/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.08it/s, loss=0.603, pair=0.000, adv=4.321, sprd=0.018]
Ep 071/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.08it/s, loss=0.646, pair=0.007, adv=3.754, sprd=0.018]
Ep 071/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:46,  2.24it/s, loss=0.646, pair=0.007, adv=3.754, sprd=0.018]
Ep 071/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:46,  2.24it/s, loss=0.622, pair=0.000, adv=4.930, sprd=0.021]
Ep 071/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:53,  2.10it/s, loss=0.622, pair=0.000, adv=4.930, sprd=0.021]
Ep 071/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:53,  2.10it/s, loss=0.643, pair=0.002, adv=4.395, sprd=0.018]
Ep 071/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:46,  2.22it/s, loss=0.643, pair=0.002, adv=4.395, sprd=0.018]
Ep 071/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:46,  2.22it/s, loss=0.679, pair=0.000, adv=4.508, sprd=0.030]
Ep 071/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:53,  2.08it/s, loss=0.679, pair=0.000, adv=4.508, sprd=0.030]
Ep 071/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:53,  2.08it/s, loss=0.624, pair=0.000, adv=4.636, sprd=0.021]
Ep 071/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.624, pair=0.000, adv=4.636, sprd=0.021]
Ep 071/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.663, pair=0.001, adv=4.500, sprd=0.027]
Ep 071/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.03it/s, loss=0.663, pair=0.001, adv=4.500, sprd=0.027]
Ep 071/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:55,  2.03it/s, loss=0.644, pair=0.000, adv=4.606, sprd=0.026]
Ep 071/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:50,  2.12it/s, loss=0.644, pair=0.000, adv=4.606, sprd=0.026]
Ep 071/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:50,  2.12it/s, loss=0.616, pair=0.000, adv=4.205, sprd=0.020]
Ep 071/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:55,  2.01it/s, loss=0.616, pair=0.000, adv=4.205, sprd=0.020]
Ep 071/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:55,  2.01it/s, loss=0.641, pair=0.000, adv=4.978, sprd=0.026]
Ep 071/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:50,  2.09it/s, loss=0.641, pair=0.000, adv=4.978, sprd=0.026]
Ep 071/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:50,  2.09it/s, loss=0.582, pair=0.000, adv=3.864, sprd=0.012]
Ep 071/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:59,  1.92it/s, loss=0.582, pair=0.000, adv=3.864, sprd=0.012]
Ep 071/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:59,  1.92it/s, loss=0.663, pair=0.000, adv=4.739, sprd=0.028]
Ep 071/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:53,  2.02it/s, loss=0.663, pair=0.000, adv=4.739, sprd=0.028]
Ep 071/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:53,  2.02it/s, loss=0.678, pair=0.000, adv=4.402, sprd=0.027]
Ep 071/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:56,  1.95it/s, loss=0.678, pair=0.000, adv=4.402, sprd=0.027]
Ep 071/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:56,  1.95it/s, loss=0.623, pair=0.000, adv=4.644, sprd=0.017]
Ep 071/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.11it/s, loss=0.623, pair=0.000, adv=4.644, sprd=0.017]
Ep 071/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.11it/s, loss=0.673, pair=0.000, adv=4.205, sprd=0.017]
Ep 071/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.673, pair=0.000, adv=4.205, sprd=0.017]
Ep 071/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:49,  2.06it/s, loss=0.656, pair=0.000, adv=4.338, sprd=0.023]
Ep 071/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.16it/s, loss=0.656, pair=0.000, adv=4.338, sprd=0.023]
Ep 071/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.16it/s, loss=0.641, pair=0.000, adv=5.159, sprd=0.023]
Ep 071/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.641, pair=0.000, adv=5.159, sprd=0.023]
Ep 071/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:47,  2.08it/s, loss=0.675, pair=0.001, adv=4.462, sprd=0.027]
Ep 071/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.17it/s, loss=0.675, pair=0.001, adv=4.462, sprd=0.027]
Ep 071/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.17it/s, loss=0.610, pair=0.000, adv=4.388, sprd=0.016]
Ep 071/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:46,  2.09it/s, loss=0.610, pair=0.000, adv=4.388, sprd=0.016]
Ep 071/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:46,  2.09it/s, loss=0.639, pair=0.000, adv=4.409, sprd=0.022]
Ep 071/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:41,  2.17it/s, loss=0.639, pair=0.000, adv=4.409, sprd=0.022]
Ep 071/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:41,  2.17it/s, loss=0.670, pair=0.001, adv=4.877, sprd=0.029]
Ep 071/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.06it/s, loss=0.670, pair=0.001, adv=4.877, sprd=0.029]
Ep 071/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:46,  2.06it/s, loss=0.676, pair=0.004, adv=4.663, sprd=0.029]
Ep 071/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.14it/s, loss=0.676, pair=0.004, adv=4.663, sprd=0.029]
Ep 071/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.14it/s, loss=0.650, pair=0.001, adv=4.176, sprd=0.027]
Ep 071/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:48,  2.01it/s, loss=0.650, pair=0.001, adv=4.176, sprd=0.027]
Ep 071/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:48,  2.01it/s, loss=0.621, pair=0.004, adv=5.095, sprd=0.020]
Ep 071/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.13it/s, loss=0.621, pair=0.004, adv=5.095, sprd=0.020]
Ep 071/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.13it/s, loss=0.628, pair=0.004, adv=4.971, sprd=0.020]
Ep 071/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.06it/s, loss=0.628, pair=0.004, adv=4.971, sprd=0.020]
Ep 071/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:44,  2.06it/s, loss=0.651, pair=0.004, adv=4.214, sprd=0.025]
Ep 071/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.651, pair=0.004, adv=4.214, sprd=0.025]
Ep 071/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.606, pair=0.000, adv=4.119, sprd=0.018]
Ep 071/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:46,  2.01it/s, loss=0.606, pair=0.000, adv=4.119, sprd=0.018]
Ep 071/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:46,  2.01it/s, loss=0.615, pair=0.000, adv=4.070, sprd=0.018]
Ep 071/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:40,  2.12it/s, loss=0.615, pair=0.000, adv=4.070, sprd=0.018]
Ep 071/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.12it/s, loss=0.865, pair=0.641, adv=5.143, sprd=0.020]
Ep 071/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.05it/s, loss=0.865, pair=0.641, adv=5.143, sprd=0.020]
Ep 071/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.05it/s, loss=0.594, pair=0.038, adv=3.220, sprd=0.013]
Ep 071/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:35,  2.22it/s, loss=0.594, pair=0.038, adv=3.220, sprd=0.013]
Ep 071/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:35,  2.22it/s, loss=0.630, pair=0.000, adv=3.896, sprd=0.021]
Ep 071/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.08it/s, loss=0.630, pair=0.000, adv=3.896, sprd=0.021]
Ep 071/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.08it/s, loss=0.623, pair=0.000, adv=4.978, sprd=0.019]
Ep 071/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.17it/s, loss=0.623, pair=0.000, adv=4.978, sprd=0.019]
Ep 071/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.17it/s, loss=0.597, pair=0.000, adv=4.200, sprd=0.016]
Ep 071/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.07it/s, loss=0.597, pair=0.000, adv=4.200, sprd=0.016]
Ep 071/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.07it/s, loss=0.647, pair=0.000, adv=4.746, sprd=0.019]
Ep 071/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:33,  2.21it/s, loss=0.647, pair=0.000, adv=4.746, sprd=0.019]
Ep 071/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:33,  2.21it/s, loss=0.654, pair=0.000, adv=5.126, sprd=0.024]
Ep 071/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.654, pair=0.000, adv=5.126, sprd=0.024]
Ep 071/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.614, pair=0.000, adv=4.874, sprd=0.019]
Ep 071/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.16it/s, loss=0.614, pair=0.000, adv=4.874, sprd=0.019]
Ep 071/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.16it/s, loss=0.626, pair=0.001, adv=3.523, sprd=0.016]
Ep 071/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.11it/s, loss=0.626, pair=0.001, adv=3.523, sprd=0.016]
Ep 071/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:36,  2.11it/s, loss=0.598, pair=0.000, adv=3.398, sprd=0.017]
Ep 071/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.19it/s, loss=0.598, pair=0.000, adv=3.398, sprd=0.017]
Ep 071/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:32,  2.19it/s, loss=0.695, pair=0.001, adv=4.308, sprd=0.032]
Ep 071/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:45,  1.92it/s, loss=0.695, pair=0.001, adv=4.308, sprd=0.032]
Ep 071/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:45,  1.92it/s, loss=0.630, pair=0.000, adv=4.115, sprd=0.017]
Ep 071/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:37,  2.07it/s, loss=0.630, pair=0.000, adv=4.115, sprd=0.017]
Ep 071/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:37,  2.07it/s, loss=0.678, pair=0.000, adv=5.545, sprd=0.029]
Ep 071/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:39,  2.00it/s, loss=0.678, pair=0.000, adv=5.545, sprd=0.029]
Ep 071/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:39,  2.00it/s, loss=0.628, pair=0.000, adv=4.379, sprd=0.018]
Ep 071/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:33,  2.13it/s, loss=0.628, pair=0.000, adv=4.379, sprd=0.018]
Ep 071/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:33,  2.13it/s, loss=0.612, pair=0.000, adv=4.150, sprd=0.016]
Ep 071/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.03it/s, loss=0.612, pair=0.000, adv=4.150, sprd=0.016]
Ep 071/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.03it/s, loss=0.616, pair=0.001, adv=4.369, sprd=0.018]
Ep 071/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.14it/s, loss=0.616, pair=0.001, adv=4.369, sprd=0.018]
Ep 071/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.14it/s, loss=0.645, pair=0.000, adv=4.135, sprd=0.020]
Ep 071/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:35,  2.06it/s, loss=0.645, pair=0.000, adv=4.135, sprd=0.020]
Ep 071/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:35,  2.06it/s, loss=0.613, pair=0.000, adv=4.039, sprd=0.018]
Ep 071/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.17it/s, loss=0.613, pair=0.000, adv=4.039, sprd=0.018]
Ep 071/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:29,  2.17it/s, loss=0.653, pair=0.000, adv=5.390, sprd=0.024]
Ep 071/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:33,  2.07it/s, loss=0.653, pair=0.000, adv=5.390, sprd=0.024]
Ep 071/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:33,  2.07it/s, loss=0.616, pair=0.000, adv=3.830, sprd=0.017]
Ep 071/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.18it/s, loss=0.616, pair=0.000, adv=3.830, sprd=0.017]
Ep 071/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.18it/s, loss=0.650, pair=0.000, adv=4.516, sprd=0.023]
Ep 071/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.09it/s, loss=0.650, pair=0.000, adv=4.516, sprd=0.023]
Ep 071/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.09it/s, loss=0.635, pair=0.000, adv=5.186, sprd=0.022]
Ep 071/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.17it/s, loss=0.635, pair=0.000, adv=5.186, sprd=0.022]
Ep 071/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.17it/s, loss=0.626, pair=0.000, adv=4.365, sprd=0.019]
Ep 071/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:31,  2.08it/s, loss=0.626, pair=0.000, adv=4.365, sprd=0.019]
Ep 071/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:31,  2.08it/s, loss=0.676, pair=0.000, adv=4.845, sprd=0.027]
Ep 071/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.16it/s, loss=0.676, pair=0.000, adv=4.845, sprd=0.027]
Ep 071/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.16it/s, loss=0.653, pair=0.000, adv=4.699, sprd=0.026]
Ep 071/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.05it/s, loss=0.653, pair=0.000, adv=4.699, sprd=0.026]
Ep 071/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.619, pair=0.000, adv=4.890, sprd=0.021]
Ep 071/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.619, pair=0.000, adv=4.890, sprd=0.021]
Ep 071/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.756, pair=0.001, adv=4.875, sprd=0.035]
Ep 071/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:32,  2.02it/s, loss=0.756, pair=0.001, adv=4.875, sprd=0.035]
Ep 071/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:32,  2.02it/s, loss=0.629, pair=0.001, adv=5.113, sprd=0.021]
Ep 071/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.14it/s, loss=0.629, pair=0.001, adv=5.113, sprd=0.021]
Ep 071/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.14it/s, loss=0.644, pair=0.001, adv=3.947, sprd=0.017]
Ep 071/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:26,  2.13it/s, loss=0.644, pair=0.001, adv=3.947, sprd=0.017]
Ep 071/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:26,  2.13it/s, loss=0.607, pair=0.000, adv=3.461, sprd=0.014]
Ep 071/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:20,  2.26it/s, loss=0.607, pair=0.000, adv=3.461, sprd=0.014]
Ep 071/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:20,  2.26it/s, loss=0.670, pair=0.000, adv=4.824, sprd=0.025]
Ep 071/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:24,  2.15it/s, loss=0.670, pair=0.000, adv=4.824, sprd=0.025]
Ep 071/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:24,  2.15it/s, loss=0.716, pair=0.001, adv=4.262, sprd=0.040]
Ep 071/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.17it/s, loss=0.716, pair=0.001, adv=4.262, sprd=0.040]
Ep 071/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.17it/s, loss=0.649, pair=0.000, adv=5.327, sprd=0.021]
Ep 071/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.07it/s, loss=0.649, pair=0.000, adv=5.327, sprd=0.021]
Ep 071/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:26,  2.07it/s, loss=0.623, pair=0.000, adv=4.009, sprd=0.017]
Ep 071/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.623, pair=0.000, adv=4.009, sprd=0.017]
Ep 071/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.595, pair=0.001, adv=4.358, sprd=0.015]
Ep 071/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=0.595, pair=0.001, adv=4.358, sprd=0.015]
Ep 071/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=0.600, pair=0.000, adv=4.448, sprd=0.016]
Ep 071/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:21,  2.17it/s, loss=0.600, pair=0.000, adv=4.448, sprd=0.016]
Ep 071/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.17it/s, loss=0.638, pair=0.001, adv=4.707, sprd=0.023]
Ep 071/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.07it/s, loss=0.638, pair=0.001, adv=4.707, sprd=0.023]
Ep 071/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:24,  2.07it/s, loss=0.649, pair=0.000, adv=4.950, sprd=0.026]
Ep 071/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:21,  2.15it/s, loss=0.649, pair=0.000, adv=4.950, sprd=0.026]
Ep 071/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.15it/s, loss=0.645, pair=0.001, adv=4.603, sprd=0.022]
Ep 071/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.645, pair=0.001, adv=4.603, sprd=0.022]
Ep 071/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.07it/s, loss=0.618, pair=0.000, adv=3.789, sprd=0.017]
Ep 071/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:19,  2.18it/s, loss=0.618, pair=0.000, adv=3.789, sprd=0.017]
Ep 071/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.18it/s, loss=0.654, pair=0.001, adv=4.917, sprd=0.022]
Ep 071/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:28,  1.94it/s, loss=0.654, pair=0.001, adv=4.917, sprd=0.022]
Ep 071/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:28,  1.94it/s, loss=0.707, pair=0.002, adv=4.841, sprd=0.035]
Ep 071/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:23,  2.05it/s, loss=0.707, pair=0.002, adv=4.841, sprd=0.035]
Ep 071/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:23,  2.05it/s, loss=0.639, pair=0.000, adv=4.240, sprd=0.020]
Ep 071/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:25,  1.99it/s, loss=0.639, pair=0.000, adv=4.240, sprd=0.020]
Ep 071/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:25,  1.99it/s, loss=0.647, pair=0.000, adv=4.441, sprd=0.024]
Ep 071/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:21,  2.08it/s, loss=0.647, pair=0.000, adv=4.441, sprd=0.024]
Ep 071/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:21,  2.08it/s, loss=0.647, pair=0.001, adv=4.966, sprd=0.025]
Ep 071/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:24,  1.99it/s, loss=0.647, pair=0.001, adv=4.966, sprd=0.025]
Ep 071/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:24,  1.99it/s, loss=0.619, pair=0.003, adv=3.918, sprd=0.020]
Ep 071/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:20,  2.08it/s, loss=0.619, pair=0.003, adv=3.918, sprd=0.020]
Ep 071/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:20,  2.08it/s, loss=0.631, pair=0.005, adv=3.665, sprd=0.017]
Ep 071/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:21,  2.04it/s, loss=0.631, pair=0.005, adv=3.665, sprd=0.017]
Ep 071/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:21,  2.04it/s, loss=0.626, pair=0.004, adv=3.960, sprd=0.017]
Ep 071/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.17it/s, loss=0.626, pair=0.004, adv=3.960, sprd=0.017]
Ep 071/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:16,  2.17it/s, loss=0.617, pair=0.003, adv=4.445, sprd=0.015]
Ep 071/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:18,  2.08it/s, loss=0.617, pair=0.003, adv=4.445, sprd=0.015]
Ep 071/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:18,  2.08it/s, loss=0.659, pair=0.006, adv=4.477, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.659, pair=0.006, adv=4.477, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:14,  2.19it/s, loss=0.640, pair=0.003, adv=4.397, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.640, pair=0.003, adv=4.397, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.07it/s, loss=0.624, pair=0.002, adv=3.553, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.14it/s, loss=0.624, pair=0.002, adv=3.553, sprd=0.022]
Ep 071/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.631, pair=0.001, adv=3.862, sprd=0.025]
Ep 071/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:20,  1.99it/s, loss=0.631, pair=0.001, adv=3.862, sprd=0.025]
Ep 071/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:20,  1.99it/s, loss=0.619, pair=0.000, adv=4.358, sprd=0.017]
Ep 071/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:15,  2.11it/s, loss=0.619, pair=0.000, adv=4.358, sprd=0.017]
Ep 071/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:15,  2.11it/s, loss=0.632, pair=0.001, adv=4.115, sprd=0.021]
Ep 071/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.03it/s, loss=0.632, pair=0.001, adv=4.115, sprd=0.021]
Ep 071/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.03it/s, loss=0.649, pair=0.001, adv=5.000, sprd=0.022]
Ep 071/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:13,  2.15it/s, loss=0.649, pair=0.001, adv=5.000, sprd=0.022]
Ep 071/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.15it/s, loss=0.635, pair=0.000, adv=4.087, sprd=0.019]
Ep 071/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.07it/s, loss=0.635, pair=0.000, adv=4.087, sprd=0.019]
Ep 071/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.07it/s, loss=0.668, pair=0.000, adv=4.609, sprd=0.029]
Ep 071/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:12,  2.14it/s, loss=0.668, pair=0.000, adv=4.609, sprd=0.029]
Ep 071/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:12,  2.14it/s, loss=0.670, pair=0.000, adv=4.625, sprd=0.018]
Ep 071/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.670, pair=0.000, adv=4.625, sprd=0.018]
Ep 071/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.631, pair=0.000, adv=4.164, sprd=0.021]
Ep 071/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.14it/s, loss=0.631, pair=0.000, adv=4.164, sprd=0.021]
Ep 071/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.14it/s, loss=0.649, pair=0.000, adv=4.266, sprd=0.024]
Ep 071/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.04it/s, loss=0.649, pair=0.000, adv=4.266, sprd=0.024]
Ep 071/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:14,  2.04it/s, loss=0.610, pair=0.001, adv=4.789, sprd=0.019]
Ep 071/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:10,  2.13it/s, loss=0.610, pair=0.001, adv=4.789, sprd=0.019]
Ep 071/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:10,  2.13it/s, loss=0.652, pair=0.000, adv=4.879, sprd=0.021]
Ep 071/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:13,  2.04it/s, loss=0.652, pair=0.000, adv=4.879, sprd=0.021]
Ep 071/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:13,  2.04it/s, loss=0.647, pair=0.000, adv=4.867, sprd=0.025]
Ep 071/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:10,  2.12it/s, loss=0.647, pair=0.000, adv=4.867, sprd=0.025]
Ep 071/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:10,  2.12it/s, loss=0.621, pair=0.000, adv=4.229, sprd=0.015]
Ep 071/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:14,  1.99it/s, loss=0.621, pair=0.000, adv=4.229, sprd=0.015]
Ep 071/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:14,  1.99it/s, loss=0.596, pair=0.000, adv=4.694, sprd=0.016]
Ep 071/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:10,  2.10it/s, loss=0.596, pair=0.000, adv=4.694, sprd=0.016]
Ep 071/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:10,  2.10it/s, loss=0.630, pair=0.000, adv=4.096, sprd=0.018]
Ep 071/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.04it/s, loss=0.630, pair=0.000, adv=4.096, sprd=0.018]
Ep 071/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.04it/s, loss=0.613, pair=0.000, adv=3.786, sprd=0.018]
Ep 071/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.613, pair=0.000, adv=3.786, sprd=0.018]
Ep 071/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.624, pair=0.000, adv=3.627, sprd=0.021]
Ep 071/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:10,  2.05it/s, loss=0.624, pair=0.000, adv=3.627, sprd=0.021]
Ep 071/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.05it/s, loss=0.630, pair=0.000, adv=4.615, sprd=0.023]
Ep 071/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:07,  2.13it/s, loss=0.630, pair=0.000, adv=4.615, sprd=0.023]
Ep 071/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:07,  2.13it/s, loss=0.673, pair=0.000, adv=4.602, sprd=0.028]
Ep 071/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:09,  2.03it/s, loss=0.673, pair=0.000, adv=4.602, sprd=0.028]
Ep 071/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:09,  2.03it/s, loss=0.622, pair=0.001, adv=4.967, sprd=0.019]
Ep 071/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.622, pair=0.001, adv=4.967, sprd=0.019]
Ep 071/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.600, pair=0.000, adv=4.268, sprd=0.017]
Ep 071/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.05it/s, loss=0.600, pair=0.000, adv=4.268, sprd=0.017]
Ep 071/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:08,  2.05it/s, loss=0.628, pair=0.000, adv=4.099, sprd=0.017]
Ep 071/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.20it/s, loss=0.628, pair=0.000, adv=4.099, sprd=0.017]
Ep 071/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.20it/s, loss=0.655, pair=0.001, adv=4.426, sprd=0.024]
Ep 071/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:05,  2.10it/s, loss=0.655, pair=0.001, adv=4.426, sprd=0.024]
Ep 071/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:05,  2.10it/s, loss=0.560, pair=0.002, adv=3.424, sprd=0.010]
Ep 071/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:01,  2.22it/s, loss=0.560, pair=0.002, adv=3.424, sprd=0.010]
Ep 071/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:01,  2.22it/s, loss=0.633, pair=0.004, adv=5.069, sprd=0.020]
Ep 071/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:05,  2.09it/s, loss=0.633, pair=0.004, adv=5.069, sprd=0.020]
Ep 071/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:05,  2.09it/s, loss=0.659, pair=0.002, adv=4.416, sprd=0.024]
Ep 071/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.18it/s, loss=0.659, pair=0.002, adv=4.416, sprd=0.024]
Ep 071/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.18it/s, loss=0.676, pair=0.007, adv=4.923, sprd=0.028]
Ep 071/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:06,  2.02it/s, loss=0.676, pair=0.007, adv=4.923, sprd=0.028]
Ep 071/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:06,  2.02it/s, loss=0.597, pair=0.004, adv=3.266, sprd=0.019]
Ep 071/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.597, pair=0.004, adv=3.266, sprd=0.019]
Ep 071/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.682, pair=0.007, adv=5.340, sprd=0.030]
Ep 071/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:06,  2.00it/s, loss=0.682, pair=0.007, adv=5.340, sprd=0.030]
Ep 071/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:06,  2.00it/s, loss=0.647, pair=0.002, adv=4.101, sprd=0.021]
Ep 071/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.11it/s, loss=0.647, pair=0.002, adv=4.101, sprd=0.021]
Ep 071/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.11it/s, loss=0.588, pair=0.001, adv=4.363, sprd=0.014]
Ep 071/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:05,  2.00it/s, loss=0.588, pair=0.001, adv=4.363, sprd=0.014]
Ep 071/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:05,  2.00it/s, loss=0.639, pair=0.002, adv=4.286, sprd=0.018]
Ep 071/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.639, pair=0.002, adv=4.286, sprd=0.018]
Ep 071/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.661, pair=0.002, adv=4.670, sprd=0.024]
Ep 071/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:03,  2.03it/s, loss=0.661, pair=0.002, adv=4.670, sprd=0.024]
Ep 071/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:03,  2.03it/s, loss=0.621, pair=0.004, adv=4.709, sprd=0.019]
Ep 071/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.13it/s, loss=0.621, pair=0.004, adv=4.709, sprd=0.019]
Ep 071/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.13it/s, loss=0.629, pair=0.003, adv=4.294, sprd=0.020]
Ep 071/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.03it/s, loss=0.629, pair=0.003, adv=4.294, sprd=0.020]
Ep 071/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.03it/s, loss=0.618, pair=0.000, adv=4.083, sprd=0.018]
Ep 071/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.13it/s, loss=0.618, pair=0.000, adv=4.083, sprd=0.018]
Ep 071/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.13it/s, loss=0.651, pair=0.002, adv=4.602, sprd=0.022]
Ep 071/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.07it/s, loss=0.651, pair=0.002, adv=4.602, sprd=0.022]
Ep 071/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.07it/s, loss=0.661, pair=0.001, adv=4.279, sprd=0.026]
Ep 071/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.16it/s, loss=0.661, pair=0.001, adv=4.279, sprd=0.026]
Ep 071/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.16it/s, loss=0.672, pair=0.001, adv=4.402, sprd=0.017]
Ep 071/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.07it/s, loss=0.672, pair=0.001, adv=4.402, sprd=0.017]
Ep 071/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:58,  2.07it/s, loss=0.660, pair=0.000, adv=5.770, sprd=0.027]
Ep 071/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.14it/s, loss=0.660, pair=0.000, adv=5.770, sprd=0.027]
Ep 071/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.635, pair=0.000, adv=5.388, sprd=0.024]
Ep 071/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<01:02,  1.92it/s, loss=0.635, pair=0.000, adv=5.388, sprd=0.024]
Ep 071/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<01:02,  1.92it/s, loss=0.650, pair=0.001, adv=4.329, sprd=0.025]
Ep 071/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:58,  2.04it/s, loss=0.650, pair=0.001, adv=4.329, sprd=0.025]
Ep 071/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:58,  2.04it/s, loss=0.642, pair=0.000, adv=4.437, sprd=0.021]
Ep 071/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.02it/s, loss=0.642, pair=0.000, adv=4.437, sprd=0.021]
Ep 071/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:58,  2.02it/s, loss=0.661, pair=0.001, adv=4.665, sprd=0.022]
Ep 071/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.13it/s, loss=0.661, pair=0.001, adv=4.665, sprd=0.022]
Ep 071/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.13it/s, loss=0.608, pair=0.000, adv=3.964, sprd=0.016]
Ep 071/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.06it/s, loss=0.608, pair=0.000, adv=3.964, sprd=0.016]
Ep 071/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.06it/s, loss=0.643, pair=0.000, adv=5.799, sprd=0.022]
Ep 071/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.16it/s, loss=0.643, pair=0.000, adv=5.799, sprd=0.022]
Ep 071/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.16it/s, loss=0.645, pair=0.000, adv=5.324, sprd=0.025]
Ep 071/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.645, pair=0.000, adv=5.324, sprd=0.025]
Ep 071/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.05it/s, loss=0.655, pair=0.000, adv=5.169, sprd=0.025]
Ep 071/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.14it/s, loss=0.655, pair=0.000, adv=5.169, sprd=0.025]
Ep 071/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:52,  2.14it/s, loss=0.597, pair=0.000, adv=4.917, sprd=0.015]
Ep 071/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.07it/s, loss=0.597, pair=0.000, adv=4.917, sprd=0.015]
Ep 071/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:54,  2.07it/s, loss=0.599, pair=0.000, adv=3.911, sprd=0.014]
Ep 071/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.599, pair=0.000, adv=3.911, sprd=0.014]
Ep 071/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.17it/s, loss=0.665, pair=0.000, adv=4.937, sprd=0.026]
Ep 071/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:52,  2.08it/s, loss=0.665, pair=0.000, adv=4.937, sprd=0.026]
Ep 071/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:52,  2.08it/s, loss=0.657, pair=0.000, adv=4.584, sprd=0.022]
Ep 071/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:49,  2.20it/s, loss=0.657, pair=0.000, adv=4.584, sprd=0.022]
Ep 071/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:49,  2.20it/s, loss=0.662, pair=0.000, adv=3.849, sprd=0.024]
Ep 071/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:51,  2.09it/s, loss=0.662, pair=0.000, adv=3.849, sprd=0.024]
Ep 071/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:51,  2.09it/s, loss=0.634, pair=0.000, adv=4.010, sprd=0.015]
Ep 071/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:48,  2.23it/s, loss=0.634, pair=0.000, adv=4.010, sprd=0.015]
Ep 071/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:48,  2.23it/s, loss=0.648, pair=0.000, adv=4.181, sprd=0.020]
Ep 071/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:49,  2.14it/s, loss=0.648, pair=0.000, adv=4.181, sprd=0.020]
Ep 071/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:49,  2.14it/s, loss=0.596, pair=0.000, adv=3.770, sprd=0.014]
Ep 071/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:46,  2.25it/s, loss=0.596, pair=0.000, adv=3.770, sprd=0.014]
Ep 071/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:46,  2.25it/s, loss=0.612, pair=0.000, adv=4.069, sprd=0.016]
Ep 071/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:49,  2.12it/s, loss=0.612, pair=0.000, adv=4.069, sprd=0.016]
Ep 071/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:49,  2.12it/s, loss=0.628, pair=0.000, adv=4.580, sprd=0.017]
Ep 071/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:45,  2.25it/s, loss=0.628, pair=0.000, adv=4.580, sprd=0.017]
Ep 071/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:45,  2.25it/s, loss=0.618, pair=0.000, adv=3.894, sprd=0.021]
Ep 071/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.11it/s, loss=0.618, pair=0.000, adv=3.894, sprd=0.021]
Ep 071/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:48,  2.11it/s, loss=0.615, pair=0.000, adv=3.869, sprd=0.018]
Ep 071/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.615, pair=0.000, adv=3.869, sprd=0.018]
Ep 071/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.628, pair=0.001, adv=4.477, sprd=0.024]
Ep 071/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:48,  2.06it/s, loss=0.628, pair=0.001, adv=4.477, sprd=0.024]
Ep 071/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.06it/s, loss=0.643, pair=0.000, adv=4.887, sprd=0.025]
Ep 071/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.12it/s, loss=0.643, pair=0.000, adv=4.887, sprd=0.025]
Ep 071/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.12it/s, loss=0.618, pair=0.001, adv=4.509, sprd=0.021]
Ep 071/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.04it/s, loss=0.618, pair=0.001, adv=4.509, sprd=0.021]
Ep 071/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.04it/s, loss=0.598, pair=0.000, adv=4.091, sprd=0.016]
Ep 071/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.14it/s, loss=0.598, pair=0.000, adv=4.091, sprd=0.016]
Ep 071/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.14it/s, loss=0.654, pair=0.002, adv=3.929, sprd=0.016]
Ep 071/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.05it/s, loss=0.654, pair=0.002, adv=3.929, sprd=0.016]
Ep 071/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.05it/s, loss=0.620, pair=0.003, adv=4.417, sprd=0.020]
Ep 071/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.14it/s, loss=0.620, pair=0.003, adv=4.417, sprd=0.020]
Ep 071/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.14it/s, loss=0.675, pair=0.004, adv=4.786, sprd=0.028]
Ep 071/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.04it/s, loss=0.675, pair=0.004, adv=4.786, sprd=0.028]
Ep 071/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.04it/s, loss=0.600, pair=0.003, adv=4.377, sprd=0.014]
Ep 071/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.600, pair=0.003, adv=4.377, sprd=0.014]
Ep 071/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.645, pair=0.001, adv=3.995, sprd=0.018]
Ep 071/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:46,  1.98it/s, loss=0.645, pair=0.001, adv=3.995, sprd=0.018]
Ep 071/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:46,  1.98it/s, loss=0.625, pair=0.008, adv=4.032, sprd=0.021]
Ep 071/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:43,  2.08it/s, loss=0.625, pair=0.008, adv=4.032, sprd=0.021]
Ep 071/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:43,  2.08it/s, loss=0.670, pair=0.002, adv=4.389, sprd=0.024]
Ep 071/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:45,  1.99it/s, loss=0.670, pair=0.002, adv=4.389, sprd=0.024]
Ep 071/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:45,  1.99it/s, loss=0.621, pair=0.002, adv=3.677, sprd=0.016]
Ep 071/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.12it/s, loss=0.621, pair=0.002, adv=3.677, sprd=0.016]
Ep 071/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.12it/s, loss=0.678, pair=0.004, adv=4.437, sprd=0.026]
Ep 071/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.06it/s, loss=0.678, pair=0.004, adv=4.437, sprd=0.026]
Ep 071/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.06it/s, loss=0.618, pair=0.004, adv=4.586, sprd=0.018]
Ep 071/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.16it/s, loss=0.618, pair=0.004, adv=4.586, sprd=0.018]
Ep 071/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.16it/s, loss=0.592, pair=0.008, adv=3.646, sprd=0.015]
Ep 071/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.05it/s, loss=0.592, pair=0.008, adv=3.646, sprd=0.015]
Ep 071/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.05it/s, loss=0.646, pair=0.005, adv=4.385, sprd=0.025]
Ep 071/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.646, pair=0.005, adv=4.385, sprd=0.025]
Ep 071/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.13it/s, loss=0.683, pair=0.005, adv=4.586, sprd=0.030]
Ep 071/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:42,  1.99it/s, loss=0.683, pair=0.005, adv=4.586, sprd=0.030]
Ep 071/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:42,  1.99it/s, loss=0.660, pair=0.005, adv=4.376, sprd=0.028]
Ep 071/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.07it/s, loss=0.660, pair=0.005, adv=4.376, sprd=0.028]
Ep 071/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.07it/s, loss=0.650, pair=0.003, adv=4.597, sprd=0.023]
Ep 071/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.02it/s, loss=0.650, pair=0.003, adv=4.597, sprd=0.023]
Ep 071/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:40,  2.02it/s, loss=0.609, pair=0.003, adv=4.072, sprd=0.017]
Ep 071/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.14it/s, loss=0.609, pair=0.003, adv=4.072, sprd=0.017]
Ep 071/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.14it/s, loss=0.638, pair=0.004, adv=4.019, sprd=0.019]
Ep 071/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.04it/s, loss=0.638, pair=0.004, adv=4.019, sprd=0.019]
Ep 071/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.04it/s, loss=0.659, pair=0.001, adv=4.339, sprd=0.026]
Ep 071/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.14it/s, loss=0.659, pair=0.001, adv=4.339, sprd=0.026]
Ep 071/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:36,  2.14it/s, loss=0.654, pair=0.002, adv=4.038, sprd=0.023]
Ep 071/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.06it/s, loss=0.654, pair=0.002, adv=4.038, sprd=0.023]
Ep 071/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.06it/s, loss=0.677, pair=0.002, adv=4.812, sprd=0.026]
Ep 071/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.677, pair=0.002, adv=4.812, sprd=0.026]
Ep 071/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.15it/s, loss=0.696, pair=0.000, adv=4.366, sprd=0.033]
Ep 071/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.00it/s, loss=0.696, pair=0.000, adv=4.366, sprd=0.033]
Ep 071/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.00it/s, loss=0.624, pair=0.001, adv=4.588, sprd=0.020]
Ep 071/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.11it/s, loss=0.624, pair=0.001, adv=4.588, sprd=0.020]
Ep 071/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.11it/s, loss=0.659, pair=0.002, adv=3.820, sprd=0.019]
Ep 071/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.08it/s, loss=0.659, pair=0.002, adv=3.820, sprd=0.019]
Ep 071/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.08it/s, loss=0.619, pair=0.001, adv=3.955, sprd=0.019]
Ep 071/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.16it/s, loss=0.619, pair=0.001, adv=3.955, sprd=0.019]
Ep 071/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.16it/s, loss=0.628, pair=0.000, adv=4.282, sprd=0.017]
Ep 071/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.08it/s, loss=0.628, pair=0.000, adv=4.282, sprd=0.017]
Ep 071/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.08it/s, loss=0.587, pair=0.000, adv=3.737, sprd=0.012]
Ep 071/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.21it/s, loss=0.587, pair=0.000, adv=3.737, sprd=0.012]
Ep 071/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.21it/s, loss=0.666, pair=0.001, adv=4.976, sprd=0.026]
Ep 071/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.08it/s, loss=0.666, pair=0.001, adv=4.976, sprd=0.026]
Ep 071/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:33,  2.08it/s, loss=0.643, pair=0.006, adv=4.071, sprd=0.022]
Ep 071/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.18it/s, loss=0.643, pair=0.006, adv=4.071, sprd=0.022]
Ep 071/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:31,  2.18it/s, loss=0.618, pair=0.001, adv=4.596, sprd=0.018]
Ep 071/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:31,  2.13it/s, loss=0.618, pair=0.001, adv=4.596, sprd=0.018]
Ep 071/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:31,  2.13it/s, loss=0.674, pair=0.000, adv=4.835, sprd=0.025]
Ep 071/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.22it/s, loss=0.674, pair=0.000, adv=4.835, sprd=0.025]
Ep 071/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:30,  2.22it/s, loss=0.610, pair=0.001, adv=3.999, sprd=0.018]
Ep 071/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:30,  2.14it/s, loss=0.610, pair=0.001, adv=3.999, sprd=0.018]
Ep 071/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:30,  2.14it/s, loss=0.635, pair=0.000, adv=4.853, sprd=0.022]
Ep 071/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.21it/s, loss=0.635, pair=0.000, adv=4.853, sprd=0.022]
Ep 071/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.21it/s, loss=0.625, pair=0.000, adv=4.535, sprd=0.019]
Ep 071/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.09it/s, loss=0.625, pair=0.000, adv=4.535, sprd=0.019]
Ep 071/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.09it/s, loss=0.635, pair=0.000, adv=4.540, sprd=0.020]
Ep 071/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.635, pair=0.000, adv=4.540, sprd=0.020]
Ep 071/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:28,  2.19it/s, loss=0.652, pair=0.000, adv=4.836, sprd=0.025]
Ep 071/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:31,  1.95it/s, loss=0.652, pair=0.000, adv=4.836, sprd=0.025]
Ep 071/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:31,  1.95it/s, loss=0.634, pair=0.005, adv=4.274, sprd=0.022]
Ep 071/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:29,  2.05it/s, loss=0.634, pair=0.005, adv=4.274, sprd=0.022]
Ep 071/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:29,  2.05it/s, loss=0.698, pair=0.000, adv=4.869, sprd=0.026]
Ep 071/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:30,  1.99it/s, loss=0.698, pair=0.000, adv=4.869, sprd=0.026]
Ep 071/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:30,  1.99it/s, loss=0.640, pair=0.001, adv=4.022, sprd=0.020]
Ep 071/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.12it/s, loss=0.640, pair=0.001, adv=4.022, sprd=0.020]
Ep 071/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.12it/s, loss=0.595, pair=0.000, adv=4.034, sprd=0.015]
Ep 071/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.01it/s, loss=0.595, pair=0.000, adv=4.034, sprd=0.015]
Ep 071/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.01it/s, loss=0.603, pair=0.000, adv=3.666, sprd=0.015]
Ep 071/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.13it/s, loss=0.603, pair=0.000, adv=3.666, sprd=0.015]
Ep 071/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.13it/s, loss=0.626, pair=0.000, adv=4.960, sprd=0.025]
Ep 071/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.01it/s, loss=0.626, pair=0.000, adv=4.960, sprd=0.025]
Ep 071/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.01it/s, loss=0.643, pair=0.002, adv=4.205, sprd=0.020]
Ep 071/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.13it/s, loss=0.643, pair=0.002, adv=4.205, sprd=0.020]
Ep 071/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.13it/s, loss=0.658, pair=0.001, adv=4.944, sprd=0.026]
Ep 071/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.03it/s, loss=0.658, pair=0.001, adv=4.944, sprd=0.026]
Ep 071/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.03it/s, loss=0.655, pair=0.000, adv=4.838, sprd=0.024]
Ep 071/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.12it/s, loss=0.655, pair=0.000, adv=4.838, sprd=0.024]
Ep 071/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.12it/s, loss=0.666, pair=0.001, adv=5.083, sprd=0.028]
Ep 071/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.03it/s, loss=0.666, pair=0.001, adv=5.083, sprd=0.028]
Ep 071/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.03it/s, loss=0.652, pair=0.000, adv=4.874, sprd=0.026]
Ep 071/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.12it/s, loss=0.652, pair=0.000, adv=4.874, sprd=0.026]
Ep 071/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:24,  2.12it/s, loss=0.613, pair=0.000, adv=3.923, sprd=0.019]
Ep 071/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.08it/s, loss=0.613, pair=0.000, adv=3.923, sprd=0.019]
Ep 071/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.08it/s, loss=0.610, pair=0.000, adv=4.245, sprd=0.019]
Ep 071/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.610, pair=0.000, adv=4.245, sprd=0.019]
Ep 071/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.17it/s, loss=0.630, pair=0.000, adv=4.437, sprd=0.023]
Ep 071/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.05it/s, loss=0.630, pair=0.000, adv=4.437, sprd=0.023]
Ep 071/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.05it/s, loss=0.644, pair=0.000, adv=4.357, sprd=0.023]
Ep 071/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.644, pair=0.000, adv=4.357, sprd=0.023]
Ep 071/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.640, pair=0.003, adv=3.941, sprd=0.024]
Ep 071/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.04it/s, loss=0.640, pair=0.003, adv=3.941, sprd=0.024]
Ep 071/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.04it/s, loss=0.645, pair=0.000, adv=4.159, sprd=0.024]
Ep 071/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.13it/s, loss=0.645, pair=0.000, adv=4.159, sprd=0.024]
Ep 071/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.13it/s, loss=0.692, pair=0.000, adv=5.522, sprd=0.030]
Ep 071/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.05it/s, loss=0.692, pair=0.000, adv=5.522, sprd=0.030]
Ep 071/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.05it/s, loss=0.687, pair=0.002, adv=4.847, sprd=0.029]
Ep 071/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.14it/s, loss=0.687, pair=0.002, adv=4.847, sprd=0.029]
Ep 071/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.14it/s, loss=0.591, pair=0.001, adv=3.901, sprd=0.016]
Ep 071/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.05it/s, loss=0.591, pair=0.001, adv=3.901, sprd=0.016]
Ep 071/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.05it/s, loss=0.601, pair=0.000, adv=4.127, sprd=0.017]
Ep 071/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.13it/s, loss=0.601, pair=0.000, adv=4.127, sprd=0.017]
Ep 071/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.13it/s, loss=0.674, pair=0.001, adv=4.996, sprd=0.029]
Ep 071/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.02it/s, loss=0.674, pair=0.001, adv=4.996, sprd=0.029]
Ep 071/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.02it/s, loss=0.665, pair=0.000, adv=4.351, sprd=0.024]
Ep 071/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.13it/s, loss=0.665, pair=0.000, adv=4.351, sprd=0.024]
Ep 071/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.13it/s, loss=0.655, pair=0.000, adv=4.576, sprd=0.023]
Ep 071/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:19,  1.94it/s, loss=0.655, pair=0.000, adv=4.576, sprd=0.023]
Ep 071/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:19,  1.94it/s, loss=0.655, pair=0.000, adv=4.576, sprd=0.026]
Ep 071/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:18,  2.04it/s, loss=0.655, pair=0.000, adv=4.576, sprd=0.026]
Ep 071/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:18,  2.04it/s, loss=0.640, pair=0.000, adv=4.502, sprd=0.024]
Ep 071/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:18,  1.95it/s, loss=0.640, pair=0.000, adv=4.502, sprd=0.024]
Ep 071/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:18,  1.95it/s, loss=0.625, pair=0.000, adv=4.574, sprd=0.021]
Ep 071/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.07it/s, loss=0.625, pair=0.000, adv=4.574, sprd=0.021]
Ep 071/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.07it/s, loss=0.706, pair=0.000, adv=4.650, sprd=0.023]
Ep 071/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.01it/s, loss=0.706, pair=0.000, adv=4.650, sprd=0.023]
Ep 071/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.01it/s, loss=0.611, pair=0.000, adv=4.406, sprd=0.018]
Ep 071/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.12it/s, loss=0.611, pair=0.000, adv=4.406, sprd=0.018]
Ep 071/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.12it/s, loss=0.664, pair=0.000, adv=4.624, sprd=0.025]
Ep 071/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.06it/s, loss=0.664, pair=0.000, adv=4.624, sprd=0.025]
Ep 071/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.06it/s, loss=0.618, pair=0.000, adv=4.146, sprd=0.017]
Ep 071/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.20it/s, loss=0.618, pair=0.000, adv=4.146, sprd=0.017]
Ep 071/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.20it/s, loss=0.635, pair=0.000, adv=3.719, sprd=0.018]
Ep 071/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:13,  2.15it/s, loss=0.635, pair=0.000, adv=3.719, sprd=0.018]
Ep 071/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:13,  2.15it/s, loss=0.648, pair=0.000, adv=5.163, sprd=0.024]
Ep 071/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.22it/s, loss=0.648, pair=0.000, adv=5.163, sprd=0.024]
Ep 071/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.22it/s, loss=0.578, pair=0.000, adv=3.748, sprd=0.013]
Ep 071/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.13it/s, loss=0.578, pair=0.000, adv=3.748, sprd=0.013]
Ep 071/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:13,  2.13it/s, loss=0.616, pair=0.000, adv=4.036, sprd=0.015]
Ep 071/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:11,  2.26it/s, loss=0.616, pair=0.000, adv=4.036, sprd=0.015]
Ep 071/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:11,  2.26it/s, loss=0.657, pair=0.000, adv=5.263, sprd=0.026]
Ep 071/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.10it/s, loss=0.657, pair=0.000, adv=5.263, sprd=0.026]
Ep 071/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.10it/s, loss=0.608, pair=0.002, adv=4.620, sprd=0.017]
Ep 071/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.20it/s, loss=0.608, pair=0.002, adv=4.620, sprd=0.017]
Ep 071/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.20it/s, loss=0.642, pair=0.003, adv=4.022, sprd=0.020]
Ep 071/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.10it/s, loss=0.642, pair=0.003, adv=4.022, sprd=0.020]
Ep 071/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.10it/s, loss=0.664, pair=0.005, adv=4.368, sprd=0.026]
Ep 071/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.19it/s, loss=0.664, pair=0.005, adv=4.368, sprd=0.026]
Ep 071/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.19it/s, loss=0.673, pair=0.004, adv=4.928, sprd=0.028]
Ep 071/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.07it/s, loss=0.673, pair=0.004, adv=4.928, sprd=0.028]
Ep 071/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.07it/s, loss=0.672, pair=0.007, adv=4.395, sprd=0.026]
Ep 071/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.18it/s, loss=0.672, pair=0.007, adv=4.395, sprd=0.026]
Ep 071/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.18it/s, loss=0.666, pair=0.003, adv=4.382, sprd=0.029]
Ep 071/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.666, pair=0.003, adv=4.382, sprd=0.029]
Ep 071/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.660, pair=0.004, adv=4.597, sprd=0.027]
Ep 071/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.14it/s, loss=0.660, pair=0.004, adv=4.597, sprd=0.027]
Ep 071/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.14it/s, loss=0.610, pair=0.005, adv=4.654, sprd=0.019]
Ep 071/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.05it/s, loss=0.610, pair=0.005, adv=4.654, sprd=0.019]
Ep 071/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.05it/s, loss=0.645, pair=0.005, adv=4.791, sprd=0.020]
Ep 071/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.15it/s, loss=0.645, pair=0.005, adv=4.791, sprd=0.020]
Ep 071/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.15it/s, loss=0.648, pair=0.001, adv=4.662, sprd=0.017]
Ep 071/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.648, pair=0.001, adv=4.662, sprd=0.017]
Ep 071/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.08it/s, loss=0.648, pair=0.004, adv=4.162, sprd=0.024]
Ep 071/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:07,  2.14it/s, loss=0.648, pair=0.004, adv=4.162, sprd=0.024]
Ep 071/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:07,  2.14it/s, loss=0.622, pair=0.001, adv=4.044, sprd=0.020]
Ep 071/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.622, pair=0.001, adv=4.044, sprd=0.020]
Ep 071/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.04it/s, loss=0.639, pair=0.005, adv=4.505, sprd=0.021]
Ep 071/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.15it/s, loss=0.639, pair=0.005, adv=4.505, sprd=0.021]
Ep 071/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.15it/s, loss=0.689, pair=0.001, adv=4.586, sprd=0.021]
Ep 071/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.08it/s, loss=0.689, pair=0.001, adv=4.586, sprd=0.021]
Ep 071/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.08it/s, loss=0.638, pair=0.001, adv=4.033, sprd=0.020]
Ep 071/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.17it/s, loss=0.638, pair=0.001, adv=4.033, sprd=0.020]
Ep 071/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.17it/s, loss=0.671, pair=0.004, adv=5.109, sprd=0.025]
Ep 071/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:05,  1.99it/s, loss=0.671, pair=0.004, adv=5.109, sprd=0.025]
Ep 071/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:05,  1.99it/s, loss=0.621, pair=0.004, adv=4.183, sprd=0.020]
Ep 071/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.10it/s, loss=0.621, pair=0.004, adv=4.183, sprd=0.020]
Ep 071/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.10it/s, loss=0.604, pair=0.006, adv=3.583, sprd=0.017]
Ep 071/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:04,  1.97it/s, loss=0.604, pair=0.006, adv=3.583, sprd=0.017]
Ep 071/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:04,  1.97it/s, loss=0.627, pair=0.006, adv=3.421, sprd=0.018]
Ep 071/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.10it/s, loss=0.627, pair=0.006, adv=3.421, sprd=0.018]
Ep 071/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.10it/s, loss=0.610, pair=0.005, adv=4.393, sprd=0.018]
Ep 071/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.02it/s, loss=0.610, pair=0.005, adv=4.393, sprd=0.018]
Ep 071/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.02it/s, loss=0.691, pair=0.003, adv=5.426, sprd=0.029]
Ep 071/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.12it/s, loss=0.691, pair=0.003, adv=5.426, sprd=0.029]
Ep 071/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.12it/s, loss=0.631, pair=0.004, adv=4.149, sprd=0.017]
Ep 071/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.08it/s, loss=0.631, pair=0.004, adv=4.149, sprd=0.017]
Ep 071/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.08it/s, loss=0.607, pair=0.003, adv=4.860, sprd=0.015]
Ep 071/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.19it/s, loss=0.607, pair=0.003, adv=4.860, sprd=0.015]
Ep 071/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.19it/s, loss=0.586, pair=0.002, adv=3.828, sprd=0.015]
Ep 071/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.05it/s, loss=0.586, pair=0.002, adv=3.828, sprd=0.015]
Ep 071/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.05it/s, loss=0.625, pair=0.002, adv=4.320, sprd=0.017]
Ep 071/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.19it/s, loss=0.625, pair=0.002, adv=4.320, sprd=0.017]
Ep 071/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.19it/s, loss=0.615, pair=0.001, adv=4.294, sprd=0.017]
Ep 071/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.10it/s, loss=0.615, pair=0.001, adv=4.294, sprd=0.017]
                                                                                                              
Epoch 071/80 [S3:+sens]  loss=0.6408  mat=0.2680  sens=1.0409  pair=0.0028  adv=4.4522(rand=3.47)  deg=0.0055  orth=0.0033  spread=0.0212  q_mean=52.3  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=8.62e-06  217s

Ep 072/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 072/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.631, pair=0.002, adv=4.249, sprd=0.021]
Ep 072/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:14,  1.10s/it, loss=0.631, pair=0.002, adv=4.249, sprd=0.021]
Ep 072/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:14,  1.10s/it, loss=0.643, pair=0.000, adv=4.429, sprd=0.021]
Ep 072/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:10,  1.45it/s, loss=0.643, pair=0.000, adv=4.429, sprd=0.021]
Ep 072/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:10,  1.45it/s, loss=0.602, pair=0.000, adv=3.774, sprd=0.018]
Ep 072/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:42,  1.59it/s, loss=0.602, pair=0.000, adv=3.774, sprd=0.018]
Ep 072/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:42,  1.59it/s, loss=0.624, pair=0.000, adv=4.637, sprd=0.020]
Ep 072/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.84it/s, loss=0.624, pair=0.000, adv=4.637, sprd=0.020]
Ep 072/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:03,  1.84it/s, loss=0.666, pair=0.000, adv=5.426, sprd=0.027]
Ep 072/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:02,  1.85it/s, loss=0.666, pair=0.000, adv=5.426, sprd=0.027]
Ep 072/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:02,  1.85it/s, loss=0.624, pair=0.000, adv=4.714, sprd=0.018]
Ep 072/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=0.624, pair=0.000, adv=4.714, sprd=0.018]
Ep 072/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:40,  2.02it/s, loss=1.485, pair=2.461, adv=4.188, sprd=0.017]
Ep 072/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:43,  1.99it/s, loss=1.485, pair=2.461, adv=4.188, sprd=0.017]
Ep 072/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:43,  1.99it/s, loss=0.656, pair=0.002, adv=4.903, sprd=0.026]
Ep 072/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:31,  2.11it/s, loss=0.656, pair=0.002, adv=4.903, sprd=0.026]
Ep 072/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:31,  2.11it/s, loss=0.685, pair=0.000, adv=3.926, sprd=0.019]
Ep 072/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:37,  2.04it/s, loss=0.685, pair=0.000, adv=3.926, sprd=0.019]
Ep 072/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:37,  2.04it/s, loss=0.627, pair=0.000, adv=3.535, sprd=0.017]
Ep 072/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.16it/s, loss=0.627, pair=0.000, adv=3.535, sprd=0.017]
Ep 072/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.16it/s, loss=0.656, pair=0.000, adv=5.031, sprd=0.024]
Ep 072/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:32,  2.08it/s, loss=0.656, pair=0.000, adv=5.031, sprd=0.024]
Ep 072/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:32,  2.08it/s, loss=1.659, pair=0.005, adv=4.222, sprd=0.034]
Ep 072/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=1.659, pair=0.005, adv=4.222, sprd=0.034]
Ep 072/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.639, pair=0.000, adv=5.002, sprd=0.022]
Ep 072/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:37,  2.02it/s, loss=0.639, pair=0.000, adv=5.002, sprd=0.022]
Ep 072/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:37,  2.02it/s, loss=0.623, pair=0.000, adv=4.438, sprd=0.019]
Ep 072/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.14it/s, loss=0.623, pair=0.000, adv=4.438, sprd=0.019]
Ep 072/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:25,  2.14it/s, loss=0.634, pair=0.000, adv=4.235, sprd=0.021]
Ep 072/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:33,  2.05it/s, loss=0.634, pair=0.000, adv=4.235, sprd=0.021]
Ep 072/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:33,  2.05it/s, loss=0.644, pair=0.001, adv=4.710, sprd=0.019]
Ep 072/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.644, pair=0.001, adv=4.710, sprd=0.019]
Ep 072/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:21,  2.17it/s, loss=0.608, pair=0.000, adv=4.531, sprd=0.020]
Ep 072/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:42,  1.96it/s, loss=0.608, pair=0.000, adv=4.531, sprd=0.020]
Ep 072/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:42,  1.96it/s, loss=0.654, pair=0.000, adv=5.254, sprd=0.023]
Ep 072/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:29,  2.08it/s, loss=0.654, pair=0.000, adv=5.254, sprd=0.023]
Ep 072/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:29,  2.08it/s, loss=0.625, pair=0.000, adv=4.498, sprd=0.018]
Ep 072/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:35,  2.01it/s, loss=0.625, pair=0.000, adv=4.498, sprd=0.018]
Ep 072/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:35,  2.01it/s, loss=0.607, pair=0.000, adv=4.731, sprd=0.018]
Ep 072/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:25,  2.11it/s, loss=0.607, pair=0.000, adv=4.731, sprd=0.018]
Ep 072/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:25,  2.11it/s, loss=0.589, pair=0.000, adv=3.614, sprd=0.015]
Ep 072/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:29,  2.06it/s, loss=0.589, pair=0.000, adv=3.614, sprd=0.015]
Ep 072/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:29,  2.06it/s, loss=0.653, pair=0.000, adv=4.814, sprd=0.028]
Ep 072/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:23,  2.12it/s, loss=0.653, pair=0.000, adv=4.814, sprd=0.028]
Ep 072/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:23,  2.12it/s, loss=0.636, pair=0.000, adv=4.712, sprd=0.023]
Ep 072/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:33,  2.01it/s, loss=0.636, pair=0.000, adv=4.712, sprd=0.023]
Ep 072/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:33,  2.01it/s, loss=0.614, pair=0.001, adv=3.913, sprd=0.014]
Ep 072/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:16,  2.19it/s, loss=0.614, pair=0.001, adv=3.913, sprd=0.014]
Ep 072/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:16,  2.19it/s, loss=0.624, pair=0.000, adv=4.980, sprd=0.022]
Ep 072/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:24,  2.09it/s, loss=0.624, pair=0.000, adv=4.980, sprd=0.022]
Ep 072/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:24,  2.09it/s, loss=0.610, pair=0.000, adv=4.283, sprd=0.017]
Ep 072/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:15,  2.18it/s, loss=0.610, pair=0.000, adv=4.283, sprd=0.017]
Ep 072/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:15,  2.18it/s, loss=0.654, pair=0.000, adv=4.796, sprd=0.028]
Ep 072/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.05it/s, loss=0.654, pair=0.000, adv=4.796, sprd=0.028]
Ep 072/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:27,  2.05it/s, loss=0.603, pair=0.001, adv=4.678, sprd=0.019]
Ep 072/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:18,  2.14it/s, loss=0.603, pair=0.001, adv=4.678, sprd=0.019]
Ep 072/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:18,  2.14it/s, loss=0.638, pair=0.000, adv=4.626, sprd=0.021]
Ep 072/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.638, pair=0.000, adv=4.626, sprd=0.021]
Ep 072/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.624, pair=0.000, adv=3.804, sprd=0.019]
Ep 072/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.15it/s, loss=0.624, pair=0.000, adv=3.804, sprd=0.019]
Ep 072/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.15it/s, loss=0.659, pair=0.000, adv=4.982, sprd=0.026]
Ep 072/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.659, pair=0.000, adv=4.982, sprd=0.026]
Ep 072/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.633, pair=0.000, adv=4.623, sprd=0.021]
Ep 072/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:17,  2.13it/s, loss=0.633, pair=0.000, adv=4.623, sprd=0.021]
Ep 072/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:17,  2.13it/s, loss=0.693, pair=0.000, adv=4.145, sprd=0.020]
Ep 072/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.693, pair=0.000, adv=4.145, sprd=0.020]
Ep 072/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:23,  2.06it/s, loss=0.638, pair=0.000, adv=4.139, sprd=0.019]
Ep 072/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:12,  2.17it/s, loss=0.638, pair=0.000, adv=4.139, sprd=0.019]
Ep 072/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:12,  2.17it/s, loss=0.698, pair=0.000, adv=4.770, sprd=0.024]
Ep 072/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.698, pair=0.000, adv=4.770, sprd=0.024]
Ep 072/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.688, pair=0.000, adv=5.341, sprd=0.034]
Ep 072/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:14,  2.14it/s, loss=0.688, pair=0.000, adv=5.341, sprd=0.034]
Ep 072/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:14,  2.14it/s, loss=0.674, pair=0.000, adv=5.118, sprd=0.029]
Ep 072/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.674, pair=0.000, adv=5.118, sprd=0.029]
Ep 072/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.604, pair=0.000, adv=4.363, sprd=0.015]
Ep 072/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.604, pair=0.000, adv=4.363, sprd=0.015]
Ep 072/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:10,  2.18it/s, loss=0.621, pair=0.000, adv=4.116, sprd=0.017]
Ep 072/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.09it/s, loss=0.621, pair=0.000, adv=4.116, sprd=0.017]
Ep 072/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:17,  2.09it/s, loss=0.664, pair=0.000, adv=5.409, sprd=0.027]
Ep 072/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:10,  2.16it/s, loss=0.664, pair=0.000, adv=5.409, sprd=0.027]
Ep 072/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:10,  2.16it/s, loss=0.635, pair=0.000, adv=4.363, sprd=0.017]
Ep 072/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.07it/s, loss=0.635, pair=0.000, adv=4.363, sprd=0.017]
Ep 072/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:19,  2.07it/s, loss=0.619, pair=0.001, adv=4.599, sprd=0.018]
Ep 072/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:08,  2.18it/s, loss=0.619, pair=0.001, adv=4.599, sprd=0.018]
Ep 072/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:08,  2.18it/s, loss=0.659, pair=0.000, adv=4.764, sprd=0.023]
Ep 072/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.07it/s, loss=0.659, pair=0.000, adv=4.764, sprd=0.023]
Ep 072/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.07it/s, loss=0.620, pair=0.003, adv=4.296, sprd=0.018]
Ep 072/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.620, pair=0.003, adv=4.296, sprd=0.018]
Ep 072/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:08,  2.17it/s, loss=0.618, pair=0.001, adv=4.102, sprd=0.021]
Ep 072/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.618, pair=0.001, adv=4.102, sprd=0.021]
Ep 072/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.627, pair=0.001, adv=3.556, sprd=0.015]
Ep 072/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:17,  2.07it/s, loss=0.627, pair=0.001, adv=3.556, sprd=0.015]
Ep 072/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:17,  2.07it/s, loss=0.724, pair=0.001, adv=4.837, sprd=0.025]
Ep 072/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:22,  2.00it/s, loss=0.724, pair=0.001, adv=4.837, sprd=0.025]
Ep 072/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:22,  2.00it/s, loss=0.667, pair=0.002, adv=4.651, sprd=0.023]
Ep 072/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:11,  2.12it/s, loss=0.667, pair=0.002, adv=4.651, sprd=0.023]
Ep 072/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:11,  2.12it/s, loss=0.693, pair=0.000, adv=4.324, sprd=0.031]
Ep 072/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:18,  2.03it/s, loss=0.693, pair=0.000, adv=4.324, sprd=0.031]
Ep 072/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:18,  2.03it/s, loss=0.607, pair=0.001, adv=4.350, sprd=0.016]
Ep 072/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:07,  2.15it/s, loss=0.607, pair=0.001, adv=4.350, sprd=0.016]
Ep 072/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:07,  2.15it/s, loss=0.621, pair=0.001, adv=4.314, sprd=0.018]
Ep 072/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:15,  2.06it/s, loss=0.621, pair=0.001, adv=4.314, sprd=0.018]
Ep 072/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:15,  2.06it/s, loss=0.616, pair=0.000, adv=4.550, sprd=0.018]
Ep 072/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.616, pair=0.000, adv=4.550, sprd=0.018]
Ep 072/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.626, pair=0.001, adv=3.740, sprd=0.020]
Ep 072/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:15,  2.05it/s, loss=0.626, pair=0.001, adv=3.740, sprd=0.020]
Ep 072/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:15,  2.05it/s, loss=0.646, pair=0.001, adv=5.515, sprd=0.024]
Ep 072/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.646, pair=0.001, adv=5.515, sprd=0.024]
Ep 072/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:06,  2.14it/s, loss=0.639, pair=0.004, adv=5.053, sprd=0.024]
Ep 072/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:15,  2.03it/s, loss=0.639, pair=0.004, adv=5.053, sprd=0.024]
Ep 072/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:15,  2.03it/s, loss=0.679, pair=0.002, adv=4.633, sprd=0.027]
Ep 072/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.679, pair=0.002, adv=4.633, sprd=0.027]
Ep 072/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.623, pair=0.003, adv=4.510, sprd=0.020]
Ep 072/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:13,  2.04it/s, loss=0.623, pair=0.003, adv=4.510, sprd=0.020]
Ep 072/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:13,  2.04it/s, loss=0.612, pair=0.002, adv=3.782, sprd=0.015]
Ep 072/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.16it/s, loss=0.612, pair=0.002, adv=3.782, sprd=0.015]
Ep 072/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.16it/s, loss=0.617, pair=0.002, adv=4.644, sprd=0.020]
Ep 072/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:12,  2.05it/s, loss=0.617, pair=0.002, adv=4.644, sprd=0.020]
Ep 072/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:12,  2.05it/s, loss=0.627, pair=0.005, adv=3.778, sprd=0.021]
Ep 072/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:04,  2.13it/s, loss=0.627, pair=0.005, adv=3.778, sprd=0.021]
Ep 072/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:04,  2.13it/s, loss=0.604, pair=0.003, adv=3.923, sprd=0.017]
Ep 072/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:12,  2.03it/s, loss=0.604, pair=0.003, adv=3.923, sprd=0.017]
Ep 072/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:12,  2.03it/s, loss=0.659, pair=0.001, adv=4.901, sprd=0.022]
Ep 072/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:01,  2.15it/s, loss=0.659, pair=0.001, adv=4.901, sprd=0.022]
Ep 072/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:01,  2.15it/s, loss=0.656, pair=0.002, adv=3.664, sprd=0.027]
Ep 072/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:13,  2.01it/s, loss=0.656, pair=0.002, adv=3.664, sprd=0.027]
Ep 072/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:13,  2.01it/s, loss=0.657, pair=0.003, adv=4.479, sprd=0.024]
Ep 072/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.12it/s, loss=0.657, pair=0.003, adv=4.479, sprd=0.024]
Ep 072/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.12it/s, loss=0.610, pair=0.003, adv=4.053, sprd=0.012]
Ep 072/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:04,  2.10it/s, loss=0.610, pair=0.003, adv=4.053, sprd=0.012]
Ep 072/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:04,  2.10it/s, loss=0.631, pair=0.003, adv=4.006, sprd=0.017]
Ep 072/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:52,  2.24it/s, loss=0.631, pair=0.003, adv=4.006, sprd=0.017]
Ep 072/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:52,  2.24it/s, loss=0.669, pair=0.004, adv=4.501, sprd=0.026]
Ep 072/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:03,  2.11it/s, loss=0.669, pair=0.004, adv=4.501, sprd=0.026]
Ep 072/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:03,  2.11it/s, loss=0.625, pair=0.003, adv=4.187, sprd=0.018]
Ep 072/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:05,  2.08it/s, loss=0.625, pair=0.003, adv=4.187, sprd=0.018]
Ep 072/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:05,  2.08it/s, loss=0.683, pair=0.005, adv=4.960, sprd=0.020]
Ep 072/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.03it/s, loss=0.683, pair=0.005, adv=4.960, sprd=0.020]
Ep 072/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.03it/s, loss=0.635, pair=0.002, adv=3.848, sprd=0.015]
Ep 072/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:55,  2.18it/s, loss=0.635, pair=0.002, adv=3.848, sprd=0.015]
Ep 072/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:55,  2.18it/s, loss=0.649, pair=0.002, adv=5.154, sprd=0.024]
Ep 072/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.04it/s, loss=0.649, pair=0.002, adv=5.154, sprd=0.024]
Ep 072/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.04it/s, loss=0.644, pair=0.004, adv=5.397, sprd=0.021]
Ep 072/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:56,  2.16it/s, loss=0.644, pair=0.004, adv=5.397, sprd=0.021]
Ep 072/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:56,  2.16it/s, loss=0.656, pair=0.004, adv=4.987, sprd=0.026]
Ep 072/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.656, pair=0.004, adv=4.987, sprd=0.026]
Ep 072/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.622, pair=0.005, adv=3.899, sprd=0.017]
Ep 072/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:53,  2.19it/s, loss=0.622, pair=0.005, adv=3.899, sprd=0.017]
Ep 072/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:53,  2.19it/s, loss=0.648, pair=0.003, adv=4.105, sprd=0.025]
Ep 072/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:03,  2.06it/s, loss=0.648, pair=0.003, adv=4.105, sprd=0.025]
Ep 072/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:03,  2.06it/s, loss=0.637, pair=0.008, adv=4.656, sprd=0.019]
Ep 072/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:53,  2.18it/s, loss=0.637, pair=0.008, adv=4.656, sprd=0.019]
Ep 072/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:53,  2.18it/s, loss=0.656, pair=0.005, adv=4.085, sprd=0.023]
Ep 072/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.09it/s, loss=0.656, pair=0.005, adv=4.085, sprd=0.023]
Ep 072/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:00,  2.09it/s, loss=0.666, pair=0.008, adv=5.137, sprd=0.030]
Ep 072/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.14it/s, loss=0.666, pair=0.008, adv=5.137, sprd=0.030]
Ep 072/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.14it/s, loss=0.634, pair=0.008, adv=3.993, sprd=0.018]
Ep 072/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.10it/s, loss=0.634, pair=0.008, adv=3.993, sprd=0.018]
Ep 072/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.10it/s, loss=0.618, pair=0.002, adv=4.336, sprd=0.020]
Ep 072/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:50,  2.19it/s, loss=0.618, pair=0.002, adv=4.336, sprd=0.020]
Ep 072/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:50,  2.19it/s, loss=0.667, pair=0.000, adv=5.013, sprd=0.024]
Ep 072/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:57,  2.10it/s, loss=0.667, pair=0.000, adv=5.013, sprd=0.024]
Ep 072/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:57,  2.10it/s, loss=0.636, pair=0.000, adv=3.936, sprd=0.021]
Ep 072/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:50,  2.17it/s, loss=0.636, pair=0.000, adv=3.936, sprd=0.021]
Ep 072/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:50,  2.17it/s, loss=0.632, pair=0.000, adv=3.757, sprd=0.013]
Ep 072/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:56,  2.09it/s, loss=0.632, pair=0.000, adv=3.757, sprd=0.013]
Ep 072/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:56,  2.09it/s, loss=0.606, pair=0.000, adv=4.223, sprd=0.015]
Ep 072/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:48,  2.18it/s, loss=0.606, pair=0.000, adv=4.223, sprd=0.015]
Ep 072/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:48,  2.18it/s, loss=0.633, pair=0.002, adv=4.693, sprd=0.023]
Ep 072/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:58,  2.06it/s, loss=0.633, pair=0.002, adv=4.693, sprd=0.023]
Ep 072/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:58,  2.06it/s, loss=0.677, pair=0.001, adv=4.950, sprd=0.032]
Ep 072/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.13it/s, loss=0.677, pair=0.001, adv=4.950, sprd=0.032]
Ep 072/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.13it/s, loss=0.610, pair=0.000, adv=4.116, sprd=0.015]
Ep 072/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:56,  2.07it/s, loss=0.610, pair=0.000, adv=4.116, sprd=0.015]
Ep 072/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.07it/s, loss=0.652, pair=0.000, adv=4.808, sprd=0.023]
Ep 072/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.17it/s, loss=0.652, pair=0.000, adv=4.808, sprd=0.023]
Ep 072/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.17it/s, loss=0.612, pair=0.000, adv=4.228, sprd=0.016]
Ep 072/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:52,  2.10it/s, loss=0.612, pair=0.000, adv=4.228, sprd=0.016]
Ep 072/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:52,  2.10it/s, loss=0.622, pair=0.001, adv=4.799, sprd=0.020]
Ep 072/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.18it/s, loss=0.622, pair=0.001, adv=4.799, sprd=0.020]
Ep 072/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.18it/s, loss=0.633, pair=0.005, adv=4.439, sprd=0.020]
Ep 072/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:53,  2.08it/s, loss=0.633, pair=0.005, adv=4.439, sprd=0.020]
Ep 072/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:53,  2.08it/s, loss=0.599, pair=0.002, adv=4.255, sprd=0.016]
Ep 072/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.599, pair=0.002, adv=4.255, sprd=0.016]
Ep 072/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.625, pair=0.004, adv=3.214, sprd=0.013]
Ep 072/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:52,  2.09it/s, loss=0.625, pair=0.004, adv=3.214, sprd=0.013]
Ep 072/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:52,  2.09it/s, loss=0.600, pair=0.001, adv=4.097, sprd=0.016]
Ep 072/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.20it/s, loss=0.600, pair=0.001, adv=4.097, sprd=0.016]
Ep 072/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.20it/s, loss=0.643, pair=0.003, adv=4.677, sprd=0.021]
Ep 072/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:49,  2.11it/s, loss=0.643, pair=0.003, adv=4.677, sprd=0.021]
Ep 072/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:49,  2.11it/s, loss=0.635, pair=0.004, adv=4.896, sprd=0.023]
Ep 072/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:43,  2.18it/s, loss=0.635, pair=0.004, adv=4.896, sprd=0.023]
Ep 072/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:43,  2.18it/s, loss=0.645, pair=0.003, adv=4.362, sprd=0.023]
Ep 072/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<03:02,  1.95it/s, loss=0.645, pair=0.003, adv=4.362, sprd=0.023]
Ep 072/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<03:02,  1.95it/s, loss=0.639, pair=0.003, adv=4.792, sprd=0.019]
Ep 072/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:48,  2.10it/s, loss=0.639, pair=0.003, adv=4.792, sprd=0.019]
Ep 072/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:48,  2.10it/s, loss=0.613, pair=0.001, adv=3.292, sprd=0.018]
Ep 072/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.613, pair=0.001, adv=3.292, sprd=0.018]
Ep 072/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:53,  2.04it/s, loss=0.621, pair=0.000, adv=4.349, sprd=0.019]
Ep 072/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.14it/s, loss=0.621, pair=0.000, adv=4.349, sprd=0.019]
Ep 072/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.14it/s, loss=0.602, pair=0.000, adv=4.407, sprd=0.015]
Ep 072/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:49,  2.07it/s, loss=0.602, pair=0.000, adv=4.407, sprd=0.015]
Ep 072/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:49,  2.07it/s, loss=0.613, pair=0.000, adv=4.429, sprd=0.019]
Ep 072/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:40,  2.18it/s, loss=0.613, pair=0.000, adv=4.429, sprd=0.019]
Ep 072/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:40,  2.18it/s, loss=0.644, pair=0.000, adv=4.241, sprd=0.022]
Ep 072/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:49,  2.07it/s, loss=0.644, pair=0.000, adv=4.241, sprd=0.022]
Ep 072/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:49,  2.07it/s, loss=0.621, pair=0.000, adv=4.382, sprd=0.018]
Ep 072/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:40,  2.17it/s, loss=0.621, pair=0.000, adv=4.382, sprd=0.018]
Ep 072/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.17it/s, loss=0.611, pair=0.000, adv=4.294, sprd=0.017]
Ep 072/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:48,  2.07it/s, loss=0.611, pair=0.000, adv=4.294, sprd=0.017]
Ep 072/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:48,  2.07it/s, loss=0.606, pair=0.000, adv=4.341, sprd=0.016]
Ep 072/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:39,  2.17it/s, loss=0.606, pair=0.000, adv=4.341, sprd=0.016]
Ep 072/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.625, pair=0.000, adv=3.670, sprd=0.015]
Ep 072/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.625, pair=0.000, adv=3.670, sprd=0.015]
Ep 072/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.621, pair=0.000, adv=4.227, sprd=0.018]
Ep 072/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:38,  2.18it/s, loss=0.621, pair=0.000, adv=4.227, sprd=0.018]
Ep 072/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:38,  2.18it/s, loss=0.658, pair=0.000, adv=4.839, sprd=0.022]
Ep 072/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.06it/s, loss=0.658, pair=0.000, adv=4.839, sprd=0.022]
Ep 072/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.06it/s, loss=0.670, pair=0.002, adv=5.144, sprd=0.028]
Ep 072/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:39,  2.14it/s, loss=0.670, pair=0.002, adv=5.144, sprd=0.028]
Ep 072/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.14it/s, loss=0.659, pair=0.000, adv=4.895, sprd=0.024]
Ep 072/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:46,  2.06it/s, loss=0.659, pair=0.000, adv=4.895, sprd=0.024]
Ep 072/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:46,  2.06it/s, loss=0.676, pair=0.001, adv=5.622, sprd=0.028]
Ep 072/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:39,  2.14it/s, loss=0.676, pair=0.001, adv=5.622, sprd=0.028]
Ep 072/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:39,  2.14it/s, loss=0.664, pair=0.000, adv=5.638, sprd=0.029]
Ep 072/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:48,  2.02it/s, loss=0.664, pair=0.000, adv=5.638, sprd=0.029]
Ep 072/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:48,  2.02it/s, loss=0.659, pair=0.000, adv=4.514, sprd=0.026]
Ep 072/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:39,  2.12it/s, loss=0.659, pair=0.000, adv=4.514, sprd=0.026]
Ep 072/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:39,  2.12it/s, loss=0.607, pair=0.000, adv=4.502, sprd=0.020]
Ep 072/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:47,  2.02it/s, loss=0.607, pair=0.000, adv=4.502, sprd=0.020]
Ep 072/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:47,  2.02it/s, loss=0.654, pair=0.000, adv=4.005, sprd=0.022]
Ep 072/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:38,  2.13it/s, loss=0.654, pair=0.000, adv=4.005, sprd=0.022]
Ep 072/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:38,  2.13it/s, loss=0.675, pair=0.000, adv=4.428, sprd=0.026]
Ep 072/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:46,  2.02it/s, loss=0.675, pair=0.000, adv=4.428, sprd=0.026]
Ep 072/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:46,  2.02it/s, loss=0.625, pair=0.000, adv=5.008, sprd=0.022]
Ep 072/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:38,  2.11it/s, loss=0.625, pair=0.000, adv=5.008, sprd=0.022]
Ep 072/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:38,  2.11it/s, loss=0.682, pair=0.000, adv=4.518, sprd=0.018]
Ep 072/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.05it/s, loss=0.682, pair=0.000, adv=4.518, sprd=0.018]
Ep 072/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.05it/s, loss=0.657, pair=0.000, adv=4.904, sprd=0.024]
Ep 072/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.14it/s, loss=0.657, pair=0.000, adv=4.904, sprd=0.024]
Ep 072/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.14it/s, loss=0.602, pair=0.000, adv=3.604, sprd=0.016]
Ep 072/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:40,  2.07it/s, loss=0.602, pair=0.000, adv=3.604, sprd=0.016]
Ep 072/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:40,  2.07it/s, loss=0.655, pair=0.000, adv=4.288, sprd=0.024]
Ep 072/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:34,  2.15it/s, loss=0.655, pair=0.000, adv=4.288, sprd=0.024]
Ep 072/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:34,  2.15it/s, loss=0.647, pair=0.000, adv=4.018, sprd=0.024]
Ep 072/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:41,  2.05it/s, loss=0.647, pair=0.000, adv=4.018, sprd=0.024]
Ep 072/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:41,  2.05it/s, loss=0.635, pair=0.000, adv=4.213, sprd=0.018]
Ep 072/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:29,  2.19it/s, loss=0.635, pair=0.000, adv=4.213, sprd=0.018]
Ep 072/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:29,  2.19it/s, loss=0.646, pair=0.001, adv=5.031, sprd=0.024]
Ep 072/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:46,  1.96it/s, loss=0.646, pair=0.001, adv=5.031, sprd=0.024]
Ep 072/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:46,  1.96it/s, loss=0.661, pair=0.000, adv=5.015, sprd=0.028]
Ep 072/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:37,  2.07it/s, loss=0.661, pair=0.000, adv=5.015, sprd=0.028]
Ep 072/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:37,  2.07it/s, loss=0.643, pair=0.001, adv=4.580, sprd=0.020]
Ep 072/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:42,  2.01it/s, loss=0.643, pair=0.001, adv=4.580, sprd=0.020]
Ep 072/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:42,  2.01it/s, loss=0.641, pair=0.001, adv=5.053, sprd=0.024]
Ep 072/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:34,  2.11it/s, loss=0.641, pair=0.001, adv=5.053, sprd=0.024]
Ep 072/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:34,  2.11it/s, loss=0.638, pair=0.004, adv=4.487, sprd=0.020]
Ep 072/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:36,  2.07it/s, loss=0.638, pair=0.004, adv=4.487, sprd=0.020]
Ep 072/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:36,  2.07it/s, loss=0.657, pair=0.000, adv=4.990, sprd=0.025]
Ep 072/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.16it/s, loss=0.657, pair=0.000, adv=4.990, sprd=0.025]
Ep 072/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.16it/s, loss=0.625, pair=0.000, adv=4.217, sprd=0.018]
Ep 072/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:35,  2.07it/s, loss=0.625, pair=0.000, adv=4.217, sprd=0.018]
Ep 072/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:35,  2.07it/s, loss=0.672, pair=0.002, adv=4.611, sprd=0.028]
Ep 072/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.672, pair=0.002, adv=4.611, sprd=0.028]
Ep 072/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:28,  2.16it/s, loss=0.655, pair=0.000, adv=3.971, sprd=0.024]
Ep 072/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:35,  2.06it/s, loss=0.655, pair=0.000, adv=3.971, sprd=0.024]
Ep 072/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:35,  2.06it/s, loss=0.627, pair=0.002, adv=4.665, sprd=0.019]
Ep 072/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.627, pair=0.002, adv=4.665, sprd=0.019]
Ep 072/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.584, pair=0.005, adv=3.773, sprd=0.013]
Ep 072/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:31,  2.09it/s, loss=0.584, pair=0.005, adv=3.773, sprd=0.013]
Ep 072/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:31,  2.09it/s, loss=0.653, pair=0.218, adv=2.999, sprd=0.017]
Ep 072/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:23,  2.21it/s, loss=0.653, pair=0.218, adv=2.999, sprd=0.017]
Ep 072/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:23,  2.21it/s, loss=0.643, pair=0.004, adv=4.952, sprd=0.023]
Ep 072/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:29,  2.11it/s, loss=0.643, pair=0.004, adv=4.952, sprd=0.023]
Ep 072/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:29,  2.11it/s, loss=0.622, pair=0.001, adv=4.449, sprd=0.019]
Ep 072/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.622, pair=0.001, adv=4.449, sprd=0.019]
Ep 072/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.628, pair=0.001, adv=3.898, sprd=0.017]
Ep 072/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:31,  2.07it/s, loss=0.628, pair=0.001, adv=3.898, sprd=0.017]
Ep 072/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:31,  2.07it/s, loss=0.656, pair=0.001, adv=4.476, sprd=0.024]
Ep 072/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.15it/s, loss=0.656, pair=0.001, adv=4.476, sprd=0.024]
Ep 072/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.15it/s, loss=0.719, pair=0.000, adv=3.781, sprd=0.025]
Ep 072/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:31,  2.06it/s, loss=0.719, pair=0.000, adv=3.781, sprd=0.025]
Ep 072/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:31,  2.06it/s, loss=0.670, pair=0.000, adv=4.548, sprd=0.024]
Ep 072/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.16it/s, loss=0.670, pair=0.000, adv=4.548, sprd=0.024]
Ep 072/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:23,  2.16it/s, loss=0.657, pair=0.001, adv=4.285, sprd=0.023]
Ep 072/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:30,  2.06it/s, loss=0.657, pair=0.001, adv=4.285, sprd=0.023]
Ep 072/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:30,  2.06it/s, loss=0.631, pair=0.001, adv=3.652, sprd=0.020]
Ep 072/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:23,  2.15it/s, loss=0.631, pair=0.001, adv=3.652, sprd=0.020]
Ep 072/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:23,  2.15it/s, loss=0.620, pair=0.000, adv=4.604, sprd=0.016]
Ep 072/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:28,  2.08it/s, loss=0.620, pair=0.000, adv=4.604, sprd=0.016]
Ep 072/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:28,  2.08it/s, loss=0.675, pair=0.002, adv=4.961, sprd=0.029]
Ep 072/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:22,  2.15it/s, loss=0.675, pair=0.002, adv=4.961, sprd=0.029]
Ep 072/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:22,  2.15it/s, loss=0.644, pair=0.002, adv=3.592, sprd=0.018]
Ep 072/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:29,  2.05it/s, loss=0.644, pair=0.002, adv=3.592, sprd=0.018]
Ep 072/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:29,  2.05it/s, loss=0.631, pair=0.005, adv=4.844, sprd=0.022]
Ep 072/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:23,  2.12it/s, loss=0.631, pair=0.005, adv=4.844, sprd=0.022]
Ep 072/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:23,  2.12it/s, loss=0.664, pair=0.004, adv=4.378, sprd=0.017]
Ep 072/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.664, pair=0.004, adv=4.378, sprd=0.017]
Ep 072/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.649, pair=0.004, adv=5.366, sprd=0.026]
Ep 072/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:22,  2.13it/s, loss=0.649, pair=0.004, adv=5.366, sprd=0.026]
Ep 072/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:22,  2.13it/s, loss=0.646, pair=0.003, adv=3.948, sprd=0.019]
Ep 072/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:31,  1.99it/s, loss=0.646, pair=0.003, adv=3.948, sprd=0.019]
Ep 072/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:31,  1.99it/s, loss=0.652, pair=0.004, adv=4.772, sprd=0.026]
Ep 072/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:23,  2.10it/s, loss=0.652, pair=0.004, adv=4.772, sprd=0.026]
Ep 072/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.10it/s, loss=0.618, pair=0.002, adv=3.342, sprd=0.018]
Ep 072/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:28,  2.02it/s, loss=0.618, pair=0.002, adv=3.342, sprd=0.018]
Ep 072/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:28,  2.02it/s, loss=0.634, pair=0.004, adv=4.754, sprd=0.020]
Ep 072/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:20,  2.14it/s, loss=0.634, pair=0.004, adv=4.754, sprd=0.020]
Ep 072/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:20,  2.14it/s, loss=0.629, pair=0.004, adv=4.185, sprd=0.018]
Ep 072/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:24,  2.06it/s, loss=0.629, pair=0.004, adv=4.185, sprd=0.018]
Ep 072/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:24,  2.06it/s, loss=0.601, pair=0.006, adv=4.141, sprd=0.015]
Ep 072/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:14,  2.21it/s, loss=0.601, pair=0.006, adv=4.141, sprd=0.015]
Ep 072/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:14,  2.21it/s, loss=0.643, pair=0.005, adv=4.065, sprd=0.021]
Ep 072/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.06it/s, loss=0.643, pair=0.005, adv=4.065, sprd=0.021]
Ep 072/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:23,  2.06it/s, loss=0.613, pair=0.005, adv=4.170, sprd=0.015]
Ep 072/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:15,  2.18it/s, loss=0.613, pair=0.005, adv=4.170, sprd=0.015]
Ep 072/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:15,  2.18it/s, loss=0.602, pair=0.004, adv=4.147, sprd=0.013]
Ep 072/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:19,  2.11it/s, loss=0.602, pair=0.004, adv=4.147, sprd=0.013]
Ep 072/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:19,  2.11it/s, loss=0.660, pair=0.005, adv=4.798, sprd=0.026]
Ep 072/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:13,  2.19it/s, loss=0.660, pair=0.005, adv=4.798, sprd=0.026]
Ep 072/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:13,  2.19it/s, loss=0.668, pair=0.002, adv=5.185, sprd=0.016]
Ep 072/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:15,  2.16it/s, loss=0.668, pair=0.002, adv=5.185, sprd=0.016]
Ep 072/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:15,  2.16it/s, loss=0.640, pair=0.000, adv=4.854, sprd=0.018]
Ep 072/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:06,  2.29it/s, loss=0.640, pair=0.000, adv=4.854, sprd=0.018]
Ep 072/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:06,  2.29it/s, loss=0.606, pair=0.000, adv=3.790, sprd=0.016]
Ep 072/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:14,  2.16it/s, loss=0.606, pair=0.000, adv=3.790, sprd=0.016]
Ep 072/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:14,  2.16it/s, loss=0.642, pair=0.001, adv=5.022, sprd=0.019]
Ep 072/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:08,  2.25it/s, loss=0.642, pair=0.001, adv=5.022, sprd=0.019]
Ep 072/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:08,  2.25it/s, loss=0.665, pair=0.001, adv=4.732, sprd=0.025]
Ep 072/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:14,  2.15it/s, loss=0.665, pair=0.001, adv=4.732, sprd=0.025]
Ep 072/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:14,  2.15it/s, loss=0.649, pair=0.000, adv=4.797, sprd=0.024]
Ep 072/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:09,  2.21it/s, loss=0.649, pair=0.000, adv=4.797, sprd=0.024]
Ep 072/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:09,  2.21it/s, loss=0.663, pair=0.000, adv=4.211, sprd=0.025]
Ep 072/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:17,  2.08it/s, loss=0.663, pair=0.000, adv=4.211, sprd=0.025]
Ep 072/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:17,  2.08it/s, loss=0.663, pair=0.000, adv=3.773, sprd=0.024]
Ep 072/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:11,  2.16it/s, loss=0.663, pair=0.000, adv=3.773, sprd=0.024]
Ep 072/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:11,  2.16it/s, loss=0.619, pair=0.002, adv=4.499, sprd=0.021]
Ep 072/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:20,  2.02it/s, loss=0.619, pair=0.002, adv=4.499, sprd=0.021]
Ep 072/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.638, pair=0.001, adv=4.104, sprd=0.017]
Ep 072/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:08,  2.21it/s, loss=0.638, pair=0.001, adv=4.104, sprd=0.017]
Ep 072/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:08,  2.21it/s, loss=0.625, pair=0.000, adv=4.382, sprd=0.018]
Ep 072/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:13,  2.11it/s, loss=0.625, pair=0.000, adv=4.382, sprd=0.018]
Ep 072/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:13,  2.11it/s, loss=0.644, pair=0.001, adv=3.981, sprd=0.021]
Ep 072/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:07,  2.20it/s, loss=0.644, pair=0.001, adv=3.981, sprd=0.021]
Ep 072/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:07,  2.20it/s, loss=0.611, pair=0.000, adv=4.514, sprd=0.015]
Ep 072/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:10,  2.14it/s, loss=0.611, pair=0.000, adv=4.514, sprd=0.015]
Ep 072/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:10,  2.14it/s, loss=0.603, pair=0.000, adv=3.813, sprd=0.016]
Ep 072/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:04,  2.23it/s, loss=0.603, pair=0.000, adv=3.813, sprd=0.016]
Ep 072/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:04,  2.23it/s, loss=0.623, pair=0.000, adv=3.700, sprd=0.019]
Ep 072/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:12,  2.09it/s, loss=0.623, pair=0.000, adv=3.700, sprd=0.019]
Ep 072/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.09it/s, loss=0.627, pair=0.000, adv=4.496, sprd=0.023]
Ep 072/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.627, pair=0.000, adv=4.496, sprd=0.023]
Ep 072/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.655, pair=0.001, adv=4.315, sprd=0.027]
Ep 072/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:15,  2.04it/s, loss=0.655, pair=0.001, adv=4.315, sprd=0.027]
Ep 072/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:15,  2.04it/s, loss=0.668, pair=0.000, adv=4.975, sprd=0.027]
Ep 072/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:14,  2.05it/s, loss=0.668, pair=0.000, adv=4.975, sprd=0.027]
Ep 072/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:14,  2.05it/s, loss=0.620, pair=0.002, adv=4.142, sprd=0.015]
Ep 072/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:14,  2.03it/s, loss=0.620, pair=0.002, adv=4.142, sprd=0.015]
Ep 072/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:14,  2.03it/s, loss=0.597, pair=0.001, adv=4.370, sprd=0.015]
Ep 072/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:05,  2.17it/s, loss=0.597, pair=0.001, adv=4.370, sprd=0.015]
Ep 072/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:05,  2.17it/s, loss=0.682, pair=0.001, adv=3.634, sprd=0.023]
Ep 072/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:13,  2.04it/s, loss=0.682, pair=0.001, adv=3.634, sprd=0.023]
Ep 072/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:13,  2.04it/s, loss=0.600, pair=0.002, adv=3.604, sprd=0.013]
Ep 072/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:04,  2.18it/s, loss=0.600, pair=0.002, adv=3.604, sprd=0.013]
Ep 072/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.18it/s, loss=0.659, pair=0.000, adv=4.751, sprd=0.024]
Ep 072/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:09,  2.09it/s, loss=0.659, pair=0.000, adv=4.751, sprd=0.024]
Ep 072/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:09,  2.09it/s, loss=0.617, pair=0.000, adv=5.061, sprd=0.021]
Ep 072/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:04,  2.17it/s, loss=0.617, pair=0.000, adv=5.061, sprd=0.021]
Ep 072/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.17it/s, loss=0.673, pair=0.000, adv=4.678, sprd=0.019]
Ep 072/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:09,  2.08it/s, loss=0.673, pair=0.000, adv=4.678, sprd=0.019]
Ep 072/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:09,  2.08it/s, loss=0.630, pair=0.001, adv=4.595, sprd=0.016]
Ep 072/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:01,  2.19it/s, loss=0.630, pair=0.001, adv=4.595, sprd=0.016]
Ep 072/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:01,  2.19it/s, loss=0.636, pair=0.001, adv=4.688, sprd=0.021]
Ep 072/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.06it/s, loss=0.636, pair=0.001, adv=4.688, sprd=0.021]
Ep 072/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.06it/s, loss=0.647, pair=0.000, adv=4.429, sprd=0.021]
Ep 072/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:01,  2.17it/s, loss=0.647, pair=0.000, adv=4.429, sprd=0.021]
Ep 072/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:01,  2.17it/s, loss=0.607, pair=0.002, adv=3.604, sprd=0.018]
Ep 072/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.08it/s, loss=0.607, pair=0.002, adv=3.604, sprd=0.018]
Ep 072/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:06,  2.08it/s, loss=0.638, pair=0.000, adv=4.920, sprd=0.021]
Ep 072/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:00,  2.18it/s, loss=0.638, pair=0.000, adv=4.920, sprd=0.021]
Ep 072/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:00,  2.18it/s, loss=0.621, pair=0.001, adv=4.903, sprd=0.020]
Ep 072/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:05,  2.09it/s, loss=0.621, pair=0.001, adv=4.903, sprd=0.020]
Ep 072/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:05,  2.09it/s, loss=0.626, pair=0.000, adv=4.955, sprd=0.023]
Ep 072/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:01,  2.15it/s, loss=0.626, pair=0.000, adv=4.955, sprd=0.023]
Ep 072/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:01,  2.15it/s, loss=0.651, pair=0.000, adv=4.266, sprd=0.027]
Ep 072/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.00it/s, loss=0.651, pair=0.000, adv=4.266, sprd=0.027]
Ep 072/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.00it/s, loss=0.647, pair=0.000, adv=4.716, sprd=0.024]
Ep 072/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:03,  2.10it/s, loss=0.647, pair=0.000, adv=4.716, sprd=0.024]
Ep 072/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:03,  2.10it/s, loss=0.594, pair=0.000, adv=3.934, sprd=0.017]
Ep 072/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:07,  2.03it/s, loss=0.594, pair=0.000, adv=3.934, sprd=0.017]
Ep 072/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:07,  2.03it/s, loss=0.597, pair=0.000, adv=4.074, sprd=0.015]
Ep 072/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:00,  2.13it/s, loss=0.597, pair=0.000, adv=4.074, sprd=0.015]
Ep 072/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.13it/s, loss=0.620, pair=0.000, adv=4.295, sprd=0.017]
Ep 072/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:04,  2.06it/s, loss=0.620, pair=0.000, adv=4.295, sprd=0.017]
Ep 072/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:04,  2.06it/s, loss=0.654, pair=0.000, adv=5.415, sprd=0.024]
Ep 072/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:58,  2.15it/s, loss=0.654, pair=0.000, adv=5.415, sprd=0.024]
Ep 072/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.645, pair=0.000, adv=4.055, sprd=0.021]
Ep 072/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.08it/s, loss=0.645, pair=0.000, adv=4.055, sprd=0.021]
Ep 072/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.08it/s, loss=0.651, pair=0.000, adv=4.834, sprd=0.027]
Ep 072/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.651, pair=0.000, adv=4.834, sprd=0.027]
Ep 072/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:58,  2.14it/s, loss=0.601, pair=0.000, adv=3.384, sprd=0.016]
Ep 072/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.601, pair=0.000, adv=3.384, sprd=0.016]
Ep 072/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.04it/s, loss=0.624, pair=0.001, adv=4.125, sprd=0.021]
Ep 072/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:58,  2.13it/s, loss=0.624, pair=0.001, adv=4.125, sprd=0.021]
Ep 072/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:58,  2.13it/s, loss=0.686, pair=0.000, adv=4.580, sprd=0.019]
Ep 072/80 [S3:+sens]:  45%|▉ | 203/453 [01:36<01:59,  2.09it/s, loss=0.686, pair=0.000, adv=4.580, sprd=0.019]
Ep 072/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:59,  2.09it/s, loss=0.610, pair=0.000, adv=3.682, sprd=0.015]
Ep 072/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:53,  2.20it/s, loss=0.610, pair=0.000, adv=3.682, sprd=0.015]
Ep 072/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:53,  2.20it/s, loss=0.657, pair=0.000, adv=5.124, sprd=0.024]
Ep 072/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<02:04,  1.99it/s, loss=0.657, pair=0.000, adv=5.124, sprd=0.024]
Ep 072/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:04,  1.99it/s, loss=0.663, pair=0.000, adv=4.687, sprd=0.028]
Ep 072/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:58,  2.08it/s, loss=0.663, pair=0.000, adv=4.687, sprd=0.028]
Ep 072/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:58,  2.08it/s, loss=0.593, pair=0.000, adv=4.025, sprd=0.013]
Ep 072/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:00,  2.05it/s, loss=0.593, pair=0.000, adv=4.025, sprd=0.013]
Ep 072/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.662, pair=0.001, adv=4.905, sprd=0.029]
Ep 072/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.662, pair=0.001, adv=4.905, sprd=0.029]
Ep 072/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.655, pair=0.000, adv=5.392, sprd=0.027]
Ep 072/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<02:00,  2.03it/s, loss=0.655, pair=0.000, adv=5.392, sprd=0.027]
Ep 072/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:00,  2.03it/s, loss=0.654, pair=0.004, adv=4.539, sprd=0.027]
Ep 072/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.654, pair=0.004, adv=4.539, sprd=0.027]
Ep 072/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.10it/s, loss=0.607, pair=0.002, adv=3.636, sprd=0.016]
Ep 072/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:58,  2.04it/s, loss=0.607, pair=0.002, adv=3.636, sprd=0.016]
Ep 072/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:58,  2.04it/s, loss=0.627, pair=0.002, adv=3.954, sprd=0.022]
Ep 072/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.627, pair=0.002, adv=3.954, sprd=0.022]
Ep 072/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.649, pair=0.005, adv=4.025, sprd=0.024]
Ep 072/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:57,  2.04it/s, loss=0.649, pair=0.005, adv=4.025, sprd=0.024]
Ep 072/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.04it/s, loss=0.651, pair=0.005, adv=4.758, sprd=0.023]
Ep 072/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.651, pair=0.005, adv=4.758, sprd=0.023]
Ep 072/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.595, pair=0.004, adv=4.002, sprd=0.015]
Ep 072/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:57,  2.03it/s, loss=0.595, pair=0.004, adv=4.002, sprd=0.015]
Ep 072/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:57,  2.03it/s, loss=0.622, pair=0.005, adv=4.355, sprd=0.020]
Ep 072/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:51,  2.12it/s, loss=0.622, pair=0.005, adv=4.355, sprd=0.020]
Ep 072/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:51,  2.12it/s, loss=0.617, pair=0.002, adv=4.928, sprd=0.019]
Ep 072/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:54,  2.06it/s, loss=0.617, pair=0.002, adv=4.928, sprd=0.019]
Ep 072/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:54,  2.06it/s, loss=0.616, pair=0.002, adv=4.211, sprd=0.018]
Ep 072/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.616, pair=0.002, adv=4.211, sprd=0.018]
Ep 072/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:49,  2.15it/s, loss=0.677, pair=0.000, adv=4.570, sprd=0.019]
Ep 072/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:52,  2.09it/s, loss=0.677, pair=0.000, adv=4.570, sprd=0.019]
Ep 072/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:52,  2.09it/s, loss=0.673, pair=0.000, adv=4.527, sprd=0.027]
Ep 072/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.673, pair=0.000, adv=4.527, sprd=0.027]
Ep 072/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.641, pair=0.002, adv=4.492, sprd=0.021]
Ep 072/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.641, pair=0.002, adv=4.492, sprd=0.021]
Ep 072/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.665, pair=0.011, adv=4.157, sprd=0.028]
Ep 072/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:47,  2.14it/s, loss=0.665, pair=0.011, adv=4.157, sprd=0.028]
Ep 072/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.14it/s, loss=0.690, pair=0.000, adv=4.555, sprd=0.033]
Ep 072/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.690, pair=0.000, adv=4.555, sprd=0.033]
Ep 072/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.646, pair=0.000, adv=4.183, sprd=0.020]
Ep 072/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:46,  2.15it/s, loss=0.646, pair=0.000, adv=4.183, sprd=0.020]
Ep 072/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.15it/s, loss=0.626, pair=0.000, adv=5.001, sprd=0.022]
Ep 072/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:52,  2.04it/s, loss=0.626, pair=0.000, adv=5.001, sprd=0.022]
Ep 072/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:52,  2.04it/s, loss=0.632, pair=0.000, adv=4.627, sprd=0.022]
Ep 072/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:46,  2.13it/s, loss=0.632, pair=0.000, adv=4.627, sprd=0.022]
Ep 072/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.13it/s, loss=0.633, pair=0.000, adv=4.273, sprd=0.020]
Ep 072/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.633, pair=0.000, adv=4.273, sprd=0.020]
Ep 072/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.659, pair=0.000, adv=4.588, sprd=0.023]
Ep 072/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:43,  2.17it/s, loss=0.659, pair=0.000, adv=4.588, sprd=0.023]
Ep 072/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.17it/s, loss=0.628, pair=0.000, adv=4.263, sprd=0.018]
Ep 072/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.628, pair=0.000, adv=4.263, sprd=0.018]
Ep 072/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.683, pair=0.001, adv=5.385, sprd=0.029]
Ep 072/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:42,  2.17it/s, loss=0.683, pair=0.001, adv=5.385, sprd=0.029]
Ep 072/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:42,  2.17it/s, loss=0.670, pair=0.002, adv=4.631, sprd=0.024]
Ep 072/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:46,  2.09it/s, loss=0.670, pair=0.002, adv=4.631, sprd=0.024]
Ep 072/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:46,  2.09it/s, loss=0.687, pair=0.002, adv=4.867, sprd=0.032]
Ep 072/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:42,  2.16it/s, loss=0.687, pair=0.002, adv=4.867, sprd=0.032]
Ep 072/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.16it/s, loss=0.650, pair=0.001, adv=4.593, sprd=0.023]
Ep 072/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:45,  2.09it/s, loss=0.650, pair=0.001, adv=4.593, sprd=0.023]
Ep 072/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:45,  2.09it/s, loss=0.608, pair=0.002, adv=4.184, sprd=0.017]
Ep 072/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:45,  2.08it/s, loss=0.608, pair=0.002, adv=4.184, sprd=0.017]
Ep 072/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:45,  2.08it/s, loss=0.714, pair=0.001, adv=4.653, sprd=0.021]
Ep 072/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:47,  2.03it/s, loss=0.714, pair=0.001, adv=4.653, sprd=0.021]
Ep 072/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:47,  2.03it/s, loss=0.611, pair=0.003, adv=3.329, sprd=0.019]
Ep 072/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:41,  2.13it/s, loss=0.611, pair=0.003, adv=3.329, sprd=0.019]
Ep 072/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.13it/s, loss=0.639, pair=0.003, adv=4.557, sprd=0.020]
Ep 072/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.07it/s, loss=0.639, pair=0.003, adv=4.557, sprd=0.020]
Ep 072/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:44,  2.07it/s, loss=0.679, pair=0.007, adv=4.892, sprd=0.029]
Ep 072/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:39,  2.16it/s, loss=0.679, pair=0.007, adv=4.892, sprd=0.029]
Ep 072/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.16it/s, loss=0.670, pair=0.007, adv=4.803, sprd=0.027]
Ep 072/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.05it/s, loss=0.670, pair=0.007, adv=4.803, sprd=0.027]
Ep 072/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:44,  2.05it/s, loss=0.631, pair=0.004, adv=4.210, sprd=0.023]
Ep 072/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:39,  2.13it/s, loss=0.631, pair=0.004, adv=4.210, sprd=0.023]
Ep 072/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.13it/s, loss=0.610, pair=0.004, adv=3.623, sprd=0.017]
Ep 072/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.610, pair=0.004, adv=3.623, sprd=0.017]
Ep 072/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.652, pair=0.005, adv=5.335, sprd=0.024]
Ep 072/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:39,  2.13it/s, loss=0.652, pair=0.005, adv=5.335, sprd=0.024]
Ep 072/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:39,  2.13it/s, loss=0.638, pair=0.004, adv=4.030, sprd=0.022]
Ep 072/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.638, pair=0.004, adv=4.030, sprd=0.022]
Ep 072/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.658, pair=0.003, adv=4.575, sprd=0.023]
Ep 072/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.16it/s, loss=0.658, pair=0.003, adv=4.575, sprd=0.023]
Ep 072/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.16it/s, loss=0.651, pair=0.002, adv=4.733, sprd=0.021]
Ep 072/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:39,  2.08it/s, loss=0.651, pair=0.002, adv=4.733, sprd=0.021]
Ep 072/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.08it/s, loss=0.643, pair=0.005, adv=4.727, sprd=0.021]
Ep 072/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:34,  2.18it/s, loss=0.643, pair=0.005, adv=4.727, sprd=0.021]
Ep 072/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:34,  2.18it/s, loss=0.640, pair=0.001, adv=4.550, sprd=0.022]
Ep 072/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:38,  2.09it/s, loss=0.640, pair=0.001, adv=4.550, sprd=0.022]
Ep 072/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.09it/s, loss=0.667, pair=0.002, adv=4.139, sprd=0.027]
Ep 072/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.16it/s, loss=0.667, pair=0.002, adv=4.139, sprd=0.027]
Ep 072/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.16it/s, loss=0.614, pair=0.000, adv=5.517, sprd=0.021]
Ep 072/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:39,  2.05it/s, loss=0.614, pair=0.000, adv=5.517, sprd=0.021]
Ep 072/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.05it/s, loss=0.635, pair=0.001, adv=4.494, sprd=0.024]
Ep 072/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:35,  2.13it/s, loss=0.635, pair=0.001, adv=4.494, sprd=0.024]
Ep 072/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:35,  2.13it/s, loss=0.674, pair=0.002, adv=4.988, sprd=0.026]
Ep 072/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:39,  2.04it/s, loss=0.674, pair=0.002, adv=4.988, sprd=0.026]
Ep 072/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.04it/s, loss=0.605, pair=0.002, adv=3.999, sprd=0.018]
Ep 072/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.605, pair=0.002, adv=3.999, sprd=0.018]
Ep 072/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.647, pair=0.001, adv=4.504, sprd=0.024]
Ep 072/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:38,  2.04it/s, loss=0.647, pair=0.001, adv=4.504, sprd=0.024]
Ep 072/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:38,  2.04it/s, loss=0.598, pair=0.002, adv=3.640, sprd=0.017]
Ep 072/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:33,  2.12it/s, loss=0.598, pair=0.002, adv=3.640, sprd=0.017]
Ep 072/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:33,  2.12it/s, loss=0.655, pair=0.001, adv=4.577, sprd=0.030]
Ep 072/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:40,  1.96it/s, loss=0.655, pair=0.001, adv=4.577, sprd=0.030]
Ep 072/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:40,  1.96it/s, loss=0.647, pair=0.000, adv=4.748, sprd=0.022]
Ep 072/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:34,  2.08it/s, loss=0.647, pair=0.000, adv=4.748, sprd=0.022]
Ep 072/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:34,  2.08it/s, loss=0.667, pair=0.001, adv=6.286, sprd=0.028]
Ep 072/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:42,  1.91it/s, loss=0.667, pair=0.001, adv=6.286, sprd=0.028]
Ep 072/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:42,  1.91it/s, loss=0.598, pair=0.001, adv=3.999, sprd=0.016]
Ep 072/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:34,  2.05it/s, loss=0.598, pair=0.001, adv=3.999, sprd=0.016]
Ep 072/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:34,  2.05it/s, loss=0.649, pair=0.001, adv=4.141, sprd=0.021]
Ep 072/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:36,  2.01it/s, loss=0.649, pair=0.001, adv=4.141, sprd=0.021]
Ep 072/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:36,  2.01it/s, loss=0.642, pair=0.000, adv=5.254, sprd=0.023]
Ep 072/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:31,  2.11it/s, loss=0.642, pair=0.000, adv=5.254, sprd=0.023]
Ep 072/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:31,  2.11it/s, loss=0.634, pair=0.001, adv=4.893, sprd=0.022]
Ep 072/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:34,  2.03it/s, loss=0.634, pair=0.001, adv=4.893, sprd=0.022]
Ep 072/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:34,  2.03it/s, loss=0.649, pair=0.000, adv=4.509, sprd=0.024]
Ep 072/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:30,  2.12it/s, loss=0.649, pair=0.000, adv=4.509, sprd=0.024]
Ep 072/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:30,  2.12it/s, loss=0.587, pair=0.001, adv=3.652, sprd=0.015]
Ep 072/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:34,  2.01it/s, loss=0.587, pair=0.001, adv=3.652, sprd=0.015]
Ep 072/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:34,  2.01it/s, loss=0.641, pair=0.000, adv=4.326, sprd=0.018]
Ep 072/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.15it/s, loss=0.641, pair=0.000, adv=4.326, sprd=0.018]
Ep 072/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:27,  2.15it/s, loss=0.653, pair=0.000, adv=4.910, sprd=0.023]
Ep 072/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.05it/s, loss=0.653, pair=0.000, adv=4.910, sprd=0.023]
Ep 072/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.636, pair=0.000, adv=4.209, sprd=0.022]
Ep 072/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.636, pair=0.000, adv=4.209, sprd=0.022]
Ep 072/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.601, pair=0.000, adv=3.678, sprd=0.014]
Ep 072/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:30,  2.06it/s, loss=0.601, pair=0.000, adv=3.678, sprd=0.014]
Ep 072/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:30,  2.06it/s, loss=0.671, pair=0.001, adv=5.015, sprd=0.028]
Ep 072/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.13it/s, loss=0.671, pair=0.001, adv=5.015, sprd=0.028]
Ep 072/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.13it/s, loss=0.599, pair=0.000, adv=4.443, sprd=0.016]
Ep 072/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.06it/s, loss=0.599, pair=0.000, adv=4.443, sprd=0.016]
Ep 072/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:29,  2.06it/s, loss=0.657, pair=0.001, adv=4.294, sprd=0.024]
Ep 072/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:25,  2.15it/s, loss=0.657, pair=0.001, adv=4.294, sprd=0.024]
Ep 072/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.15it/s, loss=0.646, pair=0.000, adv=5.289, sprd=0.022]
Ep 072/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.06it/s, loss=0.646, pair=0.000, adv=5.289, sprd=0.022]
Ep 072/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:28,  2.06it/s, loss=0.630, pair=0.000, adv=4.890, sprd=0.020]
Ep 072/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:23,  2.17it/s, loss=0.630, pair=0.000, adv=4.890, sprd=0.020]
Ep 072/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.17it/s, loss=0.625, pair=0.000, adv=3.987, sprd=0.020]
Ep 072/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.05it/s, loss=0.625, pair=0.000, adv=3.987, sprd=0.020]
Ep 072/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.05it/s, loss=0.656, pair=0.000, adv=4.136, sprd=0.022]
Ep 072/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:22,  2.18it/s, loss=0.656, pair=0.000, adv=4.136, sprd=0.022]
Ep 072/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.18it/s, loss=0.636, pair=0.001, adv=5.304, sprd=0.022]
Ep 072/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.05it/s, loss=0.636, pair=0.001, adv=5.304, sprd=0.022]
Ep 072/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.05it/s, loss=0.656, pair=0.001, adv=4.365, sprd=0.019]
Ep 072/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:21,  2.18it/s, loss=0.656, pair=0.001, adv=4.365, sprd=0.019]
Ep 072/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:21,  2.18it/s, loss=0.615, pair=0.013, adv=4.079, sprd=0.016]
Ep 072/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:22,  2.13it/s, loss=0.615, pair=0.013, adv=4.079, sprd=0.016]
Ep 072/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:22,  2.13it/s, loss=0.609, pair=0.001, adv=4.603, sprd=0.017]
Ep 072/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:18,  2.23it/s, loss=0.609, pair=0.001, adv=4.603, sprd=0.017]
Ep 072/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:18,  2.23it/s, loss=0.652, pair=0.001, adv=4.466, sprd=0.026]
Ep 072/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.07it/s, loss=0.652, pair=0.001, adv=4.466, sprd=0.026]
Ep 072/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.07it/s, loss=0.655, pair=0.002, adv=4.416, sprd=0.021]
Ep 072/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:19,  2.17it/s, loss=0.655, pair=0.002, adv=4.416, sprd=0.021]
Ep 072/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.17it/s, loss=0.680, pair=0.001, adv=5.616, sprd=0.030]
Ep 072/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.680, pair=0.001, adv=5.616, sprd=0.030]
Ep 072/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.08it/s, loss=0.647, pair=0.001, adv=3.987, sprd=0.022]
Ep 072/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.19it/s, loss=0.647, pair=0.001, adv=3.987, sprd=0.022]
Ep 072/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.19it/s, loss=0.651, pair=0.000, adv=5.035, sprd=0.025]
Ep 072/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.08it/s, loss=0.651, pair=0.000, adv=5.035, sprd=0.025]
Ep 072/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.08it/s, loss=0.619, pair=0.000, adv=4.756, sprd=0.020]
Ep 072/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:18,  2.16it/s, loss=0.619, pair=0.000, adv=4.756, sprd=0.020]
Ep 072/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.16it/s, loss=0.660, pair=0.000, adv=5.151, sprd=0.025]
Ep 072/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:25,  1.97it/s, loss=0.660, pair=0.000, adv=5.151, sprd=0.025]
Ep 072/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:25,  1.97it/s, loss=0.617, pair=0.000, adv=4.653, sprd=0.017]
Ep 072/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:18,  2.12it/s, loss=0.617, pair=0.000, adv=4.653, sprd=0.017]
Ep 072/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.629, pair=0.001, adv=4.367, sprd=0.020]
Ep 072/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.629, pair=0.001, adv=4.367, sprd=0.020]
Ep 072/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.632, pair=0.000, adv=3.952, sprd=0.023]
Ep 072/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.14it/s, loss=0.632, pair=0.000, adv=3.952, sprd=0.023]
Ep 072/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:17,  2.14it/s, loss=0.616, pair=0.001, adv=4.479, sprd=0.016]
Ep 072/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:18,  2.09it/s, loss=0.616, pair=0.001, adv=4.479, sprd=0.016]
Ep 072/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:18,  2.09it/s, loss=0.603, pair=0.001, adv=3.824, sprd=0.015]
Ep 072/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.603, pair=0.001, adv=3.824, sprd=0.015]
Ep 072/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.19it/s, loss=0.655, pair=0.000, adv=4.677, sprd=0.022]
Ep 072/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:17,  2.09it/s, loss=0.655, pair=0.000, adv=4.677, sprd=0.022]
Ep 072/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:17,  2.09it/s, loss=0.657, pair=0.001, adv=4.591, sprd=0.026]
Ep 072/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:14,  2.15it/s, loss=0.657, pair=0.001, adv=4.591, sprd=0.026]
Ep 072/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:14,  2.15it/s, loss=0.675, pair=0.000, adv=5.277, sprd=0.026]
Ep 072/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:18,  2.04it/s, loss=0.675, pair=0.000, adv=5.277, sprd=0.026]
Ep 072/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.650, pair=0.001, adv=4.573, sprd=0.023]
Ep 072/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.14it/s, loss=0.650, pair=0.001, adv=4.573, sprd=0.023]
Ep 072/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.14it/s, loss=0.653, pair=0.000, adv=5.039, sprd=0.025]
Ep 072/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:18,  2.00it/s, loss=0.653, pair=0.000, adv=5.039, sprd=0.025]
Ep 072/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:18,  2.00it/s, loss=0.588, pair=0.000, adv=4.112, sprd=0.015]
Ep 072/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.10it/s, loss=0.588, pair=0.000, adv=4.112, sprd=0.015]
Ep 072/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.10it/s, loss=0.637, pair=0.000, adv=4.257, sprd=0.019]
Ep 072/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:16,  2.05it/s, loss=0.637, pair=0.000, adv=4.257, sprd=0.019]
Ep 072/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:16,  2.05it/s, loss=0.619, pair=0.000, adv=4.446, sprd=0.018]
Ep 072/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.17it/s, loss=0.619, pair=0.000, adv=4.446, sprd=0.018]
Ep 072/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.17it/s, loss=0.566, pair=0.000, adv=3.249, sprd=0.015]
Ep 072/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:15,  2.05it/s, loss=0.566, pair=0.000, adv=3.249, sprd=0.015]
Ep 072/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.648, pair=0.000, adv=4.119, sprd=0.023]
Ep 072/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.14it/s, loss=0.648, pair=0.000, adv=4.119, sprd=0.023]
Ep 072/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.14it/s, loss=0.639, pair=0.000, adv=4.565, sprd=0.022]
Ep 072/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.07it/s, loss=0.639, pair=0.000, adv=4.565, sprd=0.022]
Ep 072/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:13,  2.07it/s, loss=0.608, pair=0.000, adv=3.973, sprd=0.020]
Ep 072/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:10,  2.14it/s, loss=0.608, pair=0.000, adv=3.973, sprd=0.020]
Ep 072/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:10,  2.14it/s, loss=0.661, pair=0.000, adv=3.467, sprd=0.021]
Ep 072/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:12,  2.07it/s, loss=0.661, pair=0.000, adv=3.467, sprd=0.021]
Ep 072/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:12,  2.07it/s, loss=0.654, pair=0.000, adv=4.340, sprd=0.022]
Ep 072/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.18it/s, loss=0.654, pair=0.000, adv=4.340, sprd=0.022]
Ep 072/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.18it/s, loss=0.656, pair=0.000, adv=5.329, sprd=0.022]
Ep 072/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:10,  2.10it/s, loss=0.656, pair=0.000, adv=5.329, sprd=0.022]
Ep 072/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:10,  2.10it/s, loss=0.595, pair=0.000, adv=3.480, sprd=0.014]
Ep 072/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:06,  2.21it/s, loss=0.595, pair=0.000, adv=3.480, sprd=0.014]
Ep 072/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:06,  2.21it/s, loss=0.634, pair=0.000, adv=4.271, sprd=0.020]
Ep 072/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.08it/s, loss=0.634, pair=0.000, adv=4.271, sprd=0.020]
Ep 072/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.08it/s, loss=0.629, pair=0.000, adv=4.574, sprd=0.017]
Ep 072/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:05,  2.21it/s, loss=0.629, pair=0.000, adv=4.574, sprd=0.017]
Ep 072/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:05,  2.21it/s, loss=0.609, pair=0.000, adv=4.149, sprd=0.017]
Ep 072/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:07,  2.14it/s, loss=0.609, pair=0.000, adv=4.149, sprd=0.017]
Ep 072/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:07,  2.14it/s, loss=0.636, pair=0.000, adv=5.025, sprd=0.022]
Ep 072/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:04,  2.23it/s, loss=0.636, pair=0.000, adv=5.025, sprd=0.022]
Ep 072/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:04,  2.23it/s, loss=0.647, pair=0.001, adv=4.675, sprd=0.018]
Ep 072/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:06,  2.14it/s, loss=0.647, pair=0.001, adv=4.675, sprd=0.018]
Ep 072/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:06,  2.14it/s, loss=0.623, pair=0.000, adv=4.407, sprd=0.021]
Ep 072/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:04,  2.19it/s, loss=0.623, pair=0.000, adv=4.407, sprd=0.021]
Ep 072/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:04,  2.19it/s, loss=0.679, pair=0.000, adv=5.040, sprd=0.029]
Ep 072/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:10,  1.98it/s, loss=0.679, pair=0.000, adv=5.040, sprd=0.029]
Ep 072/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:10,  1.98it/s, loss=0.647, pair=0.001, adv=4.686, sprd=0.020]
Ep 072/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:05,  2.12it/s, loss=0.647, pair=0.001, adv=4.686, sprd=0.020]
Ep 072/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:05,  2.12it/s, loss=0.670, pair=0.001, adv=4.693, sprd=0.030]
Ep 072/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:08,  2.01it/s, loss=0.670, pair=0.001, adv=4.693, sprd=0.030]
Ep 072/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:08,  2.01it/s, loss=0.640, pair=0.000, adv=4.945, sprd=0.022]
Ep 072/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:04,  2.12it/s, loss=0.640, pair=0.000, adv=4.945, sprd=0.022]
Ep 072/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:04,  2.12it/s, loss=0.621, pair=0.000, adv=4.873, sprd=0.021]
Ep 072/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.02it/s, loss=0.621, pair=0.000, adv=4.873, sprd=0.021]
Ep 072/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.02it/s, loss=0.658, pair=0.000, adv=4.643, sprd=0.027]
Ep 072/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:03,  2.11it/s, loss=0.658, pair=0.000, adv=4.643, sprd=0.027]
Ep 072/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:03,  2.11it/s, loss=0.661, pair=0.000, adv=5.374, sprd=0.024]
Ep 072/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.03it/s, loss=0.661, pair=0.000, adv=5.374, sprd=0.024]
Ep 072/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.03it/s, loss=0.591, pair=0.001, adv=3.858, sprd=0.015]
Ep 072/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:01,  2.15it/s, loss=0.591, pair=0.001, adv=3.858, sprd=0.015]
Ep 072/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.15it/s, loss=0.612, pair=0.000, adv=5.026, sprd=0.017]
Ep 072/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.08it/s, loss=0.612, pair=0.000, adv=5.026, sprd=0.017]
Ep 072/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.08it/s, loss=0.628, pair=0.000, adv=4.797, sprd=0.018]
Ep 072/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:59,  2.20it/s, loss=0.628, pair=0.000, adv=4.797, sprd=0.018]
Ep 072/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<00:59,  2.20it/s, loss=0.656, pair=0.000, adv=4.601, sprd=0.023]
Ep 072/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:01,  2.12it/s, loss=0.656, pair=0.000, adv=4.601, sprd=0.023]
Ep 072/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:01,  2.12it/s, loss=0.650, pair=0.001, adv=5.043, sprd=0.023]
Ep 072/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:58,  2.20it/s, loss=0.650, pair=0.001, adv=5.043, sprd=0.023]
Ep 072/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:58,  2.20it/s, loss=0.628, pair=0.002, adv=4.404, sprd=0.019]
Ep 072/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.628, pair=0.002, adv=4.404, sprd=0.019]
Ep 072/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.698, pair=0.000, adv=4.018, sprd=0.033]
Ep 072/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:59,  2.13it/s, loss=0.698, pair=0.000, adv=4.018, sprd=0.033]
Ep 072/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:59,  2.13it/s, loss=0.629, pair=0.002, adv=5.003, sprd=0.018]
Ep 072/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.629, pair=0.002, adv=5.003, sprd=0.018]
Ep 072/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.615, pair=0.000, adv=3.917, sprd=0.020]
Ep 072/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.13it/s, loss=0.615, pair=0.000, adv=3.917, sprd=0.020]
Ep 072/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.13it/s, loss=0.639, pair=0.004, adv=4.266, sprd=0.019]
Ep 072/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<00:59,  2.09it/s, loss=0.639, pair=0.004, adv=4.266, sprd=0.019]
Ep 072/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<00:59,  2.09it/s, loss=0.651, pair=0.000, adv=4.278, sprd=0.028]
Ep 072/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.651, pair=0.000, adv=4.278, sprd=0.028]
Ep 072/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.15it/s, loss=0.635, pair=0.000, adv=3.804, sprd=0.019]
Ep 072/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<00:59,  2.06it/s, loss=0.635, pair=0.000, adv=3.804, sprd=0.019]
Ep 072/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.06it/s, loss=0.617, pair=0.002, adv=4.139, sprd=0.014]
Ep 072/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.19it/s, loss=0.617, pair=0.002, adv=4.139, sprd=0.014]
Ep 072/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.19it/s, loss=0.659, pair=0.000, adv=3.755, sprd=0.024]
Ep 072/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:57,  2.09it/s, loss=0.659, pair=0.000, adv=3.755, sprd=0.024]
Ep 072/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:57,  2.09it/s, loss=0.600, pair=0.000, adv=3.984, sprd=0.015]
Ep 072/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.18it/s, loss=0.600, pair=0.000, adv=3.984, sprd=0.015]
Ep 072/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:54,  2.18it/s, loss=0.646, pair=0.000, adv=4.420, sprd=0.023]
Ep 072/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:57,  2.06it/s, loss=0.646, pair=0.000, adv=4.420, sprd=0.023]
Ep 072/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.06it/s, loss=0.659, pair=0.001, adv=4.609, sprd=0.026]
Ep 072/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.13it/s, loss=0.659, pair=0.001, adv=4.609, sprd=0.026]
Ep 072/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.13it/s, loss=0.643, pair=0.000, adv=4.328, sprd=0.024]
Ep 072/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.04it/s, loss=0.643, pair=0.000, adv=4.328, sprd=0.024]
Ep 072/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.04it/s, loss=0.626, pair=0.000, adv=5.111, sprd=0.022]
Ep 072/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.12it/s, loss=0.626, pair=0.000, adv=5.111, sprd=0.022]
Ep 072/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.12it/s, loss=0.681, pair=0.000, adv=5.272, sprd=0.030]
Ep 072/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:58,  1.94it/s, loss=0.681, pair=0.000, adv=5.272, sprd=0.030]
Ep 072/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:58,  1.94it/s, loss=0.680, pair=0.000, adv=5.358, sprd=0.032]
Ep 072/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:55,  2.04it/s, loss=0.680, pair=0.000, adv=5.358, sprd=0.032]
Ep 072/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:55,  2.04it/s, loss=0.592, pair=0.000, adv=3.367, sprd=0.013]
Ep 072/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:56,  1.98it/s, loss=0.592, pair=0.000, adv=3.367, sprd=0.013]
Ep 072/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:56,  1.98it/s, loss=0.614, pair=0.000, adv=4.272, sprd=0.017]
Ep 072/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.11it/s, loss=0.614, pair=0.000, adv=4.272, sprd=0.017]
Ep 072/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.11it/s, loss=0.598, pair=0.000, adv=4.129, sprd=0.017]
Ep 072/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:54,  2.02it/s, loss=0.598, pair=0.000, adv=4.129, sprd=0.017]
Ep 072/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:54,  2.02it/s, loss=0.672, pair=0.000, adv=5.020, sprd=0.028]
Ep 072/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.11it/s, loss=0.672, pair=0.000, adv=5.020, sprd=0.028]
Ep 072/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:51,  2.11it/s, loss=0.670, pair=0.000, adv=3.932, sprd=0.018]
Ep 072/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.02it/s, loss=0.670, pair=0.000, adv=3.932, sprd=0.018]
Ep 072/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.02it/s, loss=0.608, pair=0.000, adv=3.780, sprd=0.017]
Ep 072/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.13it/s, loss=0.608, pair=0.000, adv=3.780, sprd=0.017]
Ep 072/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.13it/s, loss=0.602, pair=0.000, adv=4.207, sprd=0.016]
Ep 072/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.07it/s, loss=0.602, pair=0.000, adv=4.207, sprd=0.016]
Ep 072/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.07it/s, loss=0.643, pair=0.000, adv=4.576, sprd=0.021]
Ep 072/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.643, pair=0.000, adv=4.576, sprd=0.021]
Ep 072/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.683, pair=0.000, adv=4.130, sprd=0.030]
Ep 072/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.683, pair=0.000, adv=4.130, sprd=0.030]
Ep 072/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.06it/s, loss=0.625, pair=0.000, adv=4.635, sprd=0.018]
Ep 072/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:47,  2.17it/s, loss=0.625, pair=0.000, adv=4.635, sprd=0.018]
Ep 072/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.17it/s, loss=0.643, pair=0.000, adv=4.828, sprd=0.022]
Ep 072/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.09it/s, loss=0.643, pair=0.000, adv=4.828, sprd=0.022]
Ep 072/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.09it/s, loss=0.645, pair=0.000, adv=4.978, sprd=0.020]
Ep 072/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:46,  2.19it/s, loss=0.645, pair=0.000, adv=4.978, sprd=0.020]
Ep 072/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:46,  2.19it/s, loss=0.655, pair=0.000, adv=4.505, sprd=0.024]
Ep 072/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.09it/s, loss=0.655, pair=0.000, adv=4.505, sprd=0.024]
Ep 072/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.09it/s, loss=0.647, pair=0.000, adv=5.147, sprd=0.022]
Ep 072/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.18it/s, loss=0.647, pair=0.000, adv=5.147, sprd=0.022]
Ep 072/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.18it/s, loss=0.628, pair=0.000, adv=5.045, sprd=0.020]
Ep 072/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.09it/s, loss=0.628, pair=0.000, adv=5.045, sprd=0.020]
Ep 072/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:46,  2.09it/s, loss=0.641, pair=0.000, adv=4.445, sprd=0.021]
Ep 072/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:44,  2.19it/s, loss=0.641, pair=0.000, adv=4.445, sprd=0.021]
Ep 072/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.19it/s, loss=0.676, pair=0.000, adv=4.885, sprd=0.030]
Ep 072/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.676, pair=0.000, adv=4.885, sprd=0.030]
Ep 072/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.616, pair=0.000, adv=5.059, sprd=0.021]
Ep 072/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:44,  2.16it/s, loss=0.616, pair=0.000, adv=5.059, sprd=0.021]
Ep 072/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.16it/s, loss=0.649, pair=0.000, adv=4.156, sprd=0.019]
Ep 072/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:44,  2.10it/s, loss=0.649, pair=0.000, adv=4.156, sprd=0.019]
Ep 072/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:44,  2.10it/s, loss=0.617, pair=0.000, adv=4.097, sprd=0.017]
Ep 072/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.19it/s, loss=0.617, pair=0.000, adv=4.097, sprd=0.017]
Ep 072/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.19it/s, loss=0.621, pair=0.000, adv=4.744, sprd=0.017]
Ep 072/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:43,  2.10it/s, loss=0.621, pair=0.000, adv=4.744, sprd=0.017]
Ep 072/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:43,  2.10it/s, loss=0.655, pair=0.000, adv=5.526, sprd=0.023]
Ep 072/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.20it/s, loss=0.655, pair=0.000, adv=5.526, sprd=0.023]
Ep 072/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.20it/s, loss=0.631, pair=0.000, adv=5.167, sprd=0.021]
Ep 072/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.09it/s, loss=0.631, pair=0.000, adv=5.167, sprd=0.021]
Ep 072/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.09it/s, loss=0.637, pair=0.000, adv=5.258, sprd=0.025]
Ep 072/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:41,  2.15it/s, loss=0.637, pair=0.000, adv=5.258, sprd=0.025]
Ep 072/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.15it/s, loss=0.644, pair=0.000, adv=4.331, sprd=0.019]
Ep 072/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.10it/s, loss=0.644, pair=0.000, adv=4.331, sprd=0.019]
Ep 072/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:41,  2.10it/s, loss=0.641, pair=0.000, adv=4.849, sprd=0.024]
Ep 072/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.17it/s, loss=0.641, pair=0.000, adv=4.849, sprd=0.024]
Ep 072/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.17it/s, loss=0.650, pair=0.000, adv=4.487, sprd=0.024]
Ep 072/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.09it/s, loss=0.650, pair=0.000, adv=4.487, sprd=0.024]
Ep 072/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.09it/s, loss=0.590, pair=0.001, adv=4.190, sprd=0.016]
Ep 072/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:41,  2.07it/s, loss=0.590, pair=0.001, adv=4.190, sprd=0.016]
Ep 072/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:41,  2.07it/s, loss=1.444, pair=2.266, adv=5.402, sprd=0.022]
Ep 072/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.04it/s, loss=1.444, pair=2.266, adv=5.402, sprd=0.022]
Ep 072/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:41,  2.04it/s, loss=0.679, pair=0.001, adv=5.319, sprd=0.031]
Ep 072/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:39,  2.13it/s, loss=0.679, pair=0.001, adv=5.319, sprd=0.031]
Ep 072/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:39,  2.13it/s, loss=0.607, pair=0.000, adv=4.884, sprd=0.016]
Ep 072/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.05it/s, loss=0.607, pair=0.000, adv=4.884, sprd=0.016]
Ep 072/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.05it/s, loss=0.652, pair=0.000, adv=4.901, sprd=0.021]
Ep 072/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.16it/s, loss=0.652, pair=0.000, adv=4.901, sprd=0.021]
Ep 072/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.16it/s, loss=0.594, pair=0.000, adv=3.966, sprd=0.014]
Ep 072/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:38,  2.09it/s, loss=0.594, pair=0.000, adv=3.966, sprd=0.014]
Ep 072/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.09it/s, loss=0.655, pair=0.000, adv=4.711, sprd=0.023]
Ep 072/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:35,  2.20it/s, loss=0.655, pair=0.000, adv=4.711, sprd=0.023]
Ep 072/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:35,  2.20it/s, loss=0.640, pair=0.000, adv=4.269, sprd=0.023]
Ep 072/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:37,  2.08it/s, loss=0.640, pair=0.000, adv=4.269, sprd=0.023]
Ep 072/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.08it/s, loss=0.671, pair=0.000, adv=4.083, sprd=0.025]
Ep 072/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.18it/s, loss=0.671, pair=0.000, adv=4.083, sprd=0.025]
Ep 072/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.18it/s, loss=0.670, pair=0.000, adv=4.422, sprd=0.025]
Ep 072/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.08it/s, loss=0.670, pair=0.000, adv=4.422, sprd=0.025]
Ep 072/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.08it/s, loss=0.658, pair=0.000, adv=5.272, sprd=0.026]
Ep 072/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.658, pair=0.000, adv=5.272, sprd=0.026]
Ep 072/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.16it/s, loss=0.668, pair=0.000, adv=5.094, sprd=0.032]
Ep 072/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:36,  2.01it/s, loss=0.668, pair=0.000, adv=5.094, sprd=0.032]
Ep 072/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.01it/s, loss=0.628, pair=0.000, adv=4.558, sprd=0.020]
Ep 072/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.12it/s, loss=0.628, pair=0.000, adv=4.558, sprd=0.020]
Ep 072/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.12it/s, loss=0.661, pair=0.000, adv=5.310, sprd=0.028]
Ep 072/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:35,  2.04it/s, loss=0.661, pair=0.000, adv=5.310, sprd=0.028]
Ep 072/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.04it/s, loss=0.647, pair=0.000, adv=5.461, sprd=0.024]
Ep 072/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.14it/s, loss=0.647, pair=0.000, adv=5.461, sprd=0.024]
Ep 072/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.14it/s, loss=0.629, pair=0.000, adv=5.231, sprd=0.021]
Ep 072/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.05it/s, loss=0.629, pair=0.000, adv=5.231, sprd=0.021]
Ep 072/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.05it/s, loss=0.650, pair=0.000, adv=4.565, sprd=0.026]
Ep 072/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.13it/s, loss=0.650, pair=0.000, adv=4.565, sprd=0.026]
Ep 072/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:32,  2.13it/s, loss=0.711, pair=0.000, adv=3.977, sprd=0.026]
Ep 072/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.04it/s, loss=0.711, pair=0.000, adv=3.977, sprd=0.026]
Ep 072/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:33,  2.04it/s, loss=0.661, pair=0.000, adv=4.580, sprd=0.028]
Ep 072/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.11it/s, loss=0.661, pair=0.000, adv=4.580, sprd=0.028]
Ep 072/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.11it/s, loss=0.631, pair=0.000, adv=4.758, sprd=0.021]
Ep 072/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.03it/s, loss=0.631, pair=0.000, adv=4.758, sprd=0.021]
Ep 072/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.03it/s, loss=0.652, pair=0.000, adv=4.291, sprd=0.022]
Ep 072/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.14it/s, loss=0.652, pair=0.000, adv=4.291, sprd=0.022]
Ep 072/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.14it/s, loss=0.639, pair=0.000, adv=5.321, sprd=0.022]
Ep 072/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.07it/s, loss=0.639, pair=0.000, adv=5.321, sprd=0.022]
Ep 072/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.07it/s, loss=0.656, pair=0.000, adv=4.617, sprd=0.020]
Ep 072/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:28,  2.19it/s, loss=0.656, pair=0.000, adv=4.617, sprd=0.020]
Ep 072/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.19it/s, loss=0.658, pair=0.000, adv=4.087, sprd=0.024]
Ep 072/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.09it/s, loss=0.658, pair=0.000, adv=4.087, sprd=0.024]
Ep 072/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.09it/s, loss=0.625, pair=0.000, adv=3.651, sprd=0.018]
Ep 072/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:27,  2.18it/s, loss=0.625, pair=0.000, adv=3.651, sprd=0.018]
Ep 072/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.18it/s, loss=0.633, pair=0.000, adv=4.658, sprd=0.023]
Ep 072/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.07it/s, loss=0.633, pair=0.000, adv=4.658, sprd=0.023]
Ep 072/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.07it/s, loss=0.652, pair=0.000, adv=5.836, sprd=0.023]
Ep 072/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:26,  2.19it/s, loss=0.652, pair=0.000, adv=5.836, sprd=0.023]
Ep 072/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.19it/s, loss=0.633, pair=0.000, adv=4.395, sprd=0.024]
Ep 072/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:29,  1.97it/s, loss=0.633, pair=0.000, adv=4.395, sprd=0.024]
Ep 072/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:29,  1.97it/s, loss=0.619, pair=0.000, adv=4.848, sprd=0.019]
Ep 072/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:27,  2.09it/s, loss=0.619, pair=0.000, adv=4.848, sprd=0.019]
Ep 072/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:27,  2.09it/s, loss=0.639, pair=0.000, adv=3.893, sprd=0.016]
Ep 072/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.06it/s, loss=0.639, pair=0.000, adv=3.893, sprd=0.016]
Ep 072/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.06it/s, loss=0.628, pair=0.000, adv=4.228, sprd=0.017]
Ep 072/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.17it/s, loss=0.628, pair=0.000, adv=4.228, sprd=0.017]
Ep 072/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.17it/s, loss=0.620, pair=0.000, adv=3.954, sprd=0.018]
Ep 072/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.07it/s, loss=0.620, pair=0.000, adv=3.954, sprd=0.018]
Ep 072/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.07it/s, loss=0.673, pair=0.000, adv=4.648, sprd=0.028]
Ep 072/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.16it/s, loss=0.673, pair=0.000, adv=4.648, sprd=0.028]
Ep 072/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.16it/s, loss=0.623, pair=0.000, adv=4.732, sprd=0.019]
Ep 072/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.08it/s, loss=0.623, pair=0.000, adv=4.732, sprd=0.019]
Ep 072/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.08it/s, loss=0.635, pair=0.000, adv=4.609, sprd=0.020]
Ep 072/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.18it/s, loss=0.635, pair=0.000, adv=4.609, sprd=0.020]
Ep 072/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.18it/s, loss=0.590, pair=0.000, adv=4.543, sprd=0.013]
Ep 072/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.09it/s, loss=0.590, pair=0.000, adv=4.543, sprd=0.013]
Ep 072/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.09it/s, loss=0.607, pair=0.000, adv=4.243, sprd=0.017]
Ep 072/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.19it/s, loss=0.607, pair=0.000, adv=4.243, sprd=0.017]
Ep 072/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.19it/s, loss=0.642, pair=0.000, adv=4.425, sprd=0.016]
Ep 072/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.04it/s, loss=0.642, pair=0.000, adv=4.425, sprd=0.016]
Ep 072/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.04it/s, loss=0.607, pair=0.000, adv=4.201, sprd=0.019]
Ep 072/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.13it/s, loss=0.607, pair=0.000, adv=4.201, sprd=0.019]
Ep 072/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:22,  2.13it/s, loss=0.657, pair=0.000, adv=4.883, sprd=0.017]
Ep 072/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.657, pair=0.000, adv=4.883, sprd=0.017]
Ep 072/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.626, pair=0.000, adv=4.556, sprd=0.019]
Ep 072/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.17it/s, loss=0.626, pair=0.000, adv=4.556, sprd=0.019]
Ep 072/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.17it/s, loss=0.617, pair=0.000, adv=4.003, sprd=0.020]
Ep 072/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.07it/s, loss=0.617, pair=0.000, adv=4.003, sprd=0.020]
Ep 072/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.07it/s, loss=0.653, pair=0.000, adv=4.438, sprd=0.025]
Ep 072/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.15it/s, loss=0.653, pair=0.000, adv=4.438, sprd=0.025]
Ep 072/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.15it/s, loss=0.667, pair=0.000, adv=4.243, sprd=0.031]
Ep 072/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:20,  2.03it/s, loss=0.667, pair=0.000, adv=4.243, sprd=0.031]
Ep 072/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.03it/s, loss=0.632, pair=0.000, adv=4.165, sprd=0.022]
Ep 072/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.12it/s, loss=0.632, pair=0.000, adv=4.165, sprd=0.022]
Ep 072/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.12it/s, loss=0.674, pair=0.000, adv=5.040, sprd=0.030]
Ep 072/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:20,  1.99it/s, loss=0.674, pair=0.000, adv=5.040, sprd=0.030]
Ep 072/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:20,  1.99it/s, loss=0.597, pair=0.000, adv=4.634, sprd=0.015]
Ep 072/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.12it/s, loss=0.597, pair=0.000, adv=4.634, sprd=0.015]
Ep 072/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.12it/s, loss=0.598, pair=0.004, adv=3.871, sprd=0.012]
Ep 072/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.10it/s, loss=0.598, pair=0.004, adv=3.871, sprd=0.012]
Ep 072/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.613, pair=0.000, adv=4.942, sprd=0.019]
Ep 072/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.19it/s, loss=0.613, pair=0.000, adv=4.942, sprd=0.019]
Ep 072/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.19it/s, loss=0.691, pair=0.000, adv=4.805, sprd=0.032]
Ep 072/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.08it/s, loss=0.691, pair=0.000, adv=4.805, sprd=0.032]
Ep 072/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.08it/s, loss=0.658, pair=0.000, adv=5.087, sprd=0.029]
Ep 072/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.15it/s, loss=0.658, pair=0.000, adv=5.087, sprd=0.029]
Ep 072/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.15it/s, loss=0.645, pair=0.000, adv=4.705, sprd=0.023]
Ep 072/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.05it/s, loss=0.645, pair=0.000, adv=4.705, sprd=0.023]
Ep 072/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.05it/s, loss=0.645, pair=0.000, adv=5.366, sprd=0.024]
Ep 072/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.15it/s, loss=0.645, pair=0.000, adv=5.366, sprd=0.024]
Ep 072/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.15it/s, loss=0.666, pair=0.000, adv=4.256, sprd=0.020]
Ep 072/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.05it/s, loss=0.666, pair=0.000, adv=4.256, sprd=0.020]
Ep 072/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.05it/s, loss=0.629, pair=0.000, adv=4.415, sprd=0.017]
Ep 072/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.629, pair=0.000, adv=4.415, sprd=0.017]
Ep 072/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.655, pair=0.000, adv=4.961, sprd=0.024]
Ep 072/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.07it/s, loss=0.655, pair=0.000, adv=4.961, sprd=0.024]
Ep 072/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.07it/s, loss=0.641, pair=0.000, adv=5.180, sprd=0.021]
Ep 072/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:14,  2.06it/s, loss=0.641, pair=0.000, adv=5.180, sprd=0.021]
Ep 072/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:14,  2.06it/s, loss=0.672, pair=0.000, adv=4.415, sprd=0.027]
Ep 072/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:14,  1.99it/s, loss=0.672, pair=0.000, adv=4.415, sprd=0.027]
Ep 072/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:14,  1.99it/s, loss=0.673, pair=0.000, adv=4.764, sprd=0.028]
Ep 072/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.10it/s, loss=0.673, pair=0.000, adv=4.764, sprd=0.028]
Ep 072/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.10it/s, loss=0.664, pair=0.000, adv=4.762, sprd=0.024]
Ep 072/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.02it/s, loss=0.664, pair=0.000, adv=4.762, sprd=0.024]
Ep 072/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.02it/s, loss=0.622, pair=0.000, adv=3.840, sprd=0.016]
Ep 072/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.13it/s, loss=0.622, pair=0.000, adv=3.840, sprd=0.016]
Ep 072/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.13it/s, loss=0.704, pair=0.001, adv=4.751, sprd=0.024]
Ep 072/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.05it/s, loss=0.704, pair=0.001, adv=4.751, sprd=0.024]
Ep 072/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.05it/s, loss=0.625, pair=0.000, adv=5.213, sprd=0.020]
Ep 072/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.15it/s, loss=0.625, pair=0.000, adv=5.213, sprd=0.020]
Ep 072/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.15it/s, loss=0.594, pair=0.000, adv=3.737, sprd=0.013]
Ep 072/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.10it/s, loss=0.594, pair=0.000, adv=3.737, sprd=0.013]
Ep 072/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.10it/s, loss=0.634, pair=0.000, adv=4.074, sprd=0.020]
Ep 072/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.21it/s, loss=0.634, pair=0.000, adv=4.074, sprd=0.020]
Ep 072/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.21it/s, loss=0.607, pair=0.000, adv=3.817, sprd=0.017]
Ep 072/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.12it/s, loss=0.607, pair=0.000, adv=3.817, sprd=0.017]
Ep 072/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.12it/s, loss=0.684, pair=0.001, adv=4.101, sprd=0.032]
Ep 072/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.18it/s, loss=0.684, pair=0.001, adv=4.101, sprd=0.032]
Ep 072/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.18it/s, loss=0.679, pair=0.012, adv=4.342, sprd=0.026]
Ep 072/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.09it/s, loss=0.679, pair=0.012, adv=4.342, sprd=0.026]
Ep 072/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.09it/s, loss=0.649, pair=0.000, adv=5.192, sprd=0.026]
Ep 072/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.15it/s, loss=0.649, pair=0.000, adv=5.192, sprd=0.026]
Ep 072/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.15it/s, loss=0.579, pair=0.000, adv=4.112, sprd=0.012]
Ep 072/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.579, pair=0.000, adv=4.112, sprd=0.012]
Ep 072/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.618, pair=0.000, adv=4.900, sprd=0.019]
Ep 072/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.19it/s, loss=0.618, pair=0.000, adv=4.900, sprd=0.019]
Ep 072/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.19it/s, loss=0.643, pair=0.000, adv=4.582, sprd=0.020]
Ep 072/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.08it/s, loss=0.643, pair=0.000, adv=4.582, sprd=0.020]
Ep 072/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.08it/s, loss=0.595, pair=0.000, adv=4.496, sprd=0.016]
Ep 072/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.17it/s, loss=0.595, pair=0.000, adv=4.496, sprd=0.016]
Ep 072/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.17it/s, loss=0.603, pair=0.000, adv=4.032, sprd=0.015]
Ep 072/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.12it/s, loss=0.603, pair=0.000, adv=4.032, sprd=0.015]
Ep 072/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.12it/s, loss=0.639, pair=0.000, adv=4.393, sprd=0.018]
Ep 072/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:04,  2.25it/s, loss=0.639, pair=0.000, adv=4.393, sprd=0.018]
Ep 072/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:04,  2.25it/s, loss=0.601, pair=0.000, adv=4.540, sprd=0.016]
Ep 072/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.12it/s, loss=0.601, pair=0.000, adv=4.540, sprd=0.016]
Ep 072/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.12it/s, loss=0.663, pair=0.000, adv=4.883, sprd=0.021]
Ep 072/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.24it/s, loss=0.663, pair=0.000, adv=4.883, sprd=0.021]
Ep 072/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.24it/s, loss=0.642, pair=0.001, adv=4.687, sprd=0.023]
Ep 072/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.12it/s, loss=0.642, pair=0.001, adv=4.687, sprd=0.023]
Ep 072/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.12it/s, loss=0.652, pair=0.000, adv=5.213, sprd=0.024]
Ep 072/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.20it/s, loss=0.652, pair=0.000, adv=5.213, sprd=0.024]
Ep 072/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.20it/s, loss=0.669, pair=0.000, adv=5.029, sprd=0.029]
Ep 072/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.08it/s, loss=0.669, pair=0.000, adv=5.029, sprd=0.029]
Ep 072/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.08it/s, loss=0.624, pair=0.000, adv=4.737, sprd=0.020]
Ep 072/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.06it/s, loss=0.624, pair=0.000, adv=4.737, sprd=0.020]
Ep 072/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.06it/s, loss=0.646, pair=0.000, adv=5.263, sprd=0.022]
Ep 072/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.03it/s, loss=0.646, pair=0.000, adv=5.263, sprd=0.022]
Ep 072/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.03it/s, loss=0.614, pair=0.000, adv=3.568, sprd=0.016]
Ep 072/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.16it/s, loss=0.614, pair=0.000, adv=3.568, sprd=0.016]
Ep 072/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.16it/s, loss=0.662, pair=0.000, adv=4.378, sprd=0.026]
Ep 072/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.05it/s, loss=0.662, pair=0.000, adv=4.378, sprd=0.026]
Ep 072/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.05it/s, loss=0.599, pair=0.000, adv=3.496, sprd=0.018]
Ep 072/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.12it/s, loss=0.599, pair=0.000, adv=3.496, sprd=0.018]
Ep 072/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.12it/s, loss=0.625, pair=0.000, adv=4.237, sprd=0.017]
Ep 072/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.09it/s, loss=0.625, pair=0.000, adv=4.237, sprd=0.017]
                                                                                                              
Epoch 072/80 [S3:+sens]  loss=0.6450  mat=0.2680  sens=1.0506  pair=0.0119  adv=4.4907(rand=3.47)  deg=0.0055  orth=0.0032  spread=0.0213  q_mean=52.2  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=7.94e-06  216s

Ep 073/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 073/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.635, pair=0.000, adv=4.474, sprd=0.019]
Ep 073/80 [S3:+sens]:   0%|    | 1/453 [00:00<06:57,  1.08it/s, loss=0.635, pair=0.000, adv=4.474, sprd=0.019]
Ep 073/80 [S3:+sens]:   0%|    | 1/453 [00:01<06:57,  1.08it/s, loss=0.606, pair=0.000, adv=4.281, sprd=0.018]
Ep 073/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:45,  1.58it/s, loss=0.606, pair=0.000, adv=4.281, sprd=0.018]
Ep 073/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:45,  1.58it/s, loss=0.590, pair=0.000, adv=3.432, sprd=0.015]
Ep 073/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:26,  1.69it/s, loss=0.590, pair=0.000, adv=3.432, sprd=0.015]
Ep 073/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:26,  1.69it/s, loss=0.669, pair=0.000, adv=4.850, sprd=0.028]
Ep 073/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:55,  1.90it/s, loss=0.669, pair=0.000, adv=4.850, sprd=0.028]
Ep 073/80 [S3:+sens]:   1%|    | 4/453 [00:02<03:55,  1.90it/s, loss=0.674, pair=0.000, adv=5.258, sprd=0.029]
Ep 073/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:59,  1.87it/s, loss=0.674, pair=0.000, adv=5.258, sprd=0.029]
Ep 073/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:59,  1.87it/s, loss=0.672, pair=0.000, adv=5.118, sprd=0.028]
Ep 073/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:41,  2.02it/s, loss=0.672, pair=0.000, adv=5.118, sprd=0.028]
Ep 073/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:41,  2.02it/s, loss=0.576, pair=0.000, adv=2.963, sprd=0.015]
Ep 073/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:40,  2.03it/s, loss=0.576, pair=0.000, adv=2.963, sprd=0.015]
Ep 073/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:40,  2.03it/s, loss=0.623, pair=0.000, adv=4.616, sprd=0.019]
Ep 073/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:28,  2.13it/s, loss=0.623, pair=0.000, adv=4.616, sprd=0.019]
Ep 073/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:28,  2.13it/s, loss=0.642, pair=0.000, adv=5.418, sprd=0.025]
Ep 073/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:39,  2.02it/s, loss=0.642, pair=0.000, adv=5.418, sprd=0.025]
Ep 073/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:39,  2.02it/s, loss=0.620, pair=0.000, adv=5.229, sprd=0.021]
Ep 073/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.620, pair=0.000, adv=5.229, sprd=0.021]
Ep 073/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.652, pair=0.000, adv=4.033, sprd=0.025]
Ep 073/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:38,  2.03it/s, loss=0.652, pair=0.000, adv=4.033, sprd=0.025]
Ep 073/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:38,  2.03it/s, loss=0.643, pair=0.000, adv=4.331, sprd=0.022]
Ep 073/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.643, pair=0.000, adv=4.331, sprd=0.022]
Ep 073/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.13it/s, loss=0.613, pair=0.000, adv=3.877, sprd=0.017]
Ep 073/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:33,  2.06it/s, loss=0.613, pair=0.000, adv=3.877, sprd=0.017]
Ep 073/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:33,  2.06it/s, loss=0.599, pair=0.000, adv=4.001, sprd=0.015]
Ep 073/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:18,  2.21it/s, loss=0.599, pair=0.000, adv=4.001, sprd=0.015]
Ep 073/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:18,  2.21it/s, loss=0.629, pair=0.000, adv=4.871, sprd=0.020]
Ep 073/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:26,  2.13it/s, loss=0.629, pair=0.000, adv=4.871, sprd=0.020]
Ep 073/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:26,  2.13it/s, loss=0.687, pair=0.000, adv=4.839, sprd=0.029]
Ep 073/80 [S3:+sens]:   4%|   | 16/453 [00:07<03:18,  2.20it/s, loss=0.687, pair=0.000, adv=4.839, sprd=0.029]
Ep 073/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:18,  2.20it/s, loss=0.609, pair=0.001, adv=4.995, sprd=0.018]
Ep 073/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:27,  2.10it/s, loss=0.609, pair=0.001, adv=4.995, sprd=0.018]
Ep 073/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:27,  2.10it/s, loss=0.599, pair=0.000, adv=5.219, sprd=0.015]
Ep 073/80 [S3:+sens]:   4%|   | 18/453 [00:08<03:17,  2.20it/s, loss=0.599, pair=0.000, adv=5.219, sprd=0.015]
Ep 073/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:17,  2.20it/s, loss=0.640, pair=0.000, adv=4.033, sprd=0.023]
Ep 073/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:38,  1.98it/s, loss=0.640, pair=0.000, adv=4.033, sprd=0.023]
Ep 073/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:38,  1.98it/s, loss=0.649, pair=0.000, adv=5.343, sprd=0.024]
Ep 073/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:26,  2.10it/s, loss=0.649, pair=0.000, adv=5.343, sprd=0.024]
Ep 073/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:26,  2.10it/s, loss=0.618, pair=0.000, adv=4.674, sprd=0.016]
Ep 073/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:33,  2.02it/s, loss=0.618, pair=0.000, adv=4.674, sprd=0.016]
Ep 073/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:33,  2.02it/s, loss=0.631, pair=0.000, adv=4.688, sprd=0.018]
Ep 073/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:19,  2.16it/s, loss=0.631, pair=0.000, adv=4.688, sprd=0.018]
Ep 073/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:19,  2.16it/s, loss=0.648, pair=0.000, adv=5.014, sprd=0.022]
Ep 073/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:28,  2.07it/s, loss=0.648, pair=0.000, adv=5.014, sprd=0.022]
Ep 073/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:28,  2.07it/s, loss=0.610, pair=0.000, adv=3.727, sprd=0.015]
Ep 073/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:15,  2.20it/s, loss=0.610, pair=0.000, adv=3.727, sprd=0.015]
Ep 073/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:15,  2.20it/s, loss=0.629, pair=0.000, adv=4.918, sprd=0.021]
Ep 073/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.08it/s, loss=0.629, pair=0.000, adv=4.918, sprd=0.021]
Ep 073/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.08it/s, loss=0.642, pair=0.000, adv=3.770, sprd=0.019]
Ep 073/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:15,  2.18it/s, loss=0.642, pair=0.000, adv=3.770, sprd=0.019]
Ep 073/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:15,  2.18it/s, loss=0.680, pair=0.000, adv=4.241, sprd=0.022]
Ep 073/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:24,  2.08it/s, loss=0.680, pair=0.000, adv=4.241, sprd=0.022]
Ep 073/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:24,  2.08it/s, loss=0.676, pair=0.000, adv=5.556, sprd=0.027]
Ep 073/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:16,  2.17it/s, loss=0.676, pair=0.000, adv=5.556, sprd=0.027]
Ep 073/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:16,  2.17it/s, loss=0.612, pair=0.000, adv=5.188, sprd=0.021]
Ep 073/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.05it/s, loss=0.612, pair=0.000, adv=5.188, sprd=0.021]
Ep 073/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.05it/s, loss=0.633, pair=0.000, adv=4.896, sprd=0.021]
Ep 073/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.15it/s, loss=0.633, pair=0.000, adv=4.896, sprd=0.021]
Ep 073/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.15it/s, loss=0.617, pair=0.001, adv=4.802, sprd=0.020]
Ep 073/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:27,  2.04it/s, loss=0.617, pair=0.001, adv=4.802, sprd=0.020]
Ep 073/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:27,  2.04it/s, loss=0.590, pair=0.000, adv=4.237, sprd=0.015]
Ep 073/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:13,  2.18it/s, loss=0.590, pair=0.000, adv=4.237, sprd=0.015]
Ep 073/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.18it/s, loss=0.656, pair=0.000, adv=4.606, sprd=0.027]
Ep 073/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:25,  2.05it/s, loss=0.656, pair=0.000, adv=4.606, sprd=0.027]
Ep 073/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:25,  2.05it/s, loss=0.565, pair=0.000, adv=3.283, sprd=0.014]
Ep 073/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:13,  2.16it/s, loss=0.565, pair=0.000, adv=3.283, sprd=0.014]
Ep 073/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:13,  2.16it/s, loss=0.646, pair=0.004, adv=5.416, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:18,  2.11it/s, loss=0.646, pair=0.004, adv=5.416, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:18,  2.11it/s, loss=0.624, pair=0.000, adv=4.524, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.18it/s, loss=0.624, pair=0.000, adv=4.524, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.18it/s, loss=0.639, pair=0.000, adv=4.192, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 37/453 [00:17<03:20,  2.07it/s, loss=0.639, pair=0.000, adv=4.192, sprd=0.021]
Ep 073/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.07it/s, loss=0.606, pair=0.000, adv=5.028, sprd=0.016]
Ep 073/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.606, pair=0.000, adv=5.028, sprd=0.016]
Ep 073/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:10,  2.18it/s, loss=0.591, pair=0.000, adv=3.968, sprd=0.016]
Ep 073/80 [S3:+sens]:   9%|▎  | 39/453 [00:18<03:21,  2.05it/s, loss=0.591, pair=0.000, adv=3.968, sprd=0.016]
Ep 073/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:21,  2.05it/s, loss=0.603, pair=0.000, adv=4.789, sprd=0.016]
Ep 073/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.15it/s, loss=0.603, pair=0.000, adv=4.789, sprd=0.016]
Ep 073/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.15it/s, loss=0.672, pair=0.000, adv=5.042, sprd=0.030]
Ep 073/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:23,  2.02it/s, loss=0.672, pair=0.000, adv=5.042, sprd=0.030]
Ep 073/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.02it/s, loss=0.631, pair=0.001, adv=3.505, sprd=0.014]
Ep 073/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:09,  2.16it/s, loss=0.631, pair=0.001, adv=3.505, sprd=0.014]
Ep 073/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:09,  2.16it/s, loss=0.652, pair=0.000, adv=4.768, sprd=0.028]
Ep 073/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:22,  2.03it/s, loss=0.652, pair=0.000, adv=4.768, sprd=0.028]
Ep 073/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.03it/s, loss=0.664, pair=0.000, adv=4.757, sprd=0.021]
Ep 073/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.14it/s, loss=0.664, pair=0.000, adv=4.757, sprd=0.021]
Ep 073/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:10,  2.14it/s, loss=0.594, pair=0.000, adv=3.477, sprd=0.015]
Ep 073/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:17,  2.07it/s, loss=0.594, pair=0.000, adv=3.477, sprd=0.015]
Ep 073/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:17,  2.07it/s, loss=0.644, pair=0.000, adv=4.915, sprd=0.018]
Ep 073/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:05,  2.20it/s, loss=0.644, pair=0.000, adv=4.915, sprd=0.018]
Ep 073/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:05,  2.20it/s, loss=0.646, pair=0.000, adv=5.301, sprd=0.022]
Ep 073/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:13,  2.09it/s, loss=0.646, pair=0.000, adv=5.301, sprd=0.022]
Ep 073/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:13,  2.09it/s, loss=0.614, pair=0.000, adv=4.077, sprd=0.017]
Ep 073/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:13,  2.09it/s, loss=0.614, pair=0.000, adv=4.077, sprd=0.017]
Ep 073/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:13,  2.09it/s, loss=0.646, pair=0.000, adv=4.289, sprd=0.022]
Ep 073/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:22,  1.99it/s, loss=0.646, pair=0.000, adv=4.289, sprd=0.022]
Ep 073/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:22,  1.99it/s, loss=0.647, pair=0.000, adv=3.944, sprd=0.025]
Ep 073/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:13,  2.08it/s, loss=0.647, pair=0.000, adv=3.944, sprd=0.025]
Ep 073/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:13,  2.08it/s, loss=0.690, pair=0.000, adv=4.854, sprd=0.017]
Ep 073/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:16,  2.05it/s, loss=0.690, pair=0.000, adv=4.854, sprd=0.017]
Ep 073/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:16,  2.05it/s, loss=0.637, pair=0.000, adv=4.963, sprd=0.021]
Ep 073/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.637, pair=0.000, adv=4.963, sprd=0.021]
Ep 073/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.675, pair=0.000, adv=5.310, sprd=0.024]
Ep 073/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:13,  2.07it/s, loss=0.675, pair=0.000, adv=5.310, sprd=0.024]
Ep 073/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:13,  2.07it/s, loss=0.634, pair=0.000, adv=4.505, sprd=0.021]
Ep 073/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.634, pair=0.000, adv=4.505, sprd=0.021]
Ep 073/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.647, pair=0.000, adv=4.740, sprd=0.023]
Ep 073/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:14,  2.05it/s, loss=0.647, pair=0.000, adv=4.740, sprd=0.023]
Ep 073/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:14,  2.05it/s, loss=0.656, pair=0.000, adv=5.387, sprd=0.022]
Ep 073/80 [S3:+sens]:  12%|▎  | 56/453 [00:26<03:02,  2.18it/s, loss=0.656, pair=0.000, adv=5.387, sprd=0.022]
Ep 073/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.644, pair=0.000, adv=4.968, sprd=0.021]
Ep 073/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:09,  2.08it/s, loss=0.644, pair=0.000, adv=4.968, sprd=0.021]
Ep 073/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:09,  2.08it/s, loss=0.582, pair=0.000, adv=3.409, sprd=0.013]
Ep 073/80 [S3:+sens]:  13%|▍  | 58/453 [00:27<02:59,  2.20it/s, loss=0.582, pair=0.000, adv=3.409, sprd=0.013]
Ep 073/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<02:59,  2.20it/s, loss=0.691, pair=0.000, adv=5.769, sprd=0.031]
Ep 073/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:10,  2.07it/s, loss=0.691, pair=0.000, adv=5.769, sprd=0.031]
Ep 073/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:10,  2.07it/s, loss=0.677, pair=0.000, adv=4.409, sprd=0.030]
Ep 073/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<03:02,  2.15it/s, loss=0.677, pair=0.000, adv=4.409, sprd=0.030]
Ep 073/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:02,  2.15it/s, loss=0.680, pair=0.000, adv=4.826, sprd=0.019]
Ep 073/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:11,  2.05it/s, loss=0.680, pair=0.000, adv=4.826, sprd=0.019]
Ep 073/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:11,  2.05it/s, loss=0.621, pair=0.000, adv=5.033, sprd=0.019]
Ep 073/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<03:02,  2.15it/s, loss=0.621, pair=0.000, adv=5.033, sprd=0.019]
Ep 073/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:02,  2.15it/s, loss=0.597, pair=0.002, adv=4.807, sprd=0.016]
Ep 073/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:12,  2.03it/s, loss=0.597, pair=0.002, adv=4.807, sprd=0.016]
Ep 073/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:12,  2.03it/s, loss=0.591, pair=0.000, adv=4.286, sprd=0.015]
Ep 073/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<02:59,  2.17it/s, loss=0.591, pair=0.000, adv=4.286, sprd=0.015]
Ep 073/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:59,  2.17it/s, loss=0.688, pair=0.003, adv=3.747, sprd=0.032]
Ep 073/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:12,  2.01it/s, loss=0.688, pair=0.003, adv=3.747, sprd=0.032]
Ep 073/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:12,  2.01it/s, loss=0.622, pair=0.000, adv=5.326, sprd=0.019]
Ep 073/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<03:00,  2.14it/s, loss=0.622, pair=0.000, adv=5.326, sprd=0.019]
Ep 073/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:00,  2.14it/s, loss=0.651, pair=0.000, adv=4.548, sprd=0.024]
Ep 073/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:10,  2.02it/s, loss=0.651, pair=0.000, adv=4.548, sprd=0.024]
Ep 073/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:10,  2.02it/s, loss=0.604, pair=0.000, adv=3.849, sprd=0.015]
Ep 073/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<03:00,  2.13it/s, loss=0.604, pair=0.000, adv=3.849, sprd=0.015]
Ep 073/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:00,  2.13it/s, loss=0.630, pair=0.002, adv=4.131, sprd=0.025]
Ep 073/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:14,  1.98it/s, loss=0.630, pair=0.002, adv=4.131, sprd=0.025]
Ep 073/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:14,  1.98it/s, loss=0.588, pair=0.001, adv=4.819, sprd=0.016]
Ep 073/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<03:04,  2.07it/s, loss=0.588, pair=0.001, adv=4.819, sprd=0.016]
Ep 073/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:04,  2.07it/s, loss=0.660, pair=0.000, adv=3.774, sprd=0.019]
Ep 073/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:13,  1.98it/s, loss=0.660, pair=0.000, adv=3.774, sprd=0.019]
Ep 073/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:13,  1.98it/s, loss=0.603, pair=0.000, adv=4.712, sprd=0.017]
Ep 073/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<03:01,  2.10it/s, loss=0.603, pair=0.000, adv=4.712, sprd=0.017]
Ep 073/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:01,  2.10it/s, loss=0.660, pair=0.000, adv=4.547, sprd=0.026]
Ep 073/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:08,  2.02it/s, loss=0.660, pair=0.000, adv=4.547, sprd=0.026]
Ep 073/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:08,  2.02it/s, loss=0.646, pair=0.001, adv=4.693, sprd=0.020]
Ep 073/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:56,  2.14it/s, loss=0.646, pair=0.001, adv=4.693, sprd=0.020]
Ep 073/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:56,  2.14it/s, loss=0.608, pair=0.002, adv=4.418, sprd=0.015]
Ep 073/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.608, pair=0.002, adv=4.418, sprd=0.015]
Ep 073/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.600, pair=0.003, adv=4.155, sprd=0.014]
Ep 073/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:54,  2.15it/s, loss=0.600, pair=0.003, adv=4.155, sprd=0.014]
Ep 073/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:54,  2.15it/s, loss=0.669, pair=0.002, adv=4.153, sprd=0.024]
Ep 073/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:03,  2.05it/s, loss=0.669, pair=0.002, adv=4.153, sprd=0.024]
Ep 073/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:03,  2.05it/s, loss=0.655, pair=0.000, adv=4.351, sprd=0.025]
Ep 073/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:55,  2.14it/s, loss=0.655, pair=0.000, adv=4.351, sprd=0.025]
Ep 073/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:55,  2.14it/s, loss=0.642, pair=0.000, adv=5.089, sprd=0.027]
Ep 073/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:04,  2.03it/s, loss=0.642, pair=0.000, adv=5.089, sprd=0.027]
Ep 073/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:04,  2.03it/s, loss=0.658, pair=0.000, adv=5.110, sprd=0.028]
Ep 073/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:57,  2.11it/s, loss=0.658, pair=0.000, adv=5.110, sprd=0.028]
Ep 073/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:57,  2.11it/s, loss=0.722, pair=0.004, adv=5.148, sprd=0.024]
Ep 073/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.722, pair=0.004, adv=5.148, sprd=0.024]
Ep 073/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:02,  2.04it/s, loss=0.632, pair=0.000, adv=5.601, sprd=0.022]
Ep 073/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:53,  2.14it/s, loss=0.632, pair=0.000, adv=5.601, sprd=0.022]
Ep 073/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:53,  2.14it/s, loss=0.667, pair=0.000, adv=4.735, sprd=0.028]
Ep 073/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:01,  2.03it/s, loss=0.667, pair=0.000, adv=4.735, sprd=0.028]
Ep 073/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:01,  2.03it/s, loss=0.611, pair=0.001, adv=4.363, sprd=0.016]
Ep 073/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.15it/s, loss=0.611, pair=0.001, adv=4.363, sprd=0.016]
Ep 073/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.15it/s, loss=0.577, pair=0.001, adv=4.502, sprd=0.013]
Ep 073/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<02:58,  2.06it/s, loss=0.577, pair=0.001, adv=4.502, sprd=0.013]
Ep 073/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:58,  2.06it/s, loss=0.646, pair=0.003, adv=4.722, sprd=0.023]
Ep 073/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.646, pair=0.003, adv=4.722, sprd=0.023]
Ep 073/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.695, pair=0.000, adv=4.611, sprd=0.022]
Ep 073/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:58,  2.05it/s, loss=0.695, pair=0.000, adv=4.611, sprd=0.022]
Ep 073/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:58,  2.05it/s, loss=0.639, pair=0.000, adv=4.737, sprd=0.022]
Ep 073/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:51,  2.13it/s, loss=0.639, pair=0.000, adv=4.737, sprd=0.022]
Ep 073/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:51,  2.13it/s, loss=0.624, pair=0.000, adv=4.129, sprd=0.020]
Ep 073/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:59,  2.03it/s, loss=0.624, pair=0.000, adv=4.129, sprd=0.020]
Ep 073/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:59,  2.03it/s, loss=0.646, pair=0.001, adv=4.664, sprd=0.018]
Ep 073/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.15it/s, loss=0.646, pair=0.001, adv=4.664, sprd=0.018]
Ep 073/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.15it/s, loss=0.679, pair=0.003, adv=4.969, sprd=0.026]
Ep 073/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:56,  2.05it/s, loss=0.679, pair=0.003, adv=4.969, sprd=0.026]
Ep 073/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:56,  2.05it/s, loss=0.636, pair=0.000, adv=5.312, sprd=0.021]
Ep 073/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.16it/s, loss=0.636, pair=0.000, adv=5.312, sprd=0.021]
Ep 073/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.16it/s, loss=0.632, pair=0.000, adv=4.474, sprd=0.022]
Ep 073/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:55,  2.05it/s, loss=0.632, pair=0.000, adv=4.474, sprd=0.022]
Ep 073/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:55,  2.05it/s, loss=0.622, pair=0.000, adv=4.724, sprd=0.019]
Ep 073/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.15it/s, loss=0.622, pair=0.000, adv=4.724, sprd=0.019]
Ep 073/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.15it/s, loss=0.606, pair=0.000, adv=4.073, sprd=0.015]
Ep 073/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:51,  2.08it/s, loss=0.606, pair=0.000, adv=4.073, sprd=0.015]
Ep 073/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:51,  2.08it/s, loss=0.616, pair=0.000, adv=4.043, sprd=0.021]
Ep 073/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.15it/s, loss=0.616, pair=0.000, adv=4.043, sprd=0.021]
Ep 073/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:46,  2.15it/s, loss=0.649, pair=0.003, adv=4.335, sprd=0.024]
Ep 073/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:55,  2.03it/s, loss=0.649, pair=0.003, adv=4.335, sprd=0.024]
Ep 073/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.03it/s, loss=0.637, pair=0.000, adv=4.843, sprd=0.021]
Ep 073/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.15it/s, loss=0.637, pair=0.000, adv=4.843, sprd=0.021]
Ep 073/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.15it/s, loss=0.645, pair=0.003, adv=4.248, sprd=0.021]
Ep 073/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:51,  2.06it/s, loss=0.645, pair=0.003, adv=4.248, sprd=0.021]
Ep 073/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:51,  2.06it/s, loss=0.646, pair=0.001, adv=4.747, sprd=0.022]
Ep 073/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:43,  2.16it/s, loss=0.646, pair=0.001, adv=4.747, sprd=0.022]
Ep 073/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:43,  2.16it/s, loss=0.630, pair=0.002, adv=4.773, sprd=0.018]
Ep 073/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:49,  2.08it/s, loss=0.630, pair=0.002, adv=4.773, sprd=0.018]
Ep 073/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:49,  2.08it/s, loss=0.615, pair=0.000, adv=4.390, sprd=0.019]
Ep 073/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.15it/s, loss=0.615, pair=0.000, adv=4.390, sprd=0.019]
Ep 073/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:43,  2.15it/s, loss=0.615, pair=0.003, adv=4.544, sprd=0.016]
Ep 073/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:48,  2.07it/s, loss=0.615, pair=0.003, adv=4.544, sprd=0.016]
Ep 073/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:48,  2.07it/s, loss=0.610, pair=0.000, adv=3.966, sprd=0.015]
Ep 073/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:48,  2.08it/s, loss=0.610, pair=0.000, adv=3.966, sprd=0.015]
Ep 073/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:48,  2.08it/s, loss=0.638, pair=0.002, adv=4.398, sprd=0.022]
Ep 073/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:54,  2.00it/s, loss=0.638, pair=0.002, adv=4.398, sprd=0.022]
Ep 073/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:54,  2.00it/s, loss=0.637, pair=0.001, adv=3.813, sprd=0.018]
Ep 073/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:42,  2.13it/s, loss=0.637, pair=0.001, adv=3.813, sprd=0.018]
Ep 073/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:42,  2.13it/s, loss=0.603, pair=0.003, adv=4.043, sprd=0.014]
Ep 073/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.603, pair=0.003, adv=4.043, sprd=0.014]
Ep 073/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:45,  2.09it/s, loss=0.649, pair=0.000, adv=4.533, sprd=0.022]
Ep 073/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:37,  2.19it/s, loss=0.649, pair=0.000, adv=4.533, sprd=0.022]
Ep 073/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:37,  2.19it/s, loss=0.665, pair=0.005, adv=5.318, sprd=0.025]
Ep 073/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:44,  2.09it/s, loss=0.665, pair=0.005, adv=5.318, sprd=0.025]
Ep 073/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:44,  2.09it/s, loss=0.650, pair=0.003, adv=4.653, sprd=0.023]
Ep 073/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:36,  2.19it/s, loss=0.650, pair=0.003, adv=4.653, sprd=0.023]
Ep 073/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:36,  2.19it/s, loss=0.620, pair=0.001, adv=4.004, sprd=0.014]
Ep 073/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:40,  2.13it/s, loss=0.620, pair=0.001, adv=4.004, sprd=0.014]
Ep 073/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:40,  2.13it/s, loss=0.648, pair=0.003, adv=5.324, sprd=0.024]
Ep 073/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:35,  2.19it/s, loss=0.648, pair=0.003, adv=5.324, sprd=0.024]
Ep 073/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:35,  2.19it/s, loss=0.650, pair=0.000, adv=5.009, sprd=0.020]
Ep 073/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:40,  2.12it/s, loss=0.650, pair=0.000, adv=5.009, sprd=0.020]
Ep 073/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:40,  2.12it/s, loss=0.643, pair=0.000, adv=4.933, sprd=0.021]
Ep 073/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:33,  2.21it/s, loss=0.643, pair=0.000, adv=4.933, sprd=0.021]
Ep 073/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:33,  2.21it/s, loss=0.637, pair=0.000, adv=4.387, sprd=0.019]
Ep 073/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:40,  2.11it/s, loss=0.637, pair=0.000, adv=4.387, sprd=0.019]
Ep 073/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:40,  2.11it/s, loss=0.629, pair=0.000, adv=4.045, sprd=0.019]
Ep 073/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:33,  2.19it/s, loss=0.629, pair=0.000, adv=4.045, sprd=0.019]
Ep 073/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:33,  2.19it/s, loss=0.636, pair=0.000, adv=5.116, sprd=0.017]
Ep 073/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.11it/s, loss=0.636, pair=0.000, adv=5.116, sprd=0.017]
Ep 073/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:39,  2.11it/s, loss=0.613, pair=0.000, adv=4.568, sprd=0.015]
Ep 073/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:29,  2.24it/s, loss=0.613, pair=0.000, adv=4.568, sprd=0.015]
Ep 073/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:29,  2.24it/s, loss=0.688, pair=0.004, adv=4.321, sprd=0.032]
Ep 073/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:40,  2.08it/s, loss=0.688, pair=0.004, adv=4.321, sprd=0.032]
Ep 073/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:40,  2.08it/s, loss=0.626, pair=0.000, adv=5.084, sprd=0.017]
Ep 073/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:31,  2.19it/s, loss=0.626, pair=0.000, adv=5.084, sprd=0.017]
Ep 073/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:31,  2.19it/s, loss=0.627, pair=0.001, adv=4.503, sprd=0.020]
Ep 073/80 [S3:+sens]:  27%|▌ | 121/453 [00:57<02:37,  2.10it/s, loss=0.627, pair=0.001, adv=4.503, sprd=0.020]
Ep 073/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:37,  2.10it/s, loss=0.611, pair=0.000, adv=4.097, sprd=0.015]
Ep 073/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:27,  2.24it/s, loss=0.611, pair=0.000, adv=4.097, sprd=0.015]
Ep 073/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:27,  2.24it/s, loss=0.628, pair=0.000, adv=4.038, sprd=0.016]
Ep 073/80 [S3:+sens]:  27%|▌ | 123/453 [00:58<02:32,  2.16it/s, loss=0.628, pair=0.000, adv=4.038, sprd=0.016]
Ep 073/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:32,  2.16it/s, loss=0.612, pair=0.000, adv=3.796, sprd=0.015]
Ep 073/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:26,  2.25it/s, loss=0.612, pair=0.000, adv=3.796, sprd=0.015]
Ep 073/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:26,  2.25it/s, loss=0.596, pair=0.000, adv=4.473, sprd=0.016]
Ep 073/80 [S3:+sens]:  28%|▌ | 125/453 [00:59<02:33,  2.14it/s, loss=0.596, pair=0.000, adv=4.473, sprd=0.016]
Ep 073/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:33,  2.14it/s, loss=0.645, pair=0.004, adv=5.669, sprd=0.025]
Ep 073/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:28,  2.20it/s, loss=0.645, pair=0.004, adv=5.669, sprd=0.025]
Ep 073/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:28,  2.20it/s, loss=0.637, pair=0.000, adv=4.720, sprd=0.020]
Ep 073/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:42,  2.00it/s, loss=0.637, pair=0.000, adv=4.720, sprd=0.020]
Ep 073/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:42,  2.00it/s, loss=0.678, pair=0.000, adv=5.268, sprd=0.028]
Ep 073/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:34,  2.11it/s, loss=0.678, pair=0.000, adv=5.268, sprd=0.028]
Ep 073/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:34,  2.11it/s, loss=0.627, pair=0.000, adv=4.665, sprd=0.020]
Ep 073/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:36,  2.07it/s, loss=0.627, pair=0.000, adv=4.665, sprd=0.020]
Ep 073/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:36,  2.07it/s, loss=0.638, pair=0.000, adv=4.693, sprd=0.024]
Ep 073/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.15it/s, loss=0.638, pair=0.000, adv=4.693, sprd=0.024]
Ep 073/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:30,  2.15it/s, loss=0.650, pair=0.001, adv=4.983, sprd=0.025]
Ep 073/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:39,  2.02it/s, loss=0.650, pair=0.001, adv=4.983, sprd=0.025]
Ep 073/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:39,  2.02it/s, loss=0.673, pair=0.000, adv=4.764, sprd=0.027]
Ep 073/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:31,  2.12it/s, loss=0.673, pair=0.000, adv=4.764, sprd=0.027]
Ep 073/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:31,  2.12it/s, loss=0.673, pair=0.000, adv=5.157, sprd=0.028]
Ep 073/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:38,  2.02it/s, loss=0.673, pair=0.000, adv=5.157, sprd=0.028]
Ep 073/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:38,  2.02it/s, loss=0.643, pair=0.000, adv=4.659, sprd=0.023]
Ep 073/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:31,  2.10it/s, loss=0.643, pair=0.000, adv=4.659, sprd=0.023]
Ep 073/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:31,  2.10it/s, loss=0.681, pair=0.000, adv=4.662, sprd=0.030]
Ep 073/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:38,  2.01it/s, loss=0.681, pair=0.000, adv=4.662, sprd=0.030]
Ep 073/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:38,  2.01it/s, loss=0.629, pair=0.000, adv=5.622, sprd=0.017]
Ep 073/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.14it/s, loss=0.629, pair=0.000, adv=5.622, sprd=0.017]
Ep 073/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.14it/s, loss=0.611, pair=0.000, adv=5.027, sprd=0.017]
Ep 073/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:33,  2.06it/s, loss=0.611, pair=0.000, adv=5.027, sprd=0.017]
Ep 073/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:33,  2.06it/s, loss=0.640, pair=0.000, adv=6.053, sprd=0.021]
Ep 073/80 [S3:+sens]:  30%|▌ | 138/453 [01:05<02:25,  2.16it/s, loss=0.640, pair=0.000, adv=6.053, sprd=0.021]
Ep 073/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.16it/s, loss=0.650, pair=0.000, adv=5.365, sprd=0.020]
Ep 073/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.08it/s, loss=0.650, pair=0.000, adv=5.365, sprd=0.020]
Ep 073/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.08it/s, loss=0.628, pair=0.000, adv=4.455, sprd=0.016]
Ep 073/80 [S3:+sens]:  31%|▌ | 140/453 [01:06<02:21,  2.21it/s, loss=0.628, pair=0.000, adv=4.455, sprd=0.016]
Ep 073/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:21,  2.21it/s, loss=0.628, pair=0.000, adv=4.294, sprd=0.017]
Ep 073/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.12it/s, loss=0.628, pair=0.000, adv=4.294, sprd=0.017]
Ep 073/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.12it/s, loss=0.628, pair=0.001, adv=4.841, sprd=0.018]
Ep 073/80 [S3:+sens]:  31%|▋ | 142/453 [01:07<02:20,  2.22it/s, loss=0.628, pair=0.001, adv=4.841, sprd=0.018]
Ep 073/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.22it/s, loss=0.691, pair=0.000, adv=4.465, sprd=0.031]
Ep 073/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.691, pair=0.000, adv=4.465, sprd=0.031]
Ep 073/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:29,  2.07it/s, loss=0.617, pair=0.002, adv=4.913, sprd=0.016]
Ep 073/80 [S3:+sens]:  32%|▋ | 144/453 [01:08<02:19,  2.22it/s, loss=0.617, pair=0.002, adv=4.913, sprd=0.016]
Ep 073/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:19,  2.22it/s, loss=0.606, pair=0.000, adv=3.991, sprd=0.016]
Ep 073/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:24,  2.12it/s, loss=0.606, pair=0.000, adv=3.991, sprd=0.016]
Ep 073/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:24,  2.12it/s, loss=0.615, pair=0.003, adv=4.962, sprd=0.018]
Ep 073/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:18,  2.22it/s, loss=0.615, pair=0.003, adv=4.962, sprd=0.018]
Ep 073/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:18,  2.22it/s, loss=0.627, pair=0.001, adv=5.462, sprd=0.021]
Ep 073/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.627, pair=0.001, adv=5.462, sprd=0.021]
Ep 073/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.600, pair=0.005, adv=3.548, sprd=0.013]
Ep 073/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:19,  2.19it/s, loss=0.600, pair=0.005, adv=3.548, sprd=0.013]
Ep 073/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:19,  2.19it/s, loss=0.622, pair=0.001, adv=4.257, sprd=0.019]
Ep 073/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:24,  2.11it/s, loss=0.622, pair=0.001, adv=4.257, sprd=0.019]
Ep 073/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:24,  2.11it/s, loss=0.653, pair=0.001, adv=4.547, sprd=0.027]
Ep 073/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:20,  2.16it/s, loss=0.653, pair=0.001, adv=4.547, sprd=0.027]
Ep 073/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.16it/s, loss=0.674, pair=0.005, adv=3.858, sprd=0.016]
Ep 073/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:23,  2.10it/s, loss=0.674, pair=0.005, adv=3.858, sprd=0.016]
Ep 073/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:23,  2.10it/s, loss=0.615, pair=0.000, adv=3.766, sprd=0.016]
Ep 073/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:16,  2.20it/s, loss=0.615, pair=0.000, adv=3.766, sprd=0.016]
Ep 073/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:16,  2.20it/s, loss=0.592, pair=0.003, adv=4.643, sprd=0.014]
Ep 073/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:23,  2.09it/s, loss=0.592, pair=0.003, adv=4.643, sprd=0.014]
Ep 073/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:23,  2.09it/s, loss=0.633, pair=0.001, adv=4.759, sprd=0.017]
Ep 073/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:13,  2.24it/s, loss=0.633, pair=0.001, adv=4.759, sprd=0.017]
Ep 073/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:13,  2.24it/s, loss=0.601, pair=0.001, adv=3.581, sprd=0.017]
Ep 073/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:32,  1.95it/s, loss=0.601, pair=0.001, adv=3.581, sprd=0.017]
Ep 073/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:32,  1.95it/s, loss=0.601, pair=0.000, adv=4.739, sprd=0.014]
Ep 073/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:21,  2.10it/s, loss=0.601, pair=0.000, adv=4.739, sprd=0.014]
Ep 073/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:21,  2.10it/s, loss=0.645, pair=0.000, adv=4.907, sprd=0.022]
Ep 073/80 [S3:+sens]:  35%|▋ | 157/453 [01:14<02:27,  2.01it/s, loss=0.645, pair=0.000, adv=4.907, sprd=0.022]
Ep 073/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.01it/s, loss=0.606, pair=0.000, adv=4.160, sprd=0.017]
Ep 073/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:19,  2.12it/s, loss=0.606, pair=0.000, adv=4.160, sprd=0.017]
Ep 073/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:19,  2.12it/s, loss=0.652, pair=0.001, adv=3.932, sprd=0.022]
Ep 073/80 [S3:+sens]:  35%|▋ | 159/453 [01:15<02:24,  2.03it/s, loss=0.652, pair=0.001, adv=3.932, sprd=0.022]
Ep 073/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:24,  2.03it/s, loss=0.646, pair=0.000, adv=4.637, sprd=0.023]
Ep 073/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:16,  2.14it/s, loss=0.646, pair=0.000, adv=4.637, sprd=0.023]
Ep 073/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:16,  2.14it/s, loss=0.665, pair=0.000, adv=4.736, sprd=0.025]
Ep 073/80 [S3:+sens]:  36%|▋ | 161/453 [01:16<02:21,  2.06it/s, loss=0.665, pair=0.000, adv=4.736, sprd=0.025]
Ep 073/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:21,  2.06it/s, loss=0.595, pair=0.000, adv=4.465, sprd=0.013]
Ep 073/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.595, pair=0.000, adv=4.465, sprd=0.013]
Ep 073/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.675, pair=0.000, adv=4.679, sprd=0.030]
Ep 073/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:20,  2.07it/s, loss=0.675, pair=0.000, adv=4.679, sprd=0.030]
Ep 073/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.07it/s, loss=0.644, pair=0.001, adv=3.985, sprd=0.022]
Ep 073/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:14,  2.15it/s, loss=0.644, pair=0.001, adv=3.985, sprd=0.022]
Ep 073/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:14,  2.15it/s, loss=0.622, pair=0.000, adv=4.416, sprd=0.020]
Ep 073/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:21,  2.03it/s, loss=0.622, pair=0.000, adv=4.416, sprd=0.020]
Ep 073/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:21,  2.03it/s, loss=0.635, pair=0.000, adv=4.271, sprd=0.020]
Ep 073/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:13,  2.15it/s, loss=0.635, pair=0.000, adv=4.271, sprd=0.020]
Ep 073/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:13,  2.15it/s, loss=0.660, pair=0.000, adv=4.905, sprd=0.025]
Ep 073/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:20,  2.04it/s, loss=0.660, pair=0.000, adv=4.905, sprd=0.025]
Ep 073/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.622, pair=0.000, adv=4.298, sprd=0.019]
Ep 073/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:13,  2.14it/s, loss=0.622, pair=0.000, adv=4.298, sprd=0.019]
Ep 073/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:13,  2.14it/s, loss=0.644, pair=0.000, adv=4.702, sprd=0.024]
Ep 073/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:20,  2.02it/s, loss=0.644, pair=0.000, adv=4.702, sprd=0.024]
Ep 073/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.605, pair=0.002, adv=3.432, sprd=0.013]
Ep 073/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:09,  2.19it/s, loss=0.605, pair=0.002, adv=3.432, sprd=0.013]
Ep 073/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:09,  2.19it/s, loss=0.660, pair=0.000, adv=5.104, sprd=0.028]
Ep 073/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:15,  2.07it/s, loss=0.660, pair=0.000, adv=5.104, sprd=0.028]
Ep 073/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.07it/s, loss=0.618, pair=0.000, adv=4.474, sprd=0.020]
Ep 073/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=0.618, pair=0.000, adv=4.474, sprd=0.020]
Ep 073/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=0.610, pair=0.003, adv=3.946, sprd=0.017]
Ep 073/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:13,  2.10it/s, loss=0.610, pair=0.003, adv=3.946, sprd=0.017]
Ep 073/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:13,  2.10it/s, loss=0.604, pair=0.000, adv=4.784, sprd=0.017]
Ep 073/80 [S3:+sens]:  38%|▊ | 174/453 [01:22<02:07,  2.18it/s, loss=0.604, pair=0.000, adv=4.784, sprd=0.017]
Ep 073/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:07,  2.18it/s, loss=0.617, pair=0.000, adv=5.917, sprd=0.021]
Ep 073/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:14,  2.06it/s, loss=0.617, pair=0.000, adv=5.917, sprd=0.021]
Ep 073/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:14,  2.06it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.022]
Ep 073/80 [S3:+sens]:  39%|▊ | 176/453 [01:23<02:08,  2.16it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.022]
Ep 073/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.650, pair=0.001, adv=3.655, sprd=0.020]
Ep 073/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:12,  2.08it/s, loss=0.650, pair=0.001, adv=3.655, sprd=0.020]
Ep 073/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:12,  2.08it/s, loss=0.611, pair=0.000, adv=4.653, sprd=0.016]
Ep 073/80 [S3:+sens]:  39%|▊ | 178/453 [01:24<02:04,  2.21it/s, loss=0.611, pair=0.000, adv=4.653, sprd=0.016]
Ep 073/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:04,  2.21it/s, loss=0.606, pair=0.000, adv=4.596, sprd=0.017]
Ep 073/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:10,  2.10it/s, loss=0.606, pair=0.000, adv=4.596, sprd=0.017]
Ep 073/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:10,  2.10it/s, loss=0.622, pair=0.000, adv=5.127, sprd=0.020]
Ep 073/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:04,  2.19it/s, loss=0.622, pair=0.000, adv=5.127, sprd=0.020]
Ep 073/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:04,  2.19it/s, loss=0.598, pair=0.001, adv=4.551, sprd=0.017]
Ep 073/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:12,  2.05it/s, loss=0.598, pair=0.001, adv=4.551, sprd=0.017]
Ep 073/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:12,  2.05it/s, loss=0.658, pair=0.000, adv=4.316, sprd=0.027]
Ep 073/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:07,  2.13it/s, loss=0.658, pair=0.000, adv=4.316, sprd=0.027]
Ep 073/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:07,  2.13it/s, loss=0.675, pair=0.000, adv=4.958, sprd=0.025]
Ep 073/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:19,  1.93it/s, loss=0.675, pair=0.000, adv=4.958, sprd=0.025]
Ep 073/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:19,  1.93it/s, loss=0.658, pair=0.000, adv=4.902, sprd=0.022]
Ep 073/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:09,  2.08it/s, loss=0.658, pair=0.000, adv=4.902, sprd=0.022]
Ep 073/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:09,  2.08it/s, loss=0.660, pair=0.000, adv=4.795, sprd=0.023]
Ep 073/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.04it/s, loss=0.660, pair=0.000, adv=4.795, sprd=0.023]
Ep 073/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.04it/s, loss=0.629, pair=0.000, adv=4.826, sprd=0.020]
Ep 073/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:04,  2.14it/s, loss=0.629, pair=0.000, adv=4.826, sprd=0.020]
Ep 073/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.14it/s, loss=0.599, pair=0.001, adv=4.549, sprd=0.016]
Ep 073/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:10,  2.04it/s, loss=0.599, pair=0.001, adv=4.549, sprd=0.016]
Ep 073/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:10,  2.04it/s, loss=0.620, pair=0.000, adv=4.346, sprd=0.020]
Ep 073/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:04,  2.13it/s, loss=0.620, pair=0.000, adv=4.346, sprd=0.020]
Ep 073/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:04,  2.13it/s, loss=0.601, pair=0.000, adv=4.914, sprd=0.018]
Ep 073/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:09,  2.04it/s, loss=0.601, pair=0.000, adv=4.914, sprd=0.018]
Ep 073/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:09,  2.04it/s, loss=0.630, pair=0.000, adv=4.184, sprd=0.017]
Ep 073/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:01,  2.17it/s, loss=0.630, pair=0.000, adv=4.184, sprd=0.017]
Ep 073/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.17it/s, loss=0.648, pair=0.000, adv=3.766, sprd=0.025]
Ep 073/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.05it/s, loss=0.648, pair=0.000, adv=3.766, sprd=0.025]
Ep 073/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.05it/s, loss=0.608, pair=0.000, adv=4.918, sprd=0.016]
Ep 073/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<01:59,  2.18it/s, loss=0.608, pair=0.000, adv=4.918, sprd=0.016]
Ep 073/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<01:59,  2.18it/s, loss=0.615, pair=0.000, adv=4.386, sprd=0.018]
Ep 073/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.615, pair=0.000, adv=4.386, sprd=0.018]
Ep 073/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:05,  2.07it/s, loss=0.622, pair=0.000, adv=4.052, sprd=0.020]
Ep 073/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:59,  2.17it/s, loss=0.622, pair=0.000, adv=4.052, sprd=0.020]
Ep 073/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:59,  2.17it/s, loss=0.640, pair=0.000, adv=4.902, sprd=0.021]
Ep 073/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:04,  2.07it/s, loss=0.640, pair=0.000, adv=4.902, sprd=0.021]
Ep 073/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:04,  2.07it/s, loss=0.655, pair=0.000, adv=4.893, sprd=0.020]
Ep 073/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:57,  2.18it/s, loss=0.655, pair=0.000, adv=4.893, sprd=0.020]
Ep 073/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:57,  2.18it/s, loss=0.615, pair=0.000, adv=4.580, sprd=0.018]
Ep 073/80 [S3:+sens]:  43%|▊ | 197/453 [01:33<02:02,  2.09it/s, loss=0.615, pair=0.000, adv=4.580, sprd=0.018]
Ep 073/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:02,  2.09it/s, loss=0.647, pair=0.000, adv=3.734, sprd=0.019]
Ep 073/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:55,  2.20it/s, loss=0.647, pair=0.000, adv=3.734, sprd=0.019]
Ep 073/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:55,  2.20it/s, loss=0.644, pair=0.000, adv=4.914, sprd=0.023]
Ep 073/80 [S3:+sens]:  44%|▉ | 199/453 [01:34<02:02,  2.07it/s, loss=0.644, pair=0.000, adv=4.914, sprd=0.023]
Ep 073/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.07it/s, loss=0.623, pair=0.000, adv=4.791, sprd=0.022]
Ep 073/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.623, pair=0.000, adv=4.791, sprd=0.022]
Ep 073/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.621, pair=0.001, adv=4.111, sprd=0.020]
Ep 073/80 [S3:+sens]:  44%|▉ | 201/453 [01:35<02:03,  2.05it/s, loss=0.621, pair=0.001, adv=4.111, sprd=0.020]
Ep 073/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.05it/s, loss=0.586, pair=0.000, adv=3.786, sprd=0.013]
Ep 073/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.15it/s, loss=0.586, pair=0.000, adv=3.786, sprd=0.013]
Ep 073/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.15it/s, loss=0.650, pair=0.000, adv=4.858, sprd=0.024]
Ep 073/80 [S3:+sens]:  45%|▉ | 203/453 [01:36<02:02,  2.04it/s, loss=0.650, pair=0.000, adv=4.858, sprd=0.024]
Ep 073/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:02,  2.04it/s, loss=0.643, pair=0.001, adv=5.044, sprd=0.021]
Ep 073/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:55,  2.15it/s, loss=0.643, pair=0.001, adv=5.044, sprd=0.021]
Ep 073/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:55,  2.15it/s, loss=0.645, pair=0.000, adv=4.839, sprd=0.024]
Ep 073/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<01:59,  2.08it/s, loss=0.645, pair=0.000, adv=4.839, sprd=0.024]
Ep 073/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:59,  2.08it/s, loss=0.589, pair=0.000, adv=4.311, sprd=0.014]
Ep 073/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:52,  2.19it/s, loss=0.589, pair=0.000, adv=4.311, sprd=0.014]
Ep 073/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:52,  2.19it/s, loss=0.625, pair=0.001, adv=5.129, sprd=0.022]
Ep 073/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<01:58,  2.07it/s, loss=0.625, pair=0.001, adv=5.129, sprd=0.022]
Ep 073/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:58,  2.07it/s, loss=0.598, pair=0.000, adv=3.811, sprd=0.016]
Ep 073/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.15it/s, loss=0.598, pair=0.000, adv=3.811, sprd=0.016]
Ep 073/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:53,  2.15it/s, loss=0.640, pair=0.002, adv=4.735, sprd=0.023]
Ep 073/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:58,  2.06it/s, loss=0.640, pair=0.002, adv=4.735, sprd=0.023]
Ep 073/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:58,  2.06it/s, loss=0.667, pair=0.001, adv=5.280, sprd=0.025]
Ep 073/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.16it/s, loss=0.667, pair=0.001, adv=5.280, sprd=0.025]
Ep 073/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.16it/s, loss=0.627, pair=0.007, adv=5.106, sprd=0.019]
Ep 073/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<02:01,  1.99it/s, loss=0.627, pair=0.007, adv=5.106, sprd=0.019]
Ep 073/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:01,  1.99it/s, loss=0.685, pair=0.005, adv=4.676, sprd=0.028]
Ep 073/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:54,  2.10it/s, loss=0.685, pair=0.005, adv=4.676, sprd=0.028]
Ep 073/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:54,  2.10it/s, loss=0.652, pair=0.008, adv=4.457, sprd=0.024]
Ep 073/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:59,  2.01it/s, loss=0.652, pair=0.008, adv=4.457, sprd=0.024]
Ep 073/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:59,  2.01it/s, loss=0.624, pair=0.004, adv=4.696, sprd=0.022]
Ep 073/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:54,  2.09it/s, loss=0.624, pair=0.004, adv=4.696, sprd=0.022]
Ep 073/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:54,  2.09it/s, loss=0.608, pair=0.003, adv=4.559, sprd=0.020]
Ep 073/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:59,  1.99it/s, loss=0.608, pair=0.003, adv=4.559, sprd=0.020]
Ep 073/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:59,  1.99it/s, loss=0.630, pair=0.001, adv=4.533, sprd=0.018]
Ep 073/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.11it/s, loss=0.630, pair=0.001, adv=4.533, sprd=0.018]
Ep 073/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.11it/s, loss=0.657, pair=0.006, adv=5.069, sprd=0.025]
Ep 073/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:57,  2.01it/s, loss=0.657, pair=0.006, adv=5.069, sprd=0.025]
Ep 073/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:57,  2.01it/s, loss=0.690, pair=0.005, adv=5.575, sprd=0.030]
Ep 073/80 [S3:+sens]:  48%|▉ | 218/453 [01:43<01:51,  2.10it/s, loss=0.690, pair=0.005, adv=5.575, sprd=0.030]
Ep 073/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:51,  2.10it/s, loss=0.619, pair=0.004, adv=5.323, sprd=0.020]
Ep 073/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.02it/s, loss=0.619, pair=0.004, adv=5.323, sprd=0.020]
Ep 073/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:55,  2.02it/s, loss=0.653, pair=0.003, adv=4.469, sprd=0.026]
Ep 073/80 [S3:+sens]:  49%|▉ | 220/453 [01:44<01:50,  2.11it/s, loss=0.653, pair=0.003, adv=4.469, sprd=0.026]
Ep 073/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:50,  2.11it/s, loss=0.616, pair=0.005, adv=3.909, sprd=0.016]
Ep 073/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:53,  2.04it/s, loss=0.616, pair=0.005, adv=3.909, sprd=0.016]
Ep 073/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:53,  2.04it/s, loss=0.606, pair=0.005, adv=3.927, sprd=0.017]
Ep 073/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:48,  2.14it/s, loss=0.606, pair=0.005, adv=3.927, sprd=0.017]
Ep 073/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.14it/s, loss=0.661, pair=0.006, adv=4.469, sprd=0.024]
Ep 073/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.06it/s, loss=0.661, pair=0.006, adv=4.469, sprd=0.024]
Ep 073/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.06it/s, loss=0.591, pair=0.003, adv=4.121, sprd=0.015]
Ep 073/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:45,  2.17it/s, loss=0.591, pair=0.003, adv=4.121, sprd=0.015]
Ep 073/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:45,  2.17it/s, loss=0.650, pair=0.000, adv=4.318, sprd=0.014]
Ep 073/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:48,  2.10it/s, loss=0.650, pair=0.000, adv=4.318, sprd=0.014]
Ep 073/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:48,  2.10it/s, loss=0.637, pair=0.000, adv=4.388, sprd=0.023]
Ep 073/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:44,  2.17it/s, loss=0.637, pair=0.000, adv=4.388, sprd=0.023]
Ep 073/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:44,  2.17it/s, loss=0.660, pair=0.001, adv=4.167, sprd=0.030]
Ep 073/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:51,  2.03it/s, loss=0.660, pair=0.001, adv=4.167, sprd=0.030]
Ep 073/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:51,  2.03it/s, loss=0.622, pair=0.000, adv=4.313, sprd=0.018]
Ep 073/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:45,  2.14it/s, loss=0.622, pair=0.000, adv=4.313, sprd=0.018]
Ep 073/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:45,  2.14it/s, loss=0.638, pair=0.000, adv=4.939, sprd=0.022]
Ep 073/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.07it/s, loss=0.638, pair=0.000, adv=4.939, sprd=0.022]
Ep 073/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.07it/s, loss=0.651, pair=0.000, adv=4.561, sprd=0.023]
Ep 073/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:43,  2.16it/s, loss=0.651, pair=0.000, adv=4.561, sprd=0.023]
Ep 073/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:43,  2.16it/s, loss=0.641, pair=0.000, adv=3.850, sprd=0.018]
Ep 073/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:44,  2.12it/s, loss=0.641, pair=0.000, adv=3.850, sprd=0.018]
Ep 073/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:44,  2.12it/s, loss=0.626, pair=0.000, adv=3.899, sprd=0.020]
Ep 073/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:40,  2.20it/s, loss=0.626, pair=0.000, adv=3.899, sprd=0.020]
Ep 073/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:40,  2.20it/s, loss=0.631, pair=0.001, adv=4.820, sprd=0.020]
Ep 073/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:44,  2.10it/s, loss=0.631, pair=0.001, adv=4.820, sprd=0.020]
Ep 073/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:44,  2.10it/s, loss=0.580, pair=0.000, adv=3.243, sprd=0.017]
Ep 073/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:39,  2.19it/s, loss=0.580, pair=0.000, adv=3.243, sprd=0.017]
Ep 073/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:39,  2.19it/s, loss=0.622, pair=0.000, adv=5.181, sprd=0.017]
Ep 073/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:49,  2.00it/s, loss=0.622, pair=0.000, adv=5.181, sprd=0.017]
Ep 073/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:49,  2.00it/s, loss=0.636, pair=0.000, adv=4.543, sprd=0.021]
Ep 073/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:42,  2.11it/s, loss=0.636, pair=0.000, adv=4.543, sprd=0.021]
Ep 073/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.11it/s, loss=0.646, pair=0.000, adv=4.188, sprd=0.024]
Ep 073/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.646, pair=0.000, adv=4.188, sprd=0.024]
Ep 073/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.595, pair=0.000, adv=5.022, sprd=0.016]
Ep 073/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:40,  2.14it/s, loss=0.595, pair=0.000, adv=5.022, sprd=0.016]
Ep 073/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:40,  2.14it/s, loss=0.675, pair=0.000, adv=4.223, sprd=0.029]
Ep 073/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.04it/s, loss=0.675, pair=0.000, adv=4.223, sprd=0.029]
Ep 073/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.04it/s, loss=0.625, pair=0.000, adv=4.617, sprd=0.018]
Ep 073/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:39,  2.15it/s, loss=0.625, pair=0.000, adv=4.617, sprd=0.018]
Ep 073/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:39,  2.15it/s, loss=0.631, pair=0.000, adv=4.179, sprd=0.022]
Ep 073/80 [S3:+sens]:  53%|█ | 241/453 [01:54<01:43,  2.05it/s, loss=0.631, pair=0.000, adv=4.179, sprd=0.022]
Ep 073/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.05it/s, loss=0.580, pair=0.000, adv=3.290, sprd=0.015]
Ep 073/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:37,  2.15it/s, loss=0.580, pair=0.000, adv=3.290, sprd=0.015]
Ep 073/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:37,  2.15it/s, loss=0.642, pair=0.000, adv=3.955, sprd=0.021]
Ep 073/80 [S3:+sens]:  54%|█ | 243/453 [01:55<01:41,  2.07it/s, loss=0.642, pair=0.000, adv=3.955, sprd=0.021]
Ep 073/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.665, pair=0.000, adv=4.875, sprd=0.022]
Ep 073/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.665, pair=0.000, adv=4.875, sprd=0.022]
Ep 073/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:35,  2.18it/s, loss=0.655, pair=0.000, adv=3.885, sprd=0.023]
Ep 073/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:39,  2.09it/s, loss=0.655, pair=0.000, adv=3.885, sprd=0.023]
Ep 073/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.09it/s, loss=0.652, pair=0.003, adv=5.303, sprd=0.025]
Ep 073/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:35,  2.18it/s, loss=0.652, pair=0.003, adv=5.303, sprd=0.025]
Ep 073/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:35,  2.18it/s, loss=0.702, pair=0.009, adv=4.197, sprd=0.033]
Ep 073/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:40,  2.06it/s, loss=0.702, pair=0.009, adv=4.197, sprd=0.033]
Ep 073/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:40,  2.06it/s, loss=0.606, pair=0.005, adv=4.187, sprd=0.018]
Ep 073/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.606, pair=0.005, adv=4.187, sprd=0.018]
Ep 073/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.703, pair=0.005, adv=4.612, sprd=0.022]
Ep 073/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:39,  2.06it/s, loss=0.703, pair=0.005, adv=4.612, sprd=0.022]
Ep 073/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.06it/s, loss=0.648, pair=0.003, adv=5.195, sprd=0.020]
Ep 073/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.17it/s, loss=0.648, pair=0.003, adv=5.195, sprd=0.020]
Ep 073/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:33,  2.17it/s, loss=0.623, pair=0.004, adv=4.742, sprd=0.019]
Ep 073/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:36,  2.09it/s, loss=0.623, pair=0.004, adv=4.742, sprd=0.019]
Ep 073/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.650, pair=0.005, adv=4.619, sprd=0.024]
Ep 073/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.17it/s, loss=0.650, pair=0.005, adv=4.619, sprd=0.024]
Ep 073/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.17it/s, loss=0.651, pair=0.005, adv=3.768, sprd=0.018]
Ep 073/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:34,  2.12it/s, loss=0.651, pair=0.005, adv=3.768, sprd=0.018]
Ep 073/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:34,  2.12it/s, loss=0.608, pair=0.004, adv=4.469, sprd=0.020]
Ep 073/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:31,  2.17it/s, loss=0.608, pair=0.004, adv=4.469, sprd=0.020]
Ep 073/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:31,  2.17it/s, loss=0.606, pair=0.004, adv=3.812, sprd=0.016]
Ep 073/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:35,  2.07it/s, loss=0.606, pair=0.004, adv=3.812, sprd=0.016]
Ep 073/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:35,  2.07it/s, loss=0.624, pair=0.004, adv=4.353, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 256/453 [02:01<01:32,  2.14it/s, loss=0.624, pair=0.004, adv=4.353, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:32,  2.14it/s, loss=0.622, pair=0.006, adv=4.347, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:35,  2.04it/s, loss=0.622, pair=0.006, adv=4.347, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:35,  2.04it/s, loss=0.647, pair=0.000, adv=4.433, sprd=0.024]
Ep 073/80 [S3:+sens]:  57%|█▏| 258/453 [02:02<01:31,  2.13it/s, loss=0.647, pair=0.000, adv=4.433, sprd=0.024]
Ep 073/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:31,  2.13it/s, loss=0.633, pair=0.001, adv=4.559, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:35,  2.04it/s, loss=0.633, pair=0.001, adv=4.559, sprd=0.021]
Ep 073/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:35,  2.04it/s, loss=0.595, pair=0.001, adv=3.971, sprd=0.015]
Ep 073/80 [S3:+sens]:  57%|█▏| 260/453 [02:03<01:29,  2.15it/s, loss=0.595, pair=0.001, adv=3.971, sprd=0.015]
Ep 073/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.15it/s, loss=0.646, pair=0.001, adv=4.576, sprd=0.023]
Ep 073/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.07it/s, loss=0.646, pair=0.001, adv=4.576, sprd=0.023]
Ep 073/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.07it/s, loss=0.608, pair=0.000, adv=4.774, sprd=0.015]
Ep 073/80 [S3:+sens]:  58%|█▏| 262/453 [02:04<01:26,  2.22it/s, loss=0.608, pair=0.000, adv=4.774, sprd=0.015]
Ep 073/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:26,  2.22it/s, loss=0.689, pair=0.004, adv=4.989, sprd=0.029]
Ep 073/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:34,  2.00it/s, loss=0.689, pair=0.004, adv=4.989, sprd=0.029]
Ep 073/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:34,  2.00it/s, loss=0.641, pair=0.000, adv=4.301, sprd=0.023]
Ep 073/80 [S3:+sens]:  58%|█▏| 264/453 [02:05<01:29,  2.11it/s, loss=0.641, pair=0.000, adv=4.301, sprd=0.023]
Ep 073/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:29,  2.11it/s, loss=0.679, pair=0.000, adv=3.805, sprd=0.019]
Ep 073/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.06it/s, loss=0.679, pair=0.000, adv=3.805, sprd=0.019]
Ep 073/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:31,  2.06it/s, loss=0.614, pair=0.000, adv=4.426, sprd=0.020]
Ep 073/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:27,  2.14it/s, loss=0.614, pair=0.000, adv=4.426, sprd=0.020]
Ep 073/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.14it/s, loss=0.596, pair=0.001, adv=4.174, sprd=0.016]
Ep 073/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.596, pair=0.001, adv=4.174, sprd=0.016]
Ep 073/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.596, pair=0.001, adv=3.383, sprd=0.015]
Ep 073/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:24,  2.18it/s, loss=0.596, pair=0.001, adv=3.383, sprd=0.015]
Ep 073/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:24,  2.18it/s, loss=0.606, pair=0.002, adv=4.629, sprd=0.015]
Ep 073/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:24,  2.17it/s, loss=0.606, pair=0.002, adv=4.629, sprd=0.015]
Ep 073/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:24,  2.17it/s, loss=0.650, pair=0.000, adv=4.506, sprd=0.022]
Ep 073/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:20,  2.26it/s, loss=0.650, pair=0.000, adv=4.506, sprd=0.022]
Ep 073/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:20,  2.26it/s, loss=0.637, pair=0.001, adv=4.733, sprd=0.021]
Ep 073/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:23,  2.17it/s, loss=0.637, pair=0.001, adv=4.733, sprd=0.021]
Ep 073/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:23,  2.17it/s, loss=0.642, pair=0.001, adv=4.069, sprd=0.019]
Ep 073/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:19,  2.26it/s, loss=0.642, pair=0.001, adv=4.069, sprd=0.019]
Ep 073/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:19,  2.26it/s, loss=0.646, pair=0.000, adv=4.844, sprd=0.021]
Ep 073/80 [S3:+sens]:  60%|█▏| 273/453 [02:09<01:23,  2.15it/s, loss=0.646, pair=0.000, adv=4.844, sprd=0.021]
Ep 073/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:23,  2.15it/s, loss=0.648, pair=0.000, adv=4.868, sprd=0.022]
Ep 073/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:20,  2.23it/s, loss=0.648, pair=0.000, adv=4.868, sprd=0.022]
Ep 073/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:20,  2.23it/s, loss=0.678, pair=0.000, adv=4.754, sprd=0.031]
Ep 073/80 [S3:+sens]:  61%|█▏| 275/453 [02:10<01:25,  2.08it/s, loss=0.678, pair=0.000, adv=4.754, sprd=0.031]
Ep 073/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.08it/s, loss=0.644, pair=0.001, adv=4.891, sprd=0.024]
Ep 073/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.16it/s, loss=0.644, pair=0.001, adv=4.891, sprd=0.024]
Ep 073/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.16it/s, loss=0.654, pair=0.000, adv=4.663, sprd=0.027]
Ep 073/80 [S3:+sens]:  61%|█▏| 277/453 [02:11<01:25,  2.06it/s, loss=0.654, pair=0.000, adv=4.663, sprd=0.027]
Ep 073/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.06it/s, loss=0.675, pair=0.000, adv=5.555, sprd=0.030]
Ep 073/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:22,  2.13it/s, loss=0.675, pair=0.000, adv=5.555, sprd=0.030]
Ep 073/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:22,  2.13it/s, loss=0.639, pair=0.000, adv=3.939, sprd=0.019]
Ep 073/80 [S3:+sens]:  62%|█▏| 279/453 [02:12<01:25,  2.03it/s, loss=0.639, pair=0.000, adv=3.939, sprd=0.019]
Ep 073/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:25,  2.03it/s, loss=0.623, pair=0.000, adv=4.640, sprd=0.018]
Ep 073/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.15it/s, loss=0.623, pair=0.000, adv=4.640, sprd=0.018]
Ep 073/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.15it/s, loss=0.663, pair=0.000, adv=4.791, sprd=0.025]
Ep 073/80 [S3:+sens]:  62%|█▏| 281/453 [02:13<01:22,  2.09it/s, loss=0.663, pair=0.000, adv=4.791, sprd=0.025]
Ep 073/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:22,  2.09it/s, loss=0.635, pair=0.000, adv=5.207, sprd=0.021]
Ep 073/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.17it/s, loss=0.635, pair=0.000, adv=5.207, sprd=0.021]
Ep 073/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.17it/s, loss=0.705, pair=0.000, adv=5.239, sprd=0.022]
Ep 073/80 [S3:+sens]:  62%|█▏| 283/453 [02:14<01:20,  2.10it/s, loss=0.705, pair=0.000, adv=5.239, sprd=0.022]
Ep 073/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:20,  2.10it/s, loss=0.658, pair=0.001, adv=4.573, sprd=0.020]
Ep 073/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:16,  2.21it/s, loss=0.658, pair=0.001, adv=4.573, sprd=0.020]
Ep 073/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:16,  2.21it/s, loss=0.662, pair=0.000, adv=4.476, sprd=0.026]
Ep 073/80 [S3:+sens]:  63%|█▎| 285/453 [02:15<01:20,  2.08it/s, loss=0.662, pair=0.000, adv=4.476, sprd=0.026]
Ep 073/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:20,  2.08it/s, loss=0.668, pair=0.000, adv=4.040, sprd=0.027]
Ep 073/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:16,  2.17it/s, loss=0.668, pair=0.000, adv=4.040, sprd=0.027]
Ep 073/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:16,  2.17it/s, loss=0.641, pair=0.000, adv=5.908, sprd=0.026]
Ep 073/80 [S3:+sens]:  63%|█▎| 287/453 [02:16<01:20,  2.06it/s, loss=0.641, pair=0.000, adv=5.908, sprd=0.026]
Ep 073/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:20,  2.06it/s, loss=0.666, pair=0.000, adv=5.297, sprd=0.028]
Ep 073/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.14it/s, loss=0.666, pair=0.000, adv=5.297, sprd=0.028]
Ep 073/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:17,  2.14it/s, loss=0.691, pair=0.001, adv=5.205, sprd=0.033]
Ep 073/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:20,  2.03it/s, loss=0.691, pair=0.001, adv=5.205, sprd=0.033]
Ep 073/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:20,  2.03it/s, loss=0.628, pair=0.000, adv=4.602, sprd=0.019]
Ep 073/80 [S3:+sens]:  64%|█▎| 290/453 [02:17<01:16,  2.14it/s, loss=0.628, pair=0.000, adv=4.602, sprd=0.019]
Ep 073/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:16,  2.14it/s, loss=1.582, pair=2.631, adv=6.104, sprd=0.028]
Ep 073/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:24,  1.92it/s, loss=1.582, pair=2.631, adv=6.104, sprd=0.028]
Ep 073/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:24,  1.92it/s, loss=0.599, pair=0.001, adv=3.796, sprd=0.013]
Ep 073/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:17,  2.06it/s, loss=0.599, pair=0.001, adv=3.796, sprd=0.013]
Ep 073/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:17,  2.06it/s, loss=0.651, pair=0.000, adv=5.595, sprd=0.024]
Ep 073/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:20,  1.98it/s, loss=0.651, pair=0.000, adv=5.595, sprd=0.024]
Ep 073/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:20,  1.98it/s, loss=0.614, pair=0.001, adv=4.807, sprd=0.019]
Ep 073/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:16,  2.08it/s, loss=0.614, pair=0.001, adv=4.807, sprd=0.019]
Ep 073/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:16,  2.08it/s, loss=0.687, pair=0.002, adv=4.696, sprd=0.029]
Ep 073/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:18,  2.02it/s, loss=0.687, pair=0.002, adv=4.696, sprd=0.029]
Ep 073/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:18,  2.02it/s, loss=0.635, pair=0.005, adv=4.668, sprd=0.024]
Ep 073/80 [S3:+sens]:  65%|█▎| 296/453 [02:20<01:14,  2.09it/s, loss=0.635, pair=0.005, adv=4.668, sprd=0.024]
Ep 073/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:14,  2.09it/s, loss=0.629, pair=0.001, adv=3.997, sprd=0.017]
Ep 073/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:16,  2.04it/s, loss=0.629, pair=0.001, adv=3.997, sprd=0.017]
Ep 073/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:16,  2.04it/s, loss=0.664, pair=0.006, adv=5.170, sprd=0.021]
Ep 073/80 [S3:+sens]:  66%|█▎| 298/453 [02:21<01:11,  2.16it/s, loss=0.664, pair=0.006, adv=5.170, sprd=0.021]
Ep 073/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.16it/s, loss=0.616, pair=0.004, adv=4.963, sprd=0.017]
Ep 073/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:14,  2.07it/s, loss=0.616, pair=0.004, adv=4.963, sprd=0.017]
Ep 073/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:14,  2.07it/s, loss=1.052, pair=1.097, adv=4.970, sprd=0.030]
Ep 073/80 [S3:+sens]:  66%|█▎| 300/453 [02:22<01:11,  2.14it/s, loss=1.052, pair=1.097, adv=4.970, sprd=0.030]
Ep 073/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.14it/s, loss=0.632, pair=0.003, adv=4.942, sprd=0.020]
Ep 073/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:12,  2.09it/s, loss=0.632, pair=0.003, adv=4.942, sprd=0.020]
Ep 073/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:12,  2.09it/s, loss=0.716, pair=0.006, adv=4.088, sprd=0.030]
Ep 073/80 [S3:+sens]:  67%|█▎| 302/453 [02:23<01:09,  2.17it/s, loss=0.716, pair=0.006, adv=4.088, sprd=0.030]
Ep 073/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.17it/s, loss=0.628, pair=0.005, adv=4.428, sprd=0.019]
Ep 073/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:11,  2.09it/s, loss=0.628, pair=0.005, adv=4.428, sprd=0.019]
Ep 073/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:11,  2.09it/s, loss=0.633, pair=0.002, adv=5.278, sprd=0.019]
Ep 073/80 [S3:+sens]:  67%|█▎| 304/453 [02:24<01:08,  2.19it/s, loss=0.633, pair=0.002, adv=5.278, sprd=0.019]
Ep 073/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:08,  2.19it/s, loss=0.634, pair=0.000, adv=4.281, sprd=0.015]
Ep 073/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.08it/s, loss=0.634, pair=0.000, adv=4.281, sprd=0.015]
Ep 073/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.08it/s, loss=0.674, pair=0.003, adv=5.152, sprd=0.028]
Ep 073/80 [S3:+sens]:  68%|█▎| 306/453 [02:25<01:07,  2.17it/s, loss=0.674, pair=0.003, adv=5.152, sprd=0.028]
Ep 073/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.17it/s, loss=0.701, pair=0.003, adv=5.103, sprd=0.034]
Ep 073/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.05it/s, loss=0.701, pair=0.003, adv=5.103, sprd=0.034]
Ep 073/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.05it/s, loss=0.647, pair=0.001, adv=3.931, sprd=0.019]
Ep 073/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:04,  2.23it/s, loss=0.647, pair=0.001, adv=3.931, sprd=0.019]
Ep 073/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:04,  2.23it/s, loss=0.631, pair=0.000, adv=5.180, sprd=0.020]
Ep 073/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:07,  2.13it/s, loss=0.631, pair=0.000, adv=5.180, sprd=0.020]
Ep 073/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:07,  2.13it/s, loss=0.642, pair=0.001, adv=4.695, sprd=0.024]
Ep 073/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:05,  2.19it/s, loss=0.642, pair=0.001, adv=4.695, sprd=0.024]
Ep 073/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.19it/s, loss=0.626, pair=0.000, adv=4.482, sprd=0.018]
Ep 073/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:07,  2.11it/s, loss=0.626, pair=0.000, adv=4.482, sprd=0.018]
Ep 073/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:07,  2.11it/s, loss=0.605, pair=0.002, adv=4.308, sprd=0.015]
Ep 073/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:02,  2.24it/s, loss=0.605, pair=0.002, adv=4.308, sprd=0.015]
Ep 073/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:02,  2.24it/s, loss=0.679, pair=0.000, adv=5.130, sprd=0.031]
Ep 073/80 [S3:+sens]:  69%|█▍| 313/453 [02:28<01:06,  2.09it/s, loss=0.679, pair=0.000, adv=5.130, sprd=0.031]
Ep 073/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:06,  2.09it/s, loss=0.612, pair=0.000, adv=4.441, sprd=0.019]
Ep 073/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:03,  2.18it/s, loss=0.612, pair=0.000, adv=4.441, sprd=0.019]
Ep 073/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:03,  2.18it/s, loss=0.631, pair=0.000, adv=4.438, sprd=0.019]
Ep 073/80 [S3:+sens]:  70%|█▍| 315/453 [02:29<01:05,  2.09it/s, loss=0.631, pair=0.000, adv=4.438, sprd=0.019]
Ep 073/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:05,  2.09it/s, loss=0.650, pair=0.000, adv=3.639, sprd=0.021]
Ep 073/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:02,  2.19it/s, loss=0.650, pair=0.000, adv=3.639, sprd=0.021]
Ep 073/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:02,  2.19it/s, loss=0.653, pair=0.000, adv=5.070, sprd=0.024]
Ep 073/80 [S3:+sens]:  70%|█▍| 317/453 [02:30<01:05,  2.08it/s, loss=0.653, pair=0.000, adv=5.070, sprd=0.024]
Ep 073/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:05,  2.08it/s, loss=0.621, pair=0.000, adv=4.447, sprd=0.020]
Ep 073/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:02,  2.17it/s, loss=0.621, pair=0.000, adv=4.447, sprd=0.020]
Ep 073/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:02,  2.17it/s, loss=0.665, pair=0.000, adv=4.314, sprd=0.024]
Ep 073/80 [S3:+sens]:  70%|█▍| 319/453 [02:31<01:04,  2.07it/s, loss=0.665, pair=0.000, adv=4.314, sprd=0.024]
Ep 073/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.07it/s, loss=0.637, pair=0.000, adv=4.572, sprd=0.018]
Ep 073/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<00:59,  2.22it/s, loss=0.637, pair=0.000, adv=4.572, sprd=0.018]
Ep 073/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<00:59,  2.22it/s, loss=0.701, pair=0.000, adv=4.442, sprd=0.021]
Ep 073/80 [S3:+sens]:  71%|█▍| 321/453 [02:32<01:05,  2.00it/s, loss=0.701, pair=0.000, adv=4.442, sprd=0.021]
Ep 073/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.00it/s, loss=0.651, pair=0.001, adv=5.780, sprd=0.024]
Ep 073/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:02,  2.11it/s, loss=0.651, pair=0.001, adv=5.780, sprd=0.024]
Ep 073/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:02,  2.11it/s, loss=0.603, pair=0.000, adv=4.950, sprd=0.016]
Ep 073/80 [S3:+sens]:  71%|█▍| 323/453 [02:33<01:04,  2.02it/s, loss=0.603, pair=0.000, adv=4.950, sprd=0.016]
Ep 073/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.634, pair=0.000, adv=4.879, sprd=0.023]
Ep 073/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:01,  2.11it/s, loss=0.634, pair=0.000, adv=4.879, sprd=0.023]
Ep 073/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:01,  2.11it/s, loss=0.648, pair=0.000, adv=4.310, sprd=0.019]
Ep 073/80 [S3:+sens]:  72%|█▍| 325/453 [02:34<01:01,  2.07it/s, loss=0.648, pair=0.000, adv=4.310, sprd=0.019]
Ep 073/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.623, pair=0.000, adv=4.358, sprd=0.017]
Ep 073/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:57,  2.19it/s, loss=0.623, pair=0.000, adv=4.358, sprd=0.017]
Ep 073/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:57,  2.19it/s, loss=0.658, pair=0.000, adv=4.792, sprd=0.022]
Ep 073/80 [S3:+sens]:  72%|█▍| 327/453 [02:35<01:00,  2.07it/s, loss=0.658, pair=0.000, adv=4.792, sprd=0.022]
Ep 073/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.635, pair=0.000, adv=4.230, sprd=0.020]
Ep 073/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.18it/s, loss=0.635, pair=0.000, adv=4.230, sprd=0.020]
Ep 073/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.18it/s, loss=0.641, pair=0.000, adv=3.955, sprd=0.017]
Ep 073/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<00:59,  2.10it/s, loss=0.641, pair=0.000, adv=3.955, sprd=0.017]
Ep 073/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<00:59,  2.10it/s, loss=0.629, pair=0.000, adv=3.951, sprd=0.018]
Ep 073/80 [S3:+sens]:  73%|█▍| 330/453 [02:36<00:55,  2.20it/s, loss=0.629, pair=0.000, adv=3.951, sprd=0.018]
Ep 073/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:55,  2.20it/s, loss=0.629, pair=0.000, adv=4.516, sprd=0.021]
Ep 073/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<00:57,  2.11it/s, loss=0.629, pair=0.000, adv=4.516, sprd=0.021]
Ep 073/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<00:57,  2.11it/s, loss=0.624, pair=0.000, adv=4.611, sprd=0.019]
Ep 073/80 [S3:+sens]:  73%|█▍| 332/453 [02:37<00:55,  2.19it/s, loss=0.624, pair=0.000, adv=4.611, sprd=0.019]
Ep 073/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:55,  2.19it/s, loss=0.614, pair=0.000, adv=5.001, sprd=0.021]
Ep 073/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:58,  2.07it/s, loss=0.614, pair=0.000, adv=5.001, sprd=0.021]
Ep 073/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:58,  2.07it/s, loss=0.620, pair=0.000, adv=3.971, sprd=0.020]
Ep 073/80 [S3:+sens]:  74%|█▍| 334/453 [02:38<00:55,  2.14it/s, loss=0.620, pair=0.000, adv=3.971, sprd=0.020]
Ep 073/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.14it/s, loss=0.695, pair=0.000, adv=4.457, sprd=0.020]
Ep 073/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:56,  2.09it/s, loss=0.695, pair=0.000, adv=4.457, sprd=0.020]
Ep 073/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:56,  2.09it/s, loss=0.675, pair=0.000, adv=5.039, sprd=0.024]
Ep 073/80 [S3:+sens]:  74%|█▍| 336/453 [02:39<00:52,  2.21it/s, loss=0.675, pair=0.000, adv=5.039, sprd=0.024]
Ep 073/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:52,  2.21it/s, loss=0.610, pair=0.001, adv=3.505, sprd=0.017]
Ep 073/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.05it/s, loss=0.610, pair=0.001, adv=3.505, sprd=0.017]
Ep 073/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.05it/s, loss=0.659, pair=0.001, adv=4.169, sprd=0.027]
Ep 073/80 [S3:+sens]:  75%|█▍| 338/453 [02:40<00:53,  2.14it/s, loss=0.659, pair=0.001, adv=4.169, sprd=0.027]
Ep 073/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.14it/s, loss=0.635, pair=0.000, adv=3.735, sprd=0.020]
Ep 073/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.04it/s, loss=0.635, pair=0.000, adv=3.735, sprd=0.020]
Ep 073/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.04it/s, loss=0.590, pair=0.001, adv=4.092, sprd=0.013]
Ep 073/80 [S3:+sens]:  75%|█▌| 340/453 [02:41<00:52,  2.16it/s, loss=0.590, pair=0.001, adv=4.092, sprd=0.013]
Ep 073/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.16it/s, loss=0.647, pair=0.000, adv=4.796, sprd=0.029]
Ep 073/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:55,  2.03it/s, loss=0.647, pair=0.000, adv=4.796, sprd=0.029]
Ep 073/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:55,  2.03it/s, loss=0.633, pair=0.000, adv=4.398, sprd=0.021]
Ep 073/80 [S3:+sens]:  75%|█▌| 342/453 [02:42<00:52,  2.12it/s, loss=0.633, pair=0.000, adv=4.398, sprd=0.021]
Ep 073/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.12it/s, loss=0.667, pair=0.000, adv=4.434, sprd=0.026]
Ep 073/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.04it/s, loss=0.667, pair=0.000, adv=4.434, sprd=0.026]
Ep 073/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.04it/s, loss=0.569, pair=0.000, adv=3.402, sprd=0.011]
Ep 073/80 [S3:+sens]:  76%|█▌| 344/453 [02:43<00:50,  2.17it/s, loss=0.569, pair=0.000, adv=3.402, sprd=0.011]
Ep 073/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.644, pair=0.000, adv=4.263, sprd=0.023]
Ep 073/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:56,  1.92it/s, loss=0.644, pair=0.000, adv=4.263, sprd=0.023]
Ep 073/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:56,  1.92it/s, loss=0.591, pair=0.000, adv=4.266, sprd=0.012]
Ep 073/80 [S3:+sens]:  76%|█▌| 346/453 [02:44<00:51,  2.08it/s, loss=0.591, pair=0.000, adv=4.266, sprd=0.012]
Ep 073/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:51,  2.08it/s, loss=0.608, pair=0.009, adv=3.963, sprd=0.015]
Ep 073/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:52,  2.04it/s, loss=0.608, pair=0.009, adv=3.963, sprd=0.015]
Ep 073/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:52,  2.04it/s, loss=0.600, pair=0.000, adv=4.217, sprd=0.016]
Ep 073/80 [S3:+sens]:  77%|█▌| 348/453 [02:45<00:48,  2.15it/s, loss=0.600, pair=0.000, adv=4.217, sprd=0.016]
Ep 073/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.15it/s, loss=0.657, pair=0.001, adv=4.563, sprd=0.022]
Ep 073/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:49,  2.08it/s, loss=0.657, pair=0.001, adv=4.563, sprd=0.022]
Ep 073/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:49,  2.08it/s, loss=0.625, pair=0.000, adv=4.320, sprd=0.022]
Ep 073/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:47,  2.15it/s, loss=0.625, pair=0.000, adv=4.320, sprd=0.022]
Ep 073/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.15it/s, loss=0.622, pair=0.000, adv=4.189, sprd=0.021]
Ep 073/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:50,  2.03it/s, loss=0.622, pair=0.000, adv=4.189, sprd=0.021]
Ep 073/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:50,  2.03it/s, loss=0.641, pair=0.000, adv=4.781, sprd=0.020]
Ep 073/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:47,  2.14it/s, loss=0.641, pair=0.000, adv=4.781, sprd=0.020]
Ep 073/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:47,  2.14it/s, loss=0.613, pair=0.001, adv=3.774, sprd=0.016]
Ep 073/80 [S3:+sens]:  78%|█▌| 353/453 [02:47<00:47,  2.09it/s, loss=0.613, pair=0.001, adv=3.774, sprd=0.016]
Ep 073/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.09it/s, loss=0.630, pair=0.001, adv=4.822, sprd=0.020]
Ep 073/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.18it/s, loss=0.630, pair=0.001, adv=4.822, sprd=0.020]
Ep 073/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.18it/s, loss=0.614, pair=0.000, adv=4.053, sprd=0.016]
Ep 073/80 [S3:+sens]:  78%|█▌| 355/453 [02:48<00:48,  2.04it/s, loss=0.614, pair=0.000, adv=4.053, sprd=0.016]
Ep 073/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.04it/s, loss=0.600, pair=0.000, adv=4.519, sprd=0.018]
Ep 073/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:45,  2.13it/s, loss=0.600, pair=0.000, adv=4.519, sprd=0.018]
Ep 073/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:45,  2.13it/s, loss=0.642, pair=0.001, adv=4.597, sprd=0.018]
Ep 073/80 [S3:+sens]:  79%|█▌| 357/453 [02:49<00:45,  2.12it/s, loss=0.642, pair=0.001, adv=4.597, sprd=0.018]
Ep 073/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:45,  2.12it/s, loss=0.659, pair=0.001, adv=4.583, sprd=0.023]
Ep 073/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.21it/s, loss=0.659, pair=0.001, adv=4.583, sprd=0.023]
Ep 073/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:43,  2.21it/s, loss=0.653, pair=0.000, adv=4.599, sprd=0.016]
Ep 073/80 [S3:+sens]:  79%|█▌| 359/453 [02:50<00:44,  2.10it/s, loss=0.653, pair=0.000, adv=4.599, sprd=0.016]
Ep 073/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:44,  2.10it/s, loss=0.681, pair=0.000, adv=4.794, sprd=0.025]
Ep 073/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.21it/s, loss=0.681, pair=0.000, adv=4.794, sprd=0.025]
Ep 073/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.21it/s, loss=0.610, pair=0.000, adv=3.478, sprd=0.015]
Ep 073/80 [S3:+sens]:  80%|█▌| 361/453 [02:51<00:43,  2.13it/s, loss=0.610, pair=0.000, adv=3.478, sprd=0.015]
Ep 073/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:43,  2.13it/s, loss=0.618, pair=0.002, adv=4.267, sprd=0.017]
Ep 073/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:40,  2.23it/s, loss=0.618, pair=0.002, adv=4.267, sprd=0.017]
Ep 073/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:40,  2.23it/s, loss=0.666, pair=0.001, adv=3.907, sprd=0.014]
Ep 073/80 [S3:+sens]:  80%|█▌| 363/453 [02:52<00:40,  2.20it/s, loss=0.666, pair=0.001, adv=3.907, sprd=0.014]
Ep 073/80 [S3:+sens]:  80%|█▌| 363/453 [02:52<00:40,  2.20it/s, loss=0.628, pair=0.001, adv=4.431, sprd=0.024]
Ep 073/80 [S3:+sens]:  80%|█▌| 364/453 [02:52<00:39,  2.23it/s, loss=0.628, pair=0.001, adv=4.431, sprd=0.024]
Ep 073/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:39,  2.23it/s, loss=0.615, pair=0.000, adv=4.662, sprd=0.017]
Ep 073/80 [S3:+sens]:  81%|█▌| 365/453 [02:53<00:41,  2.13it/s, loss=0.615, pair=0.000, adv=4.662, sprd=0.017]
Ep 073/80 [S3:+sens]:  81%|█▌| 365/453 [02:53<00:41,  2.13it/s, loss=0.636, pair=0.000, adv=5.021, sprd=0.024]
Ep 073/80 [S3:+sens]:  81%|█▌| 366/453 [02:53<00:39,  2.19it/s, loss=0.636, pair=0.000, adv=5.021, sprd=0.024]
Ep 073/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.19it/s, loss=0.650, pair=0.001, adv=3.966, sprd=0.019]
Ep 073/80 [S3:+sens]:  81%|█▌| 367/453 [02:54<00:41,  2.09it/s, loss=0.650, pair=0.001, adv=3.966, sprd=0.019]
Ep 073/80 [S3:+sens]:  81%|█▌| 367/453 [02:54<00:41,  2.09it/s, loss=0.646, pair=0.001, adv=4.457, sprd=0.022]
Ep 073/80 [S3:+sens]:  81%|█▌| 368/453 [02:54<00:38,  2.19it/s, loss=0.646, pair=0.001, adv=4.457, sprd=0.022]
Ep 073/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:38,  2.19it/s, loss=0.613, pair=0.000, adv=3.483, sprd=0.014]
Ep 073/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:39,  2.13it/s, loss=0.613, pair=0.000, adv=3.483, sprd=0.014]
Ep 073/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:39,  2.13it/s, loss=0.655, pair=0.000, adv=4.750, sprd=0.027]
Ep 073/80 [S3:+sens]:  82%|█▋| 370/453 [02:55<00:37,  2.19it/s, loss=0.655, pair=0.000, adv=4.750, sprd=0.027]
Ep 073/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:37,  2.19it/s, loss=0.602, pair=0.000, adv=4.169, sprd=0.018]
Ep 073/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.08it/s, loss=0.602, pair=0.000, adv=4.169, sprd=0.018]
Ep 073/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.08it/s, loss=0.650, pair=0.000, adv=4.142, sprd=0.018]
Ep 073/80 [S3:+sens]:  82%|█▋| 372/453 [02:56<00:36,  2.22it/s, loss=0.650, pair=0.000, adv=4.142, sprd=0.018]
Ep 073/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:36,  2.22it/s, loss=0.703, pair=0.000, adv=4.354, sprd=0.023]
Ep 073/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:40,  1.99it/s, loss=0.703, pair=0.000, adv=4.354, sprd=0.023]
Ep 073/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:40,  1.99it/s, loss=0.596, pair=0.000, adv=3.821, sprd=0.016]
Ep 073/80 [S3:+sens]:  83%|█▋| 374/453 [02:57<00:37,  2.12it/s, loss=0.596, pair=0.000, adv=3.821, sprd=0.016]
Ep 073/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.12it/s, loss=0.670, pair=0.000, adv=4.920, sprd=0.024]
Ep 073/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:38,  2.04it/s, loss=0.670, pair=0.000, adv=4.920, sprd=0.024]
Ep 073/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:38,  2.04it/s, loss=0.624, pair=0.000, adv=4.447, sprd=0.018]
Ep 073/80 [S3:+sens]:  83%|█▋| 376/453 [02:58<00:35,  2.15it/s, loss=0.624, pair=0.000, adv=4.447, sprd=0.018]
Ep 073/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.620, pair=0.000, adv=4.405, sprd=0.018]
Ep 073/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.08it/s, loss=0.620, pair=0.000, adv=4.405, sprd=0.018]
Ep 073/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.08it/s, loss=0.624, pair=0.002, adv=4.835, sprd=0.019]
Ep 073/80 [S3:+sens]:  83%|█▋| 378/453 [02:59<00:34,  2.20it/s, loss=0.624, pair=0.002, adv=4.835, sprd=0.019]
Ep 073/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.20it/s, loss=0.660, pair=0.000, adv=4.899, sprd=0.028]
Ep 073/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:36,  2.05it/s, loss=0.660, pair=0.000, adv=4.899, sprd=0.028]
Ep 073/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:36,  2.05it/s, loss=0.660, pair=0.000, adv=4.976, sprd=0.021]
Ep 073/80 [S3:+sens]:  84%|█▋| 380/453 [03:00<00:33,  2.16it/s, loss=0.660, pair=0.000, adv=4.976, sprd=0.021]
Ep 073/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.16it/s, loss=0.647, pair=0.000, adv=4.003, sprd=0.022]
Ep 073/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.07it/s, loss=0.647, pair=0.000, adv=4.003, sprd=0.022]
Ep 073/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.07it/s, loss=0.644, pair=0.000, adv=4.178, sprd=0.021]
Ep 073/80 [S3:+sens]:  84%|█▋| 382/453 [03:01<00:32,  2.17it/s, loss=0.644, pair=0.000, adv=4.178, sprd=0.021]
Ep 073/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.17it/s, loss=0.625, pair=0.000, adv=3.773, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.06it/s, loss=0.625, pair=0.000, adv=3.773, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.06it/s, loss=0.631, pair=0.001, adv=4.337, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 384/453 [03:02<00:31,  2.16it/s, loss=0.631, pair=0.001, adv=4.337, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.16it/s, loss=0.680, pair=0.000, adv=4.488, sprd=0.031]
Ep 073/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.04it/s, loss=0.680, pair=0.000, adv=4.488, sprd=0.031]
Ep 073/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.04it/s, loss=0.611, pair=0.000, adv=4.126, sprd=0.014]
Ep 073/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:31,  2.16it/s, loss=0.611, pair=0.000, adv=4.126, sprd=0.014]
Ep 073/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:31,  2.16it/s, loss=0.630, pair=0.000, adv=3.511, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 387/453 [03:03<00:32,  2.04it/s, loss=0.630, pair=0.000, adv=3.511, sprd=0.020]
Ep 073/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.04it/s, loss=0.655, pair=0.001, adv=4.563, sprd=0.026]
Ep 073/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:30,  2.13it/s, loss=0.655, pair=0.001, adv=4.563, sprd=0.026]
Ep 073/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:30,  2.13it/s, loss=0.636, pair=0.000, adv=4.168, sprd=0.018]
Ep 073/80 [S3:+sens]:  86%|█▋| 389/453 [03:04<00:30,  2.07it/s, loss=0.636, pair=0.000, adv=4.168, sprd=0.018]
Ep 073/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.07it/s, loss=0.619, pair=0.000, adv=4.291, sprd=0.018]
Ep 073/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:28,  2.18it/s, loss=0.619, pair=0.000, adv=4.291, sprd=0.018]
Ep 073/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:28,  2.18it/s, loss=0.617, pair=0.000, adv=4.058, sprd=0.019]
Ep 073/80 [S3:+sens]:  86%|█▋| 391/453 [03:05<00:29,  2.08it/s, loss=0.617, pair=0.000, adv=4.058, sprd=0.019]
Ep 073/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.08it/s, loss=0.606, pair=0.000, adv=3.433, sprd=0.018]
Ep 073/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.17it/s, loss=0.606, pair=0.000, adv=3.433, sprd=0.018]
Ep 073/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.17it/s, loss=0.640, pair=0.000, adv=4.394, sprd=0.021]
Ep 073/80 [S3:+sens]:  87%|█▋| 393/453 [03:06<00:28,  2.07it/s, loss=0.640, pair=0.000, adv=4.394, sprd=0.021]
Ep 073/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.07it/s, loss=0.675, pair=0.001, adv=5.053, sprd=0.026]
Ep 073/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:27,  2.16it/s, loss=0.675, pair=0.001, adv=5.053, sprd=0.026]
Ep 073/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:27,  2.16it/s, loss=0.651, pair=0.000, adv=5.460, sprd=0.025]
Ep 073/80 [S3:+sens]:  87%|█▋| 395/453 [03:07<00:28,  2.04it/s, loss=0.651, pair=0.000, adv=5.460, sprd=0.025]
Ep 073/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.04it/s, loss=0.631, pair=0.000, adv=5.732, sprd=0.023]
Ep 073/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.13it/s, loss=0.631, pair=0.000, adv=5.732, sprd=0.023]
Ep 073/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.13it/s, loss=0.719, pair=0.000, adv=5.179, sprd=0.027]
Ep 073/80 [S3:+sens]:  88%|█▊| 397/453 [03:08<00:27,  2.05it/s, loss=0.719, pair=0.000, adv=5.179, sprd=0.027]
Ep 073/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.05it/s, loss=0.635, pair=0.000, adv=3.705, sprd=0.020]
Ep 073/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.16it/s, loss=0.635, pair=0.000, adv=3.705, sprd=0.020]
Ep 073/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.16it/s, loss=0.654, pair=0.000, adv=4.595, sprd=0.025]
Ep 073/80 [S3:+sens]:  88%|█▊| 399/453 [03:09<00:26,  2.06it/s, loss=0.654, pair=0.000, adv=4.595, sprd=0.025]
Ep 073/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.06it/s, loss=0.644, pair=0.001, adv=5.710, sprd=0.022]
Ep 073/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.15it/s, loss=0.644, pair=0.001, adv=5.710, sprd=0.022]
Ep 073/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.15it/s, loss=0.655, pair=0.000, adv=4.622, sprd=0.026]
Ep 073/80 [S3:+sens]:  89%|█▊| 401/453 [03:10<00:26,  1.94it/s, loss=0.655, pair=0.000, adv=4.622, sprd=0.026]
Ep 073/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:26,  1.94it/s, loss=0.636, pair=0.000, adv=4.475, sprd=0.022]
Ep 073/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:24,  2.05it/s, loss=0.636, pair=0.000, adv=4.475, sprd=0.022]
Ep 073/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:24,  2.05it/s, loss=0.673, pair=0.000, adv=4.137, sprd=0.021]
Ep 073/80 [S3:+sens]:  89%|█▊| 403/453 [03:11<00:25,  1.99it/s, loss=0.673, pair=0.000, adv=4.137, sprd=0.021]
Ep 073/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:25,  1.99it/s, loss=0.625, pair=0.000, adv=4.341, sprd=0.023]
Ep 073/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:23,  2.07it/s, loss=0.625, pair=0.000, adv=4.341, sprd=0.023]
Ep 073/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:23,  2.07it/s, loss=0.652, pair=0.000, adv=5.229, sprd=0.024]
Ep 073/80 [S3:+sens]:  89%|█▊| 405/453 [03:12<00:24,  2.00it/s, loss=0.652, pair=0.000, adv=5.229, sprd=0.024]
Ep 073/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:24,  2.00it/s, loss=0.646, pair=0.000, adv=4.405, sprd=0.022]
Ep 073/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.12it/s, loss=0.646, pair=0.000, adv=4.405, sprd=0.022]
Ep 073/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.12it/s, loss=0.613, pair=0.000, adv=3.378, sprd=0.015]
Ep 073/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:22,  2.08it/s, loss=0.613, pair=0.000, adv=3.378, sprd=0.015]
Ep 073/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:22,  2.08it/s, loss=0.638, pair=0.000, adv=4.200, sprd=0.021]
Ep 073/80 [S3:+sens]:  90%|█▊| 408/453 [03:13<00:20,  2.17it/s, loss=0.638, pair=0.000, adv=4.200, sprd=0.021]
Ep 073/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.17it/s, loss=0.621, pair=0.000, adv=4.293, sprd=0.018]
Ep 073/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.09it/s, loss=0.621, pair=0.000, adv=4.293, sprd=0.018]
Ep 073/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.09it/s, loss=0.677, pair=0.001, adv=4.175, sprd=0.028]
Ep 073/80 [S3:+sens]:  91%|█▊| 410/453 [03:14<00:19,  2.16it/s, loss=0.677, pair=0.001, adv=4.175, sprd=0.028]
Ep 073/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.16it/s, loss=0.651, pair=0.000, adv=4.338, sprd=0.025]
Ep 073/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:20,  2.03it/s, loss=0.651, pair=0.000, adv=4.338, sprd=0.025]
Ep 073/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:20,  2.03it/s, loss=0.644, pair=0.001, adv=4.351, sprd=0.015]
Ep 073/80 [S3:+sens]:  91%|█▊| 412/453 [03:15<00:18,  2.17it/s, loss=0.644, pair=0.001, adv=4.351, sprd=0.015]
Ep 073/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:18,  2.17it/s, loss=0.642, pair=0.000, adv=4.932, sprd=0.024]
Ep 073/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.07it/s, loss=0.642, pair=0.000, adv=4.932, sprd=0.024]
Ep 073/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.07it/s, loss=0.619, pair=0.001, adv=4.492, sprd=0.018]
Ep 073/80 [S3:+sens]:  91%|█▊| 414/453 [03:16<00:17,  2.17it/s, loss=0.619, pair=0.001, adv=4.492, sprd=0.018]
Ep 073/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:17,  2.17it/s, loss=0.636, pair=0.000, adv=4.802, sprd=0.019]
Ep 073/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.06it/s, loss=0.636, pair=0.000, adv=4.802, sprd=0.019]
Ep 073/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.06it/s, loss=0.616, pair=0.000, adv=4.125, sprd=0.016]
Ep 073/80 [S3:+sens]:  92%|█▊| 416/453 [03:17<00:16,  2.20it/s, loss=0.616, pair=0.000, adv=4.125, sprd=0.016]
Ep 073/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.20it/s, loss=0.659, pair=0.005, adv=5.141, sprd=0.027]
Ep 073/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.06it/s, loss=0.659, pair=0.005, adv=5.141, sprd=0.027]
Ep 073/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.06it/s, loss=0.600, pair=0.002, adv=3.958, sprd=0.015]
Ep 073/80 [S3:+sens]:  92%|█▊| 418/453 [03:18<00:16,  2.17it/s, loss=0.600, pair=0.002, adv=3.958, sprd=0.015]
Ep 073/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.17it/s, loss=0.600, pair=0.005, adv=4.649, sprd=0.017]
Ep 073/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.08it/s, loss=0.600, pair=0.005, adv=4.649, sprd=0.017]
Ep 073/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.08it/s, loss=0.610, pair=0.003, adv=4.035, sprd=0.016]
Ep 073/80 [S3:+sens]:  93%|█▊| 420/453 [03:19<00:15,  2.17it/s, loss=0.610, pair=0.003, adv=4.035, sprd=0.016]
Ep 073/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.17it/s, loss=0.652, pair=0.004, adv=4.712, sprd=0.024]
Ep 073/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.08it/s, loss=0.652, pair=0.004, adv=4.712, sprd=0.024]
Ep 073/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.08it/s, loss=0.620, pair=0.003, adv=3.516, sprd=0.018]
Ep 073/80 [S3:+sens]:  93%|█▊| 422/453 [03:20<00:14,  2.19it/s, loss=0.620, pair=0.003, adv=3.516, sprd=0.018]
Ep 073/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.19it/s, loss=0.658, pair=0.004, adv=4.446, sprd=0.020]
Ep 073/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.07it/s, loss=0.658, pair=0.004, adv=4.446, sprd=0.020]
Ep 073/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.07it/s, loss=0.687, pair=0.005, adv=4.993, sprd=0.031]
Ep 073/80 [S3:+sens]:  94%|█▊| 424/453 [03:21<00:13,  2.14it/s, loss=0.687, pair=0.005, adv=4.993, sprd=0.031]
Ep 073/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.14it/s, loss=0.634, pair=0.004, adv=4.156, sprd=0.019]
Ep 073/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.05it/s, loss=0.634, pair=0.004, adv=4.156, sprd=0.019]
Ep 073/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.05it/s, loss=0.650, pair=0.002, adv=4.458, sprd=0.027]
Ep 073/80 [S3:+sens]:  94%|█▉| 426/453 [03:22<00:12,  2.12it/s, loss=0.650, pair=0.002, adv=4.458, sprd=0.027]
Ep 073/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.12it/s, loss=0.701, pair=0.002, adv=5.077, sprd=0.034]
Ep 073/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.05it/s, loss=0.701, pair=0.002, adv=5.077, sprd=0.034]
Ep 073/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.05it/s, loss=0.633, pair=0.006, adv=4.616, sprd=0.021]
Ep 073/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:11,  2.15it/s, loss=0.633, pair=0.006, adv=4.616, sprd=0.021]
Ep 073/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:11,  2.15it/s, loss=0.651, pair=0.001, adv=5.044, sprd=0.023]
Ep 073/80 [S3:+sens]:  95%|█▉| 429/453 [03:23<00:11,  2.04it/s, loss=0.651, pair=0.001, adv=5.044, sprd=0.023]
Ep 073/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.04it/s, loss=0.633, pair=0.001, adv=3.869, sprd=0.017]
Ep 073/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.18it/s, loss=0.633, pair=0.001, adv=3.869, sprd=0.017]
Ep 073/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.18it/s, loss=0.605, pair=0.001, adv=4.068, sprd=0.018]
Ep 073/80 [S3:+sens]:  95%|█▉| 431/453 [03:24<00:11,  1.96it/s, loss=0.605, pair=0.001, adv=4.068, sprd=0.018]
Ep 073/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:11,  1.96it/s, loss=0.638, pair=0.001, adv=4.877, sprd=0.022]
Ep 073/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:10,  2.09it/s, loss=0.638, pair=0.001, adv=4.877, sprd=0.022]
Ep 073/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:10,  2.09it/s, loss=0.609, pair=0.003, adv=3.993, sprd=0.015]
Ep 073/80 [S3:+sens]:  96%|█▉| 433/453 [03:25<00:09,  2.07it/s, loss=0.609, pair=0.003, adv=3.993, sprd=0.015]
Ep 073/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.07it/s, loss=0.626, pair=0.001, adv=5.143, sprd=0.018]
Ep 073/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.17it/s, loss=0.626, pair=0.001, adv=5.143, sprd=0.018]
Ep 073/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.17it/s, loss=0.671, pair=0.010, adv=4.791, sprd=0.027]
Ep 073/80 [S3:+sens]:  96%|█▉| 435/453 [03:26<00:08,  2.05it/s, loss=0.671, pair=0.010, adv=4.791, sprd=0.027]
Ep 073/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.05it/s, loss=0.604, pair=0.003, adv=5.126, sprd=0.019]
Ep 073/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.13it/s, loss=0.604, pair=0.003, adv=5.126, sprd=0.019]
Ep 073/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.13it/s, loss=0.678, pair=0.002, adv=4.713, sprd=0.028]
Ep 073/80 [S3:+sens]:  96%|█▉| 437/453 [03:27<00:07,  2.06it/s, loss=0.678, pair=0.002, adv=4.713, sprd=0.028]
Ep 073/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.06it/s, loss=0.609, pair=0.002, adv=3.547, sprd=0.016]
Ep 073/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.17it/s, loss=0.609, pair=0.002, adv=3.547, sprd=0.016]
Ep 073/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.17it/s, loss=0.646, pair=0.003, adv=4.698, sprd=0.021]
Ep 073/80 [S3:+sens]:  97%|█▉| 439/453 [03:28<00:06,  2.06it/s, loss=0.646, pair=0.003, adv=4.698, sprd=0.021]
Ep 073/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.06it/s, loss=0.610, pair=0.004, adv=4.224, sprd=0.018]
Ep 073/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.16it/s, loss=0.610, pair=0.004, adv=4.224, sprd=0.018]
Ep 073/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.16it/s, loss=0.658, pair=0.002, adv=5.443, sprd=0.024]
Ep 073/80 [S3:+sens]:  97%|█▉| 441/453 [03:29<00:05,  2.05it/s, loss=0.658, pair=0.002, adv=5.443, sprd=0.024]
Ep 073/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.05it/s, loss=0.587, pair=0.002, adv=3.969, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.15it/s, loss=0.587, pair=0.002, adv=3.969, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.15it/s, loss=0.696, pair=0.003, adv=4.635, sprd=0.023]
Ep 073/80 [S3:+sens]:  98%|█▉| 443/453 [03:30<00:04,  2.06it/s, loss=0.696, pair=0.003, adv=4.635, sprd=0.023]
Ep 073/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.677, pair=0.003, adv=4.772, sprd=0.033]
Ep 073/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.12it/s, loss=0.677, pair=0.003, adv=4.772, sprd=0.033]
Ep 073/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.12it/s, loss=0.607, pair=0.000, adv=4.447, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 445/453 [03:31<00:03,  2.06it/s, loss=0.607, pair=0.000, adv=4.447, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 445/453 [03:31<00:03,  2.06it/s, loss=0.621, pair=0.006, adv=3.618, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 446/453 [03:31<00:03,  2.22it/s, loss=0.621, pair=0.006, adv=3.618, sprd=0.015]
Ep 073/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.22it/s, loss=0.616, pair=0.000, adv=5.143, sprd=0.015]
Ep 073/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.15it/s, loss=0.616, pair=0.000, adv=5.143, sprd=0.015]
Ep 073/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.15it/s, loss=0.660, pair=0.002, adv=4.963, sprd=0.023]
Ep 073/80 [S3:+sens]:  99%|█▉| 448/453 [03:32<00:02,  2.22it/s, loss=0.660, pair=0.002, adv=4.963, sprd=0.023]
Ep 073/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.22it/s, loss=0.649, pair=0.006, adv=4.504, sprd=0.024]
Ep 073/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.08it/s, loss=0.649, pair=0.006, adv=4.504, sprd=0.024]
Ep 073/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.08it/s, loss=0.594, pair=0.000, adv=3.300, sprd=0.015]
Ep 073/80 [S3:+sens]:  99%|█▉| 450/453 [03:33<00:01,  2.19it/s, loss=0.594, pair=0.000, adv=3.300, sprd=0.015]
Ep 073/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.19it/s, loss=0.647, pair=0.000, adv=4.231, sprd=0.024]
Ep 073/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.08it/s, loss=0.647, pair=0.000, adv=4.231, sprd=0.024]
Ep 073/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.08it/s, loss=0.591, pair=0.002, adv=4.493, sprd=0.013]
Ep 073/80 [S3:+sens]: 100%|█▉| 452/453 [03:34<00:00,  2.19it/s, loss=0.591, pair=0.002, adv=4.493, sprd=0.013]
Ep 073/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.19it/s, loss=0.611, pair=0.001, adv=4.972, sprd=0.017]
Ep 073/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.08it/s, loss=0.611, pair=0.001, adv=4.972, sprd=0.017]
                                                                                                              
Epoch 073/80 [S3:+sens]  loss=0.6395  mat=0.2674  sens=1.0478  pair=0.0092  adv=4.5346(rand=3.47)  deg=0.0050  orth=0.0011  spread=0.0208  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=7.32e-06  215s

Ep 074/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 074/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.607, pair=0.002, adv=4.028, sprd=0.016]
Ep 074/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:23,  1.25s/it, loss=0.607, pair=0.002, adv=4.028, sprd=0.016]
Ep 074/80 [S3:+sens]:   0%|    | 1/453 [00:01<09:23,  1.25s/it, loss=0.645, pair=0.001, adv=4.947, sprd=0.020]
Ep 074/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:43,  1.31it/s, loss=0.645, pair=0.001, adv=4.947, sprd=0.020]
Ep 074/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:43,  1.31it/s, loss=0.690, pair=0.000, adv=4.804, sprd=0.031]
Ep 074/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:57,  1.51it/s, loss=0.690, pair=0.000, adv=4.804, sprd=0.031]
Ep 074/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:57,  1.51it/s, loss=0.593, pair=0.001, adv=3.842, sprd=0.015]
Ep 074/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:09,  1.80it/s, loss=0.593, pair=0.001, adv=3.842, sprd=0.015]
Ep 074/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:09,  1.80it/s, loss=1.340, pair=1.880, adv=4.656, sprd=0.032]
Ep 074/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=1.340, pair=1.880, adv=4.656, sprd=0.032]
Ep 074/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:10,  1.79it/s, loss=0.649, pair=0.000, adv=4.524, sprd=0.025]
Ep 074/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:50,  1.94it/s, loss=0.649, pair=0.000, adv=4.524, sprd=0.025]
Ep 074/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:50,  1.94it/s, loss=0.651, pair=0.000, adv=4.915, sprd=0.025]
Ep 074/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:52,  1.92it/s, loss=0.651, pair=0.000, adv=4.915, sprd=0.025]
Ep 074/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:52,  1.92it/s, loss=0.662, pair=0.002, adv=5.332, sprd=0.025]
Ep 074/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:35,  2.06it/s, loss=0.662, pair=0.002, adv=5.332, sprd=0.025]
Ep 074/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:35,  2.06it/s, loss=0.636, pair=0.002, adv=4.830, sprd=0.021]
Ep 074/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.636, pair=0.002, adv=4.830, sprd=0.021]
Ep 074/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.619, pair=0.000, adv=4.654, sprd=0.020]
Ep 074/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:28,  2.13it/s, loss=0.619, pair=0.000, adv=4.654, sprd=0.020]
Ep 074/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:28,  2.13it/s, loss=0.608, pair=0.002, adv=4.024, sprd=0.014]
Ep 074/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:34,  2.07it/s, loss=0.608, pair=0.002, adv=4.024, sprd=0.014]
Ep 074/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:34,  2.07it/s, loss=0.683, pair=0.000, adv=4.979, sprd=0.028]
Ep 074/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.16it/s, loss=0.683, pair=0.000, adv=4.979, sprd=0.028]
Ep 074/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:24,  2.16it/s, loss=0.607, pair=0.000, adv=4.989, sprd=0.017]
Ep 074/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:31,  2.08it/s, loss=0.607, pair=0.000, adv=4.989, sprd=0.017]
Ep 074/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:31,  2.08it/s, loss=0.587, pair=0.001, adv=3.625, sprd=0.012]
Ep 074/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:17,  2.23it/s, loss=0.587, pair=0.001, adv=3.625, sprd=0.012]
Ep 074/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:17,  2.23it/s, loss=0.699, pair=0.001, adv=3.777, sprd=0.022]
Ep 074/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:26,  2.13it/s, loss=0.699, pair=0.001, adv=3.777, sprd=0.022]
Ep 074/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:26,  2.13it/s, loss=0.643, pair=0.001, adv=4.410, sprd=0.023]
Ep 074/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.20it/s, loss=0.643, pair=0.001, adv=4.410, sprd=0.023]
Ep 074/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.20it/s, loss=0.611, pair=0.002, adv=3.620, sprd=0.017]
Ep 074/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:27,  2.10it/s, loss=0.611, pair=0.002, adv=3.620, sprd=0.017]
Ep 074/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:27,  2.10it/s, loss=0.685, pair=0.000, adv=4.810, sprd=0.032]
Ep 074/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.685, pair=0.000, adv=4.810, sprd=0.032]
Ep 074/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.673, pair=0.000, adv=4.947, sprd=0.031]
Ep 074/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:33,  2.03it/s, loss=0.673, pair=0.000, adv=4.947, sprd=0.031]
Ep 074/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:33,  2.03it/s, loss=0.664, pair=0.000, adv=4.303, sprd=0.022]
Ep 074/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.664, pair=0.000, adv=4.303, sprd=0.022]
Ep 074/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.656, pair=0.002, adv=4.249, sprd=0.022]
Ep 074/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:30,  2.05it/s, loss=0.656, pair=0.002, adv=4.249, sprd=0.022]
Ep 074/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:30,  2.05it/s, loss=0.615, pair=0.001, adv=3.510, sprd=0.014]
Ep 074/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.615, pair=0.001, adv=3.510, sprd=0.014]
Ep 074/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.677, pair=0.001, adv=5.147, sprd=0.030]
Ep 074/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:29,  2.05it/s, loss=0.677, pair=0.001, adv=5.147, sprd=0.030]
Ep 074/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:29,  2.05it/s, loss=0.674, pair=0.003, adv=4.565, sprd=0.028]
Ep 074/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:19,  2.15it/s, loss=0.674, pair=0.003, adv=4.565, sprd=0.028]
Ep 074/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:19,  2.15it/s, loss=0.633, pair=0.000, adv=5.340, sprd=0.020]
Ep 074/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:29,  2.04it/s, loss=0.633, pair=0.000, adv=5.340, sprd=0.020]
Ep 074/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:29,  2.04it/s, loss=0.636, pair=0.001, adv=4.768, sprd=0.023]
Ep 074/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:20,  2.13it/s, loss=0.636, pair=0.001, adv=4.768, sprd=0.023]
Ep 074/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:20,  2.13it/s, loss=0.612, pair=0.000, adv=3.918, sprd=0.018]
Ep 074/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.04it/s, loss=0.612, pair=0.000, adv=3.918, sprd=0.018]
Ep 074/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.04it/s, loss=0.638, pair=0.001, adv=5.852, sprd=0.023]
Ep 074/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:19,  2.13it/s, loss=0.638, pair=0.001, adv=5.852, sprd=0.023]
Ep 074/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:19,  2.13it/s, loss=0.668, pair=0.000, adv=4.834, sprd=0.030]
Ep 074/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:42,  1.90it/s, loss=0.668, pair=0.000, adv=4.834, sprd=0.030]
Ep 074/80 [S3:+sens]:   6%|▏  | 29/453 [00:15<03:42,  1.90it/s, loss=0.661, pair=0.000, adv=5.230, sprd=0.028]
Ep 074/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:29,  2.02it/s, loss=0.661, pair=0.000, adv=5.230, sprd=0.028]
Ep 074/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:29,  2.02it/s, loss=0.682, pair=0.000, adv=4.792, sprd=0.018]
Ep 074/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:34,  1.97it/s, loss=0.682, pair=0.000, adv=4.792, sprd=0.018]
Ep 074/80 [S3:+sens]:   7%|▏  | 31/453 [00:16<03:34,  1.97it/s, loss=0.638, pair=0.000, adv=4.853, sprd=0.025]
Ep 074/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:23,  2.06it/s, loss=0.638, pair=0.000, adv=4.853, sprd=0.025]
Ep 074/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:23,  2.06it/s, loss=0.659, pair=0.000, adv=5.445, sprd=0.026]
Ep 074/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:32,  1.98it/s, loss=0.659, pair=0.000, adv=5.445, sprd=0.026]
Ep 074/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:32,  1.98it/s, loss=0.629, pair=0.001, adv=3.779, sprd=0.021]
Ep 074/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:19,  2.10it/s, loss=0.629, pair=0.001, adv=3.779, sprd=0.021]
Ep 074/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:19,  2.10it/s, loss=0.619, pair=0.005, adv=4.413, sprd=0.019]
Ep 074/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.619, pair=0.005, adv=4.413, sprd=0.019]
Ep 074/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.623, pair=0.000, adv=4.730, sprd=0.018]
Ep 074/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:13,  2.15it/s, loss=0.623, pair=0.000, adv=4.730, sprd=0.018]
Ep 074/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:13,  2.15it/s, loss=0.614, pair=0.000, adv=3.961, sprd=0.017]
Ep 074/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.07it/s, loss=0.614, pair=0.000, adv=3.961, sprd=0.017]
Ep 074/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:20,  2.07it/s, loss=0.640, pair=0.000, adv=4.337, sprd=0.024]
Ep 074/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:12,  2.16it/s, loss=0.640, pair=0.000, adv=4.337, sprd=0.024]
Ep 074/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:12,  2.16it/s, loss=0.629, pair=0.000, adv=4.791, sprd=0.022]
Ep 074/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:22,  2.04it/s, loss=0.629, pair=0.000, adv=4.791, sprd=0.022]
Ep 074/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:22,  2.04it/s, loss=0.670, pair=0.003, adv=4.430, sprd=0.024]
Ep 074/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:13,  2.14it/s, loss=0.670, pair=0.003, adv=4.430, sprd=0.024]
Ep 074/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:13,  2.14it/s, loss=0.650, pair=0.000, adv=3.838, sprd=0.021]
Ep 074/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.03it/s, loss=0.650, pair=0.000, adv=3.838, sprd=0.021]
Ep 074/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:23,  2.03it/s, loss=0.599, pair=0.000, adv=4.189, sprd=0.014]
Ep 074/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:12,  2.13it/s, loss=0.599, pair=0.000, adv=4.189, sprd=0.014]
Ep 074/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:12,  2.13it/s, loss=0.612, pair=0.000, adv=5.092, sprd=0.015]
Ep 074/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:15,  2.10it/s, loss=0.612, pair=0.000, adv=5.092, sprd=0.015]
Ep 074/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:15,  2.10it/s, loss=0.640, pair=0.002, adv=4.285, sprd=0.023]
Ep 074/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:06,  2.20it/s, loss=0.640, pair=0.002, adv=4.285, sprd=0.023]
Ep 074/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:06,  2.20it/s, loss=0.629, pair=0.000, adv=4.551, sprd=0.020]
Ep 074/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.629, pair=0.000, adv=4.551, sprd=0.020]
Ep 074/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.631, pair=0.000, adv=4.121, sprd=0.017]
Ep 074/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:04,  2.21it/s, loss=0.631, pair=0.000, adv=4.121, sprd=0.017]
Ep 074/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:04,  2.21it/s, loss=0.711, pair=0.001, adv=4.455, sprd=0.022]
Ep 074/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:13,  2.10it/s, loss=0.711, pair=0.001, adv=4.455, sprd=0.022]
Ep 074/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:13,  2.10it/s, loss=0.618, pair=0.001, adv=4.627, sprd=0.020]
Ep 074/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:05,  2.18it/s, loss=0.618, pair=0.001, adv=4.627, sprd=0.020]
Ep 074/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:05,  2.18it/s, loss=0.650, pair=0.000, adv=4.009, sprd=0.019]
Ep 074/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:12,  2.10it/s, loss=0.650, pair=0.000, adv=4.009, sprd=0.019]
Ep 074/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:12,  2.10it/s, loss=0.618, pair=0.000, adv=3.997, sprd=0.018]
Ep 074/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:04,  2.19it/s, loss=0.618, pair=0.000, adv=3.997, sprd=0.018]
Ep 074/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:04,  2.19it/s, loss=0.651, pair=0.000, adv=3.875, sprd=0.023]
Ep 074/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.651, pair=0.000, adv=3.875, sprd=0.023]
Ep 074/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.621, pair=0.000, adv=4.279, sprd=0.020]
Ep 074/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.16it/s, loss=0.621, pair=0.000, adv=4.279, sprd=0.020]
Ep 074/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:05,  2.16it/s, loss=0.645, pair=0.000, adv=4.456, sprd=0.021]
Ep 074/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:13,  2.07it/s, loss=0.645, pair=0.000, adv=4.456, sprd=0.021]
Ep 074/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:13,  2.07it/s, loss=0.608, pair=0.000, adv=4.107, sprd=0.018]
Ep 074/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.608, pair=0.000, adv=4.107, sprd=0.018]
Ep 074/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.638, pair=0.000, adv=4.333, sprd=0.018]
Ep 074/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:12,  2.07it/s, loss=0.638, pair=0.000, adv=4.333, sprd=0.018]
Ep 074/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:12,  2.07it/s, loss=0.655, pair=0.000, adv=4.237, sprd=0.027]
Ep 074/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.655, pair=0.000, adv=4.237, sprd=0.027]
Ep 074/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:05,  2.14it/s, loss=0.615, pair=0.000, adv=4.507, sprd=0.017]
Ep 074/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:20,  1.97it/s, loss=0.615, pair=0.000, adv=4.507, sprd=0.017]
Ep 074/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:20,  1.97it/s, loss=0.640, pair=0.000, adv=4.696, sprd=0.025]
Ep 074/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:11,  2.07it/s, loss=0.640, pair=0.000, adv=4.696, sprd=0.025]
Ep 074/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:11,  2.07it/s, loss=0.633, pair=0.002, adv=4.133, sprd=0.020]
Ep 074/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:17,  2.00it/s, loss=0.633, pair=0.002, adv=4.133, sprd=0.020]
Ep 074/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:17,  2.00it/s, loss=0.653, pair=0.000, adv=4.835, sprd=0.028]
Ep 074/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:09,  2.08it/s, loss=0.653, pair=0.000, adv=4.835, sprd=0.028]
Ep 074/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:09,  2.08it/s, loss=0.616, pair=0.000, adv=4.318, sprd=0.018]
Ep 074/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:15,  2.01it/s, loss=0.616, pair=0.000, adv=4.318, sprd=0.018]
Ep 074/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:15,  2.01it/s, loss=0.613, pair=0.000, adv=4.039, sprd=0.016]
Ep 074/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:03,  2.13it/s, loss=0.613, pair=0.000, adv=4.039, sprd=0.016]
Ep 074/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:03,  2.13it/s, loss=0.613, pair=0.000, adv=4.357, sprd=0.017]
Ep 074/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:10,  2.04it/s, loss=0.613, pair=0.000, adv=4.357, sprd=0.017]
Ep 074/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:10,  2.04it/s, loss=0.618, pair=0.000, adv=4.011, sprd=0.014]
Ep 074/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.19it/s, loss=0.618, pair=0.000, adv=4.011, sprd=0.014]
Ep 074/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.19it/s, loss=0.611, pair=0.000, adv=4.806, sprd=0.017]
Ep 074/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:04,  2.10it/s, loss=0.611, pair=0.000, adv=4.806, sprd=0.017]
Ep 074/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:04,  2.10it/s, loss=0.673, pair=0.000, adv=4.214, sprd=0.027]
Ep 074/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:57,  2.18it/s, loss=0.673, pair=0.000, adv=4.214, sprd=0.027]
Ep 074/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:57,  2.18it/s, loss=0.626, pair=0.000, adv=3.725, sprd=0.020]
Ep 074/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:04,  2.10it/s, loss=0.626, pair=0.000, adv=3.725, sprd=0.020]
Ep 074/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:04,  2.10it/s, loss=0.647, pair=0.000, adv=4.347, sprd=0.023]
Ep 074/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:57,  2.17it/s, loss=0.647, pair=0.000, adv=4.347, sprd=0.023]
Ep 074/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:57,  2.17it/s, loss=0.612, pair=0.000, adv=3.889, sprd=0.015]
Ep 074/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:04,  2.08it/s, loss=0.612, pair=0.000, adv=3.889, sprd=0.015]
Ep 074/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:04,  2.08it/s, loss=0.653, pair=0.000, adv=3.986, sprd=0.025]
Ep 074/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:57,  2.16it/s, loss=0.653, pair=0.000, adv=3.986, sprd=0.025]
Ep 074/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:57,  2.16it/s, loss=0.649, pair=0.000, adv=4.153, sprd=0.023]
Ep 074/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:06,  2.05it/s, loss=0.649, pair=0.000, adv=4.153, sprd=0.023]
Ep 074/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:06,  2.05it/s, loss=0.654, pair=0.000, adv=5.503, sprd=0.026]
Ep 074/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:58,  2.14it/s, loss=0.654, pair=0.000, adv=5.503, sprd=0.026]
Ep 074/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:58,  2.14it/s, loss=0.593, pair=0.000, adv=3.369, sprd=0.016]
Ep 074/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:05,  2.05it/s, loss=0.593, pair=0.000, adv=3.369, sprd=0.016]
Ep 074/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:05,  2.05it/s, loss=0.609, pair=0.000, adv=4.256, sprd=0.015]
Ep 074/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:53,  2.19it/s, loss=0.609, pair=0.000, adv=4.256, sprd=0.015]
Ep 074/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:53,  2.19it/s, loss=0.712, pair=0.000, adv=4.802, sprd=0.024]
Ep 074/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:59,  2.11it/s, loss=0.712, pair=0.000, adv=4.802, sprd=0.024]
Ep 074/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:59,  2.11it/s, loss=0.621, pair=0.000, adv=4.992, sprd=0.017]
Ep 074/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:50,  2.22it/s, loss=0.621, pair=0.000, adv=4.992, sprd=0.017]
Ep 074/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:50,  2.22it/s, loss=0.638, pair=0.000, adv=4.107, sprd=0.022]
Ep 074/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:57,  2.12it/s, loss=0.638, pair=0.000, adv=4.107, sprd=0.022]
Ep 074/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:57,  2.12it/s, loss=0.609, pair=0.000, adv=4.421, sprd=0.018]
Ep 074/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:47,  2.23it/s, loss=0.609, pair=0.000, adv=4.421, sprd=0.018]
Ep 074/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:47,  2.23it/s, loss=0.642, pair=0.000, adv=4.004, sprd=0.018]
Ep 074/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:53,  2.16it/s, loss=0.642, pair=0.000, adv=4.004, sprd=0.018]
Ep 074/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:53,  2.16it/s, loss=0.641, pair=0.000, adv=4.390, sprd=0.018]
Ep 074/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:44,  2.26it/s, loss=0.641, pair=0.000, adv=4.390, sprd=0.018]
Ep 074/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:44,  2.26it/s, loss=0.625, pair=0.000, adv=4.803, sprd=0.020]
Ep 074/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:55,  2.12it/s, loss=0.625, pair=0.000, adv=4.803, sprd=0.020]
Ep 074/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:55,  2.12it/s, loss=0.655, pair=0.000, adv=5.341, sprd=0.025]
Ep 074/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:48,  2.21it/s, loss=0.655, pair=0.000, adv=5.341, sprd=0.025]
Ep 074/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:48,  2.21it/s, loss=0.638, pair=0.000, adv=5.333, sprd=0.023]
Ep 074/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:55,  2.11it/s, loss=0.638, pair=0.000, adv=5.333, sprd=0.023]
Ep 074/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:55,  2.11it/s, loss=0.603, pair=0.004, adv=3.463, sprd=0.016]
Ep 074/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:48,  2.19it/s, loss=0.603, pair=0.004, adv=3.463, sprd=0.016]
Ep 074/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:48,  2.19it/s, loss=0.626, pair=0.005, adv=4.482, sprd=0.016]
Ep 074/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:53,  2.13it/s, loss=0.626, pair=0.005, adv=4.482, sprd=0.016]
Ep 074/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:53,  2.13it/s, loss=0.611, pair=0.005, adv=4.266, sprd=0.017]
Ep 074/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:45,  2.22it/s, loss=0.611, pair=0.005, adv=4.266, sprd=0.017]
Ep 074/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:45,  2.22it/s, loss=0.593, pair=0.002, adv=4.683, sprd=0.014]
Ep 074/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:04,  1.98it/s, loss=0.593, pair=0.002, adv=4.683, sprd=0.014]
Ep 074/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:04,  1.98it/s, loss=0.659, pair=0.003, adv=5.248, sprd=0.030]
Ep 074/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:57,  2.05it/s, loss=0.659, pair=0.003, adv=5.248, sprd=0.030]
Ep 074/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:57,  2.05it/s, loss=0.629, pair=0.001, adv=4.224, sprd=0.018]
Ep 074/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:00,  2.01it/s, loss=0.629, pair=0.001, adv=4.224, sprd=0.018]
Ep 074/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:00,  2.01it/s, loss=0.665, pair=0.004, adv=4.508, sprd=0.024]
Ep 074/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.665, pair=0.004, adv=4.508, sprd=0.024]
Ep 074/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:50,  2.13it/s, loss=0.644, pair=0.003, adv=4.153, sprd=0.022]
Ep 074/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:57,  2.04it/s, loss=0.644, pair=0.003, adv=4.153, sprd=0.022]
Ep 074/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:57,  2.04it/s, loss=0.640, pair=0.006, adv=4.616, sprd=0.020]
Ep 074/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.640, pair=0.006, adv=4.616, sprd=0.020]
Ep 074/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.687, pair=0.003, adv=4.791, sprd=0.023]
Ep 074/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:54,  2.06it/s, loss=0.687, pair=0.003, adv=4.791, sprd=0.023]
Ep 074/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:54,  2.06it/s, loss=0.633, pair=0.006, adv=4.784, sprd=0.019]
Ep 074/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:44,  2.18it/s, loss=0.633, pair=0.006, adv=4.784, sprd=0.019]
Ep 074/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:44,  2.18it/s, loss=0.655, pair=0.005, adv=4.948, sprd=0.021]
Ep 074/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:49,  2.11it/s, loss=0.655, pair=0.005, adv=4.948, sprd=0.021]
Ep 074/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:49,  2.11it/s, loss=0.638, pair=0.002, adv=4.820, sprd=0.022]
Ep 074/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:43,  2.18it/s, loss=0.638, pair=0.002, adv=4.820, sprd=0.022]
Ep 074/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:43,  2.18it/s, loss=0.641, pair=0.002, adv=5.161, sprd=0.026]
Ep 074/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:53,  2.06it/s, loss=0.641, pair=0.002, adv=5.161, sprd=0.026]
Ep 074/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:53,  2.06it/s, loss=0.641, pair=0.001, adv=5.519, sprd=0.023]
Ep 074/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.641, pair=0.001, adv=5.519, sprd=0.023]
Ep 074/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:45,  2.14it/s, loss=0.642, pair=0.000, adv=4.395, sprd=0.018]
Ep 074/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:51,  2.06it/s, loss=0.642, pair=0.000, adv=4.395, sprd=0.018]
Ep 074/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:51,  2.06it/s, loss=0.623, pair=0.002, adv=4.717, sprd=0.017]
Ep 074/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.19it/s, loss=0.623, pair=0.002, adv=4.717, sprd=0.017]
Ep 074/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.19it/s, loss=0.636, pair=0.001, adv=4.533, sprd=0.022]
Ep 074/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:50,  2.06it/s, loss=0.636, pair=0.001, adv=4.533, sprd=0.022]
Ep 074/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:50,  2.06it/s, loss=0.624, pair=0.001, adv=4.204, sprd=0.018]
Ep 074/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.17it/s, loss=0.624, pair=0.001, adv=4.204, sprd=0.018]
Ep 074/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:41,  2.17it/s, loss=0.641, pair=0.001, adv=4.259, sprd=0.021]
Ep 074/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:47,  2.09it/s, loss=0.641, pair=0.001, adv=4.259, sprd=0.021]
Ep 074/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:47,  2.09it/s, loss=0.640, pair=0.001, adv=4.834, sprd=0.020]
Ep 074/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:38,  2.20it/s, loss=0.640, pair=0.001, adv=4.834, sprd=0.020]
Ep 074/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:38,  2.20it/s, loss=0.663, pair=0.001, adv=4.214, sprd=0.019]
Ep 074/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:46,  2.09it/s, loss=0.663, pair=0.001, adv=4.214, sprd=0.019]
Ep 074/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:46,  2.09it/s, loss=0.615, pair=0.001, adv=4.220, sprd=0.018]
Ep 074/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:40,  2.16it/s, loss=0.615, pair=0.001, adv=4.220, sprd=0.018]
Ep 074/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.636, pair=0.001, adv=4.493, sprd=0.017]
Ep 074/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:44,  2.10it/s, loss=0.636, pair=0.001, adv=4.493, sprd=0.017]
Ep 074/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:44,  2.10it/s, loss=0.613, pair=0.000, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:36,  2.20it/s, loss=0.613, pair=0.000, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:36,  2.20it/s, loss=0.707, pair=0.000, adv=5.567, sprd=0.023]
Ep 074/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:43,  2.10it/s, loss=0.707, pair=0.000, adv=5.567, sprd=0.023]
Ep 074/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:43,  2.10it/s, loss=0.603, pair=0.001, adv=5.113, sprd=0.016]
Ep 074/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:36,  2.19it/s, loss=0.603, pair=0.001, adv=5.113, sprd=0.016]
Ep 074/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:36,  2.19it/s, loss=0.633, pair=0.002, adv=3.711, sprd=0.019]
Ep 074/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:52,  1.99it/s, loss=0.633, pair=0.002, adv=3.711, sprd=0.019]
Ep 074/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:52,  1.99it/s, loss=0.658, pair=0.001, adv=4.672, sprd=0.026]
Ep 074/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:43,  2.08it/s, loss=0.658, pair=0.001, adv=4.672, sprd=0.026]
Ep 074/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:43,  2.08it/s, loss=0.648, pair=0.003, adv=5.203, sprd=0.021]
Ep 074/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:47,  2.03it/s, loss=0.648, pair=0.003, adv=5.203, sprd=0.021]
Ep 074/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:47,  2.03it/s, loss=0.642, pair=0.001, adv=4.672, sprd=0.019]
Ep 074/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:35,  2.18it/s, loss=0.642, pair=0.001, adv=4.672, sprd=0.019]
Ep 074/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:35,  2.18it/s, loss=0.636, pair=0.002, adv=4.817, sprd=0.023]
Ep 074/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:45,  2.04it/s, loss=0.636, pair=0.002, adv=4.817, sprd=0.023]
Ep 074/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:45,  2.04it/s, loss=0.665, pair=0.001, adv=5.089, sprd=0.026]
Ep 074/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:38,  2.12it/s, loss=0.665, pair=0.001, adv=5.089, sprd=0.026]
Ep 074/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:38,  2.12it/s, loss=0.591, pair=0.000, adv=4.527, sprd=0.016]
Ep 074/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.591, pair=0.000, adv=4.527, sprd=0.016]
Ep 074/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.640, pair=0.002, adv=5.035, sprd=0.019]
Ep 074/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:33,  2.18it/s, loss=0.640, pair=0.002, adv=5.035, sprd=0.019]
Ep 074/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:33,  2.18it/s, loss=0.626, pair=0.003, adv=4.727, sprd=0.021]
Ep 074/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.626, pair=0.003, adv=4.727, sprd=0.021]
Ep 074/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:41,  2.07it/s, loss=0.605, pair=0.001, adv=4.414, sprd=0.016]
Ep 074/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:32,  2.18it/s, loss=0.605, pair=0.001, adv=4.414, sprd=0.016]
Ep 074/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:32,  2.18it/s, loss=0.636, pair=0.001, adv=4.557, sprd=0.022]
Ep 074/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.636, pair=0.001, adv=4.557, sprd=0.022]
Ep 074/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.620, pair=0.000, adv=4.155, sprd=0.017]
Ep 074/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:30,  2.20it/s, loss=0.620, pair=0.000, adv=4.155, sprd=0.017]
Ep 074/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:30,  2.20it/s, loss=0.618, pair=0.001, adv=3.894, sprd=0.017]
Ep 074/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.09it/s, loss=0.618, pair=0.001, adv=3.894, sprd=0.017]
Ep 074/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:37,  2.09it/s, loss=0.619, pair=0.001, adv=4.224, sprd=0.020]
Ep 074/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:30,  2.19it/s, loss=0.619, pair=0.001, adv=4.224, sprd=0.020]
Ep 074/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:30,  2.19it/s, loss=0.656, pair=0.001, adv=3.816, sprd=0.023]
Ep 074/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.656, pair=0.001, adv=3.816, sprd=0.023]
Ep 074/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.667, pair=0.000, adv=3.669, sprd=0.023]
Ep 074/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.18it/s, loss=0.667, pair=0.000, adv=3.669, sprd=0.023]
Ep 074/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.18it/s, loss=0.612, pair=0.000, adv=3.725, sprd=0.015]
Ep 074/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:35,  2.10it/s, loss=0.612, pair=0.000, adv=3.725, sprd=0.015]
Ep 074/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:35,  2.10it/s, loss=0.623, pair=0.000, adv=4.111, sprd=0.017]
Ep 074/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:26,  2.22it/s, loss=0.623, pair=0.000, adv=4.111, sprd=0.017]
Ep 074/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:26,  2.22it/s, loss=0.617, pair=0.000, adv=4.284, sprd=0.017]
Ep 074/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:34,  2.10it/s, loss=0.617, pair=0.000, adv=4.284, sprd=0.017]
Ep 074/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.10it/s, loss=0.663, pair=0.000, adv=5.332, sprd=0.024]
Ep 074/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:27,  2.19it/s, loss=0.663, pair=0.000, adv=5.332, sprd=0.024]
Ep 074/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:27,  2.19it/s, loss=0.693, pair=0.000, adv=4.117, sprd=0.021]
Ep 074/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:33,  2.10it/s, loss=0.693, pair=0.000, adv=4.117, sprd=0.021]
Ep 074/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:33,  2.10it/s, loss=0.593, pair=0.000, adv=4.364, sprd=0.016]
Ep 074/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:27,  2.17it/s, loss=0.593, pair=0.000, adv=4.364, sprd=0.016]
Ep 074/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:27,  2.17it/s, loss=0.658, pair=0.000, adv=4.433, sprd=0.023]
Ep 074/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:31,  2.12it/s, loss=0.658, pair=0.000, adv=4.433, sprd=0.023]
Ep 074/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:31,  2.12it/s, loss=0.644, pair=0.001, adv=5.040, sprd=0.023]
Ep 074/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:25,  2.20it/s, loss=0.644, pair=0.001, adv=5.040, sprd=0.023]
Ep 074/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:25,  2.20it/s, loss=0.630, pair=0.001, adv=4.269, sprd=0.019]
Ep 074/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:31,  2.09it/s, loss=0.630, pair=0.001, adv=4.269, sprd=0.019]
Ep 074/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:31,  2.09it/s, loss=0.619, pair=0.000, adv=3.874, sprd=0.018]
Ep 074/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:24,  2.19it/s, loss=0.619, pair=0.000, adv=3.874, sprd=0.018]
Ep 074/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:24,  2.19it/s, loss=0.688, pair=0.000, adv=3.692, sprd=0.017]
Ep 074/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:30,  2.09it/s, loss=0.688, pair=0.000, adv=3.692, sprd=0.017]
Ep 074/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:30,  2.09it/s, loss=0.637, pair=0.000, adv=4.822, sprd=0.021]
Ep 074/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.637, pair=0.000, adv=4.822, sprd=0.021]
Ep 074/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:23,  2.19it/s, loss=0.606, pair=0.000, adv=4.259, sprd=0.014]
Ep 074/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:36,  2.01it/s, loss=0.606, pair=0.000, adv=4.259, sprd=0.014]
Ep 074/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:36,  2.01it/s, loss=0.634, pair=0.000, adv=5.085, sprd=0.023]
Ep 074/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:29,  2.10it/s, loss=0.634, pair=0.000, adv=5.085, sprd=0.023]
Ep 074/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:29,  2.10it/s, loss=0.605, pair=0.000, adv=4.026, sprd=0.015]
Ep 074/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:32,  2.05it/s, loss=0.605, pair=0.000, adv=4.026, sprd=0.015]
Ep 074/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:32,  2.05it/s, loss=0.641, pair=0.001, adv=4.712, sprd=0.022]
Ep 074/80 [S3:+sens]:  31%|▋ | 142/453 [01:07<02:25,  2.14it/s, loss=0.641, pair=0.001, adv=4.712, sprd=0.022]
Ep 074/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:25,  2.14it/s, loss=0.576, pair=0.000, adv=4.773, sprd=0.013]
Ep 074/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:31,  2.05it/s, loss=0.576, pair=0.000, adv=4.773, sprd=0.013]
Ep 074/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:31,  2.05it/s, loss=0.658, pair=0.000, adv=3.925, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 144/453 [01:08<02:22,  2.16it/s, loss=0.658, pair=0.000, adv=3.925, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:22,  2.16it/s, loss=0.640, pair=0.000, adv=4.437, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.05it/s, loss=0.640, pair=0.000, adv=4.437, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:30,  2.05it/s, loss=0.657, pair=0.000, adv=4.115, sprd=0.025]
Ep 074/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:23,  2.13it/s, loss=0.657, pair=0.000, adv=4.115, sprd=0.025]
Ep 074/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.13it/s, loss=0.638, pair=0.000, adv=4.352, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:31,  2.02it/s, loss=0.638, pair=0.000, adv=4.352, sprd=0.022]
Ep 074/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:31,  2.02it/s, loss=0.615, pair=0.003, adv=4.781, sprd=0.020]
Ep 074/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:23,  2.12it/s, loss=0.615, pair=0.003, adv=4.781, sprd=0.020]
Ep 074/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:23,  2.12it/s, loss=0.651, pair=0.000, adv=4.183, sprd=0.020]
Ep 074/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.08it/s, loss=0.651, pair=0.000, adv=4.183, sprd=0.020]
Ep 074/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.08it/s, loss=0.630, pair=0.000, adv=4.406, sprd=0.022]
Ep 074/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:20,  2.15it/s, loss=0.630, pair=0.000, adv=4.406, sprd=0.022]
Ep 074/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:20,  2.15it/s, loss=0.649, pair=0.000, adv=4.220, sprd=0.021]
Ep 074/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:26,  2.06it/s, loss=0.649, pair=0.000, adv=4.220, sprd=0.021]
Ep 074/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:26,  2.06it/s, loss=0.639, pair=0.000, adv=5.863, sprd=0.024]
Ep 074/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:19,  2.16it/s, loss=0.639, pair=0.000, adv=5.863, sprd=0.024]
Ep 074/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:19,  2.16it/s, loss=0.594, pair=0.000, adv=4.334, sprd=0.015]
Ep 074/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:25,  2.06it/s, loss=0.594, pair=0.000, adv=4.334, sprd=0.015]
Ep 074/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:25,  2.06it/s, loss=0.584, pair=0.000, adv=3.719, sprd=0.012]
Ep 074/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:17,  2.18it/s, loss=0.584, pair=0.000, adv=3.719, sprd=0.012]
Ep 074/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:17,  2.18it/s, loss=0.619, pair=0.001, adv=4.274, sprd=0.018]
Ep 074/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:23,  2.08it/s, loss=0.619, pair=0.001, adv=4.274, sprd=0.018]
Ep 074/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:23,  2.08it/s, loss=0.656, pair=0.000, adv=4.876, sprd=0.026]
Ep 074/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:17,  2.16it/s, loss=0.656, pair=0.000, adv=4.876, sprd=0.026]
Ep 074/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:17,  2.16it/s, loss=0.635, pair=0.000, adv=4.994, sprd=0.021]
Ep 074/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.07it/s, loss=0.635, pair=0.000, adv=4.994, sprd=0.021]
Ep 074/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:22,  2.07it/s, loss=0.653, pair=0.000, adv=4.587, sprd=0.024]
Ep 074/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.15it/s, loss=0.653, pair=0.000, adv=4.587, sprd=0.024]
Ep 074/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.15it/s, loss=0.675, pair=0.000, adv=4.453, sprd=0.029]
Ep 074/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:21,  2.07it/s, loss=0.675, pair=0.000, adv=4.453, sprd=0.029]
Ep 074/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:21,  2.07it/s, loss=0.614, pair=0.002, adv=4.022, sprd=0.015]
Ep 074/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:13,  2.19it/s, loss=0.614, pair=0.002, adv=4.022, sprd=0.015]
Ep 074/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:13,  2.19it/s, loss=0.715, pair=0.000, adv=5.558, sprd=0.027]
Ep 074/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:20,  2.08it/s, loss=0.715, pair=0.000, adv=5.558, sprd=0.027]
Ep 074/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:20,  2.08it/s, loss=0.615, pair=0.000, adv=4.878, sprd=0.020]
Ep 074/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:14,  2.16it/s, loss=0.615, pair=0.000, adv=4.878, sprd=0.020]
Ep 074/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:14,  2.16it/s, loss=0.623, pair=0.001, adv=4.720, sprd=0.017]
Ep 074/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:19,  2.08it/s, loss=0.623, pair=0.001, adv=4.720, sprd=0.017]
Ep 074/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:19,  2.08it/s, loss=0.624, pair=0.001, adv=4.633, sprd=0.020]
Ep 074/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:14,  2.16it/s, loss=0.624, pair=0.001, adv=4.633, sprd=0.020]
Ep 074/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:14,  2.16it/s, loss=0.650, pair=0.001, adv=4.688, sprd=0.022]
Ep 074/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:19,  2.06it/s, loss=0.650, pair=0.001, adv=4.688, sprd=0.022]
Ep 074/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:19,  2.06it/s, loss=0.646, pair=0.000, adv=4.427, sprd=0.024]
Ep 074/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.16it/s, loss=0.646, pair=0.000, adv=4.427, sprd=0.024]
Ep 074/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.16it/s, loss=0.614, pair=0.000, adv=4.409, sprd=0.016]
Ep 074/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:24,  1.98it/s, loss=0.614, pair=0.000, adv=4.409, sprd=0.016]
Ep 074/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:24,  1.98it/s, loss=0.642, pair=0.000, adv=4.804, sprd=0.023]
Ep 074/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:16,  2.09it/s, loss=0.642, pair=0.000, adv=4.804, sprd=0.023]
Ep 074/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:16,  2.09it/s, loss=0.579, pair=0.000, adv=3.506, sprd=0.013]
Ep 074/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:19,  2.03it/s, loss=0.579, pair=0.000, adv=3.506, sprd=0.013]
Ep 074/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:19,  2.03it/s, loss=0.601, pair=0.002, adv=3.810, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.15it/s, loss=0.601, pair=0.002, adv=3.810, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.15it/s, loss=0.657, pair=0.000, adv=4.518, sprd=0.031]
Ep 074/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:19,  2.03it/s, loss=0.657, pair=0.000, adv=4.518, sprd=0.031]
Ep 074/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:19,  2.03it/s, loss=0.617, pair=0.000, adv=3.945, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=0.617, pair=0.000, adv=3.945, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:10,  2.15it/s, loss=1.332, pair=2.018, adv=4.944, sprd=0.021]
Ep 074/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:16,  2.05it/s, loss=1.332, pair=2.018, adv=4.944, sprd=0.021]
Ep 074/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:16,  2.05it/s, loss=0.600, pair=0.000, adv=3.796, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:09,  2.15it/s, loss=0.600, pair=0.000, adv=3.796, sprd=0.017]
Ep 074/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:09,  2.15it/s, loss=0.655, pair=0.001, adv=5.937, sprd=0.023]
Ep 074/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:12,  2.10it/s, loss=0.655, pair=0.001, adv=5.937, sprd=0.023]
Ep 074/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.10it/s, loss=0.641, pair=0.000, adv=4.306, sprd=0.026]
Ep 074/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.15it/s, loss=0.641, pair=0.000, adv=4.306, sprd=0.026]
Ep 074/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.15it/s, loss=0.628, pair=0.000, adv=4.345, sprd=0.017]
Ep 074/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:13,  2.07it/s, loss=0.628, pair=0.000, adv=4.345, sprd=0.017]
Ep 074/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:13,  2.07it/s, loss=0.644, pair=0.001, adv=4.657, sprd=0.023]
Ep 074/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:07,  2.16it/s, loss=0.644, pair=0.001, adv=4.657, sprd=0.023]
Ep 074/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:07,  2.16it/s, loss=0.594, pair=0.000, adv=4.565, sprd=0.014]
Ep 074/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.594, pair=0.000, adv=4.565, sprd=0.014]
Ep 074/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.05it/s, loss=0.657, pair=0.000, adv=4.787, sprd=0.025]
Ep 074/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:07,  2.15it/s, loss=0.657, pair=0.000, adv=4.787, sprd=0.025]
Ep 074/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:07,  2.15it/s, loss=0.645, pair=0.000, adv=4.762, sprd=0.021]
Ep 074/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:09,  2.10it/s, loss=0.645, pair=0.000, adv=4.762, sprd=0.021]
Ep 074/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:09,  2.10it/s, loss=0.682, pair=0.003, adv=4.658, sprd=0.031]
Ep 074/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:05,  2.17it/s, loss=0.682, pair=0.003, adv=4.658, sprd=0.031]
Ep 074/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.17it/s, loss=0.638, pair=0.000, adv=4.373, sprd=0.020]
Ep 074/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:12,  2.04it/s, loss=0.638, pair=0.000, adv=4.373, sprd=0.020]
Ep 074/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:12,  2.04it/s, loss=0.610, pair=0.000, adv=5.372, sprd=0.017]
Ep 074/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:04,  2.16it/s, loss=0.610, pair=0.000, adv=5.372, sprd=0.017]
Ep 074/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.16it/s, loss=0.632, pair=0.003, adv=3.615, sprd=0.018]
Ep 074/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:10,  2.05it/s, loss=0.632, pair=0.003, adv=3.615, sprd=0.018]
Ep 074/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:10,  2.05it/s, loss=0.680, pair=0.001, adv=5.514, sprd=0.029]
Ep 074/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:04,  2.15it/s, loss=0.680, pair=0.001, adv=5.514, sprd=0.029]
Ep 074/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.640, pair=0.000, adv=4.230, sprd=0.019]
Ep 074/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.06it/s, loss=0.640, pair=0.000, adv=4.230, sprd=0.019]
Ep 074/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.06it/s, loss=0.609, pair=0.001, adv=4.380, sprd=0.019]
Ep 074/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:03,  2.14it/s, loss=0.609, pair=0.001, adv=4.380, sprd=0.019]
Ep 074/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.14it/s, loss=0.691, pair=0.000, adv=5.299, sprd=0.029]
Ep 074/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.08it/s, loss=0.691, pair=0.000, adv=5.299, sprd=0.029]
Ep 074/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.08it/s, loss=0.660, pair=0.000, adv=4.361, sprd=0.025]
Ep 074/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:01,  2.16it/s, loss=0.660, pair=0.000, adv=4.361, sprd=0.025]
Ep 074/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.16it/s, loss=0.620, pair=0.001, adv=5.106, sprd=0.020]
Ep 074/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.620, pair=0.001, adv=5.106, sprd=0.020]
Ep 074/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.635, pair=0.000, adv=4.617, sprd=0.022]
Ep 074/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:00,  2.16it/s, loss=0.635, pair=0.000, adv=4.617, sprd=0.022]
Ep 074/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:00,  2.16it/s, loss=0.583, pair=0.000, adv=3.762, sprd=0.013]
Ep 074/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:06,  2.06it/s, loss=0.583, pair=0.000, adv=3.762, sprd=0.013]
Ep 074/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:06,  2.06it/s, loss=0.629, pair=0.000, adv=3.257, sprd=0.017]
Ep 074/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<01:58,  2.19it/s, loss=0.629, pair=0.000, adv=3.257, sprd=0.017]
Ep 074/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<01:58,  2.19it/s, loss=0.622, pair=0.000, adv=4.252, sprd=0.020]
Ep 074/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:01,  2.13it/s, loss=0.622, pair=0.000, adv=4.252, sprd=0.020]
Ep 074/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:01,  2.13it/s, loss=0.669, pair=0.000, adv=3.793, sprd=0.023]
Ep 074/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:54,  2.24it/s, loss=0.669, pair=0.000, adv=3.793, sprd=0.023]
Ep 074/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:54,  2.24it/s, loss=0.680, pair=0.000, adv=4.377, sprd=0.021]
Ep 074/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:08,  1.99it/s, loss=0.680, pair=0.000, adv=4.377, sprd=0.021]
Ep 074/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:08,  1.99it/s, loss=0.667, pair=0.000, adv=4.871, sprd=0.028]
Ep 074/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:02,  2.09it/s, loss=0.667, pair=0.000, adv=4.871, sprd=0.028]
Ep 074/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:02,  2.09it/s, loss=0.633, pair=0.001, adv=4.559, sprd=0.024]
Ep 074/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:07,  1.99it/s, loss=0.633, pair=0.001, adv=4.559, sprd=0.024]
Ep 074/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:07,  1.99it/s, loss=0.611, pair=0.000, adv=5.061, sprd=0.018]
Ep 074/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:59,  2.11it/s, loss=0.611, pair=0.000, adv=5.061, sprd=0.018]
Ep 074/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:59,  2.11it/s, loss=0.708, pair=0.000, adv=4.527, sprd=0.021]
Ep 074/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.708, pair=0.000, adv=4.527, sprd=0.021]
Ep 074/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.627, pair=0.000, adv=4.252, sprd=0.022]
Ep 074/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:57,  2.14it/s, loss=0.627, pair=0.000, adv=4.252, sprd=0.022]
Ep 074/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:57,  2.14it/s, loss=0.680, pair=0.001, adv=4.453, sprd=0.023]
Ep 074/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:59,  2.10it/s, loss=0.680, pair=0.001, adv=4.453, sprd=0.023]
Ep 074/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:59,  2.10it/s, loss=0.653, pair=0.001, adv=4.503, sprd=0.021]
Ep 074/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:52,  2.21it/s, loss=0.653, pair=0.001, adv=4.503, sprd=0.021]
Ep 074/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:52,  2.21it/s, loss=0.651, pair=0.000, adv=3.737, sprd=0.020]
Ep 074/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<01:56,  2.13it/s, loss=0.651, pair=0.000, adv=3.737, sprd=0.020]
Ep 074/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:56,  2.13it/s, loss=0.627, pair=0.000, adv=4.396, sprd=0.022]
Ep 074/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:52,  2.19it/s, loss=0.627, pair=0.000, adv=4.396, sprd=0.022]
Ep 074/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:52,  2.19it/s, loss=0.638, pair=0.001, adv=4.762, sprd=0.022]
Ep 074/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:00,  2.04it/s, loss=0.638, pair=0.001, adv=4.762, sprd=0.022]
Ep 074/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.04it/s, loss=0.602, pair=0.000, adv=4.036, sprd=0.016]
Ep 074/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:54,  2.14it/s, loss=0.602, pair=0.000, adv=4.036, sprd=0.016]
Ep 074/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:54,  2.14it/s, loss=0.672, pair=0.000, adv=5.105, sprd=0.029]
Ep 074/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:59,  2.04it/s, loss=0.672, pair=0.000, adv=5.105, sprd=0.029]
Ep 074/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.636, pair=0.000, adv=4.069, sprd=0.025]
Ep 074/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.11it/s, loss=0.636, pair=0.000, adv=4.069, sprd=0.025]
Ep 074/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:55,  2.11it/s, loss=0.621, pair=0.000, adv=4.730, sprd=0.017]
Ep 074/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:57,  2.05it/s, loss=0.621, pair=0.000, adv=4.730, sprd=0.017]
Ep 074/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.05it/s, loss=0.637, pair=0.001, adv=4.505, sprd=0.017]
Ep 074/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:49,  2.21it/s, loss=0.637, pair=0.001, adv=4.505, sprd=0.017]
Ep 074/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:49,  2.21it/s, loss=0.654, pair=0.000, adv=5.161, sprd=0.024]
Ep 074/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:54,  2.09it/s, loss=0.654, pair=0.000, adv=5.161, sprd=0.024]
Ep 074/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:54,  2.09it/s, loss=0.650, pair=0.000, adv=5.054, sprd=0.025]
Ep 074/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.17it/s, loss=0.650, pair=0.000, adv=5.054, sprd=0.025]
Ep 074/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.17it/s, loss=0.648, pair=0.000, adv=3.950, sprd=0.020]
Ep 074/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:53,  2.09it/s, loss=0.648, pair=0.000, adv=3.950, sprd=0.020]
Ep 074/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:53,  2.09it/s, loss=0.665, pair=0.000, adv=5.245, sprd=0.022]
Ep 074/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:46,  2.23it/s, loss=0.665, pair=0.000, adv=5.245, sprd=0.022]
Ep 074/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:46,  2.23it/s, loss=0.668, pair=0.001, adv=3.233, sprd=0.018]
Ep 074/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:50,  2.14it/s, loss=0.668, pair=0.001, adv=3.233, sprd=0.018]
Ep 074/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:50,  2.14it/s, loss=0.606, pair=0.000, adv=4.302, sprd=0.017]
Ep 074/80 [S3:+sens]:  48%|▉ | 218/453 [01:43<01:46,  2.20it/s, loss=0.606, pair=0.000, adv=4.302, sprd=0.017]
Ep 074/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:46,  2.20it/s, loss=0.641, pair=0.000, adv=4.174, sprd=0.023]
Ep 074/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:52,  2.08it/s, loss=0.641, pair=0.000, adv=4.174, sprd=0.023]
Ep 074/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:52,  2.08it/s, loss=0.621, pair=0.000, adv=4.757, sprd=0.016]
Ep 074/80 [S3:+sens]:  49%|▉ | 220/453 [01:44<01:46,  2.19it/s, loss=0.621, pair=0.000, adv=4.757, sprd=0.016]
Ep 074/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:46,  2.19it/s, loss=0.627, pair=0.000, adv=3.765, sprd=0.020]
Ep 074/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:58,  1.96it/s, loss=0.627, pair=0.000, adv=3.765, sprd=0.020]
Ep 074/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:58,  1.96it/s, loss=0.683, pair=0.001, adv=5.508, sprd=0.026]
Ep 074/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:49,  2.10it/s, loss=0.683, pair=0.001, adv=5.508, sprd=0.026]
Ep 074/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.10it/s, loss=0.603, pair=0.001, adv=4.339, sprd=0.014]
Ep 074/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.603, pair=0.001, adv=4.339, sprd=0.014]
Ep 074/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:53,  2.03it/s, loss=0.660, pair=0.000, adv=5.224, sprd=0.025]
Ep 074/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:46,  2.14it/s, loss=0.660, pair=0.000, adv=5.224, sprd=0.025]
Ep 074/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.14it/s, loss=0.675, pair=0.003, adv=4.768, sprd=0.020]
Ep 074/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:49,  2.07it/s, loss=0.675, pair=0.003, adv=4.768, sprd=0.020]
Ep 074/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:49,  2.07it/s, loss=0.615, pair=0.001, adv=3.975, sprd=0.019]
Ep 074/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:46,  2.14it/s, loss=0.615, pair=0.001, adv=3.975, sprd=0.019]
Ep 074/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.624, pair=0.000, adv=3.901, sprd=0.021]
Ep 074/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:51,  2.03it/s, loss=0.624, pair=0.000, adv=3.901, sprd=0.021]
Ep 074/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:51,  2.03it/s, loss=0.600, pair=0.000, adv=4.717, sprd=0.016]
Ep 074/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:45,  2.13it/s, loss=0.600, pair=0.000, adv=4.717, sprd=0.016]
Ep 074/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:45,  2.13it/s, loss=0.650, pair=0.002, adv=5.439, sprd=0.022]
Ep 074/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:49,  2.05it/s, loss=0.650, pair=0.002, adv=5.439, sprd=0.022]
Ep 074/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:49,  2.05it/s, loss=0.633, pair=0.000, adv=4.353, sprd=0.021]
Ep 074/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:44,  2.13it/s, loss=0.633, pair=0.000, adv=4.353, sprd=0.021]
Ep 074/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:44,  2.13it/s, loss=0.652, pair=0.000, adv=4.926, sprd=0.022]
Ep 074/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.652, pair=0.000, adv=4.926, sprd=0.022]
Ep 074/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.633, pair=0.000, adv=4.870, sprd=0.020]
Ep 074/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:43,  2.14it/s, loss=0.633, pair=0.000, adv=4.870, sprd=0.020]
Ep 074/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:43,  2.14it/s, loss=0.670, pair=0.002, adv=5.179, sprd=0.029]
Ep 074/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.04it/s, loss=0.670, pair=0.002, adv=5.179, sprd=0.029]
Ep 074/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:48,  2.04it/s, loss=0.578, pair=0.004, adv=3.242, sprd=0.015]
Ep 074/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:41,  2.16it/s, loss=0.578, pair=0.004, adv=3.242, sprd=0.015]
Ep 074/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.16it/s, loss=0.665, pair=0.005, adv=4.910, sprd=0.025]
Ep 074/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.07it/s, loss=0.665, pair=0.005, adv=4.910, sprd=0.025]
Ep 074/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.07it/s, loss=0.651, pair=0.003, adv=4.192, sprd=0.028]
Ep 074/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:41,  2.13it/s, loss=0.651, pair=0.003, adv=4.192, sprd=0.028]
Ep 074/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.13it/s, loss=0.654, pair=0.005, adv=4.468, sprd=0.024]
Ep 074/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:47,  2.01it/s, loss=0.654, pair=0.005, adv=4.468, sprd=0.024]
Ep 074/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:47,  2.01it/s, loss=0.612, pair=0.003, adv=4.576, sprd=0.018]
Ep 074/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:41,  2.13it/s, loss=0.612, pair=0.003, adv=4.576, sprd=0.018]
Ep 074/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:41,  2.13it/s, loss=0.685, pair=0.009, adv=4.150, sprd=0.028]
Ep 074/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:46,  2.02it/s, loss=0.685, pair=0.009, adv=4.150, sprd=0.028]
Ep 074/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:46,  2.02it/s, loss=0.625, pair=0.005, adv=4.725, sprd=0.020]
Ep 074/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:40,  2.12it/s, loss=0.625, pair=0.005, adv=4.725, sprd=0.020]
Ep 074/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.12it/s, loss=0.680, pair=0.005, adv=5.036, sprd=0.033]
Ep 074/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:45,  2.01it/s, loss=0.680, pair=0.005, adv=5.036, sprd=0.033]
Ep 074/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:45,  2.01it/s, loss=0.659, pair=0.006, adv=4.892, sprd=0.026]
Ep 074/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:39,  2.13it/s, loss=0.659, pair=0.006, adv=4.892, sprd=0.026]
Ep 074/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:39,  2.13it/s, loss=0.618, pair=0.004, adv=4.250, sprd=0.018]
Ep 074/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.06it/s, loss=0.618, pair=0.004, adv=4.250, sprd=0.018]
Ep 074/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.06it/s, loss=0.626, pair=0.007, adv=4.519, sprd=0.015]
Ep 074/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:34,  2.22it/s, loss=0.626, pair=0.007, adv=4.519, sprd=0.015]
Ep 074/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:34,  2.22it/s, loss=0.639, pair=0.003, adv=4.619, sprd=0.019]
Ep 074/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:36,  2.15it/s, loss=0.639, pair=0.003, adv=4.619, sprd=0.019]
Ep 074/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:36,  2.15it/s, loss=0.633, pair=0.005, adv=4.133, sprd=0.021]
Ep 074/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:33,  2.21it/s, loss=0.633, pair=0.005, adv=4.133, sprd=0.021]
Ep 074/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:33,  2.21it/s, loss=0.628, pair=0.011, adv=4.182, sprd=0.022]
Ep 074/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:38,  2.09it/s, loss=0.628, pair=0.011, adv=4.182, sprd=0.022]
Ep 074/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.09it/s, loss=0.652, pair=0.002, adv=4.653, sprd=0.024]
Ep 074/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:33,  2.18it/s, loss=0.652, pair=0.002, adv=4.653, sprd=0.024]
Ep 074/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:33,  2.18it/s, loss=0.638, pair=0.003, adv=5.290, sprd=0.021]
Ep 074/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:42,  1.99it/s, loss=0.638, pair=0.003, adv=5.290, sprd=0.021]
Ep 074/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:42,  1.99it/s, loss=0.660, pair=0.002, adv=5.877, sprd=0.026]
Ep 074/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:36,  2.10it/s, loss=0.660, pair=0.002, adv=5.877, sprd=0.026]
Ep 074/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:36,  2.10it/s, loss=0.666, pair=0.005, adv=5.418, sprd=0.021]
Ep 074/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:39,  2.04it/s, loss=0.666, pair=0.005, adv=5.418, sprd=0.021]
Ep 074/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.04it/s, loss=0.647, pair=0.008, adv=4.771, sprd=0.024]
Ep 074/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.647, pair=0.008, adv=4.771, sprd=0.024]
Ep 074/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.12it/s, loss=0.624, pair=0.006, adv=4.150, sprd=0.019]
Ep 074/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:40,  2.00it/s, loss=0.624, pair=0.006, adv=4.150, sprd=0.019]
Ep 074/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:40,  2.00it/s, loss=0.631, pair=0.002, adv=4.133, sprd=0.016]
Ep 074/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:33,  2.13it/s, loss=0.631, pair=0.002, adv=4.133, sprd=0.016]
Ep 074/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:33,  2.13it/s, loss=0.645, pair=0.002, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:33,  2.11it/s, loss=0.645, pair=0.002, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:33,  2.11it/s, loss=0.630, pair=0.000, adv=3.905, sprd=0.020]
Ep 074/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.21it/s, loss=0.630, pair=0.000, adv=3.905, sprd=0.020]
Ep 074/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.21it/s, loss=0.624, pair=0.000, adv=4.283, sprd=0.019]
Ep 074/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:34,  2.08it/s, loss=0.624, pair=0.000, adv=4.283, sprd=0.019]
Ep 074/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:34,  2.08it/s, loss=0.624, pair=0.001, adv=4.967, sprd=0.018]
Ep 074/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:28,  2.19it/s, loss=0.624, pair=0.001, adv=4.967, sprd=0.018]
Ep 074/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:28,  2.19it/s, loss=0.609, pair=0.001, adv=4.955, sprd=0.014]
Ep 074/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:31,  2.11it/s, loss=0.609, pair=0.001, adv=4.955, sprd=0.014]
Ep 074/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:31,  2.11it/s, loss=0.653, pair=0.000, adv=5.074, sprd=0.025]
Ep 074/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.18it/s, loss=0.653, pair=0.000, adv=5.074, sprd=0.025]
Ep 074/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:28,  2.18it/s, loss=0.673, pair=0.000, adv=4.518, sprd=0.026]
Ep 074/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.08it/s, loss=0.673, pair=0.000, adv=4.518, sprd=0.026]
Ep 074/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:32,  2.08it/s, loss=0.604, pair=0.000, adv=3.944, sprd=0.015]
Ep 074/80 [S3:+sens]:  58%|█▏| 262/453 [02:04<01:27,  2.19it/s, loss=0.604, pair=0.000, adv=3.944, sprd=0.015]
Ep 074/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.19it/s, loss=0.703, pair=0.001, adv=5.030, sprd=0.028]
Ep 074/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:32,  2.06it/s, loss=0.703, pair=0.001, adv=5.030, sprd=0.028]
Ep 074/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:32,  2.06it/s, loss=0.598, pair=0.001, adv=3.621, sprd=0.014]
Ep 074/80 [S3:+sens]:  58%|█▏| 264/453 [02:05<01:25,  2.21it/s, loss=0.598, pair=0.001, adv=3.621, sprd=0.014]
Ep 074/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:25,  2.21it/s, loss=0.626, pair=0.002, adv=5.044, sprd=0.022]
Ep 074/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:30,  2.08it/s, loss=0.626, pair=0.002, adv=5.044, sprd=0.022]
Ep 074/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:30,  2.08it/s, loss=0.616, pair=0.002, adv=4.597, sprd=0.019]
Ep 074/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:26,  2.15it/s, loss=0.616, pair=0.002, adv=4.597, sprd=0.019]
Ep 074/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:26,  2.15it/s, loss=0.641, pair=0.002, adv=5.015, sprd=0.022]
Ep 074/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.08it/s, loss=0.641, pair=0.002, adv=5.015, sprd=0.022]
Ep 074/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.08it/s, loss=0.626, pair=0.001, adv=4.747, sprd=0.018]
Ep 074/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:23,  2.23it/s, loss=0.626, pair=0.001, adv=4.747, sprd=0.018]
Ep 074/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:23,  2.23it/s, loss=0.774, pair=0.003, adv=4.945, sprd=0.037]
Ep 074/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.09it/s, loss=0.774, pair=0.003, adv=4.945, sprd=0.037]
Ep 074/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.09it/s, loss=0.640, pair=0.002, adv=4.336, sprd=0.021]
Ep 074/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:23,  2.18it/s, loss=0.640, pair=0.002, adv=4.336, sprd=0.021]
Ep 074/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:23,  2.18it/s, loss=0.649, pair=0.008, adv=4.272, sprd=0.022]
Ep 074/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:27,  2.07it/s, loss=0.649, pair=0.008, adv=4.272, sprd=0.022]
Ep 074/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:27,  2.07it/s, loss=0.640, pair=0.002, adv=5.328, sprd=0.023]
Ep 074/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:23,  2.16it/s, loss=0.640, pair=0.002, adv=5.328, sprd=0.023]
Ep 074/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:23,  2.16it/s, loss=0.654, pair=0.005, adv=5.711, sprd=0.024]
Ep 074/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.07it/s, loss=0.654, pair=0.005, adv=5.711, sprd=0.024]
Ep 074/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.07it/s, loss=0.645, pair=0.001, adv=3.972, sprd=0.024]
Ep 074/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:23,  2.15it/s, loss=0.645, pair=0.001, adv=3.972, sprd=0.024]
Ep 074/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:23,  2.15it/s, loss=0.692, pair=0.000, adv=4.293, sprd=0.022]
Ep 074/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.04it/s, loss=0.692, pair=0.000, adv=4.293, sprd=0.022]
Ep 074/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.04it/s, loss=0.596, pair=0.000, adv=4.253, sprd=0.014]
Ep 074/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.15it/s, loss=0.596, pair=0.000, adv=4.253, sprd=0.014]
Ep 074/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.15it/s, loss=0.673, pair=0.000, adv=4.465, sprd=0.028]
Ep 074/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:28,  2.00it/s, loss=0.673, pair=0.000, adv=4.465, sprd=0.028]
Ep 074/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:28,  2.00it/s, loss=0.643, pair=0.000, adv=5.275, sprd=0.021]
Ep 074/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:22,  2.12it/s, loss=0.643, pair=0.000, adv=5.275, sprd=0.021]
Ep 074/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:22,  2.12it/s, loss=0.607, pair=0.001, adv=5.009, sprd=0.015]
Ep 074/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:29,  1.95it/s, loss=0.607, pair=0.001, adv=5.009, sprd=0.015]
Ep 074/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:29,  1.95it/s, loss=0.594, pair=0.000, adv=5.112, sprd=0.016]
Ep 074/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:24,  2.04it/s, loss=0.594, pair=0.000, adv=5.112, sprd=0.016]
Ep 074/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:24,  2.04it/s, loss=0.680, pair=0.000, adv=5.799, sprd=0.021]
Ep 074/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:26,  1.99it/s, loss=0.680, pair=0.000, adv=5.799, sprd=0.021]
Ep 074/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:26,  1.99it/s, loss=0.642, pair=0.000, adv=4.662, sprd=0.023]
Ep 074/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:21,  2.10it/s, loss=0.642, pair=0.000, adv=4.662, sprd=0.023]
Ep 074/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:21,  2.10it/s, loss=0.624, pair=0.003, adv=5.082, sprd=0.018]
Ep 074/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.07it/s, loss=0.624, pair=0.003, adv=5.082, sprd=0.018]
Ep 074/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:21,  2.07it/s, loss=0.647, pair=0.000, adv=5.437, sprd=0.022]
Ep 074/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.17it/s, loss=0.647, pair=0.000, adv=5.437, sprd=0.022]
Ep 074/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.17it/s, loss=0.635, pair=0.000, adv=4.532, sprd=0.018]
Ep 074/80 [S3:+sens]:  63%|█▎| 285/453 [02:15<01:19,  2.12it/s, loss=0.635, pair=0.000, adv=4.532, sprd=0.018]
Ep 074/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:19,  2.12it/s, loss=0.609, pair=0.001, adv=4.555, sprd=0.017]
Ep 074/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:15,  2.21it/s, loss=0.609, pair=0.001, adv=4.555, sprd=0.017]
Ep 074/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:15,  2.21it/s, loss=0.615, pair=0.001, adv=4.022, sprd=0.017]
Ep 074/80 [S3:+sens]:  63%|█▎| 287/453 [02:16<01:19,  2.10it/s, loss=0.615, pair=0.001, adv=4.022, sprd=0.017]
Ep 074/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.10it/s, loss=0.619, pair=0.000, adv=4.514, sprd=0.015]
Ep 074/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:13,  2.24it/s, loss=0.619, pair=0.000, adv=4.514, sprd=0.015]
Ep 074/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:13,  2.24it/s, loss=0.652, pair=0.001, adv=3.692, sprd=0.014]
Ep 074/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:16,  2.14it/s, loss=0.652, pair=0.001, adv=3.692, sprd=0.014]
Ep 074/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:16,  2.14it/s, loss=0.708, pair=0.001, adv=4.068, sprd=0.037]
Ep 074/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.18it/s, loss=0.708, pair=0.001, adv=4.068, sprd=0.037]
Ep 074/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:14,  2.18it/s, loss=0.604, pair=0.001, adv=4.103, sprd=0.017]
Ep 074/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:18,  2.06it/s, loss=0.604, pair=0.001, adv=4.103, sprd=0.017]
Ep 074/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:18,  2.06it/s, loss=0.677, pair=0.000, adv=4.290, sprd=0.030]
Ep 074/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.13it/s, loss=0.677, pair=0.000, adv=4.290, sprd=0.030]
Ep 074/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.13it/s, loss=1.489, pair=2.447, adv=4.795, sprd=0.024]
Ep 074/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:20,  2.00it/s, loss=1.489, pair=2.447, adv=4.795, sprd=0.024]
Ep 074/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:20,  2.00it/s, loss=0.603, pair=0.000, adv=5.062, sprd=0.016]
Ep 074/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.12it/s, loss=0.603, pair=0.000, adv=5.062, sprd=0.016]
Ep 074/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:14,  2.12it/s, loss=0.678, pair=0.000, adv=3.928, sprd=0.020]
Ep 074/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:17,  2.04it/s, loss=0.678, pair=0.000, adv=3.928, sprd=0.020]
Ep 074/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.04it/s, loss=0.544, pair=0.004, adv=3.087, sprd=0.010]
Ep 074/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:11,  2.19it/s, loss=0.544, pair=0.004, adv=3.087, sprd=0.010]
Ep 074/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:11,  2.19it/s, loss=0.654, pair=0.000, adv=5.326, sprd=0.026]
Ep 074/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:14,  2.10it/s, loss=0.654, pair=0.000, adv=5.326, sprd=0.026]
Ep 074/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.10it/s, loss=0.644, pair=0.000, adv=4.210, sprd=0.024]
Ep 074/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.18it/s, loss=0.644, pair=0.000, adv=4.210, sprd=0.024]
Ep 074/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.18it/s, loss=0.633, pair=0.002, adv=4.629, sprd=0.018]
Ep 074/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:13,  2.09it/s, loss=0.633, pair=0.002, adv=4.629, sprd=0.018]
Ep 074/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:13,  2.09it/s, loss=0.595, pair=0.000, adv=4.890, sprd=0.016]
Ep 074/80 [S3:+sens]:  66%|█▎| 300/453 [02:22<01:10,  2.16it/s, loss=0.595, pair=0.000, adv=4.890, sprd=0.016]
Ep 074/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.16it/s, loss=0.639, pair=0.000, adv=4.884, sprd=0.019]
Ep 074/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:15,  2.01it/s, loss=0.639, pair=0.000, adv=4.884, sprd=0.019]
Ep 074/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:15,  2.01it/s, loss=0.647, pair=0.000, adv=4.454, sprd=0.024]
Ep 074/80 [S3:+sens]:  67%|█▎| 302/453 [02:23<01:11,  2.11it/s, loss=0.647, pair=0.000, adv=4.454, sprd=0.024]
Ep 074/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:11,  2.11it/s, loss=0.636, pair=0.000, adv=5.214, sprd=0.022]
Ep 074/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:14,  2.02it/s, loss=0.636, pair=0.000, adv=5.214, sprd=0.022]
Ep 074/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:14,  2.02it/s, loss=0.652, pair=0.000, adv=4.671, sprd=0.020]
Ep 074/80 [S3:+sens]:  67%|█▎| 304/453 [02:24<01:09,  2.15it/s, loss=0.652, pair=0.000, adv=4.671, sprd=0.020]
Ep 074/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.15it/s, loss=0.647, pair=0.001, adv=3.673, sprd=0.015]
Ep 074/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:10,  2.08it/s, loss=0.647, pair=0.001, adv=3.673, sprd=0.015]
Ep 074/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:10,  2.08it/s, loss=0.609, pair=0.000, adv=4.069, sprd=0.019]
Ep 074/80 [S3:+sens]:  68%|█▎| 306/453 [02:25<01:08,  2.16it/s, loss=0.609, pair=0.000, adv=4.069, sprd=0.019]
Ep 074/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.16it/s, loss=0.665, pair=0.000, adv=3.790, sprd=0.028]
Ep 074/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.04it/s, loss=0.665, pair=0.000, adv=3.790, sprd=0.028]
Ep 074/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.04it/s, loss=0.642, pair=0.000, adv=4.905, sprd=0.022]
Ep 074/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:07,  2.15it/s, loss=0.642, pair=0.000, adv=4.905, sprd=0.022]
Ep 074/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.616, pair=0.000, adv=3.864, sprd=0.015]
Ep 074/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.09it/s, loss=0.616, pair=0.000, adv=3.864, sprd=0.015]
Ep 074/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:08,  2.09it/s, loss=0.638, pair=0.000, adv=4.581, sprd=0.024]
Ep 074/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:05,  2.17it/s, loss=0.638, pair=0.000, adv=4.581, sprd=0.024]
Ep 074/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.624, pair=0.000, adv=4.287, sprd=0.018]
Ep 074/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.624, pair=0.000, adv=4.287, sprd=0.018]
Ep 074/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.637, pair=0.000, adv=4.680, sprd=0.023]
Ep 074/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:05,  2.16it/s, loss=0.637, pair=0.000, adv=4.680, sprd=0.023]
Ep 074/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:05,  2.16it/s, loss=0.659, pair=0.000, adv=4.916, sprd=0.017]
Ep 074/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.06it/s, loss=0.659, pair=0.000, adv=4.916, sprd=0.017]
Ep 074/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.06it/s, loss=0.636, pair=0.000, adv=5.487, sprd=0.022]
Ep 074/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:04,  2.15it/s, loss=0.636, pair=0.000, adv=5.487, sprd=0.022]
Ep 074/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.15it/s, loss=0.622, pair=0.000, adv=5.006, sprd=0.017]
Ep 074/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.08it/s, loss=0.622, pair=0.000, adv=5.006, sprd=0.017]
Ep 074/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:06,  2.08it/s, loss=0.657, pair=0.001, adv=5.267, sprd=0.024]
Ep 074/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:02,  2.19it/s, loss=0.657, pair=0.001, adv=5.267, sprd=0.024]
Ep 074/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:02,  2.19it/s, loss=0.688, pair=0.000, adv=5.159, sprd=0.020]
Ep 074/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:04,  2.12it/s, loss=0.688, pair=0.000, adv=5.159, sprd=0.020]
Ep 074/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:04,  2.12it/s, loss=0.668, pair=0.002, adv=5.025, sprd=0.027]
Ep 074/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:01,  2.19it/s, loss=0.668, pair=0.002, adv=5.025, sprd=0.027]
Ep 074/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:01,  2.19it/s, loss=0.661, pair=0.004, adv=4.799, sprd=0.027]
Ep 074/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.06it/s, loss=0.661, pair=0.004, adv=4.799, sprd=0.027]
Ep 074/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.06it/s, loss=0.637, pair=0.003, adv=4.451, sprd=0.019]
Ep 074/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:00,  2.18it/s, loss=0.637, pair=0.003, adv=4.451, sprd=0.019]
Ep 074/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:00,  2.18it/s, loss=0.630, pair=0.001, adv=4.804, sprd=0.019]
Ep 074/80 [S3:+sens]:  71%|█▍| 321/453 [02:32<01:02,  2.11it/s, loss=0.630, pair=0.001, adv=4.804, sprd=0.019]
Ep 074/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:02,  2.11it/s, loss=0.660, pair=0.004, adv=5.495, sprd=0.025]
Ep 074/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:59,  2.19it/s, loss=0.660, pair=0.004, adv=5.495, sprd=0.025]
Ep 074/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<00:59,  2.19it/s, loss=0.661, pair=0.005, adv=4.487, sprd=0.026]
Ep 074/80 [S3:+sens]:  71%|█▍| 323/453 [02:33<01:02,  2.06it/s, loss=0.661, pair=0.005, adv=4.487, sprd=0.026]
Ep 074/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:02,  2.06it/s, loss=0.676, pair=0.004, adv=4.681, sprd=0.025]
Ep 074/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:59,  2.17it/s, loss=0.676, pair=0.004, adv=4.681, sprd=0.025]
Ep 074/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<00:59,  2.17it/s, loss=0.686, pair=0.005, adv=3.516, sprd=0.019]
Ep 074/80 [S3:+sens]:  72%|█▍| 325/453 [02:34<01:01,  2.09it/s, loss=0.686, pair=0.005, adv=3.516, sprd=0.019]
Ep 074/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.09it/s, loss=0.629, pair=0.003, adv=4.469, sprd=0.022]
Ep 074/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.19it/s, loss=0.629, pair=0.003, adv=4.469, sprd=0.022]
Ep 074/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.19it/s, loss=0.646, pair=0.003, adv=5.157, sprd=0.023]
Ep 074/80 [S3:+sens]:  72%|█▍| 327/453 [02:35<01:00,  2.07it/s, loss=0.646, pair=0.003, adv=5.157, sprd=0.023]
Ep 074/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:00,  2.07it/s, loss=0.651, pair=0.004, adv=5.531, sprd=0.023]
Ep 074/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.17it/s, loss=0.651, pair=0.004, adv=5.531, sprd=0.023]
Ep 074/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:57,  2.17it/s, loss=0.637, pair=0.003, adv=4.114, sprd=0.022]
Ep 074/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<01:02,  1.97it/s, loss=0.637, pair=0.003, adv=4.114, sprd=0.022]
Ep 074/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:02,  1.97it/s, loss=0.655, pair=0.006, adv=4.663, sprd=0.024]
Ep 074/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:58,  2.09it/s, loss=0.655, pair=0.006, adv=4.663, sprd=0.024]
Ep 074/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:58,  2.09it/s, loss=0.580, pair=0.002, adv=3.317, sprd=0.014]
Ep 074/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<01:00,  2.03it/s, loss=0.580, pair=0.002, adv=3.317, sprd=0.014]
Ep 074/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<01:00,  2.03it/s, loss=0.643, pair=0.004, adv=4.362, sprd=0.024]
Ep 074/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:57,  2.12it/s, loss=0.643, pair=0.004, adv=4.362, sprd=0.024]
Ep 074/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:57,  2.12it/s, loss=0.643, pair=0.001, adv=4.367, sprd=0.021]
Ep 074/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:59,  2.03it/s, loss=0.643, pair=0.001, adv=4.367, sprd=0.021]
Ep 074/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.647, pair=0.001, adv=3.427, sprd=0.015]
Ep 074/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.21it/s, loss=0.647, pair=0.001, adv=3.427, sprd=0.015]
Ep 074/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:53,  2.21it/s, loss=0.652, pair=0.001, adv=4.595, sprd=0.027]
Ep 074/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:57,  2.06it/s, loss=0.652, pair=0.001, adv=4.595, sprd=0.027]
Ep 074/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.06it/s, loss=0.641, pair=0.000, adv=4.443, sprd=0.024]
Ep 074/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.14it/s, loss=0.641, pair=0.000, adv=4.443, sprd=0.024]
Ep 074/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.14it/s, loss=0.643, pair=0.001, adv=3.931, sprd=0.021]
Ep 074/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:56,  2.04it/s, loss=0.643, pair=0.001, adv=3.931, sprd=0.021]
Ep 074/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:56,  2.04it/s, loss=0.658, pair=0.001, adv=4.217, sprd=0.024]
Ep 074/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.658, pair=0.001, adv=4.217, sprd=0.024]
Ep 074/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.592, pair=0.000, adv=4.840, sprd=0.016]
Ep 074/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:54,  2.08it/s, loss=0.592, pair=0.000, adv=4.840, sprd=0.016]
Ep 074/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:54,  2.08it/s, loss=0.651, pair=0.000, adv=4.556, sprd=0.022]
Ep 074/80 [S3:+sens]:  75%|█▌| 340/453 [02:41<00:51,  2.18it/s, loss=0.651, pair=0.000, adv=4.556, sprd=0.022]
Ep 074/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:51,  2.18it/s, loss=0.685, pair=0.002, adv=4.419, sprd=0.032]
Ep 074/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.04it/s, loss=0.685, pair=0.002, adv=4.419, sprd=0.032]
Ep 074/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:54,  2.04it/s, loss=0.638, pair=0.001, adv=5.434, sprd=0.024]
Ep 074/80 [S3:+sens]:  75%|█▌| 342/453 [02:42<00:52,  2.11it/s, loss=0.638, pair=0.001, adv=5.434, sprd=0.024]
Ep 074/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:52,  2.11it/s, loss=0.622, pair=0.000, adv=4.488, sprd=0.020]
Ep 074/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.05it/s, loss=0.622, pair=0.000, adv=4.488, sprd=0.020]
Ep 074/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:53,  2.05it/s, loss=0.633, pair=0.000, adv=4.858, sprd=0.022]
Ep 074/80 [S3:+sens]:  76%|█▌| 344/453 [02:43<00:50,  2.14it/s, loss=0.633, pair=0.000, adv=4.858, sprd=0.022]
Ep 074/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.14it/s, loss=0.667, pair=0.001, adv=3.417, sprd=0.014]
Ep 074/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:51,  2.08it/s, loss=0.667, pair=0.001, adv=3.417, sprd=0.014]
Ep 074/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:51,  2.08it/s, loss=0.624, pair=0.000, adv=5.117, sprd=0.019]
Ep 074/80 [S3:+sens]:  76%|█▌| 346/453 [02:44<00:49,  2.18it/s, loss=0.624, pair=0.000, adv=5.117, sprd=0.019]
Ep 074/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.18it/s, loss=0.626, pair=0.000, adv=5.099, sprd=0.022]
Ep 074/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.05it/s, loss=0.626, pair=0.000, adv=5.099, sprd=0.022]
Ep 074/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.05it/s, loss=0.687, pair=0.011, adv=4.686, sprd=0.029]
Ep 074/80 [S3:+sens]:  77%|█▌| 348/453 [02:45<00:49,  2.13it/s, loss=0.687, pair=0.011, adv=4.686, sprd=0.029]
Ep 074/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.13it/s, loss=0.612, pair=0.001, adv=3.806, sprd=0.018]
Ep 074/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.04it/s, loss=0.612, pair=0.001, adv=3.806, sprd=0.018]
Ep 074/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.04it/s, loss=0.636, pair=0.000, adv=4.530, sprd=0.022]
Ep 074/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:48,  2.14it/s, loss=0.636, pair=0.000, adv=4.530, sprd=0.022]
Ep 074/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:48,  2.14it/s, loss=0.608, pair=0.000, adv=5.668, sprd=0.017]
Ep 074/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.05it/s, loss=0.608, pair=0.000, adv=5.668, sprd=0.017]
Ep 074/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.05it/s, loss=0.661, pair=0.000, adv=5.312, sprd=0.025]
Ep 074/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:47,  2.15it/s, loss=0.661, pair=0.000, adv=5.312, sprd=0.025]
Ep 074/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:47,  2.15it/s, loss=0.616, pair=0.001, adv=5.055, sprd=0.020]
Ep 074/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:48,  2.06it/s, loss=0.616, pair=0.001, adv=5.055, sprd=0.020]
Ep 074/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:48,  2.06it/s, loss=0.676, pair=0.000, adv=5.936, sprd=0.032]
Ep 074/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:46,  2.12it/s, loss=0.676, pair=0.000, adv=5.936, sprd=0.032]
Ep 074/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:46,  2.12it/s, loss=0.693, pair=0.000, adv=4.853, sprd=0.019]
Ep 074/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.07it/s, loss=0.693, pair=0.000, adv=4.853, sprd=0.019]
Ep 074/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.07it/s, loss=0.642, pair=0.000, adv=4.698, sprd=0.025]
Ep 074/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:45,  2.15it/s, loss=0.642, pair=0.000, adv=4.698, sprd=0.025]
Ep 074/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.15it/s, loss=0.654, pair=0.001, adv=5.195, sprd=0.020]
Ep 074/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:48,  1.96it/s, loss=0.654, pair=0.001, adv=5.195, sprd=0.020]
Ep 074/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:48,  1.96it/s, loss=0.617, pair=0.001, adv=4.704, sprd=0.020]
Ep 074/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:45,  2.07it/s, loss=0.617, pair=0.001, adv=4.704, sprd=0.020]
Ep 074/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:45,  2.07it/s, loss=0.609, pair=0.000, adv=3.380, sprd=0.015]
Ep 074/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.03it/s, loss=0.609, pair=0.000, adv=3.380, sprd=0.015]
Ep 074/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:46,  2.03it/s, loss=0.648, pair=0.000, adv=5.328, sprd=0.023]
Ep 074/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:43,  2.13it/s, loss=0.648, pair=0.000, adv=5.328, sprd=0.023]
Ep 074/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.13it/s, loss=0.630, pair=0.000, adv=4.454, sprd=0.018]
Ep 074/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:43,  2.10it/s, loss=0.630, pair=0.000, adv=4.454, sprd=0.018]
Ep 074/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:43,  2.10it/s, loss=0.629, pair=0.002, adv=3.840, sprd=0.017]
Ep 074/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.20it/s, loss=0.629, pair=0.002, adv=3.840, sprd=0.017]
Ep 074/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.20it/s, loss=0.672, pair=0.000, adv=4.254, sprd=0.020]
Ep 074/80 [S3:+sens]:  80%|█▌| 363/453 [02:52<00:43,  2.09it/s, loss=0.672, pair=0.000, adv=4.254, sprd=0.020]
Ep 074/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:43,  2.09it/s, loss=0.657, pair=0.001, adv=5.730, sprd=0.025]
Ep 074/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.18it/s, loss=0.657, pair=0.001, adv=5.730, sprd=0.025]
Ep 074/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.18it/s, loss=0.603, pair=0.000, adv=4.860, sprd=0.018]
Ep 074/80 [S3:+sens]:  81%|█▌| 365/453 [02:53<00:42,  2.08it/s, loss=0.603, pair=0.000, adv=4.860, sprd=0.018]
Ep 074/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.08it/s, loss=0.626, pair=0.001, adv=4.167, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.14it/s, loss=0.626, pair=0.001, adv=4.167, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:40,  2.14it/s, loss=0.705, pair=0.002, adv=4.295, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▌| 367/453 [02:54<00:41,  2.05it/s, loss=0.705, pair=0.002, adv=4.295, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.05it/s, loss=0.641, pair=0.001, adv=4.687, sprd=0.018]
Ep 074/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.16it/s, loss=0.641, pair=0.001, adv=4.687, sprd=0.018]
Ep 074/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.16it/s, loss=0.646, pair=0.000, adv=5.615, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:40,  2.06it/s, loss=0.646, pair=0.000, adv=5.615, sprd=0.023]
Ep 074/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:40,  2.06it/s, loss=0.638, pair=0.000, adv=4.838, sprd=0.021]
Ep 074/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.16it/s, loss=0.638, pair=0.000, adv=4.838, sprd=0.021]
Ep 074/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.16it/s, loss=0.686, pair=0.003, adv=5.131, sprd=0.034]
Ep 074/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.07it/s, loss=0.686, pair=0.003, adv=5.131, sprd=0.034]
Ep 074/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.07it/s, loss=0.621, pair=0.001, adv=4.451, sprd=0.021]
Ep 074/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.15it/s, loss=0.621, pair=0.001, adv=4.451, sprd=0.021]
Ep 074/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:37,  2.15it/s, loss=0.664, pair=0.000, adv=4.271, sprd=0.025]
Ep 074/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:38,  2.07it/s, loss=0.664, pair=0.000, adv=4.271, sprd=0.025]
Ep 074/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.07it/s, loss=0.586, pair=0.003, adv=4.421, sprd=0.014]
Ep 074/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.15it/s, loss=0.586, pair=0.003, adv=4.421, sprd=0.014]
Ep 074/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.15it/s, loss=0.639, pair=0.001, adv=5.196, sprd=0.021]
Ep 074/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:37,  2.09it/s, loss=0.639, pair=0.001, adv=5.196, sprd=0.021]
Ep 074/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.09it/s, loss=0.631, pair=0.000, adv=3.824, sprd=0.019]
Ep 074/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.20it/s, loss=0.631, pair=0.000, adv=3.824, sprd=0.019]
Ep 074/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.20it/s, loss=0.633, pair=0.000, adv=3.880, sprd=0.019]
Ep 074/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.10it/s, loss=0.633, pair=0.000, adv=3.880, sprd=0.019]
Ep 074/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.10it/s, loss=0.629, pair=0.000, adv=5.446, sprd=0.020]
Ep 074/80 [S3:+sens]:  83%|█▋| 378/453 [02:59<00:34,  2.19it/s, loss=0.629, pair=0.000, adv=5.446, sprd=0.020]
Ep 074/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.19it/s, loss=0.619, pair=0.000, adv=4.152, sprd=0.018]
Ep 074/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.10it/s, loss=0.619, pair=0.000, adv=4.152, sprd=0.018]
Ep 074/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.10it/s, loss=0.606, pair=0.001, adv=5.275, sprd=0.016]
Ep 074/80 [S3:+sens]:  84%|█▋| 380/453 [03:00<00:33,  2.21it/s, loss=0.606, pair=0.001, adv=5.275, sprd=0.016]
Ep 074/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.21it/s, loss=0.637, pair=0.000, adv=4.770, sprd=0.022]
Ep 074/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.09it/s, loss=0.637, pair=0.000, adv=4.770, sprd=0.022]
Ep 074/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.09it/s, loss=0.619, pair=0.000, adv=3.705, sprd=0.017]
Ep 074/80 [S3:+sens]:  84%|█▋| 382/453 [03:01<00:31,  2.25it/s, loss=0.619, pair=0.000, adv=3.705, sprd=0.017]
Ep 074/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:31,  2.25it/s, loss=0.650, pair=0.000, adv=4.600, sprd=0.022]
Ep 074/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:33,  2.11it/s, loss=0.650, pair=0.000, adv=4.600, sprd=0.022]
Ep 074/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:33,  2.11it/s, loss=0.650, pair=0.000, adv=4.294, sprd=0.026]
Ep 074/80 [S3:+sens]:  85%|█▋| 384/453 [03:02<00:31,  2.17it/s, loss=0.650, pair=0.000, adv=4.294, sprd=0.026]
Ep 074/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.17it/s, loss=0.622, pair=0.000, adv=4.378, sprd=0.018]
Ep 074/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:32,  2.08it/s, loss=0.622, pair=0.000, adv=4.378, sprd=0.018]
Ep 074/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:32,  2.08it/s, loss=0.641, pair=0.004, adv=4.606, sprd=0.023]
Ep 074/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:30,  2.17it/s, loss=0.641, pair=0.004, adv=4.606, sprd=0.023]
Ep 074/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.17it/s, loss=0.616, pair=0.001, adv=4.908, sprd=0.018]
Ep 074/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:33,  1.95it/s, loss=0.616, pair=0.001, adv=4.908, sprd=0.018]
Ep 074/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:33,  1.95it/s, loss=0.623, pair=0.000, adv=6.278, sprd=0.019]
Ep 074/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:31,  2.07it/s, loss=0.623, pair=0.000, adv=6.278, sprd=0.019]
Ep 074/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:31,  2.07it/s, loss=0.691, pair=0.002, adv=5.290, sprd=0.022]
Ep 074/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.02it/s, loss=0.691, pair=0.002, adv=5.290, sprd=0.022]
Ep 074/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.02it/s, loss=0.615, pair=0.000, adv=4.740, sprd=0.020]
Ep 074/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:29,  2.12it/s, loss=0.615, pair=0.000, adv=4.740, sprd=0.020]
Ep 074/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.12it/s, loss=0.644, pair=0.000, adv=5.108, sprd=0.022]
Ep 074/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.04it/s, loss=0.644, pair=0.000, adv=5.108, sprd=0.022]
Ep 074/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:30,  2.04it/s, loss=0.622, pair=0.000, adv=5.142, sprd=0.021]
Ep 074/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:28,  2.13it/s, loss=0.622, pair=0.000, adv=5.142, sprd=0.021]
Ep 074/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:28,  2.13it/s, loss=0.619, pair=0.000, adv=4.562, sprd=0.019]
Ep 074/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.04it/s, loss=0.619, pair=0.000, adv=4.562, sprd=0.019]
Ep 074/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:29,  2.04it/s, loss=0.643, pair=0.001, adv=4.414, sprd=0.021]
Ep 074/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:27,  2.15it/s, loss=0.643, pair=0.001, adv=4.414, sprd=0.021]
Ep 074/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.15it/s, loss=0.632, pair=0.000, adv=5.583, sprd=0.022]
Ep 074/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.03it/s, loss=0.632, pair=0.000, adv=5.583, sprd=0.022]
Ep 074/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:28,  2.03it/s, loss=0.648, pair=0.000, adv=5.819, sprd=0.019]
Ep 074/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.15it/s, loss=0.648, pair=0.000, adv=5.819, sprd=0.019]
Ep 074/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.15it/s, loss=0.588, pair=0.000, adv=4.640, sprd=0.013]
Ep 074/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.09it/s, loss=0.588, pair=0.000, adv=4.640, sprd=0.013]
Ep 074/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.09it/s, loss=0.625, pair=0.000, adv=4.062, sprd=0.021]
Ep 074/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.16it/s, loss=0.625, pair=0.000, adv=4.062, sprd=0.021]
Ep 074/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.16it/s, loss=0.620, pair=0.000, adv=4.245, sprd=0.017]
Ep 074/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.10it/s, loss=0.620, pair=0.000, adv=4.245, sprd=0.017]
Ep 074/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:25,  2.10it/s, loss=0.650, pair=0.000, adv=5.388, sprd=0.021]
Ep 074/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:23,  2.22it/s, loss=0.650, pair=0.000, adv=5.388, sprd=0.021]
Ep 074/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:23,  2.22it/s, loss=0.709, pair=0.001, adv=5.228, sprd=0.026]
Ep 074/80 [S3:+sens]:  89%|█▊| 401/453 [03:10<00:24,  2.10it/s, loss=0.709, pair=0.001, adv=5.228, sprd=0.026]
Ep 074/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:24,  2.10it/s, loss=0.692, pair=0.000, adv=4.541, sprd=0.033]
Ep 074/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.14it/s, loss=0.692, pair=0.000, adv=4.541, sprd=0.033]
Ep 074/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.14it/s, loss=0.598, pair=0.000, adv=3.854, sprd=0.016]
Ep 074/80 [S3:+sens]:  89%|█▊| 403/453 [03:11<00:24,  2.04it/s, loss=0.598, pair=0.000, adv=3.854, sprd=0.016]
Ep 074/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.04it/s, loss=0.663, pair=0.000, adv=4.188, sprd=0.025]
Ep 074/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.14it/s, loss=0.663, pair=0.000, adv=4.188, sprd=0.025]
Ep 074/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.14it/s, loss=0.680, pair=0.003, adv=5.146, sprd=0.031]
Ep 074/80 [S3:+sens]:  89%|█▊| 405/453 [03:12<00:24,  2.00it/s, loss=0.680, pair=0.003, adv=5.146, sprd=0.031]
Ep 074/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:24,  2.00it/s, loss=0.649, pair=0.030, adv=5.065, sprd=0.026]
Ep 074/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.08it/s, loss=0.649, pair=0.030, adv=5.065, sprd=0.026]
Ep 074/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:22,  2.08it/s, loss=0.670, pair=0.000, adv=5.638, sprd=0.028]
Ep 074/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:22,  2.03it/s, loss=0.670, pair=0.000, adv=5.638, sprd=0.028]
Ep 074/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.03it/s, loss=0.602, pair=0.001, adv=4.031, sprd=0.015]
Ep 074/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.15it/s, loss=0.602, pair=0.001, adv=4.031, sprd=0.015]
Ep 074/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.15it/s, loss=0.664, pair=0.000, adv=4.912, sprd=0.029]
Ep 074/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.04it/s, loss=0.664, pair=0.000, adv=4.912, sprd=0.029]
Ep 074/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.04it/s, loss=0.683, pair=0.000, adv=4.568, sprd=0.028]
Ep 074/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.13it/s, loss=0.683, pair=0.000, adv=4.568, sprd=0.028]
Ep 074/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.13it/s, loss=0.622, pair=0.002, adv=4.910, sprd=0.017]
Ep 074/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:21,  1.98it/s, loss=0.622, pair=0.002, adv=4.910, sprd=0.017]
Ep 074/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.98it/s, loss=0.661, pair=0.003, adv=4.818, sprd=0.027]
Ep 074/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.08it/s, loss=0.661, pair=0.003, adv=4.818, sprd=0.027]
Ep 074/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.08it/s, loss=0.633, pair=0.002, adv=4.439, sprd=0.020]
Ep 074/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.04it/s, loss=0.633, pair=0.002, adv=4.439, sprd=0.020]
Ep 074/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.04it/s, loss=0.636, pair=0.001, adv=5.006, sprd=0.018]
Ep 074/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.16it/s, loss=0.636, pair=0.001, adv=5.006, sprd=0.018]
Ep 074/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.16it/s, loss=0.622, pair=0.002, adv=5.861, sprd=0.016]
Ep 074/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.09it/s, loss=0.622, pair=0.002, adv=5.861, sprd=0.016]
Ep 074/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.09it/s, loss=0.632, pair=0.000, adv=4.235, sprd=0.020]
Ep 074/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.18it/s, loss=0.632, pair=0.000, adv=4.235, sprd=0.020]
Ep 074/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.18it/s, loss=0.658, pair=0.001, adv=4.990, sprd=0.023]
Ep 074/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.10it/s, loss=0.658, pair=0.001, adv=4.990, sprd=0.023]
Ep 074/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.10it/s, loss=0.617, pair=0.000, adv=5.105, sprd=0.020]
Ep 074/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.18it/s, loss=0.617, pair=0.000, adv=5.105, sprd=0.020]
Ep 074/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.18it/s, loss=0.629, pair=0.000, adv=5.607, sprd=0.021]
Ep 074/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.07it/s, loss=0.629, pair=0.000, adv=5.607, sprd=0.021]
Ep 074/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.07it/s, loss=0.672, pair=0.000, adv=6.389, sprd=0.029]
Ep 074/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.15it/s, loss=0.672, pair=0.000, adv=6.389, sprd=0.029]
Ep 074/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.15it/s, loss=0.676, pair=0.002, adv=5.341, sprd=0.024]
Ep 074/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.07it/s, loss=0.676, pair=0.002, adv=5.341, sprd=0.024]
Ep 074/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.07it/s, loss=0.634, pair=0.000, adv=5.454, sprd=0.024]
Ep 074/80 [S3:+sens]:  93%|█▊| 422/453 [03:20<00:14,  2.14it/s, loss=0.634, pair=0.000, adv=5.454, sprd=0.024]
Ep 074/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.14it/s, loss=0.665, pair=0.000, adv=5.054, sprd=0.025]
Ep 074/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.05it/s, loss=0.665, pair=0.000, adv=5.054, sprd=0.025]
Ep 074/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.05it/s, loss=0.641, pair=0.001, adv=5.880, sprd=0.020]
Ep 074/80 [S3:+sens]:  94%|█▊| 424/453 [03:21<00:13,  2.18it/s, loss=0.641, pair=0.001, adv=5.880, sprd=0.020]
Ep 074/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.18it/s, loss=0.640, pair=0.000, adv=4.903, sprd=0.022]
Ep 074/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.08it/s, loss=0.640, pair=0.000, adv=4.903, sprd=0.022]
Ep 074/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.08it/s, loss=0.595, pair=0.001, adv=3.934, sprd=0.015]
Ep 074/80 [S3:+sens]:  94%|█▉| 426/453 [03:22<00:12,  2.18it/s, loss=0.595, pair=0.001, adv=3.934, sprd=0.015]
Ep 074/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.18it/s, loss=0.671, pair=0.003, adv=4.685, sprd=0.024]
Ep 074/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.10it/s, loss=0.671, pair=0.003, adv=4.685, sprd=0.024]
Ep 074/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.10it/s, loss=0.633, pair=0.002, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:11,  2.21it/s, loss=0.633, pair=0.002, adv=4.654, sprd=0.018]
Ep 074/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.21it/s, loss=0.649, pair=0.004, adv=6.351, sprd=0.024]
Ep 074/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.10it/s, loss=0.649, pair=0.004, adv=6.351, sprd=0.024]
Ep 074/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.10it/s, loss=0.614, pair=0.005, adv=3.658, sprd=0.015]
Ep 074/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.22it/s, loss=0.614, pair=0.005, adv=3.658, sprd=0.015]
Ep 074/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.22it/s, loss=0.678, pair=0.001, adv=4.036, sprd=0.018]
Ep 074/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.15it/s, loss=0.678, pair=0.001, adv=4.036, sprd=0.018]
Ep 074/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.15it/s, loss=0.683, pair=0.004, adv=5.840, sprd=0.027]
Ep 074/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.23it/s, loss=0.683, pair=0.004, adv=5.840, sprd=0.027]
Ep 074/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.23it/s, loss=0.492, pair=0.004, adv=2.725, sprd=0.011]
Ep 074/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.14it/s, loss=0.492, pair=0.004, adv=2.725, sprd=0.011]
Ep 074/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.14it/s, loss=0.635, pair=0.004, adv=5.090, sprd=0.018]
Ep 074/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.27it/s, loss=0.635, pair=0.004, adv=5.090, sprd=0.018]
Ep 074/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.27it/s, loss=0.656, pair=0.005, adv=5.801, sprd=0.030]
Ep 074/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.10it/s, loss=0.656, pair=0.005, adv=5.801, sprd=0.030]
Ep 074/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.10it/s, loss=0.615, pair=0.005, adv=4.231, sprd=0.017]
Ep 074/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.22it/s, loss=0.615, pair=0.005, adv=4.231, sprd=0.017]
Ep 074/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.22it/s, loss=0.657, pair=0.002, adv=5.427, sprd=0.024]
Ep 074/80 [S3:+sens]:  96%|█▉| 437/453 [03:27<00:07,  2.10it/s, loss=0.657, pair=0.002, adv=5.427, sprd=0.024]
Ep 074/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.10it/s, loss=0.642, pair=0.003, adv=4.200, sprd=0.021]
Ep 074/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.20it/s, loss=0.642, pair=0.003, adv=4.200, sprd=0.021]
Ep 074/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.20it/s, loss=0.632, pair=0.001, adv=5.815, sprd=0.020]
Ep 074/80 [S3:+sens]:  97%|█▉| 439/453 [03:28<00:07,  1.98it/s, loss=0.632, pair=0.001, adv=5.815, sprd=0.020]
Ep 074/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:07,  1.98it/s, loss=0.683, pair=0.004, adv=5.898, sprd=0.027]
Ep 074/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.10it/s, loss=0.683, pair=0.004, adv=5.898, sprd=0.027]
Ep 074/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.10it/s, loss=0.670, pair=0.005, adv=5.142, sprd=0.026]
Ep 074/80 [S3:+sens]:  97%|█▉| 441/453 [03:29<00:05,  2.02it/s, loss=0.670, pair=0.005, adv=5.142, sprd=0.026]
Ep 074/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.02it/s, loss=0.631, pair=0.004, adv=5.093, sprd=0.021]
Ep 074/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.12it/s, loss=0.631, pair=0.004, adv=5.093, sprd=0.021]
Ep 074/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.12it/s, loss=0.665, pair=0.004, adv=5.331, sprd=0.025]
Ep 074/80 [S3:+sens]:  98%|█▉| 443/453 [03:30<00:04,  2.06it/s, loss=0.665, pair=0.004, adv=5.331, sprd=0.025]
Ep 074/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.06it/s, loss=0.639, pair=0.001, adv=5.144, sprd=0.023]
Ep 074/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.15it/s, loss=0.639, pair=0.001, adv=5.144, sprd=0.023]
Ep 074/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.15it/s, loss=0.637, pair=0.006, adv=4.693, sprd=0.023]
Ep 074/80 [S3:+sens]:  98%|█▉| 445/453 [03:31<00:03,  2.05it/s, loss=0.637, pair=0.006, adv=4.693, sprd=0.023]
Ep 074/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.05it/s, loss=0.672, pair=0.003, adv=5.369, sprd=0.026]
Ep 074/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.16it/s, loss=0.672, pair=0.003, adv=5.369, sprd=0.026]
Ep 074/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.16it/s, loss=0.676, pair=0.001, adv=5.032, sprd=0.027]
Ep 074/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.09it/s, loss=0.676, pair=0.001, adv=5.032, sprd=0.027]
Ep 074/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.09it/s, loss=0.671, pair=0.000, adv=5.102, sprd=0.028]
Ep 074/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.16it/s, loss=0.671, pair=0.000, adv=5.102, sprd=0.028]
Ep 074/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.16it/s, loss=0.651, pair=0.002, adv=4.469, sprd=0.022]
Ep 074/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.08it/s, loss=0.651, pair=0.002, adv=4.469, sprd=0.022]
Ep 074/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.08it/s, loss=0.624, pair=0.000, adv=4.242, sprd=0.017]
Ep 074/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.19it/s, loss=0.624, pair=0.000, adv=4.242, sprd=0.017]
Ep 074/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.19it/s, loss=0.630, pair=0.000, adv=4.571, sprd=0.022]
Ep 074/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.08it/s, loss=0.630, pair=0.000, adv=4.571, sprd=0.022]
Ep 074/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.08it/s, loss=0.672, pair=0.002, adv=4.479, sprd=0.028]
Ep 074/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.672, pair=0.002, adv=4.479, sprd=0.028]
Ep 074/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.643, pair=0.002, adv=4.128, sprd=0.021]
Ep 074/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.07it/s, loss=0.643, pair=0.002, adv=4.128, sprd=0.021]
                                                                                                              
Epoch 074/80 [S3:+sens]  loss=0.6447  mat=0.2677  sens=1.0534  pair=0.0152  adv=4.6017(rand=3.47)  deg=0.0077  orth=0.0010  spread=0.0211  q_mean=52.2  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=6.78e-06  216s

Ep 075/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 075/80 [S3:+sens]:   0%|            | 0/453 [00:00<?, ?it/s, loss=0.640, pair=0.002, adv=5.219, sprd=0.019]
Ep 075/80 [S3:+sens]:   0%|    | 1/453 [00:00<06:43,  1.12it/s, loss=0.640, pair=0.002, adv=5.219, sprd=0.019]
Ep 075/80 [S3:+sens]:   0%|    | 1/453 [00:01<06:43,  1.12it/s, loss=0.672, pair=0.000, adv=5.567, sprd=0.028]
Ep 075/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:39,  1.61it/s, loss=0.672, pair=0.000, adv=5.567, sprd=0.028]
Ep 075/80 [S3:+sens]:   0%|    | 2/453 [00:01<04:39,  1.61it/s, loss=0.618, pair=0.000, adv=5.115, sprd=0.020]
Ep 075/80 [S3:+sens]:   1%|    | 3/453 [00:01<04:35,  1.63it/s, loss=0.618, pair=0.000, adv=5.115, sprd=0.020]
Ep 075/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:35,  1.63it/s, loss=0.664, pair=0.000, adv=5.185, sprd=0.028]
Ep 075/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.85it/s, loss=0.664, pair=0.000, adv=5.185, sprd=0.028]
Ep 075/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.85it/s, loss=0.640, pair=0.001, adv=4.590, sprd=0.018]
Ep 075/80 [S3:+sens]:   1%|    | 5/453 [00:02<03:54,  1.91it/s, loss=0.640, pair=0.001, adv=4.590, sprd=0.018]
Ep 075/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:54,  1.91it/s, loss=0.644, pair=0.000, adv=4.355, sprd=0.024]
Ep 075/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:37,  2.05it/s, loss=0.644, pair=0.000, adv=4.355, sprd=0.024]
Ep 075/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:37,  2.05it/s, loss=0.678, pair=0.000, adv=4.726, sprd=0.016]
Ep 075/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:38,  2.04it/s, loss=0.678, pair=0.000, adv=4.726, sprd=0.016]
Ep 075/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:38,  2.04it/s, loss=0.596, pair=0.000, adv=3.560, sprd=0.015]
Ep 075/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.14it/s, loss=0.596, pair=0.000, adv=3.560, sprd=0.015]
Ep 075/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:27,  2.14it/s, loss=0.642, pair=0.000, adv=4.482, sprd=0.018]
Ep 075/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:37,  2.04it/s, loss=0.642, pair=0.000, adv=4.482, sprd=0.018]
Ep 075/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:37,  2.04it/s, loss=0.647, pair=0.000, adv=5.444, sprd=0.026]
Ep 075/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.647, pair=0.000, adv=5.444, sprd=0.026]
Ep 075/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:29,  2.11it/s, loss=0.651, pair=0.000, adv=5.602, sprd=0.022]
Ep 075/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:34,  2.06it/s, loss=0.651, pair=0.000, adv=5.602, sprd=0.022]
Ep 075/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:34,  2.06it/s, loss=0.613, pair=0.001, adv=4.810, sprd=0.018]
Ep 075/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:23,  2.17it/s, loss=0.613, pair=0.001, adv=4.810, sprd=0.018]
Ep 075/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:23,  2.17it/s, loss=0.602, pair=0.000, adv=5.340, sprd=0.016]
Ep 075/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:44,  1.96it/s, loss=0.602, pair=0.000, adv=5.340, sprd=0.016]
Ep 075/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:44,  1.96it/s, loss=0.606, pair=0.000, adv=6.275, sprd=0.020]
Ep 075/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:33,  2.06it/s, loss=0.606, pair=0.000, adv=6.275, sprd=0.020]
Ep 075/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:33,  2.06it/s, loss=0.661, pair=0.000, adv=6.525, sprd=0.028]
Ep 075/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:42,  1.97it/s, loss=0.661, pair=0.000, adv=6.525, sprd=0.028]
Ep 075/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:42,  1.97it/s, loss=0.658, pair=0.002, adv=5.782, sprd=0.025]
Ep 075/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:29,  2.08it/s, loss=0.658, pair=0.002, adv=5.782, sprd=0.025]
Ep 075/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:29,  2.08it/s, loss=0.656, pair=0.000, adv=5.663, sprd=0.024]
Ep 075/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:35,  2.02it/s, loss=0.656, pair=0.000, adv=5.663, sprd=0.024]
Ep 075/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:35,  2.02it/s, loss=0.624, pair=0.000, adv=4.537, sprd=0.015]
Ep 075/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.15it/s, loss=0.624, pair=0.000, adv=4.537, sprd=0.015]
Ep 075/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:21,  2.15it/s, loss=0.647, pair=0.000, adv=4.057, sprd=0.022]
Ep 075/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.647, pair=0.000, adv=4.057, sprd=0.022]
Ep 075/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:29,  2.07it/s, loss=0.637, pair=0.000, adv=5.444, sprd=0.022]
Ep 075/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:20,  2.16it/s, loss=0.637, pair=0.000, adv=5.444, sprd=0.022]
Ep 075/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:20,  2.16it/s, loss=0.639, pair=0.000, adv=5.830, sprd=0.021]
Ep 075/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.08it/s, loss=0.639, pair=0.000, adv=5.830, sprd=0.021]
Ep 075/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:27,  2.08it/s, loss=0.628, pair=0.000, adv=4.578, sprd=0.019]
Ep 075/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:17,  2.18it/s, loss=0.628, pair=0.000, adv=4.578, sprd=0.019]
Ep 075/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:17,  2.18it/s, loss=0.607, pair=0.000, adv=4.291, sprd=0.013]
Ep 075/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:23,  2.12it/s, loss=0.607, pair=0.000, adv=4.291, sprd=0.013]
Ep 075/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:23,  2.12it/s, loss=0.638, pair=0.000, adv=4.251, sprd=0.019]
Ep 075/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:13,  2.22it/s, loss=0.638, pair=0.000, adv=4.251, sprd=0.019]
Ep 075/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:13,  2.22it/s, loss=0.641, pair=0.000, adv=4.881, sprd=0.021]
Ep 075/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.07it/s, loss=0.641, pair=0.000, adv=4.881, sprd=0.021]
Ep 075/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:26,  2.07it/s, loss=0.646, pair=0.000, adv=5.200, sprd=0.023]
Ep 075/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:17,  2.16it/s, loss=0.646, pair=0.000, adv=5.200, sprd=0.023]
Ep 075/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:17,  2.16it/s, loss=0.630, pair=0.000, adv=5.175, sprd=0.022]
Ep 075/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.07it/s, loss=0.630, pair=0.000, adv=5.175, sprd=0.022]
Ep 075/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:26,  2.07it/s, loss=0.647, pair=0.000, adv=5.715, sprd=0.026]
Ep 075/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:18,  2.15it/s, loss=0.647, pair=0.000, adv=5.715, sprd=0.026]
Ep 075/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:18,  2.15it/s, loss=0.683, pair=0.000, adv=4.819, sprd=0.028]
Ep 075/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.683, pair=0.000, adv=4.819, sprd=0.028]
Ep 075/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:27,  2.04it/s, loss=0.629, pair=0.000, adv=5.346, sprd=0.020]
Ep 075/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:17,  2.14it/s, loss=0.629, pair=0.000, adv=5.346, sprd=0.020]
Ep 075/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:17,  2.14it/s, loss=0.661, pair=0.000, adv=4.431, sprd=0.021]
Ep 075/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.661, pair=0.000, adv=4.431, sprd=0.021]
Ep 075/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.648, pair=0.001, adv=3.508, sprd=0.021]
Ep 075/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:13,  2.18it/s, loss=0.648, pair=0.001, adv=3.508, sprd=0.021]
Ep 075/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:13,  2.18it/s, loss=0.627, pair=0.000, adv=4.051, sprd=0.017]
Ep 075/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.10it/s, loss=0.627, pair=0.000, adv=4.051, sprd=0.017]
Ep 075/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.10it/s, loss=0.582, pair=0.000, adv=3.391, sprd=0.014]
Ep 075/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:11,  2.19it/s, loss=0.582, pair=0.000, adv=3.391, sprd=0.014]
Ep 075/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:11,  2.19it/s, loss=0.653, pair=0.000, adv=4.511, sprd=0.024]
Ep 075/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.07it/s, loss=0.653, pair=0.000, adv=4.511, sprd=0.024]
Ep 075/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:22,  2.07it/s, loss=0.647, pair=0.000, adv=4.800, sprd=0.020]
Ep 075/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:11,  2.17it/s, loss=0.647, pair=0.000, adv=4.800, sprd=0.020]
Ep 075/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:11,  2.17it/s, loss=0.651, pair=0.001, adv=4.417, sprd=0.026]
Ep 075/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.05it/s, loss=0.651, pair=0.001, adv=4.417, sprd=0.026]
Ep 075/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:22,  2.05it/s, loss=0.659, pair=0.000, adv=6.160, sprd=0.025]
Ep 075/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:12,  2.16it/s, loss=0.659, pair=0.000, adv=6.160, sprd=0.025]
Ep 075/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:12,  2.16it/s, loss=0.609, pair=0.000, adv=5.103, sprd=0.018]
Ep 075/80 [S3:+sens]:   9%|▎  | 39/453 [00:18<03:19,  2.08it/s, loss=0.609, pair=0.000, adv=5.103, sprd=0.018]
Ep 075/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:19,  2.08it/s, loss=0.600, pair=0.000, adv=6.160, sprd=0.018]
Ep 075/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:11,  2.16it/s, loss=0.600, pair=0.000, adv=6.160, sprd=0.018]
Ep 075/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:11,  2.16it/s, loss=0.634, pair=0.000, adv=4.585, sprd=0.024]
Ep 075/80 [S3:+sens]:   9%|▎  | 41/453 [00:19<03:22,  2.04it/s, loss=0.634, pair=0.000, adv=4.585, sprd=0.024]
Ep 075/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:22,  2.04it/s, loss=0.610, pair=0.000, adv=4.694, sprd=0.014]
Ep 075/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:07,  2.19it/s, loss=0.610, pair=0.000, adv=4.694, sprd=0.014]
Ep 075/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:07,  2.19it/s, loss=0.677, pair=0.000, adv=5.076, sprd=0.032]
Ep 075/80 [S3:+sens]:   9%|▎  | 43/453 [00:20<03:29,  1.95it/s, loss=0.677, pair=0.000, adv=5.076, sprd=0.032]
Ep 075/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:29,  1.95it/s, loss=0.635, pair=0.000, adv=5.740, sprd=0.021]
Ep 075/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:16,  2.08it/s, loss=0.635, pair=0.000, adv=5.740, sprd=0.021]
Ep 075/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:16,  2.08it/s, loss=0.641, pair=0.000, adv=5.170, sprd=0.020]
Ep 075/80 [S3:+sens]:  10%|▎  | 45/453 [00:21<03:17,  2.06it/s, loss=0.641, pair=0.000, adv=5.170, sprd=0.020]
Ep 075/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:17,  2.06it/s, loss=0.681, pair=0.000, adv=5.730, sprd=0.024]
Ep 075/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.681, pair=0.000, adv=5.730, sprd=0.024]
Ep 075/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.636, pair=0.000, adv=5.239, sprd=0.021]
Ep 075/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:15,  2.08it/s, loss=0.636, pair=0.000, adv=5.239, sprd=0.021]
Ep 075/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:15,  2.08it/s, loss=0.650, pair=0.000, adv=5.312, sprd=0.024]
Ep 075/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:07,  2.16it/s, loss=0.650, pair=0.000, adv=5.312, sprd=0.024]
Ep 075/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:07,  2.16it/s, loss=0.602, pair=0.000, adv=3.525, sprd=0.014]
Ep 075/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:13,  2.08it/s, loss=0.602, pair=0.000, adv=3.525, sprd=0.014]
Ep 075/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:13,  2.08it/s, loss=0.627, pair=0.000, adv=4.700, sprd=0.018]
Ep 075/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:01,  2.22it/s, loss=0.627, pair=0.000, adv=4.700, sprd=0.018]
Ep 075/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:01,  2.22it/s, loss=0.643, pair=0.000, adv=5.853, sprd=0.021]
Ep 075/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:12,  2.09it/s, loss=0.643, pair=0.000, adv=5.853, sprd=0.021]
Ep 075/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:12,  2.09it/s, loss=0.609, pair=0.000, adv=4.340, sprd=0.015]
Ep 075/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:02,  2.20it/s, loss=0.609, pair=0.000, adv=4.340, sprd=0.015]
Ep 075/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:02,  2.20it/s, loss=0.658, pair=0.000, adv=4.889, sprd=0.021]
Ep 075/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:06,  2.14it/s, loss=0.658, pair=0.000, adv=4.889, sprd=0.021]
Ep 075/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:06,  2.14it/s, loss=0.630, pair=0.000, adv=5.146, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 54/453 [00:25<02:58,  2.23it/s, loss=0.630, pair=0.000, adv=5.146, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<02:58,  2.23it/s, loss=0.622, pair=0.000, adv=5.009, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:08,  2.12it/s, loss=0.622, pair=0.000, adv=5.009, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:08,  2.12it/s, loss=0.603, pair=0.000, adv=5.034, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 56/453 [00:26<03:01,  2.19it/s, loss=0.603, pair=0.000, adv=5.034, sprd=0.018]
Ep 075/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:01,  2.19it/s, loss=0.627, pair=0.000, adv=5.775, sprd=0.021]
Ep 075/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:12,  2.06it/s, loss=0.627, pair=0.000, adv=5.775, sprd=0.021]
Ep 075/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:12,  2.06it/s, loss=0.618, pair=0.000, adv=5.541, sprd=0.017]
Ep 075/80 [S3:+sens]:  13%|▍  | 58/453 [00:27<02:59,  2.20it/s, loss=0.618, pair=0.000, adv=5.541, sprd=0.017]
Ep 075/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<02:59,  2.20it/s, loss=0.625, pair=0.000, adv=5.177, sprd=0.020]
Ep 075/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:07,  2.10it/s, loss=0.625, pair=0.000, adv=5.177, sprd=0.020]
Ep 075/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:07,  2.10it/s, loss=0.650, pair=0.000, adv=4.420, sprd=0.024]
Ep 075/80 [S3:+sens]:  13%|▍  | 60/453 [00:28<03:01,  2.17it/s, loss=0.650, pair=0.000, adv=4.420, sprd=0.024]
Ep 075/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:01,  2.17it/s, loss=0.638, pair=0.000, adv=4.776, sprd=0.023]
Ep 075/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:11,  2.05it/s, loss=0.638, pair=0.000, adv=4.776, sprd=0.023]
Ep 075/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:11,  2.05it/s, loss=0.656, pair=0.000, adv=4.989, sprd=0.026]
Ep 075/80 [S3:+sens]:  14%|▍  | 62/453 [00:29<03:03,  2.14it/s, loss=0.656, pair=0.000, adv=4.989, sprd=0.026]
Ep 075/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:03,  2.14it/s, loss=0.624, pair=0.001, adv=3.761, sprd=0.018]
Ep 075/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.624, pair=0.001, adv=3.761, sprd=0.018]
Ep 075/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.640, pair=0.000, adv=4.900, sprd=0.021]
Ep 075/80 [S3:+sens]:  14%|▍  | 64/453 [00:30<02:59,  2.16it/s, loss=0.640, pair=0.000, adv=4.900, sprd=0.021]
Ep 075/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:59,  2.16it/s, loss=0.662, pair=0.000, adv=5.464, sprd=0.024]
Ep 075/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:05,  2.09it/s, loss=0.662, pair=0.000, adv=5.464, sprd=0.024]
Ep 075/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:05,  2.09it/s, loss=0.619, pair=0.000, adv=4.943, sprd=0.019]
Ep 075/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:56,  2.19it/s, loss=0.619, pair=0.000, adv=4.943, sprd=0.019]
Ep 075/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:56,  2.19it/s, loss=0.665, pair=0.000, adv=5.299, sprd=0.027]
Ep 075/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:14,  1.98it/s, loss=0.665, pair=0.000, adv=5.299, sprd=0.027]
Ep 075/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:14,  1.98it/s, loss=0.628, pair=0.000, adv=4.048, sprd=0.024]
Ep 075/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<03:06,  2.06it/s, loss=0.628, pair=0.000, adv=4.048, sprd=0.024]
Ep 075/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:06,  2.06it/s, loss=0.575, pair=0.000, adv=4.153, sprd=0.010]
Ep 075/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:10,  2.02it/s, loss=0.575, pair=0.000, adv=4.153, sprd=0.010]
Ep 075/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:10,  2.02it/s, loss=0.592, pair=0.000, adv=4.757, sprd=0.017]
Ep 075/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<03:01,  2.11it/s, loss=0.592, pair=0.000, adv=4.757, sprd=0.017]
Ep 075/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:01,  2.11it/s, loss=0.704, pair=0.000, adv=4.505, sprd=0.026]
Ep 075/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:09,  2.02it/s, loss=0.704, pair=0.000, adv=4.505, sprd=0.026]
Ep 075/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:09,  2.02it/s, loss=0.645, pair=0.000, adv=4.463, sprd=0.021]
Ep 075/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:58,  2.13it/s, loss=0.645, pair=0.000, adv=4.463, sprd=0.021]
Ep 075/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:58,  2.13it/s, loss=0.637, pair=0.000, adv=5.226, sprd=0.020]
Ep 075/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.637, pair=0.000, adv=5.226, sprd=0.020]
Ep 075/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.632, pair=0.000, adv=3.970, sprd=0.019]
Ep 075/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:55,  2.16it/s, loss=0.632, pair=0.000, adv=3.970, sprd=0.019]
Ep 075/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:55,  2.16it/s, loss=0.634, pair=0.000, adv=4.444, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.08it/s, loss=0.634, pair=0.000, adv=4.444, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.08it/s, loss=0.635, pair=0.000, adv=5.258, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:49,  2.22it/s, loss=0.635, pair=0.000, adv=5.258, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:49,  2.22it/s, loss=0.607, pair=0.000, adv=3.551, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▌  | 77/453 [00:36<03:02,  2.06it/s, loss=0.607, pair=0.000, adv=3.551, sprd=0.018]
Ep 075/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.662, pair=0.000, adv=5.326, sprd=0.028]
Ep 075/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:56,  2.12it/s, loss=0.662, pair=0.000, adv=5.326, sprd=0.028]
Ep 075/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:56,  2.12it/s, loss=0.645, pair=0.000, adv=4.872, sprd=0.021]
Ep 075/80 [S3:+sens]:  17%|▌  | 79/453 [00:37<03:06,  2.00it/s, loss=0.645, pair=0.000, adv=4.872, sprd=0.021]
Ep 075/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:06,  2.00it/s, loss=0.675, pair=0.001, adv=4.389, sprd=0.030]
Ep 075/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:59,  2.08it/s, loss=0.675, pair=0.001, adv=4.389, sprd=0.030]
Ep 075/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:59,  2.08it/s, loss=0.634, pair=0.001, adv=4.915, sprd=0.016]
Ep 075/80 [S3:+sens]:  18%|▌  | 81/453 [00:38<02:58,  2.09it/s, loss=0.634, pair=0.001, adv=4.915, sprd=0.016]
Ep 075/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:58,  2.09it/s, loss=0.595, pair=0.000, adv=3.693, sprd=0.013]
Ep 075/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:46,  2.23it/s, loss=0.595, pair=0.000, adv=3.693, sprd=0.013]
Ep 075/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:46,  2.23it/s, loss=0.637, pair=0.000, adv=5.429, sprd=0.024]
Ep 075/80 [S3:+sens]:  18%|▌  | 83/453 [00:39<02:57,  2.08it/s, loss=0.637, pair=0.000, adv=5.429, sprd=0.024]
Ep 075/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.08it/s, loss=0.650, pair=0.000, adv=6.592, sprd=0.026]
Ep 075/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:50,  2.16it/s, loss=0.650, pair=0.000, adv=6.592, sprd=0.026]
Ep 075/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:50,  2.16it/s, loss=0.615, pair=0.000, adv=4.667, sprd=0.015]
Ep 075/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<02:55,  2.09it/s, loss=0.615, pair=0.000, adv=4.667, sprd=0.015]
Ep 075/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:55,  2.09it/s, loss=0.633, pair=0.001, adv=5.408, sprd=0.021]
Ep 075/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:48,  2.18it/s, loss=0.633, pair=0.001, adv=5.408, sprd=0.021]
Ep 075/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:48,  2.18it/s, loss=0.650, pair=0.002, adv=4.721, sprd=0.022]
Ep 075/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:56,  2.07it/s, loss=0.650, pair=0.002, adv=4.721, sprd=0.022]
Ep 075/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:56,  2.07it/s, loss=0.668, pair=0.002, adv=3.987, sprd=0.025]
Ep 075/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.15it/s, loss=0.668, pair=0.002, adv=3.987, sprd=0.025]
Ep 075/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:49,  2.15it/s, loss=0.644, pair=0.000, adv=4.901, sprd=0.023]
Ep 075/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:57,  2.05it/s, loss=0.644, pair=0.000, adv=4.901, sprd=0.023]
Ep 075/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:57,  2.05it/s, loss=0.597, pair=0.000, adv=4.241, sprd=0.017]
Ep 075/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.597, pair=0.000, adv=4.241, sprd=0.017]
Ep 075/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:50,  2.13it/s, loss=0.696, pair=0.000, adv=5.332, sprd=0.021]
Ep 075/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:54,  2.07it/s, loss=0.696, pair=0.000, adv=5.332, sprd=0.021]
Ep 075/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:54,  2.07it/s, loss=0.638, pair=0.000, adv=5.660, sprd=0.022]
Ep 075/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.638, pair=0.000, adv=5.660, sprd=0.022]
Ep 075/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:46,  2.17it/s, loss=0.654, pair=0.001, adv=4.702, sprd=0.028]
Ep 075/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:56,  2.04it/s, loss=0.654, pair=0.001, adv=4.702, sprd=0.028]
Ep 075/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:56,  2.04it/s, loss=0.602, pair=0.000, adv=4.055, sprd=0.015]
Ep 075/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.602, pair=0.000, adv=4.055, sprd=0.015]
Ep 075/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:47,  2.14it/s, loss=0.630, pair=0.000, adv=4.595, sprd=0.019]
Ep 075/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<03:04,  1.94it/s, loss=0.630, pair=0.000, adv=4.595, sprd=0.019]
Ep 075/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<03:04,  1.94it/s, loss=0.618, pair=0.000, adv=4.321, sprd=0.021]
Ep 075/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:54,  2.05it/s, loss=0.618, pair=0.000, adv=4.321, sprd=0.021]
Ep 075/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:54,  2.05it/s, loss=0.642, pair=0.000, adv=4.672, sprd=0.021]
Ep 075/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:58,  2.00it/s, loss=0.642, pair=0.000, adv=4.672, sprd=0.021]
Ep 075/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:58,  2.00it/s, loss=0.594, pair=0.000, adv=4.372, sprd=0.016]
Ep 075/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:49,  2.10it/s, loss=0.594, pair=0.000, adv=4.372, sprd=0.016]
Ep 075/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:49,  2.10it/s, loss=0.633, pair=0.002, adv=4.963, sprd=0.020]
Ep 075/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.633, pair=0.002, adv=4.963, sprd=0.020]
Ep 075/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:53,  2.04it/s, loss=0.625, pair=0.000, adv=5.497, sprd=0.020]
Ep 075/80 [S3:+sens]:  22%|▍ | 100/453 [00:47<02:44,  2.14it/s, loss=0.625, pair=0.000, adv=5.497, sprd=0.020]
Ep 075/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:44,  2.14it/s, loss=0.691, pair=0.000, adv=4.824, sprd=0.028]
Ep 075/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:51,  2.05it/s, loss=0.691, pair=0.000, adv=4.824, sprd=0.028]
Ep 075/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:51,  2.05it/s, loss=0.654, pair=0.000, adv=4.781, sprd=0.029]
Ep 075/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:45,  2.12it/s, loss=0.654, pair=0.000, adv=4.781, sprd=0.029]
Ep 075/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:45,  2.12it/s, loss=0.686, pair=0.003, adv=5.596, sprd=0.018]
Ep 075/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:46,  2.10it/s, loss=0.686, pair=0.003, adv=5.596, sprd=0.018]
Ep 075/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:46,  2.10it/s, loss=0.726, pair=0.141, adv=5.422, sprd=0.031]
Ep 075/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:41,  2.15it/s, loss=0.726, pair=0.141, adv=5.422, sprd=0.031]
Ep 075/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:41,  2.15it/s, loss=0.633, pair=0.000, adv=4.302, sprd=0.017]
Ep 075/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:46,  2.09it/s, loss=0.633, pair=0.000, adv=4.302, sprd=0.017]
Ep 075/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:46,  2.09it/s, loss=0.644, pair=0.000, adv=5.418, sprd=0.025]
Ep 075/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:40,  2.16it/s, loss=0.644, pair=0.000, adv=5.418, sprd=0.025]
Ep 075/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:40,  2.16it/s, loss=0.639, pair=0.000, adv=4.754, sprd=0.021]
Ep 075/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:48,  2.05it/s, loss=0.639, pair=0.000, adv=4.754, sprd=0.021]
Ep 075/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:48,  2.05it/s, loss=0.629, pair=0.000, adv=4.566, sprd=0.018]
Ep 075/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:36,  2.21it/s, loss=0.629, pair=0.000, adv=4.566, sprd=0.018]
Ep 075/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:36,  2.21it/s, loss=0.628, pair=0.000, adv=5.077, sprd=0.023]
Ep 075/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:45,  2.08it/s, loss=0.628, pair=0.000, adv=5.077, sprd=0.023]
Ep 075/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:45,  2.08it/s, loss=0.630, pair=0.000, adv=3.930, sprd=0.018]
Ep 075/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:38,  2.17it/s, loss=0.630, pair=0.000, adv=3.930, sprd=0.018]
Ep 075/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:38,  2.17it/s, loss=0.652, pair=0.000, adv=5.290, sprd=0.025]
Ep 075/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.06it/s, loss=0.652, pair=0.000, adv=5.290, sprd=0.025]
Ep 075/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:45,  2.06it/s, loss=0.691, pair=0.002, adv=4.937, sprd=0.024]
Ep 075/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:34,  2.20it/s, loss=0.691, pair=0.002, adv=4.937, sprd=0.024]
Ep 075/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:34,  2.20it/s, loss=0.648, pair=0.000, adv=5.203, sprd=0.029]
Ep 075/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:46,  2.04it/s, loss=0.648, pair=0.000, adv=5.203, sprd=0.029]
Ep 075/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:46,  2.04it/s, loss=0.624, pair=0.000, adv=4.277, sprd=0.019]
Ep 075/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:37,  2.16it/s, loss=0.624, pair=0.000, adv=4.277, sprd=0.019]
Ep 075/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:37,  2.16it/s, loss=0.640, pair=0.000, adv=4.717, sprd=0.021]
Ep 075/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:46,  2.03it/s, loss=0.640, pair=0.000, adv=4.717, sprd=0.021]
Ep 075/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:46,  2.03it/s, loss=0.640, pair=0.000, adv=3.789, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:38,  2.12it/s, loss=0.640, pair=0.000, adv=3.789, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:38,  2.12it/s, loss=0.658, pair=0.000, adv=5.458, sprd=0.022]
Ep 075/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.658, pair=0.000, adv=5.458, sprd=0.022]
Ep 075/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.624, pair=0.000, adv=4.467, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:36,  2.15it/s, loss=0.624, pair=0.000, adv=4.467, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:36,  2.15it/s, loss=0.647, pair=0.000, adv=4.127, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.06it/s, loss=0.647, pair=0.000, adv=4.127, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:42,  2.06it/s, loss=0.636, pair=0.000, adv=5.327, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:34,  2.15it/s, loss=0.636, pair=0.000, adv=5.327, sprd=0.021]
Ep 075/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:34,  2.15it/s, loss=0.671, pair=0.000, adv=3.479, sprd=0.027]
Ep 075/80 [S3:+sens]:  27%|▌ | 121/453 [00:57<02:45,  2.01it/s, loss=0.671, pair=0.000, adv=3.479, sprd=0.027]
Ep 075/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:45,  2.01it/s, loss=0.622, pair=0.002, adv=4.686, sprd=0.015]
Ep 075/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:34,  2.15it/s, loss=0.622, pair=0.002, adv=4.686, sprd=0.015]
Ep 075/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:34,  2.15it/s, loss=0.652, pair=0.000, adv=4.389, sprd=0.024]
Ep 075/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:50,  1.94it/s, loss=0.652, pair=0.000, adv=4.389, sprd=0.024]
Ep 075/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:50,  1.94it/s, loss=0.626, pair=0.000, adv=4.659, sprd=0.019]
Ep 075/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:38,  2.07it/s, loss=0.626, pair=0.000, adv=4.659, sprd=0.019]
Ep 075/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:38,  2.07it/s, loss=0.621, pair=0.000, adv=4.844, sprd=0.018]
Ep 075/80 [S3:+sens]:  28%|▌ | 125/453 [00:59<02:42,  2.01it/s, loss=0.621, pair=0.000, adv=4.844, sprd=0.018]
Ep 075/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:42,  2.01it/s, loss=0.654, pair=0.000, adv=4.859, sprd=0.021]
Ep 075/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:33,  2.13it/s, loss=0.654, pair=0.000, adv=4.859, sprd=0.021]
Ep 075/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:33,  2.13it/s, loss=0.740, pair=0.000, adv=4.486, sprd=0.029]
Ep 075/80 [S3:+sens]:  28%|▌ | 127/453 [01:00<02:38,  2.05it/s, loss=0.740, pair=0.000, adv=4.486, sprd=0.029]
Ep 075/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:38,  2.05it/s, loss=0.638, pair=0.000, adv=5.090, sprd=0.022]
Ep 075/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.15it/s, loss=0.638, pair=0.000, adv=5.090, sprd=0.022]
Ep 075/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:31,  2.15it/s, loss=0.685, pair=0.000, adv=5.040, sprd=0.019]
Ep 075/80 [S3:+sens]:  28%|▌ | 129/453 [01:01<02:36,  2.07it/s, loss=0.685, pair=0.000, adv=5.040, sprd=0.019]
Ep 075/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:36,  2.07it/s, loss=0.615, pair=0.001, adv=4.820, sprd=0.018]
Ep 075/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.15it/s, loss=0.615, pair=0.001, adv=4.820, sprd=0.018]
Ep 075/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.15it/s, loss=0.642, pair=0.000, adv=5.258, sprd=0.026]
Ep 075/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:37,  2.05it/s, loss=0.642, pair=0.000, adv=5.258, sprd=0.026]
Ep 075/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:37,  2.05it/s, loss=0.605, pair=0.006, adv=3.592, sprd=0.012]
Ep 075/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:25,  2.21it/s, loss=0.605, pair=0.006, adv=3.592, sprd=0.012]
Ep 075/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:25,  2.21it/s, loss=0.658, pair=0.000, adv=4.396, sprd=0.024]
Ep 075/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:33,  2.08it/s, loss=0.658, pair=0.000, adv=4.396, sprd=0.024]
Ep 075/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:33,  2.08it/s, loss=0.591, pair=0.000, adv=4.184, sprd=0.017]
Ep 075/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:28,  2.15it/s, loss=0.591, pair=0.000, adv=4.184, sprd=0.017]
Ep 075/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:28,  2.15it/s, loss=0.630, pair=0.000, adv=5.320, sprd=0.016]
Ep 075/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:30,  2.11it/s, loss=0.630, pair=0.000, adv=5.320, sprd=0.016]
Ep 075/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:30,  2.11it/s, loss=0.640, pair=0.000, adv=4.628, sprd=0.021]
Ep 075/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:24,  2.19it/s, loss=0.640, pair=0.000, adv=4.628, sprd=0.021]
Ep 075/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:24,  2.19it/s, loss=0.637, pair=0.000, adv=5.395, sprd=0.024]
Ep 075/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=0.637, pair=0.000, adv=5.395, sprd=0.024]
Ep 075/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=0.577, pair=0.000, adv=3.577, sprd=0.011]
Ep 075/80 [S3:+sens]:  30%|▌ | 138/453 [01:05<02:22,  2.21it/s, loss=0.577, pair=0.000, adv=3.577, sprd=0.011]
Ep 075/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:22,  2.21it/s, loss=0.633, pair=0.000, adv=4.965, sprd=0.023]
Ep 075/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.09it/s, loss=0.633, pair=0.000, adv=4.965, sprd=0.023]
Ep 075/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.09it/s, loss=0.673, pair=0.000, adv=4.896, sprd=0.029]
Ep 075/80 [S3:+sens]:  31%|▌ | 140/453 [01:06<02:24,  2.17it/s, loss=0.673, pair=0.000, adv=4.896, sprd=0.029]
Ep 075/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:24,  2.17it/s, loss=0.625, pair=0.000, adv=4.709, sprd=0.017]
Ep 075/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.11it/s, loss=0.625, pair=0.000, adv=4.709, sprd=0.017]
Ep 075/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:27,  2.11it/s, loss=0.630, pair=0.000, adv=4.167, sprd=0.019]
Ep 075/80 [S3:+sens]:  31%|▋ | 142/453 [01:07<02:20,  2.21it/s, loss=0.630, pair=0.000, adv=4.167, sprd=0.019]
Ep 075/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:20,  2.21it/s, loss=0.638, pair=0.000, adv=5.191, sprd=0.021]
Ep 075/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:25,  2.13it/s, loss=0.638, pair=0.000, adv=5.191, sprd=0.021]
Ep 075/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:25,  2.13it/s, loss=0.604, pair=0.000, adv=3.733, sprd=0.015]
Ep 075/80 [S3:+sens]:  32%|▋ | 144/453 [01:08<02:18,  2.23it/s, loss=0.604, pair=0.000, adv=3.733, sprd=0.015]
Ep 075/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:18,  2.23it/s, loss=0.671, pair=0.003, adv=5.283, sprd=0.028]
Ep 075/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:25,  2.11it/s, loss=0.671, pair=0.003, adv=5.283, sprd=0.028]
Ep 075/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:25,  2.11it/s, loss=0.662, pair=0.001, adv=4.870, sprd=0.026]
Ep 075/80 [S3:+sens]:  32%|▋ | 146/453 [01:09<02:20,  2.19it/s, loss=0.662, pair=0.001, adv=4.870, sprd=0.026]
Ep 075/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:20,  2.19it/s, loss=0.607, pair=0.000, adv=4.180, sprd=0.016]
Ep 075/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.09it/s, loss=0.607, pair=0.000, adv=4.180, sprd=0.016]
Ep 075/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:26,  2.09it/s, loss=0.598, pair=0.000, adv=5.144, sprd=0.017]
Ep 075/80 [S3:+sens]:  33%|▋ | 148/453 [01:10<02:20,  2.17it/s, loss=0.598, pair=0.000, adv=5.144, sprd=0.017]
Ep 075/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.17it/s, loss=0.567, pair=0.001, adv=3.270, sprd=0.013]
Ep 075/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.07it/s, loss=0.567, pair=0.001, adv=3.270, sprd=0.013]
Ep 075/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:26,  2.07it/s, loss=0.583, pair=0.000, adv=4.151, sprd=0.012]
Ep 075/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:18,  2.18it/s, loss=0.583, pair=0.000, adv=4.151, sprd=0.012]
Ep 075/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:18,  2.18it/s, loss=0.631, pair=0.000, adv=5.976, sprd=0.022]
Ep 075/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.07it/s, loss=0.631, pair=0.000, adv=5.976, sprd=0.022]
Ep 075/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:25,  2.07it/s, loss=0.629, pair=0.000, adv=3.852, sprd=0.019]
Ep 075/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:19,  2.16it/s, loss=0.629, pair=0.000, adv=3.852, sprd=0.019]
Ep 075/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:19,  2.16it/s, loss=0.632, pair=0.001, adv=3.800, sprd=0.019]
Ep 075/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:33,  1.95it/s, loss=0.632, pair=0.001, adv=3.800, sprd=0.019]
Ep 075/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:33,  1.95it/s, loss=0.658, pair=0.000, adv=4.542, sprd=0.028]
Ep 075/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:26,  2.05it/s, loss=0.658, pair=0.000, adv=4.542, sprd=0.028]
Ep 075/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:26,  2.05it/s, loss=0.646, pair=0.000, adv=4.518, sprd=0.022]
Ep 075/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:31,  1.97it/s, loss=0.646, pair=0.000, adv=4.518, sprd=0.022]
Ep 075/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:31,  1.97it/s, loss=0.635, pair=0.000, adv=4.275, sprd=0.020]
Ep 075/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:22,  2.09it/s, loss=0.635, pair=0.000, adv=4.275, sprd=0.020]
Ep 075/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:22,  2.09it/s, loss=0.726, pair=0.003, adv=5.813, sprd=0.041]
Ep 075/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:31,  1.95it/s, loss=0.726, pair=0.003, adv=5.813, sprd=0.041]
Ep 075/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:31,  1.95it/s, loss=0.608, pair=0.000, adv=4.737, sprd=0.015]
Ep 075/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:21,  2.09it/s, loss=0.608, pair=0.000, adv=4.737, sprd=0.015]
Ep 075/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:21,  2.09it/s, loss=0.650, pair=0.000, adv=5.254, sprd=0.021]
Ep 075/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.650, pair=0.000, adv=5.254, sprd=0.021]
Ep 075/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.05it/s, loss=0.637, pair=0.000, adv=4.998, sprd=0.018]
Ep 075/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:14,  2.18it/s, loss=0.637, pair=0.000, adv=4.998, sprd=0.018]
Ep 075/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:14,  2.18it/s, loss=0.641, pair=0.000, adv=4.558, sprd=0.017]
Ep 075/80 [S3:+sens]:  36%|▋ | 161/453 [01:16<02:19,  2.10it/s, loss=0.641, pair=0.000, adv=4.558, sprd=0.017]
Ep 075/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:19,  2.10it/s, loss=0.604, pair=0.000, adv=4.274, sprd=0.015]
Ep 075/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.604, pair=0.000, adv=4.274, sprd=0.015]
Ep 075/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:11,  2.21it/s, loss=0.621, pair=0.000, adv=4.719, sprd=0.016]
Ep 075/80 [S3:+sens]:  36%|▋ | 163/453 [01:17<02:17,  2.11it/s, loss=0.621, pair=0.000, adv=4.719, sprd=0.016]
Ep 075/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:17,  2.11it/s, loss=0.653, pair=0.000, adv=4.577, sprd=0.021]
Ep 075/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:10,  2.21it/s, loss=0.653, pair=0.000, adv=4.577, sprd=0.021]
Ep 075/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:10,  2.21it/s, loss=0.673, pair=0.000, adv=3.828, sprd=0.026]
Ep 075/80 [S3:+sens]:  36%|▋ | 165/453 [01:18<02:17,  2.09it/s, loss=0.673, pair=0.000, adv=3.828, sprd=0.026]
Ep 075/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:17,  2.09it/s, loss=0.670, pair=0.000, adv=4.863, sprd=0.025]
Ep 075/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.17it/s, loss=0.670, pair=0.000, adv=4.863, sprd=0.025]
Ep 075/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:12,  2.17it/s, loss=0.615, pair=0.000, adv=5.122, sprd=0.017]
Ep 075/80 [S3:+sens]:  37%|▋ | 167/453 [01:19<02:15,  2.12it/s, loss=0.615, pair=0.000, adv=5.122, sprd=0.017]
Ep 075/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:15,  2.12it/s, loss=0.613, pair=0.000, adv=3.768, sprd=0.016]
Ep 075/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:05,  2.27it/s, loss=0.613, pair=0.000, adv=3.768, sprd=0.016]
Ep 075/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:05,  2.27it/s, loss=0.614, pair=0.000, adv=3.668, sprd=0.019]
Ep 075/80 [S3:+sens]:  37%|▋ | 169/453 [01:20<02:13,  2.12it/s, loss=0.614, pair=0.000, adv=3.668, sprd=0.019]
Ep 075/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:13,  2.12it/s, loss=0.688, pair=0.000, adv=5.048, sprd=0.030]
Ep 075/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:09,  2.19it/s, loss=0.688, pair=0.000, adv=5.048, sprd=0.030]
Ep 075/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:09,  2.19it/s, loss=0.652, pair=0.000, adv=5.064, sprd=0.022]
Ep 075/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:13,  2.11it/s, loss=0.652, pair=0.000, adv=5.064, sprd=0.022]
Ep 075/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:13,  2.11it/s, loss=0.654, pair=0.000, adv=5.491, sprd=0.024]
Ep 075/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:08,  2.19it/s, loss=0.654, pair=0.000, adv=5.491, sprd=0.024]
Ep 075/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:08,  2.19it/s, loss=0.596, pair=0.003, adv=5.128, sprd=0.015]
Ep 075/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:13,  2.09it/s, loss=0.596, pair=0.003, adv=5.128, sprd=0.015]
Ep 075/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:13,  2.09it/s, loss=0.649, pair=0.000, adv=5.907, sprd=0.022]
Ep 075/80 [S3:+sens]:  38%|▊ | 174/453 [01:22<02:07,  2.19it/s, loss=0.649, pair=0.000, adv=5.907, sprd=0.022]
Ep 075/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:07,  2.19it/s, loss=0.637, pair=0.000, adv=4.190, sprd=0.026]
Ep 075/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:15,  2.06it/s, loss=0.637, pair=0.000, adv=4.190, sprd=0.026]
Ep 075/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:15,  2.06it/s, loss=0.654, pair=0.000, adv=4.816, sprd=0.026]
Ep 075/80 [S3:+sens]:  39%|▊ | 176/453 [01:23<02:10,  2.13it/s, loss=0.654, pair=0.000, adv=4.816, sprd=0.026]
Ep 075/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:10,  2.13it/s, loss=0.617, pair=0.000, adv=4.754, sprd=0.018]
Ep 075/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:22,  1.93it/s, loss=0.617, pair=0.000, adv=4.754, sprd=0.018]
Ep 075/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:22,  1.93it/s, loss=0.651, pair=0.000, adv=4.362, sprd=0.019]
Ep 075/80 [S3:+sens]:  39%|▊ | 178/453 [01:24<02:11,  2.09it/s, loss=0.651, pair=0.000, adv=4.362, sprd=0.019]
Ep 075/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:11,  2.09it/s, loss=0.694, pair=0.000, adv=6.079, sprd=0.023]
Ep 075/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:16,  2.01it/s, loss=0.694, pair=0.000, adv=6.079, sprd=0.023]
Ep 075/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:16,  2.01it/s, loss=0.636, pair=0.001, adv=5.421, sprd=0.019]
Ep 075/80 [S3:+sens]:  40%|▊ | 180/453 [01:25<02:07,  2.14it/s, loss=0.636, pair=0.001, adv=5.421, sprd=0.019]
Ep 075/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:07,  2.14it/s, loss=0.645, pair=0.000, adv=5.368, sprd=0.020]
Ep 075/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.09it/s, loss=0.645, pair=0.000, adv=5.368, sprd=0.020]
Ep 075/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.09it/s, loss=0.674, pair=0.000, adv=4.827, sprd=0.028]
Ep 075/80 [S3:+sens]:  40%|▊ | 182/453 [01:26<02:04,  2.17it/s, loss=0.674, pair=0.000, adv=4.827, sprd=0.028]
Ep 075/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:04,  2.17it/s, loss=0.729, pair=0.000, adv=5.339, sprd=0.030]
Ep 075/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:11,  2.05it/s, loss=0.729, pair=0.000, adv=5.339, sprd=0.030]
Ep 075/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:11,  2.05it/s, loss=0.605, pair=0.000, adv=4.615, sprd=0.017]
Ep 075/80 [S3:+sens]:  41%|▊ | 184/453 [01:27<02:04,  2.16it/s, loss=0.605, pair=0.000, adv=4.615, sprd=0.017]
Ep 075/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:04,  2.16it/s, loss=0.632, pair=0.001, adv=5.297, sprd=0.021]
Ep 075/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:10,  2.06it/s, loss=0.632, pair=0.001, adv=5.297, sprd=0.021]
Ep 075/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:10,  2.06it/s, loss=0.676, pair=0.000, adv=4.712, sprd=0.029]
Ep 075/80 [S3:+sens]:  41%|▊ | 186/453 [01:28<02:04,  2.15it/s, loss=0.676, pair=0.000, adv=4.712, sprd=0.029]
Ep 075/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:04,  2.15it/s, loss=0.654, pair=0.000, adv=4.896, sprd=0.025]
Ep 075/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.05it/s, loss=0.654, pair=0.000, adv=4.896, sprd=0.025]
Ep 075/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:09,  2.05it/s, loss=0.618, pair=0.000, adv=5.836, sprd=0.021]
Ep 075/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<02:05,  2.11it/s, loss=0.618, pair=0.000, adv=5.836, sprd=0.021]
Ep 075/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:05,  2.11it/s, loss=0.671, pair=0.002, adv=4.300, sprd=0.031]
Ep 075/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:12,  1.99it/s, loss=0.671, pair=0.002, adv=4.300, sprd=0.031]
Ep 075/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:12,  1.99it/s, loss=0.619, pair=0.000, adv=4.787, sprd=0.020]
Ep 075/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<02:05,  2.10it/s, loss=0.619, pair=0.000, adv=4.787, sprd=0.020]
Ep 075/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:05,  2.10it/s, loss=0.605, pair=0.000, adv=4.004, sprd=0.016]
Ep 075/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.605, pair=0.000, adv=4.004, sprd=0.016]
Ep 075/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.658, pair=0.000, adv=3.991, sprd=0.024]
Ep 075/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:00,  2.16it/s, loss=0.658, pair=0.000, adv=3.991, sprd=0.024]
Ep 075/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:00,  2.16it/s, loss=2.195, pair=4.355, adv=6.945, sprd=0.031]
Ep 075/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:07,  2.04it/s, loss=2.195, pair=4.355, adv=6.945, sprd=0.031]
Ep 075/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:07,  2.04it/s, loss=0.617, pair=0.000, adv=4.564, sprd=0.017]
Ep 075/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:00,  2.15it/s, loss=0.617, pair=0.000, adv=4.564, sprd=0.017]
Ep 075/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:00,  2.15it/s, loss=0.638, pair=0.000, adv=5.213, sprd=0.019]
Ep 075/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.638, pair=0.000, adv=5.213, sprd=0.019]
Ep 075/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:03,  2.09it/s, loss=0.637, pair=0.000, adv=4.392, sprd=0.019]
Ep 075/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<01:56,  2.20it/s, loss=0.637, pair=0.000, adv=4.392, sprd=0.019]
Ep 075/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:56,  2.20it/s, loss=0.636, pair=0.000, adv=5.062, sprd=0.022]
Ep 075/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.636, pair=0.000, adv=5.062, sprd=0.022]
Ep 075/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.646, pair=0.000, adv=5.697, sprd=0.021]
Ep 075/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:57,  2.17it/s, loss=0.646, pair=0.000, adv=5.697, sprd=0.021]
Ep 075/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<01:57,  2.17it/s, loss=0.753, pair=0.001, adv=4.924, sprd=0.035]
Ep 075/80 [S3:+sens]:  44%|▉ | 199/453 [01:34<02:03,  2.06it/s, loss=0.753, pair=0.001, adv=4.924, sprd=0.035]
Ep 075/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.654, pair=0.000, adv=5.364, sprd=0.025]
Ep 075/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.654, pair=0.000, adv=5.364, sprd=0.025]
Ep 075/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:58,  2.14it/s, loss=0.666, pair=0.000, adv=4.626, sprd=0.022]
Ep 075/80 [S3:+sens]:  44%|▉ | 201/453 [01:35<02:00,  2.08it/s, loss=0.666, pair=0.000, adv=4.626, sprd=0.022]
Ep 075/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.08it/s, loss=0.596, pair=0.000, adv=5.442, sprd=0.017]
Ep 075/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.17it/s, loss=0.596, pair=0.000, adv=5.442, sprd=0.017]
Ep 075/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.17it/s, loss=0.656, pair=0.000, adv=5.307, sprd=0.026]
Ep 075/80 [S3:+sens]:  45%|▉ | 203/453 [01:36<02:01,  2.06it/s, loss=0.656, pair=0.000, adv=5.307, sprd=0.026]
Ep 075/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:01,  2.06it/s, loss=0.629, pair=0.000, adv=5.337, sprd=0.022]
Ep 075/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.629, pair=0.000, adv=5.337, sprd=0.022]
Ep 075/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:56,  2.14it/s, loss=0.648, pair=0.000, adv=5.603, sprd=0.023]
Ep 075/80 [S3:+sens]:  45%|▉ | 205/453 [01:37<02:08,  1.93it/s, loss=0.648, pair=0.000, adv=5.603, sprd=0.023]
Ep 075/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:08,  1.93it/s, loss=0.638, pair=0.001, adv=4.958, sprd=0.024]
Ep 075/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<02:01,  2.04it/s, loss=0.638, pair=0.001, adv=4.958, sprd=0.024]
Ep 075/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<02:01,  2.04it/s, loss=0.650, pair=0.000, adv=4.980, sprd=0.020]
Ep 075/80 [S3:+sens]:  46%|▉ | 207/453 [01:38<02:04,  1.98it/s, loss=0.650, pair=0.000, adv=4.980, sprd=0.020]
Ep 075/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:04,  1.98it/s, loss=0.628, pair=0.000, adv=4.389, sprd=0.018]
Ep 075/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.628, pair=0.000, adv=4.389, sprd=0.018]
Ep 075/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.640, pair=0.003, adv=4.788, sprd=0.022]
Ep 075/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<02:01,  2.01it/s, loss=0.640, pair=0.003, adv=4.788, sprd=0.022]
Ep 075/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<02:01,  2.01it/s, loss=0.660, pair=0.000, adv=5.748, sprd=0.028]
Ep 075/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:56,  2.09it/s, loss=0.660, pair=0.000, adv=5.748, sprd=0.028]
Ep 075/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:56,  2.09it/s, loss=0.629, pair=0.001, adv=3.968, sprd=0.013]
Ep 075/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:56,  2.07it/s, loss=0.629, pair=0.001, adv=3.968, sprd=0.013]
Ep 075/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:56,  2.07it/s, loss=0.641, pair=0.001, adv=3.752, sprd=0.023]
Ep 075/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.14it/s, loss=0.641, pair=0.001, adv=3.752, sprd=0.023]
Ep 075/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.14it/s, loss=0.622, pair=0.000, adv=4.478, sprd=0.018]
Ep 075/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:57,  2.04it/s, loss=0.622, pair=0.000, adv=4.478, sprd=0.018]
Ep 075/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.04it/s, loss=0.642, pair=0.000, adv=4.376, sprd=0.023]
Ep 075/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.642, pair=0.000, adv=4.376, sprd=0.023]
Ep 075/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:51,  2.14it/s, loss=0.660, pair=0.001, adv=5.319, sprd=0.026]
Ep 075/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:56,  2.04it/s, loss=0.660, pair=0.001, adv=5.319, sprd=0.026]
Ep 075/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.637, pair=0.002, adv=3.797, sprd=0.026]
Ep 075/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.10it/s, loss=0.637, pair=0.002, adv=3.797, sprd=0.026]
Ep 075/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:52,  2.10it/s, loss=1.384, pair=2.062, adv=6.146, sprd=0.027]
Ep 075/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:55,  2.05it/s, loss=1.384, pair=2.062, adv=6.146, sprd=0.027]
Ep 075/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:55,  2.05it/s, loss=0.666, pair=0.001, adv=5.343, sprd=0.028]
Ep 075/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:50,  2.13it/s, loss=0.666, pair=0.001, adv=5.343, sprd=0.028]
Ep 075/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:50,  2.13it/s, loss=0.641, pair=0.000, adv=5.385, sprd=0.021]
Ep 075/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:53,  2.06it/s, loss=0.641, pair=0.000, adv=5.385, sprd=0.021]
Ep 075/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.06it/s, loss=0.636, pair=0.003, adv=4.675, sprd=0.020]
Ep 075/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.18it/s, loss=0.636, pair=0.003, adv=4.675, sprd=0.020]
Ep 075/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.18it/s, loss=0.666, pair=0.007, adv=4.212, sprd=0.025]
Ep 075/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.666, pair=0.007, adv=4.212, sprd=0.025]
Ep 075/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:51,  2.08it/s, loss=0.623, pair=0.006, adv=4.525, sprd=0.020]
Ep 075/80 [S3:+sens]:  49%|▉ | 222/453 [01:45<01:46,  2.17it/s, loss=0.623, pair=0.006, adv=4.525, sprd=0.020]
Ep 075/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:46,  2.17it/s, loss=0.678, pair=0.004, adv=4.557, sprd=0.027]
Ep 075/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.06it/s, loss=0.678, pair=0.004, adv=4.557, sprd=0.027]
Ep 075/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:51,  2.06it/s, loss=0.640, pair=0.006, adv=4.757, sprd=0.021]
Ep 075/80 [S3:+sens]:  49%|▉ | 224/453 [01:46<01:44,  2.18it/s, loss=0.640, pair=0.006, adv=4.757, sprd=0.021]
Ep 075/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.18it/s, loss=0.666, pair=0.003, adv=4.460, sprd=0.018]
Ep 075/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:50,  2.07it/s, loss=0.666, pair=0.003, adv=4.460, sprd=0.018]
Ep 075/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:50,  2.07it/s, loss=0.625, pair=0.002, adv=5.407, sprd=0.019]
Ep 075/80 [S3:+sens]:  50%|▉ | 226/453 [01:47<01:44,  2.17it/s, loss=0.625, pair=0.002, adv=5.407, sprd=0.019]
Ep 075/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:44,  2.17it/s, loss=0.585, pair=0.003, adv=4.488, sprd=0.014]
Ep 075/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.585, pair=0.003, adv=4.488, sprd=0.014]
Ep 075/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:49,  2.06it/s, loss=0.639, pair=0.004, adv=4.999, sprd=0.020]
Ep 075/80 [S3:+sens]:  50%|█ | 228/453 [01:48<01:42,  2.19it/s, loss=0.639, pair=0.004, adv=4.999, sprd=0.020]
Ep 075/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.19it/s, loss=0.596, pair=0.002, adv=4.095, sprd=0.013]
Ep 075/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:46,  2.10it/s, loss=0.596, pair=0.002, adv=4.095, sprd=0.013]
Ep 075/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:46,  2.10it/s, loss=0.640, pair=0.002, adv=4.302, sprd=0.020]
Ep 075/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:41,  2.20it/s, loss=0.640, pair=0.002, adv=4.302, sprd=0.020]
Ep 075/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:41,  2.20it/s, loss=0.635, pair=0.005, adv=3.695, sprd=0.019]
Ep 075/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:44,  2.12it/s, loss=0.635, pair=0.005, adv=3.695, sprd=0.019]
Ep 075/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:44,  2.12it/s, loss=0.623, pair=0.005, adv=4.835, sprd=0.017]
Ep 075/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:39,  2.22it/s, loss=0.623, pair=0.005, adv=4.835, sprd=0.017]
Ep 075/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:39,  2.22it/s, loss=0.721, pair=0.007, adv=5.279, sprd=0.028]
Ep 075/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:51,  1.98it/s, loss=0.721, pair=0.007, adv=5.279, sprd=0.028]
Ep 075/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:51,  1.98it/s, loss=0.605, pair=0.005, adv=4.277, sprd=0.016]
Ep 075/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:44,  2.11it/s, loss=0.605, pair=0.005, adv=4.277, sprd=0.016]
Ep 075/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:44,  2.11it/s, loss=0.647, pair=0.002, adv=4.146, sprd=0.018]
Ep 075/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:48,  2.01it/s, loss=0.647, pair=0.002, adv=4.146, sprd=0.018]
Ep 075/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:48,  2.01it/s, loss=0.630, pair=0.000, adv=4.209, sprd=0.019]
Ep 075/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:42,  2.11it/s, loss=0.630, pair=0.000, adv=4.209, sprd=0.019]
Ep 075/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:42,  2.11it/s, loss=0.641, pair=0.001, adv=5.235, sprd=0.023]
Ep 075/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:47,  2.02it/s, loss=0.641, pair=0.001, adv=5.235, sprd=0.023]
Ep 075/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:47,  2.02it/s, loss=0.667, pair=0.002, adv=5.380, sprd=0.026]
Ep 075/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:41,  2.12it/s, loss=0.667, pair=0.002, adv=5.380, sprd=0.026]
Ep 075/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:41,  2.12it/s, loss=0.705, pair=0.004, adv=5.611, sprd=0.037]
Ep 075/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:47,  1.99it/s, loss=0.705, pair=0.004, adv=5.611, sprd=0.037]
Ep 075/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:47,  1.99it/s, loss=0.594, pair=0.002, adv=4.790, sprd=0.018]
Ep 075/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:42,  2.08it/s, loss=0.594, pair=0.002, adv=4.790, sprd=0.018]
Ep 075/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:42,  2.08it/s, loss=0.607, pair=0.003, adv=3.605, sprd=0.016]
Ep 075/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.04it/s, loss=0.607, pair=0.003, adv=3.605, sprd=0.016]
Ep 075/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:43,  2.04it/s, loss=0.638, pair=0.001, adv=4.425, sprd=0.021]
Ep 075/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:38,  2.13it/s, loss=0.638, pair=0.001, adv=4.425, sprd=0.021]
Ep 075/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:38,  2.13it/s, loss=0.614, pair=0.002, adv=4.476, sprd=0.017]
Ep 075/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.614, pair=0.002, adv=4.476, sprd=0.017]
Ep 075/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:42,  2.05it/s, loss=0.622, pair=0.000, adv=5.339, sprd=0.018]
Ep 075/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.15it/s, loss=0.622, pair=0.000, adv=5.339, sprd=0.018]
Ep 075/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.15it/s, loss=0.622, pair=0.000, adv=5.135, sprd=0.017]
Ep 075/80 [S3:+sens]:  54%|█ | 245/453 [01:56<01:40,  2.07it/s, loss=0.622, pair=0.000, adv=5.135, sprd=0.017]
Ep 075/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:40,  2.07it/s, loss=0.662, pair=0.000, adv=5.017, sprd=0.026]
Ep 075/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.15it/s, loss=0.662, pair=0.000, adv=5.017, sprd=0.026]
Ep 075/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:36,  2.15it/s, loss=0.605, pair=0.001, adv=4.277, sprd=0.016]
Ep 075/80 [S3:+sens]:  55%|█ | 247/453 [01:57<01:39,  2.08it/s, loss=0.605, pair=0.001, adv=4.277, sprd=0.016]
Ep 075/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.670, pair=0.001, adv=4.775, sprd=0.028]
Ep 075/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.670, pair=0.001, adv=4.775, sprd=0.028]
Ep 075/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:35,  2.14it/s, loss=0.636, pair=0.000, adv=5.456, sprd=0.021]
Ep 075/80 [S3:+sens]:  55%|█ | 249/453 [01:58<01:38,  2.06it/s, loss=0.636, pair=0.000, adv=5.456, sprd=0.021]
Ep 075/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:38,  2.06it/s, loss=0.654, pair=0.000, adv=4.979, sprd=0.021]
Ep 075/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.19it/s, loss=0.654, pair=0.000, adv=4.979, sprd=0.021]
Ep 075/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:32,  2.19it/s, loss=0.658, pair=0.001, adv=4.478, sprd=0.023]
Ep 075/80 [S3:+sens]:  55%|█ | 251/453 [01:59<01:37,  2.07it/s, loss=0.658, pair=0.001, adv=4.478, sprd=0.023]
Ep 075/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:37,  2.07it/s, loss=0.646, pair=0.001, adv=4.850, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.16it/s, loss=0.646, pair=0.001, adv=4.850, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.16it/s, loss=0.650, pair=0.001, adv=6.101, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 253/453 [02:00<01:36,  2.06it/s, loss=0.650, pair=0.001, adv=6.101, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:36,  2.06it/s, loss=0.641, pair=0.000, adv=5.248, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.15it/s, loss=0.641, pair=0.000, adv=5.248, sprd=0.022]
Ep 075/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.15it/s, loss=0.624, pair=0.002, adv=4.071, sprd=0.017]
Ep 075/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:34,  2.09it/s, loss=0.624, pair=0.002, adv=4.071, sprd=0.017]
Ep 075/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.09it/s, loss=0.647, pair=0.000, adv=5.332, sprd=0.023]
Ep 075/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:30,  2.19it/s, loss=0.647, pair=0.000, adv=5.332, sprd=0.023]
Ep 075/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:30,  2.19it/s, loss=0.625, pair=0.000, adv=3.982, sprd=0.021]
Ep 075/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:34,  2.07it/s, loss=0.625, pair=0.000, adv=3.982, sprd=0.021]
Ep 075/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:34,  2.07it/s, loss=0.643, pair=0.002, adv=4.605, sprd=0.023]
Ep 075/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:30,  2.15it/s, loss=0.643, pair=0.002, adv=4.605, sprd=0.023]
Ep 075/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:30,  2.15it/s, loss=0.676, pair=0.000, adv=5.939, sprd=0.021]
Ep 075/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:34,  2.05it/s, loss=0.676, pair=0.000, adv=5.939, sprd=0.021]
Ep 075/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:34,  2.05it/s, loss=0.658, pair=0.002, adv=5.178, sprd=0.024]
Ep 075/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:30,  2.13it/s, loss=0.658, pair=0.002, adv=5.178, sprd=0.024]
Ep 075/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:30,  2.13it/s, loss=0.657, pair=0.002, adv=5.883, sprd=0.027]
Ep 075/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:35,  2.02it/s, loss=0.657, pair=0.002, adv=5.883, sprd=0.027]
Ep 075/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:35,  2.02it/s, loss=0.616, pair=0.003, adv=4.283, sprd=0.018]
Ep 075/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:29,  2.14it/s, loss=0.616, pair=0.003, adv=4.283, sprd=0.018]
Ep 075/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:29,  2.14it/s, loss=0.660, pair=0.006, adv=5.031, sprd=0.027]
Ep 075/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:38,  1.93it/s, loss=0.660, pair=0.006, adv=5.031, sprd=0.027]
Ep 075/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:38,  1.93it/s, loss=0.670, pair=0.004, adv=4.716, sprd=0.028]
Ep 075/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:33,  2.03it/s, loss=0.670, pair=0.004, adv=4.716, sprd=0.028]
Ep 075/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:33,  2.03it/s, loss=0.634, pair=0.001, adv=5.347, sprd=0.017]
Ep 075/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:34,  1.99it/s, loss=0.634, pair=0.001, adv=5.347, sprd=0.017]
Ep 075/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:34,  1.99it/s, loss=0.628, pair=0.005, adv=3.610, sprd=0.019]
Ep 075/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:27,  2.13it/s, loss=0.628, pair=0.005, adv=3.610, sprd=0.019]
Ep 075/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:27,  2.13it/s, loss=0.619, pair=0.005, adv=4.736, sprd=0.020]
Ep 075/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:32,  2.02it/s, loss=0.619, pair=0.005, adv=4.736, sprd=0.020]
Ep 075/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:32,  2.02it/s, loss=0.612, pair=0.002, adv=5.629, sprd=0.018]
Ep 075/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:27,  2.12it/s, loss=0.612, pair=0.002, adv=5.629, sprd=0.018]
Ep 075/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:27,  2.12it/s, loss=0.624, pair=0.004, adv=4.405, sprd=0.016]
Ep 075/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.09it/s, loss=0.624, pair=0.004, adv=4.405, sprd=0.016]
Ep 075/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.09it/s, loss=0.655, pair=0.006, adv=4.832, sprd=0.029]
Ep 075/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:25,  2.13it/s, loss=0.655, pair=0.006, adv=4.832, sprd=0.029]
Ep 075/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.13it/s, loss=0.662, pair=0.006, adv=3.895, sprd=0.026]
Ep 075/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:30,  2.02it/s, loss=0.662, pair=0.006, adv=3.895, sprd=0.026]
Ep 075/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:30,  2.02it/s, loss=0.614, pair=0.002, adv=4.104, sprd=0.015]
Ep 075/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:24,  2.14it/s, loss=0.614, pair=0.002, adv=4.104, sprd=0.015]
Ep 075/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:24,  2.14it/s, loss=0.608, pair=0.002, adv=4.362, sprd=0.017]
Ep 075/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.06it/s, loss=0.608, pair=0.002, adv=4.362, sprd=0.017]
Ep 075/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:27,  2.06it/s, loss=0.627, pair=0.005, adv=5.474, sprd=0.019]
Ep 075/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:22,  2.16it/s, loss=0.627, pair=0.005, adv=5.474, sprd=0.019]
Ep 075/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:22,  2.16it/s, loss=0.602, pair=0.006, adv=4.640, sprd=0.015]
Ep 075/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.05it/s, loss=0.602, pair=0.006, adv=4.640, sprd=0.015]
Ep 075/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:26,  2.05it/s, loss=0.604, pair=0.003, adv=4.230, sprd=0.017]
Ep 075/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.14it/s, loss=0.604, pair=0.003, adv=4.230, sprd=0.017]
Ep 075/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.14it/s, loss=0.663, pair=0.006, adv=5.259, sprd=0.024]
Ep 075/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.05it/s, loss=0.663, pair=0.006, adv=5.259, sprd=0.024]
Ep 075/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.05it/s, loss=0.671, pair=0.004, adv=5.601, sprd=0.029]
Ep 075/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:22,  2.13it/s, loss=0.671, pair=0.004, adv=5.601, sprd=0.029]
Ep 075/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:22,  2.13it/s, loss=0.637, pair=0.002, adv=4.472, sprd=0.019]
Ep 075/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.637, pair=0.002, adv=4.472, sprd=0.019]
Ep 075/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:24,  2.06it/s, loss=0.622, pair=0.000, adv=4.542, sprd=0.019]
Ep 075/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.16it/s, loss=0.622, pair=0.000, adv=4.542, sprd=0.019]
Ep 075/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.16it/s, loss=0.664, pair=0.000, adv=5.503, sprd=0.024]
Ep 075/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.06it/s, loss=0.664, pair=0.000, adv=5.503, sprd=0.024]
Ep 075/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.06it/s, loss=0.621, pair=0.003, adv=4.109, sprd=0.021]
Ep 075/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:19,  2.14it/s, loss=0.621, pair=0.003, adv=4.109, sprd=0.021]
Ep 075/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:19,  2.14it/s, loss=0.597, pair=0.000, adv=4.813, sprd=0.016]
Ep 075/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.03it/s, loss=0.597, pair=0.000, adv=4.813, sprd=0.016]
Ep 075/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.03it/s, loss=0.677, pair=0.005, adv=5.204, sprd=0.031]
Ep 075/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:20,  2.11it/s, loss=0.677, pair=0.005, adv=5.204, sprd=0.031]
Ep 075/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:20,  2.11it/s, loss=0.722, pair=0.004, adv=5.631, sprd=0.024]
Ep 075/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.05it/s, loss=0.722, pair=0.004, adv=5.631, sprd=0.024]
Ep 075/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.05it/s, loss=0.627, pair=0.001, adv=4.119, sprd=0.020]
Ep 075/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:18,  2.14it/s, loss=0.627, pair=0.001, adv=4.119, sprd=0.020]
Ep 075/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.14it/s, loss=0.658, pair=0.000, adv=4.403, sprd=0.018]
Ep 075/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:25,  1.94it/s, loss=0.658, pair=0.000, adv=4.403, sprd=0.018]
Ep 075/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:25,  1.94it/s, loss=0.662, pair=0.001, adv=5.319, sprd=0.026]
Ep 075/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:20,  2.05it/s, loss=0.662, pair=0.001, adv=5.319, sprd=0.026]
Ep 075/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:20,  2.05it/s, loss=0.659, pair=0.002, adv=4.688, sprd=0.027]
Ep 075/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:22,  1.99it/s, loss=0.659, pair=0.002, adv=4.688, sprd=0.027]
Ep 075/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:22,  1.99it/s, loss=0.698, pair=0.003, adv=5.533, sprd=0.031]
Ep 075/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:18,  2.08it/s, loss=0.698, pair=0.003, adv=5.533, sprd=0.031]
Ep 075/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.08it/s, loss=0.643, pair=0.000, adv=4.151, sprd=0.020]
Ep 075/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.05it/s, loss=0.643, pair=0.000, adv=4.151, sprd=0.020]
Ep 075/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:19,  2.05it/s, loss=0.629, pair=0.000, adv=4.807, sprd=0.021]
Ep 075/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:14,  2.16it/s, loss=0.629, pair=0.000, adv=4.807, sprd=0.021]
Ep 075/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:14,  2.16it/s, loss=0.655, pair=0.002, adv=5.203, sprd=0.028]
Ep 075/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.655, pair=0.002, adv=5.203, sprd=0.028]
Ep 075/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.04it/s, loss=0.660, pair=0.003, adv=4.078, sprd=0.021]
Ep 075/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.15it/s, loss=0.660, pair=0.003, adv=4.078, sprd=0.021]
Ep 075/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:13,  2.15it/s, loss=0.632, pair=0.001, adv=5.604, sprd=0.020]
Ep 075/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:16,  2.08it/s, loss=0.632, pair=0.001, adv=5.604, sprd=0.020]
Ep 075/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:16,  2.08it/s, loss=0.605, pair=0.000, adv=4.126, sprd=0.019]
Ep 075/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:13,  2.15it/s, loss=0.605, pair=0.000, adv=4.126, sprd=0.019]
Ep 075/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:13,  2.15it/s, loss=0.601, pair=0.001, adv=3.583, sprd=0.015]
Ep 075/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:15,  2.08it/s, loss=0.601, pair=0.001, adv=3.583, sprd=0.015]
Ep 075/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:15,  2.08it/s, loss=0.595, pair=0.000, adv=5.286, sprd=0.017]
Ep 075/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.15it/s, loss=0.595, pair=0.000, adv=5.286, sprd=0.017]
Ep 075/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.15it/s, loss=0.658, pair=0.001, adv=5.602, sprd=0.027]
Ep 075/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:14,  2.06it/s, loss=0.658, pair=0.001, adv=5.602, sprd=0.027]
Ep 075/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:14,  2.06it/s, loss=0.630, pair=0.000, adv=4.430, sprd=0.019]
Ep 075/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.15it/s, loss=0.630, pair=0.000, adv=4.430, sprd=0.019]
Ep 075/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.15it/s, loss=0.648, pair=0.001, adv=3.659, sprd=0.015]
Ep 075/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:12,  2.09it/s, loss=0.648, pair=0.001, adv=3.659, sprd=0.015]
Ep 075/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:12,  2.09it/s, loss=0.626, pair=0.000, adv=4.864, sprd=0.015]
Ep 075/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:07,  2.23it/s, loss=0.626, pair=0.000, adv=4.864, sprd=0.015]
Ep 075/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:07,  2.23it/s, loss=0.641, pair=0.000, adv=4.971, sprd=0.022]
Ep 075/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:11,  2.10it/s, loss=0.641, pair=0.000, adv=4.971, sprd=0.022]
Ep 075/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:11,  2.10it/s, loss=0.658, pair=0.000, adv=4.733, sprd=0.022]
Ep 075/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:07,  2.20it/s, loss=0.658, pair=0.000, adv=4.733, sprd=0.022]
Ep 075/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:07,  2.20it/s, loss=0.613, pair=0.000, adv=4.046, sprd=0.015]
Ep 075/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:10,  2.11it/s, loss=0.613, pair=0.000, adv=4.046, sprd=0.015]
Ep 075/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:10,  2.11it/s, loss=0.658, pair=0.000, adv=5.137, sprd=0.026]
Ep 075/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.19it/s, loss=0.658, pair=0.000, adv=5.137, sprd=0.026]
Ep 075/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.19it/s, loss=0.653, pair=0.000, adv=6.115, sprd=0.026]
Ep 075/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.06it/s, loss=0.653, pair=0.000, adv=6.115, sprd=0.026]
Ep 075/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.06it/s, loss=0.638, pair=0.000, adv=4.443, sprd=0.021]
Ep 075/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.638, pair=0.000, adv=4.443, sprd=0.021]
Ep 075/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.608, pair=0.001, adv=4.328, sprd=0.013]
Ep 075/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.08it/s, loss=0.608, pair=0.001, adv=4.328, sprd=0.013]
Ep 075/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.08it/s, loss=0.640, pair=0.000, adv=5.398, sprd=0.021]
Ep 075/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:05,  2.17it/s, loss=0.640, pair=0.000, adv=5.398, sprd=0.021]
Ep 075/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.17it/s, loss=0.618, pair=0.000, adv=4.697, sprd=0.021]
Ep 075/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.618, pair=0.000, adv=4.697, sprd=0.021]
Ep 075/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.620, pair=0.000, adv=4.061, sprd=0.018]
Ep 075/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:05,  2.17it/s, loss=0.620, pair=0.000, adv=4.061, sprd=0.018]
Ep 075/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:05,  2.17it/s, loss=0.680, pair=0.000, adv=4.406, sprd=0.026]
Ep 075/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.09it/s, loss=0.680, pair=0.000, adv=4.406, sprd=0.026]
Ep 075/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.09it/s, loss=0.641, pair=0.000, adv=4.735, sprd=0.020]
Ep 075/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:03,  2.18it/s, loss=0.641, pair=0.000, adv=4.735, sprd=0.020]
Ep 075/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.18it/s, loss=0.622, pair=0.004, adv=4.347, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:11,  1.93it/s, loss=0.622, pair=0.004, adv=4.347, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:11,  1.93it/s, loss=0.647, pair=0.000, adv=5.000, sprd=0.021]
Ep 075/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:06,  2.06it/s, loss=0.647, pair=0.000, adv=5.000, sprd=0.021]
Ep 075/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:06,  2.06it/s, loss=0.596, pair=0.000, adv=3.074, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:09,  1.95it/s, loss=0.596, pair=0.000, adv=3.074, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:09,  1.95it/s, loss=0.659, pair=0.000, adv=4.924, sprd=0.024]
Ep 075/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:05,  2.08it/s, loss=0.659, pair=0.000, adv=4.924, sprd=0.024]
Ep 075/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:05,  2.08it/s, loss=0.652, pair=0.000, adv=4.950, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:07,  2.00it/s, loss=0.652, pair=0.000, adv=4.950, sprd=0.020]
Ep 075/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:07,  2.00it/s, loss=0.624, pair=0.000, adv=4.988, sprd=0.020]
Ep 075/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:03,  2.10it/s, loss=0.624, pair=0.000, adv=4.988, sprd=0.020]
Ep 075/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.10it/s, loss=0.663, pair=0.000, adv=4.813, sprd=0.028]
Ep 075/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.00it/s, loss=0.663, pair=0.000, adv=4.813, sprd=0.028]
Ep 075/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.00it/s, loss=0.640, pair=0.000, adv=5.271, sprd=0.021]
Ep 075/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:01,  2.13it/s, loss=0.640, pair=0.000, adv=5.271, sprd=0.021]
Ep 075/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.13it/s, loss=0.584, pair=0.001, adv=4.111, sprd=0.013]
Ep 075/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.584, pair=0.001, adv=4.111, sprd=0.013]
Ep 075/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.600, pair=0.000, adv=5.267, sprd=0.017]
Ep 075/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.14it/s, loss=0.600, pair=0.000, adv=5.267, sprd=0.017]
Ep 075/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.14it/s, loss=0.705, pair=0.000, adv=4.956, sprd=0.036]
Ep 075/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:04,  1.98it/s, loss=0.705, pair=0.000, adv=4.956, sprd=0.036]
Ep 075/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:04,  1.98it/s, loss=0.646, pair=0.000, adv=5.050, sprd=0.026]
Ep 075/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:01,  2.08it/s, loss=0.646, pair=0.000, adv=5.050, sprd=0.026]
Ep 075/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<01:01,  2.08it/s, loss=0.604, pair=0.000, adv=4.602, sprd=0.019]
Ep 075/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:03,  1.98it/s, loss=0.604, pair=0.000, adv=4.602, sprd=0.019]
Ep 075/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:03,  1.98it/s, loss=0.612, pair=0.003, adv=4.481, sprd=0.019]
Ep 075/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:59,  2.09it/s, loss=0.612, pair=0.003, adv=4.481, sprd=0.019]
Ep 075/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:59,  2.09it/s, loss=0.635, pair=0.000, adv=4.553, sprd=0.020]
Ep 075/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.04it/s, loss=0.635, pair=0.000, adv=4.553, sprd=0.020]
Ep 075/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.04it/s, loss=0.659, pair=0.000, adv=4.477, sprd=0.024]
Ep 075/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:57,  2.14it/s, loss=0.659, pair=0.000, adv=4.477, sprd=0.024]
Ep 075/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:57,  2.14it/s, loss=0.610, pair=0.000, adv=4.997, sprd=0.018]
Ep 075/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.610, pair=0.000, adv=4.997, sprd=0.018]
Ep 075/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.630, pair=0.000, adv=4.709, sprd=0.021]
Ep 075/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.14it/s, loss=0.630, pair=0.000, adv=4.709, sprd=0.021]
Ep 075/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.685, pair=0.001, adv=4.908, sprd=0.032]
Ep 075/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.02it/s, loss=0.685, pair=0.001, adv=4.908, sprd=0.032]
Ep 075/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.02it/s, loss=0.656, pair=0.000, adv=4.396, sprd=0.022]
Ep 075/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.13it/s, loss=0.656, pair=0.000, adv=4.396, sprd=0.022]
Ep 075/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.13it/s, loss=0.646, pair=0.000, adv=4.964, sprd=0.022]
Ep 075/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.646, pair=0.000, adv=4.964, sprd=0.022]
Ep 075/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.628, pair=0.000, adv=5.836, sprd=0.024]
Ep 075/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:55,  2.11it/s, loss=0.628, pair=0.000, adv=5.836, sprd=0.024]
Ep 075/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.11it/s, loss=0.696, pair=0.002, adv=5.340, sprd=0.034]
Ep 075/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.02it/s, loss=0.696, pair=0.002, adv=5.340, sprd=0.034]
Ep 075/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.02it/s, loss=0.633, pair=0.001, adv=4.213, sprd=0.022]
Ep 075/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.10it/s, loss=0.633, pair=0.001, adv=4.213, sprd=0.022]
Ep 075/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:54,  2.10it/s, loss=0.649, pair=0.001, adv=5.042, sprd=0.021]
Ep 075/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.04it/s, loss=0.649, pair=0.001, adv=5.042, sprd=0.021]
Ep 075/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.04it/s, loss=0.630, pair=0.001, adv=4.602, sprd=0.019]
Ep 075/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.630, pair=0.001, adv=4.602, sprd=0.019]
Ep 075/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.17it/s, loss=0.603, pair=0.001, adv=4.619, sprd=0.014]
Ep 075/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:53,  2.10it/s, loss=0.603, pair=0.001, adv=4.619, sprd=0.014]
Ep 075/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:53,  2.10it/s, loss=0.645, pair=0.004, adv=4.581, sprd=0.024]
Ep 075/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.19it/s, loss=0.645, pair=0.004, adv=4.581, sprd=0.024]
Ep 075/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:50,  2.19it/s, loss=0.643, pair=0.003, adv=4.843, sprd=0.024]
Ep 075/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:56,  1.95it/s, loss=0.643, pair=0.003, adv=4.843, sprd=0.024]
Ep 075/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:56,  1.95it/s, loss=0.659, pair=0.000, adv=4.738, sprd=0.024]
Ep 075/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:52,  2.06it/s, loss=0.659, pair=0.000, adv=4.738, sprd=0.024]
Ep 075/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:52,  2.06it/s, loss=0.685, pair=0.003, adv=4.973, sprd=0.029]
Ep 075/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.01it/s, loss=0.685, pair=0.003, adv=4.973, sprd=0.029]
Ep 075/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.01it/s, loss=0.638, pair=0.004, adv=4.957, sprd=0.022]
Ep 075/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.638, pair=0.004, adv=4.957, sprd=0.022]
Ep 075/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.620, pair=0.004, adv=4.672, sprd=0.014]
Ep 075/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:51,  2.05it/s, loss=0.620, pair=0.004, adv=4.672, sprd=0.014]
Ep 075/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.05it/s, loss=0.617, pair=0.004, adv=4.335, sprd=0.018]
Ep 075/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.14it/s, loss=0.617, pair=0.004, adv=4.335, sprd=0.018]
Ep 075/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:49,  2.14it/s, loss=0.611, pair=0.005, adv=4.560, sprd=0.015]
Ep 075/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.05it/s, loss=0.611, pair=0.005, adv=4.560, sprd=0.015]
Ep 075/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.05it/s, loss=0.630, pair=0.004, adv=3.852, sprd=0.015]
Ep 075/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:46,  2.20it/s, loss=0.630, pair=0.004, adv=3.852, sprd=0.015]
Ep 075/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:46,  2.20it/s, loss=0.657, pair=0.003, adv=5.209, sprd=0.022]
Ep 075/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:48,  2.11it/s, loss=0.657, pair=0.003, adv=5.209, sprd=0.022]
Ep 075/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:48,  2.11it/s, loss=0.623, pair=0.003, adv=5.871, sprd=0.021]
Ep 075/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.623, pair=0.003, adv=5.871, sprd=0.021]
Ep 075/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.601, pair=0.002, adv=4.052, sprd=0.016]
Ep 075/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.10it/s, loss=0.601, pair=0.002, adv=4.052, sprd=0.016]
Ep 075/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:47,  2.10it/s, loss=0.601, pair=0.004, adv=4.633, sprd=0.016]
Ep 075/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.17it/s, loss=0.601, pair=0.004, adv=4.633, sprd=0.016]
Ep 075/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.17it/s, loss=0.620, pair=0.008, adv=4.368, sprd=0.020]
Ep 075/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:48,  2.04it/s, loss=0.620, pair=0.008, adv=4.368, sprd=0.020]
Ep 075/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:48,  2.04it/s, loss=0.652, pair=0.002, adv=5.353, sprd=0.022]
Ep 075/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.15it/s, loss=0.652, pair=0.002, adv=5.353, sprd=0.022]
Ep 075/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.15it/s, loss=0.665, pair=0.006, adv=4.968, sprd=0.028]
Ep 075/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:47,  2.04it/s, loss=0.665, pair=0.006, adv=4.968, sprd=0.028]
Ep 075/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.04it/s, loss=0.673, pair=0.006, adv=5.392, sprd=0.026]
Ep 075/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.673, pair=0.006, adv=5.392, sprd=0.026]
Ep 075/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.605, pair=0.005, adv=4.358, sprd=0.013]
Ep 075/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.06it/s, loss=0.605, pair=0.005, adv=4.358, sprd=0.013]
Ep 075/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:45,  2.06it/s, loss=0.632, pair=0.004, adv=5.584, sprd=0.018]
Ep 075/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.19it/s, loss=0.632, pair=0.004, adv=5.584, sprd=0.018]
Ep 075/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.19it/s, loss=0.671, pair=0.008, adv=5.067, sprd=0.024]
Ep 075/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.06it/s, loss=0.671, pair=0.008, adv=5.067, sprd=0.024]
Ep 075/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.06it/s, loss=0.630, pair=0.002, adv=3.933, sprd=0.018]
Ep 075/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.19it/s, loss=0.630, pair=0.002, adv=3.933, sprd=0.018]
Ep 075/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.19it/s, loss=0.622, pair=0.005, adv=4.364, sprd=0.018]
Ep 075/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.13it/s, loss=0.622, pair=0.005, adv=4.364, sprd=0.018]
Ep 075/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:42,  2.13it/s, loss=0.645, pair=0.006, adv=4.430, sprd=0.023]
Ep 075/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.21it/s, loss=0.645, pair=0.006, adv=4.430, sprd=0.023]
Ep 075/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:40,  2.21it/s, loss=0.662, pair=0.007, adv=5.352, sprd=0.024]
Ep 075/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.662, pair=0.007, adv=5.352, sprd=0.024]
Ep 075/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.632, pair=0.007, adv=4.409, sprd=0.020]
Ep 075/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.21it/s, loss=0.632, pair=0.007, adv=4.409, sprd=0.020]
Ep 075/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.21it/s, loss=0.654, pair=0.006, adv=4.638, sprd=0.020]
Ep 075/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:40,  2.15it/s, loss=0.654, pair=0.006, adv=4.638, sprd=0.020]
Ep 075/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:40,  2.15it/s, loss=0.597, pair=0.001, adv=4.143, sprd=0.014]
Ep 075/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:37,  2.25it/s, loss=0.597, pair=0.001, adv=4.143, sprd=0.014]
Ep 075/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:37,  2.25it/s, loss=0.671, pair=0.002, adv=6.648, sprd=0.030]
Ep 075/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:39,  2.12it/s, loss=0.671, pair=0.002, adv=6.648, sprd=0.030]
Ep 075/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:39,  2.12it/s, loss=0.630, pair=0.001, adv=4.626, sprd=0.016]
Ep 075/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:37,  2.24it/s, loss=0.630, pair=0.001, adv=4.626, sprd=0.016]
Ep 075/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:37,  2.24it/s, loss=0.602, pair=0.000, adv=5.165, sprd=0.016]
Ep 075/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:38,  2.11it/s, loss=0.602, pair=0.000, adv=5.165, sprd=0.016]
Ep 075/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:38,  2.11it/s, loss=0.641, pair=0.004, adv=5.034, sprd=0.020]
Ep 075/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:36,  2.21it/s, loss=0.641, pair=0.004, adv=5.034, sprd=0.020]
Ep 075/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:36,  2.21it/s, loss=0.661, pair=0.000, adv=4.793, sprd=0.025]
Ep 075/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:40,  1.99it/s, loss=0.661, pair=0.000, adv=4.793, sprd=0.025]
Ep 075/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:40,  1.99it/s, loss=0.654, pair=0.001, adv=4.137, sprd=0.024]
Ep 075/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.09it/s, loss=0.654, pair=0.001, adv=4.137, sprd=0.024]
Ep 075/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.09it/s, loss=0.609, pair=0.000, adv=5.063, sprd=0.017]
Ep 075/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.05it/s, loss=0.609, pair=0.000, adv=5.063, sprd=0.017]
Ep 075/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.05it/s, loss=0.656, pair=0.001, adv=5.242, sprd=0.025]
Ep 075/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.14it/s, loss=0.656, pair=0.001, adv=5.242, sprd=0.025]
Ep 075/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.14it/s, loss=0.607, pair=0.001, adv=4.001, sprd=0.018]
Ep 075/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.06it/s, loss=0.607, pair=0.001, adv=4.001, sprd=0.018]
Ep 075/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.06it/s, loss=0.663, pair=0.000, adv=4.804, sprd=0.025]
Ep 075/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.14it/s, loss=0.663, pair=0.000, adv=4.804, sprd=0.025]
Ep 075/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.14it/s, loss=0.649, pair=0.000, adv=5.861, sprd=0.025]
Ep 075/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:36,  2.05it/s, loss=0.649, pair=0.000, adv=5.861, sprd=0.025]
Ep 075/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.05it/s, loss=0.658, pair=0.000, adv=4.936, sprd=0.024]
Ep 075/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.658, pair=0.000, adv=4.936, sprd=0.024]
Ep 075/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:34,  2.14it/s, loss=0.656, pair=0.000, adv=4.884, sprd=0.028]
Ep 075/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:35,  2.03it/s, loss=0.656, pair=0.000, adv=4.884, sprd=0.028]
Ep 075/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:35,  2.03it/s, loss=0.601, pair=0.002, adv=4.379, sprd=0.013]
Ep 075/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.15it/s, loss=0.601, pair=0.002, adv=4.379, sprd=0.013]
Ep 075/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:33,  2.15it/s, loss=0.662, pair=0.000, adv=5.478, sprd=0.026]
Ep 075/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:34,  2.05it/s, loss=0.662, pair=0.000, adv=5.478, sprd=0.026]
Ep 075/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.05it/s, loss=0.631, pair=0.001, adv=4.780, sprd=0.017]
Ep 075/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.17it/s, loss=0.631, pair=0.001, adv=4.780, sprd=0.017]
Ep 075/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.17it/s, loss=0.587, pair=0.000, adv=4.877, sprd=0.015]
Ep 075/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:32,  2.07it/s, loss=0.587, pair=0.000, adv=4.877, sprd=0.015]
Ep 075/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.07it/s, loss=0.631, pair=0.000, adv=4.517, sprd=0.021]
Ep 075/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.15it/s, loss=0.631, pair=0.000, adv=4.517, sprd=0.021]
Ep 075/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.15it/s, loss=0.612, pair=0.000, adv=4.532, sprd=0.018]
Ep 075/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.05it/s, loss=0.612, pair=0.000, adv=4.532, sprd=0.018]
Ep 075/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.05it/s, loss=0.645, pair=0.000, adv=4.994, sprd=0.020]
Ep 075/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.16it/s, loss=0.645, pair=0.000, adv=4.994, sprd=0.020]
Ep 075/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.16it/s, loss=0.609, pair=0.001, adv=4.292, sprd=0.015]
Ep 075/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.08it/s, loss=0.609, pair=0.001, adv=4.292, sprd=0.015]
Ep 075/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.08it/s, loss=0.578, pair=0.000, adv=3.822, sprd=0.014]
Ep 075/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.18it/s, loss=0.578, pair=0.000, adv=3.822, sprd=0.014]
Ep 075/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:28,  2.18it/s, loss=0.640, pair=0.000, adv=4.645, sprd=0.018]
Ep 075/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.11it/s, loss=0.640, pair=0.000, adv=4.645, sprd=0.018]
Ep 075/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.11it/s, loss=0.618, pair=0.002, adv=4.823, sprd=0.016]
Ep 075/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.25it/s, loss=0.618, pair=0.002, adv=4.823, sprd=0.016]
Ep 075/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.25it/s, loss=0.612, pair=0.000, adv=5.106, sprd=0.017]
Ep 075/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.10it/s, loss=0.612, pair=0.000, adv=5.106, sprd=0.017]
Ep 075/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.10it/s, loss=0.595, pair=0.000, adv=3.908, sprd=0.015]
Ep 075/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:26,  2.20it/s, loss=0.595, pair=0.000, adv=3.908, sprd=0.015]
Ep 075/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.20it/s, loss=0.634, pair=0.000, adv=5.224, sprd=0.021]
Ep 075/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.09it/s, loss=0.634, pair=0.000, adv=5.224, sprd=0.021]
Ep 075/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.09it/s, loss=0.626, pair=0.000, adv=4.784, sprd=0.017]
Ep 075/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:25,  2.20it/s, loss=0.626, pair=0.000, adv=4.784, sprd=0.017]
Ep 075/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:25,  2.20it/s, loss=0.667, pair=0.000, adv=4.495, sprd=0.025]
Ep 075/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.00it/s, loss=0.667, pair=0.000, adv=4.495, sprd=0.025]
Ep 075/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:27,  2.00it/s, loss=0.684, pair=0.002, adv=3.971, sprd=0.031]
Ep 075/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:26,  2.08it/s, loss=0.684, pair=0.002, adv=3.971, sprd=0.031]
Ep 075/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.08it/s, loss=0.628, pair=0.000, adv=4.813, sprd=0.022]
Ep 075/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:27,  1.98it/s, loss=0.628, pair=0.000, adv=4.813, sprd=0.022]
Ep 075/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:27,  1.98it/s, loss=0.628, pair=0.000, adv=5.599, sprd=0.017]
Ep 075/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.12it/s, loss=0.628, pair=0.000, adv=5.599, sprd=0.017]
Ep 075/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.12it/s, loss=0.646, pair=0.002, adv=5.406, sprd=0.022]
Ep 075/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.646, pair=0.002, adv=5.406, sprd=0.022]
Ep 075/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.606, pair=0.000, adv=4.563, sprd=0.015]
Ep 075/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.16it/s, loss=0.606, pair=0.000, adv=4.563, sprd=0.015]
Ep 075/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.16it/s, loss=0.641, pair=0.000, adv=5.050, sprd=0.022]
Ep 075/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.06it/s, loss=0.641, pair=0.000, adv=5.050, sprd=0.022]
Ep 075/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:24,  2.06it/s, loss=0.616, pair=0.000, adv=4.192, sprd=0.016]
Ep 075/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.18it/s, loss=0.616, pair=0.000, adv=4.192, sprd=0.016]
Ep 075/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.18it/s, loss=0.673, pair=0.000, adv=4.670, sprd=0.021]
Ep 075/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.08it/s, loss=0.673, pair=0.000, adv=4.670, sprd=0.021]
Ep 075/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:23,  2.08it/s, loss=0.630, pair=0.001, adv=4.484, sprd=0.021]
Ep 075/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.16it/s, loss=0.630, pair=0.001, adv=4.484, sprd=0.021]
Ep 075/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.16it/s, loss=0.649, pair=0.000, adv=5.554, sprd=0.022]
Ep 075/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.649, pair=0.000, adv=5.554, sprd=0.022]
Ep 075/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.07it/s, loss=0.619, pair=0.000, adv=4.547, sprd=0.018]
Ep 075/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.18it/s, loss=0.619, pair=0.000, adv=4.547, sprd=0.018]
Ep 075/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.18it/s, loss=0.619, pair=0.000, adv=4.073, sprd=0.017]
Ep 075/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.08it/s, loss=0.619, pair=0.000, adv=4.073, sprd=0.017]
Ep 075/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.08it/s, loss=0.663, pair=0.000, adv=4.868, sprd=0.029]
Ep 075/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:20,  2.15it/s, loss=0.663, pair=0.000, adv=4.868, sprd=0.029]
Ep 075/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.15it/s, loss=0.631, pair=0.000, adv=4.536, sprd=0.018]
Ep 075/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.06it/s, loss=0.631, pair=0.000, adv=4.536, sprd=0.018]
Ep 075/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:20,  2.06it/s, loss=0.623, pair=0.000, adv=5.367, sprd=0.019]
Ep 075/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:18,  2.16it/s, loss=0.623, pair=0.000, adv=5.367, sprd=0.019]
Ep 075/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:18,  2.16it/s, loss=0.621, pair=0.000, adv=5.037, sprd=0.020]
Ep 075/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.04it/s, loss=0.621, pair=0.000, adv=5.037, sprd=0.020]
Ep 075/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.04it/s, loss=0.650, pair=0.000, adv=5.148, sprd=0.022]
Ep 075/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.14it/s, loss=0.650, pair=0.000, adv=5.148, sprd=0.022]
Ep 075/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.14it/s, loss=0.614, pair=0.000, adv=4.170, sprd=0.020]
Ep 075/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.01it/s, loss=0.614, pair=0.000, adv=4.170, sprd=0.020]
Ep 075/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.01it/s, loss=0.615, pair=0.000, adv=4.553, sprd=0.017]
Ep 075/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.13it/s, loss=0.615, pair=0.000, adv=4.553, sprd=0.017]
Ep 075/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.13it/s, loss=0.620, pair=0.004, adv=5.504, sprd=0.022]
Ep 075/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.01it/s, loss=0.620, pair=0.004, adv=5.504, sprd=0.022]
Ep 075/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.01it/s, loss=0.655, pair=0.000, adv=5.811, sprd=0.023]
Ep 075/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.14it/s, loss=0.655, pair=0.000, adv=5.811, sprd=0.023]
Ep 075/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.14it/s, loss=0.636, pair=0.000, adv=4.483, sprd=0.015]
Ep 075/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.06it/s, loss=0.636, pair=0.000, adv=4.483, sprd=0.015]
Ep 075/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.06it/s, loss=0.670, pair=0.000, adv=5.343, sprd=0.029]
Ep 075/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.13it/s, loss=0.670, pair=0.000, adv=5.343, sprd=0.029]
Ep 075/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.13it/s, loss=0.663, pair=0.000, adv=5.310, sprd=0.026]
Ep 075/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.04it/s, loss=0.663, pair=0.000, adv=5.310, sprd=0.026]
Ep 075/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.04it/s, loss=0.623, pair=0.000, adv=3.476, sprd=0.017]
Ep 075/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.623, pair=0.000, adv=3.476, sprd=0.017]
Ep 075/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.16it/s, loss=0.600, pair=0.000, adv=4.443, sprd=0.015]
Ep 075/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.10it/s, loss=0.600, pair=0.000, adv=4.443, sprd=0.015]
Ep 075/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.10it/s, loss=0.609, pair=0.000, adv=4.841, sprd=0.017]
Ep 075/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.20it/s, loss=0.609, pair=0.000, adv=4.841, sprd=0.017]
Ep 075/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.20it/s, loss=0.653, pair=0.000, adv=5.414, sprd=0.025]
Ep 075/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:14,  1.98it/s, loss=0.653, pair=0.000, adv=5.414, sprd=0.025]
Ep 075/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:14,  1.98it/s, loss=0.647, pair=0.001, adv=4.448, sprd=0.022]
Ep 075/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.11it/s, loss=0.647, pair=0.001, adv=4.448, sprd=0.022]
Ep 075/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.11it/s, loss=0.642, pair=0.000, adv=4.339, sprd=0.018]
Ep 075/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.07it/s, loss=0.642, pair=0.000, adv=4.339, sprd=0.018]
Ep 075/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.07it/s, loss=0.608, pair=0.002, adv=5.161, sprd=0.017]
Ep 075/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.608, pair=0.002, adv=5.161, sprd=0.017]
Ep 075/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.642, pair=0.000, adv=5.069, sprd=0.025]
Ep 075/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.06it/s, loss=0.642, pair=0.000, adv=5.069, sprd=0.025]
Ep 075/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.06it/s, loss=0.642, pair=0.000, adv=4.545, sprd=0.021]
Ep 075/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.642, pair=0.000, adv=4.545, sprd=0.021]
Ep 075/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.18it/s, loss=0.625, pair=0.000, adv=5.366, sprd=0.021]
Ep 075/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.07it/s, loss=0.625, pair=0.000, adv=5.366, sprd=0.021]
Ep 075/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.07it/s, loss=0.607, pair=0.000, adv=4.073, sprd=0.017]
Ep 075/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.16it/s, loss=0.607, pair=0.000, adv=4.073, sprd=0.017]
Ep 075/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.16it/s, loss=0.669, pair=0.000, adv=4.698, sprd=0.029]
Ep 075/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.04it/s, loss=0.669, pair=0.000, adv=4.698, sprd=0.029]
Ep 075/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.04it/s, loss=0.598, pair=0.000, adv=5.009, sprd=0.014]
Ep 075/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.16it/s, loss=0.598, pair=0.000, adv=5.009, sprd=0.014]
Ep 075/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.16it/s, loss=0.656, pair=0.000, adv=4.940, sprd=0.026]
Ep 075/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.05it/s, loss=0.656, pair=0.000, adv=4.940, sprd=0.026]
Ep 075/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.05it/s, loss=0.653, pair=0.000, adv=4.668, sprd=0.028]
Ep 075/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:08,  2.12it/s, loss=0.653, pair=0.000, adv=4.668, sprd=0.028]
Ep 075/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:08,  2.12it/s, loss=0.676, pair=0.000, adv=5.237, sprd=0.024]
Ep 075/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.676, pair=0.000, adv=5.237, sprd=0.024]
Ep 075/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.08it/s, loss=0.648, pair=0.000, adv=4.964, sprd=0.024]
Ep 075/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.18it/s, loss=0.648, pair=0.000, adv=4.964, sprd=0.024]
Ep 075/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.18it/s, loss=0.673, pair=0.000, adv=5.143, sprd=0.032]
Ep 075/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.673, pair=0.000, adv=5.143, sprd=0.032]
Ep 075/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.04it/s, loss=0.642, pair=0.000, adv=4.715, sprd=0.023]
Ep 075/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.14it/s, loss=0.642, pair=0.000, adv=4.715, sprd=0.023]
Ep 075/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.14it/s, loss=0.619, pair=0.001, adv=4.919, sprd=0.019]
Ep 075/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.06it/s, loss=0.619, pair=0.001, adv=4.919, sprd=0.019]
Ep 075/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.06it/s, loss=0.621, pair=0.000, adv=4.263, sprd=0.017]
Ep 075/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.16it/s, loss=0.621, pair=0.000, adv=4.263, sprd=0.017]
Ep 075/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.16it/s, loss=0.673, pair=0.000, adv=4.596, sprd=0.024]
Ep 075/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.08it/s, loss=0.673, pair=0.000, adv=4.596, sprd=0.024]
Ep 075/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.08it/s, loss=0.628, pair=0.000, adv=5.081, sprd=0.019]
Ep 075/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.19it/s, loss=0.628, pair=0.000, adv=5.081, sprd=0.019]
Ep 075/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.19it/s, loss=0.624, pair=0.000, adv=4.604, sprd=0.018]
Ep 075/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.12it/s, loss=0.624, pair=0.000, adv=4.604, sprd=0.018]
Ep 075/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.12it/s, loss=0.659, pair=0.000, adv=4.469, sprd=0.026]
Ep 075/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.19it/s, loss=0.659, pair=0.000, adv=4.469, sprd=0.026]
Ep 075/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.19it/s, loss=0.605, pair=0.000, adv=5.264, sprd=0.017]
Ep 075/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.10it/s, loss=0.605, pair=0.000, adv=5.264, sprd=0.017]
Ep 075/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.10it/s, loss=0.629, pair=0.000, adv=4.661, sprd=0.021]
Ep 075/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.18it/s, loss=0.629, pair=0.000, adv=4.661, sprd=0.021]
Ep 075/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.18it/s, loss=0.678, pair=0.000, adv=4.730, sprd=0.016]
Ep 075/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.14it/s, loss=0.678, pair=0.000, adv=4.730, sprd=0.016]
Ep 075/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.14it/s, loss=0.644, pair=0.000, adv=5.522, sprd=0.022]
Ep 075/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.21it/s, loss=0.644, pair=0.000, adv=5.522, sprd=0.022]
Ep 075/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.21it/s, loss=0.636, pair=0.000, adv=5.484, sprd=0.020]
Ep 075/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.08it/s, loss=0.636, pair=0.000, adv=5.484, sprd=0.020]
Ep 075/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.08it/s, loss=0.650, pair=0.000, adv=4.947, sprd=0.025]
Ep 075/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.17it/s, loss=0.650, pair=0.000, adv=4.947, sprd=0.025]
Ep 075/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.17it/s, loss=0.622, pair=0.000, adv=4.198, sprd=0.017]
Ep 075/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  1.97it/s, loss=0.622, pair=0.000, adv=4.198, sprd=0.017]
                                                                                                              
Epoch 075/80 [S3:+sens]  loss=0.6437  mat=0.2678  sens=1.0547  pair=0.0154  adv=4.8097(rand=3.47)  deg=0.0046  orth=0.0010  spread=0.0212  q_mean=52.3  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=6.31e-06  216s

Ep 076/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 076/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.603, pair=0.000, adv=4.112, sprd=0.013]
Ep 076/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:12,  1.09s/it, loss=0.603, pair=0.000, adv=4.112, sprd=0.013]
Ep 076/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:12,  1.09s/it, loss=0.595, pair=0.000, adv=4.829, sprd=0.014]
Ep 076/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:06,  1.47it/s, loss=0.595, pair=0.000, adv=4.829, sprd=0.014]
Ep 076/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:06,  1.47it/s, loss=0.662, pair=0.000, adv=6.632, sprd=0.027]
Ep 076/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.662, pair=0.000, adv=6.632, sprd=0.027]
Ep 076/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:39,  1.61it/s, loss=0.609, pair=0.000, adv=5.483, sprd=0.019]
Ep 076/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.84it/s, loss=0.609, pair=0.000, adv=5.483, sprd=0.019]
Ep 076/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:03,  1.84it/s, loss=0.649, pair=0.000, adv=5.184, sprd=0.021]
Ep 076/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:03,  1.84it/s, loss=0.649, pair=0.000, adv=5.184, sprd=0.021]
Ep 076/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:03,  1.84it/s, loss=0.588, pair=0.000, adv=4.457, sprd=0.015]
Ep 076/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  1.99it/s, loss=0.588, pair=0.000, adv=4.457, sprd=0.015]
Ep 076/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  1.99it/s, loss=0.611, pair=0.000, adv=4.199, sprd=0.017]
Ep 076/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:50,  1.93it/s, loss=0.611, pair=0.000, adv=4.199, sprd=0.017]
Ep 076/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:50,  1.93it/s, loss=0.644, pair=0.000, adv=4.470, sprd=0.022]
Ep 076/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.08it/s, loss=0.644, pair=0.000, adv=4.470, sprd=0.022]
Ep 076/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.08it/s, loss=0.669, pair=0.004, adv=5.336, sprd=0.027]
Ep 076/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:40,  2.01it/s, loss=0.669, pair=0.004, adv=5.336, sprd=0.027]
Ep 076/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:40,  2.01it/s, loss=0.609, pair=0.000, adv=3.976, sprd=0.016]
Ep 076/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=0.609, pair=0.000, adv=3.976, sprd=0.016]
Ep 076/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:24,  2.17it/s, loss=0.625, pair=0.000, adv=5.181, sprd=0.022]
Ep 076/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:35,  2.05it/s, loss=0.625, pair=0.000, adv=5.181, sprd=0.022]
Ep 076/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:35,  2.05it/s, loss=0.608, pair=0.000, adv=4.643, sprd=0.018]
Ep 076/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:23,  2.16it/s, loss=0.608, pair=0.000, adv=4.643, sprd=0.018]
Ep 076/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:23,  2.16it/s, loss=0.667, pair=0.000, adv=5.223, sprd=0.026]
Ep 076/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:32,  2.07it/s, loss=0.667, pair=0.000, adv=5.223, sprd=0.026]
Ep 076/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.628, pair=0.001, adv=5.081, sprd=0.020]
Ep 076/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.628, pair=0.001, adv=5.081, sprd=0.020]
Ep 076/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.647, pair=0.000, adv=5.185, sprd=0.020]
Ep 076/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.647, pair=0.000, adv=5.185, sprd=0.020]
Ep 076/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:29,  2.09it/s, loss=0.630, pair=0.000, adv=5.918, sprd=0.020]
Ep 076/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.630, pair=0.000, adv=5.918, sprd=0.020]
Ep 076/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.694, pair=0.000, adv=6.077, sprd=0.032]
Ep 076/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:27,  2.10it/s, loss=0.694, pair=0.000, adv=6.077, sprd=0.032]
Ep 076/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:27,  2.10it/s, loss=0.598, pair=0.001, adv=4.976, sprd=0.016]
Ep 076/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.598, pair=0.001, adv=4.976, sprd=0.016]
Ep 076/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.640, pair=0.001, adv=5.601, sprd=0.021]
Ep 076/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:26,  2.11it/s, loss=0.640, pair=0.001, adv=5.601, sprd=0.021]
Ep 076/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:26,  2.11it/s, loss=0.623, pair=0.000, adv=5.269, sprd=0.021]
Ep 076/80 [S3:+sens]:   4%|▏  | 20/453 [00:09<03:18,  2.18it/s, loss=0.623, pair=0.000, adv=5.269, sprd=0.021]
Ep 076/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.18it/s, loss=0.658, pair=0.000, adv=4.276, sprd=0.025]
Ep 076/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.08it/s, loss=0.658, pair=0.000, adv=4.276, sprd=0.025]
Ep 076/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:28,  2.08it/s, loss=0.669, pair=0.000, adv=4.950, sprd=0.028]
Ep 076/80 [S3:+sens]:   5%|▏  | 22/453 [00:10<03:20,  2.15it/s, loss=0.669, pair=0.000, adv=4.950, sprd=0.028]
Ep 076/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:20,  2.15it/s, loss=0.637, pair=0.000, adv=4.399, sprd=0.019]
Ep 076/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:26,  2.08it/s, loss=0.637, pair=0.000, adv=4.399, sprd=0.019]
Ep 076/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:26,  2.08it/s, loss=0.702, pair=0.014, adv=5.588, sprd=0.036]
Ep 076/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:20,  2.14it/s, loss=0.702, pair=0.014, adv=5.588, sprd=0.036]
Ep 076/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:20,  2.14it/s, loss=0.637, pair=0.000, adv=4.539, sprd=0.025]
Ep 076/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:32,  2.02it/s, loss=0.637, pair=0.000, adv=4.539, sprd=0.025]
Ep 076/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:32,  2.02it/s, loss=0.613, pair=0.001, adv=4.318, sprd=0.018]
Ep 076/80 [S3:+sens]:   6%|▏  | 26/453 [00:12<03:31,  2.01it/s, loss=0.613, pair=0.001, adv=4.318, sprd=0.018]
Ep 076/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:31,  2.01it/s, loss=0.671, pair=0.000, adv=4.833, sprd=0.030]
Ep 076/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:38,  1.95it/s, loss=0.671, pair=0.000, adv=4.833, sprd=0.030]
Ep 076/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:38,  1.95it/s, loss=0.637, pair=0.000, adv=5.157, sprd=0.019]
Ep 076/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:24,  2.08it/s, loss=0.637, pair=0.000, adv=5.157, sprd=0.019]
Ep 076/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:24,  2.08it/s, loss=0.655, pair=0.000, adv=4.743, sprd=0.021]
Ep 076/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.02it/s, loss=0.655, pair=0.000, adv=4.743, sprd=0.021]
Ep 076/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:29,  2.02it/s, loss=0.600, pair=0.001, adv=4.242, sprd=0.016]
Ep 076/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:18,  2.14it/s, loss=0.600, pair=0.001, adv=4.242, sprd=0.016]
Ep 076/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.14it/s, loss=0.660, pair=0.000, adv=5.506, sprd=0.026]
Ep 076/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.05it/s, loss=0.660, pair=0.000, adv=5.506, sprd=0.026]
Ep 076/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.05it/s, loss=0.683, pair=0.000, adv=5.006, sprd=0.030]
Ep 076/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:17,  2.13it/s, loss=0.683, pair=0.000, adv=5.006, sprd=0.030]
Ep 076/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:17,  2.13it/s, loss=0.571, pair=0.002, adv=3.951, sprd=0.013]
Ep 076/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.571, pair=0.002, adv=3.951, sprd=0.013]
Ep 076/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:26,  2.04it/s, loss=0.678, pair=0.000, adv=5.606, sprd=0.026]
Ep 076/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:15,  2.14it/s, loss=0.678, pair=0.000, adv=5.606, sprd=0.026]
Ep 076/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:15,  2.14it/s, loss=0.626, pair=0.000, adv=4.208, sprd=0.020]
Ep 076/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.06it/s, loss=0.626, pair=0.000, adv=4.208, sprd=0.020]
Ep 076/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:23,  2.06it/s, loss=0.677, pair=0.000, adv=4.660, sprd=0.033]
Ep 076/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:17,  2.11it/s, loss=0.677, pair=0.000, adv=4.660, sprd=0.033]
Ep 076/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:17,  2.11it/s, loss=0.671, pair=0.000, adv=4.664, sprd=0.028]
Ep 076/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.671, pair=0.000, adv=4.664, sprd=0.028]
Ep 076/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.664, pair=0.000, adv=4.321, sprd=0.024]
Ep 076/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:15,  2.13it/s, loss=0.664, pair=0.000, adv=4.321, sprd=0.024]
Ep 076/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:15,  2.13it/s, loss=0.616, pair=0.001, adv=4.377, sprd=0.016]
Ep 076/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.616, pair=0.001, adv=4.377, sprd=0.016]
Ep 076/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.07it/s, loss=0.620, pair=0.000, adv=4.537, sprd=0.021]
Ep 076/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.14it/s, loss=0.620, pair=0.000, adv=4.537, sprd=0.021]
Ep 076/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.14it/s, loss=0.687, pair=0.001, adv=6.402, sprd=0.032]
Ep 076/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.687, pair=0.001, adv=6.402, sprd=0.032]
Ep 076/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.05it/s, loss=0.635, pair=0.003, adv=4.071, sprd=0.016]
Ep 076/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:06,  2.21it/s, loss=0.635, pair=0.003, adv=4.071, sprd=0.016]
Ep 076/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:06,  2.21it/s, loss=0.625, pair=0.002, adv=5.232, sprd=0.020]
Ep 076/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:12,  2.12it/s, loss=0.625, pair=0.002, adv=5.232, sprd=0.020]
Ep 076/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:12,  2.12it/s, loss=0.682, pair=0.000, adv=4.131, sprd=0.032]
Ep 076/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:08,  2.17it/s, loss=0.682, pair=0.000, adv=4.131, sprd=0.032]
Ep 076/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:08,  2.17it/s, loss=0.643, pair=0.000, adv=5.122, sprd=0.020]
Ep 076/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.07it/s, loss=0.643, pair=0.000, adv=5.122, sprd=0.020]
Ep 076/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.07it/s, loss=0.614, pair=0.000, adv=4.588, sprd=0.018]
Ep 076/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.614, pair=0.000, adv=4.588, sprd=0.018]
Ep 076/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:07,  2.17it/s, loss=0.611, pair=0.000, adv=4.352, sprd=0.017]
Ep 076/80 [S3:+sens]:  10%|▎  | 47/453 [00:22<03:13,  2.10it/s, loss=0.611, pair=0.000, adv=4.352, sprd=0.017]
Ep 076/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:13,  2.10it/s, loss=0.637, pair=0.000, adv=5.115, sprd=0.022]
Ep 076/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:05,  2.18it/s, loss=0.637, pair=0.000, adv=5.115, sprd=0.022]
Ep 076/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:05,  2.18it/s, loss=0.602, pair=0.000, adv=4.639, sprd=0.018]
Ep 076/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:14,  2.08it/s, loss=0.602, pair=0.000, adv=4.639, sprd=0.018]
Ep 076/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:14,  2.08it/s, loss=0.637, pair=0.001, adv=5.326, sprd=0.020]
Ep 076/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.637, pair=0.001, adv=5.326, sprd=0.020]
Ep 076/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:05,  2.17it/s, loss=0.651, pair=0.048, adv=6.245, sprd=0.022]
Ep 076/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:13,  2.08it/s, loss=0.651, pair=0.048, adv=6.245, sprd=0.022]
Ep 076/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.668, pair=0.000, adv=5.805, sprd=0.030]
Ep 076/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:07,  2.14it/s, loss=0.668, pair=0.000, adv=5.805, sprd=0.030]
Ep 076/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:07,  2.14it/s, loss=0.632, pair=0.005, adv=5.278, sprd=0.019]
Ep 076/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:20,  2.00it/s, loss=0.632, pair=0.005, adv=5.278, sprd=0.019]
Ep 076/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:20,  2.00it/s, loss=0.631, pair=0.000, adv=4.622, sprd=0.022]
Ep 076/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:11,  2.09it/s, loss=0.631, pair=0.000, adv=4.622, sprd=0.022]
Ep 076/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:11,  2.09it/s, loss=0.612, pair=0.000, adv=4.913, sprd=0.018]
Ep 076/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:17,  2.02it/s, loss=0.612, pair=0.000, adv=4.913, sprd=0.018]
Ep 076/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:17,  2.02it/s, loss=0.623, pair=0.001, adv=5.018, sprd=0.020]
Ep 076/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.623, pair=0.001, adv=5.018, sprd=0.020]
Ep 076/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:07,  2.12it/s, loss=0.678, pair=0.000, adv=5.385, sprd=0.026]
Ep 076/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:15,  2.02it/s, loss=0.678, pair=0.000, adv=5.385, sprd=0.026]
Ep 076/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:15,  2.02it/s, loss=0.608, pair=0.000, adv=5.082, sprd=0.018]
Ep 076/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.608, pair=0.000, adv=5.082, sprd=0.018]
Ep 076/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.645, pair=0.000, adv=5.128, sprd=0.025]
Ep 076/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:12,  2.05it/s, loss=0.645, pair=0.000, adv=5.128, sprd=0.025]
Ep 076/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:12,  2.05it/s, loss=0.659, pair=0.000, adv=6.162, sprd=0.028]
Ep 076/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:04,  2.13it/s, loss=0.659, pair=0.000, adv=6.162, sprd=0.028]
Ep 076/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:04,  2.13it/s, loss=0.687, pair=0.000, adv=5.024, sprd=0.023]
Ep 076/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:11,  2.04it/s, loss=0.687, pair=0.000, adv=5.024, sprd=0.023]
Ep 076/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:11,  2.04it/s, loss=0.609, pair=0.000, adv=4.190, sprd=0.015]
Ep 076/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:59,  2.18it/s, loss=0.609, pair=0.000, adv=4.190, sprd=0.015]
Ep 076/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:59,  2.18it/s, loss=0.679, pair=0.000, adv=5.321, sprd=0.032]
Ep 076/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:08,  2.07it/s, loss=0.679, pair=0.000, adv=5.321, sprd=0.032]
Ep 076/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:08,  2.07it/s, loss=0.648, pair=0.000, adv=4.875, sprd=0.024]
Ep 076/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:59,  2.16it/s, loss=0.648, pair=0.000, adv=4.875, sprd=0.024]
Ep 076/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:59,  2.16it/s, loss=0.685, pair=0.000, adv=5.765, sprd=0.021]
Ep 076/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:08,  2.06it/s, loss=0.685, pair=0.000, adv=5.765, sprd=0.021]
Ep 076/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:08,  2.06it/s, loss=0.625, pair=0.000, adv=4.914, sprd=0.020]
Ep 076/80 [S3:+sens]:  15%|▍  | 66/453 [00:31<02:58,  2.16it/s, loss=0.625, pair=0.000, adv=4.914, sprd=0.020]
Ep 076/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:58,  2.16it/s, loss=0.651, pair=0.001, adv=3.854, sprd=0.014]
Ep 076/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:02,  2.12it/s, loss=0.651, pair=0.001, adv=3.854, sprd=0.014]
Ep 076/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:02,  2.12it/s, loss=0.601, pair=0.000, adv=4.094, sprd=0.015]
Ep 076/80 [S3:+sens]:  15%|▍  | 68/453 [00:32<02:52,  2.24it/s, loss=0.601, pair=0.000, adv=4.094, sprd=0.015]
Ep 076/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:52,  2.24it/s, loss=0.597, pair=0.000, adv=4.089, sprd=0.015]
Ep 076/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:02,  2.10it/s, loss=0.597, pair=0.000, adv=4.089, sprd=0.015]
Ep 076/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:02,  2.10it/s, loss=0.640, pair=0.002, adv=4.826, sprd=0.021]
Ep 076/80 [S3:+sens]:  15%|▍  | 70/453 [00:33<02:53,  2.20it/s, loss=0.640, pair=0.002, adv=4.826, sprd=0.021]
Ep 076/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:53,  2.20it/s, loss=0.627, pair=0.003, adv=4.114, sprd=0.020]
Ep 076/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.09it/s, loss=0.627, pair=0.003, adv=4.114, sprd=0.020]
Ep 076/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.09it/s, loss=0.635, pair=0.003, adv=4.986, sprd=0.021]
Ep 076/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:55,  2.17it/s, loss=0.635, pair=0.003, adv=4.986, sprd=0.021]
Ep 076/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:55,  2.17it/s, loss=0.715, pair=0.002, adv=4.958, sprd=0.028]
Ep 076/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.715, pair=0.002, adv=4.958, sprd=0.028]
Ep 076/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:03,  2.07it/s, loss=0.628, pair=0.000, adv=4.691, sprd=0.023]
Ep 076/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:57,  2.14it/s, loss=0.628, pair=0.000, adv=4.691, sprd=0.023]
Ep 076/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:57,  2.14it/s, loss=0.595, pair=0.000, adv=3.687, sprd=0.014]
Ep 076/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.07it/s, loss=0.595, pair=0.000, adv=3.687, sprd=0.014]
Ep 076/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:02,  2.07it/s, loss=0.626, pair=0.001, adv=3.361, sprd=0.014]
Ep 076/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:50,  2.21it/s, loss=0.626, pair=0.001, adv=3.361, sprd=0.014]
Ep 076/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:50,  2.21it/s, loss=0.645, pair=0.001, adv=4.445, sprd=0.024]
Ep 076/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:59,  2.09it/s, loss=0.645, pair=0.001, adv=4.445, sprd=0.024]
Ep 076/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:59,  2.09it/s, loss=0.575, pair=0.001, adv=3.400, sprd=0.011]
Ep 076/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:48,  2.22it/s, loss=0.575, pair=0.001, adv=3.400, sprd=0.011]
Ep 076/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:48,  2.22it/s, loss=0.627, pair=0.000, adv=4.099, sprd=0.019]
Ep 076/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:54,  2.15it/s, loss=0.627, pair=0.000, adv=4.099, sprd=0.019]
Ep 076/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:54,  2.15it/s, loss=0.652, pair=0.001, adv=5.492, sprd=0.024]
Ep 076/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:48,  2.22it/s, loss=0.652, pair=0.001, adv=5.492, sprd=0.024]
Ep 076/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:48,  2.22it/s, loss=0.653, pair=0.001, adv=5.260, sprd=0.018]
Ep 076/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:06,  1.99it/s, loss=0.653, pair=0.001, adv=5.260, sprd=0.018]
Ep 076/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:06,  1.99it/s, loss=0.635, pair=0.001, adv=5.668, sprd=0.020]
Ep 076/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:54,  2.12it/s, loss=0.635, pair=0.001, adv=5.668, sprd=0.020]
Ep 076/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:54,  2.12it/s, loss=0.650, pair=0.000, adv=5.293, sprd=0.024]
Ep 076/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=0.650, pair=0.000, adv=5.293, sprd=0.024]
Ep 076/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:00,  2.05it/s, loss=1.118, pair=1.461, adv=4.910, sprd=0.018]
Ep 076/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.16it/s, loss=1.118, pair=1.461, adv=4.910, sprd=0.018]
Ep 076/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.16it/s, loss=0.645, pair=0.000, adv=4.729, sprd=0.023]
Ep 076/80 [S3:+sens]:  19%|▌  | 85/453 [00:40<03:00,  2.03it/s, loss=0.645, pair=0.000, adv=4.729, sprd=0.023]
Ep 076/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.03it/s, loss=0.635, pair=0.004, adv=4.447, sprd=0.020]
Ep 076/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.635, pair=0.004, adv=4.447, sprd=0.020]
Ep 076/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:51,  2.14it/s, loss=0.667, pair=0.000, adv=5.250, sprd=0.025]
Ep 076/80 [S3:+sens]:  19%|▌  | 87/453 [00:41<02:59,  2.04it/s, loss=0.667, pair=0.000, adv=5.250, sprd=0.025]
Ep 076/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.04it/s, loss=0.652, pair=0.001, adv=4.377, sprd=0.020]
Ep 076/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.16it/s, loss=0.652, pair=0.001, adv=4.377, sprd=0.020]
Ep 076/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:48,  2.16it/s, loss=0.648, pair=0.001, adv=5.057, sprd=0.023]
Ep 076/80 [S3:+sens]:  20%|▌  | 89/453 [00:42<02:56,  2.06it/s, loss=0.648, pair=0.001, adv=5.057, sprd=0.023]
Ep 076/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.06it/s, loss=0.629, pair=0.000, adv=4.354, sprd=0.021]
Ep 076/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.16it/s, loss=0.629, pair=0.000, adv=4.354, sprd=0.021]
Ep 076/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.16it/s, loss=0.649, pair=0.000, adv=4.570, sprd=0.019]
Ep 076/80 [S3:+sens]:  20%|▌  | 91/453 [00:43<02:52,  2.09it/s, loss=0.649, pair=0.000, adv=4.570, sprd=0.019]
Ep 076/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:52,  2.09it/s, loss=0.654, pair=0.000, adv=5.239, sprd=0.026]
Ep 076/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.654, pair=0.000, adv=5.239, sprd=0.026]
Ep 076/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:45,  2.18it/s, loss=0.626, pair=0.000, adv=3.870, sprd=0.018]
Ep 076/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:52,  2.09it/s, loss=0.626, pair=0.000, adv=3.870, sprd=0.018]
Ep 076/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:52,  2.09it/s, loss=0.667, pair=0.000, adv=4.924, sprd=0.026]
Ep 076/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:45,  2.17it/s, loss=0.667, pair=0.000, adv=4.924, sprd=0.026]
Ep 076/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:45,  2.17it/s, loss=0.643, pair=0.000, adv=5.643, sprd=0.024]
Ep 076/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:53,  2.06it/s, loss=0.643, pair=0.000, adv=5.643, sprd=0.024]
Ep 076/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:53,  2.06it/s, loss=0.611, pair=0.000, adv=4.856, sprd=0.018]
Ep 076/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:45,  2.16it/s, loss=0.611, pair=0.000, adv=4.856, sprd=0.018]
Ep 076/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:45,  2.16it/s, loss=0.619, pair=0.000, adv=4.541, sprd=0.020]
Ep 076/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:52,  2.06it/s, loss=0.619, pair=0.000, adv=4.541, sprd=0.020]
Ep 076/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:52,  2.06it/s, loss=0.714, pair=0.004, adv=5.397, sprd=0.036]
Ep 076/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:47,  2.12it/s, loss=0.714, pair=0.004, adv=5.397, sprd=0.036]
Ep 076/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:47,  2.12it/s, loss=0.627, pair=0.000, adv=5.015, sprd=0.023]
Ep 076/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:54,  2.03it/s, loss=0.627, pair=0.000, adv=5.015, sprd=0.023]
Ep 076/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:54,  2.03it/s, loss=0.616, pair=0.000, adv=5.586, sprd=0.017]
Ep 076/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:45,  2.14it/s, loss=0.616, pair=0.000, adv=5.586, sprd=0.017]
Ep 076/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:45,  2.14it/s, loss=0.655, pair=0.000, adv=5.285, sprd=0.027]
Ep 076/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.05it/s, loss=0.655, pair=0.000, adv=5.285, sprd=0.027]
Ep 076/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:52,  2.05it/s, loss=0.644, pair=0.000, adv=4.825, sprd=0.025]
Ep 076/80 [S3:+sens]:  23%|▍ | 102/453 [00:48<02:44,  2.13it/s, loss=0.644, pair=0.000, adv=4.825, sprd=0.025]
Ep 076/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:44,  2.13it/s, loss=0.621, pair=0.000, adv=4.891, sprd=0.021]
Ep 076/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.03it/s, loss=0.621, pair=0.000, adv=4.891, sprd=0.021]
Ep 076/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:52,  2.03it/s, loss=0.603, pair=0.000, adv=4.318, sprd=0.015]
Ep 076/80 [S3:+sens]:  23%|▍ | 104/453 [00:49<02:42,  2.15it/s, loss=0.603, pair=0.000, adv=4.318, sprd=0.015]
Ep 076/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:42,  2.15it/s, loss=0.602, pair=0.000, adv=4.226, sprd=0.016]
Ep 076/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:49,  2.05it/s, loss=0.602, pair=0.000, adv=4.226, sprd=0.016]
Ep 076/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:49,  2.05it/s, loss=0.616, pair=0.000, adv=4.556, sprd=0.017]
Ep 076/80 [S3:+sens]:  23%|▍ | 106/453 [00:50<02:39,  2.18it/s, loss=0.616, pair=0.000, adv=4.556, sprd=0.017]
Ep 076/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.18it/s, loss=0.613, pair=0.000, adv=4.081, sprd=0.017]
Ep 076/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:46,  2.08it/s, loss=0.613, pair=0.000, adv=4.081, sprd=0.017]
Ep 076/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:46,  2.08it/s, loss=0.678, pair=0.000, adv=5.336, sprd=0.026]
Ep 076/80 [S3:+sens]:  24%|▍ | 108/453 [00:51<02:39,  2.16it/s, loss=0.678, pair=0.000, adv=5.336, sprd=0.026]
Ep 076/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:39,  2.16it/s, loss=0.602, pair=0.000, adv=5.006, sprd=0.018]
Ep 076/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:56,  1.95it/s, loss=0.602, pair=0.000, adv=5.006, sprd=0.018]
Ep 076/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:56,  1.95it/s, loss=0.666, pair=0.000, adv=4.111, sprd=0.029]
Ep 076/80 [S3:+sens]:  24%|▍ | 110/453 [00:52<02:47,  2.05it/s, loss=0.666, pair=0.000, adv=4.111, sprd=0.029]
Ep 076/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:47,  2.05it/s, loss=0.593, pair=0.001, adv=4.243, sprd=0.015]
Ep 076/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:52,  1.99it/s, loss=0.593, pair=0.001, adv=4.243, sprd=0.015]
Ep 076/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:52,  1.99it/s, loss=0.642, pair=0.000, adv=4.224, sprd=0.026]
Ep 076/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:45,  2.07it/s, loss=0.642, pair=0.000, adv=4.224, sprd=0.026]
Ep 076/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:45,  2.07it/s, loss=0.691, pair=0.000, adv=4.624, sprd=0.021]
Ep 076/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:49,  2.00it/s, loss=0.691, pair=0.000, adv=4.624, sprd=0.021]
Ep 076/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:49,  2.00it/s, loss=0.655, pair=0.000, adv=4.761, sprd=0.026]
Ep 076/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:41,  2.10it/s, loss=0.655, pair=0.000, adv=4.761, sprd=0.026]
Ep 076/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:41,  2.10it/s, loss=0.587, pair=0.000, adv=4.376, sprd=0.015]
Ep 076/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:46,  2.03it/s, loss=0.587, pair=0.000, adv=4.376, sprd=0.015]
Ep 076/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:46,  2.03it/s, loss=0.637, pair=0.000, adv=5.045, sprd=0.019]
Ep 076/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:36,  2.15it/s, loss=0.637, pair=0.000, adv=5.045, sprd=0.019]
Ep 076/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:36,  2.15it/s, loss=0.629, pair=0.000, adv=5.354, sprd=0.020]
Ep 076/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.629, pair=0.000, adv=5.354, sprd=0.020]
Ep 076/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:45,  2.03it/s, loss=0.661, pair=0.001, adv=4.888, sprd=0.029]
Ep 076/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:40,  2.09it/s, loss=0.661, pair=0.001, adv=4.888, sprd=0.029]
Ep 076/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:40,  2.09it/s, loss=0.615, pair=0.000, adv=4.924, sprd=0.020]
Ep 076/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:46,  2.00it/s, loss=0.615, pair=0.000, adv=4.924, sprd=0.020]
Ep 076/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:46,  2.00it/s, loss=0.658, pair=0.001, adv=5.935, sprd=0.029]
Ep 076/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:39,  2.09it/s, loss=0.658, pair=0.001, adv=5.935, sprd=0.029]
Ep 076/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:39,  2.09it/s, loss=0.626, pair=0.000, adv=4.908, sprd=0.023]
Ep 076/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:45,  2.00it/s, loss=0.626, pair=0.000, adv=4.908, sprd=0.023]
Ep 076/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:45,  2.00it/s, loss=0.636, pair=0.001, adv=5.397, sprd=0.020]
Ep 076/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:36,  2.12it/s, loss=0.636, pair=0.001, adv=5.397, sprd=0.020]
Ep 076/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:36,  2.12it/s, loss=0.668, pair=0.000, adv=4.502, sprd=0.017]
Ep 076/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.05it/s, loss=0.668, pair=0.000, adv=4.502, sprd=0.017]
Ep 076/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.05it/s, loss=0.600, pair=0.000, adv=4.769, sprd=0.015]
Ep 076/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:31,  2.17it/s, loss=0.600, pair=0.000, adv=4.769, sprd=0.015]
Ep 076/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:31,  2.17it/s, loss=0.614, pair=0.003, adv=4.437, sprd=0.017]
Ep 076/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:36,  2.09it/s, loss=0.614, pair=0.003, adv=4.437, sprd=0.017]
Ep 076/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:36,  2.09it/s, loss=0.614, pair=0.004, adv=4.706, sprd=0.018]
Ep 076/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.19it/s, loss=0.614, pair=0.004, adv=4.706, sprd=0.018]
Ep 076/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:29,  2.19it/s, loss=0.632, pair=0.003, adv=4.429, sprd=0.019]
Ep 076/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.09it/s, loss=0.632, pair=0.003, adv=4.429, sprd=0.019]
Ep 076/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.09it/s, loss=0.629, pair=0.005, adv=4.746, sprd=0.020]
Ep 076/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:29,  2.18it/s, loss=0.629, pair=0.005, adv=4.746, sprd=0.020]
Ep 076/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:29,  2.18it/s, loss=0.662, pair=0.004, adv=5.752, sprd=0.021]
Ep 076/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.09it/s, loss=0.662, pair=0.004, adv=5.752, sprd=0.021]
Ep 076/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:34,  2.09it/s, loss=0.645, pair=0.006, adv=5.313, sprd=0.021]
Ep 076/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:27,  2.19it/s, loss=0.645, pair=0.006, adv=5.313, sprd=0.021]
Ep 076/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:27,  2.19it/s, loss=0.570, pair=0.002, adv=3.175, sprd=0.016]
Ep 076/80 [S3:+sens]:  29%|▌ | 131/453 [01:02<02:36,  2.06it/s, loss=0.570, pair=0.002, adv=3.175, sprd=0.016]
Ep 076/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:36,  2.06it/s, loss=0.641, pair=0.005, adv=4.601, sprd=0.019]
Ep 076/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:25,  2.21it/s, loss=0.641, pair=0.005, adv=4.601, sprd=0.019]
Ep 076/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:25,  2.21it/s, loss=0.630, pair=0.002, adv=4.822, sprd=0.023]
Ep 076/80 [S3:+sens]:  29%|▌ | 133/453 [01:03<02:34,  2.07it/s, loss=0.630, pair=0.002, adv=4.822, sprd=0.023]
Ep 076/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:34,  2.07it/s, loss=0.620, pair=0.005, adv=4.216, sprd=0.016]
Ep 076/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.18it/s, loss=0.620, pair=0.005, adv=4.216, sprd=0.016]
Ep 076/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:26,  2.18it/s, loss=0.664, pair=0.007, adv=5.154, sprd=0.025]
Ep 076/80 [S3:+sens]:  30%|▌ | 135/453 [01:04<02:35,  2.05it/s, loss=0.664, pair=0.007, adv=5.154, sprd=0.025]
Ep 076/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:35,  2.05it/s, loss=0.643, pair=0.006, adv=5.480, sprd=0.023]
Ep 076/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:29,  2.12it/s, loss=0.643, pair=0.006, adv=5.480, sprd=0.023]
Ep 076/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:29,  2.12it/s, loss=0.653, pair=0.002, adv=4.708, sprd=0.029]
Ep 076/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:37,  2.00it/s, loss=0.653, pair=0.002, adv=4.708, sprd=0.029]
Ep 076/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:37,  2.00it/s, loss=0.636, pair=0.004, adv=4.458, sprd=0.021]
Ep 076/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:29,  2.11it/s, loss=0.636, pair=0.004, adv=4.458, sprd=0.021]
Ep 076/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:29,  2.11it/s, loss=0.609, pair=0.003, adv=4.653, sprd=0.016]
Ep 076/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:42,  1.94it/s, loss=0.609, pair=0.003, adv=4.653, sprd=0.016]
Ep 076/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:42,  1.94it/s, loss=0.623, pair=0.005, adv=4.582, sprd=0.019]
Ep 076/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:30,  2.08it/s, loss=0.623, pair=0.005, adv=4.582, sprd=0.019]
Ep 076/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:30,  2.08it/s, loss=0.640, pair=0.003, adv=4.797, sprd=0.020]
Ep 076/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:32,  2.05it/s, loss=0.640, pair=0.003, adv=4.797, sprd=0.020]
Ep 076/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:32,  2.05it/s, loss=0.672, pair=0.005, adv=4.933, sprd=0.028]
Ep 076/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.13it/s, loss=0.672, pair=0.005, adv=4.933, sprd=0.028]
Ep 076/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:26,  2.13it/s, loss=0.653, pair=0.005, adv=4.137, sprd=0.022]
Ep 076/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:30,  2.05it/s, loss=0.653, pair=0.005, adv=4.137, sprd=0.022]
Ep 076/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:30,  2.05it/s, loss=0.634, pair=0.002, adv=4.652, sprd=0.017]
Ep 076/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.20it/s, loss=0.634, pair=0.002, adv=4.652, sprd=0.017]
Ep 076/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.20it/s, loss=0.645, pair=0.002, adv=5.889, sprd=0.023]
Ep 076/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:26,  2.10it/s, loss=0.645, pair=0.002, adv=5.889, sprd=0.023]
Ep 076/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:26,  2.10it/s, loss=0.665, pair=0.002, adv=5.345, sprd=0.029]
Ep 076/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:22,  2.15it/s, loss=0.665, pair=0.002, adv=5.345, sprd=0.029]
Ep 076/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:22,  2.15it/s, loss=0.679, pair=0.002, adv=5.041, sprd=0.030]
Ep 076/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:28,  2.05it/s, loss=0.679, pair=0.002, adv=5.041, sprd=0.030]
Ep 076/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:28,  2.05it/s, loss=0.644, pair=0.003, adv=5.864, sprd=0.021]
Ep 076/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.18it/s, loss=0.644, pair=0.003, adv=5.864, sprd=0.021]
Ep 076/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.18it/s, loss=0.630, pair=0.002, adv=3.903, sprd=0.023]
Ep 076/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.630, pair=0.002, adv=3.903, sprd=0.023]
Ep 076/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:27,  2.06it/s, loss=0.612, pair=0.002, adv=4.274, sprd=0.017]
Ep 076/80 [S3:+sens]:  33%|▋ | 150/453 [01:11<02:19,  2.17it/s, loss=0.612, pair=0.002, adv=4.274, sprd=0.017]
Ep 076/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:19,  2.17it/s, loss=0.633, pair=0.001, adv=5.037, sprd=0.019]
Ep 076/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.08it/s, loss=0.633, pair=0.001, adv=5.037, sprd=0.019]
Ep 076/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:24,  2.08it/s, loss=0.625, pair=0.001, adv=4.735, sprd=0.019]
Ep 076/80 [S3:+sens]:  34%|▋ | 152/453 [01:12<02:18,  2.18it/s, loss=0.625, pair=0.001, adv=4.735, sprd=0.019]
Ep 076/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:18,  2.18it/s, loss=0.597, pair=0.001, adv=4.280, sprd=0.015]
Ep 076/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.08it/s, loss=0.597, pair=0.001, adv=4.280, sprd=0.015]
Ep 076/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:24,  2.08it/s, loss=0.682, pair=0.001, adv=5.475, sprd=0.030]
Ep 076/80 [S3:+sens]:  34%|▋ | 154/453 [01:13<02:18,  2.16it/s, loss=0.682, pair=0.001, adv=5.475, sprd=0.030]
Ep 076/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:18,  2.16it/s, loss=0.653, pair=0.000, adv=4.833, sprd=0.020]
Ep 076/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:21,  2.10it/s, loss=0.653, pair=0.000, adv=4.833, sprd=0.020]
Ep 076/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:21,  2.10it/s, loss=0.627, pair=0.000, adv=5.127, sprd=0.022]
Ep 076/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:16,  2.18it/s, loss=0.627, pair=0.000, adv=5.127, sprd=0.022]
Ep 076/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:16,  2.18it/s, loss=0.631, pair=0.000, adv=5.121, sprd=0.020]
Ep 076/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:20,  2.11it/s, loss=0.631, pair=0.000, adv=5.121, sprd=0.020]
Ep 076/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:20,  2.11it/s, loss=0.595, pair=0.000, adv=4.093, sprd=0.014]
Ep 076/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:14,  2.20it/s, loss=0.595, pair=0.000, adv=4.093, sprd=0.014]
Ep 076/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:14,  2.20it/s, loss=0.599, pair=0.001, adv=4.745, sprd=0.017]
Ep 076/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.06it/s, loss=0.599, pair=0.001, adv=4.745, sprd=0.017]
Ep 076/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.06it/s, loss=0.651, pair=0.000, adv=4.866, sprd=0.021]
Ep 076/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:14,  2.17it/s, loss=0.651, pair=0.000, adv=4.866, sprd=0.021]
Ep 076/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:14,  2.17it/s, loss=0.668, pair=0.000, adv=3.490, sprd=0.015]
Ep 076/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:18,  2.11it/s, loss=0.668, pair=0.000, adv=3.490, sprd=0.015]
Ep 076/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:18,  2.11it/s, loss=0.684, pair=0.000, adv=5.442, sprd=0.033]
Ep 076/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:14,  2.17it/s, loss=0.684, pair=0.000, adv=5.442, sprd=0.033]
Ep 076/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:14,  2.17it/s, loss=0.654, pair=0.000, adv=5.820, sprd=0.022]
Ep 076/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:26,  1.98it/s, loss=0.654, pair=0.000, adv=5.820, sprd=0.022]
Ep 076/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:26,  1.98it/s, loss=0.642, pair=0.000, adv=5.023, sprd=0.023]
Ep 076/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:18,  2.09it/s, loss=0.642, pair=0.000, adv=5.023, sprd=0.023]
Ep 076/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:18,  2.09it/s, loss=0.676, pair=0.000, adv=5.575, sprd=0.030]
Ep 076/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:25,  1.98it/s, loss=0.676, pair=0.000, adv=5.575, sprd=0.030]
Ep 076/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:25,  1.98it/s, loss=0.662, pair=0.000, adv=5.510, sprd=0.023]
Ep 076/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:16,  2.10it/s, loss=0.662, pair=0.000, adv=5.510, sprd=0.023]
Ep 076/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:16,  2.10it/s, loss=0.613, pair=0.000, adv=4.842, sprd=0.017]
Ep 076/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.613, pair=0.000, adv=4.842, sprd=0.017]
Ep 076/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.647, pair=0.000, adv=3.968, sprd=0.020]
Ep 076/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:11,  2.17it/s, loss=0.647, pair=0.000, adv=3.968, sprd=0.020]
Ep 076/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:11,  2.17it/s, loss=0.705, pair=0.000, adv=4.562, sprd=0.024]
Ep 076/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:17,  2.06it/s, loss=0.705, pair=0.000, adv=4.562, sprd=0.024]
Ep 076/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:17,  2.06it/s, loss=0.641, pair=0.000, adv=5.679, sprd=0.020]
Ep 076/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:10,  2.17it/s, loss=0.641, pair=0.000, adv=5.679, sprd=0.020]
Ep 076/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:10,  2.17it/s, loss=0.611, pair=0.000, adv=3.980, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 171/453 [01:21<02:14,  2.10it/s, loss=0.611, pair=0.000, adv=3.980, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:14,  2.10it/s, loss=0.599, pair=0.001, adv=3.963, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:08,  2.19it/s, loss=0.599, pair=0.001, adv=3.963, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:08,  2.19it/s, loss=0.607, pair=0.000, adv=4.592, sprd=0.016]
Ep 076/80 [S3:+sens]:  38%|▊ | 173/453 [01:22<02:13,  2.09it/s, loss=0.607, pair=0.000, adv=4.592, sprd=0.016]
Ep 076/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:13,  2.09it/s, loss=0.621, pair=0.000, adv=4.417, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:05,  2.22it/s, loss=0.621, pair=0.000, adv=4.417, sprd=0.015]
Ep 076/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:05,  2.22it/s, loss=0.604, pair=0.000, adv=4.409, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 175/453 [01:23<02:13,  2.08it/s, loss=0.604, pair=0.000, adv=4.409, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:13,  2.08it/s, loss=0.666, pair=0.000, adv=4.280, sprd=0.026]
Ep 076/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:07,  2.17it/s, loss=0.666, pair=0.000, adv=4.280, sprd=0.026]
Ep 076/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:07,  2.17it/s, loss=0.682, pair=0.000, adv=5.311, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 177/453 [01:24<02:12,  2.08it/s, loss=0.682, pair=0.000, adv=5.311, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.08it/s, loss=0.638, pair=0.000, adv=4.956, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:05,  2.18it/s, loss=0.638, pair=0.000, adv=4.956, sprd=0.019]
Ep 076/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:05,  2.18it/s, loss=0.594, pair=0.001, adv=5.015, sprd=0.014]
Ep 076/80 [S3:+sens]:  40%|▊ | 179/453 [01:25<02:13,  2.05it/s, loss=0.594, pair=0.001, adv=5.015, sprd=0.014]
Ep 076/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.05it/s, loss=0.604, pair=0.001, adv=4.963, sprd=0.017]
Ep 076/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:06,  2.15it/s, loss=0.604, pair=0.001, adv=4.963, sprd=0.017]
Ep 076/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:06,  2.15it/s, loss=0.608, pair=0.001, adv=3.758, sprd=0.014]
Ep 076/80 [S3:+sens]:  40%|▊ | 181/453 [01:26<02:10,  2.08it/s, loss=0.608, pair=0.001, adv=3.758, sprd=0.014]
Ep 076/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:10,  2.08it/s, loss=0.659, pair=0.000, adv=4.828, sprd=0.026]
Ep 076/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.15it/s, loss=0.659, pair=0.000, adv=4.828, sprd=0.026]
Ep 076/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.15it/s, loss=0.640, pair=0.002, adv=4.291, sprd=0.026]
Ep 076/80 [S3:+sens]:  40%|▊ | 183/453 [01:27<02:15,  1.99it/s, loss=0.640, pair=0.002, adv=4.291, sprd=0.026]
Ep 076/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:15,  1.99it/s, loss=0.658, pair=0.000, adv=4.399, sprd=0.023]
Ep 076/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:07,  2.10it/s, loss=0.658, pair=0.000, adv=4.399, sprd=0.023]
Ep 076/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:07,  2.10it/s, loss=0.616, pair=0.001, adv=4.393, sprd=0.017]
Ep 076/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:11,  2.04it/s, loss=0.616, pair=0.001, adv=4.393, sprd=0.017]
Ep 076/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.04it/s, loss=0.632, pair=0.002, adv=4.263, sprd=0.018]
Ep 076/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:03,  2.16it/s, loss=0.632, pair=0.002, adv=4.263, sprd=0.018]
Ep 076/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:03,  2.16it/s, loss=0.622, pair=0.004, adv=4.155, sprd=0.016]
Ep 076/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:03,  2.16it/s, loss=0.622, pair=0.004, adv=4.155, sprd=0.016]
Ep 076/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:03,  2.16it/s, loss=0.651, pair=0.000, adv=4.816, sprd=0.022]
Ep 076/80 [S3:+sens]:  42%|▊ | 188/453 [01:29<01:58,  2.24it/s, loss=0.651, pair=0.000, adv=4.816, sprd=0.022]
Ep 076/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<01:58,  2.24it/s, loss=0.656, pair=0.000, adv=4.961, sprd=0.020]
Ep 076/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:05,  2.11it/s, loss=0.656, pair=0.000, adv=4.961, sprd=0.020]
Ep 076/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:05,  2.11it/s, loss=0.608, pair=0.000, adv=3.651, sprd=0.016]
Ep 076/80 [S3:+sens]:  42%|▊ | 190/453 [01:30<01:58,  2.21it/s, loss=0.608, pair=0.000, adv=3.651, sprd=0.016]
Ep 076/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<01:58,  2.21it/s, loss=0.656, pair=0.000, adv=5.687, sprd=0.028]
Ep 076/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:13,  1.97it/s, loss=0.656, pair=0.000, adv=5.687, sprd=0.028]
Ep 076/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:13,  1.97it/s, loss=0.653, pair=0.000, adv=6.045, sprd=0.027]
Ep 076/80 [S3:+sens]:  42%|▊ | 192/453 [01:31<02:06,  2.07it/s, loss=0.653, pair=0.000, adv=6.045, sprd=0.027]
Ep 076/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:06,  2.07it/s, loss=0.609, pair=0.001, adv=4.060, sprd=0.016]
Ep 076/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.01it/s, loss=0.609, pair=0.001, adv=4.060, sprd=0.016]
Ep 076/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.01it/s, loss=0.640, pair=0.000, adv=3.451, sprd=0.020]
Ep 076/80 [S3:+sens]:  43%|▊ | 194/453 [01:32<02:01,  2.13it/s, loss=0.640, pair=0.000, adv=3.451, sprd=0.020]
Ep 076/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.13it/s, loss=0.654, pair=0.000, adv=4.980, sprd=0.024]
Ep 076/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:06,  2.04it/s, loss=0.654, pair=0.000, adv=4.980, sprd=0.024]
Ep 076/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:06,  2.04it/s, loss=0.673, pair=0.001, adv=4.036, sprd=0.027]
Ep 076/80 [S3:+sens]:  43%|▊ | 196/453 [01:33<02:00,  2.13it/s, loss=0.673, pair=0.001, adv=4.036, sprd=0.027]
Ep 076/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:00,  2.13it/s, loss=0.614, pair=0.001, adv=3.997, sprd=0.016]
Ep 076/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:05,  2.03it/s, loss=0.614, pair=0.001, adv=3.997, sprd=0.016]
Ep 076/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:05,  2.03it/s, loss=0.644, pair=0.000, adv=4.891, sprd=0.024]
Ep 076/80 [S3:+sens]:  44%|▊ | 198/453 [01:34<02:00,  2.11it/s, loss=0.644, pair=0.000, adv=4.891, sprd=0.024]
Ep 076/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<02:00,  2.11it/s, loss=0.631, pair=0.001, adv=4.490, sprd=0.018]
Ep 076/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.05it/s, loss=0.631, pair=0.001, adv=4.490, sprd=0.018]
Ep 076/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.05it/s, loss=0.619, pair=0.000, adv=4.166, sprd=0.020]
Ep 076/80 [S3:+sens]:  44%|▉ | 200/453 [01:35<01:57,  2.15it/s, loss=0.619, pair=0.000, adv=4.166, sprd=0.020]
Ep 076/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:57,  2.15it/s, loss=0.659, pair=0.000, adv=4.538, sprd=0.024]
Ep 076/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.05it/s, loss=0.659, pair=0.000, adv=4.538, sprd=0.024]
Ep 076/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:03,  2.05it/s, loss=0.609, pair=0.000, adv=4.303, sprd=0.017]
Ep 076/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:57,  2.14it/s, loss=0.609, pair=0.000, adv=4.303, sprd=0.017]
Ep 076/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:57,  2.14it/s, loss=0.597, pair=0.000, adv=3.380, sprd=0.015]
Ep 076/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:01,  2.06it/s, loss=0.597, pair=0.000, adv=3.380, sprd=0.015]
Ep 076/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:01,  2.06it/s, loss=0.645, pair=0.000, adv=4.949, sprd=0.022]
Ep 076/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:54,  2.18it/s, loss=0.645, pair=0.000, adv=4.949, sprd=0.022]
Ep 076/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.18it/s, loss=0.617, pair=0.000, adv=5.040, sprd=0.017]
Ep 076/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:57,  2.11it/s, loss=0.617, pair=0.000, adv=5.040, sprd=0.017]
Ep 076/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:57,  2.11it/s, loss=0.611, pair=0.000, adv=4.795, sprd=0.019]
Ep 076/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:53,  2.17it/s, loss=0.611, pair=0.000, adv=4.795, sprd=0.019]
Ep 076/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:53,  2.17it/s, loss=0.603, pair=0.000, adv=4.964, sprd=0.017]
Ep 076/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:58,  2.08it/s, loss=0.603, pair=0.000, adv=4.964, sprd=0.017]
Ep 076/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:58,  2.08it/s, loss=0.649, pair=0.000, adv=4.822, sprd=0.019]
Ep 076/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:50,  2.23it/s, loss=0.649, pair=0.000, adv=4.822, sprd=0.019]
Ep 076/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:50,  2.23it/s, loss=0.614, pair=0.000, adv=4.519, sprd=0.015]
Ep 076/80 [S3:+sens]:  46%|▉ | 209/453 [01:39<01:53,  2.14it/s, loss=0.614, pair=0.000, adv=4.519, sprd=0.015]
Ep 076/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:53,  2.14it/s, loss=0.637, pair=0.001, adv=4.527, sprd=0.024]
Ep 076/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:50,  2.19it/s, loss=0.637, pair=0.001, adv=4.527, sprd=0.024]
Ep 076/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:50,  2.19it/s, loss=0.589, pair=0.000, adv=4.039, sprd=0.014]
Ep 076/80 [S3:+sens]:  47%|▉ | 211/453 [01:40<01:55,  2.09it/s, loss=0.589, pair=0.000, adv=4.039, sprd=0.014]
Ep 076/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:55,  2.09it/s, loss=0.671, pair=0.000, adv=5.161, sprd=0.030]
Ep 076/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.671, pair=0.000, adv=5.161, sprd=0.030]
Ep 076/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:52,  2.15it/s, loss=0.633, pair=0.000, adv=4.094, sprd=0.020]
Ep 076/80 [S3:+sens]:  47%|▉ | 213/453 [01:41<01:55,  2.08it/s, loss=0.633, pair=0.000, adv=4.094, sprd=0.020]
Ep 076/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:55,  2.08it/s, loss=0.674, pair=0.000, adv=4.639, sprd=0.028]
Ep 076/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.15it/s, loss=0.674, pair=0.000, adv=4.639, sprd=0.028]
Ep 076/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:50,  2.15it/s, loss=0.628, pair=0.000, adv=5.667, sprd=0.021]
Ep 076/80 [S3:+sens]:  47%|▉ | 215/453 [01:42<01:54,  2.07it/s, loss=0.628, pair=0.000, adv=5.667, sprd=0.021]
Ep 076/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:54,  2.07it/s, loss=0.678, pair=0.000, adv=5.055, sprd=0.026]
Ep 076/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:48,  2.18it/s, loss=0.678, pair=0.000, adv=5.055, sprd=0.026]
Ep 076/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:48,  2.18it/s, loss=0.666, pair=0.001, adv=4.375, sprd=0.019]
Ep 076/80 [S3:+sens]:  48%|▉ | 217/453 [01:43<01:52,  2.09it/s, loss=0.666, pair=0.001, adv=4.375, sprd=0.019]
Ep 076/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:52,  2.09it/s, loss=0.599, pair=0.000, adv=3.702, sprd=0.015]
Ep 076/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:47,  2.18it/s, loss=0.599, pair=0.000, adv=3.702, sprd=0.015]
Ep 076/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:47,  2.18it/s, loss=0.627, pair=0.000, adv=4.729, sprd=0.021]
Ep 076/80 [S3:+sens]:  48%|▉ | 219/453 [01:44<01:59,  1.96it/s, loss=0.627, pair=0.000, adv=4.729, sprd=0.021]
Ep 076/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:59,  1.96it/s, loss=0.641, pair=0.001, adv=5.551, sprd=0.021]
Ep 076/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:51,  2.08it/s, loss=0.641, pair=0.001, adv=5.551, sprd=0.021]
Ep 076/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:51,  2.08it/s, loss=0.591, pair=0.000, adv=4.220, sprd=0.014]
Ep 076/80 [S3:+sens]:  49%|▉ | 221/453 [01:45<01:56,  2.00it/s, loss=0.591, pair=0.000, adv=4.220, sprd=0.014]
Ep 076/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:56,  2.00it/s, loss=0.623, pair=0.000, adv=4.420, sprd=0.019]
Ep 076/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.11it/s, loss=0.623, pair=0.000, adv=4.420, sprd=0.019]
Ep 076/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.11it/s, loss=0.675, pair=0.000, adv=5.056, sprd=0.033]
Ep 076/80 [S3:+sens]:  49%|▉ | 223/453 [01:46<01:55,  1.99it/s, loss=0.675, pair=0.000, adv=5.056, sprd=0.033]
Ep 076/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:55,  1.99it/s, loss=0.636, pair=0.000, adv=4.638, sprd=0.023]
Ep 076/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:49,  2.10it/s, loss=0.636, pair=0.000, adv=4.638, sprd=0.023]
Ep 076/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:49,  2.10it/s, loss=0.625, pair=0.000, adv=5.254, sprd=0.020]
Ep 076/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:51,  2.04it/s, loss=0.625, pair=0.000, adv=5.254, sprd=0.020]
Ep 076/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:51,  2.04it/s, loss=0.656, pair=0.000, adv=4.267, sprd=0.028]
Ep 076/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.12it/s, loss=0.656, pair=0.000, adv=4.267, sprd=0.028]
Ep 076/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.12it/s, loss=0.602, pair=0.000, adv=5.206, sprd=0.018]
Ep 076/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:52,  2.02it/s, loss=0.602, pair=0.000, adv=5.206, sprd=0.018]
Ep 076/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:52,  2.02it/s, loss=0.613, pair=0.000, adv=4.428, sprd=0.016]
Ep 076/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.613, pair=0.000, adv=4.428, sprd=0.016]
Ep 076/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:44,  2.15it/s, loss=0.689, pair=0.001, adv=4.812, sprd=0.029]
Ep 076/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.689, pair=0.001, adv=4.812, sprd=0.029]
Ep 076/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:47,  2.08it/s, loss=0.614, pair=0.000, adv=4.192, sprd=0.018]
Ep 076/80 [S3:+sens]:  51%|█ | 230/453 [01:49<01:41,  2.20it/s, loss=0.614, pair=0.000, adv=4.192, sprd=0.018]
Ep 076/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:41,  2.20it/s, loss=0.702, pair=0.000, adv=4.317, sprd=0.034]
Ep 076/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.702, pair=0.000, adv=4.317, sprd=0.034]
Ep 076/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:48,  2.04it/s, loss=0.641, pair=0.000, adv=4.799, sprd=0.021]
Ep 076/80 [S3:+sens]:  51%|█ | 232/453 [01:50<01:42,  2.15it/s, loss=0.641, pair=0.000, adv=4.799, sprd=0.021]
Ep 076/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.15it/s, loss=0.606, pair=0.000, adv=4.415, sprd=0.018]
Ep 076/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.07it/s, loss=0.606, pair=0.000, adv=4.415, sprd=0.018]
Ep 076/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:46,  2.07it/s, loss=0.627, pair=0.000, adv=4.349, sprd=0.021]
Ep 076/80 [S3:+sens]:  52%|█ | 234/453 [01:51<01:41,  2.15it/s, loss=0.627, pair=0.000, adv=4.349, sprd=0.021]
Ep 076/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:41,  2.15it/s, loss=0.608, pair=0.000, adv=4.518, sprd=0.017]
Ep 076/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:46,  2.05it/s, loss=0.608, pair=0.000, adv=4.518, sprd=0.017]
Ep 076/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:46,  2.05it/s, loss=0.606, pair=0.000, adv=4.513, sprd=0.017]
Ep 076/80 [S3:+sens]:  52%|█ | 236/453 [01:52<01:41,  2.15it/s, loss=0.606, pair=0.000, adv=4.513, sprd=0.017]
Ep 076/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.15it/s, loss=0.615, pair=0.000, adv=4.499, sprd=0.018]
Ep 076/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.615, pair=0.000, adv=4.499, sprd=0.018]
Ep 076/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.05it/s, loss=0.624, pair=0.000, adv=5.005, sprd=0.020]
Ep 076/80 [S3:+sens]:  53%|█ | 238/453 [01:53<01:39,  2.15it/s, loss=0.624, pair=0.000, adv=5.005, sprd=0.020]
Ep 076/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:39,  2.15it/s, loss=0.673, pair=0.000, adv=5.045, sprd=0.030]
Ep 076/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.02it/s, loss=0.673, pair=0.000, adv=5.045, sprd=0.030]
Ep 076/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.02it/s, loss=0.683, pair=0.000, adv=5.389, sprd=0.027]
Ep 076/80 [S3:+sens]:  53%|█ | 240/453 [01:54<01:40,  2.13it/s, loss=0.683, pair=0.000, adv=5.389, sprd=0.027]
Ep 076/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.13it/s, loss=0.674, pair=0.000, adv=4.321, sprd=0.027]
Ep 076/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.04it/s, loss=0.674, pair=0.000, adv=4.321, sprd=0.027]
Ep 076/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.04it/s, loss=0.603, pair=0.000, adv=4.461, sprd=0.017]
Ep 076/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:37,  2.16it/s, loss=0.603, pair=0.000, adv=4.461, sprd=0.017]
Ep 076/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.16it/s, loss=0.634, pair=0.000, adv=4.085, sprd=0.021]
Ep 076/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.06it/s, loss=0.634, pair=0.000, adv=4.085, sprd=0.021]
Ep 076/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.06it/s, loss=0.652, pair=0.000, adv=5.101, sprd=0.025]
Ep 076/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:37,  2.14it/s, loss=0.652, pair=0.000, adv=5.101, sprd=0.025]
Ep 076/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:37,  2.14it/s, loss=0.629, pair=0.005, adv=4.837, sprd=0.021]
Ep 076/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:41,  2.05it/s, loss=0.629, pair=0.005, adv=4.837, sprd=0.021]
Ep 076/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:41,  2.05it/s, loss=0.672, pair=0.001, adv=4.855, sprd=0.023]
Ep 076/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:35,  2.16it/s, loss=0.672, pair=0.001, adv=4.855, sprd=0.023]
Ep 076/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:35,  2.16it/s, loss=0.653, pair=0.000, adv=5.367, sprd=0.021]
Ep 076/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.653, pair=0.000, adv=5.367, sprd=0.021]
Ep 076/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:39,  2.08it/s, loss=0.602, pair=0.002, adv=4.889, sprd=0.016]
Ep 076/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:33,  2.18it/s, loss=0.602, pair=0.002, adv=4.889, sprd=0.016]
Ep 076/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:33,  2.18it/s, loss=0.610, pair=0.000, adv=4.513, sprd=0.016]
Ep 076/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:44,  1.95it/s, loss=0.610, pair=0.000, adv=4.513, sprd=0.016]
Ep 076/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:44,  1.95it/s, loss=0.668, pair=0.000, adv=5.232, sprd=0.023]
Ep 076/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:37,  2.08it/s, loss=0.668, pair=0.000, adv=5.232, sprd=0.023]
Ep 076/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:37,  2.08it/s, loss=0.620, pair=0.000, adv=4.548, sprd=0.020]
Ep 076/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:40,  2.00it/s, loss=0.620, pair=0.000, adv=4.548, sprd=0.020]
Ep 076/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:40,  2.00it/s, loss=0.602, pair=0.000, adv=5.055, sprd=0.017]
Ep 076/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:34,  2.13it/s, loss=0.602, pair=0.000, adv=5.055, sprd=0.017]
Ep 076/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:34,  2.13it/s, loss=0.680, pair=0.000, adv=4.587, sprd=0.029]
Ep 076/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.680, pair=0.000, adv=4.587, sprd=0.029]
Ep 076/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.645, pair=0.001, adv=5.261, sprd=0.021]
Ep 076/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:31,  2.17it/s, loss=0.645, pair=0.001, adv=5.261, sprd=0.021]
Ep 076/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:31,  2.17it/s, loss=0.640, pair=0.000, adv=5.096, sprd=0.021]
Ep 076/80 [S3:+sens]:  56%|█▏| 255/453 [02:01<01:34,  2.10it/s, loss=0.640, pair=0.000, adv=5.096, sprd=0.021]
Ep 076/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:34,  2.10it/s, loss=0.683, pair=0.000, adv=3.887, sprd=0.031]
Ep 076/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:31,  2.15it/s, loss=0.683, pair=0.000, adv=3.887, sprd=0.031]
Ep 076/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:31,  2.15it/s, loss=0.674, pair=0.000, adv=5.711, sprd=0.027]
Ep 076/80 [S3:+sens]:  57%|█▏| 257/453 [02:02<01:35,  2.06it/s, loss=0.674, pair=0.000, adv=5.711, sprd=0.027]
Ep 076/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:35,  2.06it/s, loss=0.617, pair=0.000, adv=5.387, sprd=0.017]
Ep 076/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.17it/s, loss=0.617, pair=0.000, adv=5.387, sprd=0.017]
Ep 076/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:29,  2.17it/s, loss=0.629, pair=0.001, adv=4.109, sprd=0.012]
Ep 076/80 [S3:+sens]:  57%|█▏| 259/453 [02:03<01:29,  2.16it/s, loss=0.629, pair=0.001, adv=4.109, sprd=0.012]
Ep 076/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:29,  2.16it/s, loss=0.619, pair=0.000, adv=4.271, sprd=0.018]
Ep 076/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:25,  2.26it/s, loss=0.619, pair=0.000, adv=4.271, sprd=0.018]
Ep 076/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:25,  2.26it/s, loss=0.623, pair=0.000, adv=4.441, sprd=0.021]
Ep 076/80 [S3:+sens]:  58%|█▏| 261/453 [02:04<01:31,  2.11it/s, loss=0.623, pair=0.000, adv=4.441, sprd=0.021]
Ep 076/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:31,  2.11it/s, loss=0.641, pair=0.000, adv=5.312, sprd=0.021]
Ep 076/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.18it/s, loss=0.641, pair=0.000, adv=5.312, sprd=0.021]
Ep 076/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:27,  2.18it/s, loss=0.581, pair=0.000, adv=4.317, sprd=0.012]
Ep 076/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:30,  2.10it/s, loss=0.581, pair=0.000, adv=4.317, sprd=0.012]
Ep 076/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:30,  2.10it/s, loss=0.607, pair=0.000, adv=4.454, sprd=0.016]
Ep 076/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:24,  2.24it/s, loss=0.607, pair=0.000, adv=4.454, sprd=0.016]
Ep 076/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:24,  2.24it/s, loss=0.617, pair=0.000, adv=4.918, sprd=0.018]
Ep 076/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:27,  2.14it/s, loss=0.617, pair=0.000, adv=4.918, sprd=0.018]
Ep 076/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:27,  2.14it/s, loss=0.636, pair=0.000, adv=4.774, sprd=0.021]
Ep 076/80 [S3:+sens]:  59%|█▏| 266/453 [02:06<01:24,  2.22it/s, loss=0.636, pair=0.000, adv=4.774, sprd=0.021]
Ep 076/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:24,  2.22it/s, loss=0.609, pair=0.000, adv=3.972, sprd=0.018]
Ep 076/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.609, pair=0.000, adv=3.972, sprd=0.018]
Ep 076/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:29,  2.07it/s, loss=0.612, pair=0.000, adv=5.003, sprd=0.018]
Ep 076/80 [S3:+sens]:  59%|█▏| 268/453 [02:07<01:25,  2.17it/s, loss=0.612, pair=0.000, adv=5.003, sprd=0.018]
Ep 076/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.17it/s, loss=0.623, pair=0.000, adv=4.525, sprd=0.017]
Ep 076/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.08it/s, loss=0.623, pair=0.000, adv=4.525, sprd=0.017]
Ep 076/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.08it/s, loss=0.642, pair=0.000, adv=5.774, sprd=0.021]
Ep 076/80 [S3:+sens]:  60%|█▏| 270/453 [02:08<01:24,  2.17it/s, loss=0.642, pair=0.000, adv=5.774, sprd=0.021]
Ep 076/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:24,  2.17it/s, loss=0.615, pair=0.001, adv=4.251, sprd=0.016]
Ep 076/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:25,  2.12it/s, loss=0.615, pair=0.001, adv=4.251, sprd=0.016]
Ep 076/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:25,  2.12it/s, loss=0.628, pair=0.000, adv=4.857, sprd=0.021]
Ep 076/80 [S3:+sens]:  60%|█▏| 272/453 [02:09<01:22,  2.19it/s, loss=0.628, pair=0.000, adv=4.857, sprd=0.021]
Ep 076/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.648, pair=0.000, adv=4.059, sprd=0.024]
Ep 076/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:32,  1.94it/s, loss=0.648, pair=0.000, adv=4.059, sprd=0.024]
Ep 076/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:32,  1.94it/s, loss=0.634, pair=0.000, adv=3.946, sprd=0.020]
Ep 076/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:26,  2.07it/s, loss=0.634, pair=0.000, adv=3.946, sprd=0.020]
Ep 076/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:26,  2.07it/s, loss=0.597, pair=0.000, adv=3.845, sprd=0.014]
Ep 076/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.05it/s, loss=0.597, pair=0.000, adv=3.845, sprd=0.014]
Ep 076/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:27,  2.05it/s, loss=0.620, pair=0.000, adv=4.818, sprd=0.019]
Ep 076/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:22,  2.16it/s, loss=0.620, pair=0.000, adv=4.818, sprd=0.019]
Ep 076/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:22,  2.16it/s, loss=0.639, pair=0.000, adv=6.137, sprd=0.024]
Ep 076/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.05it/s, loss=0.639, pair=0.000, adv=6.137, sprd=0.024]
Ep 076/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:25,  2.05it/s, loss=1.318, pair=1.985, adv=6.072, sprd=0.021]
Ep 076/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:21,  2.15it/s, loss=1.318, pair=1.985, adv=6.072, sprd=0.021]
Ep 076/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.15it/s, loss=0.616, pair=0.000, adv=4.872, sprd=0.014]
Ep 076/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.09it/s, loss=0.616, pair=0.000, adv=4.872, sprd=0.014]
Ep 076/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:23,  2.09it/s, loss=0.696, pair=0.001, adv=4.698, sprd=0.033]
Ep 076/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:20,  2.15it/s, loss=0.696, pair=0.001, adv=4.698, sprd=0.033]
Ep 076/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:20,  2.15it/s, loss=0.682, pair=0.000, adv=3.654, sprd=0.017]
Ep 076/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.07it/s, loss=0.682, pair=0.000, adv=3.654, sprd=0.017]
Ep 076/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:23,  2.07it/s, loss=0.627, pair=0.000, adv=4.938, sprd=0.021]
Ep 076/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:18,  2.17it/s, loss=0.627, pair=0.000, adv=4.938, sprd=0.021]
Ep 076/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:18,  2.17it/s, loss=1.328, pair=1.966, adv=5.731, sprd=0.025]
Ep 076/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=1.328, pair=1.966, adv=5.731, sprd=0.025]
Ep 076/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.06it/s, loss=0.622, pair=0.000, adv=4.229, sprd=0.017]
Ep 076/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:17,  2.17it/s, loss=0.622, pair=0.000, adv=4.229, sprd=0.017]
Ep 076/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:17,  2.17it/s, loss=0.643, pair=0.000, adv=5.628, sprd=0.024]
Ep 076/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.643, pair=0.000, adv=5.628, sprd=0.024]
Ep 076/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:21,  2.06it/s, loss=0.586, pair=0.000, adv=3.826, sprd=0.013]
Ep 076/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:17,  2.17it/s, loss=0.586, pair=0.000, adv=3.826, sprd=0.013]
Ep 076/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:17,  2.17it/s, loss=0.610, pair=0.000, adv=4.656, sprd=0.015]
Ep 076/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.09it/s, loss=0.610, pair=0.000, adv=4.656, sprd=0.015]
Ep 076/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:19,  2.09it/s, loss=0.636, pair=0.002, adv=4.820, sprd=0.021]
Ep 076/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.15it/s, loss=0.636, pair=0.002, adv=4.820, sprd=0.021]
Ep 076/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:16,  2.15it/s, loss=0.667, pair=0.000, adv=4.055, sprd=0.022]
Ep 076/80 [S3:+sens]:  64%|█▎| 289/453 [02:17<01:18,  2.08it/s, loss=0.667, pair=0.000, adv=4.055, sprd=0.022]
Ep 076/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:18,  2.08it/s, loss=0.573, pair=0.001, adv=3.791, sprd=0.011]
Ep 076/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:13,  2.23it/s, loss=0.573, pair=0.001, adv=3.791, sprd=0.011]
Ep 076/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:13,  2.23it/s, loss=0.612, pair=0.000, adv=4.154, sprd=0.016]
Ep 076/80 [S3:+sens]:  64%|█▎| 291/453 [02:18<01:16,  2.12it/s, loss=0.612, pair=0.000, adv=4.154, sprd=0.016]
Ep 076/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:16,  2.12it/s, loss=0.667, pair=0.001, adv=5.383, sprd=0.026]
Ep 076/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:13,  2.20it/s, loss=0.667, pair=0.001, adv=5.383, sprd=0.026]
Ep 076/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:13,  2.20it/s, loss=0.723, pair=0.000, adv=4.275, sprd=0.026]
Ep 076/80 [S3:+sens]:  65%|█▎| 293/453 [02:19<01:15,  2.11it/s, loss=0.723, pair=0.000, adv=4.275, sprd=0.026]
Ep 076/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:15,  2.11it/s, loss=0.636, pair=0.000, adv=3.821, sprd=0.018]
Ep 076/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:11,  2.22it/s, loss=0.636, pair=0.000, adv=3.821, sprd=0.018]
Ep 076/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:11,  2.22it/s, loss=0.624, pair=0.000, adv=5.029, sprd=0.018]
Ep 076/80 [S3:+sens]:  65%|█▎| 295/453 [02:20<01:14,  2.12it/s, loss=0.624, pair=0.000, adv=5.029, sprd=0.018]
Ep 076/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:14,  2.12it/s, loss=0.603, pair=0.003, adv=5.288, sprd=0.015]
Ep 076/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:10,  2.22it/s, loss=0.603, pair=0.003, adv=5.288, sprd=0.015]
Ep 076/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:10,  2.22it/s, loss=0.584, pair=0.001, adv=3.766, sprd=0.013]
Ep 076/80 [S3:+sens]:  66%|█▎| 297/453 [02:21<01:12,  2.14it/s, loss=0.584, pair=0.001, adv=3.766, sprd=0.013]
Ep 076/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:12,  2.14it/s, loss=1.179, pair=1.394, adv=5.003, sprd=0.032]
Ep 076/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:10,  2.20it/s, loss=1.179, pair=1.394, adv=5.003, sprd=0.032]
Ep 076/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:10,  2.20it/s, loss=0.630, pair=0.002, adv=4.943, sprd=0.017]
Ep 076/80 [S3:+sens]:  66%|█▎| 299/453 [02:22<01:12,  2.11it/s, loss=0.630, pair=0.002, adv=4.943, sprd=0.017]
Ep 076/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:12,  2.11it/s, loss=0.641, pair=0.005, adv=4.632, sprd=0.026]
Ep 076/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.16it/s, loss=0.641, pair=0.005, adv=4.632, sprd=0.026]
Ep 076/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:10,  2.16it/s, loss=0.622, pair=0.004, adv=4.858, sprd=0.018]
Ep 076/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:17,  1.96it/s, loss=0.622, pair=0.004, adv=4.858, sprd=0.018]
Ep 076/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:17,  1.96it/s, loss=0.659, pair=0.005, adv=4.599, sprd=0.022]
Ep 076/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:12,  2.10it/s, loss=0.659, pair=0.005, adv=4.599, sprd=0.022]
Ep 076/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:12,  2.10it/s, loss=0.640, pair=0.002, adv=5.000, sprd=0.019]
Ep 076/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:13,  2.05it/s, loss=0.640, pair=0.002, adv=5.000, sprd=0.019]
Ep 076/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:13,  2.05it/s, loss=0.607, pair=0.001, adv=4.509, sprd=0.016]
Ep 076/80 [S3:+sens]:  67%|█▎| 304/453 [02:24<01:07,  2.20it/s, loss=0.607, pair=0.001, adv=4.509, sprd=0.016]
Ep 076/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:07,  2.20it/s, loss=0.625, pair=0.004, adv=4.296, sprd=0.019]
Ep 076/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.08it/s, loss=0.625, pair=0.004, adv=4.296, sprd=0.019]
Ep 076/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:11,  2.08it/s, loss=0.635, pair=0.002, adv=4.463, sprd=0.022]
Ep 076/80 [S3:+sens]:  68%|█▎| 306/453 [02:25<01:07,  2.16it/s, loss=0.635, pair=0.002, adv=4.463, sprd=0.022]
Ep 076/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.16it/s, loss=0.656, pair=0.003, adv=6.086, sprd=0.026]
Ep 076/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.06it/s, loss=0.656, pair=0.003, adv=6.086, sprd=0.026]
Ep 076/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:10,  2.06it/s, loss=0.605, pair=0.001, adv=4.267, sprd=0.013]
Ep 076/80 [S3:+sens]:  68%|█▎| 308/453 [02:26<01:05,  2.20it/s, loss=0.605, pair=0.001, adv=4.267, sprd=0.013]
Ep 076/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:05,  2.20it/s, loss=0.656, pair=0.003, adv=3.769, sprd=0.025]
Ep 076/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.07it/s, loss=0.656, pair=0.003, adv=3.769, sprd=0.025]
Ep 076/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.07it/s, loss=0.639, pair=0.001, adv=5.054, sprd=0.023]
Ep 076/80 [S3:+sens]:  68%|█▎| 310/453 [02:27<01:06,  2.15it/s, loss=0.639, pair=0.001, adv=5.054, sprd=0.023]
Ep 076/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.15it/s, loss=0.594, pair=0.001, adv=4.422, sprd=0.016]
Ep 076/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.594, pair=0.001, adv=4.422, sprd=0.016]
Ep 076/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.08it/s, loss=0.632, pair=0.000, adv=5.290, sprd=0.026]
Ep 076/80 [S3:+sens]:  69%|█▍| 312/453 [02:28<01:06,  2.13it/s, loss=0.632, pair=0.000, adv=5.290, sprd=0.026]
Ep 076/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:06,  2.13it/s, loss=0.604, pair=0.000, adv=4.278, sprd=0.016]
Ep 076/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.06it/s, loss=0.604, pair=0.000, adv=4.278, sprd=0.016]
Ep 076/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:08,  2.06it/s, loss=0.614, pair=0.000, adv=4.753, sprd=0.019]
Ep 076/80 [S3:+sens]:  69%|█▍| 314/453 [02:29<01:04,  2.14it/s, loss=0.614, pair=0.000, adv=4.753, sprd=0.019]
Ep 076/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:04,  2.14it/s, loss=0.604, pair=0.000, adv=4.050, sprd=0.013]
Ep 076/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:07,  2.05it/s, loss=0.604, pair=0.000, adv=4.050, sprd=0.013]
Ep 076/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:07,  2.05it/s, loss=0.633, pair=0.000, adv=5.220, sprd=0.021]
Ep 076/80 [S3:+sens]:  70%|█▍| 316/453 [02:30<01:03,  2.15it/s, loss=0.633, pair=0.000, adv=5.220, sprd=0.021]
Ep 076/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.15it/s, loss=0.631, pair=0.000, adv=4.243, sprd=0.021]
Ep 076/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.06it/s, loss=0.631, pair=0.000, adv=4.243, sprd=0.021]
Ep 076/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:06,  2.06it/s, loss=0.616, pair=0.000, adv=4.844, sprd=0.019]
Ep 076/80 [S3:+sens]:  70%|█▍| 318/453 [02:31<01:02,  2.15it/s, loss=0.616, pair=0.000, adv=4.844, sprd=0.019]
Ep 076/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.15it/s, loss=0.639, pair=0.001, adv=5.071, sprd=0.016]
Ep 076/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.639, pair=0.001, adv=5.071, sprd=0.016]
Ep 076/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:04,  2.08it/s, loss=0.642, pair=0.000, adv=5.053, sprd=0.024]
Ep 076/80 [S3:+sens]:  71%|█▍| 320/453 [02:32<01:01,  2.16it/s, loss=0.642, pair=0.000, adv=5.053, sprd=0.024]
Ep 076/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:01,  2.16it/s, loss=0.582, pair=0.000, adv=3.689, sprd=0.013]
Ep 076/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.582, pair=0.000, adv=3.689, sprd=0.013]
Ep 076/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:03,  2.07it/s, loss=0.654, pair=0.000, adv=5.334, sprd=0.025]
Ep 076/80 [S3:+sens]:  71%|█▍| 322/453 [02:33<01:00,  2.15it/s, loss=0.654, pair=0.000, adv=5.334, sprd=0.025]
Ep 076/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:00,  2.15it/s, loss=0.614, pair=0.000, adv=4.709, sprd=0.018]
Ep 076/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.614, pair=0.000, adv=4.709, sprd=0.018]
Ep 076/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:03,  2.04it/s, loss=0.676, pair=0.002, adv=4.675, sprd=0.026]
Ep 076/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.676, pair=0.002, adv=4.675, sprd=0.026]
Ep 076/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.688, pair=0.000, adv=3.979, sprd=0.032]
Ep 076/80 [S3:+sens]:  72%|█▍| 325/453 [02:34<01:03,  2.02it/s, loss=0.688, pair=0.000, adv=3.979, sprd=0.032]
Ep 076/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:03,  2.02it/s, loss=0.677, pair=0.001, adv=5.293, sprd=0.029]
Ep 076/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:00,  2.09it/s, loss=0.677, pair=0.001, adv=5.293, sprd=0.029]
Ep 076/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<01:00,  2.09it/s, loss=0.612, pair=0.001, adv=4.990, sprd=0.017]
Ep 076/80 [S3:+sens]:  72%|█▍| 327/453 [02:35<01:01,  2.05it/s, loss=0.612, pair=0.001, adv=4.990, sprd=0.017]
Ep 076/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.05it/s, loss=0.633, pair=0.000, adv=5.345, sprd=0.023]
Ep 076/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.14it/s, loss=0.633, pair=0.000, adv=5.345, sprd=0.023]
Ep 076/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.14it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.014]
Ep 076/80 [S3:+sens]:  73%|█▍| 329/453 [02:36<01:03,  1.97it/s, loss=0.600, pair=0.000, adv=4.651, sprd=0.014]
Ep 076/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:03,  1.97it/s, loss=0.647, pair=0.001, adv=4.117, sprd=0.024]
Ep 076/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:59,  2.06it/s, loss=0.647, pair=0.001, adv=4.117, sprd=0.024]
Ep 076/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:59,  2.06it/s, loss=0.644, pair=0.000, adv=4.939, sprd=0.019]
Ep 076/80 [S3:+sens]:  73%|█▍| 331/453 [02:37<00:59,  2.05it/s, loss=0.644, pair=0.000, adv=4.939, sprd=0.019]
Ep 076/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.05it/s, loss=0.631, pair=0.000, adv=4.858, sprd=0.024]
Ep 076/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:57,  2.12it/s, loss=0.631, pair=0.000, adv=4.858, sprd=0.024]
Ep 076/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:57,  2.12it/s, loss=0.665, pair=0.002, adv=5.686, sprd=0.026]
Ep 076/80 [S3:+sens]:  74%|█▍| 333/453 [02:38<00:59,  2.03it/s, loss=0.665, pair=0.002, adv=5.686, sprd=0.026]
Ep 076/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.623, pair=0.001, adv=4.928, sprd=0.017]
Ep 076/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.16it/s, loss=0.623, pair=0.001, adv=4.928, sprd=0.017]
Ep 076/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:55,  2.16it/s, loss=0.706, pair=0.001, adv=4.438, sprd=0.024]
Ep 076/80 [S3:+sens]:  74%|█▍| 335/453 [02:39<00:57,  2.05it/s, loss=0.706, pair=0.001, adv=4.438, sprd=0.024]
Ep 076/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.05it/s, loss=0.636, pair=0.000, adv=4.627, sprd=0.021]
Ep 076/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.13it/s, loss=0.636, pair=0.000, adv=4.627, sprd=0.021]
Ep 076/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.13it/s, loss=0.656, pair=0.000, adv=4.198, sprd=0.026]
Ep 076/80 [S3:+sens]:  74%|█▍| 337/453 [02:40<00:57,  2.02it/s, loss=0.656, pair=0.000, adv=4.198, sprd=0.026]
Ep 076/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:57,  2.02it/s, loss=0.636, pair=0.000, adv=5.619, sprd=0.021]
Ep 076/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.12it/s, loss=0.636, pair=0.000, adv=5.619, sprd=0.021]
Ep 076/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:54,  2.12it/s, loss=0.678, pair=0.000, adv=4.882, sprd=0.020]
Ep 076/80 [S3:+sens]:  75%|█▍| 339/453 [02:41<00:55,  2.07it/s, loss=0.678, pair=0.000, adv=4.882, sprd=0.020]
Ep 076/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.07it/s, loss=0.678, pair=0.000, adv=4.859, sprd=0.026]
Ep 076/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.16it/s, loss=0.678, pair=0.000, adv=4.859, sprd=0.026]
Ep 076/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:52,  2.16it/s, loss=0.613, pair=0.000, adv=4.685, sprd=0.015]
Ep 076/80 [S3:+sens]:  75%|█▌| 341/453 [02:42<00:53,  2.10it/s, loss=0.613, pair=0.000, adv=4.685, sprd=0.015]
Ep 076/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:53,  2.10it/s, loss=0.697, pair=0.000, adv=3.795, sprd=0.032]
Ep 076/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.697, pair=0.000, adv=3.795, sprd=0.032]
Ep 076/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:51,  2.17it/s, loss=0.664, pair=0.000, adv=5.310, sprd=0.022]
Ep 076/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:52,  2.11it/s, loss=0.664, pair=0.000, adv=5.310, sprd=0.022]
Ep 076/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:52,  2.11it/s, loss=0.684, pair=0.001, adv=5.126, sprd=0.032]
Ep 076/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.684, pair=0.001, adv=5.126, sprd=0.032]
Ep 076/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:50,  2.17it/s, loss=0.617, pair=0.002, adv=3.602, sprd=0.017]
Ep 076/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:51,  2.09it/s, loss=0.617, pair=0.002, adv=3.602, sprd=0.017]
Ep 076/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:51,  2.09it/s, loss=0.641, pair=0.000, adv=5.003, sprd=0.023]
Ep 076/80 [S3:+sens]:  76%|█▌| 346/453 [02:44<00:49,  2.16it/s, loss=0.641, pair=0.000, adv=5.003, sprd=0.023]
Ep 076/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:49,  2.16it/s, loss=0.637, pair=0.000, adv=5.243, sprd=0.018]
Ep 076/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:50,  2.08it/s, loss=0.637, pair=0.000, adv=5.243, sprd=0.018]
Ep 076/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:50,  2.08it/s, loss=0.583, pair=0.000, adv=4.172, sprd=0.012]
Ep 076/80 [S3:+sens]:  77%|█▌| 348/453 [02:45<00:47,  2.20it/s, loss=0.583, pair=0.000, adv=4.172, sprd=0.012]
Ep 076/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:47,  2.20it/s, loss=0.656, pair=0.001, adv=4.570, sprd=0.019]
Ep 076/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:49,  2.09it/s, loss=0.656, pair=0.001, adv=4.570, sprd=0.019]
Ep 076/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:49,  2.09it/s, loss=0.677, pair=0.001, adv=5.049, sprd=0.026]
Ep 076/80 [S3:+sens]:  77%|█▌| 350/453 [02:46<00:47,  2.18it/s, loss=0.677, pair=0.001, adv=5.049, sprd=0.026]
Ep 076/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.18it/s, loss=0.636, pair=0.002, adv=4.698, sprd=0.022]
Ep 076/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.07it/s, loss=0.636, pair=0.002, adv=4.698, sprd=0.022]
Ep 076/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:49,  2.07it/s, loss=0.649, pair=0.004, adv=4.428, sprd=0.021]
Ep 076/80 [S3:+sens]:  78%|█▌| 352/453 [02:47<00:46,  2.16it/s, loss=0.649, pair=0.004, adv=4.428, sprd=0.021]
Ep 076/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:46,  2.16it/s, loss=0.634, pair=0.002, adv=4.714, sprd=0.020]
Ep 076/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:48,  2.07it/s, loss=0.634, pair=0.002, adv=4.714, sprd=0.020]
Ep 076/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:48,  2.07it/s, loss=0.610, pair=0.003, adv=4.214, sprd=0.016]
Ep 076/80 [S3:+sens]:  78%|█▌| 354/453 [02:48<00:45,  2.16it/s, loss=0.610, pair=0.003, adv=4.214, sprd=0.016]
Ep 076/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.16it/s, loss=0.671, pair=0.004, adv=4.184, sprd=0.020]
Ep 076/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.05it/s, loss=0.671, pair=0.004, adv=4.184, sprd=0.020]
Ep 076/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.05it/s, loss=0.600, pair=0.001, adv=4.053, sprd=0.013]
Ep 076/80 [S3:+sens]:  79%|█▌| 356/453 [02:49<00:44,  2.17it/s, loss=0.600, pair=0.001, adv=4.053, sprd=0.013]
Ep 076/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:44,  2.17it/s, loss=0.629, pair=0.003, adv=4.779, sprd=0.019]
Ep 076/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.629, pair=0.003, adv=4.779, sprd=0.019]
Ep 076/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.07it/s, loss=0.668, pair=0.001, adv=4.192, sprd=0.028]
Ep 076/80 [S3:+sens]:  79%|█▌| 358/453 [02:50<00:44,  2.15it/s, loss=0.668, pair=0.001, adv=4.192, sprd=0.028]
Ep 076/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:44,  2.15it/s, loss=0.652, pair=0.002, adv=4.378, sprd=0.025]
Ep 076/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:49,  1.92it/s, loss=0.652, pair=0.002, adv=4.378, sprd=0.025]
Ep 076/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:49,  1.92it/s, loss=0.644, pair=0.002, adv=5.669, sprd=0.025]
Ep 076/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:45,  2.03it/s, loss=0.644, pair=0.002, adv=5.669, sprd=0.025]
Ep 076/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:45,  2.03it/s, loss=0.626, pair=0.000, adv=5.357, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.01it/s, loss=0.626, pair=0.000, adv=5.357, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:45,  2.01it/s, loss=0.625, pair=0.002, adv=4.294, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:42,  2.12it/s, loss=0.625, pair=0.002, adv=4.294, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.12it/s, loss=0.611, pair=0.001, adv=5.045, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:44,  2.03it/s, loss=0.611, pair=0.001, adv=5.045, sprd=0.019]
Ep 076/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:44,  2.03it/s, loss=0.660, pair=0.002, adv=4.262, sprd=0.018]
Ep 076/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:40,  2.18it/s, loss=0.660, pair=0.002, adv=4.262, sprd=0.018]
Ep 076/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:40,  2.18it/s, loss=0.623, pair=0.001, adv=4.167, sprd=0.019]
Ep 076/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.623, pair=0.001, adv=4.167, sprd=0.019]
Ep 076/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:42,  2.09it/s, loss=0.634, pair=0.000, adv=4.592, sprd=0.020]
Ep 076/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:39,  2.20it/s, loss=0.634, pair=0.000, adv=4.592, sprd=0.020]
Ep 076/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:39,  2.20it/s, loss=0.597, pair=0.001, adv=4.694, sprd=0.016]
Ep 076/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.08it/s, loss=0.597, pair=0.001, adv=4.694, sprd=0.016]
Ep 076/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:41,  2.08it/s, loss=0.646, pair=0.000, adv=4.897, sprd=0.021]
Ep 076/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.18it/s, loss=0.646, pair=0.000, adv=4.897, sprd=0.021]
Ep 076/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:39,  2.18it/s, loss=0.649, pair=0.001, adv=4.911, sprd=0.022]
Ep 076/80 [S3:+sens]:  81%|█▋| 369/453 [02:55<00:40,  2.08it/s, loss=0.649, pair=0.001, adv=4.911, sprd=0.022]
Ep 076/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:40,  2.08it/s, loss=0.666, pair=0.001, adv=5.990, sprd=0.029]
Ep 076/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.16it/s, loss=0.666, pair=0.001, adv=5.990, sprd=0.029]
Ep 076/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:38,  2.16it/s, loss=0.593, pair=0.000, adv=4.797, sprd=0.014]
Ep 076/80 [S3:+sens]:  82%|█▋| 371/453 [02:56<00:39,  2.07it/s, loss=0.593, pair=0.000, adv=4.797, sprd=0.014]
Ep 076/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:39,  2.07it/s, loss=0.633, pair=0.001, adv=5.677, sprd=0.024]
Ep 076/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:38,  2.13it/s, loss=0.633, pair=0.001, adv=5.677, sprd=0.024]
Ep 076/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:38,  2.13it/s, loss=0.624, pair=0.002, adv=4.475, sprd=0.017]
Ep 076/80 [S3:+sens]:  82%|█▋| 373/453 [02:57<00:38,  2.07it/s, loss=0.624, pair=0.002, adv=4.475, sprd=0.017]
Ep 076/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:38,  2.07it/s, loss=0.636, pair=0.000, adv=5.373, sprd=0.021]
Ep 076/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.16it/s, loss=0.636, pair=0.000, adv=5.373, sprd=0.021]
Ep 076/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:36,  2.16it/s, loss=0.657, pair=0.000, adv=4.761, sprd=0.024]
Ep 076/80 [S3:+sens]:  83%|█▋| 375/453 [02:58<00:37,  2.07it/s, loss=0.657, pair=0.000, adv=4.761, sprd=0.024]
Ep 076/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:37,  2.07it/s, loss=0.615, pair=0.001, adv=4.939, sprd=0.019]
Ep 076/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.615, pair=0.001, adv=4.939, sprd=0.019]
Ep 076/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.15it/s, loss=0.672, pair=0.001, adv=5.059, sprd=0.026]
Ep 076/80 [S3:+sens]:  83%|█▋| 377/453 [02:59<00:36,  2.08it/s, loss=0.672, pair=0.001, adv=5.059, sprd=0.026]
Ep 076/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:36,  2.08it/s, loss=0.637, pair=0.000, adv=4.546, sprd=0.023]
Ep 076/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.15it/s, loss=0.637, pair=0.000, adv=4.546, sprd=0.023]
Ep 076/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:34,  2.15it/s, loss=0.663, pair=0.005, adv=4.559, sprd=0.026]
Ep 076/80 [S3:+sens]:  84%|█▋| 379/453 [03:00<00:35,  2.06it/s, loss=0.663, pair=0.005, adv=4.559, sprd=0.026]
Ep 076/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:35,  2.06it/s, loss=0.602, pair=0.000, adv=3.982, sprd=0.013]
Ep 076/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.19it/s, loss=0.602, pair=0.000, adv=3.982, sprd=0.013]
Ep 076/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.19it/s, loss=0.686, pair=0.002, adv=6.108, sprd=0.029]
Ep 076/80 [S3:+sens]:  84%|█▋| 381/453 [03:01<00:34,  2.09it/s, loss=0.686, pair=0.002, adv=6.108, sprd=0.029]
Ep 076/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.09it/s, loss=0.680, pair=0.000, adv=4.794, sprd=0.027]
Ep 076/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.18it/s, loss=0.680, pair=0.000, adv=4.794, sprd=0.027]
Ep 076/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.18it/s, loss=0.670, pair=0.000, adv=4.031, sprd=0.029]
Ep 076/80 [S3:+sens]:  85%|█▋| 383/453 [03:02<00:35,  1.98it/s, loss=0.670, pair=0.000, adv=4.031, sprd=0.029]
Ep 076/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:35,  1.98it/s, loss=0.634, pair=0.001, adv=3.919, sprd=0.021]
Ep 076/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:33,  2.09it/s, loss=0.634, pair=0.001, adv=3.919, sprd=0.021]
Ep 076/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:33,  2.09it/s, loss=0.685, pair=0.000, adv=3.754, sprd=0.023]
Ep 076/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.01it/s, loss=0.685, pair=0.000, adv=3.754, sprd=0.023]
Ep 076/80 [S3:+sens]:  85%|█▋| 385/453 [03:03<00:33,  2.01it/s, loss=0.634, pair=0.000, adv=5.266, sprd=0.017]
Ep 076/80 [S3:+sens]:  85%|█▋| 386/453 [03:03<00:31,  2.14it/s, loss=0.634, pair=0.000, adv=5.266, sprd=0.017]
Ep 076/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:31,  2.14it/s, loss=0.675, pair=0.000, adv=4.749, sprd=0.018]
Ep 076/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.06it/s, loss=0.675, pair=0.000, adv=4.749, sprd=0.018]
Ep 076/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:32,  2.06it/s, loss=0.602, pair=0.000, adv=4.698, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 388/453 [03:04<00:30,  2.16it/s, loss=0.602, pair=0.000, adv=4.698, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:30,  2.16it/s, loss=0.593, pair=0.002, adv=4.670, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.04it/s, loss=0.593, pair=0.002, adv=4.670, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:31,  2.04it/s, loss=0.643, pair=0.000, adv=4.382, sprd=0.021]
Ep 076/80 [S3:+sens]:  86%|█▋| 390/453 [03:05<00:29,  2.16it/s, loss=0.643, pair=0.000, adv=4.382, sprd=0.021]
Ep 076/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.16it/s, loss=0.619, pair=0.001, adv=4.740, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.09it/s, loss=0.619, pair=0.001, adv=4.740, sprd=0.017]
Ep 076/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.09it/s, loss=0.621, pair=0.000, adv=4.364, sprd=0.016]
Ep 076/80 [S3:+sens]:  87%|█▋| 392/453 [03:06<00:27,  2.21it/s, loss=0.621, pair=0.000, adv=4.364, sprd=0.016]
Ep 076/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.21it/s, loss=0.665, pair=0.001, adv=5.100, sprd=0.024]
Ep 076/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.10it/s, loss=0.665, pair=0.001, adv=5.100, sprd=0.024]
Ep 076/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.10it/s, loss=0.656, pair=0.000, adv=4.851, sprd=0.023]
Ep 076/80 [S3:+sens]:  87%|█▋| 394/453 [03:07<00:26,  2.20it/s, loss=0.656, pair=0.000, adv=4.851, sprd=0.023]
Ep 076/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:26,  2.20it/s, loss=0.661, pair=0.000, adv=5.308, sprd=0.029]
Ep 076/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.08it/s, loss=0.661, pair=0.000, adv=5.308, sprd=0.029]
Ep 076/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.08it/s, loss=0.634, pair=0.000, adv=4.441, sprd=0.022]
Ep 076/80 [S3:+sens]:  87%|█▋| 396/453 [03:08<00:26,  2.17it/s, loss=0.634, pair=0.000, adv=4.441, sprd=0.022]
Ep 076/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.17it/s, loss=0.708, pair=0.001, adv=4.796, sprd=0.019]
Ep 076/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.11it/s, loss=0.708, pair=0.001, adv=4.796, sprd=0.019]
Ep 076/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:26,  2.11it/s, loss=0.644, pair=0.000, adv=5.436, sprd=0.023]
Ep 076/80 [S3:+sens]:  88%|█▊| 398/453 [03:09<00:25,  2.19it/s, loss=0.644, pair=0.000, adv=5.436, sprd=0.023]
Ep 076/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:25,  2.19it/s, loss=0.620, pair=0.001, adv=3.445, sprd=0.022]
Ep 076/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.06it/s, loss=0.620, pair=0.001, adv=3.445, sprd=0.022]
Ep 076/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.06it/s, loss=0.619, pair=0.000, adv=4.236, sprd=0.018]
Ep 076/80 [S3:+sens]:  88%|█▊| 400/453 [03:10<00:24,  2.15it/s, loss=0.619, pair=0.000, adv=4.236, sprd=0.018]
Ep 076/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.15it/s, loss=0.647, pair=0.001, adv=4.395, sprd=0.024]
Ep 076/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.647, pair=0.001, adv=4.395, sprd=0.024]
Ep 076/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.04it/s, loss=0.596, pair=0.000, adv=3.773, sprd=0.010]
Ep 076/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.20it/s, loss=0.596, pair=0.000, adv=3.773, sprd=0.010]
Ep 076/80 [S3:+sens]:  89%|█▊| 402/453 [03:11<00:23,  2.20it/s, loss=0.544, pair=0.007, adv=2.475, sprd=0.013]
Ep 076/80 [S3:+sens]:  89%|█▊| 403/453 [03:11<00:23,  2.13it/s, loss=0.544, pair=0.007, adv=2.475, sprd=0.013]
Ep 076/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.13it/s, loss=0.597, pair=0.000, adv=3.792, sprd=0.015]
Ep 076/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:21,  2.24it/s, loss=0.597, pair=0.000, adv=3.792, sprd=0.015]
Ep 076/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:21,  2.24it/s, loss=0.666, pair=0.001, adv=5.084, sprd=0.025]
Ep 076/80 [S3:+sens]:  89%|█▊| 405/453 [03:12<00:22,  2.12it/s, loss=0.666, pair=0.001, adv=5.084, sprd=0.025]
Ep 076/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:22,  2.12it/s, loss=0.641, pair=0.001, adv=4.371, sprd=0.020]
Ep 076/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.22it/s, loss=0.641, pair=0.001, adv=4.371, sprd=0.020]
Ep 076/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.22it/s, loss=0.621, pair=0.000, adv=4.855, sprd=0.019]
Ep 076/80 [S3:+sens]:  90%|█▊| 407/453 [03:13<00:21,  2.13it/s, loss=0.621, pair=0.000, adv=4.855, sprd=0.019]
Ep 076/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:21,  2.13it/s, loss=0.598, pair=0.000, adv=4.454, sprd=0.016]
Ep 076/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.22it/s, loss=0.598, pair=0.000, adv=4.454, sprd=0.016]
Ep 076/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.22it/s, loss=0.647, pair=0.002, adv=5.450, sprd=0.026]
Ep 076/80 [S3:+sens]:  90%|█▊| 409/453 [03:14<00:21,  2.08it/s, loss=0.647, pair=0.002, adv=5.450, sprd=0.026]
Ep 076/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:21,  2.08it/s, loss=0.581, pair=0.000, adv=4.153, sprd=0.013]
Ep 076/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.16it/s, loss=0.581, pair=0.000, adv=4.153, sprd=0.013]
Ep 076/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.16it/s, loss=0.632, pair=0.000, adv=4.496, sprd=0.021]
Ep 076/80 [S3:+sens]:  91%|█▊| 411/453 [03:15<00:21,  1.95it/s, loss=0.632, pair=0.000, adv=4.496, sprd=0.021]
Ep 076/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:21,  1.95it/s, loss=0.631, pair=0.000, adv=5.041, sprd=0.018]
Ep 076/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.09it/s, loss=0.631, pair=0.000, adv=5.041, sprd=0.018]
Ep 076/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:19,  2.09it/s, loss=0.625, pair=0.000, adv=5.135, sprd=0.017]
Ep 076/80 [S3:+sens]:  91%|█▊| 413/453 [03:16<00:19,  2.06it/s, loss=0.625, pair=0.000, adv=5.135, sprd=0.017]
Ep 076/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.06it/s, loss=0.653, pair=0.002, adv=5.615, sprd=0.023]
Ep 076/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.15it/s, loss=0.653, pair=0.002, adv=5.615, sprd=0.023]
Ep 076/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.15it/s, loss=0.656, pair=0.001, adv=4.754, sprd=0.024]
Ep 076/80 [S3:+sens]:  92%|█▊| 415/453 [03:17<00:18,  2.07it/s, loss=0.656, pair=0.001, adv=4.754, sprd=0.024]
Ep 076/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.07it/s, loss=0.660, pair=0.001, adv=5.068, sprd=0.023]
Ep 076/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.17it/s, loss=0.660, pair=0.001, adv=5.068, sprd=0.023]
Ep 076/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:17,  2.17it/s, loss=0.684, pair=0.002, adv=4.426, sprd=0.021]
Ep 076/80 [S3:+sens]:  92%|█▊| 417/453 [03:18<00:17,  2.08it/s, loss=0.684, pair=0.002, adv=4.426, sprd=0.021]
Ep 076/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:17,  2.08it/s, loss=0.613, pair=0.001, adv=4.994, sprd=0.020]
Ep 076/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.17it/s, loss=0.613, pair=0.001, adv=4.994, sprd=0.020]
Ep 076/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:16,  2.17it/s, loss=0.638, pair=0.004, adv=4.486, sprd=0.021]
Ep 076/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.11it/s, loss=0.638, pair=0.004, adv=4.486, sprd=0.021]
Ep 076/80 [S3:+sens]:  92%|█▊| 419/453 [03:19<00:16,  2.11it/s, loss=0.658, pair=0.007, adv=4.239, sprd=0.025]
Ep 076/80 [S3:+sens]:  93%|█▊| 420/453 [03:19<00:15,  2.18it/s, loss=0.658, pair=0.007, adv=4.239, sprd=0.025]
Ep 076/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.18it/s, loss=0.621, pair=0.006, adv=4.003, sprd=0.018]
Ep 076/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.09it/s, loss=0.621, pair=0.006, adv=4.003, sprd=0.018]
Ep 076/80 [S3:+sens]:  93%|█▊| 421/453 [03:20<00:15,  2.09it/s, loss=0.648, pair=0.007, adv=5.365, sprd=0.024]
Ep 076/80 [S3:+sens]:  93%|█▊| 422/453 [03:20<00:14,  2.17it/s, loss=0.648, pair=0.007, adv=5.365, sprd=0.024]
Ep 076/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.17it/s, loss=0.601, pair=0.006, adv=4.012, sprd=0.017]
Ep 076/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.06it/s, loss=0.601, pair=0.006, adv=4.012, sprd=0.017]
Ep 076/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.06it/s, loss=0.705, pair=0.006, adv=4.878, sprd=0.034]
Ep 076/80 [S3:+sens]:  94%|█▊| 424/453 [03:21<00:13,  2.14it/s, loss=0.705, pair=0.006, adv=4.878, sprd=0.034]
Ep 076/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.14it/s, loss=0.643, pair=0.005, adv=4.364, sprd=0.019]
Ep 076/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.07it/s, loss=0.643, pair=0.005, adv=4.364, sprd=0.019]
Ep 076/80 [S3:+sens]:  94%|█▉| 425/453 [03:22<00:13,  2.07it/s, loss=0.660, pair=0.003, adv=4.790, sprd=0.024]
Ep 076/80 [S3:+sens]:  94%|█▉| 426/453 [03:22<00:12,  2.17it/s, loss=0.660, pair=0.003, adv=4.790, sprd=0.024]
Ep 076/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:12,  2.17it/s, loss=0.643, pair=0.011, adv=5.322, sprd=0.019]
Ep 076/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.09it/s, loss=0.643, pair=0.011, adv=5.322, sprd=0.019]
Ep 076/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.09it/s, loss=0.617, pair=0.003, adv=4.618, sprd=0.017]
Ep 076/80 [S3:+sens]:  94%|█▉| 428/453 [03:23<00:11,  2.21it/s, loss=0.617, pair=0.003, adv=4.618, sprd=0.017]
Ep 076/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.21it/s, loss=0.645, pair=0.004, adv=4.974, sprd=0.022]
Ep 076/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.12it/s, loss=0.645, pair=0.004, adv=4.974, sprd=0.022]
Ep 076/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.12it/s, loss=0.634, pair=0.002, adv=4.732, sprd=0.019]
Ep 076/80 [S3:+sens]:  95%|█▉| 430/453 [03:24<00:10,  2.21it/s, loss=0.634, pair=0.002, adv=4.732, sprd=0.019]
Ep 076/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.21it/s, loss=0.623, pair=0.003, adv=3.984, sprd=0.017]
Ep 076/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.13it/s, loss=0.623, pair=0.003, adv=3.984, sprd=0.017]
Ep 076/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.13it/s, loss=0.616, pair=0.002, adv=5.174, sprd=0.020]
Ep 076/80 [S3:+sens]:  95%|█▉| 432/453 [03:25<00:09,  2.20it/s, loss=0.616, pair=0.002, adv=5.174, sprd=0.020]
Ep 076/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.20it/s, loss=0.651, pair=0.005, adv=5.399, sprd=0.023]
Ep 076/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.08it/s, loss=0.651, pair=0.005, adv=5.399, sprd=0.023]
Ep 076/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.08it/s, loss=0.597, pair=0.005, adv=3.856, sprd=0.016]
Ep 076/80 [S3:+sens]:  96%|█▉| 434/453 [03:26<00:08,  2.16it/s, loss=0.597, pair=0.005, adv=3.856, sprd=0.016]
Ep 076/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.16it/s, loss=0.678, pair=0.004, adv=4.876, sprd=0.017]
Ep 076/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.09it/s, loss=0.678, pair=0.004, adv=4.876, sprd=0.017]
Ep 076/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.09it/s, loss=0.649, pair=0.006, adv=5.370, sprd=0.024]
Ep 076/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.17it/s, loss=0.649, pair=0.006, adv=5.370, sprd=0.024]
Ep 076/80 [S3:+sens]:  96%|█▉| 436/453 [03:27<00:07,  2.17it/s, loss=0.669, pair=0.022, adv=5.602, sprd=0.024]
Ep 076/80 [S3:+sens]:  96%|█▉| 437/453 [03:27<00:07,  2.09it/s, loss=0.669, pair=0.022, adv=5.602, sprd=0.024]
Ep 076/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.09it/s, loss=0.648, pair=0.005, adv=3.979, sprd=0.024]
Ep 076/80 [S3:+sens]:  97%|█▉| 438/453 [03:28<00:06,  2.18it/s, loss=0.648, pair=0.005, adv=3.979, sprd=0.024]
Ep 076/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.18it/s, loss=0.601, pair=0.001, adv=4.730, sprd=0.018]
Ep 076/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:07,  1.97it/s, loss=0.601, pair=0.001, adv=4.730, sprd=0.018]
Ep 076/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:07,  1.97it/s, loss=0.646, pair=0.002, adv=4.721, sprd=0.020]
Ep 076/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.10it/s, loss=0.646, pair=0.002, adv=4.721, sprd=0.020]
Ep 076/80 [S3:+sens]:  97%|█▉| 440/453 [03:29<00:06,  2.10it/s, loss=0.677, pair=0.003, adv=5.609, sprd=0.030]
Ep 076/80 [S3:+sens]:  97%|█▉| 441/453 [03:29<00:05,  2.01it/s, loss=0.677, pair=0.003, adv=5.609, sprd=0.030]
Ep 076/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.01it/s, loss=0.642, pair=0.000, adv=4.388, sprd=0.021]
Ep 076/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.12it/s, loss=0.642, pair=0.000, adv=4.388, sprd=0.021]
Ep 076/80 [S3:+sens]:  98%|█▉| 442/453 [03:30<00:05,  2.12it/s, loss=0.642, pair=0.003, adv=4.536, sprd=0.020]
Ep 076/80 [S3:+sens]:  98%|█▉| 443/453 [03:30<00:04,  2.03it/s, loss=0.642, pair=0.003, adv=4.536, sprd=0.020]
Ep 076/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.03it/s, loss=0.956, pair=0.898, adv=4.652, sprd=0.026]
Ep 076/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.09it/s, loss=0.956, pair=0.898, adv=4.652, sprd=0.026]
Ep 076/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.09it/s, loss=0.626, pair=0.006, adv=5.104, sprd=0.018]
Ep 076/80 [S3:+sens]:  98%|█▉| 445/453 [03:31<00:03,  2.04it/s, loss=0.626, pair=0.006, adv=5.104, sprd=0.018]
Ep 076/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.04it/s, loss=0.661, pair=0.004, adv=4.480, sprd=0.025]
Ep 076/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.14it/s, loss=0.661, pair=0.004, adv=4.480, sprd=0.025]
Ep 076/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.14it/s, loss=0.571, pair=0.004, adv=3.308, sprd=0.016]
Ep 076/80 [S3:+sens]:  99%|█▉| 447/453 [03:32<00:02,  2.01it/s, loss=0.571, pair=0.004, adv=3.308, sprd=0.016]
Ep 076/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.01it/s, loss=0.666, pair=0.004, adv=4.724, sprd=0.024]
Ep 076/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.12it/s, loss=0.666, pair=0.004, adv=4.724, sprd=0.024]
Ep 076/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.12it/s, loss=0.633, pair=0.004, adv=4.825, sprd=0.021]
Ep 076/80 [S3:+sens]:  99%|█▉| 449/453 [03:33<00:01,  2.04it/s, loss=0.633, pair=0.004, adv=4.825, sprd=0.021]
Ep 076/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.04it/s, loss=0.607, pair=0.003, adv=5.334, sprd=0.016]
Ep 076/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.16it/s, loss=0.607, pair=0.003, adv=5.334, sprd=0.016]
Ep 076/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.16it/s, loss=0.661, pair=0.007, adv=4.654, sprd=0.027]
Ep 076/80 [S3:+sens]: 100%|█▉| 451/453 [03:34<00:00,  2.04it/s, loss=0.661, pair=0.007, adv=4.654, sprd=0.027]
Ep 076/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.04it/s, loss=0.621, pair=0.003, adv=4.635, sprd=0.019]
Ep 076/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.621, pair=0.003, adv=4.635, sprd=0.019]
Ep 076/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.15it/s, loss=0.673, pair=0.006, adv=5.961, sprd=0.030]
Ep 076/80 [S3:+sens]: 100%|██| 453/453 [03:35<00:00,  2.04it/s, loss=0.673, pair=0.006, adv=5.961, sprd=0.030]
                                                                                                              
Epoch 076/80 [S3:+sens]  loss=0.6430  mat=0.2703  sens=1.0567  pair=0.0182  adv=4.7402(rand=3.47)  deg=0.0053  orth=0.0011  spread=0.0210  q_mean=52.0  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.91e-06  216s

Ep 077/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 077/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.639, pair=0.002, adv=4.412, sprd=0.022]
Ep 077/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:47,  1.17s/it, loss=0.639, pair=0.002, adv=4.412, sprd=0.022]
Ep 077/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:47,  1.17s/it, loss=0.631, pair=0.002, adv=4.666, sprd=0.022]
Ep 077/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:29,  1.37it/s, loss=0.631, pair=0.002, adv=4.666, sprd=0.022]
Ep 077/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:29,  1.37it/s, loss=0.612, pair=0.005, adv=5.303, sprd=0.019]
Ep 077/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:46,  1.57it/s, loss=0.612, pair=0.005, adv=5.303, sprd=0.019]
Ep 077/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:46,  1.57it/s, loss=0.674, pair=0.005, adv=4.985, sprd=0.025]
Ep 077/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:06,  1.82it/s, loss=0.674, pair=0.005, adv=4.985, sprd=0.025]
Ep 077/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:06,  1.82it/s, loss=0.632, pair=0.002, adv=4.127, sprd=0.016]
Ep 077/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:59,  1.87it/s, loss=0.632, pair=0.002, adv=4.127, sprd=0.016]
Ep 077/80 [S3:+sens]:   1%|    | 5/453 [00:03<03:59,  1.87it/s, loss=0.639, pair=0.002, adv=3.980, sprd=0.016]
Ep 077/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:36,  2.06it/s, loss=0.639, pair=0.002, adv=3.980, sprd=0.016]
Ep 077/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:36,  2.06it/s, loss=0.692, pair=0.004, adv=5.234, sprd=0.027]
Ep 077/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:46,  1.97it/s, loss=0.692, pair=0.004, adv=5.234, sprd=0.027]
Ep 077/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:46,  1.97it/s, loss=0.651, pair=0.003, adv=4.791, sprd=0.026]
Ep 077/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.651, pair=0.003, adv=4.791, sprd=0.026]
Ep 077/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.662, pair=0.000, adv=5.939, sprd=0.025]
Ep 077/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:44,  1.98it/s, loss=0.662, pair=0.000, adv=5.939, sprd=0.025]
Ep 077/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:44,  1.98it/s, loss=0.618, pair=0.002, adv=4.828, sprd=0.018]
Ep 077/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:31,  2.10it/s, loss=0.618, pair=0.002, adv=4.828, sprd=0.018]
Ep 077/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:31,  2.10it/s, loss=0.609, pair=0.001, adv=4.162, sprd=0.016]
Ep 077/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:33,  2.07it/s, loss=0.609, pair=0.001, adv=4.162, sprd=0.016]
Ep 077/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:33,  2.07it/s, loss=0.615, pair=0.001, adv=3.488, sprd=0.016]
Ep 077/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.615, pair=0.001, adv=3.488, sprd=0.016]
Ep 077/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:22,  2.18it/s, loss=0.662, pair=0.001, adv=4.640, sprd=0.026]
Ep 077/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:32,  2.07it/s, loss=0.662, pair=0.001, adv=4.640, sprd=0.026]
Ep 077/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:32,  2.07it/s, loss=0.627, pair=0.000, adv=5.118, sprd=0.020]
Ep 077/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:23,  2.16it/s, loss=0.627, pair=0.000, adv=5.118, sprd=0.020]
Ep 077/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:23,  2.16it/s, loss=0.633, pair=0.000, adv=5.253, sprd=0.019]
Ep 077/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:41,  1.98it/s, loss=0.633, pair=0.000, adv=5.253, sprd=0.019]
Ep 077/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:41,  1.98it/s, loss=0.638, pair=0.000, adv=4.955, sprd=0.019]
Ep 077/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:27,  2.10it/s, loss=0.638, pair=0.000, adv=4.955, sprd=0.019]
Ep 077/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:27,  2.10it/s, loss=0.620, pair=0.000, adv=4.540, sprd=0.019]
Ep 077/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:31,  2.06it/s, loss=0.620, pair=0.000, adv=4.540, sprd=0.019]
Ep 077/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:31,  2.06it/s, loss=0.664, pair=0.001, adv=4.588, sprd=0.024]
Ep 077/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.664, pair=0.001, adv=4.588, sprd=0.024]
Ep 077/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:20,  2.17it/s, loss=0.675, pair=0.002, adv=4.922, sprd=0.035]
Ep 077/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:36,  2.01it/s, loss=0.675, pair=0.002, adv=4.922, sprd=0.035]
Ep 077/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:36,  2.01it/s, loss=0.642, pair=0.001, adv=5.173, sprd=0.024]
Ep 077/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:26,  2.09it/s, loss=0.642, pair=0.001, adv=5.173, sprd=0.024]
Ep 077/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:26,  2.09it/s, loss=0.621, pair=0.001, adv=4.524, sprd=0.019]
Ep 077/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:35,  2.00it/s, loss=0.621, pair=0.001, adv=4.524, sprd=0.019]
Ep 077/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:35,  2.00it/s, loss=0.652, pair=0.000, adv=5.197, sprd=0.027]
Ep 077/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:26,  2.09it/s, loss=0.652, pair=0.000, adv=5.197, sprd=0.027]
Ep 077/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:26,  2.09it/s, loss=0.631, pair=0.000, adv=4.848, sprd=0.020]
Ep 077/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:31,  2.03it/s, loss=0.631, pair=0.000, adv=4.848, sprd=0.020]
Ep 077/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:31,  2.03it/s, loss=0.589, pair=0.000, adv=4.365, sprd=0.015]
Ep 077/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:19,  2.15it/s, loss=0.589, pair=0.000, adv=4.365, sprd=0.015]
Ep 077/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:19,  2.15it/s, loss=0.614, pair=0.000, adv=4.476, sprd=0.019]
Ep 077/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:29,  2.04it/s, loss=0.614, pair=0.000, adv=4.476, sprd=0.019]
Ep 077/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:29,  2.04it/s, loss=0.650, pair=0.004, adv=4.432, sprd=0.024]
Ep 077/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:19,  2.14it/s, loss=0.650, pair=0.004, adv=4.432, sprd=0.024]
Ep 077/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:19,  2.14it/s, loss=0.645, pair=0.000, adv=4.021, sprd=0.024]
Ep 077/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:31,  2.02it/s, loss=0.645, pair=0.000, adv=4.021, sprd=0.024]
Ep 077/80 [S3:+sens]:   6%|▏  | 27/453 [00:14<03:31,  2.02it/s, loss=0.633, pair=0.001, adv=4.416, sprd=0.021]
Ep 077/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.11it/s, loss=0.633, pair=0.001, adv=4.416, sprd=0.021]
Ep 077/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:20,  2.11it/s, loss=0.595, pair=0.000, adv=3.868, sprd=0.014]
Ep 077/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.595, pair=0.000, adv=3.868, sprd=0.014]
Ep 077/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.655, pair=0.000, adv=4.165, sprd=0.020]
Ep 077/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:12,  2.20it/s, loss=0.655, pair=0.000, adv=4.165, sprd=0.020]
Ep 077/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:12,  2.20it/s, loss=0.636, pair=0.000, adv=4.360, sprd=0.022]
Ep 077/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.636, pair=0.000, adv=4.360, sprd=0.022]
Ep 077/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:26,  2.04it/s, loss=0.672, pair=0.001, adv=4.517, sprd=0.032]
Ep 077/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:20,  2.10it/s, loss=0.672, pair=0.001, adv=4.517, sprd=0.032]
Ep 077/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:20,  2.10it/s, loss=0.667, pair=0.000, adv=5.483, sprd=0.027]
Ep 077/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:29,  2.00it/s, loss=0.667, pair=0.000, adv=5.483, sprd=0.027]
Ep 077/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:29,  2.00it/s, loss=0.653, pair=0.000, adv=5.360, sprd=0.025]
Ep 077/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:20,  2.09it/s, loss=0.653, pair=0.000, adv=5.360, sprd=0.025]
Ep 077/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:20,  2.09it/s, loss=0.614, pair=0.000, adv=5.866, sprd=0.017]
Ep 077/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.614, pair=0.000, adv=5.866, sprd=0.017]
Ep 077/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:24,  2.04it/s, loss=0.666, pair=0.000, adv=5.453, sprd=0.029]
Ep 077/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.12it/s, loss=0.666, pair=0.000, adv=5.453, sprd=0.029]
Ep 077/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.12it/s, loss=0.603, pair=0.001, adv=4.746, sprd=0.015]
Ep 077/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.603, pair=0.001, adv=4.746, sprd=0.015]
Ep 077/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:26,  2.02it/s, loss=0.614, pair=0.000, adv=4.520, sprd=0.017]
Ep 077/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:14,  2.14it/s, loss=0.614, pair=0.000, adv=4.520, sprd=0.017]
Ep 077/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:14,  2.14it/s, loss=0.659, pair=0.000, adv=4.768, sprd=0.021]
Ep 077/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:30,  1.97it/s, loss=0.659, pair=0.000, adv=4.768, sprd=0.021]
Ep 077/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:30,  1.97it/s, loss=0.626, pair=0.000, adv=4.302, sprd=0.016]
Ep 077/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:14,  2.12it/s, loss=0.626, pair=0.000, adv=4.302, sprd=0.016]
Ep 077/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:14,  2.12it/s, loss=0.542, pair=0.000, adv=3.190, sprd=0.012]
Ep 077/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:21,  2.04it/s, loss=0.542, pair=0.000, adv=3.190, sprd=0.012]
Ep 077/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:21,  2.04it/s, loss=0.620, pair=0.000, adv=4.644, sprd=0.020]
Ep 077/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:11,  2.15it/s, loss=0.620, pair=0.000, adv=4.644, sprd=0.020]
Ep 077/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:11,  2.15it/s, loss=0.654, pair=0.001, adv=5.853, sprd=0.026]
Ep 077/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.06it/s, loss=0.654, pair=0.001, adv=5.853, sprd=0.026]
Ep 077/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:18,  2.06it/s, loss=0.683, pair=0.001, adv=5.820, sprd=0.033]
Ep 077/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:12,  2.12it/s, loss=0.683, pair=0.001, adv=5.820, sprd=0.033]
Ep 077/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:12,  2.12it/s, loss=0.609, pair=0.001, adv=4.058, sprd=0.015]
Ep 077/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.609, pair=0.001, adv=4.058, sprd=0.015]
Ep 077/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.08it/s, loss=0.639, pair=0.000, adv=5.181, sprd=0.024]
Ep 077/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:09,  2.15it/s, loss=0.639, pair=0.000, adv=5.181, sprd=0.024]
Ep 077/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:09,  2.15it/s, loss=0.661, pair=0.000, adv=4.945, sprd=0.027]
Ep 077/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.661, pair=0.000, adv=4.945, sprd=0.027]
Ep 077/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:18,  2.05it/s, loss=0.641, pair=0.000, adv=4.402, sprd=0.020]
Ep 077/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:08,  2.15it/s, loss=0.641, pair=0.000, adv=4.402, sprd=0.020]
Ep 077/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:08,  2.15it/s, loss=0.630, pair=0.001, adv=4.870, sprd=0.019]
Ep 077/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.630, pair=0.001, adv=4.870, sprd=0.019]
Ep 077/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:17,  2.05it/s, loss=0.631, pair=0.000, adv=4.505, sprd=0.016]
Ep 077/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:03,  2.19it/s, loss=0.631, pair=0.000, adv=4.505, sprd=0.016]
Ep 077/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:03,  2.19it/s, loss=0.625, pair=0.000, adv=4.220, sprd=0.019]
Ep 077/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.625, pair=0.000, adv=4.220, sprd=0.019]
Ep 077/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:13,  2.08it/s, loss=0.630, pair=0.000, adv=4.502, sprd=0.023]
Ep 077/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:06,  2.15it/s, loss=0.630, pair=0.000, adv=4.502, sprd=0.023]
Ep 077/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:06,  2.15it/s, loss=0.627, pair=0.000, adv=4.616, sprd=0.016]
Ep 077/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.627, pair=0.000, adv=4.616, sprd=0.016]
Ep 077/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.648, pair=0.000, adv=4.918, sprd=0.021]
Ep 077/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:04,  2.16it/s, loss=0.648, pair=0.000, adv=4.918, sprd=0.021]
Ep 077/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:04,  2.16it/s, loss=0.625, pair=0.000, adv=5.329, sprd=0.022]
Ep 077/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:13,  2.06it/s, loss=0.625, pair=0.000, adv=5.329, sprd=0.022]
Ep 077/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:13,  2.06it/s, loss=0.620, pair=0.001, adv=3.701, sprd=0.015]
Ep 077/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.620, pair=0.001, adv=3.701, sprd=0.015]
Ep 077/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:02,  2.18it/s, loss=0.640, pair=0.000, adv=5.375, sprd=0.024]
Ep 077/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:14,  2.04it/s, loss=0.640, pair=0.000, adv=5.375, sprd=0.024]
Ep 077/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:14,  2.04it/s, loss=0.561, pair=0.001, adv=3.031, sprd=0.015]
Ep 077/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.561, pair=0.001, adv=3.031, sprd=0.015]
Ep 077/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:02,  2.17it/s, loss=0.608, pair=0.002, adv=3.996, sprd=0.013]
Ep 077/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.608, pair=0.002, adv=3.996, sprd=0.013]
Ep 077/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:08,  2.09it/s, loss=0.644, pair=0.002, adv=4.107, sprd=0.016]
Ep 077/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.21it/s, loss=0.644, pair=0.002, adv=4.107, sprd=0.016]
Ep 077/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.21it/s, loss=0.661, pair=0.000, adv=4.024, sprd=0.025]
Ep 077/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:05,  2.11it/s, loss=0.661, pair=0.000, adv=4.024, sprd=0.025]
Ep 077/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:05,  2.11it/s, loss=0.646, pair=0.000, adv=4.561, sprd=0.022]
Ep 077/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.646, pair=0.000, adv=4.561, sprd=0.022]
Ep 077/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:57,  2.20it/s, loss=0.603, pair=0.000, adv=5.099, sprd=0.016]
Ep 077/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:06,  2.09it/s, loss=0.603, pair=0.000, adv=5.099, sprd=0.016]
Ep 077/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:06,  2.09it/s, loss=0.617, pair=0.000, adv=4.897, sprd=0.017]
Ep 077/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.20it/s, loss=0.617, pair=0.000, adv=4.897, sprd=0.017]
Ep 077/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.20it/s, loss=0.623, pair=0.001, adv=5.197, sprd=0.020]
Ep 077/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:06,  2.08it/s, loss=0.623, pair=0.001, adv=5.197, sprd=0.020]
Ep 077/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:06,  2.08it/s, loss=0.615, pair=0.004, adv=4.061, sprd=0.015]
Ep 077/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:54,  2.21it/s, loss=0.615, pair=0.004, adv=4.061, sprd=0.015]
Ep 077/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:54,  2.21it/s, loss=0.676, pair=0.000, adv=5.174, sprd=0.027]
Ep 077/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:14,  1.99it/s, loss=0.676, pair=0.000, adv=5.174, sprd=0.027]
Ep 077/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:14,  1.99it/s, loss=0.655, pair=0.000, adv=4.849, sprd=0.025]
Ep 077/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:03,  2.09it/s, loss=0.655, pair=0.000, adv=4.849, sprd=0.025]
Ep 077/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:03,  2.09it/s, loss=0.621, pair=0.000, adv=4.609, sprd=0.018]
Ep 077/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:08,  2.04it/s, loss=0.621, pair=0.000, adv=4.609, sprd=0.018]
Ep 077/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:08,  2.04it/s, loss=0.695, pair=0.000, adv=5.135, sprd=0.033]
Ep 077/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:00,  2.12it/s, loss=0.695, pair=0.000, adv=5.135, sprd=0.033]
Ep 077/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:00,  2.12it/s, loss=0.634, pair=0.000, adv=4.624, sprd=0.018]
Ep 077/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:05,  2.06it/s, loss=0.634, pair=0.000, adv=4.624, sprd=0.018]
Ep 077/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:05,  2.06it/s, loss=0.612, pair=0.000, adv=4.920, sprd=0.017]
Ep 077/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:55,  2.17it/s, loss=0.612, pair=0.000, adv=4.920, sprd=0.017]
Ep 077/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:55,  2.17it/s, loss=0.715, pair=0.000, adv=4.282, sprd=0.020]
Ep 077/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:59,  2.12it/s, loss=0.715, pair=0.000, adv=4.282, sprd=0.020]
Ep 077/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<02:59,  2.12it/s, loss=0.588, pair=0.000, adv=3.644, sprd=0.012]
Ep 077/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:49,  2.23it/s, loss=0.588, pair=0.000, adv=3.644, sprd=0.012]
Ep 077/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:49,  2.23it/s, loss=0.677, pair=0.000, adv=5.681, sprd=0.028]
Ep 077/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:58,  2.12it/s, loss=0.677, pair=0.000, adv=5.681, sprd=0.028]
Ep 077/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<02:58,  2.12it/s, loss=0.622, pair=0.001, adv=4.305, sprd=0.019]
Ep 077/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:51,  2.20it/s, loss=0.622, pair=0.001, adv=4.305, sprd=0.019]
Ep 077/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:51,  2.20it/s, loss=0.584, pair=0.001, adv=4.438, sprd=0.013]
Ep 077/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:57,  2.11it/s, loss=0.584, pair=0.001, adv=4.438, sprd=0.013]
Ep 077/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<02:57,  2.11it/s, loss=0.664, pair=0.001, adv=5.074, sprd=0.028]
Ep 077/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:51,  2.19it/s, loss=0.664, pair=0.001, adv=5.074, sprd=0.028]
Ep 077/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:51,  2.19it/s, loss=0.610, pair=0.001, adv=5.210, sprd=0.016]
Ep 077/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.10it/s, loss=0.610, pair=0.001, adv=5.210, sprd=0.016]
Ep 077/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:58,  2.10it/s, loss=0.647, pair=0.000, adv=4.742, sprd=0.026]
Ep 077/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:52,  2.16it/s, loss=0.647, pair=0.000, adv=4.742, sprd=0.026]
Ep 077/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:52,  2.16it/s, loss=0.623, pair=0.001, adv=4.820, sprd=0.020]
Ep 077/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:58,  2.08it/s, loss=0.623, pair=0.001, adv=4.820, sprd=0.020]
Ep 077/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:58,  2.08it/s, loss=0.657, pair=0.000, adv=4.074, sprd=0.020]
Ep 077/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:50,  2.18it/s, loss=0.657, pair=0.000, adv=4.074, sprd=0.020]
Ep 077/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:50,  2.18it/s, loss=0.645, pair=0.000, adv=4.120, sprd=0.024]
Ep 077/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:58,  2.08it/s, loss=0.645, pair=0.000, adv=4.120, sprd=0.024]
Ep 077/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:58,  2.08it/s, loss=0.685, pair=0.002, adv=4.884, sprd=0.028]
Ep 077/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:51,  2.16it/s, loss=0.685, pair=0.002, adv=4.884, sprd=0.028]
Ep 077/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:51,  2.16it/s, loss=0.688, pair=0.000, adv=5.638, sprd=0.031]
Ep 077/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:03,  2.00it/s, loss=0.688, pair=0.000, adv=5.638, sprd=0.031]
Ep 077/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:03,  2.00it/s, loss=0.621, pair=0.000, adv=4.840, sprd=0.021]
Ep 077/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:55,  2.09it/s, loss=0.621, pair=0.000, adv=4.840, sprd=0.021]
Ep 077/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:55,  2.09it/s, loss=0.665, pair=0.000, adv=5.471, sprd=0.028]
Ep 077/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:05,  1.97it/s, loss=0.665, pair=0.000, adv=5.471, sprd=0.028]
Ep 077/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:05,  1.97it/s, loss=0.669, pair=0.001, adv=5.493, sprd=0.025]
Ep 077/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:55,  2.08it/s, loss=0.669, pair=0.001, adv=5.493, sprd=0.025]
Ep 077/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:55,  2.08it/s, loss=0.626, pair=0.000, adv=4.461, sprd=0.019]
Ep 077/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.04it/s, loss=0.626, pair=0.000, adv=4.461, sprd=0.019]
Ep 077/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:58,  2.04it/s, loss=0.604, pair=0.001, adv=4.047, sprd=0.017]
Ep 077/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:49,  2.15it/s, loss=0.604, pair=0.001, adv=4.047, sprd=0.017]
Ep 077/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:49,  2.15it/s, loss=0.698, pair=0.000, adv=5.973, sprd=0.032]
Ep 077/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:56,  2.05it/s, loss=0.698, pair=0.000, adv=5.973, sprd=0.032]
Ep 077/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:56,  2.05it/s, loss=0.582, pair=0.000, adv=4.129, sprd=0.013]
Ep 077/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:48,  2.14it/s, loss=0.582, pair=0.000, adv=4.129, sprd=0.013]
Ep 077/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:48,  2.14it/s, loss=0.609, pair=0.000, adv=4.125, sprd=0.015]
Ep 077/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:55,  2.06it/s, loss=0.609, pair=0.000, adv=4.125, sprd=0.015]
Ep 077/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:55,  2.06it/s, loss=0.638, pair=0.001, adv=4.760, sprd=0.021]
Ep 077/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:46,  2.15it/s, loss=0.638, pair=0.001, adv=4.760, sprd=0.021]
Ep 077/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:46,  2.15it/s, loss=0.649, pair=0.000, adv=4.498, sprd=0.023]
Ep 077/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<03:04,  1.94it/s, loss=0.649, pair=0.000, adv=4.498, sprd=0.023]
Ep 077/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<03:04,  1.94it/s, loss=0.587, pair=0.001, adv=5.081, sprd=0.014]
Ep 077/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:53,  2.06it/s, loss=0.587, pair=0.001, adv=5.081, sprd=0.014]
Ep 077/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:53,  2.06it/s, loss=0.648, pair=0.000, adv=4.926, sprd=0.023]
Ep 077/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:57,  2.00it/s, loss=0.648, pair=0.000, adv=4.926, sprd=0.023]
Ep 077/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:57,  2.00it/s, loss=0.651, pair=0.000, adv=4.540, sprd=0.024]
Ep 077/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:49,  2.09it/s, loss=0.651, pair=0.000, adv=4.540, sprd=0.024]
Ep 077/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:49,  2.09it/s, loss=0.731, pair=0.000, adv=5.091, sprd=0.027]
Ep 077/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:54,  2.02it/s, loss=0.731, pair=0.000, adv=5.091, sprd=0.027]
Ep 077/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:54,  2.02it/s, loss=0.649, pair=0.000, adv=6.018, sprd=0.024]
Ep 077/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.13it/s, loss=0.649, pair=0.000, adv=6.018, sprd=0.024]
Ep 077/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.13it/s, loss=0.707, pair=0.003, adv=4.528, sprd=0.026]
Ep 077/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:54,  2.02it/s, loss=0.707, pair=0.003, adv=4.528, sprd=0.026]
Ep 077/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:54,  2.02it/s, loss=0.599, pair=0.002, adv=3.352, sprd=0.015]
Ep 077/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.599, pair=0.002, adv=3.352, sprd=0.015]
Ep 077/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.650, pair=0.002, adv=4.984, sprd=0.023]
Ep 077/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:46,  2.11it/s, loss=0.650, pair=0.002, adv=4.984, sprd=0.023]
Ep 077/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:46,  2.11it/s, loss=0.599, pair=0.000, adv=3.824, sprd=0.017]
Ep 077/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.17it/s, loss=0.599, pair=0.000, adv=3.824, sprd=0.017]
Ep 077/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:40,  2.17it/s, loss=0.653, pair=0.000, adv=4.844, sprd=0.022]
Ep 077/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:47,  2.08it/s, loss=0.653, pair=0.000, adv=4.844, sprd=0.022]
Ep 077/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:47,  2.08it/s, loss=0.659, pair=0.000, adv=4.756, sprd=0.028]
Ep 077/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.659, pair=0.000, adv=4.756, sprd=0.028]
Ep 077/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.659, pair=0.005, adv=4.489, sprd=0.023]
Ep 077/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:46,  2.08it/s, loss=0.659, pair=0.005, adv=4.489, sprd=0.023]
Ep 077/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:46,  2.08it/s, loss=0.665, pair=0.000, adv=4.946, sprd=0.028]
Ep 077/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.665, pair=0.000, adv=4.946, sprd=0.028]
Ep 077/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.678, pair=0.001, adv=5.198, sprd=0.026]
Ep 077/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:45,  2.07it/s, loss=0.678, pair=0.001, adv=5.198, sprd=0.026]
Ep 077/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:45,  2.07it/s, loss=0.608, pair=0.000, adv=4.116, sprd=0.017]
Ep 077/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:38,  2.17it/s, loss=0.608, pair=0.000, adv=4.116, sprd=0.017]
Ep 077/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:38,  2.17it/s, loss=0.604, pair=0.001, adv=4.689, sprd=0.015]
Ep 077/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:43,  2.09it/s, loss=0.604, pair=0.001, adv=4.689, sprd=0.015]
Ep 077/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:43,  2.09it/s, loss=0.632, pair=0.000, adv=4.235, sprd=0.022]
Ep 077/80 [S3:+sens]:  25%|▍ | 112/453 [00:53<02:36,  2.17it/s, loss=0.632, pair=0.000, adv=4.235, sprd=0.022]
Ep 077/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:36,  2.17it/s, loss=0.622, pair=0.000, adv=4.456, sprd=0.020]
Ep 077/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.622, pair=0.000, adv=4.456, sprd=0.020]
Ep 077/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:44,  2.07it/s, loss=0.621, pair=0.000, adv=5.638, sprd=0.024]
Ep 077/80 [S3:+sens]:  25%|▌ | 114/453 [00:54<02:40,  2.12it/s, loss=0.621, pair=0.000, adv=5.638, sprd=0.024]
Ep 077/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:40,  2.12it/s, loss=0.633, pair=0.000, adv=4.727, sprd=0.022]
Ep 077/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:48,  2.01it/s, loss=0.633, pair=0.000, adv=4.727, sprd=0.022]
Ep 077/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:48,  2.01it/s, loss=0.579, pair=0.000, adv=3.439, sprd=0.013]
Ep 077/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:39,  2.11it/s, loss=0.579, pair=0.000, adv=3.439, sprd=0.013]
Ep 077/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.658, pair=0.001, adv=3.872, sprd=0.021]
Ep 077/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.658, pair=0.001, adv=3.872, sprd=0.021]
Ep 077/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:42,  2.07it/s, loss=0.631, pair=0.000, adv=5.395, sprd=0.021]
Ep 077/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:34,  2.17it/s, loss=0.631, pair=0.000, adv=5.395, sprd=0.021]
Ep 077/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:34,  2.17it/s, loss=0.648, pair=0.001, adv=4.960, sprd=0.022]
Ep 077/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:39,  2.10it/s, loss=0.648, pair=0.001, adv=4.960, sprd=0.022]
Ep 077/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:39,  2.10it/s, loss=0.598, pair=0.000, adv=4.911, sprd=0.016]
Ep 077/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:31,  2.20it/s, loss=0.598, pair=0.000, adv=4.911, sprd=0.016]
Ep 077/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:31,  2.20it/s, loss=0.617, pair=0.000, adv=5.582, sprd=0.018]
Ep 077/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.06it/s, loss=0.617, pair=0.000, adv=5.582, sprd=0.018]
Ep 077/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:41,  2.06it/s, loss=0.591, pair=0.000, adv=3.642, sprd=0.013]
Ep 077/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:31,  2.18it/s, loss=0.591, pair=0.000, adv=3.642, sprd=0.013]
Ep 077/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:31,  2.18it/s, loss=0.633, pair=0.001, adv=4.053, sprd=0.023]
Ep 077/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.05it/s, loss=0.633, pair=0.001, adv=4.053, sprd=0.023]
Ep 077/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:40,  2.05it/s, loss=0.641, pair=0.000, adv=5.268, sprd=0.026]
Ep 077/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:35,  2.12it/s, loss=0.641, pair=0.000, adv=5.268, sprd=0.026]
Ep 077/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:35,  2.12it/s, loss=0.632, pair=0.001, adv=4.801, sprd=0.018]
Ep 077/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:45,  1.98it/s, loss=0.632, pair=0.001, adv=4.801, sprd=0.018]
Ep 077/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:45,  1.98it/s, loss=0.648, pair=0.000, adv=4.756, sprd=0.024]
Ep 077/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:37,  2.08it/s, loss=0.648, pair=0.000, adv=4.756, sprd=0.024]
Ep 077/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:37,  2.08it/s, loss=0.627, pair=0.000, adv=4.652, sprd=0.021]
Ep 077/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:42,  2.01it/s, loss=0.627, pair=0.000, adv=4.652, sprd=0.021]
Ep 077/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:42,  2.01it/s, loss=0.668, pair=0.000, adv=4.829, sprd=0.029]
Ep 077/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:35,  2.09it/s, loss=0.668, pair=0.000, adv=4.829, sprd=0.029]
Ep 077/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:35,  2.09it/s, loss=0.647, pair=0.000, adv=5.395, sprd=0.020]
Ep 077/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:41,  2.00it/s, loss=0.647, pair=0.000, adv=5.395, sprd=0.020]
Ep 077/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:41,  2.00it/s, loss=0.646, pair=0.002, adv=3.737, sprd=0.018]
Ep 077/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:29,  2.16it/s, loss=0.646, pair=0.002, adv=3.737, sprd=0.018]
Ep 077/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:29,  2.16it/s, loss=0.601, pair=0.000, adv=4.406, sprd=0.016]
Ep 077/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:35,  2.07it/s, loss=0.601, pair=0.000, adv=4.406, sprd=0.016]
Ep 077/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:35,  2.07it/s, loss=0.623, pair=0.001, adv=4.783, sprd=0.017]
Ep 077/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:26,  2.19it/s, loss=0.623, pair=0.001, adv=4.783, sprd=0.017]
Ep 077/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:26,  2.19it/s, loss=0.597, pair=0.000, adv=4.236, sprd=0.014]
Ep 077/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:31,  2.11it/s, loss=0.597, pair=0.000, adv=4.236, sprd=0.014]
Ep 077/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:31,  2.11it/s, loss=0.693, pair=0.000, adv=6.167, sprd=0.033]
Ep 077/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:27,  2.16it/s, loss=0.693, pair=0.000, adv=6.167, sprd=0.033]
Ep 077/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:27,  2.16it/s, loss=0.682, pair=0.000, adv=5.365, sprd=0.028]
Ep 077/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:34,  2.06it/s, loss=0.682, pair=0.000, adv=5.365, sprd=0.028]
Ep 077/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:34,  2.06it/s, loss=0.575, pair=0.000, adv=4.057, sprd=0.011]
Ep 077/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.18it/s, loss=0.575, pair=0.000, adv=4.057, sprd=0.011]
Ep 077/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:25,  2.18it/s, loss=0.634, pair=0.000, adv=5.203, sprd=0.022]
Ep 077/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:32,  2.07it/s, loss=0.634, pair=0.000, adv=5.203, sprd=0.022]
Ep 077/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:32,  2.07it/s, loss=0.622, pair=0.000, adv=4.931, sprd=0.019]
Ep 077/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.17it/s, loss=0.622, pair=0.000, adv=4.931, sprd=0.019]
Ep 077/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.17it/s, loss=0.614, pair=0.000, adv=4.615, sprd=0.015]
Ep 077/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:30,  2.08it/s, loss=0.614, pair=0.000, adv=4.615, sprd=0.015]
Ep 077/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:30,  2.08it/s, loss=0.681, pair=0.005, adv=4.916, sprd=0.027]
Ep 077/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.18it/s, loss=0.681, pair=0.005, adv=4.916, sprd=0.027]
Ep 077/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:23,  2.18it/s, loss=0.672, pair=0.000, adv=5.953, sprd=0.026]
Ep 077/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:28,  2.10it/s, loss=0.672, pair=0.000, adv=5.953, sprd=0.026]
Ep 077/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:28,  2.10it/s, loss=0.692, pair=0.000, adv=4.738, sprd=0.032]
Ep 077/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:24,  2.16it/s, loss=0.692, pair=0.000, adv=4.738, sprd=0.032]
Ep 077/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:24,  2.16it/s, loss=0.618, pair=0.000, adv=4.420, sprd=0.017]
Ep 077/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:30,  2.06it/s, loss=0.618, pair=0.000, adv=4.420, sprd=0.017]
Ep 077/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:30,  2.06it/s, loss=0.608, pair=0.000, adv=4.665, sprd=0.016]
Ep 077/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.19it/s, loss=0.608, pair=0.000, adv=4.665, sprd=0.016]
Ep 077/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:21,  2.19it/s, loss=0.662, pair=0.001, adv=4.245, sprd=0.029]
Ep 077/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:29,  2.06it/s, loss=0.662, pair=0.001, adv=4.245, sprd=0.029]
Ep 077/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:29,  2.06it/s, loss=0.609, pair=0.000, adv=4.808, sprd=0.017]
Ep 077/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:22,  2.15it/s, loss=0.609, pair=0.000, adv=4.808, sprd=0.017]
Ep 077/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:22,  2.15it/s, loss=0.667, pair=0.001, adv=3.901, sprd=0.016]
Ep 077/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.07it/s, loss=0.667, pair=0.001, adv=3.901, sprd=0.016]
Ep 077/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:27,  2.07it/s, loss=0.649, pair=0.000, adv=4.308, sprd=0.026]
Ep 077/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.649, pair=0.000, adv=4.308, sprd=0.026]
Ep 077/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:22,  2.14it/s, loss=0.672, pair=0.000, adv=4.703, sprd=0.024]
Ep 077/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:33,  1.98it/s, loss=0.672, pair=0.000, adv=4.703, sprd=0.024]
Ep 077/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:33,  1.98it/s, loss=0.649, pair=0.000, adv=6.197, sprd=0.023]
Ep 077/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:24,  2.09it/s, loss=0.649, pair=0.000, adv=6.197, sprd=0.023]
Ep 077/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:24,  2.09it/s, loss=0.585, pair=0.000, adv=4.255, sprd=0.015]
Ep 077/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:30,  2.00it/s, loss=0.585, pair=0.000, adv=4.255, sprd=0.015]
Ep 077/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:30,  2.00it/s, loss=0.641, pair=0.000, adv=4.912, sprd=0.022]
Ep 077/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:22,  2.11it/s, loss=0.641, pair=0.000, adv=4.912, sprd=0.022]
Ep 077/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:22,  2.11it/s, loss=0.643, pair=0.000, adv=4.862, sprd=0.020]
Ep 077/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:27,  2.04it/s, loss=0.643, pair=0.000, adv=4.862, sprd=0.020]
Ep 077/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:27,  2.04it/s, loss=0.595, pair=0.000, adv=3.285, sprd=0.016]
Ep 077/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:19,  2.14it/s, loss=0.595, pair=0.000, adv=3.285, sprd=0.016]
Ep 077/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:19,  2.14it/s, loss=0.670, pair=0.000, adv=5.499, sprd=0.028]
Ep 077/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:26,  2.03it/s, loss=0.670, pair=0.000, adv=5.499, sprd=0.028]
Ep 077/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:26,  2.03it/s, loss=0.663, pair=0.000, adv=5.225, sprd=0.024]
Ep 077/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:18,  2.14it/s, loss=0.663, pair=0.000, adv=5.225, sprd=0.024]
Ep 077/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:18,  2.14it/s, loss=0.648, pair=0.000, adv=4.810, sprd=0.022]
Ep 077/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.01it/s, loss=0.648, pair=0.000, adv=4.810, sprd=0.022]
Ep 077/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:27,  2.01it/s, loss=0.627, pair=0.000, adv=3.945, sprd=0.016]
Ep 077/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.14it/s, loss=0.627, pair=0.000, adv=3.945, sprd=0.016]
Ep 077/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.679, pair=0.000, adv=4.309, sprd=0.024]
Ep 077/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:24,  2.03it/s, loss=0.679, pair=0.000, adv=4.309, sprd=0.024]
Ep 077/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:24,  2.03it/s, loss=0.649, pair=0.001, adv=4.676, sprd=0.022]
Ep 077/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:17,  2.13it/s, loss=0.649, pair=0.001, adv=4.676, sprd=0.022]
Ep 077/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:17,  2.13it/s, loss=0.667, pair=0.000, adv=5.554, sprd=0.025]
Ep 077/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:23,  2.04it/s, loss=0.667, pair=0.000, adv=5.554, sprd=0.025]
Ep 077/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:23,  2.04it/s, loss=0.633, pair=0.000, adv=4.605, sprd=0.022]
Ep 077/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:17,  2.12it/s, loss=0.633, pair=0.000, adv=4.605, sprd=0.022]
Ep 077/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:17,  2.12it/s, loss=0.654, pair=0.000, adv=5.474, sprd=0.030]
Ep 077/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:24,  2.01it/s, loss=0.654, pair=0.000, adv=5.474, sprd=0.030]
Ep 077/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:24,  2.01it/s, loss=0.647, pair=0.000, adv=4.452, sprd=0.027]
Ep 077/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:19,  2.08it/s, loss=0.647, pair=0.000, adv=4.452, sprd=0.027]
Ep 077/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:19,  2.08it/s, loss=0.617, pair=0.000, adv=4.402, sprd=0.015]
Ep 077/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:24,  1.99it/s, loss=0.617, pair=0.000, adv=4.402, sprd=0.015]
Ep 077/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:24,  1.99it/s, loss=0.642, pair=0.000, adv=4.536, sprd=0.021]
Ep 077/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:15,  2.11it/s, loss=0.642, pair=0.000, adv=4.536, sprd=0.021]
Ep 077/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:15,  2.11it/s, loss=0.656, pair=0.000, adv=4.653, sprd=0.018]
Ep 077/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:21,  2.02it/s, loss=0.656, pair=0.000, adv=4.653, sprd=0.018]
Ep 077/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:21,  2.02it/s, loss=0.661, pair=0.001, adv=5.741, sprd=0.020]
Ep 077/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:12,  2.15it/s, loss=0.661, pair=0.001, adv=5.741, sprd=0.020]
Ep 077/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:12,  2.15it/s, loss=0.621, pair=0.001, adv=4.345, sprd=0.020]
Ep 077/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.621, pair=0.001, adv=4.345, sprd=0.020]
Ep 077/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.639, pair=0.000, adv=4.559, sprd=0.021]
Ep 077/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:13,  2.12it/s, loss=0.639, pair=0.000, adv=4.559, sprd=0.021]
Ep 077/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:13,  2.12it/s, loss=0.671, pair=0.000, adv=4.942, sprd=0.018]
Ep 077/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:18,  2.03it/s, loss=0.671, pair=0.000, adv=4.942, sprd=0.018]
Ep 077/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:18,  2.03it/s, loss=0.641, pair=0.001, adv=4.976, sprd=0.024]
Ep 077/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:13,  2.11it/s, loss=0.641, pair=0.001, adv=4.976, sprd=0.024]
Ep 077/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:13,  2.11it/s, loss=0.633, pair=0.000, adv=4.614, sprd=0.021]
Ep 077/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:16,  2.05it/s, loss=0.633, pair=0.000, adv=4.614, sprd=0.021]
Ep 077/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:16,  2.05it/s, loss=0.631, pair=0.000, adv=4.493, sprd=0.020]
Ep 077/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:10,  2.14it/s, loss=0.631, pair=0.000, adv=4.493, sprd=0.020]
Ep 077/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:10,  2.14it/s, loss=0.630, pair=0.004, adv=4.344, sprd=0.015]
Ep 077/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.10it/s, loss=0.630, pair=0.004, adv=4.344, sprd=0.015]
Ep 077/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:12,  2.10it/s, loss=0.622, pair=0.004, adv=5.111, sprd=0.019]
Ep 077/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:06,  2.19it/s, loss=0.622, pair=0.004, adv=5.111, sprd=0.019]
Ep 077/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:06,  2.19it/s, loss=0.623, pair=0.001, adv=4.188, sprd=0.019]
Ep 077/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:22,  1.93it/s, loss=0.623, pair=0.001, adv=4.188, sprd=0.019]
Ep 077/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:22,  1.93it/s, loss=0.621, pair=0.002, adv=4.017, sprd=0.020]
Ep 077/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:14,  2.04it/s, loss=0.621, pair=0.002, adv=4.017, sprd=0.020]
Ep 077/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:14,  2.04it/s, loss=0.618, pair=0.001, adv=4.877, sprd=0.019]
Ep 077/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:18,  1.97it/s, loss=0.618, pair=0.001, adv=4.877, sprd=0.019]
Ep 077/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:18,  1.97it/s, loss=0.650, pair=0.000, adv=4.718, sprd=0.024]
Ep 077/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:10,  2.10it/s, loss=0.650, pair=0.000, adv=4.718, sprd=0.024]
Ep 077/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:10,  2.10it/s, loss=0.660, pair=0.001, adv=5.515, sprd=0.028]
Ep 077/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:15,  2.01it/s, loss=0.660, pair=0.001, adv=5.515, sprd=0.028]
Ep 077/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:15,  2.01it/s, loss=0.605, pair=0.001, adv=5.223, sprd=0.015]
Ep 077/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:06,  2.14it/s, loss=0.605, pair=0.001, adv=5.223, sprd=0.015]
Ep 077/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:06,  2.14it/s, loss=0.649, pair=0.000, adv=4.181, sprd=0.021]
Ep 077/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:08,  2.10it/s, loss=0.649, pair=0.000, adv=4.181, sprd=0.021]
Ep 077/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:08,  2.10it/s, loss=0.647, pair=0.000, adv=5.759, sprd=0.025]
Ep 077/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.18it/s, loss=0.647, pair=0.000, adv=5.759, sprd=0.025]
Ep 077/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:03,  2.18it/s, loss=0.680, pair=0.001, adv=5.605, sprd=0.027]
Ep 077/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.680, pair=0.001, adv=5.605, sprd=0.027]
Ep 077/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.612, pair=0.001, adv=4.637, sprd=0.017]
Ep 077/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.19it/s, loss=0.612, pair=0.001, adv=4.637, sprd=0.017]
Ep 077/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:02,  2.19it/s, loss=0.614, pair=0.001, adv=4.319, sprd=0.017]
Ep 077/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:07,  2.09it/s, loss=0.614, pair=0.001, adv=4.319, sprd=0.017]
Ep 077/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:07,  2.09it/s, loss=0.632, pair=0.000, adv=5.272, sprd=0.022]
Ep 077/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.17it/s, loss=0.632, pair=0.000, adv=5.272, sprd=0.022]
Ep 077/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.17it/s, loss=0.600, pair=0.002, adv=4.127, sprd=0.015]
Ep 077/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:05,  2.11it/s, loss=0.600, pair=0.002, adv=4.127, sprd=0.015]
Ep 077/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:05,  2.11it/s, loss=0.654, pair=0.000, adv=5.170, sprd=0.024]
Ep 077/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.17it/s, loss=0.654, pair=0.000, adv=5.170, sprd=0.024]
Ep 077/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.17it/s, loss=0.615, pair=0.000, adv=4.160, sprd=0.018]
Ep 077/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:06,  2.08it/s, loss=0.615, pair=0.000, adv=4.160, sprd=0.018]
Ep 077/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:06,  2.08it/s, loss=0.651, pair=0.001, adv=5.357, sprd=0.026]
Ep 077/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.14it/s, loss=0.651, pair=0.001, adv=5.357, sprd=0.026]
Ep 077/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.14it/s, loss=0.615, pair=0.000, adv=5.712, sprd=0.023]
Ep 077/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:08,  2.03it/s, loss=0.615, pair=0.000, adv=5.712, sprd=0.023]
Ep 077/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:08,  2.03it/s, loss=0.649, pair=0.000, adv=4.433, sprd=0.024]
Ep 077/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.11it/s, loss=0.649, pair=0.000, adv=4.433, sprd=0.024]
Ep 077/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.11it/s, loss=0.636, pair=0.000, adv=4.950, sprd=0.021]
Ep 077/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:06,  2.04it/s, loss=0.636, pair=0.000, adv=4.950, sprd=0.021]
Ep 077/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:06,  2.04it/s, loss=0.644, pair=0.000, adv=4.331, sprd=0.024]
Ep 077/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:01,  2.12it/s, loss=0.644, pair=0.000, adv=4.331, sprd=0.024]
Ep 077/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:01,  2.12it/s, loss=0.597, pair=0.000, adv=3.964, sprd=0.013]
Ep 077/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.597, pair=0.000, adv=3.964, sprd=0.013]
Ep 077/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:03,  2.07it/s, loss=0.668, pair=0.000, adv=5.901, sprd=0.023]
Ep 077/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.17it/s, loss=0.668, pair=0.000, adv=5.901, sprd=0.023]
Ep 077/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.17it/s, loss=0.667, pair=0.001, adv=5.319, sprd=0.026]
Ep 077/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:02,  2.07it/s, loss=0.667, pair=0.001, adv=5.319, sprd=0.026]
Ep 077/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:02,  2.07it/s, loss=0.621, pair=0.000, adv=5.172, sprd=0.017]
Ep 077/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.621, pair=0.000, adv=5.172, sprd=0.017]
Ep 077/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:55,  2.19it/s, loss=0.711, pair=0.000, adv=4.927, sprd=0.023]
Ep 077/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.09it/s, loss=0.711, pair=0.000, adv=4.927, sprd=0.023]
Ep 077/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:00,  2.09it/s, loss=0.609, pair=0.000, adv=4.747, sprd=0.018]
Ep 077/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:55,  2.18it/s, loss=0.609, pair=0.000, adv=4.747, sprd=0.018]
Ep 077/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:55,  2.18it/s, loss=0.702, pair=0.000, adv=5.025, sprd=0.022]
Ep 077/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:58,  2.11it/s, loss=0.702, pair=0.000, adv=5.025, sprd=0.022]
Ep 077/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:58,  2.11it/s, loss=0.677, pair=0.000, adv=4.727, sprd=0.025]
Ep 077/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:53,  2.20it/s, loss=0.677, pair=0.000, adv=4.727, sprd=0.025]
Ep 077/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:53,  2.20it/s, loss=0.663, pair=0.000, adv=3.960, sprd=0.016]
Ep 077/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:04,  2.00it/s, loss=0.663, pair=0.000, adv=3.960, sprd=0.016]
Ep 077/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:04,  2.00it/s, loss=0.653, pair=0.000, adv=5.247, sprd=0.026]
Ep 077/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:58,  2.08it/s, loss=0.653, pair=0.000, adv=5.247, sprd=0.026]
Ep 077/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:58,  2.08it/s, loss=0.567, pair=0.000, adv=2.894, sprd=0.016]
Ep 077/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:02,  2.01it/s, loss=0.567, pair=0.000, adv=2.894, sprd=0.016]
Ep 077/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:02,  2.01it/s, loss=0.657, pair=0.000, adv=4.869, sprd=0.024]
Ep 077/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:55,  2.12it/s, loss=0.657, pair=0.000, adv=4.869, sprd=0.024]
Ep 077/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:55,  2.12it/s, loss=0.638, pair=0.001, adv=4.678, sprd=0.021]
Ep 077/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.638, pair=0.001, adv=4.678, sprd=0.021]
Ep 077/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.593, pair=0.001, adv=3.664, sprd=0.014]
Ep 077/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:52,  2.15it/s, loss=0.593, pair=0.001, adv=3.664, sprd=0.014]
Ep 077/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:52,  2.15it/s, loss=0.641, pair=0.001, adv=3.685, sprd=0.018]
Ep 077/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:54,  2.12it/s, loss=0.641, pair=0.001, adv=3.685, sprd=0.018]
Ep 077/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:54,  2.12it/s, loss=0.589, pair=0.000, adv=4.763, sprd=0.014]
Ep 077/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:49,  2.20it/s, loss=0.589, pair=0.000, adv=4.763, sprd=0.014]
Ep 077/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:49,  2.20it/s, loss=0.664, pair=0.000, adv=3.978, sprd=0.024]
Ep 077/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:53,  2.11it/s, loss=0.664, pair=0.000, adv=3.978, sprd=0.024]
Ep 077/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:53,  2.11it/s, loss=0.675, pair=0.000, adv=5.471, sprd=0.029]
Ep 077/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:49,  2.18it/s, loss=0.675, pair=0.000, adv=5.471, sprd=0.029]
Ep 077/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:49,  2.18it/s, loss=0.672, pair=0.000, adv=5.133, sprd=0.024]
Ep 077/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:54,  2.08it/s, loss=0.672, pair=0.000, adv=5.133, sprd=0.024]
Ep 077/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:54,  2.08it/s, loss=0.647, pair=0.000, adv=5.522, sprd=0.023]
Ep 077/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:49,  2.17it/s, loss=0.647, pair=0.000, adv=5.522, sprd=0.023]
Ep 077/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:49,  2.17it/s, loss=0.637, pair=0.000, adv=4.034, sprd=0.020]
Ep 077/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:52,  2.09it/s, loss=0.637, pair=0.000, adv=4.034, sprd=0.020]
Ep 077/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:52,  2.09it/s, loss=0.659, pair=0.000, adv=5.455, sprd=0.025]
Ep 077/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.17it/s, loss=0.659, pair=0.000, adv=5.455, sprd=0.025]
Ep 077/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.17it/s, loss=0.673, pair=0.001, adv=5.529, sprd=0.028]
Ep 077/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.07it/s, loss=0.673, pair=0.001, adv=5.529, sprd=0.028]
Ep 077/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.07it/s, loss=0.634, pair=0.001, adv=5.110, sprd=0.024]
Ep 077/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.634, pair=0.001, adv=5.110, sprd=0.024]
Ep 077/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.689, pair=0.002, adv=4.439, sprd=0.023]
Ep 077/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:53,  2.04it/s, loss=0.689, pair=0.002, adv=4.439, sprd=0.023]
Ep 077/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:53,  2.04it/s, loss=0.650, pair=0.002, adv=4.241, sprd=0.024]
Ep 077/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:48,  2.13it/s, loss=0.650, pair=0.002, adv=4.241, sprd=0.024]
Ep 077/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:48,  2.13it/s, loss=0.618, pair=0.001, adv=4.765, sprd=0.018]
Ep 077/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:51,  2.06it/s, loss=0.618, pair=0.001, adv=4.765, sprd=0.018]
Ep 077/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:51,  2.06it/s, loss=0.636, pair=0.001, adv=4.579, sprd=0.018]
Ep 077/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.19it/s, loss=0.636, pair=0.001, adv=4.579, sprd=0.018]
Ep 077/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:44,  2.19it/s, loss=0.656, pair=0.000, adv=4.590, sprd=0.023]
Ep 077/80 [S3:+sens]:  50%|▉ | 225/453 [01:47<01:48,  2.11it/s, loss=0.656, pair=0.000, adv=4.590, sprd=0.023]
Ep 077/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:48,  2.11it/s, loss=0.635, pair=0.002, adv=4.787, sprd=0.021]
Ep 077/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:43,  2.19it/s, loss=0.635, pair=0.002, adv=4.787, sprd=0.021]
Ep 077/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:43,  2.19it/s, loss=0.638, pair=0.003, adv=5.339, sprd=0.023]
Ep 077/80 [S3:+sens]:  50%|█ | 227/453 [01:48<01:47,  2.10it/s, loss=0.638, pair=0.003, adv=5.339, sprd=0.023]
Ep 077/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:47,  2.10it/s, loss=0.621, pair=0.004, adv=5.009, sprd=0.020]
Ep 077/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.19it/s, loss=0.621, pair=0.004, adv=5.009, sprd=0.020]
Ep 077/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.19it/s, loss=0.682, pair=0.028, adv=5.406, sprd=0.026]
Ep 077/80 [S3:+sens]:  51%|█ | 229/453 [01:49<01:48,  2.07it/s, loss=0.682, pair=0.028, adv=5.406, sprd=0.026]
Ep 077/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:48,  2.07it/s, loss=0.642, pair=0.005, adv=5.115, sprd=0.023]
Ep 077/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:43,  2.15it/s, loss=0.642, pair=0.005, adv=5.115, sprd=0.023]
Ep 077/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:43,  2.15it/s, loss=0.634, pair=0.001, adv=4.072, sprd=0.017]
Ep 077/80 [S3:+sens]:  51%|█ | 231/453 [01:50<01:45,  2.10it/s, loss=0.634, pair=0.001, adv=4.072, sprd=0.017]
Ep 077/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:45,  2.10it/s, loss=0.690, pair=0.003, adv=5.958, sprd=0.031]
Ep 077/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.16it/s, loss=0.690, pair=0.003, adv=5.958, sprd=0.031]
Ep 077/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:42,  2.16it/s, loss=0.666, pair=0.005, adv=4.078, sprd=0.026]
Ep 077/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.04it/s, loss=0.666, pair=0.005, adv=4.078, sprd=0.026]
Ep 077/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.04it/s, loss=0.598, pair=0.003, adv=3.655, sprd=0.011]
Ep 077/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:38,  2.22it/s, loss=0.598, pair=0.003, adv=3.655, sprd=0.011]
Ep 077/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:38,  2.22it/s, loss=0.629, pair=0.003, adv=4.995, sprd=0.021]
Ep 077/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:50,  1.97it/s, loss=0.629, pair=0.003, adv=4.995, sprd=0.021]
Ep 077/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:50,  1.97it/s, loss=0.627, pair=0.005, adv=4.266, sprd=0.019]
Ep 077/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:43,  2.09it/s, loss=0.627, pair=0.005, adv=4.266, sprd=0.019]
Ep 077/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:43,  2.09it/s, loss=0.659, pair=0.006, adv=4.717, sprd=0.022]
Ep 077/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.04it/s, loss=0.659, pair=0.006, adv=4.717, sprd=0.022]
Ep 077/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:45,  2.04it/s, loss=0.636, pair=0.008, adv=4.040, sprd=0.017]
Ep 077/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:38,  2.18it/s, loss=0.636, pair=0.008, adv=4.040, sprd=0.017]
Ep 077/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:38,  2.18it/s, loss=0.692, pair=0.008, adv=5.362, sprd=0.024]
Ep 077/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:42,  2.08it/s, loss=0.692, pair=0.008, adv=5.362, sprd=0.024]
Ep 077/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:42,  2.08it/s, loss=0.695, pair=0.007, adv=5.722, sprd=0.033]
Ep 077/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.695, pair=0.007, adv=5.722, sprd=0.033]
Ep 077/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.14it/s, loss=0.650, pair=0.005, adv=4.751, sprd=0.022]
Ep 077/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.650, pair=0.005, adv=4.751, sprd=0.022]
Ep 077/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:44,  2.03it/s, loss=0.629, pair=0.004, adv=4.703, sprd=0.018]
Ep 077/80 [S3:+sens]:  53%|█ | 242/453 [01:55<01:39,  2.12it/s, loss=0.629, pair=0.004, adv=4.703, sprd=0.018]
Ep 077/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:39,  2.12it/s, loss=0.606, pair=0.003, adv=4.728, sprd=0.017]
Ep 077/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.606, pair=0.003, adv=4.728, sprd=0.017]
Ep 077/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:41,  2.07it/s, loss=0.611, pair=0.002, adv=4.686, sprd=0.018]
Ep 077/80 [S3:+sens]:  54%|█ | 244/453 [01:56<01:36,  2.16it/s, loss=0.611, pair=0.002, adv=4.686, sprd=0.018]
Ep 077/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.16it/s, loss=0.626, pair=0.003, adv=4.142, sprd=0.020]
Ep 077/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.08it/s, loss=0.626, pair=0.003, adv=4.142, sprd=0.020]
Ep 077/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:39,  2.08it/s, loss=0.668, pair=0.005, adv=5.496, sprd=0.024]
Ep 077/80 [S3:+sens]:  54%|█ | 246/453 [01:57<01:35,  2.18it/s, loss=0.668, pair=0.005, adv=5.496, sprd=0.024]
Ep 077/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:35,  2.18it/s, loss=0.659, pair=0.003, adv=4.962, sprd=0.025]
Ep 077/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.10it/s, loss=0.659, pair=0.003, adv=4.962, sprd=0.025]
Ep 077/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:38,  2.10it/s, loss=0.589, pair=0.004, adv=3.460, sprd=0.016]
Ep 077/80 [S3:+sens]:  55%|█ | 248/453 [01:58<01:34,  2.16it/s, loss=0.589, pair=0.004, adv=3.460, sprd=0.016]
Ep 077/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.16it/s, loss=0.642, pair=0.004, adv=4.761, sprd=0.023]
Ep 077/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.05it/s, loss=0.642, pair=0.004, adv=4.761, sprd=0.023]
Ep 077/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:39,  2.05it/s, loss=0.689, pair=0.005, adv=4.351, sprd=0.033]
Ep 077/80 [S3:+sens]:  55%|█ | 250/453 [01:59<01:35,  2.12it/s, loss=0.689, pair=0.005, adv=4.351, sprd=0.033]
Ep 077/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.12it/s, loss=0.670, pair=0.005, adv=5.337, sprd=0.026]
Ep 077/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.03it/s, loss=0.670, pair=0.005, adv=5.337, sprd=0.026]
Ep 077/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.03it/s, loss=0.668, pair=0.005, adv=5.539, sprd=0.025]
Ep 077/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:33,  2.14it/s, loss=0.668, pair=0.005, adv=5.539, sprd=0.025]
Ep 077/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:33,  2.14it/s, loss=0.660, pair=0.004, adv=5.615, sprd=0.025]
Ep 077/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.660, pair=0.004, adv=5.615, sprd=0.025]
Ep 077/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.05it/s, loss=0.599, pair=0.003, adv=4.997, sprd=0.017]
Ep 077/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:32,  2.15it/s, loss=0.599, pair=0.003, adv=4.997, sprd=0.017]
Ep 077/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:32,  2.15it/s, loss=0.650, pair=0.005, adv=5.708, sprd=0.019]
Ep 077/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.08it/s, loss=0.650, pair=0.005, adv=5.708, sprd=0.019]
Ep 077/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:35,  2.08it/s, loss=0.608, pair=0.001, adv=4.562, sprd=0.015]
Ep 077/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:29,  2.21it/s, loss=0.608, pair=0.001, adv=4.562, sprd=0.015]
Ep 077/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:29,  2.21it/s, loss=0.642, pair=0.005, adv=5.352, sprd=0.020]
Ep 077/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.642, pair=0.005, adv=5.352, sprd=0.020]
Ep 077/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:32,  2.12it/s, loss=0.621, pair=0.007, adv=4.836, sprd=0.015]
Ep 077/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:27,  2.23it/s, loss=0.621, pair=0.007, adv=4.836, sprd=0.015]
Ep 077/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:27,  2.23it/s, loss=0.627, pair=0.003, adv=5.526, sprd=0.020]
Ep 077/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:35,  2.03it/s, loss=0.627, pair=0.003, adv=5.526, sprd=0.020]
Ep 077/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:35,  2.03it/s, loss=0.592, pair=0.003, adv=4.410, sprd=0.012]
Ep 077/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:29,  2.16it/s, loss=0.592, pair=0.003, adv=4.410, sprd=0.012]
Ep 077/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:29,  2.16it/s, loss=0.655, pair=0.004, adv=4.974, sprd=0.024]
Ep 077/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.07it/s, loss=0.655, pair=0.004, adv=4.974, sprd=0.024]
Ep 077/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:32,  2.07it/s, loss=0.631, pair=0.008, adv=5.227, sprd=0.020]
Ep 077/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.631, pair=0.008, adv=5.227, sprd=0.020]
Ep 077/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:28,  2.16it/s, loss=0.669, pair=0.004, adv=5.095, sprd=0.026]
Ep 077/80 [S3:+sens]:  58%|█▏| 263/453 [02:05<01:31,  2.07it/s, loss=0.669, pair=0.004, adv=5.095, sprd=0.026]
Ep 077/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:31,  2.07it/s, loss=0.611, pair=0.004, adv=3.454, sprd=0.015]
Ep 077/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:25,  2.21it/s, loss=0.611, pair=0.004, adv=3.454, sprd=0.015]
Ep 077/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:25,  2.21it/s, loss=0.644, pair=0.005, adv=4.087, sprd=0.023]
Ep 077/80 [S3:+sens]:  58%|█▏| 265/453 [02:06<01:29,  2.10it/s, loss=0.644, pair=0.005, adv=4.087, sprd=0.023]
Ep 077/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:29,  2.10it/s, loss=0.626, pair=0.005, adv=3.536, sprd=0.016]
Ep 077/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:24,  2.22it/s, loss=0.626, pair=0.005, adv=3.536, sprd=0.016]
Ep 077/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:24,  2.22it/s, loss=0.635, pair=0.006, adv=3.972, sprd=0.017]
Ep 077/80 [S3:+sens]:  59%|█▏| 267/453 [02:07<01:27,  2.12it/s, loss=0.635, pair=0.006, adv=3.972, sprd=0.017]
Ep 077/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:27,  2.12it/s, loss=0.655, pair=0.006, adv=4.288, sprd=0.022]
Ep 077/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:23,  2.21it/s, loss=0.655, pair=0.006, adv=4.288, sprd=0.022]
Ep 077/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:23,  2.21it/s, loss=0.678, pair=0.005, adv=5.080, sprd=0.028]
Ep 077/80 [S3:+sens]:  59%|█▏| 269/453 [02:08<01:28,  2.08it/s, loss=0.678, pair=0.005, adv=5.080, sprd=0.028]
Ep 077/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:28,  2.08it/s, loss=0.634, pair=0.004, adv=5.033, sprd=0.020]
Ep 077/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:23,  2.20it/s, loss=0.634, pair=0.004, adv=5.033, sprd=0.020]
Ep 077/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:23,  2.20it/s, loss=0.619, pair=0.005, adv=4.353, sprd=0.017]
Ep 077/80 [S3:+sens]:  60%|█▏| 271/453 [02:09<01:25,  2.12it/s, loss=0.619, pair=0.005, adv=4.353, sprd=0.017]
Ep 077/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:25,  2.12it/s, loss=0.680, pair=0.006, adv=4.939, sprd=0.027]
Ep 077/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.680, pair=0.006, adv=4.939, sprd=0.027]
Ep 077/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:22,  2.19it/s, loss=0.622, pair=0.002, adv=4.683, sprd=0.018]
Ep 077/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.09it/s, loss=0.622, pair=0.002, adv=4.683, sprd=0.018]
Ep 077/80 [S3:+sens]:  60%|█▏| 273/453 [02:10<01:26,  2.09it/s, loss=0.614, pair=0.003, adv=4.237, sprd=0.015]
Ep 077/80 [S3:+sens]:  60%|█▏| 274/453 [02:10<01:21,  2.19it/s, loss=0.614, pair=0.003, adv=4.237, sprd=0.015]
Ep 077/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:21,  2.19it/s, loss=0.670, pair=0.003, adv=4.408, sprd=0.028]
Ep 077/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=0.670, pair=0.003, adv=4.408, sprd=0.028]
Ep 077/80 [S3:+sens]:  61%|█▏| 275/453 [02:11<01:25,  2.09it/s, loss=2.019, pair=0.003, adv=5.588, sprd=0.033]
Ep 077/80 [S3:+sens]:  61%|█▏| 276/453 [02:11<01:23,  2.13it/s, loss=2.019, pair=0.003, adv=5.588, sprd=0.033]
Ep 077/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.13it/s, loss=0.628, pair=0.004, adv=4.835, sprd=0.019]
Ep 077/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.04it/s, loss=0.628, pair=0.004, adv=4.835, sprd=0.019]
Ep 077/80 [S3:+sens]:  61%|█▏| 277/453 [02:12<01:26,  2.04it/s, loss=0.618, pair=0.004, adv=4.939, sprd=0.017]
Ep 077/80 [S3:+sens]:  61%|█▏| 278/453 [02:12<01:21,  2.14it/s, loss=0.618, pair=0.004, adv=4.939, sprd=0.017]
Ep 077/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:21,  2.14it/s, loss=0.630, pair=0.005, adv=4.248, sprd=0.022]
Ep 077/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:26,  2.01it/s, loss=0.630, pair=0.005, adv=4.248, sprd=0.022]
Ep 077/80 [S3:+sens]:  62%|█▏| 279/453 [02:13<01:26,  2.01it/s, loss=0.644, pair=0.004, adv=4.889, sprd=0.024]
Ep 077/80 [S3:+sens]:  62%|█▏| 280/453 [02:13<01:22,  2.10it/s, loss=0.644, pair=0.004, adv=4.889, sprd=0.024]
Ep 077/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:22,  2.10it/s, loss=0.669, pair=0.002, adv=4.595, sprd=0.018]
Ep 077/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:24,  2.03it/s, loss=0.669, pair=0.002, adv=4.595, sprd=0.018]
Ep 077/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:24,  2.03it/s, loss=0.662, pair=0.006, adv=4.081, sprd=0.027]
Ep 077/80 [S3:+sens]:  62%|█▏| 282/453 [02:14<01:20,  2.12it/s, loss=0.662, pair=0.006, adv=4.081, sprd=0.027]
Ep 077/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:20,  2.12it/s, loss=0.627, pair=0.002, adv=4.229, sprd=0.019]
Ep 077/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.03it/s, loss=0.627, pair=0.002, adv=4.229, sprd=0.019]
Ep 077/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:23,  2.03it/s, loss=0.642, pair=0.004, adv=4.523, sprd=0.021]
Ep 077/80 [S3:+sens]:  63%|█▎| 284/453 [02:15<01:18,  2.15it/s, loss=0.642, pair=0.004, adv=4.523, sprd=0.021]
Ep 077/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.15it/s, loss=0.634, pair=0.004, adv=5.198, sprd=0.024]
Ep 077/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.634, pair=0.004, adv=5.198, sprd=0.024]
Ep 077/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:22,  2.04it/s, loss=0.613, pair=0.003, adv=4.065, sprd=0.021]
Ep 077/80 [S3:+sens]:  63%|█▎| 286/453 [02:16<01:19,  2.11it/s, loss=0.613, pair=0.003, adv=4.065, sprd=0.021]
Ep 077/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:19,  2.11it/s, loss=0.578, pair=0.005, adv=3.600, sprd=0.013]
Ep 077/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:26,  1.93it/s, loss=0.578, pair=0.005, adv=3.600, sprd=0.013]
Ep 077/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:26,  1.93it/s, loss=0.659, pair=0.005, adv=5.313, sprd=0.024]
Ep 077/80 [S3:+sens]:  64%|█▎| 288/453 [02:17<01:20,  2.05it/s, loss=0.659, pair=0.005, adv=5.313, sprd=0.024]
Ep 077/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:20,  2.05it/s, loss=0.641, pair=0.007, adv=5.635, sprd=0.022]
Ep 077/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.00it/s, loss=0.641, pair=0.007, adv=5.635, sprd=0.022]
Ep 077/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.00it/s, loss=0.623, pair=0.002, adv=4.972, sprd=0.021]
Ep 077/80 [S3:+sens]:  64%|█▎| 290/453 [02:18<01:18,  2.09it/s, loss=0.623, pair=0.002, adv=4.972, sprd=0.021]
Ep 077/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.09it/s, loss=0.622, pair=0.004, adv=5.027, sprd=0.018]
Ep 077/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.622, pair=0.004, adv=5.027, sprd=0.018]
Ep 077/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.652, pair=0.003, adv=5.615, sprd=0.024]
Ep 077/80 [S3:+sens]:  64%|█▎| 292/453 [02:19<01:15,  2.12it/s, loss=0.652, pair=0.003, adv=5.615, sprd=0.024]
Ep 077/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.12it/s, loss=0.634, pair=0.004, adv=3.919, sprd=0.016]
Ep 077/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:16,  2.10it/s, loss=0.634, pair=0.004, adv=3.919, sprd=0.016]
Ep 077/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:16,  2.10it/s, loss=0.679, pair=0.007, adv=5.271, sprd=0.027]
Ep 077/80 [S3:+sens]:  65%|█▎| 294/453 [02:20<01:12,  2.18it/s, loss=0.679, pair=0.007, adv=5.271, sprd=0.027]
Ep 077/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:12,  2.18it/s, loss=0.654, pair=0.008, adv=4.022, sprd=0.020]
Ep 077/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:13,  2.14it/s, loss=0.654, pair=0.008, adv=4.022, sprd=0.020]
Ep 077/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:13,  2.14it/s, loss=0.639, pair=0.001, adv=4.304, sprd=0.020]
Ep 077/80 [S3:+sens]:  65%|█▎| 296/453 [02:21<01:10,  2.22it/s, loss=0.639, pair=0.001, adv=4.304, sprd=0.020]
Ep 077/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:10,  2.22it/s, loss=0.680, pair=0.004, adv=5.448, sprd=0.027]
Ep 077/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.11it/s, loss=0.680, pair=0.004, adv=5.448, sprd=0.027]
Ep 077/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:14,  2.11it/s, loss=0.592, pair=0.005, adv=3.469, sprd=0.016]
Ep 077/80 [S3:+sens]:  66%|█▎| 298/453 [02:22<01:11,  2.16it/s, loss=0.592, pair=0.005, adv=3.469, sprd=0.016]
Ep 077/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:11,  2.16it/s, loss=0.676, pair=0.008, adv=4.830, sprd=0.029]
Ep 077/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.676, pair=0.008, adv=4.830, sprd=0.029]
Ep 077/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.05it/s, loss=0.625, pair=0.003, adv=4.991, sprd=0.019]
Ep 077/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.15it/s, loss=0.625, pair=0.003, adv=4.991, sprd=0.019]
Ep 077/80 [S3:+sens]:  66%|█▎| 300/453 [02:23<01:11,  2.15it/s, loss=0.686, pair=0.004, adv=4.769, sprd=0.019]
Ep 077/80 [S3:+sens]:  66%|█▎| 301/453 [02:23<01:13,  2.07it/s, loss=0.686, pair=0.004, adv=4.769, sprd=0.019]
Ep 077/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:13,  2.07it/s, loss=0.664, pair=0.005, adv=5.065, sprd=0.021]
Ep 077/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.18it/s, loss=0.664, pair=0.005, adv=5.065, sprd=0.021]
Ep 077/80 [S3:+sens]:  67%|█▎| 302/453 [02:24<01:09,  2.18it/s, loss=0.637, pair=0.003, adv=5.205, sprd=0.025]
Ep 077/80 [S3:+sens]:  67%|█▎| 303/453 [02:24<01:14,  2.02it/s, loss=0.637, pair=0.003, adv=5.205, sprd=0.025]
Ep 077/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.02it/s, loss=0.647, pair=0.005, adv=3.935, sprd=0.020]
Ep 077/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.15it/s, loss=0.647, pair=0.005, adv=3.935, sprd=0.020]
Ep 077/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.15it/s, loss=0.643, pair=0.003, adv=4.892, sprd=0.022]
Ep 077/80 [S3:+sens]:  67%|█▎| 305/453 [02:25<01:12,  2.04it/s, loss=0.643, pair=0.003, adv=4.892, sprd=0.022]
Ep 077/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.619, pair=0.004, adv=4.764, sprd=0.017]
Ep 077/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.15it/s, loss=0.619, pair=0.004, adv=4.764, sprd=0.017]
Ep 077/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:08,  2.15it/s, loss=0.642, pair=0.006, adv=5.073, sprd=0.024]
Ep 077/80 [S3:+sens]:  68%|█▎| 307/453 [02:26<01:11,  2.04it/s, loss=0.642, pair=0.006, adv=5.073, sprd=0.024]
Ep 077/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.04it/s, loss=0.655, pair=0.005, adv=4.987, sprd=0.023]
Ep 077/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.655, pair=0.005, adv=4.987, sprd=0.023]
Ep 077/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.660, pair=0.004, adv=4.542, sprd=0.024]
Ep 077/80 [S3:+sens]:  68%|█▎| 309/453 [02:27<01:09,  2.07it/s, loss=0.660, pair=0.004, adv=4.542, sprd=0.024]
Ep 077/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:09,  2.07it/s, loss=0.629, pair=0.006, adv=5.345, sprd=0.022]
Ep 077/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.14it/s, loss=0.629, pair=0.006, adv=5.345, sprd=0.022]
Ep 077/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:06,  2.14it/s, loss=0.636, pair=0.004, adv=3.780, sprd=0.018]
Ep 077/80 [S3:+sens]:  69%|█▎| 311/453 [02:28<01:08,  2.06it/s, loss=0.636, pair=0.004, adv=3.780, sprd=0.018]
Ep 077/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.06it/s, loss=0.635, pair=0.007, adv=5.635, sprd=0.021]
Ep 077/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:05,  2.16it/s, loss=0.635, pair=0.007, adv=5.635, sprd=0.021]
Ep 077/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:05,  2.16it/s, loss=0.655, pair=0.005, adv=5.282, sprd=0.025]
Ep 077/80 [S3:+sens]:  69%|█▍| 313/453 [02:29<01:07,  2.08it/s, loss=0.655, pair=0.005, adv=5.282, sprd=0.025]
Ep 077/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:07,  2.08it/s, loss=0.633, pair=0.005, adv=4.383, sprd=0.019]
Ep 077/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.18it/s, loss=0.633, pair=0.005, adv=4.383, sprd=0.019]
Ep 077/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:03,  2.18it/s, loss=0.635, pair=0.003, adv=5.317, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 315/453 [02:30<01:10,  1.97it/s, loss=0.635, pair=0.003, adv=5.317, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:10,  1.97it/s, loss=0.629, pair=0.002, adv=4.869, sprd=0.022]
Ep 077/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.08it/s, loss=0.629, pair=0.002, adv=4.869, sprd=0.022]
Ep 077/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:05,  2.08it/s, loss=0.627, pair=0.001, adv=4.101, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 317/453 [02:31<01:07,  2.01it/s, loss=0.627, pair=0.001, adv=4.101, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:07,  2.01it/s, loss=0.882, pair=0.760, adv=4.752, sprd=0.020]
Ep 077/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.11it/s, loss=0.882, pair=0.760, adv=4.752, sprd=0.020]
Ep 077/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.11it/s, loss=0.626, pair=0.005, adv=3.790, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 319/453 [02:32<01:05,  2.04it/s, loss=0.626, pair=0.005, adv=3.790, sprd=0.019]
Ep 077/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.04it/s, loss=0.606, pair=0.003, adv=4.706, sprd=0.018]
Ep 077/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.606, pair=0.003, adv=4.706, sprd=0.018]
Ep 077/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.11it/s, loss=0.628, pair=0.003, adv=4.427, sprd=0.020]
Ep 077/80 [S3:+sens]:  71%|█▍| 321/453 [02:33<01:05,  2.00it/s, loss=0.628, pair=0.003, adv=4.427, sprd=0.020]
Ep 077/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.00it/s, loss=0.688, pair=0.001, adv=5.028, sprd=0.029]
Ep 077/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.11it/s, loss=0.688, pair=0.001, adv=5.028, sprd=0.029]
Ep 077/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:02,  2.11it/s, loss=0.573, pair=0.002, adv=4.426, sprd=0.013]
Ep 077/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.573, pair=0.002, adv=4.426, sprd=0.013]
Ep 077/80 [S3:+sens]:  71%|█▍| 323/453 [02:34<01:04,  2.02it/s, loss=0.595, pair=0.004, adv=3.266, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 324/453 [02:34<01:00,  2.13it/s, loss=0.595, pair=0.004, adv=3.266, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:00,  2.13it/s, loss=0.653, pair=0.007, adv=5.136, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.653, pair=0.007, adv=5.136, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 325/453 [02:35<01:01,  2.07it/s, loss=0.614, pair=0.005, adv=5.020, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 326/453 [02:35<00:58,  2.17it/s, loss=0.614, pair=0.005, adv=5.020, sprd=0.017]
Ep 077/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.17it/s, loss=0.649, pair=0.002, adv=3.879, sprd=0.021]
Ep 077/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.05it/s, loss=0.649, pair=0.002, adv=3.879, sprd=0.021]
Ep 077/80 [S3:+sens]:  72%|█▍| 327/453 [02:36<01:01,  2.05it/s, loss=0.608, pair=0.004, adv=4.087, sprd=0.015]
Ep 077/80 [S3:+sens]:  72%|█▍| 328/453 [02:36<00:58,  2.15it/s, loss=0.608, pair=0.004, adv=4.087, sprd=0.015]
Ep 077/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.15it/s, loss=0.659, pair=0.004, adv=5.820, sprd=0.028]
Ep 077/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.05it/s, loss=0.659, pair=0.004, adv=5.820, sprd=0.028]
Ep 077/80 [S3:+sens]:  73%|█▍| 329/453 [02:37<01:00,  2.05it/s, loss=0.613, pair=0.000, adv=4.029, sprd=0.017]
Ep 077/80 [S3:+sens]:  73%|█▍| 330/453 [02:37<00:56,  2.16it/s, loss=0.613, pair=0.000, adv=4.029, sprd=0.017]
Ep 077/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:56,  2.16it/s, loss=0.675, pair=0.002, adv=4.993, sprd=0.027]
Ep 077/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.06it/s, loss=0.675, pair=0.002, adv=4.993, sprd=0.027]
Ep 077/80 [S3:+sens]:  73%|█▍| 331/453 [02:38<00:59,  2.06it/s, loss=0.640, pair=0.005, adv=3.975, sprd=0.021]
Ep 077/80 [S3:+sens]:  73%|█▍| 332/453 [02:38<00:56,  2.16it/s, loss=0.640, pair=0.005, adv=3.975, sprd=0.021]
Ep 077/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.16it/s, loss=0.600, pair=0.005, adv=4.098, sprd=0.015]
Ep 077/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.600, pair=0.005, adv=4.098, sprd=0.015]
Ep 077/80 [S3:+sens]:  74%|█▍| 333/453 [02:39<00:59,  2.03it/s, loss=0.637, pair=0.006, adv=4.767, sprd=0.021]
Ep 077/80 [S3:+sens]:  74%|█▍| 334/453 [02:39<00:56,  2.12it/s, loss=0.637, pair=0.006, adv=4.767, sprd=0.021]
Ep 077/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.12it/s, loss=0.655, pair=0.003, adv=5.416, sprd=0.026]
Ep 077/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.04it/s, loss=0.655, pair=0.003, adv=5.416, sprd=0.026]
Ep 077/80 [S3:+sens]:  74%|█▍| 335/453 [02:40<00:57,  2.04it/s, loss=0.633, pair=0.003, adv=4.531, sprd=0.020]
Ep 077/80 [S3:+sens]:  74%|█▍| 336/453 [02:40<00:54,  2.17it/s, loss=0.633, pair=0.003, adv=4.531, sprd=0.020]
Ep 077/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.17it/s, loss=0.595, pair=0.003, adv=4.170, sprd=0.016]
Ep 077/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.08it/s, loss=0.595, pair=0.003, adv=4.170, sprd=0.016]
Ep 077/80 [S3:+sens]:  74%|█▍| 337/453 [02:41<00:55,  2.08it/s, loss=0.700, pair=0.003, adv=4.459, sprd=0.033]
Ep 077/80 [S3:+sens]:  75%|█▍| 338/453 [02:41<00:53,  2.15it/s, loss=0.700, pair=0.003, adv=4.459, sprd=0.033]
Ep 077/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.15it/s, loss=0.637, pair=0.003, adv=4.390, sprd=0.020]
Ep 077/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.06it/s, loss=0.637, pair=0.003, adv=4.390, sprd=0.020]
Ep 077/80 [S3:+sens]:  75%|█▍| 339/453 [02:42<00:55,  2.06it/s, loss=0.679, pair=0.002, adv=5.028, sprd=0.025]
Ep 077/80 [S3:+sens]:  75%|█▌| 340/453 [02:42<00:51,  2.18it/s, loss=0.679, pair=0.002, adv=5.028, sprd=0.025]
Ep 077/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:51,  2.18it/s, loss=0.640, pair=0.003, adv=5.098, sprd=0.022]
Ep 077/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:53,  2.09it/s, loss=0.640, pair=0.003, adv=5.098, sprd=0.022]
Ep 077/80 [S3:+sens]:  75%|█▌| 341/453 [02:43<00:53,  2.09it/s, loss=0.630, pair=0.001, adv=4.194, sprd=0.017]
Ep 077/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.19it/s, loss=0.630, pair=0.001, adv=4.194, sprd=0.017]
Ep 077/80 [S3:+sens]:  75%|█▌| 342/453 [02:43<00:50,  2.19it/s, loss=0.662, pair=0.004, adv=5.328, sprd=0.021]
Ep 077/80 [S3:+sens]:  76%|█▌| 343/453 [02:43<00:51,  2.14it/s, loss=0.662, pair=0.004, adv=5.328, sprd=0.021]
Ep 077/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:51,  2.14it/s, loss=0.611, pair=0.002, adv=4.040, sprd=0.015]
Ep 077/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:48,  2.26it/s, loss=0.611, pair=0.002, adv=4.040, sprd=0.015]
Ep 077/80 [S3:+sens]:  76%|█▌| 344/453 [02:44<00:48,  2.26it/s, loss=0.620, pair=0.001, adv=4.016, sprd=0.019]
Ep 077/80 [S3:+sens]:  76%|█▌| 345/453 [02:44<00:53,  2.03it/s, loss=0.620, pair=0.001, adv=4.016, sprd=0.019]
Ep 077/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.03it/s, loss=0.646, pair=0.003, adv=3.889, sprd=0.024]
Ep 077/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.646, pair=0.003, adv=3.889, sprd=0.024]
Ep 077/80 [S3:+sens]:  76%|█▌| 346/453 [02:45<00:50,  2.11it/s, loss=0.610, pair=0.004, adv=4.444, sprd=0.019]
Ep 077/80 [S3:+sens]:  77%|█▌| 347/453 [02:45<00:52,  2.02it/s, loss=0.610, pair=0.004, adv=4.444, sprd=0.019]
Ep 077/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:52,  2.02it/s, loss=0.626, pair=0.005, adv=4.407, sprd=0.015]
Ep 077/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.626, pair=0.005, adv=4.407, sprd=0.015]
Ep 077/80 [S3:+sens]:  77%|█▌| 348/453 [02:46<00:48,  2.18it/s, loss=0.621, pair=0.005, adv=4.720, sprd=0.020]
Ep 077/80 [S3:+sens]:  77%|█▌| 349/453 [02:46<00:50,  2.08it/s, loss=0.621, pair=0.005, adv=4.720, sprd=0.020]
Ep 077/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.08it/s, loss=0.604, pair=0.005, adv=3.906, sprd=0.015]
Ep 077/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.19it/s, loss=0.604, pair=0.005, adv=3.906, sprd=0.015]
Ep 077/80 [S3:+sens]:  77%|█▌| 350/453 [02:47<00:47,  2.19it/s, loss=0.640, pair=0.002, adv=3.917, sprd=0.019]
Ep 077/80 [S3:+sens]:  77%|█▌| 351/453 [02:47<00:47,  2.13it/s, loss=0.640, pair=0.002, adv=3.917, sprd=0.019]
Ep 077/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:47,  2.13it/s, loss=0.634, pair=0.002, adv=5.116, sprd=0.022]
Ep 077/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.634, pair=0.002, adv=5.116, sprd=0.022]
Ep 077/80 [S3:+sens]:  78%|█▌| 352/453 [02:48<00:45,  2.20it/s, loss=0.576, pair=0.002, adv=3.778, sprd=0.013]
Ep 077/80 [S3:+sens]:  78%|█▌| 353/453 [02:48<00:47,  2.08it/s, loss=0.576, pair=0.002, adv=3.778, sprd=0.013]
Ep 077/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:47,  2.08it/s, loss=0.620, pair=0.001, adv=3.669, sprd=0.017]
Ep 077/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.19it/s, loss=0.620, pair=0.001, adv=3.669, sprd=0.017]
Ep 077/80 [S3:+sens]:  78%|█▌| 354/453 [02:49<00:45,  2.19it/s, loss=0.673, pair=0.004, adv=5.332, sprd=0.028]
Ep 077/80 [S3:+sens]:  78%|█▌| 355/453 [02:49<00:47,  2.07it/s, loss=0.673, pair=0.004, adv=5.332, sprd=0.028]
Ep 077/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:47,  2.07it/s, loss=0.632, pair=0.002, adv=4.681, sprd=0.023]
Ep 077/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.14it/s, loss=0.632, pair=0.002, adv=4.681, sprd=0.023]
Ep 077/80 [S3:+sens]:  79%|█▌| 356/453 [02:50<00:45,  2.14it/s, loss=0.650, pair=0.006, adv=3.868, sprd=0.019]
Ep 077/80 [S3:+sens]:  79%|█▌| 357/453 [02:50<00:46,  2.06it/s, loss=0.650, pair=0.006, adv=3.868, sprd=0.019]
Ep 077/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.06it/s, loss=0.607, pair=0.002, adv=5.299, sprd=0.017]
Ep 077/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.17it/s, loss=0.607, pair=0.002, adv=5.299, sprd=0.017]
Ep 077/80 [S3:+sens]:  79%|█▌| 358/453 [02:51<00:43,  2.17it/s, loss=0.706, pair=0.002, adv=4.563, sprd=0.021]
Ep 077/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:44,  2.11it/s, loss=0.706, pair=0.002, adv=4.563, sprd=0.021]
Ep 077/80 [S3:+sens]:  79%|█▌| 359/453 [02:51<00:44,  2.11it/s, loss=0.635, pair=0.001, adv=4.229, sprd=0.022]
Ep 077/80 [S3:+sens]:  79%|█▌| 360/453 [02:51<00:42,  2.18it/s, loss=0.635, pair=0.001, adv=4.229, sprd=0.022]
Ep 077/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:42,  2.18it/s, loss=0.612, pair=0.000, adv=4.805, sprd=0.020]
Ep 077/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.04it/s, loss=0.612, pair=0.000, adv=4.805, sprd=0.020]
Ep 077/80 [S3:+sens]:  80%|█▌| 361/453 [02:52<00:44,  2.04it/s, loss=0.681, pair=0.004, adv=4.675, sprd=0.023]
Ep 077/80 [S3:+sens]:  80%|█▌| 362/453 [02:52<00:41,  2.19it/s, loss=0.681, pair=0.004, adv=4.675, sprd=0.023]
Ep 077/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:41,  2.19it/s, loss=0.628, pair=0.001, adv=4.970, sprd=0.021]
Ep 077/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:44,  2.03it/s, loss=0.628, pair=0.001, adv=4.970, sprd=0.021]
Ep 077/80 [S3:+sens]:  80%|█▌| 363/453 [02:53<00:44,  2.03it/s, loss=0.608, pair=0.000, adv=4.293, sprd=0.015]
Ep 077/80 [S3:+sens]:  80%|█▌| 364/453 [02:53<00:41,  2.16it/s, loss=0.608, pair=0.000, adv=4.293, sprd=0.015]
Ep 077/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:41,  2.16it/s, loss=0.691, pair=0.001, adv=6.025, sprd=0.035]
Ep 077/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:43,  2.02it/s, loss=0.691, pair=0.001, adv=6.025, sprd=0.035]
Ep 077/80 [S3:+sens]:  81%|█▌| 365/453 [02:54<00:43,  2.02it/s, loss=0.652, pair=0.001, adv=4.948, sprd=0.024]
Ep 077/80 [S3:+sens]:  81%|█▌| 366/453 [02:54<00:41,  2.11it/s, loss=0.652, pair=0.001, adv=4.948, sprd=0.024]
Ep 077/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:41,  2.11it/s, loss=0.652, pair=0.000, adv=5.486, sprd=0.024]
Ep 077/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.03it/s, loss=0.652, pair=0.000, adv=5.486, sprd=0.024]
Ep 077/80 [S3:+sens]:  81%|█▌| 367/453 [02:55<00:42,  2.03it/s, loss=0.623, pair=0.001, adv=4.713, sprd=0.020]
Ep 077/80 [S3:+sens]:  81%|█▌| 368/453 [02:55<00:40,  2.12it/s, loss=0.623, pair=0.001, adv=4.713, sprd=0.020]
Ep 077/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:40,  2.12it/s, loss=0.640, pair=0.001, adv=5.182, sprd=0.021]
Ep 077/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:43,  1.94it/s, loss=0.640, pair=0.001, adv=5.182, sprd=0.021]
Ep 077/80 [S3:+sens]:  81%|█▋| 369/453 [02:56<00:43,  1.94it/s, loss=0.605, pair=0.001, adv=4.408, sprd=0.018]
Ep 077/80 [S3:+sens]:  82%|█▋| 370/453 [02:56<00:40,  2.05it/s, loss=0.605, pair=0.001, adv=4.408, sprd=0.018]
Ep 077/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:40,  2.05it/s, loss=0.609, pair=0.001, adv=4.432, sprd=0.019]
Ep 077/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:41,  2.00it/s, loss=0.609, pair=0.001, adv=4.432, sprd=0.019]
Ep 077/80 [S3:+sens]:  82%|█▋| 371/453 [02:57<00:41,  2.00it/s, loss=0.583, pair=0.005, adv=4.143, sprd=0.013]
Ep 077/80 [S3:+sens]:  82%|█▋| 372/453 [02:57<00:38,  2.12it/s, loss=0.583, pair=0.005, adv=4.143, sprd=0.013]
Ep 077/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:38,  2.12it/s, loss=0.628, pair=0.005, adv=3.749, sprd=0.016]
Ep 077/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.03it/s, loss=0.628, pair=0.005, adv=3.749, sprd=0.016]
Ep 077/80 [S3:+sens]:  82%|█▋| 373/453 [02:58<00:39,  2.03it/s, loss=0.645, pair=0.001, adv=4.172, sprd=0.023]
Ep 077/80 [S3:+sens]:  83%|█▋| 374/453 [02:58<00:37,  2.11it/s, loss=0.645, pair=0.001, adv=4.172, sprd=0.023]
Ep 077/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.11it/s, loss=0.683, pair=0.000, adv=5.069, sprd=0.020]
Ep 077/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.04it/s, loss=0.683, pair=0.000, adv=5.069, sprd=0.020]
Ep 077/80 [S3:+sens]:  83%|█▋| 375/453 [02:59<00:38,  2.04it/s, loss=0.611, pair=0.000, adv=5.274, sprd=0.015]
Ep 077/80 [S3:+sens]:  83%|█▋| 376/453 [02:59<00:35,  2.16it/s, loss=0.611, pair=0.000, adv=5.274, sprd=0.015]
Ep 077/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.16it/s, loss=0.612, pair=0.001, adv=4.281, sprd=0.017]
Ep 077/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.03it/s, loss=0.612, pair=0.001, adv=4.281, sprd=0.017]
Ep 077/80 [S3:+sens]:  83%|█▋| 377/453 [03:00<00:37,  2.03it/s, loss=0.657, pair=0.002, adv=3.854, sprd=0.024]
Ep 077/80 [S3:+sens]:  83%|█▋| 378/453 [03:00<00:35,  2.11it/s, loss=0.657, pair=0.002, adv=3.854, sprd=0.024]
Ep 077/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.11it/s, loss=0.659, pair=0.002, adv=4.496, sprd=0.023]
Ep 077/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.03it/s, loss=0.659, pair=0.002, adv=4.496, sprd=0.023]
Ep 077/80 [S3:+sens]:  84%|█▋| 379/453 [03:01<00:36,  2.03it/s, loss=0.620, pair=0.001, adv=3.850, sprd=0.014]
Ep 077/80 [S3:+sens]:  84%|█▋| 380/453 [03:01<00:33,  2.19it/s, loss=0.620, pair=0.001, adv=3.850, sprd=0.014]
Ep 077/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.19it/s, loss=0.598, pair=0.000, adv=4.149, sprd=0.016]
Ep 077/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.10it/s, loss=0.598, pair=0.000, adv=4.149, sprd=0.016]
Ep 077/80 [S3:+sens]:  84%|█▋| 381/453 [03:02<00:34,  2.10it/s, loss=0.618, pair=0.001, adv=5.073, sprd=0.019]
Ep 077/80 [S3:+sens]:  84%|█▋| 382/453 [03:02<00:32,  2.18it/s, loss=0.618, pair=0.001, adv=5.073, sprd=0.019]
Ep 077/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.18it/s, loss=0.661, pair=0.000, adv=3.863, sprd=0.024]
Ep 077/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.06it/s, loss=0.661, pair=0.000, adv=3.863, sprd=0.024]
Ep 077/80 [S3:+sens]:  85%|█▋| 383/453 [03:03<00:34,  2.06it/s, loss=0.609, pair=0.000, adv=4.172, sprd=0.016]
Ep 077/80 [S3:+sens]:  85%|█▋| 384/453 [03:03<00:31,  2.17it/s, loss=0.609, pair=0.000, adv=4.172, sprd=0.016]
Ep 077/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:31,  2.17it/s, loss=0.633, pair=0.000, adv=3.999, sprd=0.020]
Ep 077/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.07it/s, loss=0.633, pair=0.000, adv=3.999, sprd=0.020]
Ep 077/80 [S3:+sens]:  85%|█▋| 385/453 [03:04<00:32,  2.07it/s, loss=0.592, pair=0.000, adv=4.036, sprd=0.014]
Ep 077/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.18it/s, loss=0.592, pair=0.000, adv=4.036, sprd=0.014]
Ep 077/80 [S3:+sens]:  85%|█▋| 386/453 [03:04<00:30,  2.18it/s, loss=0.655, pair=0.000, adv=4.887, sprd=0.024]
Ep 077/80 [S3:+sens]:  85%|█▋| 387/453 [03:04<00:31,  2.08it/s, loss=0.655, pair=0.000, adv=4.887, sprd=0.024]
Ep 077/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.08it/s, loss=0.625, pair=0.001, adv=4.470, sprd=0.020]
Ep 077/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.18it/s, loss=0.625, pair=0.001, adv=4.470, sprd=0.020]
Ep 077/80 [S3:+sens]:  86%|█▋| 388/453 [03:05<00:29,  2.18it/s, loss=0.610, pair=0.000, adv=4.460, sprd=0.017]
Ep 077/80 [S3:+sens]:  86%|█▋| 389/453 [03:05<00:30,  2.10it/s, loss=0.610, pair=0.000, adv=4.460, sprd=0.017]
Ep 077/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.10it/s, loss=0.686, pair=0.000, adv=3.860, sprd=0.030]
Ep 077/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.16it/s, loss=0.686, pair=0.000, adv=3.860, sprd=0.030]
Ep 077/80 [S3:+sens]:  86%|█▋| 390/453 [03:06<00:29,  2.16it/s, loss=0.648, pair=0.000, adv=4.102, sprd=0.022]
Ep 077/80 [S3:+sens]:  86%|█▋| 391/453 [03:06<00:29,  2.07it/s, loss=0.648, pair=0.000, adv=4.102, sprd=0.022]
Ep 077/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.07it/s, loss=0.636, pair=0.000, adv=4.012, sprd=0.019]
Ep 077/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.19it/s, loss=0.636, pair=0.000, adv=4.012, sprd=0.019]
Ep 077/80 [S3:+sens]:  87%|█▋| 392/453 [03:07<00:27,  2.19it/s, loss=0.612, pair=0.002, adv=4.944, sprd=0.016]
Ep 077/80 [S3:+sens]:  87%|█▋| 393/453 [03:07<00:28,  2.09it/s, loss=0.612, pair=0.002, adv=4.944, sprd=0.016]
Ep 077/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.09it/s, loss=0.614, pair=0.000, adv=4.855, sprd=0.018]
Ep 077/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.16it/s, loss=0.614, pair=0.000, adv=4.855, sprd=0.018]
Ep 077/80 [S3:+sens]:  87%|█▋| 394/453 [03:08<00:27,  2.16it/s, loss=0.627, pair=0.000, adv=4.007, sprd=0.021]
Ep 077/80 [S3:+sens]:  87%|█▋| 395/453 [03:08<00:27,  2.08it/s, loss=0.627, pair=0.000, adv=4.007, sprd=0.021]
Ep 077/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:27,  2.08it/s, loss=0.674, pair=0.000, adv=4.075, sprd=0.028]
Ep 077/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.17it/s, loss=0.674, pair=0.000, adv=4.075, sprd=0.028]
Ep 077/80 [S3:+sens]:  87%|█▋| 396/453 [03:09<00:26,  2.17it/s, loss=0.658, pair=0.000, adv=4.890, sprd=0.022]
Ep 077/80 [S3:+sens]:  88%|█▊| 397/453 [03:09<00:28,  1.97it/s, loss=0.658, pair=0.000, adv=4.890, sprd=0.022]
Ep 077/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:28,  1.97it/s, loss=0.641, pair=0.000, adv=4.682, sprd=0.022]
Ep 077/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.09it/s, loss=0.641, pair=0.000, adv=4.682, sprd=0.022]
Ep 077/80 [S3:+sens]:  88%|█▊| 398/453 [03:10<00:26,  2.09it/s, loss=0.684, pair=0.000, adv=4.342, sprd=0.018]
Ep 077/80 [S3:+sens]:  88%|█▊| 399/453 [03:10<00:26,  2.04it/s, loss=0.684, pair=0.000, adv=4.342, sprd=0.018]
Ep 077/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.04it/s, loss=0.608, pair=0.000, adv=4.690, sprd=0.018]
Ep 077/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.14it/s, loss=0.608, pair=0.000, adv=4.690, sprd=0.018]
Ep 077/80 [S3:+sens]:  88%|█▊| 400/453 [03:11<00:24,  2.14it/s, loss=0.603, pair=0.000, adv=4.889, sprd=0.016]
Ep 077/80 [S3:+sens]:  89%|█▊| 401/453 [03:11<00:25,  2.05it/s, loss=0.603, pair=0.000, adv=4.889, sprd=0.016]
Ep 077/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.05it/s, loss=0.614, pair=0.000, adv=5.363, sprd=0.017]
Ep 077/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.17it/s, loss=0.614, pair=0.000, adv=5.363, sprd=0.017]
Ep 077/80 [S3:+sens]:  89%|█▊| 402/453 [03:12<00:23,  2.17it/s, loss=0.622, pair=0.000, adv=4.581, sprd=0.018]
Ep 077/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.09it/s, loss=0.622, pair=0.000, adv=4.581, sprd=0.018]
Ep 077/80 [S3:+sens]:  89%|█▊| 403/453 [03:12<00:23,  2.09it/s, loss=0.648, pair=0.000, adv=3.732, sprd=0.020]
Ep 077/80 [S3:+sens]:  89%|█▊| 404/453 [03:12<00:22,  2.18it/s, loss=0.648, pair=0.000, adv=3.732, sprd=0.020]
Ep 077/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.18it/s, loss=0.654, pair=0.000, adv=4.823, sprd=0.016]
Ep 077/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:22,  2.10it/s, loss=0.654, pair=0.000, adv=4.823, sprd=0.016]
Ep 077/80 [S3:+sens]:  89%|█▊| 405/453 [03:13<00:22,  2.10it/s, loss=0.576, pair=0.000, adv=3.111, sprd=0.017]
Ep 077/80 [S3:+sens]:  90%|█▊| 406/453 [03:13<00:21,  2.18it/s, loss=0.576, pair=0.000, adv=3.111, sprd=0.017]
Ep 077/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.18it/s, loss=0.736, pair=0.000, adv=4.830, sprd=0.030]
Ep 077/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.06it/s, loss=0.736, pair=0.000, adv=4.830, sprd=0.030]
Ep 077/80 [S3:+sens]:  90%|█▊| 407/453 [03:14<00:22,  2.06it/s, loss=0.620, pair=0.000, adv=4.977, sprd=0.020]
Ep 077/80 [S3:+sens]:  90%|█▊| 408/453 [03:14<00:20,  2.16it/s, loss=0.620, pair=0.000, adv=4.977, sprd=0.020]
Ep 077/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:20,  2.16it/s, loss=0.606, pair=0.000, adv=4.373, sprd=0.015]
Ep 077/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:20,  2.10it/s, loss=0.606, pair=0.000, adv=4.373, sprd=0.015]
Ep 077/80 [S3:+sens]:  90%|█▊| 409/453 [03:15<00:20,  2.10it/s, loss=0.652, pair=0.000, adv=5.476, sprd=0.022]
Ep 077/80 [S3:+sens]:  91%|█▊| 410/453 [03:15<00:19,  2.21it/s, loss=0.652, pair=0.000, adv=5.476, sprd=0.022]
Ep 077/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:19,  2.21it/s, loss=0.661, pair=0.000, adv=5.217, sprd=0.022]
Ep 077/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:19,  2.12it/s, loss=0.661, pair=0.000, adv=5.217, sprd=0.022]
Ep 077/80 [S3:+sens]:  91%|█▊| 411/453 [03:16<00:19,  2.12it/s, loss=0.687, pair=0.000, adv=5.153, sprd=0.031]
Ep 077/80 [S3:+sens]:  91%|█▊| 412/453 [03:16<00:18,  2.18it/s, loss=0.687, pair=0.000, adv=5.153, sprd=0.031]
Ep 077/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:18,  2.18it/s, loss=0.660, pair=0.000, adv=4.303, sprd=0.024]
Ep 077/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.08it/s, loss=0.660, pair=0.000, adv=4.303, sprd=0.024]
Ep 077/80 [S3:+sens]:  91%|█▊| 413/453 [03:17<00:19,  2.08it/s, loss=0.600, pair=0.000, adv=5.119, sprd=0.017]
Ep 077/80 [S3:+sens]:  91%|█▊| 414/453 [03:17<00:18,  2.16it/s, loss=0.600, pair=0.000, adv=5.119, sprd=0.017]
Ep 077/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.16it/s, loss=0.637, pair=0.000, adv=4.543, sprd=0.020]
Ep 077/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.637, pair=0.000, adv=4.543, sprd=0.020]
Ep 077/80 [S3:+sens]:  92%|█▊| 415/453 [03:18<00:18,  2.10it/s, loss=0.629, pair=0.000, adv=4.687, sprd=0.020]
Ep 077/80 [S3:+sens]:  92%|█▊| 416/453 [03:18<00:16,  2.19it/s, loss=0.629, pair=0.000, adv=4.687, sprd=0.020]
Ep 077/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:16,  2.19it/s, loss=0.604, pair=0.000, adv=4.187, sprd=0.016]
Ep 077/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:16,  2.14it/s, loss=0.604, pair=0.000, adv=4.187, sprd=0.016]
Ep 077/80 [S3:+sens]:  92%|█▊| 417/453 [03:19<00:16,  2.14it/s, loss=0.660, pair=0.000, adv=5.692, sprd=0.026]
Ep 077/80 [S3:+sens]:  92%|█▊| 418/453 [03:19<00:15,  2.21it/s, loss=0.660, pair=0.000, adv=5.692, sprd=0.026]
Ep 077/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:15,  2.21it/s, loss=0.619, pair=0.000, adv=5.413, sprd=0.021]
Ep 077/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.09it/s, loss=0.619, pair=0.000, adv=5.413, sprd=0.021]
Ep 077/80 [S3:+sens]:  92%|█▊| 419/453 [03:20<00:16,  2.09it/s, loss=0.664, pair=0.000, adv=5.254, sprd=0.030]
Ep 077/80 [S3:+sens]:  93%|█▊| 420/453 [03:20<00:15,  2.14it/s, loss=0.664, pair=0.000, adv=5.254, sprd=0.030]
Ep 077/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.14it/s, loss=0.636, pair=0.000, adv=3.827, sprd=0.022]
Ep 077/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.02it/s, loss=0.636, pair=0.000, adv=3.827, sprd=0.022]
Ep 077/80 [S3:+sens]:  93%|█▊| 421/453 [03:21<00:15,  2.02it/s, loss=0.651, pair=0.003, adv=4.017, sprd=0.021]
Ep 077/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.14it/s, loss=0.651, pair=0.003, adv=4.017, sprd=0.021]
Ep 077/80 [S3:+sens]:  93%|█▊| 422/453 [03:21<00:14,  2.14it/s, loss=0.688, pair=0.000, adv=4.742, sprd=0.033]
Ep 077/80 [S3:+sens]:  93%|█▊| 423/453 [03:21<00:14,  2.03it/s, loss=0.688, pair=0.000, adv=4.742, sprd=0.033]
Ep 077/80 [S3:+sens]:  93%|█▊| 423/453 [03:22<00:14,  2.03it/s, loss=0.651, pair=0.000, adv=4.955, sprd=0.021]
Ep 077/80 [S3:+sens]:  94%|█▊| 424/453 [03:22<00:13,  2.17it/s, loss=0.651, pair=0.000, adv=4.955, sprd=0.021]
Ep 077/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.17it/s, loss=0.661, pair=0.001, adv=5.674, sprd=0.026]
Ep 077/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:14,  1.96it/s, loss=0.661, pair=0.001, adv=5.674, sprd=0.026]
Ep 077/80 [S3:+sens]:  94%|█▉| 425/453 [03:23<00:14,  1.96it/s, loss=0.643, pair=0.000, adv=5.358, sprd=0.024]
Ep 077/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:13,  2.06it/s, loss=0.643, pair=0.000, adv=5.358, sprd=0.024]
Ep 077/80 [S3:+sens]:  94%|█▉| 426/453 [03:23<00:13,  2.06it/s, loss=0.662, pair=0.000, adv=4.543, sprd=0.025]
Ep 077/80 [S3:+sens]:  94%|█▉| 427/453 [03:23<00:12,  2.01it/s, loss=0.662, pair=0.000, adv=4.543, sprd=0.025]
Ep 077/80 [S3:+sens]:  94%|█▉| 427/453 [03:24<00:12,  2.01it/s, loss=0.622, pair=0.002, adv=4.429, sprd=0.018]
Ep 077/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.622, pair=0.002, adv=4.429, sprd=0.018]
Ep 077/80 [S3:+sens]:  94%|█▉| 428/453 [03:24<00:11,  2.15it/s, loss=0.636, pair=0.000, adv=4.177, sprd=0.021]
Ep 077/80 [S3:+sens]:  95%|█▉| 429/453 [03:24<00:11,  2.04it/s, loss=0.636, pair=0.000, adv=4.177, sprd=0.021]
Ep 077/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.04it/s, loss=0.658, pair=0.001, adv=4.293, sprd=0.024]
Ep 077/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.14it/s, loss=0.658, pair=0.001, adv=4.293, sprd=0.024]
Ep 077/80 [S3:+sens]:  95%|█▉| 430/453 [03:25<00:10,  2.14it/s, loss=0.637, pair=0.000, adv=5.060, sprd=0.020]
Ep 077/80 [S3:+sens]:  95%|█▉| 431/453 [03:25<00:10,  2.06it/s, loss=0.637, pair=0.000, adv=5.060, sprd=0.020]
Ep 077/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.06it/s, loss=0.599, pair=0.000, adv=4.998, sprd=0.017]
Ep 077/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.14it/s, loss=0.599, pair=0.000, adv=4.998, sprd=0.017]
Ep 077/80 [S3:+sens]:  95%|█▉| 432/453 [03:26<00:09,  2.14it/s, loss=0.615, pair=0.000, adv=5.220, sprd=0.018]
Ep 077/80 [S3:+sens]:  96%|█▉| 433/453 [03:26<00:09,  2.06it/s, loss=0.615, pair=0.000, adv=5.220, sprd=0.018]
Ep 077/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.06it/s, loss=0.627, pair=0.002, adv=4.956, sprd=0.022]
Ep 077/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.15it/s, loss=0.627, pair=0.002, adv=4.956, sprd=0.022]
Ep 077/80 [S3:+sens]:  96%|█▉| 434/453 [03:27<00:08,  2.15it/s, loss=0.628, pair=0.001, adv=4.488, sprd=0.018]
Ep 077/80 [S3:+sens]:  96%|█▉| 435/453 [03:27<00:08,  2.08it/s, loss=0.628, pair=0.001, adv=4.488, sprd=0.018]
Ep 077/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.08it/s, loss=0.622, pair=0.000, adv=4.309, sprd=0.017]
Ep 077/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.19it/s, loss=0.622, pair=0.000, adv=4.309, sprd=0.017]
Ep 077/80 [S3:+sens]:  96%|█▉| 436/453 [03:28<00:07,  2.19it/s, loss=0.622, pair=0.000, adv=4.467, sprd=0.020]
Ep 077/80 [S3:+sens]:  96%|█▉| 437/453 [03:28<00:07,  2.06it/s, loss=0.622, pair=0.000, adv=4.467, sprd=0.020]
Ep 077/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.06it/s, loss=0.608, pair=0.000, adv=3.987, sprd=0.017]
Ep 077/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.16it/s, loss=0.608, pair=0.000, adv=3.987, sprd=0.017]
Ep 077/80 [S3:+sens]:  97%|█▉| 438/453 [03:29<00:06,  2.16it/s, loss=0.623, pair=0.000, adv=4.727, sprd=0.018]
Ep 077/80 [S3:+sens]:  97%|█▉| 439/453 [03:29<00:06,  2.08it/s, loss=0.623, pair=0.000, adv=4.727, sprd=0.018]
Ep 077/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.08it/s, loss=0.654, pair=0.000, adv=4.410, sprd=0.026]
Ep 077/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.16it/s, loss=0.654, pair=0.000, adv=4.410, sprd=0.026]
Ep 077/80 [S3:+sens]:  97%|█▉| 440/453 [03:30<00:06,  2.16it/s, loss=0.675, pair=0.000, adv=5.436, sprd=0.031]
Ep 077/80 [S3:+sens]:  97%|█▉| 441/453 [03:30<00:05,  2.03it/s, loss=0.675, pair=0.000, adv=5.436, sprd=0.031]
Ep 077/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.03it/s, loss=0.667, pair=0.000, adv=5.037, sprd=0.027]
Ep 077/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.11it/s, loss=0.667, pair=0.000, adv=5.037, sprd=0.027]
Ep 077/80 [S3:+sens]:  98%|█▉| 442/453 [03:31<00:05,  2.11it/s, loss=0.643, pair=0.001, adv=4.881, sprd=0.019]
Ep 077/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.03it/s, loss=0.643, pair=0.001, adv=4.881, sprd=0.019]
Ep 077/80 [S3:+sens]:  98%|█▉| 443/453 [03:31<00:04,  2.03it/s, loss=0.653, pair=0.000, adv=4.588, sprd=0.026]
Ep 077/80 [S3:+sens]:  98%|█▉| 444/453 [03:31<00:04,  2.12it/s, loss=0.653, pair=0.000, adv=4.588, sprd=0.026]
Ep 077/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.12it/s, loss=0.609, pair=0.000, adv=4.143, sprd=0.019]
Ep 077/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.03it/s, loss=0.609, pair=0.000, adv=4.143, sprd=0.019]
Ep 077/80 [S3:+sens]:  98%|█▉| 445/453 [03:32<00:03,  2.03it/s, loss=0.655, pair=0.001, adv=4.434, sprd=0.023]
Ep 077/80 [S3:+sens]:  98%|█▉| 446/453 [03:32<00:03,  2.14it/s, loss=0.655, pair=0.001, adv=4.434, sprd=0.023]
Ep 077/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.14it/s, loss=0.592, pair=0.001, adv=4.305, sprd=0.017]
Ep 077/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.06it/s, loss=0.592, pair=0.001, adv=4.305, sprd=0.017]
Ep 077/80 [S3:+sens]:  99%|█▉| 447/453 [03:33<00:02,  2.06it/s, loss=0.596, pair=0.000, adv=3.886, sprd=0.016]
Ep 077/80 [S3:+sens]:  99%|█▉| 448/453 [03:33<00:02,  2.14it/s, loss=0.596, pair=0.000, adv=3.886, sprd=0.016]
Ep 077/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.14it/s, loss=0.621, pair=0.000, adv=4.303, sprd=0.018]
Ep 077/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.07it/s, loss=0.621, pair=0.000, adv=4.303, sprd=0.018]
Ep 077/80 [S3:+sens]:  99%|█▉| 449/453 [03:34<00:01,  2.07it/s, loss=0.644, pair=0.009, adv=5.605, sprd=0.021]
Ep 077/80 [S3:+sens]:  99%|█▉| 450/453 [03:34<00:01,  2.19it/s, loss=0.644, pair=0.009, adv=5.605, sprd=0.021]
Ep 077/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.19it/s, loss=0.593, pair=0.000, adv=3.929, sprd=0.013]
Ep 077/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.12it/s, loss=0.593, pair=0.000, adv=3.929, sprd=0.013]
Ep 077/80 [S3:+sens]: 100%|█▉| 451/453 [03:35<00:00,  2.12it/s, loss=0.632, pair=0.000, adv=4.342, sprd=0.023]
Ep 077/80 [S3:+sens]: 100%|█▉| 452/453 [03:35<00:00,  2.18it/s, loss=0.632, pair=0.000, adv=4.342, sprd=0.023]
Ep 077/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.18it/s, loss=0.655, pair=0.000, adv=3.707, sprd=0.012]
Ep 077/80 [S3:+sens]: 100%|██| 453/453 [03:36<00:00,  2.14it/s, loss=0.655, pair=0.000, adv=3.707, sprd=0.012]
                                                                                                              
Epoch 077/80 [S3:+sens]  loss=0.6417  mat=0.2670  sens=1.0416  pair=0.0033  adv=4.6781(rand=3.47)  deg=0.0053  orth=0.0040  spread=0.0210  q_mean=52.2  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.58e-06  216s

Ep 078/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 078/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.612, pair=0.000, adv=4.624, sprd=0.017]
Ep 078/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:53,  1.18s/it, loss=0.612, pair=0.000, adv=4.624, sprd=0.017]
Ep 078/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:53,  1.18s/it, loss=0.627, pair=0.000, adv=6.057, sprd=0.023]
Ep 078/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:34,  1.35it/s, loss=0.627, pair=0.000, adv=6.057, sprd=0.023]
Ep 078/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:34,  1.35it/s, loss=0.630, pair=0.000, adv=3.887, sprd=0.021]
Ep 078/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:56,  1.52it/s, loss=0.630, pair=0.000, adv=3.887, sprd=0.021]
Ep 078/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:56,  1.52it/s, loss=0.664, pair=0.000, adv=5.876, sprd=0.030]
Ep 078/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:15,  1.76it/s, loss=0.664, pair=0.000, adv=5.876, sprd=0.030]
Ep 078/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:15,  1.76it/s, loss=0.639, pair=0.000, adv=4.886, sprd=0.024]
Ep 078/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:11,  1.78it/s, loss=0.639, pair=0.000, adv=4.886, sprd=0.024]
Ep 078/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:11,  1.78it/s, loss=0.653, pair=0.000, adv=5.545, sprd=0.026]
Ep 078/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:49,  1.95it/s, loss=0.653, pair=0.000, adv=5.545, sprd=0.026]
Ep 078/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:49,  1.95it/s, loss=0.648, pair=0.000, adv=3.418, sprd=0.020]
Ep 078/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:48,  1.95it/s, loss=0.648, pair=0.000, adv=3.418, sprd=0.020]
Ep 078/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:48,  1.95it/s, loss=0.615, pair=0.000, adv=4.501, sprd=0.019]
Ep 078/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:35,  2.07it/s, loss=0.615, pair=0.000, adv=4.501, sprd=0.019]
Ep 078/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:35,  2.07it/s, loss=0.645, pair=0.000, adv=5.564, sprd=0.024]
Ep 078/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.99it/s, loss=0.645, pair=0.000, adv=5.564, sprd=0.024]
Ep 078/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.99it/s, loss=0.612, pair=0.000, adv=4.628, sprd=0.016]
Ep 078/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:25,  2.16it/s, loss=0.612, pair=0.000, adv=4.628, sprd=0.016]
Ep 078/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:25,  2.16it/s, loss=0.627, pair=0.000, adv=4.512, sprd=0.021]
Ep 078/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:34,  2.06it/s, loss=0.627, pair=0.000, adv=4.512, sprd=0.021]
Ep 078/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:34,  2.06it/s, loss=0.624, pair=0.000, adv=4.464, sprd=0.017]
Ep 078/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.18it/s, loss=0.624, pair=0.000, adv=4.464, sprd=0.017]
Ep 078/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:21,  2.18it/s, loss=0.652, pair=0.002, adv=4.680, sprd=0.017]
Ep 078/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:31,  2.08it/s, loss=0.652, pair=0.002, adv=4.680, sprd=0.017]
Ep 078/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:31,  2.08it/s, loss=0.599, pair=0.000, adv=3.952, sprd=0.016]
Ep 078/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.599, pair=0.000, adv=3.952, sprd=0.016]
Ep 078/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:22,  2.17it/s, loss=0.639, pair=0.000, adv=5.194, sprd=0.021]
Ep 078/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:30,  2.08it/s, loss=0.639, pair=0.000, adv=5.194, sprd=0.021]
Ep 078/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:30,  2.08it/s, loss=0.659, pair=0.001, adv=3.758, sprd=0.024]
Ep 078/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.659, pair=0.001, adv=3.758, sprd=0.024]
Ep 078/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:22,  2.16it/s, loss=0.657, pair=0.000, adv=4.751, sprd=0.021]
Ep 078/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:28,  2.09it/s, loss=0.657, pair=0.000, adv=4.751, sprd=0.021]
Ep 078/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:28,  2.09it/s, loss=0.635, pair=0.000, adv=4.372, sprd=0.016]
Ep 078/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:13,  2.25it/s, loss=0.635, pair=0.000, adv=4.372, sprd=0.016]
Ep 078/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:13,  2.25it/s, loss=0.609, pair=0.000, adv=5.636, sprd=0.020]
Ep 078/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:23,  2.13it/s, loss=0.609, pair=0.000, adv=5.636, sprd=0.020]
Ep 078/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:23,  2.13it/s, loss=0.625, pair=0.001, adv=4.694, sprd=0.017]
Ep 078/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:14,  2.23it/s, loss=0.625, pair=0.001, adv=4.694, sprd=0.017]
Ep 078/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:14,  2.23it/s, loss=0.663, pair=0.000, adv=4.440, sprd=0.027]
Ep 078/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:24,  2.11it/s, loss=0.663, pair=0.000, adv=4.440, sprd=0.027]
Ep 078/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:24,  2.11it/s, loss=0.663, pair=0.000, adv=4.874, sprd=0.030]
Ep 078/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.663, pair=0.000, adv=4.874, sprd=0.030]
Ep 078/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:18,  2.17it/s, loss=0.646, pair=0.000, adv=4.745, sprd=0.020]
Ep 078/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:25,  2.09it/s, loss=0.646, pair=0.000, adv=4.745, sprd=0.020]
Ep 078/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:25,  2.09it/s, loss=0.686, pair=0.000, adv=4.943, sprd=0.035]
Ep 078/80 [S3:+sens]:   5%|▏  | 24/453 [00:11<03:21,  2.13it/s, loss=0.686, pair=0.000, adv=4.943, sprd=0.035]
Ep 078/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.651, pair=0.001, adv=4.304, sprd=0.023]
Ep 078/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:38,  1.96it/s, loss=0.651, pair=0.001, adv=4.304, sprd=0.023]
Ep 078/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:38,  1.96it/s, loss=0.682, pair=0.000, adv=4.440, sprd=0.029]
Ep 078/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:26,  2.07it/s, loss=0.682, pair=0.000, adv=4.440, sprd=0.029]
Ep 078/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:26,  2.07it/s, loss=0.640, pair=0.000, adv=5.679, sprd=0.025]
Ep 078/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:34,  1.98it/s, loss=0.640, pair=0.000, adv=5.679, sprd=0.025]
Ep 078/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:34,  1.98it/s, loss=0.645, pair=0.004, adv=5.164, sprd=0.024]
Ep 078/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:24,  2.08it/s, loss=0.645, pair=0.004, adv=5.164, sprd=0.024]
Ep 078/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:24,  2.08it/s, loss=0.634, pair=0.000, adv=4.402, sprd=0.019]
Ep 078/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:28,  2.04it/s, loss=0.634, pair=0.000, adv=4.402, sprd=0.019]
Ep 078/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:28,  2.04it/s, loss=0.673, pair=0.000, adv=4.819, sprd=0.026]
Ep 078/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:18,  2.13it/s, loss=0.673, pair=0.000, adv=4.819, sprd=0.026]
Ep 078/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:18,  2.13it/s, loss=0.634, pair=0.000, adv=3.877, sprd=0.020]
Ep 078/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.634, pair=0.000, adv=3.877, sprd=0.020]
Ep 078/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:24,  2.06it/s, loss=0.603, pair=0.001, adv=4.011, sprd=0.013]
Ep 078/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:11,  2.20it/s, loss=0.603, pair=0.001, adv=4.011, sprd=0.013]
Ep 078/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:11,  2.20it/s, loss=0.682, pair=0.009, adv=4.270, sprd=0.033]
Ep 078/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:21,  2.08it/s, loss=0.682, pair=0.009, adv=4.270, sprd=0.033]
Ep 078/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:21,  2.08it/s, loss=0.632, pair=0.000, adv=5.875, sprd=0.019]
Ep 078/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:09,  2.21it/s, loss=0.632, pair=0.000, adv=5.875, sprd=0.019]
Ep 078/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:09,  2.21it/s, loss=0.655, pair=0.000, adv=4.504, sprd=0.025]
Ep 078/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.655, pair=0.000, adv=4.504, sprd=0.025]
Ep 078/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:21,  2.08it/s, loss=0.654, pair=0.000, adv=5.205, sprd=0.024]
Ep 078/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:13,  2.16it/s, loss=0.654, pair=0.000, adv=5.205, sprd=0.024]
Ep 078/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:13,  2.16it/s, loss=0.674, pair=0.001, adv=5.384, sprd=0.031]
Ep 078/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.674, pair=0.001, adv=5.384, sprd=0.031]
Ep 078/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:21,  2.06it/s, loss=0.622, pair=0.000, adv=3.965, sprd=0.017]
Ep 078/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:11,  2.17it/s, loss=0.622, pair=0.000, adv=3.965, sprd=0.017]
Ep 078/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:11,  2.17it/s, loss=0.685, pair=0.000, adv=5.511, sprd=0.032]
Ep 078/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.685, pair=0.000, adv=5.511, sprd=0.032]
Ep 078/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.602, pair=0.000, adv=4.977, sprd=0.016]
Ep 078/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.15it/s, loss=0.602, pair=0.000, adv=4.977, sprd=0.016]
Ep 078/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.15it/s, loss=0.642, pair=0.000, adv=5.327, sprd=0.023]
Ep 078/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.06it/s, loss=0.642, pair=0.000, adv=5.327, sprd=0.023]
Ep 078/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:20,  2.06it/s, loss=0.598, pair=0.000, adv=4.647, sprd=0.018]
Ep 078/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:13,  2.12it/s, loss=0.598, pair=0.000, adv=4.647, sprd=0.018]
Ep 078/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:13,  2.12it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.022]
Ep 078/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.644, pair=0.000, adv=5.019, sprd=0.022]
Ep 078/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:21,  2.04it/s, loss=0.620, pair=0.000, adv=4.855, sprd=0.020]
Ep 078/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:11,  2.14it/s, loss=0.620, pair=0.000, adv=4.855, sprd=0.020]
Ep 078/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:11,  2.14it/s, loss=0.625, pair=0.000, adv=5.626, sprd=0.021]
Ep 078/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:19,  2.04it/s, loss=0.625, pair=0.000, adv=5.626, sprd=0.021]
Ep 078/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:19,  2.04it/s, loss=0.608, pair=0.000, adv=4.542, sprd=0.017]
Ep 078/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:09,  2.15it/s, loss=0.608, pair=0.000, adv=4.542, sprd=0.017]
Ep 078/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:09,  2.15it/s, loss=0.629, pair=0.001, adv=4.635, sprd=0.020]
Ep 078/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.629, pair=0.001, adv=4.635, sprd=0.020]
Ep 078/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.611, pair=0.000, adv=3.385, sprd=0.011]
Ep 078/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:02,  2.22it/s, loss=0.611, pair=0.000, adv=3.385, sprd=0.011]
Ep 078/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:02,  2.22it/s, loss=0.617, pair=0.000, adv=4.337, sprd=0.017]
Ep 078/80 [S3:+sens]:  11%|▎  | 49/453 [00:23<03:11,  2.11it/s, loss=0.617, pair=0.000, adv=4.337, sprd=0.017]
Ep 078/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:11,  2.11it/s, loss=0.626, pair=0.000, adv=3.847, sprd=0.021]
Ep 078/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:04,  2.19it/s, loss=0.626, pair=0.000, adv=3.847, sprd=0.021]
Ep 078/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:04,  2.19it/s, loss=0.553, pair=0.001, adv=3.097, sprd=0.013]
Ep 078/80 [S3:+sens]:  11%|▎  | 51/453 [00:24<03:09,  2.12it/s, loss=0.553, pair=0.001, adv=3.097, sprd=0.013]
Ep 078/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:09,  2.12it/s, loss=0.658, pair=0.000, adv=5.469, sprd=0.028]
Ep 078/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:04,  2.17it/s, loss=0.658, pair=0.000, adv=5.469, sprd=0.028]
Ep 078/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:04,  2.17it/s, loss=0.688, pair=0.000, adv=4.771, sprd=0.029]
Ep 078/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:26,  1.93it/s, loss=0.688, pair=0.000, adv=4.771, sprd=0.029]
Ep 078/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:26,  1.93it/s, loss=0.647, pair=0.000, adv=5.283, sprd=0.027]
Ep 078/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:18,  2.01it/s, loss=0.647, pair=0.000, adv=5.283, sprd=0.027]
Ep 078/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:18,  2.01it/s, loss=0.718, pair=0.000, adv=4.486, sprd=0.029]
Ep 078/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:27,  1.92it/s, loss=0.718, pair=0.000, adv=4.486, sprd=0.029]
Ep 078/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:27,  1.92it/s, loss=0.622, pair=0.001, adv=3.582, sprd=0.018]
Ep 078/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:13,  2.05it/s, loss=0.622, pair=0.001, adv=3.582, sprd=0.018]
Ep 078/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:13,  2.05it/s, loss=0.614, pair=0.000, adv=4.348, sprd=0.015]
Ep 078/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:16,  2.01it/s, loss=0.614, pair=0.000, adv=4.348, sprd=0.015]
Ep 078/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:16,  2.01it/s, loss=0.659, pair=0.000, adv=4.846, sprd=0.024]
Ep 078/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:07,  2.10it/s, loss=0.659, pair=0.000, adv=4.846, sprd=0.024]
Ep 078/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:07,  2.10it/s, loss=0.701, pair=0.000, adv=5.839, sprd=0.034]
Ep 078/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:16,  2.01it/s, loss=0.701, pair=0.000, adv=5.839, sprd=0.034]
Ep 078/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:16,  2.01it/s, loss=0.683, pair=0.001, adv=4.935, sprd=0.028]
Ep 078/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:06,  2.11it/s, loss=0.683, pair=0.001, adv=4.935, sprd=0.028]
Ep 078/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<03:06,  2.11it/s, loss=0.650, pair=0.000, adv=5.106, sprd=0.027]
Ep 078/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:14,  2.01it/s, loss=0.650, pair=0.000, adv=5.106, sprd=0.027]
Ep 078/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:14,  2.01it/s, loss=0.640, pair=0.000, adv=3.520, sprd=0.021]
Ep 078/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:05,  2.11it/s, loss=0.640, pair=0.000, adv=3.520, sprd=0.021]
Ep 078/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:05,  2.11it/s, loss=0.699, pair=0.001, adv=5.870, sprd=0.036]
Ep 078/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:14,  2.01it/s, loss=0.699, pair=0.001, adv=5.870, sprd=0.036]
Ep 078/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:14,  2.01it/s, loss=0.607, pair=0.000, adv=3.905, sprd=0.017]
Ep 078/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.13it/s, loss=0.607, pair=0.000, adv=3.905, sprd=0.017]
Ep 078/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:03,  2.13it/s, loss=0.646, pair=0.001, adv=4.732, sprd=0.026]
Ep 078/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:11,  2.03it/s, loss=0.646, pair=0.001, adv=4.732, sprd=0.026]
Ep 078/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:11,  2.03it/s, loss=0.633, pair=0.000, adv=4.160, sprd=0.016]
Ep 078/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.633, pair=0.000, adv=4.160, sprd=0.016]
Ep 078/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:59,  2.16it/s, loss=0.639, pair=0.000, adv=5.067, sprd=0.024]
Ep 078/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:08,  2.05it/s, loss=0.639, pair=0.000, adv=5.067, sprd=0.024]
Ep 078/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:08,  2.05it/s, loss=0.607, pair=0.002, adv=4.498, sprd=0.015]
Ep 078/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.16it/s, loss=0.607, pair=0.002, adv=4.498, sprd=0.015]
Ep 078/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:58,  2.16it/s, loss=0.638, pair=0.001, adv=5.689, sprd=0.020]
Ep 078/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:03,  2.09it/s, loss=0.638, pair=0.001, adv=5.689, sprd=0.020]
Ep 078/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:03,  2.09it/s, loss=0.655, pair=0.000, adv=4.741, sprd=0.023]
Ep 078/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:54,  2.20it/s, loss=0.655, pair=0.000, adv=4.741, sprd=0.023]
Ep 078/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:54,  2.20it/s, loss=0.615, pair=0.000, adv=4.172, sprd=0.017]
Ep 078/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:00,  2.11it/s, loss=0.615, pair=0.000, adv=4.172, sprd=0.017]
Ep 078/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:00,  2.11it/s, loss=0.653, pair=0.000, adv=4.489, sprd=0.021]
Ep 078/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:53,  2.19it/s, loss=0.653, pair=0.000, adv=4.489, sprd=0.021]
Ep 078/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.19it/s, loss=0.594, pair=0.001, adv=4.098, sprd=0.016]
Ep 078/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:01,  2.09it/s, loss=0.594, pair=0.001, adv=4.098, sprd=0.016]
Ep 078/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:01,  2.09it/s, loss=0.654, pair=0.000, adv=4.688, sprd=0.022]
Ep 078/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<02:53,  2.18it/s, loss=0.654, pair=0.000, adv=4.688, sprd=0.022]
Ep 078/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:53,  2.18it/s, loss=0.648, pair=0.000, adv=5.111, sprd=0.026]
Ep 078/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.05it/s, loss=0.648, pair=0.000, adv=5.111, sprd=0.026]
Ep 078/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.05it/s, loss=0.593, pair=0.001, adv=3.746, sprd=0.014]
Ep 078/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:52,  2.18it/s, loss=0.593, pair=0.001, adv=3.746, sprd=0.014]
Ep 078/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:52,  2.18it/s, loss=0.629, pair=0.000, adv=3.742, sprd=0.022]
Ep 078/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:03,  2.05it/s, loss=0.629, pair=0.000, adv=3.742, sprd=0.022]
Ep 078/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:03,  2.05it/s, loss=0.616, pair=0.001, adv=4.570, sprd=0.018]
Ep 078/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.15it/s, loss=0.616, pair=0.001, adv=4.570, sprd=0.018]
Ep 078/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.15it/s, loss=0.619, pair=0.000, adv=4.357, sprd=0.018]
Ep 078/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:56,  2.12it/s, loss=0.619, pair=0.000, adv=4.357, sprd=0.018]
Ep 078/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<02:56,  2.12it/s, loss=0.672, pair=0.000, adv=5.066, sprd=0.024]
Ep 078/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:49,  2.20it/s, loss=0.672, pair=0.000, adv=5.066, sprd=0.024]
Ep 078/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:49,  2.20it/s, loss=0.658, pair=0.000, adv=4.308, sprd=0.017]
Ep 078/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:04,  2.02it/s, loss=0.658, pair=0.000, adv=4.308, sprd=0.017]
Ep 078/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:04,  2.02it/s, loss=0.605, pair=0.000, adv=4.770, sprd=0.015]
Ep 078/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:54,  2.12it/s, loss=0.605, pair=0.000, adv=4.770, sprd=0.015]
Ep 078/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:54,  2.12it/s, loss=0.638, pair=0.002, adv=4.715, sprd=0.021]
Ep 078/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.02it/s, loss=0.638, pair=0.002, adv=4.715, sprd=0.021]
Ep 078/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.02it/s, loss=0.641, pair=0.000, adv=5.188, sprd=0.020]
Ep 078/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:52,  2.14it/s, loss=0.641, pair=0.000, adv=5.188, sprd=0.020]
Ep 078/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:52,  2.14it/s, loss=0.653, pair=0.000, adv=5.478, sprd=0.028]
Ep 078/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.03it/s, loss=0.653, pair=0.000, adv=5.478, sprd=0.028]
Ep 078/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:01,  2.03it/s, loss=0.619, pair=0.001, adv=4.581, sprd=0.018]
Ep 078/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.12it/s, loss=0.619, pair=0.001, adv=4.581, sprd=0.018]
Ep 078/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:52,  2.12it/s, loss=0.662, pair=0.000, adv=6.075, sprd=0.028]
Ep 078/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.03it/s, loss=0.662, pair=0.000, adv=6.075, sprd=0.028]
Ep 078/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.03it/s, loss=0.616, pair=0.000, adv=4.094, sprd=0.018]
Ep 078/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:51,  2.13it/s, loss=0.616, pair=0.000, adv=4.094, sprd=0.018]
Ep 078/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:51,  2.13it/s, loss=0.624, pair=0.000, adv=5.245, sprd=0.020]
Ep 078/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.06it/s, loss=0.624, pair=0.000, adv=5.245, sprd=0.020]
Ep 078/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:56,  2.06it/s, loss=0.615, pair=0.000, adv=4.941, sprd=0.019]
Ep 078/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:48,  2.15it/s, loss=0.615, pair=0.000, adv=4.941, sprd=0.019]
Ep 078/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:48,  2.15it/s, loss=0.614, pair=0.002, adv=3.532, sprd=0.013]
Ep 078/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:48,  2.15it/s, loss=0.614, pair=0.002, adv=3.532, sprd=0.013]
Ep 078/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:48,  2.15it/s, loss=0.629, pair=0.000, adv=4.980, sprd=0.019]
Ep 078/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:42,  2.22it/s, loss=0.629, pair=0.000, adv=4.980, sprd=0.019]
Ep 078/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:42,  2.22it/s, loss=0.588, pair=0.002, adv=4.356, sprd=0.014]
Ep 078/80 [S3:+sens]:  21%|▌  | 93/453 [00:44<02:51,  2.10it/s, loss=0.588, pair=0.002, adv=4.356, sprd=0.014]
Ep 078/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:51,  2.10it/s, loss=0.647, pair=0.000, adv=5.121, sprd=0.025]
Ep 078/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:45,  2.16it/s, loss=0.647, pair=0.000, adv=5.121, sprd=0.025]
Ep 078/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:45,  2.16it/s, loss=0.685, pair=0.000, adv=5.066, sprd=0.021]
Ep 078/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:52,  2.08it/s, loss=0.685, pair=0.000, adv=5.066, sprd=0.021]
Ep 078/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:52,  2.08it/s, loss=0.683, pair=0.000, adv=5.516, sprd=0.035]
Ep 078/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:48,  2.12it/s, loss=0.683, pair=0.000, adv=5.516, sprd=0.035]
Ep 078/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:48,  2.12it/s, loss=0.631, pair=0.000, adv=3.554, sprd=0.019]
Ep 078/80 [S3:+sens]:  21%|▋  | 97/453 [00:46<02:55,  2.02it/s, loss=0.631, pair=0.000, adv=3.554, sprd=0.019]
Ep 078/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:55,  2.02it/s, loss=0.630, pair=0.000, adv=4.535, sprd=0.022]
Ep 078/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:47,  2.12it/s, loss=0.630, pair=0.000, adv=4.535, sprd=0.022]
Ep 078/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:47,  2.12it/s, loss=0.723, pair=0.003, adv=5.305, sprd=0.032]
Ep 078/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:58,  1.98it/s, loss=0.723, pair=0.003, adv=5.305, sprd=0.032]
Ep 078/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:58,  1.98it/s, loss=0.660, pair=0.000, adv=5.675, sprd=0.020]
Ep 078/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.12it/s, loss=0.660, pair=0.000, adv=5.675, sprd=0.020]
Ep 078/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:46,  2.12it/s, loss=0.625, pair=0.000, adv=4.998, sprd=0.021]
Ep 078/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:51,  2.06it/s, loss=0.625, pair=0.000, adv=4.998, sprd=0.021]
Ep 078/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:51,  2.06it/s, loss=0.663, pair=0.000, adv=4.765, sprd=0.025]
Ep 078/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:42,  2.16it/s, loss=0.663, pair=0.000, adv=4.765, sprd=0.025]
Ep 078/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:42,  2.16it/s, loss=0.678, pair=0.000, adv=5.287, sprd=0.022]
Ep 078/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:50,  2.05it/s, loss=0.678, pair=0.000, adv=5.287, sprd=0.022]
Ep 078/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:50,  2.05it/s, loss=0.618, pair=0.003, adv=3.768, sprd=0.017]
Ep 078/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:41,  2.16it/s, loss=0.618, pair=0.003, adv=3.768, sprd=0.017]
Ep 078/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:41,  2.16it/s, loss=0.616, pair=0.000, adv=4.793, sprd=0.020]
Ep 078/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:48,  2.06it/s, loss=0.616, pair=0.000, adv=4.793, sprd=0.020]
Ep 078/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:48,  2.06it/s, loss=0.633, pair=0.000, adv=4.703, sprd=0.020]
Ep 078/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.633, pair=0.000, adv=4.703, sprd=0.020]
Ep 078/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:39,  2.17it/s, loss=0.684, pair=0.000, adv=5.352, sprd=0.028]
Ep 078/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:47,  2.07it/s, loss=0.684, pair=0.000, adv=5.352, sprd=0.028]
Ep 078/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:47,  2.07it/s, loss=0.659, pair=0.001, adv=4.825, sprd=0.029]
Ep 078/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.659, pair=0.001, adv=4.825, sprd=0.029]
Ep 078/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:41,  2.13it/s, loss=0.651, pair=0.000, adv=4.748, sprd=0.024]
Ep 078/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:48,  2.04it/s, loss=0.651, pair=0.000, adv=4.748, sprd=0.024]
Ep 078/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:48,  2.04it/s, loss=0.675, pair=0.000, adv=5.423, sprd=0.025]
Ep 078/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:38,  2.16it/s, loss=0.675, pair=0.000, adv=5.423, sprd=0.025]
Ep 078/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:38,  2.16it/s, loss=0.655, pair=0.000, adv=4.405, sprd=0.016]
Ep 078/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:53,  1.97it/s, loss=0.655, pair=0.000, adv=4.405, sprd=0.016]
Ep 078/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:53,  1.97it/s, loss=0.607, pair=0.001, adv=3.961, sprd=0.014]
Ep 078/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:41,  2.11it/s, loss=0.607, pair=0.001, adv=3.961, sprd=0.014]
Ep 078/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:41,  2.11it/s, loss=0.657, pair=0.000, adv=5.380, sprd=0.024]
Ep 078/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:49,  2.00it/s, loss=0.657, pair=0.000, adv=5.380, sprd=0.024]
Ep 078/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:49,  2.00it/s, loss=0.648, pair=0.004, adv=5.029, sprd=0.026]
Ep 078/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:42,  2.08it/s, loss=0.648, pair=0.004, adv=5.029, sprd=0.026]
Ep 078/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:42,  2.08it/s, loss=0.633, pair=0.000, adv=5.306, sprd=0.021]
Ep 078/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:47,  2.01it/s, loss=0.633, pair=0.000, adv=5.306, sprd=0.021]
Ep 078/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:47,  2.01it/s, loss=0.634, pair=0.003, adv=5.080, sprd=0.018]
Ep 078/80 [S3:+sens]:  26%|▌ | 116/453 [00:55<02:37,  2.14it/s, loss=0.634, pair=0.003, adv=5.080, sprd=0.018]
Ep 078/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:37,  2.14it/s, loss=0.659, pair=0.000, adv=4.709, sprd=0.023]
Ep 078/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:43,  2.06it/s, loss=0.659, pair=0.000, adv=4.709, sprd=0.023]
Ep 078/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:43,  2.06it/s, loss=1.954, pair=0.000, adv=4.320, sprd=0.025]
Ep 078/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:39,  2.09it/s, loss=1.954, pair=0.000, adv=4.320, sprd=0.025]
Ep 078/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:39,  2.09it/s, loss=0.604, pair=0.000, adv=4.034, sprd=0.015]
Ep 078/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:46,  2.01it/s, loss=0.604, pair=0.000, adv=4.034, sprd=0.015]
Ep 078/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:46,  2.01it/s, loss=0.609, pair=0.000, adv=3.451, sprd=0.015]
Ep 078/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:35,  2.15it/s, loss=0.609, pair=0.000, adv=3.451, sprd=0.015]
Ep 078/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:35,  2.15it/s, loss=0.636, pair=0.000, adv=4.840, sprd=0.022]
Ep 078/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:43,  2.04it/s, loss=0.636, pair=0.000, adv=4.840, sprd=0.022]
Ep 078/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:43,  2.04it/s, loss=0.614, pair=0.000, adv=4.184, sprd=0.016]
Ep 078/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:32,  2.17it/s, loss=0.614, pair=0.000, adv=4.184, sprd=0.016]
Ep 078/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:32,  2.17it/s, loss=0.679, pair=0.001, adv=5.454, sprd=0.030]
Ep 078/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.679, pair=0.001, adv=5.454, sprd=0.030]
Ep 078/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:38,  2.08it/s, loss=0.628, pair=0.000, adv=4.476, sprd=0.019]
Ep 078/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:30,  2.19it/s, loss=0.628, pair=0.000, adv=4.476, sprd=0.019]
Ep 078/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:30,  2.19it/s, loss=0.648, pair=0.000, adv=4.616, sprd=0.023]
Ep 078/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:36,  2.10it/s, loss=0.648, pair=0.000, adv=4.616, sprd=0.023]
Ep 078/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:36,  2.10it/s, loss=0.626, pair=0.000, adv=4.416, sprd=0.017]
Ep 078/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:29,  2.19it/s, loss=0.626, pair=0.000, adv=4.416, sprd=0.017]
Ep 078/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:29,  2.19it/s, loss=0.617, pair=0.000, adv=4.344, sprd=0.018]
Ep 078/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:37,  2.07it/s, loss=0.617, pair=0.000, adv=4.344, sprd=0.018]
Ep 078/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:37,  2.07it/s, loss=0.634, pair=0.000, adv=5.063, sprd=0.021]
Ep 078/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:29,  2.17it/s, loss=0.634, pair=0.000, adv=5.063, sprd=0.021]
Ep 078/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:29,  2.17it/s, loss=0.638, pair=0.000, adv=5.029, sprd=0.020]
Ep 078/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:38,  2.04it/s, loss=0.638, pair=0.000, adv=5.029, sprd=0.020]
Ep 078/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:38,  2.04it/s, loss=0.663, pair=0.000, adv=4.245, sprd=0.027]
Ep 078/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:31,  2.13it/s, loss=0.663, pair=0.000, adv=4.245, sprd=0.027]
Ep 078/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:31,  2.13it/s, loss=0.613, pair=0.000, adv=4.771, sprd=0.019]
Ep 078/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:37,  2.04it/s, loss=0.613, pair=0.000, adv=4.771, sprd=0.019]
Ep 078/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:37,  2.04it/s, loss=0.633, pair=0.000, adv=4.753, sprd=0.020]
Ep 078/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:29,  2.14it/s, loss=0.633, pair=0.000, adv=4.753, sprd=0.020]
Ep 078/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:29,  2.14it/s, loss=0.692, pair=0.002, adv=5.486, sprd=0.032]
Ep 078/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:37,  2.04it/s, loss=0.692, pair=0.002, adv=5.486, sprd=0.032]
Ep 078/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:37,  2.04it/s, loss=0.631, pair=0.000, adv=4.375, sprd=0.020]
Ep 078/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:29,  2.14it/s, loss=0.631, pair=0.000, adv=4.375, sprd=0.020]
Ep 078/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:29,  2.14it/s, loss=0.659, pair=0.000, adv=4.297, sprd=0.026]
Ep 078/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:43,  1.94it/s, loss=0.659, pair=0.000, adv=4.297, sprd=0.026]
Ep 078/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:43,  1.94it/s, loss=0.653, pair=0.000, adv=5.470, sprd=0.023]
Ep 078/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:33,  2.07it/s, loss=0.653, pair=0.000, adv=5.470, sprd=0.023]
Ep 078/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:33,  2.07it/s, loss=0.641, pair=0.003, adv=4.446, sprd=0.017]
Ep 078/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:37,  2.00it/s, loss=0.641, pair=0.003, adv=4.446, sprd=0.017]
Ep 078/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:37,  2.00it/s, loss=0.638, pair=0.000, adv=5.392, sprd=0.025]
Ep 078/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:31,  2.08it/s, loss=0.638, pair=0.000, adv=5.392, sprd=0.025]
Ep 078/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:31,  2.08it/s, loss=0.617, pair=0.000, adv=4.762, sprd=0.019]
Ep 078/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:37,  1.99it/s, loss=0.617, pair=0.000, adv=4.762, sprd=0.019]
Ep 078/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:37,  1.99it/s, loss=0.606, pair=0.001, adv=5.203, sprd=0.015]
Ep 078/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:27,  2.13it/s, loss=0.606, pair=0.001, adv=5.203, sprd=0.015]
Ep 078/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:27,  2.13it/s, loss=0.714, pair=0.000, adv=4.232, sprd=0.024]
Ep 078/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:31,  2.06it/s, loss=0.714, pair=0.000, adv=4.232, sprd=0.024]
Ep 078/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:31,  2.06it/s, loss=0.649, pair=0.006, adv=4.619, sprd=0.023]
Ep 078/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:25,  2.14it/s, loss=0.649, pair=0.006, adv=4.619, sprd=0.023]
Ep 078/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:25,  2.14it/s, loss=0.649, pair=0.001, adv=3.893, sprd=0.023]
Ep 078/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:32,  2.04it/s, loss=0.649, pair=0.001, adv=3.893, sprd=0.023]
Ep 078/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:32,  2.04it/s, loss=0.643, pair=0.000, adv=4.147, sprd=0.022]
Ep 078/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:25,  2.13it/s, loss=0.643, pair=0.000, adv=4.147, sprd=0.022]
Ep 078/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:25,  2.13it/s, loss=0.652, pair=0.000, adv=5.401, sprd=0.022]
Ep 078/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:29,  2.07it/s, loss=0.652, pair=0.000, adv=5.401, sprd=0.022]
Ep 078/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:29,  2.07it/s, loss=0.599, pair=0.001, adv=4.517, sprd=0.017]
Ep 078/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.13it/s, loss=0.599, pair=0.001, adv=4.517, sprd=0.017]
Ep 078/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:23,  2.13it/s, loss=0.617, pair=0.000, adv=5.134, sprd=0.017]
Ep 078/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.07it/s, loss=0.617, pair=0.000, adv=5.134, sprd=0.017]
Ep 078/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:27,  2.07it/s, loss=0.633, pair=0.000, adv=4.347, sprd=0.016]
Ep 078/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:17,  2.21it/s, loss=0.633, pair=0.000, adv=4.347, sprd=0.016]
Ep 078/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:17,  2.21it/s, loss=0.658, pair=0.000, adv=5.096, sprd=0.021]
Ep 078/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:24,  2.11it/s, loss=0.658, pair=0.000, adv=5.096, sprd=0.021]
Ep 078/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:24,  2.11it/s, loss=0.640, pair=0.000, adv=3.967, sprd=0.019]
Ep 078/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:14,  2.24it/s, loss=0.640, pair=0.000, adv=3.967, sprd=0.019]
Ep 078/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:14,  2.24it/s, loss=0.631, pair=0.001, adv=4.207, sprd=0.021]
Ep 078/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:21,  2.13it/s, loss=0.631, pair=0.001, adv=4.207, sprd=0.021]
Ep 078/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:21,  2.13it/s, loss=0.633, pair=0.000, adv=3.751, sprd=0.019]
Ep 078/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:16,  2.21it/s, loss=0.633, pair=0.000, adv=3.751, sprd=0.019]
Ep 078/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:16,  2.21it/s, loss=0.630, pair=0.000, adv=4.657, sprd=0.017]
Ep 078/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:20,  2.13it/s, loss=0.630, pair=0.000, adv=4.657, sprd=0.017]
Ep 078/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:20,  2.13it/s, loss=0.664, pair=0.001, adv=4.590, sprd=0.027]
Ep 078/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:15,  2.20it/s, loss=0.664, pair=0.001, adv=4.590, sprd=0.027]
Ep 078/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:15,  2.20it/s, loss=0.684, pair=0.000, adv=4.383, sprd=0.018]
Ep 078/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:20,  2.12it/s, loss=0.684, pair=0.000, adv=4.383, sprd=0.018]
Ep 078/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:20,  2.12it/s, loss=0.647, pair=0.001, adv=4.097, sprd=0.024]
Ep 078/80 [S3:+sens]:  34%|▋ | 156/453 [01:14<02:15,  2.19it/s, loss=0.647, pair=0.001, adv=4.097, sprd=0.024]
Ep 078/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:15,  2.19it/s, loss=0.648, pair=0.001, adv=4.220, sprd=0.020]
Ep 078/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:21,  2.09it/s, loss=0.648, pair=0.001, adv=4.220, sprd=0.020]
Ep 078/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:21,  2.09it/s, loss=0.659, pair=0.000, adv=4.007, sprd=0.027]
Ep 078/80 [S3:+sens]:  35%|▋ | 158/453 [01:15<02:17,  2.14it/s, loss=0.659, pair=0.000, adv=4.007, sprd=0.027]
Ep 078/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.616, pair=0.000, adv=4.812, sprd=0.018]
Ep 078/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.04it/s, loss=0.616, pair=0.000, adv=4.812, sprd=0.018]
Ep 078/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:23,  2.04it/s, loss=0.655, pair=0.000, adv=4.573, sprd=0.024]
Ep 078/80 [S3:+sens]:  35%|▋ | 160/453 [01:16<02:17,  2.13it/s, loss=0.655, pair=0.000, adv=4.573, sprd=0.024]
Ep 078/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:17,  2.13it/s, loss=0.653, pair=0.003, adv=4.745, sprd=0.023]
Ep 078/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.653, pair=0.003, adv=4.745, sprd=0.023]
Ep 078/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:22,  2.05it/s, loss=0.626, pair=0.001, adv=4.525, sprd=0.022]
Ep 078/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:17,  2.12it/s, loss=0.626, pair=0.001, adv=4.525, sprd=0.022]
Ep 078/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:17,  2.12it/s, loss=0.639, pair=0.000, adv=4.062, sprd=0.018]
Ep 078/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:31,  1.92it/s, loss=0.639, pair=0.000, adv=4.062, sprd=0.018]
Ep 078/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:31,  1.92it/s, loss=0.655, pair=0.003, adv=4.642, sprd=0.025]
Ep 078/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:22,  2.03it/s, loss=0.655, pair=0.003, adv=4.642, sprd=0.025]
Ep 078/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:22,  2.03it/s, loss=0.650, pair=0.001, adv=5.653, sprd=0.027]
Ep 078/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:26,  1.96it/s, loss=0.650, pair=0.001, adv=5.653, sprd=0.027]
Ep 078/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:26,  1.96it/s, loss=0.626, pair=0.002, adv=4.490, sprd=0.017]
Ep 078/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:17,  2.09it/s, loss=0.626, pair=0.002, adv=4.490, sprd=0.017]
Ep 078/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:17,  2.09it/s, loss=0.700, pair=0.002, adv=3.931, sprd=0.020]
Ep 078/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:22,  2.00it/s, loss=0.700, pair=0.002, adv=3.931, sprd=0.020]
Ep 078/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:22,  2.00it/s, loss=0.591, pair=0.002, adv=3.513, sprd=0.013]
Ep 078/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:13,  2.13it/s, loss=0.591, pair=0.002, adv=3.513, sprd=0.013]
Ep 078/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:13,  2.13it/s, loss=0.631, pair=0.001, adv=5.277, sprd=0.023]
Ep 078/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.631, pair=0.001, adv=5.277, sprd=0.023]
Ep 078/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.663, pair=0.006, adv=4.591, sprd=0.022]
Ep 078/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:12,  2.13it/s, loss=0.663, pair=0.006, adv=4.591, sprd=0.022]
Ep 078/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:12,  2.13it/s, loss=0.663, pair=0.004, adv=4.791, sprd=0.023]
Ep 078/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.06it/s, loss=0.663, pair=0.004, adv=4.791, sprd=0.023]
Ep 078/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:17,  2.06it/s, loss=0.663, pair=0.006, adv=3.860, sprd=0.021]
Ep 078/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:09,  2.18it/s, loss=0.663, pair=0.006, adv=3.860, sprd=0.021]
Ep 078/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:09,  2.18it/s, loss=0.643, pair=0.005, adv=4.751, sprd=0.025]
Ep 078/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.643, pair=0.005, adv=4.751, sprd=0.025]
Ep 078/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.06it/s, loss=0.636, pair=0.009, adv=5.023, sprd=0.018]
Ep 078/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:07,  2.18it/s, loss=0.636, pair=0.009, adv=5.023, sprd=0.018]
Ep 078/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:07,  2.18it/s, loss=0.651, pair=0.005, adv=4.890, sprd=0.024]
Ep 078/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.07it/s, loss=0.651, pair=0.005, adv=4.890, sprd=0.024]
Ep 078/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:14,  2.07it/s, loss=0.664, pair=0.006, adv=4.271, sprd=0.024]
Ep 078/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.15it/s, loss=0.664, pair=0.006, adv=4.271, sprd=0.024]
Ep 078/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:08,  2.15it/s, loss=0.616, pair=0.004, adv=4.286, sprd=0.017]
Ep 078/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.09it/s, loss=0.616, pair=0.004, adv=4.286, sprd=0.017]
Ep 078/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:12,  2.09it/s, loss=0.625, pair=0.005, adv=4.199, sprd=0.020]
Ep 078/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:06,  2.18it/s, loss=0.625, pair=0.005, adv=4.199, sprd=0.020]
Ep 078/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:06,  2.18it/s, loss=0.648, pair=0.005, adv=4.988, sprd=0.027]
Ep 078/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:15,  2.02it/s, loss=0.648, pair=0.005, adv=4.988, sprd=0.027]
Ep 078/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:15,  2.02it/s, loss=0.665, pair=0.003, adv=4.396, sprd=0.025]
Ep 078/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:08,  2.12it/s, loss=0.665, pair=0.003, adv=4.396, sprd=0.025]
Ep 078/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:08,  2.12it/s, loss=0.663, pair=0.003, adv=4.101, sprd=0.021]
Ep 078/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:12,  2.05it/s, loss=0.663, pair=0.003, adv=4.101, sprd=0.021]
Ep 078/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:12,  2.05it/s, loss=0.595, pair=0.004, adv=3.845, sprd=0.014]
Ep 078/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:05,  2.16it/s, loss=0.595, pair=0.004, adv=3.845, sprd=0.014]
Ep 078/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:05,  2.16it/s, loss=0.662, pair=0.002, adv=5.558, sprd=0.026]
Ep 078/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:11,  2.05it/s, loss=0.662, pair=0.002, adv=5.558, sprd=0.026]
Ep 078/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:11,  2.05it/s, loss=0.620, pair=0.004, adv=4.937, sprd=0.017]
Ep 078/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.17it/s, loss=0.620, pair=0.004, adv=4.937, sprd=0.017]
Ep 078/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.17it/s, loss=0.666, pair=0.001, adv=4.201, sprd=0.022]
Ep 078/80 [S3:+sens]:  41%|▊ | 185/453 [01:28<02:08,  2.08it/s, loss=0.666, pair=0.001, adv=4.201, sprd=0.022]
Ep 078/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.652, pair=0.001, adv=5.148, sprd=0.020]
Ep 078/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:01,  2.19it/s, loss=0.652, pair=0.001, adv=5.148, sprd=0.020]
Ep 078/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:01,  2.19it/s, loss=1.143, pair=1.493, adv=4.643, sprd=0.020]
Ep 078/80 [S3:+sens]:  41%|▊ | 187/453 [01:29<02:07,  2.09it/s, loss=1.143, pair=1.493, adv=4.643, sprd=0.020]
Ep 078/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:07,  2.09it/s, loss=0.643, pair=0.000, adv=4.987, sprd=0.025]
Ep 078/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=0.643, pair=0.000, adv=4.987, sprd=0.025]
Ep 078/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:02,  2.16it/s, loss=1.210, pair=1.688, adv=6.183, sprd=0.019]
Ep 078/80 [S3:+sens]:  42%|▊ | 189/453 [01:30<02:07,  2.07it/s, loss=1.210, pair=1.688, adv=6.183, sprd=0.019]
Ep 078/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:07,  2.07it/s, loss=0.614, pair=0.001, adv=5.042, sprd=0.018]
Ep 078/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.16it/s, loss=0.614, pair=0.001, adv=5.042, sprd=0.018]
Ep 078/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:01,  2.16it/s, loss=0.669, pair=0.001, adv=4.640, sprd=0.018]
Ep 078/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:13,  1.96it/s, loss=0.669, pair=0.001, adv=4.640, sprd=0.018]
Ep 078/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:13,  1.96it/s, loss=0.628, pair=0.000, adv=4.372, sprd=0.021]
Ep 078/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.07it/s, loss=0.628, pair=0.000, adv=4.372, sprd=0.021]
Ep 078/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:05,  2.07it/s, loss=0.634, pair=0.001, adv=4.342, sprd=0.022]
Ep 078/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:09,  2.01it/s, loss=0.634, pair=0.001, adv=4.342, sprd=0.022]
Ep 078/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:09,  2.01it/s, loss=0.591, pair=0.001, adv=4.318, sprd=0.014]
Ep 078/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.13it/s, loss=0.591, pair=0.001, adv=4.318, sprd=0.014]
Ep 078/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.13it/s, loss=0.675, pair=0.003, adv=4.653, sprd=0.025]
Ep 078/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:04,  2.06it/s, loss=0.675, pair=0.003, adv=4.653, sprd=0.025]
Ep 078/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:04,  2.06it/s, loss=0.607, pair=0.004, adv=4.027, sprd=0.017]
Ep 078/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:59,  2.14it/s, loss=0.607, pair=0.004, adv=4.027, sprd=0.017]
Ep 078/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:59,  2.14it/s, loss=0.696, pair=0.001, adv=5.248, sprd=0.017]
Ep 078/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:02,  2.08it/s, loss=0.696, pair=0.001, adv=5.248, sprd=0.017]
Ep 078/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:02,  2.08it/s, loss=0.599, pair=0.002, adv=3.668, sprd=0.017]
Ep 078/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.16it/s, loss=0.599, pair=0.002, adv=3.668, sprd=0.017]
Ep 078/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:57,  2.16it/s, loss=0.711, pair=0.002, adv=5.162, sprd=0.022]
Ep 078/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:00,  2.10it/s, loss=0.711, pair=0.002, adv=5.162, sprd=0.022]
Ep 078/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:00,  2.10it/s, loss=0.679, pair=0.004, adv=4.818, sprd=0.027]
Ep 078/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.18it/s, loss=0.679, pair=0.004, adv=4.818, sprd=0.027]
Ep 078/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.18it/s, loss=0.655, pair=0.003, adv=5.398, sprd=0.024]
Ep 078/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.655, pair=0.003, adv=5.398, sprd=0.024]
Ep 078/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.644, pair=0.002, adv=4.614, sprd=0.023]
Ep 078/80 [S3:+sens]:  45%|▉ | 202/453 [01:36<01:56,  2.16it/s, loss=0.644, pair=0.002, adv=4.614, sprd=0.023]
Ep 078/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.16it/s, loss=0.593, pair=0.001, adv=3.981, sprd=0.017]
Ep 078/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:04,  2.01it/s, loss=0.593, pair=0.001, adv=3.981, sprd=0.017]
Ep 078/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:04,  2.01it/s, loss=0.642, pair=0.003, adv=4.486, sprd=0.024]
Ep 078/80 [S3:+sens]:  45%|▉ | 204/453 [01:37<01:59,  2.08it/s, loss=0.642, pair=0.003, adv=4.486, sprd=0.024]
Ep 078/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:59,  2.08it/s, loss=0.616, pair=0.003, adv=5.118, sprd=0.018]
Ep 078/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:03,  2.00it/s, loss=0.616, pair=0.003, adv=5.118, sprd=0.018]
Ep 078/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<02:03,  2.00it/s, loss=0.619, pair=0.006, adv=4.363, sprd=0.017]
Ep 078/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:57,  2.11it/s, loss=0.619, pair=0.006, adv=4.363, sprd=0.017]
Ep 078/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:57,  2.11it/s, loss=0.664, pair=0.004, adv=4.686, sprd=0.021]
Ep 078/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.664, pair=0.004, adv=4.686, sprd=0.021]
Ep 078/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:00,  2.05it/s, loss=0.610, pair=0.006, adv=4.123, sprd=0.016]
Ep 078/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:50,  2.21it/s, loss=0.610, pair=0.006, adv=4.123, sprd=0.016]
Ep 078/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:50,  2.21it/s, loss=0.607, pair=0.005, adv=4.035, sprd=0.015]
Ep 078/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:55,  2.11it/s, loss=0.607, pair=0.005, adv=4.035, sprd=0.015]
Ep 078/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:55,  2.11it/s, loss=0.685, pair=0.020, adv=4.457, sprd=0.026]
Ep 078/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:51,  2.18it/s, loss=0.685, pair=0.020, adv=4.457, sprd=0.026]
Ep 078/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:51,  2.18it/s, loss=0.637, pair=0.006, adv=4.691, sprd=0.022]
Ep 078/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:01,  2.00it/s, loss=0.637, pair=0.006, adv=4.691, sprd=0.022]
Ep 078/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:01,  2.00it/s, loss=0.675, pair=0.005, adv=3.940, sprd=0.027]
Ep 078/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:55,  2.09it/s, loss=0.675, pair=0.005, adv=3.940, sprd=0.027]
Ep 078/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:55,  2.09it/s, loss=0.688, pair=0.006, adv=5.195, sprd=0.031]
Ep 078/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<02:01,  1.97it/s, loss=0.688, pair=0.006, adv=5.195, sprd=0.031]
Ep 078/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<02:01,  1.97it/s, loss=0.617, pair=0.004, adv=4.585, sprd=0.018]
Ep 078/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:54,  2.08it/s, loss=0.617, pair=0.004, adv=4.585, sprd=0.018]
Ep 078/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:54,  2.08it/s, loss=0.668, pair=0.004, adv=4.814, sprd=0.019]
Ep 078/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:58,  2.00it/s, loss=0.668, pair=0.004, adv=4.814, sprd=0.019]
Ep 078/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:58,  2.00it/s, loss=0.692, pair=0.006, adv=4.824, sprd=0.036]
Ep 078/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:54,  2.06it/s, loss=0.692, pair=0.006, adv=4.824, sprd=0.036]
Ep 078/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:54,  2.06it/s, loss=0.591, pair=0.003, adv=3.835, sprd=0.013]
Ep 078/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:57,  2.01it/s, loss=0.591, pair=0.003, adv=3.835, sprd=0.013]
Ep 078/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:57,  2.01it/s, loss=0.626, pair=0.002, adv=4.852, sprd=0.018]
Ep 078/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:50,  2.12it/s, loss=0.626, pair=0.002, adv=4.852, sprd=0.018]
Ep 078/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:50,  2.12it/s, loss=0.635, pair=0.003, adv=4.862, sprd=0.021]
Ep 078/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:54,  2.05it/s, loss=0.635, pair=0.003, adv=4.862, sprd=0.021]
Ep 078/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:54,  2.05it/s, loss=0.673, pair=0.005, adv=4.075, sprd=0.027]
Ep 078/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:49,  2.13it/s, loss=0.673, pair=0.005, adv=4.075, sprd=0.027]
Ep 078/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.634, pair=0.005, adv=4.778, sprd=0.023]
Ep 078/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<02:00,  1.92it/s, loss=0.634, pair=0.005, adv=4.778, sprd=0.023]
Ep 078/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<02:00,  1.92it/s, loss=0.613, pair=0.000, adv=4.788, sprd=0.015]
Ep 078/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:51,  2.07it/s, loss=0.613, pair=0.000, adv=4.788, sprd=0.015]
Ep 078/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:51,  2.07it/s, loss=0.695, pair=0.001, adv=5.205, sprd=0.032]
Ep 078/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:55,  1.99it/s, loss=0.695, pair=0.001, adv=5.205, sprd=0.032]
Ep 078/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:55,  1.99it/s, loss=0.627, pair=0.001, adv=4.334, sprd=0.022]
Ep 078/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:50,  2.08it/s, loss=0.627, pair=0.001, adv=4.334, sprd=0.022]
Ep 078/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:50,  2.08it/s, loss=0.699, pair=0.000, adv=4.429, sprd=0.021]
Ep 078/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.699, pair=0.000, adv=4.429, sprd=0.021]
Ep 078/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.632, pair=0.003, adv=3.637, sprd=0.019]
Ep 078/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:46,  2.14it/s, loss=0.632, pair=0.003, adv=3.637, sprd=0.019]
Ep 078/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:46,  2.14it/s, loss=0.637, pair=0.002, adv=5.091, sprd=0.021]
Ep 078/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.05it/s, loss=0.637, pair=0.002, adv=5.091, sprd=0.021]
Ep 078/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.05it/s, loss=0.600, pair=0.000, adv=4.240, sprd=0.015]
Ep 078/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:43,  2.17it/s, loss=0.600, pair=0.000, adv=4.240, sprd=0.015]
Ep 078/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:43,  2.17it/s, loss=0.650, pair=0.002, adv=4.494, sprd=0.024]
Ep 078/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:49,  2.04it/s, loss=0.650, pair=0.002, adv=4.494, sprd=0.024]
Ep 078/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:49,  2.04it/s, loss=0.642, pair=0.000, adv=3.610, sprd=0.026]
Ep 078/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:46,  2.10it/s, loss=0.642, pair=0.000, adv=3.610, sprd=0.026]
Ep 078/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:46,  2.10it/s, loss=0.619, pair=0.001, adv=3.985, sprd=0.016]
Ep 078/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:50,  2.01it/s, loss=0.619, pair=0.001, adv=3.985, sprd=0.016]
Ep 078/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:50,  2.01it/s, loss=0.659, pair=0.002, adv=5.501, sprd=0.024]
Ep 078/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:44,  2.12it/s, loss=0.659, pair=0.002, adv=5.501, sprd=0.024]
Ep 078/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:44,  2.12it/s, loss=0.660, pair=0.000, adv=3.744, sprd=0.019]
Ep 078/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:46,  2.06it/s, loss=0.660, pair=0.000, adv=3.744, sprd=0.019]
Ep 078/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:46,  2.06it/s, loss=0.654, pair=0.000, adv=5.322, sprd=0.026]
Ep 078/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.13it/s, loss=0.654, pair=0.000, adv=5.322, sprd=0.026]
Ep 078/80 [S3:+sens]:  52%|█ | 234/453 [01:53<01:42,  2.13it/s, loss=0.622, pair=0.000, adv=5.137, sprd=0.020]
Ep 078/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:49,  1.99it/s, loss=0.622, pair=0.000, adv=5.137, sprd=0.020]
Ep 078/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:49,  1.99it/s, loss=0.656, pair=0.000, adv=5.240, sprd=0.027]
Ep 078/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:45,  2.06it/s, loss=0.656, pair=0.000, adv=5.240, sprd=0.027]
Ep 078/80 [S3:+sens]:  52%|█ | 236/453 [01:54<01:45,  2.06it/s, loss=0.643, pair=0.000, adv=4.510, sprd=0.022]
Ep 078/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:49,  1.98it/s, loss=0.643, pair=0.000, adv=4.510, sprd=0.022]
Ep 078/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:49,  1.98it/s, loss=0.605, pair=0.000, adv=5.401, sprd=0.016]
Ep 078/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:42,  2.11it/s, loss=0.605, pair=0.000, adv=5.401, sprd=0.016]
Ep 078/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:42,  2.11it/s, loss=0.625, pair=0.000, adv=4.399, sprd=0.018]
Ep 078/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.03it/s, loss=0.625, pair=0.000, adv=4.399, sprd=0.018]
Ep 078/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:45,  2.03it/s, loss=0.587, pair=0.000, adv=3.922, sprd=0.015]
Ep 078/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.11it/s, loss=0.587, pair=0.000, adv=3.922, sprd=0.015]
Ep 078/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:40,  2.11it/s, loss=0.640, pair=0.000, adv=4.271, sprd=0.026]
Ep 078/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:46,  1.99it/s, loss=0.640, pair=0.000, adv=4.271, sprd=0.026]
Ep 078/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:46,  1.99it/s, loss=0.629, pair=0.000, adv=4.537, sprd=0.018]
Ep 078/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.629, pair=0.000, adv=4.537, sprd=0.018]
Ep 078/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:40,  2.10it/s, loss=0.626, pair=0.000, adv=4.719, sprd=0.019]
Ep 078/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:43,  2.02it/s, loss=0.626, pair=0.000, adv=4.719, sprd=0.019]
Ep 078/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:43,  2.02it/s, loss=1.399, pair=2.191, adv=5.263, sprd=0.019]
Ep 078/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.18it/s, loss=1.399, pair=2.191, adv=5.263, sprd=0.019]
Ep 078/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.18it/s, loss=0.635, pair=0.000, adv=4.132, sprd=0.024]
Ep 078/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:45,  1.97it/s, loss=0.635, pair=0.000, adv=4.132, sprd=0.024]
Ep 078/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:45,  1.97it/s, loss=0.682, pair=0.000, adv=4.969, sprd=0.028]
Ep 078/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:39,  2.08it/s, loss=0.682, pair=0.000, adv=4.969, sprd=0.028]
Ep 078/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:39,  2.08it/s, loss=0.621, pair=0.000, adv=4.108, sprd=0.017]
Ep 078/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:42,  2.01it/s, loss=0.621, pair=0.000, adv=4.108, sprd=0.017]
Ep 078/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:42,  2.01it/s, loss=0.609, pair=0.000, adv=4.042, sprd=0.014]
Ep 078/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.14it/s, loss=0.609, pair=0.000, adv=4.042, sprd=0.014]
Ep 078/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:35,  2.14it/s, loss=0.649, pair=0.000, adv=4.634, sprd=0.021]
Ep 078/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:38,  2.07it/s, loss=0.649, pair=0.000, adv=4.634, sprd=0.021]
Ep 078/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:38,  2.07it/s, loss=0.643, pair=0.001, adv=3.948, sprd=0.025]
Ep 078/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:36,  2.11it/s, loss=0.643, pair=0.001, adv=3.948, sprd=0.025]
Ep 078/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:36,  2.11it/s, loss=0.646, pair=0.000, adv=4.446, sprd=0.017]
Ep 078/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:40,  2.01it/s, loss=0.646, pair=0.000, adv=4.446, sprd=0.017]
Ep 078/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:40,  2.01it/s, loss=0.649, pair=0.000, adv=4.855, sprd=0.025]
Ep 078/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:35,  2.10it/s, loss=0.649, pair=0.000, adv=4.855, sprd=0.025]
Ep 078/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:35,  2.10it/s, loss=0.685, pair=0.000, adv=5.357, sprd=0.028]
Ep 078/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:40,  2.00it/s, loss=0.685, pair=0.000, adv=5.357, sprd=0.028]
Ep 078/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:40,  2.00it/s, loss=0.646, pair=0.004, adv=4.316, sprd=0.021]
Ep 078/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:34,  2.11it/s, loss=0.646, pair=0.004, adv=4.316, sprd=0.021]
Ep 078/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:34,  2.11it/s, loss=0.653, pair=0.005, adv=4.526, sprd=0.022]
Ep 078/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:38,  2.01it/s, loss=0.653, pair=0.005, adv=4.526, sprd=0.022]
Ep 078/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:38,  2.01it/s, loss=0.626, pair=0.000, adv=5.096, sprd=0.019]
Ep 078/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.12it/s, loss=0.626, pair=0.000, adv=5.096, sprd=0.019]
Ep 078/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:32,  2.12it/s, loss=0.626, pair=0.000, adv=4.599, sprd=0.016]
Ep 078/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:34,  2.07it/s, loss=0.626, pair=0.000, adv=4.599, sprd=0.016]
Ep 078/80 [S3:+sens]:  57%|█▏| 257/453 [02:04<01:34,  2.07it/s, loss=0.710, pair=0.000, adv=5.670, sprd=0.038]
Ep 078/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:32,  2.12it/s, loss=0.710, pair=0.000, adv=5.670, sprd=0.038]
Ep 078/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:32,  2.12it/s, loss=0.664, pair=0.000, adv=4.458, sprd=0.024]
Ep 078/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:35,  2.02it/s, loss=0.664, pair=0.000, adv=4.458, sprd=0.024]
Ep 078/80 [S3:+sens]:  57%|█▏| 259/453 [02:05<01:35,  2.02it/s, loss=0.620, pair=0.000, adv=4.032, sprd=0.020]
Ep 078/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:31,  2.12it/s, loss=0.620, pair=0.000, adv=4.032, sprd=0.020]
Ep 078/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:31,  2.12it/s, loss=0.595, pair=0.000, adv=5.044, sprd=0.015]
Ep 078/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:35,  2.01it/s, loss=0.595, pair=0.000, adv=5.044, sprd=0.015]
Ep 078/80 [S3:+sens]:  58%|█▏| 261/453 [02:06<01:35,  2.01it/s, loss=0.636, pair=0.000, adv=4.539, sprd=0.018]
Ep 078/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:29,  2.14it/s, loss=0.636, pair=0.000, adv=4.539, sprd=0.018]
Ep 078/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:29,  2.14it/s, loss=0.648, pair=0.000, adv=4.849, sprd=0.023]
Ep 078/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:32,  2.04it/s, loss=0.648, pair=0.000, adv=4.849, sprd=0.023]
Ep 078/80 [S3:+sens]:  58%|█▏| 263/453 [02:07<01:32,  2.04it/s, loss=0.665, pair=0.000, adv=5.604, sprd=0.027]
Ep 078/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:29,  2.12it/s, loss=0.665, pair=0.000, adv=5.604, sprd=0.027]
Ep 078/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:29,  2.12it/s, loss=0.604, pair=0.000, adv=4.614, sprd=0.014]
Ep 078/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.604, pair=0.000, adv=4.614, sprd=0.014]
Ep 078/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.580, pair=0.000, adv=3.205, sprd=0.012]
Ep 078/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:25,  2.18it/s, loss=0.580, pair=0.000, adv=3.205, sprd=0.012]
Ep 078/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:25,  2.18it/s, loss=0.622, pair=0.000, adv=3.951, sprd=0.017]
Ep 078/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:28,  2.11it/s, loss=0.622, pair=0.000, adv=3.951, sprd=0.017]
Ep 078/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:28,  2.11it/s, loss=0.652, pair=0.000, adv=4.882, sprd=0.028]
Ep 078/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:26,  2.15it/s, loss=0.652, pair=0.000, adv=4.882, sprd=0.028]
Ep 078/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:26,  2.15it/s, loss=0.664, pair=0.000, adv=5.105, sprd=0.024]
Ep 078/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.06it/s, loss=0.664, pair=0.000, adv=5.105, sprd=0.024]
Ep 078/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.06it/s, loss=0.627, pair=0.000, adv=4.039, sprd=0.022]
Ep 078/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:25,  2.13it/s, loss=0.627, pair=0.000, adv=4.039, sprd=0.022]
Ep 078/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:25,  2.13it/s, loss=0.651, pair=0.002, adv=5.438, sprd=0.025]
Ep 078/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.02it/s, loss=0.651, pair=0.002, adv=5.438, sprd=0.025]
Ep 078/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.02it/s, loss=0.624, pair=0.000, adv=5.056, sprd=0.022]
Ep 078/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:26,  2.10it/s, loss=0.624, pair=0.000, adv=5.056, sprd=0.022]
Ep 078/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:26,  2.10it/s, loss=0.640, pair=0.000, adv=4.145, sprd=0.019]
Ep 078/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:35,  1.89it/s, loss=0.640, pair=0.000, adv=4.145, sprd=0.019]
Ep 078/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:35,  1.89it/s, loss=0.599, pair=0.000, adv=4.018, sprd=0.017]
Ep 078/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:28,  2.02it/s, loss=0.599, pair=0.000, adv=4.018, sprd=0.017]
Ep 078/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:28,  2.02it/s, loss=0.693, pair=0.000, adv=4.953, sprd=0.022]
Ep 078/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:30,  1.98it/s, loss=0.693, pair=0.000, adv=4.953, sprd=0.022]
Ep 078/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:30,  1.98it/s, loss=0.634, pair=0.000, adv=3.998, sprd=0.019]
Ep 078/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.12it/s, loss=0.634, pair=0.000, adv=3.998, sprd=0.019]
Ep 078/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:23,  2.12it/s, loss=0.621, pair=0.000, adv=4.501, sprd=0.020]
Ep 078/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.02it/s, loss=0.621, pair=0.000, adv=4.501, sprd=0.020]
Ep 078/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.02it/s, loss=0.670, pair=0.000, adv=4.736, sprd=0.026]
Ep 078/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:22,  2.11it/s, loss=0.670, pair=0.000, adv=4.736, sprd=0.026]
Ep 078/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:22,  2.11it/s, loss=0.625, pair=0.000, adv=3.444, sprd=0.011]
Ep 078/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:25,  2.03it/s, loss=0.625, pair=0.000, adv=3.444, sprd=0.011]
Ep 078/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:25,  2.03it/s, loss=0.715, pair=0.000, adv=4.877, sprd=0.039]
Ep 078/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:22,  2.09it/s, loss=0.715, pair=0.000, adv=4.877, sprd=0.039]
Ep 078/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:22,  2.09it/s, loss=0.642, pair=0.000, adv=5.089, sprd=0.023]
Ep 078/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:26,  1.99it/s, loss=0.642, pair=0.000, adv=5.089, sprd=0.023]
Ep 078/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:26,  1.99it/s, loss=0.639, pair=0.000, adv=3.913, sprd=0.021]
Ep 078/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:21,  2.09it/s, loss=0.639, pair=0.000, adv=3.913, sprd=0.021]
Ep 078/80 [S3:+sens]:  62%|█▏| 282/453 [02:16<01:21,  2.09it/s, loss=0.652, pair=0.000, adv=5.418, sprd=0.024]
Ep 078/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:25,  2.00it/s, loss=0.652, pair=0.000, adv=5.418, sprd=0.024]
Ep 078/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:25,  2.00it/s, loss=0.659, pair=0.000, adv=3.928, sprd=0.023]
Ep 078/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:20,  2.11it/s, loss=0.659, pair=0.000, adv=3.928, sprd=0.023]
Ep 078/80 [S3:+sens]:  63%|█▎| 284/453 [02:17<01:20,  2.11it/s, loss=0.687, pair=0.000, adv=5.135, sprd=0.030]
Ep 078/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:23,  2.02it/s, loss=0.687, pair=0.000, adv=5.135, sprd=0.030]
Ep 078/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:23,  2.02it/s, loss=0.641, pair=0.003, adv=5.134, sprd=0.020]
Ep 078/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.13it/s, loss=0.641, pair=0.003, adv=5.134, sprd=0.020]
Ep 078/80 [S3:+sens]:  63%|█▎| 286/453 [02:18<01:18,  2.13it/s, loss=0.632, pair=0.000, adv=4.066, sprd=0.019]
Ep 078/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:20,  2.07it/s, loss=0.632, pair=0.000, adv=4.066, sprd=0.019]
Ep 078/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:20,  2.07it/s, loss=0.632, pair=0.000, adv=3.975, sprd=0.019]
Ep 078/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:15,  2.17it/s, loss=0.632, pair=0.000, adv=3.975, sprd=0.019]
Ep 078/80 [S3:+sens]:  64%|█▎| 288/453 [02:19<01:15,  2.17it/s, loss=0.667, pair=0.000, adv=5.666, sprd=0.022]
Ep 078/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:19,  2.07it/s, loss=0.667, pair=0.000, adv=5.666, sprd=0.022]
Ep 078/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:19,  2.07it/s, loss=0.620, pair=0.000, adv=5.004, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:16,  2.14it/s, loss=0.620, pair=0.000, adv=5.004, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 290/453 [02:20<01:16,  2.14it/s, loss=0.645, pair=0.000, adv=4.873, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:19,  2.05it/s, loss=0.645, pair=0.000, adv=4.873, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:19,  2.05it/s, loss=0.635, pair=0.000, adv=4.728, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.635, pair=0.000, adv=4.728, sprd=0.021]
Ep 078/80 [S3:+sens]:  64%|█▎| 292/453 [02:21<01:15,  2.14it/s, loss=0.640, pair=0.000, adv=4.575, sprd=0.021]
Ep 078/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:18,  2.04it/s, loss=0.640, pair=0.000, adv=4.575, sprd=0.021]
Ep 078/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:18,  2.04it/s, loss=0.617, pair=0.000, adv=4.357, sprd=0.016]
Ep 078/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.617, pair=0.000, adv=4.357, sprd=0.016]
Ep 078/80 [S3:+sens]:  65%|█▎| 294/453 [02:22<01:13,  2.16it/s, loss=0.630, pair=0.000, adv=5.697, sprd=0.020]
Ep 078/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:16,  2.07it/s, loss=0.630, pair=0.000, adv=5.697, sprd=0.020]
Ep 078/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:16,  2.07it/s, loss=0.684, pair=0.000, adv=5.399, sprd=0.031]
Ep 078/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.13it/s, loss=0.684, pair=0.000, adv=5.399, sprd=0.031]
Ep 078/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.13it/s, loss=0.663, pair=0.000, adv=4.288, sprd=0.018]
Ep 078/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:17,  2.03it/s, loss=0.663, pair=0.000, adv=4.288, sprd=0.018]
Ep 078/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:17,  2.03it/s, loss=0.617, pair=0.000, adv=4.268, sprd=0.015]
Ep 078/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:11,  2.16it/s, loss=0.617, pair=0.000, adv=4.268, sprd=0.015]
Ep 078/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:11,  2.16it/s, loss=0.660, pair=0.000, adv=4.997, sprd=0.027]
Ep 078/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:15,  2.03it/s, loss=0.660, pair=0.000, adv=4.997, sprd=0.027]
Ep 078/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:15,  2.03it/s, loss=0.609, pair=0.000, adv=4.475, sprd=0.015]
Ep 078/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:10,  2.16it/s, loss=0.609, pair=0.000, adv=4.475, sprd=0.015]
Ep 078/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:10,  2.16it/s, loss=0.686, pair=0.000, adv=4.594, sprd=0.028]
Ep 078/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:17,  1.96it/s, loss=0.686, pair=0.000, adv=4.594, sprd=0.028]
Ep 078/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:17,  1.96it/s, loss=0.681, pair=0.000, adv=4.901, sprd=0.030]
Ep 078/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:13,  2.06it/s, loss=0.681, pair=0.000, adv=4.901, sprd=0.030]
Ep 078/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:13,  2.06it/s, loss=0.654, pair=0.000, adv=4.660, sprd=0.024]
Ep 078/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.02it/s, loss=0.654, pair=0.000, adv=4.660, sprd=0.024]
Ep 078/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:14,  2.02it/s, loss=0.616, pair=0.000, adv=4.244, sprd=0.020]
Ep 078/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:10,  2.11it/s, loss=0.616, pair=0.000, adv=4.244, sprd=0.020]
Ep 078/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:10,  2.11it/s, loss=0.591, pair=0.001, adv=4.566, sprd=0.014]
Ep 078/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.05it/s, loss=0.591, pair=0.001, adv=4.566, sprd=0.014]
Ep 078/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:12,  2.05it/s, loss=0.615, pair=0.000, adv=4.378, sprd=0.018]
Ep 078/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:08,  2.16it/s, loss=0.615, pair=0.000, adv=4.378, sprd=0.018]
Ep 078/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:08,  2.16it/s, loss=0.639, pair=0.000, adv=5.182, sprd=0.020]
Ep 078/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:10,  2.07it/s, loss=0.639, pair=0.000, adv=5.182, sprd=0.020]
Ep 078/80 [S3:+sens]:  68%|█▎| 307/453 [02:28<01:10,  2.07it/s, loss=0.639, pair=0.000, adv=5.263, sprd=0.021]
Ep 078/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.17it/s, loss=0.639, pair=0.000, adv=5.263, sprd=0.021]
Ep 078/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.17it/s, loss=0.636, pair=0.000, adv=3.171, sprd=0.016]
Ep 078/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:08,  2.10it/s, loss=0.636, pair=0.000, adv=3.171, sprd=0.016]
Ep 078/80 [S3:+sens]:  68%|█▎| 309/453 [02:29<01:08,  2.10it/s, loss=0.661, pair=0.000, adv=4.052, sprd=0.026]
Ep 078/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:05,  2.17it/s, loss=0.661, pair=0.000, adv=4.052, sprd=0.026]
Ep 078/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:05,  2.17it/s, loss=0.653, pair=0.000, adv=4.905, sprd=0.024]
Ep 078/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:08,  2.06it/s, loss=0.653, pair=0.000, adv=4.905, sprd=0.024]
Ep 078/80 [S3:+sens]:  69%|█▎| 311/453 [02:30<01:08,  2.06it/s, loss=0.639, pair=0.000, adv=4.824, sprd=0.019]
Ep 078/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:05,  2.16it/s, loss=0.639, pair=0.000, adv=4.824, sprd=0.019]
Ep 078/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:05,  2.16it/s, loss=0.601, pair=0.000, adv=4.419, sprd=0.016]
Ep 078/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:06,  2.10it/s, loss=0.601, pair=0.000, adv=4.419, sprd=0.016]
Ep 078/80 [S3:+sens]:  69%|█▍| 313/453 [02:31<01:06,  2.10it/s, loss=0.669, pair=0.000, adv=5.489, sprd=0.029]
Ep 078/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:04,  2.16it/s, loss=0.669, pair=0.000, adv=5.489, sprd=0.029]
Ep 078/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:04,  2.16it/s, loss=0.611, pair=0.000, adv=4.649, sprd=0.019]
Ep 078/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.05it/s, loss=0.611, pair=0.000, adv=4.649, sprd=0.019]
Ep 078/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.05it/s, loss=0.645, pair=0.000, adv=4.686, sprd=0.022]
Ep 078/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.14it/s, loss=0.645, pair=0.000, adv=4.686, sprd=0.022]
Ep 078/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:03,  2.14it/s, loss=0.646, pair=0.000, adv=5.408, sprd=0.024]
Ep 078/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.06it/s, loss=0.646, pair=0.000, adv=5.408, sprd=0.024]
Ep 078/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:06,  2.06it/s, loss=0.628, pair=0.000, adv=5.250, sprd=0.021]
Ep 078/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:02,  2.16it/s, loss=0.628, pair=0.000, adv=5.250, sprd=0.021]
Ep 078/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:02,  2.16it/s, loss=0.625, pair=0.000, adv=4.187, sprd=0.020]
Ep 078/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.04it/s, loss=0.625, pair=0.000, adv=4.187, sprd=0.020]
Ep 078/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:05,  2.04it/s, loss=0.571, pair=0.000, adv=3.303, sprd=0.015]
Ep 078/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:02,  2.14it/s, loss=0.571, pair=0.000, adv=3.303, sprd=0.015]
Ep 078/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:02,  2.14it/s, loss=0.611, pair=0.000, adv=4.785, sprd=0.019]
Ep 078/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:04,  2.04it/s, loss=0.611, pair=0.000, adv=4.785, sprd=0.019]
Ep 078/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:04,  2.04it/s, loss=0.644, pair=0.000, adv=5.285, sprd=0.026]
Ep 078/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.12it/s, loss=0.644, pair=0.000, adv=5.285, sprd=0.026]
Ep 078/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:01,  2.12it/s, loss=0.602, pair=0.000, adv=4.491, sprd=0.015]
Ep 078/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:03,  2.05it/s, loss=0.602, pair=0.000, adv=4.491, sprd=0.015]
Ep 078/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:03,  2.05it/s, loss=0.606, pair=0.000, adv=4.388, sprd=0.015]
Ep 078/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<00:59,  2.18it/s, loss=0.606, pair=0.000, adv=4.388, sprd=0.015]
Ep 078/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<00:59,  2.18it/s, loss=0.642, pair=0.000, adv=4.791, sprd=0.019]
Ep 078/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:01,  2.09it/s, loss=0.642, pair=0.000, adv=4.791, sprd=0.019]
Ep 078/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:01,  2.09it/s, loss=0.611, pair=0.000, adv=4.091, sprd=0.017]
Ep 078/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.17it/s, loss=0.611, pair=0.000, adv=4.091, sprd=0.017]
Ep 078/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:58,  2.17it/s, loss=0.624, pair=0.000, adv=3.844, sprd=0.018]
Ep 078/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:00,  2.07it/s, loss=0.624, pair=0.000, adv=3.844, sprd=0.018]
Ep 078/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:00,  2.07it/s, loss=0.661, pair=0.001, adv=4.118, sprd=0.018]
Ep 078/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:57,  2.19it/s, loss=0.661, pair=0.001, adv=4.118, sprd=0.018]
Ep 078/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:57,  2.19it/s, loss=0.697, pair=0.000, adv=4.453, sprd=0.023]
Ep 078/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.05it/s, loss=0.697, pair=0.000, adv=4.453, sprd=0.023]
Ep 078/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.05it/s, loss=0.635, pair=0.000, adv=4.897, sprd=0.025]
Ep 078/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:58,  2.11it/s, loss=0.635, pair=0.000, adv=4.897, sprd=0.025]
Ep 078/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.11it/s, loss=0.606, pair=0.000, adv=4.815, sprd=0.017]
Ep 078/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:03,  1.93it/s, loss=0.606, pair=0.000, adv=4.815, sprd=0.017]
Ep 078/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<01:03,  1.93it/s, loss=0.604, pair=0.000, adv=3.920, sprd=0.015]
Ep 078/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:58,  2.07it/s, loss=0.604, pair=0.000, adv=3.920, sprd=0.015]
Ep 078/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:58,  2.07it/s, loss=0.609, pair=0.001, adv=4.036, sprd=0.016]
Ep 078/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.00it/s, loss=0.609, pair=0.001, adv=4.036, sprd=0.016]
Ep 078/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.00it/s, loss=0.620, pair=0.000, adv=4.451, sprd=0.020]
Ep 078/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.10it/s, loss=0.620, pair=0.000, adv=4.451, sprd=0.020]
Ep 078/80 [S3:+sens]:  74%|█▍| 334/453 [02:41<00:56,  2.10it/s, loss=0.623, pair=0.000, adv=4.338, sprd=0.016]
Ep 078/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:57,  2.05it/s, loss=0.623, pair=0.000, adv=4.338, sprd=0.016]
Ep 078/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:57,  2.05it/s, loss=0.665, pair=0.000, adv=4.844, sprd=0.022]
Ep 078/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.15it/s, loss=0.665, pair=0.000, adv=4.844, sprd=0.022]
Ep 078/80 [S3:+sens]:  74%|█▍| 336/453 [02:42<00:54,  2.15it/s, loss=0.670, pair=0.000, adv=4.465, sprd=0.027]
Ep 078/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:56,  2.05it/s, loss=0.670, pair=0.000, adv=4.465, sprd=0.027]
Ep 078/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:56,  2.05it/s, loss=0.645, pair=0.000, adv=4.478, sprd=0.020]
Ep 078/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:53,  2.16it/s, loss=0.645, pair=0.000, adv=4.478, sprd=0.020]
Ep 078/80 [S3:+sens]:  75%|█▍| 338/453 [02:43<00:53,  2.16it/s, loss=0.667, pair=0.000, adv=4.844, sprd=0.024]
Ep 078/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:55,  2.04it/s, loss=0.667, pair=0.000, adv=4.844, sprd=0.024]
Ep 078/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:55,  2.04it/s, loss=0.615, pair=0.000, adv=5.461, sprd=0.018]
Ep 078/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:52,  2.13it/s, loss=0.615, pair=0.000, adv=5.461, sprd=0.018]
Ep 078/80 [S3:+sens]:  75%|█▌| 340/453 [02:44<00:52,  2.13it/s, loss=0.646, pair=0.000, adv=4.719, sprd=0.023]
Ep 078/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:54,  2.04it/s, loss=0.646, pair=0.000, adv=4.719, sprd=0.023]
Ep 078/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:54,  2.04it/s, loss=0.640, pair=0.000, adv=5.263, sprd=0.022]
Ep 078/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:52,  2.13it/s, loss=0.640, pair=0.000, adv=5.263, sprd=0.022]
Ep 078/80 [S3:+sens]:  75%|█▌| 342/453 [02:45<00:52,  2.13it/s, loss=0.649, pair=0.000, adv=4.978, sprd=0.022]
Ep 078/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:54,  2.02it/s, loss=0.649, pair=0.000, adv=4.978, sprd=0.022]
Ep 078/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:54,  2.02it/s, loss=0.668, pair=0.000, adv=4.860, sprd=0.025]
Ep 078/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.668, pair=0.000, adv=4.860, sprd=0.025]
Ep 078/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:51,  2.12it/s, loss=0.622, pair=0.000, adv=4.752, sprd=0.020]
Ep 078/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:53,  2.02it/s, loss=0.622, pair=0.000, adv=4.752, sprd=0.020]
Ep 078/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:53,  2.02it/s, loss=0.665, pair=0.000, adv=4.840, sprd=0.028]
Ep 078/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.12it/s, loss=0.665, pair=0.000, adv=4.840, sprd=0.028]
Ep 078/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.12it/s, loss=0.649, pair=0.000, adv=4.892, sprd=0.026]
Ep 078/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:52,  2.00it/s, loss=0.649, pair=0.000, adv=4.892, sprd=0.026]
Ep 078/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:52,  2.00it/s, loss=0.629, pair=0.000, adv=4.804, sprd=0.021]
Ep 078/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.10it/s, loss=0.629, pair=0.000, adv=4.804, sprd=0.021]
Ep 078/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:49,  2.10it/s, loss=0.658, pair=0.000, adv=4.298, sprd=0.029]
Ep 078/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:52,  1.99it/s, loss=0.658, pair=0.000, adv=4.298, sprd=0.029]
Ep 078/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:52,  1.99it/s, loss=0.625, pair=0.000, adv=4.065, sprd=0.018]
Ep 078/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:48,  2.12it/s, loss=0.625, pair=0.000, adv=4.065, sprd=0.018]
Ep 078/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:48,  2.12it/s, loss=0.646, pair=0.000, adv=5.382, sprd=0.025]
Ep 078/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:50,  2.02it/s, loss=0.646, pair=0.000, adv=5.382, sprd=0.025]
Ep 078/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.02it/s, loss=0.612, pair=0.000, adv=5.002, sprd=0.017]
Ep 078/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.12it/s, loss=0.612, pair=0.000, adv=5.002, sprd=0.017]
Ep 078/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.12it/s, loss=0.610, pair=0.000, adv=3.853, sprd=0.017]
Ep 078/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.05it/s, loss=0.610, pair=0.000, adv=3.853, sprd=0.017]
Ep 078/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.05it/s, loss=0.603, pair=0.000, adv=4.187, sprd=0.016]
Ep 078/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.14it/s, loss=0.603, pair=0.000, adv=4.187, sprd=0.016]
Ep 078/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.14it/s, loss=0.613, pair=0.000, adv=4.952, sprd=0.016]
Ep 078/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:49,  1.97it/s, loss=0.613, pair=0.000, adv=4.952, sprd=0.016]
Ep 078/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:49,  1.97it/s, loss=0.628, pair=0.000, adv=4.853, sprd=0.018]
Ep 078/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:46,  2.09it/s, loss=0.628, pair=0.000, adv=4.853, sprd=0.018]
Ep 078/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:46,  2.09it/s, loss=0.677, pair=0.000, adv=4.166, sprd=0.018]
Ep 078/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:47,  2.02it/s, loss=0.677, pair=0.000, adv=4.166, sprd=0.018]
Ep 078/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.02it/s, loss=0.646, pair=0.000, adv=4.727, sprd=0.020]
Ep 078/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.15it/s, loss=0.646, pair=0.000, adv=4.727, sprd=0.020]
Ep 078/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.15it/s, loss=0.706, pair=0.001, adv=3.624, sprd=0.019]
Ep 078/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.06it/s, loss=0.706, pair=0.001, adv=3.624, sprd=0.019]
Ep 078/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:45,  2.06it/s, loss=0.665, pair=0.003, adv=4.713, sprd=0.027]
Ep 078/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.14it/s, loss=0.665, pair=0.003, adv=4.713, sprd=0.027]
Ep 078/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.14it/s, loss=0.628, pair=0.000, adv=5.045, sprd=0.021]
Ep 078/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:45,  2.03it/s, loss=0.628, pair=0.000, adv=5.045, sprd=0.021]
Ep 078/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.03it/s, loss=0.651, pair=0.000, adv=4.247, sprd=0.023]
Ep 078/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.12it/s, loss=0.651, pair=0.000, adv=4.247, sprd=0.023]
Ep 078/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.12it/s, loss=0.612, pair=0.000, adv=4.173, sprd=0.015]
Ep 078/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:43,  2.07it/s, loss=0.612, pair=0.000, adv=4.173, sprd=0.015]
Ep 078/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:43,  2.07it/s, loss=0.646, pair=0.000, adv=5.083, sprd=0.026]
Ep 078/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.14it/s, loss=0.646, pair=0.000, adv=5.083, sprd=0.026]
Ep 078/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.14it/s, loss=0.632, pair=0.000, adv=5.358, sprd=0.023]
Ep 078/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:43,  2.02it/s, loss=0.632, pair=0.000, adv=5.358, sprd=0.023]
Ep 078/80 [S3:+sens]:  81%|█▌| 365/453 [02:56<00:43,  2.02it/s, loss=0.626, pair=0.000, adv=3.949, sprd=0.016]
Ep 078/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.15it/s, loss=0.626, pair=0.000, adv=3.949, sprd=0.016]
Ep 078/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.15it/s, loss=0.631, pair=0.000, adv=5.520, sprd=0.017]
Ep 078/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:41,  2.08it/s, loss=0.631, pair=0.000, adv=5.520, sprd=0.017]
Ep 078/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:41,  2.08it/s, loss=0.613, pair=0.000, adv=3.961, sprd=0.017]
Ep 078/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:39,  2.16it/s, loss=0.613, pair=0.000, adv=3.961, sprd=0.017]
Ep 078/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:39,  2.16it/s, loss=0.586, pair=0.000, adv=3.410, sprd=0.011]
Ep 078/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:39,  2.12it/s, loss=0.586, pair=0.000, adv=3.410, sprd=0.011]
Ep 078/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:39,  2.12it/s, loss=0.645, pair=0.000, adv=5.248, sprd=0.021]
Ep 078/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:37,  2.22it/s, loss=0.645, pair=0.000, adv=5.248, sprd=0.021]
Ep 078/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:37,  2.22it/s, loss=0.653, pair=0.000, adv=4.750, sprd=0.022]
Ep 078/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:38,  2.12it/s, loss=0.653, pair=0.000, adv=4.750, sprd=0.022]
Ep 078/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:38,  2.12it/s, loss=0.628, pair=0.001, adv=4.765, sprd=0.022]
Ep 078/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.18it/s, loss=0.628, pair=0.001, adv=4.765, sprd=0.022]
Ep 078/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.18it/s, loss=0.618, pair=0.000, adv=4.073, sprd=0.016]
Ep 078/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:37,  2.11it/s, loss=0.618, pair=0.000, adv=4.073, sprd=0.016]
Ep 078/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:37,  2.11it/s, loss=0.619, pair=0.000, adv=4.048, sprd=0.015]
Ep 078/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:35,  2.25it/s, loss=0.619, pair=0.000, adv=4.048, sprd=0.015]
Ep 078/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:35,  2.25it/s, loss=0.611, pair=0.000, adv=3.845, sprd=0.016]
Ep 078/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:36,  2.12it/s, loss=0.611, pair=0.000, adv=3.845, sprd=0.016]
Ep 078/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:36,  2.12it/s, loss=0.651, pair=0.000, adv=4.549, sprd=0.023]
Ep 078/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.19it/s, loss=0.651, pair=0.000, adv=4.549, sprd=0.023]
Ep 078/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:35,  2.19it/s, loss=0.640, pair=0.000, adv=3.421, sprd=0.021]
Ep 078/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.08it/s, loss=0.640, pair=0.000, adv=3.421, sprd=0.021]
Ep 078/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.08it/s, loss=0.629, pair=0.000, adv=4.029, sprd=0.020]
Ep 078/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:34,  2.16it/s, loss=0.629, pair=0.000, adv=4.029, sprd=0.020]
Ep 078/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:34,  2.16it/s, loss=0.649, pair=0.000, adv=4.487, sprd=0.021]
Ep 078/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:35,  2.10it/s, loss=0.649, pair=0.000, adv=4.487, sprd=0.021]
Ep 078/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:35,  2.10it/s, loss=0.628, pair=0.000, adv=4.390, sprd=0.019]
Ep 078/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.20it/s, loss=0.628, pair=0.000, adv=4.390, sprd=0.019]
Ep 078/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:33,  2.20it/s, loss=0.655, pair=0.000, adv=4.622, sprd=0.024]
Ep 078/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:34,  2.09it/s, loss=0.655, pair=0.000, adv=4.622, sprd=0.024]
Ep 078/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:34,  2.09it/s, loss=0.632, pair=0.000, adv=4.360, sprd=0.017]
Ep 078/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.21it/s, loss=0.632, pair=0.000, adv=4.360, sprd=0.017]
Ep 078/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:32,  2.21it/s, loss=0.646, pair=0.000, adv=5.247, sprd=0.022]
Ep 078/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:35,  1.96it/s, loss=0.646, pair=0.000, adv=5.247, sprd=0.022]
Ep 078/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:35,  1.96it/s, loss=0.623, pair=0.000, adv=4.370, sprd=0.019]
Ep 078/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:33,  2.08it/s, loss=0.623, pair=0.000, adv=4.370, sprd=0.019]
Ep 078/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:33,  2.08it/s, loss=0.637, pair=0.000, adv=5.014, sprd=0.019]
Ep 078/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.03it/s, loss=0.637, pair=0.000, adv=5.014, sprd=0.019]
Ep 078/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.03it/s, loss=0.634, pair=0.001, adv=4.162, sprd=0.020]
Ep 078/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.12it/s, loss=0.634, pair=0.001, adv=4.162, sprd=0.020]
Ep 078/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.12it/s, loss=0.671, pair=0.000, adv=3.996, sprd=0.029]
Ep 078/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:32,  2.01it/s, loss=0.671, pair=0.000, adv=3.996, sprd=0.029]
Ep 078/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:32,  2.01it/s, loss=0.649, pair=0.000, adv=5.654, sprd=0.024]
Ep 078/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.11it/s, loss=0.649, pair=0.000, adv=5.654, sprd=0.024]
Ep 078/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.11it/s, loss=0.609, pair=0.000, adv=3.351, sprd=0.021]
Ep 078/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:32,  1.99it/s, loss=0.609, pair=0.000, adv=3.351, sprd=0.021]
Ep 078/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:32,  1.99it/s, loss=0.646, pair=0.000, adv=3.544, sprd=0.018]
Ep 078/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.13it/s, loss=0.646, pair=0.000, adv=3.544, sprd=0.018]
Ep 078/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.13it/s, loss=0.625, pair=0.000, adv=5.559, sprd=0.020]
Ep 078/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:30,  2.05it/s, loss=0.625, pair=0.000, adv=5.559, sprd=0.020]
Ep 078/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.05it/s, loss=0.613, pair=0.000, adv=4.803, sprd=0.014]
Ep 078/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:27,  2.18it/s, loss=0.613, pair=0.000, adv=4.803, sprd=0.014]
Ep 078/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:27,  2.18it/s, loss=0.676, pair=0.000, adv=4.955, sprd=0.026]
Ep 078/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.07it/s, loss=0.676, pair=0.000, adv=4.955, sprd=0.026]
Ep 078/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:28,  2.07it/s, loss=0.684, pair=0.000, adv=4.977, sprd=0.028]
Ep 078/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.15it/s, loss=0.684, pair=0.000, adv=4.977, sprd=0.028]
Ep 078/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.15it/s, loss=0.674, pair=0.000, adv=3.627, sprd=0.019]
Ep 078/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:28,  2.05it/s, loss=0.674, pair=0.000, adv=3.627, sprd=0.019]
Ep 078/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.05it/s, loss=0.624, pair=0.001, adv=5.454, sprd=0.020]
Ep 078/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.13it/s, loss=0.624, pair=0.001, adv=5.454, sprd=0.020]
Ep 078/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.13it/s, loss=0.616, pair=0.000, adv=3.559, sprd=0.016]
Ep 078/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.05it/s, loss=0.616, pair=0.000, adv=3.559, sprd=0.016]
Ep 078/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.05it/s, loss=0.645, pair=0.000, adv=4.366, sprd=0.020]
Ep 078/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.17it/s, loss=0.645, pair=0.000, adv=4.366, sprd=0.020]
Ep 078/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.17it/s, loss=0.658, pair=0.003, adv=5.753, sprd=0.025]
Ep 078/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.06it/s, loss=0.658, pair=0.003, adv=5.753, sprd=0.025]
Ep 078/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.06it/s, loss=0.667, pair=0.000, adv=5.375, sprd=0.025]
Ep 078/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.17it/s, loss=0.667, pair=0.000, adv=5.375, sprd=0.025]
Ep 078/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.17it/s, loss=0.597, pair=0.000, adv=5.114, sprd=0.017]
Ep 078/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.07it/s, loss=0.597, pair=0.000, adv=5.114, sprd=0.017]
Ep 078/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.07it/s, loss=0.619, pair=0.000, adv=4.722, sprd=0.019]
Ep 078/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.16it/s, loss=0.619, pair=0.000, adv=4.722, sprd=0.019]
Ep 078/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.16it/s, loss=0.661, pair=0.000, adv=4.853, sprd=0.025]
Ep 078/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.06it/s, loss=0.661, pair=0.000, adv=4.853, sprd=0.025]
Ep 078/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.06it/s, loss=0.677, pair=0.000, adv=4.728, sprd=0.026]
Ep 078/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.15it/s, loss=0.677, pair=0.000, adv=4.728, sprd=0.026]
Ep 078/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.15it/s, loss=0.651, pair=0.000, adv=5.903, sprd=0.027]
Ep 078/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.03it/s, loss=0.651, pair=0.000, adv=5.903, sprd=0.027]
Ep 078/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:23,  2.03it/s, loss=0.621, pair=0.000, adv=4.488, sprd=0.015]
Ep 078/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.19it/s, loss=0.621, pair=0.000, adv=4.488, sprd=0.015]
Ep 078/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.19it/s, loss=0.641, pair=0.000, adv=5.341, sprd=0.025]
Ep 078/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.05it/s, loss=0.641, pair=0.000, adv=5.341, sprd=0.025]
Ep 078/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.05it/s, loss=0.610, pair=0.000, adv=4.666, sprd=0.019]
Ep 078/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.12it/s, loss=0.610, pair=0.000, adv=4.666, sprd=0.019]
Ep 078/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:21,  2.12it/s, loss=0.561, pair=0.000, adv=3.176, sprd=0.014]
Ep 078/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:22,  1.99it/s, loss=0.561, pair=0.000, adv=3.176, sprd=0.014]
Ep 078/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:22,  1.99it/s, loss=0.622, pair=0.000, adv=4.938, sprd=0.020]
Ep 078/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.10it/s, loss=0.622, pair=0.000, adv=4.938, sprd=0.020]
Ep 078/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:20,  2.10it/s, loss=0.633, pair=0.000, adv=4.278, sprd=0.017]
Ep 078/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:21,  1.95it/s, loss=0.633, pair=0.000, adv=4.278, sprd=0.017]
Ep 078/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:21,  1.95it/s, loss=0.634, pair=0.000, adv=4.939, sprd=0.018]
Ep 078/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.09it/s, loss=0.634, pair=0.000, adv=4.939, sprd=0.018]
Ep 078/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:19,  2.09it/s, loss=0.616, pair=0.000, adv=4.400, sprd=0.018]
Ep 078/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.03it/s, loss=0.616, pair=0.000, adv=4.400, sprd=0.018]
Ep 078/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.03it/s, loss=0.639, pair=0.000, adv=5.081, sprd=0.024]
Ep 078/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.10it/s, loss=0.639, pair=0.000, adv=5.081, sprd=0.024]
Ep 078/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.10it/s, loss=0.553, pair=0.001, adv=3.332, sprd=0.011]
Ep 078/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.01it/s, loss=0.553, pair=0.001, adv=3.332, sprd=0.011]
Ep 078/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.01it/s, loss=0.651, pair=0.000, adv=4.037, sprd=0.024]
Ep 078/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.10it/s, loss=0.651, pair=0.000, adv=4.037, sprd=0.024]
Ep 078/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.10it/s, loss=0.704, pair=0.000, adv=5.449, sprd=0.025]
Ep 078/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.02it/s, loss=0.704, pair=0.000, adv=5.449, sprd=0.025]
Ep 078/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.02it/s, loss=0.649, pair=0.001, adv=4.090, sprd=0.023]
Ep 078/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.13it/s, loss=0.649, pair=0.001, adv=4.090, sprd=0.023]
Ep 078/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.13it/s, loss=0.669, pair=0.000, adv=4.359, sprd=0.027]
Ep 078/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.04it/s, loss=0.669, pair=0.000, adv=4.359, sprd=0.027]
Ep 078/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.04it/s, loss=0.646, pair=0.000, adv=5.802, sprd=0.022]
Ep 078/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.14it/s, loss=0.646, pair=0.000, adv=5.802, sprd=0.022]
Ep 078/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.14it/s, loss=0.607, pair=0.000, adv=3.996, sprd=0.017]
Ep 078/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.05it/s, loss=0.607, pair=0.000, adv=3.996, sprd=0.017]
Ep 078/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.05it/s, loss=0.607, pair=0.000, adv=5.171, sprd=0.019]
Ep 078/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.14it/s, loss=0.607, pair=0.000, adv=5.171, sprd=0.019]
Ep 078/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.14it/s, loss=0.668, pair=0.003, adv=4.527, sprd=0.025]
Ep 078/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.06it/s, loss=0.668, pair=0.003, adv=4.527, sprd=0.025]
Ep 078/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.06it/s, loss=0.686, pair=0.000, adv=5.109, sprd=0.029]
Ep 078/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.14it/s, loss=0.686, pair=0.000, adv=5.109, sprd=0.029]
Ep 078/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.14it/s, loss=0.655, pair=0.000, adv=5.009, sprd=0.024]
Ep 078/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.04it/s, loss=0.655, pair=0.000, adv=5.009, sprd=0.024]
Ep 078/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.04it/s, loss=0.611, pair=0.000, adv=4.730, sprd=0.016]
Ep 078/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.17it/s, loss=0.611, pair=0.000, adv=4.730, sprd=0.016]
Ep 078/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.17it/s, loss=0.618, pair=0.000, adv=3.937, sprd=0.018]
Ep 078/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.09it/s, loss=0.618, pair=0.000, adv=3.937, sprd=0.018]
Ep 078/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.09it/s, loss=0.649, pair=0.000, adv=5.182, sprd=0.021]
Ep 078/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.20it/s, loss=0.649, pair=0.000, adv=5.182, sprd=0.021]
Ep 078/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.20it/s, loss=0.665, pair=0.000, adv=6.455, sprd=0.026]
Ep 078/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.07it/s, loss=0.665, pair=0.000, adv=6.455, sprd=0.026]
Ep 078/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.07it/s, loss=0.628, pair=0.000, adv=4.923, sprd=0.024]
Ep 078/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.14it/s, loss=0.628, pair=0.000, adv=4.923, sprd=0.024]
Ep 078/80 [S3:+sens]:  95%|█▉| 430/453 [03:27<00:10,  2.14it/s, loss=0.622, pair=0.000, adv=4.717, sprd=0.018]
Ep 078/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.07it/s, loss=0.622, pair=0.000, adv=4.717, sprd=0.018]
Ep 078/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.07it/s, loss=0.648, pair=0.000, adv=4.579, sprd=0.021]
Ep 078/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.18it/s, loss=0.648, pair=0.000, adv=4.579, sprd=0.021]
Ep 078/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.18it/s, loss=0.901, pair=0.759, adv=5.438, sprd=0.023]
Ep 078/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.06it/s, loss=0.901, pair=0.759, adv=5.438, sprd=0.023]
Ep 078/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.06it/s, loss=0.628, pair=0.000, adv=4.490, sprd=0.022]
Ep 078/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.14it/s, loss=0.628, pair=0.000, adv=4.490, sprd=0.022]
Ep 078/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.14it/s, loss=0.614, pair=0.000, adv=4.373, sprd=0.015]
Ep 078/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.07it/s, loss=0.614, pair=0.000, adv=4.373, sprd=0.015]
Ep 078/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.07it/s, loss=0.619, pair=0.000, adv=5.211, sprd=0.021]
Ep 078/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.15it/s, loss=0.619, pair=0.000, adv=5.211, sprd=0.021]
Ep 078/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.15it/s, loss=0.638, pair=0.000, adv=3.756, sprd=0.021]
Ep 078/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:08,  2.00it/s, loss=0.638, pair=0.000, adv=3.756, sprd=0.021]
Ep 078/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:08,  2.00it/s, loss=0.659, pair=0.000, adv=5.258, sprd=0.027]
Ep 078/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:07,  2.09it/s, loss=0.659, pair=0.000, adv=5.258, sprd=0.027]
Ep 078/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:07,  2.09it/s, loss=0.613, pair=0.000, adv=4.571, sprd=0.018]
Ep 078/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.02it/s, loss=0.613, pair=0.000, adv=4.571, sprd=0.018]
Ep 078/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.02it/s, loss=0.636, pair=0.000, adv=4.638, sprd=0.021]
Ep 078/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.12it/s, loss=0.636, pair=0.000, adv=4.638, sprd=0.021]
Ep 078/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.12it/s, loss=0.638, pair=0.000, adv=3.879, sprd=0.023]
Ep 078/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:06,  1.91it/s, loss=0.638, pair=0.000, adv=3.879, sprd=0.023]
Ep 078/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:06,  1.91it/s, loss=0.577, pair=0.001, adv=3.215, sprd=0.013]
Ep 078/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.09it/s, loss=0.577, pair=0.001, adv=3.215, sprd=0.013]
Ep 078/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.09it/s, loss=0.597, pair=0.000, adv=3.943, sprd=0.014]
Ep 078/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.05it/s, loss=0.597, pair=0.000, adv=3.943, sprd=0.014]
Ep 078/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.05it/s, loss=0.633, pair=0.000, adv=4.803, sprd=0.019]
Ep 078/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.19it/s, loss=0.633, pair=0.000, adv=4.803, sprd=0.019]
Ep 078/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.19it/s, loss=0.610, pair=0.000, adv=3.923, sprd=0.017]
Ep 078/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.10it/s, loss=0.610, pair=0.000, adv=3.923, sprd=0.017]
Ep 078/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:03,  2.10it/s, loss=0.628, pair=0.000, adv=6.126, sprd=0.022]
Ep 078/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.16it/s, loss=0.628, pair=0.000, adv=6.126, sprd=0.022]
Ep 078/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.16it/s, loss=0.645, pair=0.000, adv=4.354, sprd=0.019]
Ep 078/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.10it/s, loss=0.645, pair=0.000, adv=4.354, sprd=0.019]
Ep 078/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.10it/s, loss=0.625, pair=0.000, adv=4.475, sprd=0.021]
Ep 078/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.18it/s, loss=0.625, pair=0.000, adv=4.475, sprd=0.021]
Ep 078/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.18it/s, loss=0.639, pair=0.000, adv=5.463, sprd=0.024]
Ep 078/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:01,  2.07it/s, loss=0.639, pair=0.000, adv=5.463, sprd=0.024]
Ep 078/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.07it/s, loss=0.605, pair=0.000, adv=4.087, sprd=0.018]
Ep 078/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.16it/s, loss=0.605, pair=0.000, adv=4.087, sprd=0.018]
Ep 078/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.16it/s, loss=0.655, pair=0.000, adv=4.680, sprd=0.024]
Ep 078/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.08it/s, loss=0.655, pair=0.000, adv=4.680, sprd=0.024]
Ep 078/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.08it/s, loss=0.636, pair=0.000, adv=3.726, sprd=0.019]
Ep 078/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.18it/s, loss=0.636, pair=0.000, adv=3.726, sprd=0.019]
Ep 078/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.18it/s, loss=0.691, pair=0.001, adv=5.404, sprd=0.024]
Ep 078/80 [S3:+sens]: 100%|██| 453/453 [03:37<00:00,  2.05it/s, loss=0.691, pair=0.001, adv=5.404, sprd=0.024]
                                                                                                              
Epoch 078/80 [S3:+sens]  loss=0.6470  mat=0.2676  sens=1.0525  pair=0.0142  adv=4.6368(rand=3.47)  deg=0.0065  orth=0.0038  spread=0.0212  q_mean=52.3  q_std=18.9  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.33e-06  218s

Ep 079/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 079/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.639, pair=0.000, adv=5.636, sprd=0.019]
Ep 079/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:40,  1.02s/it, loss=0.639, pair=0.000, adv=5.636, sprd=0.019]
Ep 079/80 [S3:+sens]:   0%|    | 1/453 [00:01<07:40,  1.02s/it, loss=0.609, pair=0.000, adv=4.915, sprd=0.020]
Ep 079/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:03,  1.48it/s, loss=0.609, pair=0.000, adv=4.915, sprd=0.020]
Ep 079/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:03,  1.48it/s, loss=0.631, pair=0.000, adv=4.684, sprd=0.022]
Ep 079/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:38,  1.62it/s, loss=0.631, pair=0.000, adv=4.684, sprd=0.022]
Ep 079/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:38,  1.62it/s, loss=0.682, pair=0.000, adv=5.261, sprd=0.031]
Ep 079/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.682, pair=0.000, adv=5.261, sprd=0.031]
Ep 079/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:04,  1.84it/s, loss=0.653, pair=0.000, adv=4.712, sprd=0.023]
Ep 079/80 [S3:+sens]:   1%|    | 5/453 [00:02<04:04,  1.83it/s, loss=0.653, pair=0.000, adv=4.712, sprd=0.023]
Ep 079/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:04,  1.83it/s, loss=0.644, pair=0.003, adv=4.555, sprd=0.023]
Ep 079/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  2.00it/s, loss=0.644, pair=0.003, adv=4.555, sprd=0.023]
Ep 079/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:44,  2.00it/s, loss=0.621, pair=0.000, adv=4.719, sprd=0.019]
Ep 079/80 [S3:+sens]:   2%|    | 7/453 [00:03<03:46,  1.97it/s, loss=0.621, pair=0.000, adv=4.719, sprd=0.019]
Ep 079/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:46,  1.97it/s, loss=0.624, pair=0.000, adv=4.781, sprd=0.021]
Ep 079/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.07it/s, loss=0.624, pair=0.000, adv=4.781, sprd=0.021]
Ep 079/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:34,  2.07it/s, loss=0.595, pair=0.000, adv=4.425, sprd=0.016]
Ep 079/80 [S3:+sens]:   2%|    | 9/453 [00:04<03:41,  2.01it/s, loss=0.595, pair=0.000, adv=4.425, sprd=0.016]
Ep 079/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:41,  2.01it/s, loss=0.610, pair=0.000, adv=4.763, sprd=0.015]
Ep 079/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:26,  2.14it/s, loss=0.610, pair=0.000, adv=4.763, sprd=0.015]
Ep 079/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:26,  2.14it/s, loss=0.605, pair=0.000, adv=4.814, sprd=0.014]
Ep 079/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:44,  1.97it/s, loss=0.605, pair=0.000, adv=4.814, sprd=0.014]
Ep 079/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:44,  1.97it/s, loss=0.625, pair=0.000, adv=5.647, sprd=0.020]
Ep 079/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:31,  2.09it/s, loss=0.625, pair=0.000, adv=5.647, sprd=0.020]
Ep 079/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:31,  2.09it/s, loss=0.636, pair=0.000, adv=4.356, sprd=0.021]
Ep 079/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:42,  1.98it/s, loss=0.636, pair=0.000, adv=4.356, sprd=0.021]
Ep 079/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:42,  1.98it/s, loss=0.668, pair=0.000, adv=5.316, sprd=0.029]
Ep 079/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:31,  2.07it/s, loss=0.668, pair=0.000, adv=5.316, sprd=0.029]
Ep 079/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:31,  2.07it/s, loss=0.668, pair=0.000, adv=5.718, sprd=0.024]
Ep 079/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:37,  2.02it/s, loss=0.668, pair=0.000, adv=5.718, sprd=0.024]
Ep 079/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:37,  2.02it/s, loss=0.623, pair=0.000, adv=5.121, sprd=0.020]
Ep 079/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:26,  2.12it/s, loss=0.623, pair=0.000, adv=5.121, sprd=0.020]
Ep 079/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:26,  2.12it/s, loss=0.635, pair=0.000, adv=3.753, sprd=0.017]
Ep 079/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:34,  2.03it/s, loss=0.635, pair=0.000, adv=3.753, sprd=0.017]
Ep 079/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:34,  2.03it/s, loss=0.626, pair=0.000, adv=5.719, sprd=0.022]
Ep 079/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:24,  2.13it/s, loss=0.626, pair=0.000, adv=5.719, sprd=0.022]
Ep 079/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:24,  2.13it/s, loss=0.648, pair=0.000, adv=4.563, sprd=0.021]
Ep 079/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:34,  2.03it/s, loss=0.648, pair=0.000, adv=4.563, sprd=0.021]
Ep 079/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:34,  2.03it/s, loss=0.625, pair=0.000, adv=5.509, sprd=0.020]
Ep 079/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.625, pair=0.000, adv=5.509, sprd=0.020]
Ep 079/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:22,  2.14it/s, loss=0.626, pair=0.000, adv=5.193, sprd=0.025]
Ep 079/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:33,  2.02it/s, loss=0.626, pair=0.000, adv=5.193, sprd=0.025]
Ep 079/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:33,  2.02it/s, loss=0.663, pair=0.000, adv=5.148, sprd=0.028]
Ep 079/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:25,  2.10it/s, loss=0.663, pair=0.000, adv=5.148, sprd=0.028]
Ep 079/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:25,  2.10it/s, loss=0.680, pair=0.000, adv=5.680, sprd=0.031]
Ep 079/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:34,  2.00it/s, loss=0.680, pair=0.000, adv=5.680, sprd=0.031]
Ep 079/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:34,  2.00it/s, loss=0.609, pair=0.000, adv=3.432, sprd=0.015]
Ep 079/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.609, pair=0.000, adv=3.432, sprd=0.015]
Ep 079/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:21,  2.13it/s, loss=0.656, pair=0.000, adv=5.861, sprd=0.024]
Ep 079/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:27,  2.06it/s, loss=0.656, pair=0.000, adv=5.861, sprd=0.024]
Ep 079/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:27,  2.06it/s, loss=0.643, pair=0.000, adv=4.967, sprd=0.021]
Ep 079/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:17,  2.16it/s, loss=0.643, pair=0.000, adv=4.967, sprd=0.021]
Ep 079/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:17,  2.16it/s, loss=0.619, pair=0.000, adv=5.177, sprd=0.015]
Ep 079/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:23,  2.10it/s, loss=0.619, pair=0.000, adv=5.177, sprd=0.015]
Ep 079/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:23,  2.10it/s, loss=0.634, pair=0.000, adv=4.495, sprd=0.022]
Ep 079/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:15,  2.18it/s, loss=0.634, pair=0.000, adv=4.495, sprd=0.022]
Ep 079/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:15,  2.18it/s, loss=0.703, pair=0.000, adv=5.294, sprd=0.021]
Ep 079/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.07it/s, loss=0.703, pair=0.000, adv=5.294, sprd=0.021]
Ep 079/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:24,  2.07it/s, loss=0.687, pair=0.000, adv=5.095, sprd=0.031]
Ep 079/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:16,  2.16it/s, loss=0.687, pair=0.000, adv=5.095, sprd=0.031]
Ep 079/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:16,  2.16it/s, loss=0.618, pair=0.000, adv=4.646, sprd=0.013]
Ep 079/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.618, pair=0.000, adv=4.646, sprd=0.013]
Ep 079/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:21,  2.09it/s, loss=0.656, pair=0.000, adv=3.890, sprd=0.022]
Ep 079/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:12,  2.19it/s, loss=0.656, pair=0.000, adv=3.890, sprd=0.022]
Ep 079/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:12,  2.19it/s, loss=0.668, pair=0.000, adv=4.978, sprd=0.025]
Ep 079/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.09it/s, loss=0.668, pair=0.000, adv=4.978, sprd=0.025]
Ep 079/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:20,  2.09it/s, loss=0.657, pair=0.000, adv=5.141, sprd=0.026]
Ep 079/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:12,  2.17it/s, loss=0.657, pair=0.000, adv=5.141, sprd=0.026]
Ep 079/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:12,  2.17it/s, loss=0.645, pair=0.000, adv=4.705, sprd=0.026]
Ep 079/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:29,  2.00it/s, loss=0.645, pair=0.000, adv=4.705, sprd=0.026]
Ep 079/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:29,  2.00it/s, loss=0.594, pair=0.000, adv=3.994, sprd=0.015]
Ep 079/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:16,  2.12it/s, loss=0.594, pair=0.000, adv=3.994, sprd=0.015]
Ep 079/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:16,  2.12it/s, loss=0.680, pair=0.000, adv=4.456, sprd=0.030]
Ep 079/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.680, pair=0.000, adv=4.456, sprd=0.030]
Ep 079/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:27,  2.01it/s, loss=0.660, pair=0.000, adv=4.139, sprd=0.028]
Ep 079/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:19,  2.08it/s, loss=0.660, pair=0.000, adv=4.139, sprd=0.028]
Ep 079/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:19,  2.08it/s, loss=0.606, pair=0.000, adv=4.522, sprd=0.015]
Ep 079/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:38,  1.89it/s, loss=0.606, pair=0.000, adv=4.522, sprd=0.015]
Ep 079/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:38,  1.89it/s, loss=0.620, pair=0.000, adv=3.630, sprd=0.016]
Ep 079/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:23,  2.03it/s, loss=0.620, pair=0.000, adv=3.630, sprd=0.016]
Ep 079/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:23,  2.03it/s, loss=0.632, pair=0.000, adv=4.176, sprd=0.018]
Ep 079/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:25,  2.00it/s, loss=0.632, pair=0.000, adv=4.176, sprd=0.018]
Ep 079/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:25,  2.00it/s, loss=0.630, pair=0.000, adv=5.496, sprd=0.020]
Ep 079/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:14,  2.11it/s, loss=0.630, pair=0.000, adv=5.496, sprd=0.020]
Ep 079/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:14,  2.11it/s, loss=0.696, pair=0.003, adv=5.168, sprd=0.033]
Ep 079/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.02it/s, loss=0.696, pair=0.003, adv=5.168, sprd=0.033]
Ep 079/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:22,  2.02it/s, loss=0.666, pair=0.000, adv=5.196, sprd=0.024]
Ep 079/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:11,  2.14it/s, loss=0.666, pair=0.000, adv=5.196, sprd=0.024]
Ep 079/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:11,  2.14it/s, loss=0.633, pair=0.000, adv=3.971, sprd=0.021]
Ep 079/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.633, pair=0.000, adv=3.971, sprd=0.021]
Ep 079/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:21,  2.03it/s, loss=0.679, pair=0.000, adv=4.787, sprd=0.028]
Ep 079/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:11,  2.12it/s, loss=0.679, pair=0.000, adv=4.787, sprd=0.028]
Ep 079/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:11,  2.12it/s, loss=0.638, pair=0.002, adv=4.653, sprd=0.021]
Ep 079/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.638, pair=0.002, adv=4.653, sprd=0.021]
Ep 079/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:17,  2.05it/s, loss=0.665, pair=0.000, adv=5.312, sprd=0.025]
Ep 079/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:09,  2.13it/s, loss=0.665, pair=0.000, adv=5.312, sprd=0.025]
Ep 079/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:09,  2.13it/s, loss=0.665, pair=0.000, adv=6.513, sprd=0.027]
Ep 079/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.665, pair=0.000, adv=6.513, sprd=0.027]
Ep 079/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:19,  2.03it/s, loss=0.588, pair=0.000, adv=4.687, sprd=0.015]
Ep 079/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:09,  2.13it/s, loss=0.588, pair=0.000, adv=4.687, sprd=0.015]
Ep 079/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:09,  2.13it/s, loss=0.673, pair=0.000, adv=5.365, sprd=0.025]
Ep 079/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:16,  2.04it/s, loss=0.673, pair=0.000, adv=5.365, sprd=0.025]
Ep 079/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:16,  2.04it/s, loss=0.606, pair=0.000, adv=4.003, sprd=0.015]
Ep 079/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:04,  2.17it/s, loss=0.606, pair=0.000, adv=4.003, sprd=0.015]
Ep 079/80 [S3:+sens]:  11%|▎  | 52/453 [00:26<03:04,  2.17it/s, loss=0.706, pair=0.000, adv=4.348, sprd=0.022]
Ep 079/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.706, pair=0.000, adv=4.348, sprd=0.022]
Ep 079/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:14,  2.06it/s, loss=0.637, pair=0.000, adv=5.399, sprd=0.021]
Ep 079/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:05,  2.15it/s, loss=0.637, pair=0.000, adv=5.399, sprd=0.021]
Ep 079/80 [S3:+sens]:  12%|▎  | 54/453 [00:27<03:05,  2.15it/s, loss=0.632, pair=0.000, adv=5.701, sprd=0.016]
Ep 079/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:12,  2.06it/s, loss=0.632, pair=0.000, adv=5.701, sprd=0.016]
Ep 079/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:12,  2.06it/s, loss=0.669, pair=0.000, adv=5.466, sprd=0.029]
Ep 079/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.669, pair=0.000, adv=5.466, sprd=0.029]
Ep 079/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:06,  2.13it/s, loss=0.625, pair=0.000, adv=4.679, sprd=0.021]
Ep 079/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:16,  2.02it/s, loss=0.625, pair=0.000, adv=4.679, sprd=0.021]
Ep 079/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:16,  2.02it/s, loss=0.601, pair=0.001, adv=3.783, sprd=0.015]
Ep 079/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.601, pair=0.001, adv=3.783, sprd=0.015]
Ep 079/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:04,  2.14it/s, loss=0.646, pair=0.000, adv=5.210, sprd=0.018]
Ep 079/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.646, pair=0.000, adv=5.210, sprd=0.018]
Ep 079/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:08,  2.09it/s, loss=0.571, pair=0.000, adv=3.405, sprd=0.010]
Ep 079/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.21it/s, loss=0.571, pair=0.000, adv=3.405, sprd=0.010]
Ep 079/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:57,  2.21it/s, loss=0.627, pair=0.000, adv=4.193, sprd=0.020]
Ep 079/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:05,  2.11it/s, loss=0.627, pair=0.000, adv=4.193, sprd=0.020]
Ep 079/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:05,  2.11it/s, loss=0.626, pair=0.000, adv=4.665, sprd=0.021]
Ep 079/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:58,  2.19it/s, loss=0.626, pair=0.000, adv=4.665, sprd=0.021]
Ep 079/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<02:58,  2.19it/s, loss=0.673, pair=0.000, adv=5.937, sprd=0.024]
Ep 079/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:05,  2.10it/s, loss=0.673, pair=0.000, adv=5.937, sprd=0.024]
Ep 079/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:05,  2.10it/s, loss=0.642, pair=0.000, adv=4.639, sprd=0.022]
Ep 079/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.19it/s, loss=0.642, pair=0.000, adv=4.639, sprd=0.022]
Ep 079/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<02:57,  2.19it/s, loss=0.620, pair=0.000, adv=4.521, sprd=0.017]
Ep 079/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:03,  2.11it/s, loss=0.620, pair=0.000, adv=4.521, sprd=0.017]
Ep 079/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:03,  2.11it/s, loss=0.655, pair=0.000, adv=5.504, sprd=0.023]
Ep 079/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:56,  2.19it/s, loss=0.655, pair=0.000, adv=5.504, sprd=0.023]
Ep 079/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<02:56,  2.19it/s, loss=0.643, pair=0.000, adv=5.711, sprd=0.025]
Ep 079/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:17,  1.95it/s, loss=0.643, pair=0.000, adv=5.711, sprd=0.025]
Ep 079/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:17,  1.95it/s, loss=0.620, pair=0.000, adv=4.927, sprd=0.020]
Ep 079/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:05,  2.07it/s, loss=0.620, pair=0.000, adv=4.927, sprd=0.020]
Ep 079/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<03:05,  2.07it/s, loss=0.670, pair=0.000, adv=5.430, sprd=0.026]
Ep 079/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:11,  2.01it/s, loss=0.670, pair=0.000, adv=5.430, sprd=0.026]
Ep 079/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:11,  2.01it/s, loss=0.613, pair=0.000, adv=5.154, sprd=0.019]
Ep 079/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:02,  2.10it/s, loss=0.613, pair=0.000, adv=5.154, sprd=0.019]
Ep 079/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<03:02,  2.10it/s, loss=0.675, pair=0.000, adv=4.226, sprd=0.029]
Ep 079/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:11,  1.99it/s, loss=0.675, pair=0.000, adv=4.226, sprd=0.029]
Ep 079/80 [S3:+sens]:  16%|▍  | 71/453 [00:35<03:11,  1.99it/s, loss=0.605, pair=0.000, adv=5.032, sprd=0.016]
Ep 079/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:00,  2.11it/s, loss=0.605, pair=0.000, adv=5.032, sprd=0.016]
Ep 079/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<03:00,  2.11it/s, loss=0.608, pair=0.000, adv=4.034, sprd=0.020]
Ep 079/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.00it/s, loss=0.608, pair=0.000, adv=4.034, sprd=0.020]
Ep 079/80 [S3:+sens]:  16%|▍  | 73/453 [00:36<03:09,  2.00it/s, loss=0.639, pair=0.000, adv=3.985, sprd=0.021]
Ep 079/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:59,  2.11it/s, loss=0.639, pair=0.000, adv=3.985, sprd=0.021]
Ep 079/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<02:59,  2.11it/s, loss=0.639, pair=0.000, adv=4.132, sprd=0.016]
Ep 079/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:04,  2.05it/s, loss=0.639, pair=0.000, adv=4.132, sprd=0.016]
Ep 079/80 [S3:+sens]:  17%|▍  | 75/453 [00:37<03:04,  2.05it/s, loss=0.619, pair=0.000, adv=4.211, sprd=0.021]
Ep 079/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:57,  2.13it/s, loss=0.619, pair=0.000, adv=4.211, sprd=0.021]
Ep 079/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:57,  2.13it/s, loss=0.644, pair=0.000, adv=4.841, sprd=0.023]
Ep 079/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.04it/s, loss=0.644, pair=0.000, adv=4.841, sprd=0.023]
Ep 079/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:04,  2.04it/s, loss=0.631, pair=0.000, adv=4.549, sprd=0.018]
Ep 079/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.15it/s, loss=0.631, pair=0.000, adv=4.549, sprd=0.018]
Ep 079/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.15it/s, loss=0.681, pair=0.000, adv=4.832, sprd=0.027]
Ep 079/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:01,  2.06it/s, loss=0.681, pair=0.000, adv=4.832, sprd=0.027]
Ep 079/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:01,  2.06it/s, loss=0.623, pair=0.000, adv=5.012, sprd=0.016]
Ep 079/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<02:50,  2.18it/s, loss=0.623, pair=0.000, adv=5.012, sprd=0.016]
Ep 079/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<02:50,  2.18it/s, loss=0.634, pair=0.000, adv=5.038, sprd=0.018]
Ep 079/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:56,  2.11it/s, loss=0.634, pair=0.000, adv=5.038, sprd=0.018]
Ep 079/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<02:56,  2.11it/s, loss=0.642, pair=0.000, adv=5.191, sprd=0.026]
Ep 079/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:51,  2.16it/s, loss=0.642, pair=0.000, adv=5.191, sprd=0.026]
Ep 079/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:51,  2.16it/s, loss=0.628, pair=0.000, adv=4.699, sprd=0.017]
Ep 079/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.628, pair=0.000, adv=4.699, sprd=0.017]
Ep 079/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<02:57,  2.09it/s, loss=0.661, pair=0.000, adv=4.585, sprd=0.023]
Ep 079/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:48,  2.19it/s, loss=0.661, pair=0.000, adv=4.585, sprd=0.023]
Ep 079/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:48,  2.19it/s, loss=0.642, pair=0.000, adv=4.190, sprd=0.019]
Ep 079/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.642, pair=0.000, adv=4.190, sprd=0.019]
Ep 079/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<02:54,  2.11it/s, loss=0.660, pair=0.000, adv=5.153, sprd=0.024]
Ep 079/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:46,  2.20it/s, loss=0.660, pair=0.000, adv=5.153, sprd=0.024]
Ep 079/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:46,  2.20it/s, loss=0.599, pair=0.000, adv=4.299, sprd=0.017]
Ep 079/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.03it/s, loss=0.599, pair=0.000, adv=4.299, sprd=0.017]
Ep 079/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<02:59,  2.03it/s, loss=0.621, pair=0.000, adv=4.466, sprd=0.021]
Ep 079/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:53,  2.10it/s, loss=0.621, pair=0.000, adv=4.466, sprd=0.021]
Ep 079/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:53,  2.10it/s, loss=0.631, pair=0.001, adv=4.501, sprd=0.016]
Ep 079/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:55,  2.07it/s, loss=0.631, pair=0.001, adv=4.501, sprd=0.016]
Ep 079/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<02:55,  2.07it/s, loss=0.599, pair=0.000, adv=4.350, sprd=0.015]
Ep 079/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:46,  2.17it/s, loss=0.599, pair=0.000, adv=4.350, sprd=0.015]
Ep 079/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:46,  2.17it/s, loss=0.640, pair=0.000, adv=5.108, sprd=0.024]
Ep 079/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:57,  2.04it/s, loss=0.640, pair=0.000, adv=5.108, sprd=0.024]
Ep 079/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:57,  2.04it/s, loss=0.640, pair=0.000, adv=4.646, sprd=0.021]
Ep 079/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:48,  2.14it/s, loss=0.640, pair=0.000, adv=4.646, sprd=0.021]
Ep 079/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:48,  2.14it/s, loss=0.601, pair=0.000, adv=5.396, sprd=0.014]
Ep 079/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:51,  2.09it/s, loss=0.601, pair=0.000, adv=5.396, sprd=0.014]
Ep 079/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:51,  2.09it/s, loss=0.628, pair=0.000, adv=4.115, sprd=0.018]
Ep 079/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.628, pair=0.000, adv=4.115, sprd=0.018]
Ep 079/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:43,  2.19it/s, loss=0.611, pair=0.001, adv=3.145, sprd=0.020]
Ep 079/80 [S3:+sens]:  21%|▋  | 95/453 [00:45<02:50,  2.10it/s, loss=0.611, pair=0.001, adv=3.145, sprd=0.020]
Ep 079/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:50,  2.10it/s, loss=0.646, pair=0.000, adv=5.835, sprd=0.019]
Ep 079/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:39,  2.24it/s, loss=0.646, pair=0.000, adv=5.835, sprd=0.019]
Ep 079/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:39,  2.24it/s, loss=0.638, pair=0.000, adv=3.806, sprd=0.020]
Ep 079/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:58,  1.99it/s, loss=0.638, pair=0.000, adv=3.806, sprd=0.020]
Ep 079/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:58,  1.99it/s, loss=0.685, pair=0.000, adv=6.349, sprd=0.032]
Ep 079/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:51,  2.07it/s, loss=0.685, pair=0.000, adv=6.349, sprd=0.032]
Ep 079/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:51,  2.07it/s, loss=0.636, pair=0.000, adv=3.916, sprd=0.020]
Ep 079/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:56,  2.01it/s, loss=0.636, pair=0.000, adv=3.916, sprd=0.020]
Ep 079/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:56,  2.01it/s, loss=0.593, pair=0.000, adv=5.058, sprd=0.017]
Ep 079/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:48,  2.10it/s, loss=0.593, pair=0.000, adv=5.058, sprd=0.017]
Ep 079/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:48,  2.10it/s, loss=0.660, pair=0.000, adv=4.132, sprd=0.025]
Ep 079/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:56,  1.99it/s, loss=0.660, pair=0.000, adv=4.132, sprd=0.025]
Ep 079/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:56,  1.99it/s, loss=0.628, pair=0.000, adv=4.673, sprd=0.021]
Ep 079/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:48,  2.09it/s, loss=0.628, pair=0.000, adv=4.673, sprd=0.021]
Ep 079/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:48,  2.09it/s, loss=0.601, pair=0.000, adv=3.832, sprd=0.014]
Ep 079/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:54,  2.00it/s, loss=0.601, pair=0.000, adv=3.832, sprd=0.014]
Ep 079/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:54,  2.00it/s, loss=0.683, pair=0.000, adv=5.479, sprd=0.028]
Ep 079/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:44,  2.12it/s, loss=0.683, pair=0.000, adv=5.479, sprd=0.028]
Ep 079/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:44,  2.12it/s, loss=0.618, pair=0.000, adv=5.189, sprd=0.018]
Ep 079/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:50,  2.04it/s, loss=0.618, pair=0.000, adv=5.189, sprd=0.018]
Ep 079/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:50,  2.04it/s, loss=0.632, pair=0.000, adv=5.271, sprd=0.020]
Ep 079/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:42,  2.14it/s, loss=0.632, pair=0.000, adv=5.271, sprd=0.020]
Ep 079/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:42,  2.14it/s, loss=0.678, pair=0.000, adv=5.240, sprd=0.030]
Ep 079/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:49,  2.04it/s, loss=0.678, pair=0.000, adv=5.240, sprd=0.030]
Ep 079/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:49,  2.04it/s, loss=0.637, pair=0.000, adv=4.967, sprd=0.021]
Ep 079/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.637, pair=0.000, adv=4.967, sprd=0.021]
Ep 079/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.646, pair=0.000, adv=5.136, sprd=0.020]
Ep 079/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:47,  2.06it/s, loss=0.646, pair=0.000, adv=5.136, sprd=0.020]
Ep 079/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:47,  2.06it/s, loss=0.660, pair=0.000, adv=5.647, sprd=0.023]
Ep 079/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.15it/s, loss=0.660, pair=0.000, adv=5.647, sprd=0.023]
Ep 079/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:39,  2.15it/s, loss=0.639, pair=0.000, adv=5.406, sprd=0.022]
Ep 079/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:47,  2.04it/s, loss=0.639, pair=0.000, adv=5.406, sprd=0.022]
Ep 079/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:47,  2.04it/s, loss=0.632, pair=0.000, adv=5.009, sprd=0.018]
Ep 079/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.16it/s, loss=0.632, pair=0.000, adv=5.009, sprd=0.018]
Ep 079/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.16it/s, loss=0.642, pair=0.000, adv=4.962, sprd=0.022]
Ep 079/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:45,  2.05it/s, loss=0.642, pair=0.000, adv=4.962, sprd=0.022]
Ep 079/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:45,  2.05it/s, loss=0.619, pair=0.000, adv=5.244, sprd=0.019]
Ep 079/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:37,  2.15it/s, loss=0.619, pair=0.000, adv=5.244, sprd=0.019]
Ep 079/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:37,  2.15it/s, loss=0.631, pair=0.000, adv=4.489, sprd=0.019]
Ep 079/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:43,  2.07it/s, loss=0.631, pair=0.000, adv=4.489, sprd=0.019]
Ep 079/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:43,  2.07it/s, loss=0.644, pair=0.000, adv=5.395, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:33,  2.19it/s, loss=0.644, pair=0.000, adv=5.395, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:33,  2.19it/s, loss=0.642, pair=0.000, adv=4.716, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:36,  2.15it/s, loss=0.642, pair=0.000, adv=4.716, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:36,  2.15it/s, loss=0.625, pair=0.000, adv=4.820, sprd=0.015]
Ep 079/80 [S3:+sens]:  26%|▌ | 118/453 [00:56<02:28,  2.26it/s, loss=0.625, pair=0.000, adv=4.820, sprd=0.015]
Ep 079/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:28,  2.26it/s, loss=0.629, pair=0.000, adv=4.229, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:36,  2.14it/s, loss=0.629, pair=0.000, adv=4.229, sprd=0.019]
Ep 079/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:36,  2.14it/s, loss=0.626, pair=0.001, adv=4.078, sprd=0.022]
Ep 079/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:32,  2.19it/s, loss=0.626, pair=0.001, adv=4.078, sprd=0.022]
Ep 079/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:32,  2.19it/s, loss=0.655, pair=0.000, adv=4.395, sprd=0.016]
Ep 079/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:48,  1.97it/s, loss=0.655, pair=0.000, adv=4.395, sprd=0.016]
Ep 079/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:48,  1.97it/s, loss=0.618, pair=0.000, adv=4.420, sprd=0.016]
Ep 079/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:38,  2.09it/s, loss=0.618, pair=0.000, adv=4.420, sprd=0.016]
Ep 079/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:38,  2.09it/s, loss=0.664, pair=0.000, adv=5.275, sprd=0.026]
Ep 079/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:43,  2.02it/s, loss=0.664, pair=0.000, adv=5.275, sprd=0.026]
Ep 079/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:43,  2.02it/s, loss=0.619, pair=0.000, adv=4.033, sprd=0.018]
Ep 079/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:34,  2.13it/s, loss=0.619, pair=0.000, adv=4.033, sprd=0.018]
Ep 079/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:34,  2.13it/s, loss=0.656, pair=0.000, adv=5.676, sprd=0.025]
Ep 079/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.04it/s, loss=0.656, pair=0.000, adv=5.676, sprd=0.025]
Ep 079/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:40,  2.04it/s, loss=0.621, pair=0.000, adv=4.141, sprd=0.018]
Ep 079/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:32,  2.14it/s, loss=0.621, pair=0.000, adv=4.141, sprd=0.018]
Ep 079/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:32,  2.14it/s, loss=0.587, pair=0.000, adv=3.669, sprd=0.016]
Ep 079/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.09it/s, loss=0.587, pair=0.000, adv=3.669, sprd=0.016]
Ep 079/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:36,  2.09it/s, loss=0.615, pair=0.000, adv=3.997, sprd=0.014]
Ep 079/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:26,  2.22it/s, loss=0.615, pair=0.000, adv=3.997, sprd=0.014]
Ep 079/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:26,  2.22it/s, loss=0.658, pair=0.001, adv=5.187, sprd=0.019]
Ep 079/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:35,  2.08it/s, loss=0.658, pair=0.001, adv=5.187, sprd=0.019]
Ep 079/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:35,  2.08it/s, loss=0.604, pair=0.000, adv=4.644, sprd=0.013]
Ep 079/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:25,  2.22it/s, loss=0.604, pair=0.000, adv=4.644, sprd=0.013]
Ep 079/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:25,  2.22it/s, loss=0.715, pair=0.000, adv=5.324, sprd=0.026]
Ep 079/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:33,  2.09it/s, loss=0.715, pair=0.000, adv=5.324, sprd=0.026]
Ep 079/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:33,  2.09it/s, loss=0.677, pair=0.000, adv=5.124, sprd=0.029]
Ep 079/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:27,  2.17it/s, loss=0.677, pair=0.000, adv=5.124, sprd=0.029]
Ep 079/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:27,  2.17it/s, loss=0.616, pair=0.000, adv=4.656, sprd=0.017]
Ep 079/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:33,  2.09it/s, loss=0.616, pair=0.000, adv=4.656, sprd=0.017]
Ep 079/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:33,  2.09it/s, loss=0.639, pair=0.000, adv=4.994, sprd=0.019]
Ep 079/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:25,  2.19it/s, loss=0.639, pair=0.000, adv=4.994, sprd=0.019]
Ep 079/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:25,  2.19it/s, loss=0.654, pair=0.000, adv=4.167, sprd=0.020]
Ep 079/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.654, pair=0.000, adv=4.167, sprd=0.020]
Ep 079/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:33,  2.07it/s, loss=0.658, pair=0.000, adv=5.410, sprd=0.028]
Ep 079/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.14it/s, loss=0.658, pair=0.000, adv=5.410, sprd=0.028]
Ep 079/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:27,  2.14it/s, loss=0.633, pair=0.000, adv=3.605, sprd=0.018]
Ep 079/80 [S3:+sens]:  30%|▌ | 137/453 [01:05<02:33,  2.06it/s, loss=0.633, pair=0.000, adv=3.605, sprd=0.018]
Ep 079/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:33,  2.06it/s, loss=0.663, pair=0.000, adv=5.217, sprd=0.025]
Ep 079/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.16it/s, loss=0.663, pair=0.000, adv=5.217, sprd=0.025]
Ep 079/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:25,  2.16it/s, loss=0.666, pair=0.000, adv=5.004, sprd=0.030]
Ep 079/80 [S3:+sens]:  31%|▌ | 139/453 [01:06<02:34,  2.03it/s, loss=0.666, pair=0.000, adv=5.004, sprd=0.030]
Ep 079/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.03it/s, loss=0.640, pair=0.000, adv=4.914, sprd=0.018]
Ep 079/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.16it/s, loss=0.640, pair=0.000, adv=4.914, sprd=0.018]
Ep 079/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:25,  2.16it/s, loss=0.662, pair=0.000, adv=4.889, sprd=0.026]
Ep 079/80 [S3:+sens]:  31%|▌ | 141/453 [01:07<02:33,  2.03it/s, loss=0.662, pair=0.000, adv=4.889, sprd=0.026]
Ep 079/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:33,  2.03it/s, loss=0.617, pair=0.000, adv=4.066, sprd=0.016]
Ep 079/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:24,  2.15it/s, loss=0.617, pair=0.000, adv=4.066, sprd=0.016]
Ep 079/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:24,  2.15it/s, loss=0.648, pair=0.000, adv=5.837, sprd=0.019]
Ep 079/80 [S3:+sens]:  32%|▋ | 143/453 [01:08<02:28,  2.09it/s, loss=0.648, pair=0.000, adv=5.837, sprd=0.019]
Ep 079/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:28,  2.09it/s, loss=0.625, pair=0.000, adv=4.778, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.20it/s, loss=0.625, pair=0.000, adv=4.778, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:20,  2.20it/s, loss=0.648, pair=0.000, adv=4.741, sprd=0.023]
Ep 079/80 [S3:+sens]:  32%|▋ | 145/453 [01:09<02:27,  2.09it/s, loss=0.648, pair=0.000, adv=4.741, sprd=0.023]
Ep 079/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:27,  2.09it/s, loss=0.600, pair=0.000, adv=3.877, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.600, pair=0.000, adv=3.877, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:21,  2.17it/s, loss=0.623, pair=0.000, adv=3.908, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 147/453 [01:10<02:27,  2.08it/s, loss=0.623, pair=0.000, adv=3.908, sprd=0.018]
Ep 079/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:27,  2.08it/s, loss=0.604, pair=0.000, adv=4.746, sprd=0.017]
Ep 079/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.17it/s, loss=0.604, pair=0.000, adv=4.746, sprd=0.017]
Ep 079/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:20,  2.17it/s, loss=0.623, pair=0.001, adv=3.619, sprd=0.017]
Ep 079/80 [S3:+sens]:  33%|▋ | 149/453 [01:11<02:35,  1.95it/s, loss=0.623, pair=0.001, adv=3.619, sprd=0.017]
Ep 079/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:35,  1.95it/s, loss=0.625, pair=0.000, adv=5.485, sprd=0.022]
Ep 079/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:27,  2.05it/s, loss=0.625, pair=0.000, adv=5.485, sprd=0.022]
Ep 079/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:27,  2.05it/s, loss=0.652, pair=0.000, adv=5.269, sprd=0.026]
Ep 079/80 [S3:+sens]:  33%|▋ | 151/453 [01:12<02:32,  1.99it/s, loss=0.652, pair=0.000, adv=5.269, sprd=0.026]
Ep 079/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:32,  1.99it/s, loss=0.609, pair=0.000, adv=4.674, sprd=0.017]
Ep 079/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.09it/s, loss=0.609, pair=0.000, adv=4.674, sprd=0.017]
Ep 079/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:23,  2.09it/s, loss=0.650, pair=0.000, adv=4.996, sprd=0.025]
Ep 079/80 [S3:+sens]:  34%|▋ | 153/453 [01:13<02:29,  2.01it/s, loss=0.650, pair=0.000, adv=4.996, sprd=0.025]
Ep 079/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:29,  2.01it/s, loss=0.674, pair=0.000, adv=5.360, sprd=0.027]
Ep 079/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:23,  2.09it/s, loss=0.674, pair=0.000, adv=5.360, sprd=0.027]
Ep 079/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:23,  2.09it/s, loss=0.637, pair=0.000, adv=4.511, sprd=0.019]
Ep 079/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:27,  2.02it/s, loss=0.637, pair=0.000, adv=4.511, sprd=0.019]
Ep 079/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:27,  2.02it/s, loss=0.637, pair=0.000, adv=4.175, sprd=0.021]
Ep 079/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:20,  2.12it/s, loss=0.637, pair=0.000, adv=4.175, sprd=0.021]
Ep 079/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:20,  2.12it/s, loss=0.716, pair=0.000, adv=4.803, sprd=0.021]
Ep 079/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:24,  2.05it/s, loss=0.716, pair=0.000, adv=4.803, sprd=0.021]
Ep 079/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:24,  2.05it/s, loss=0.647, pair=0.000, adv=4.846, sprd=0.024]
Ep 079/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.647, pair=0.000, adv=4.846, sprd=0.024]
Ep 079/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:17,  2.14it/s, loss=0.634, pair=0.000, adv=4.872, sprd=0.023]
Ep 079/80 [S3:+sens]:  35%|▋ | 159/453 [01:16<02:27,  2.00it/s, loss=0.634, pair=0.000, adv=4.872, sprd=0.023]
Ep 079/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:27,  2.00it/s, loss=0.664, pair=0.000, adv=4.792, sprd=0.024]
Ep 079/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:20,  2.09it/s, loss=0.664, pair=0.000, adv=4.792, sprd=0.024]
Ep 079/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:20,  2.09it/s, loss=0.678, pair=0.000, adv=5.186, sprd=0.026]
Ep 079/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:24,  2.03it/s, loss=0.678, pair=0.000, adv=5.186, sprd=0.026]
Ep 079/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:24,  2.03it/s, loss=0.599, pair=0.000, adv=4.844, sprd=0.015]
Ep 079/80 [S3:+sens]:  36%|▋ | 162/453 [01:17<02:16,  2.13it/s, loss=0.599, pair=0.000, adv=4.844, sprd=0.015]
Ep 079/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:16,  2.13it/s, loss=0.631, pair=0.000, adv=5.184, sprd=0.021]
Ep 079/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.03it/s, loss=0.631, pair=0.000, adv=5.184, sprd=0.021]
Ep 079/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:22,  2.03it/s, loss=0.603, pair=0.000, adv=3.952, sprd=0.016]
Ep 079/80 [S3:+sens]:  36%|▋ | 164/453 [01:18<02:14,  2.15it/s, loss=0.603, pair=0.000, adv=3.952, sprd=0.016]
Ep 079/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:14,  2.15it/s, loss=0.633, pair=0.000, adv=4.611, sprd=0.018]
Ep 079/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.12it/s, loss=0.633, pair=0.000, adv=4.611, sprd=0.018]
Ep 079/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:16,  2.12it/s, loss=0.652, pair=0.001, adv=4.009, sprd=0.023]
Ep 079/80 [S3:+sens]:  37%|▋ | 166/453 [01:19<02:11,  2.18it/s, loss=0.652, pair=0.001, adv=4.009, sprd=0.023]
Ep 079/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:11,  2.18it/s, loss=0.677, pair=0.002, adv=5.761, sprd=0.031]
Ep 079/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.677, pair=0.002, adv=5.761, sprd=0.031]
Ep 079/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:20,  2.04it/s, loss=0.613, pair=0.000, adv=5.280, sprd=0.019]
Ep 079/80 [S3:+sens]:  37%|▋ | 168/453 [01:20<02:13,  2.13it/s, loss=0.613, pair=0.000, adv=5.280, sprd=0.019]
Ep 079/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:13,  2.13it/s, loss=0.591, pair=0.000, adv=4.101, sprd=0.015]
Ep 079/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.591, pair=0.000, adv=4.101, sprd=0.015]
Ep 079/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:20,  2.02it/s, loss=0.618, pair=0.000, adv=3.832, sprd=0.015]
Ep 079/80 [S3:+sens]:  38%|▊ | 170/453 [01:21<02:11,  2.15it/s, loss=0.618, pair=0.000, adv=3.832, sprd=0.015]
Ep 079/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:11,  2.15it/s, loss=0.656, pair=0.000, adv=4.696, sprd=0.019]
Ep 079/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.656, pair=0.000, adv=4.696, sprd=0.019]
Ep 079/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:15,  2.09it/s, loss=0.635, pair=0.000, adv=5.155, sprd=0.019]
Ep 079/80 [S3:+sens]:  38%|▊ | 172/453 [01:22<02:08,  2.18it/s, loss=0.635, pair=0.000, adv=5.155, sprd=0.019]
Ep 079/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:08,  2.18it/s, loss=0.643, pair=0.000, adv=4.705, sprd=0.022]
Ep 079/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:13,  2.10it/s, loss=0.643, pair=0.000, adv=4.705, sprd=0.022]
Ep 079/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:13,  2.10it/s, loss=0.619, pair=0.002, adv=4.980, sprd=0.017]
Ep 079/80 [S3:+sens]:  38%|▊ | 174/453 [01:23<02:07,  2.19it/s, loss=0.619, pair=0.002, adv=4.980, sprd=0.017]
Ep 079/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:07,  2.19it/s, loss=0.647, pair=0.000, adv=4.999, sprd=0.025]
Ep 079/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.06it/s, loss=0.647, pair=0.000, adv=4.999, sprd=0.025]
Ep 079/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.06it/s, loss=0.632, pair=0.003, adv=4.846, sprd=0.021]
Ep 079/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.15it/s, loss=0.632, pair=0.003, adv=4.846, sprd=0.021]
Ep 079/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:08,  2.15it/s, loss=0.630, pair=0.000, adv=5.501, sprd=0.018]
Ep 079/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:23,  1.92it/s, loss=0.630, pair=0.000, adv=5.501, sprd=0.018]
Ep 079/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:23,  1.92it/s, loss=0.633, pair=0.000, adv=4.535, sprd=0.023]
Ep 079/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:16,  2.02it/s, loss=0.633, pair=0.000, adv=4.535, sprd=0.023]
Ep 079/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:16,  2.02it/s, loss=0.641, pair=0.003, adv=5.204, sprd=0.024]
Ep 079/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:21,  1.93it/s, loss=0.641, pair=0.003, adv=5.204, sprd=0.024]
Ep 079/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:21,  1.93it/s, loss=0.641, pair=0.001, adv=4.675, sprd=0.022]
Ep 079/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:13,  2.05it/s, loss=0.641, pair=0.001, adv=4.675, sprd=0.022]
Ep 079/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:13,  2.05it/s, loss=0.652, pair=0.000, adv=5.600, sprd=0.025]
Ep 079/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:17,  1.98it/s, loss=0.652, pair=0.000, adv=5.600, sprd=0.025]
Ep 079/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:17,  1.98it/s, loss=0.642, pair=0.000, adv=4.388, sprd=0.024]
Ep 079/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:10,  2.07it/s, loss=0.642, pair=0.000, adv=4.388, sprd=0.024]
Ep 079/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:10,  2.07it/s, loss=0.631, pair=0.000, adv=5.733, sprd=0.023]
Ep 079/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:16,  1.97it/s, loss=0.631, pair=0.000, adv=5.733, sprd=0.023]
Ep 079/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:16,  1.97it/s, loss=0.581, pair=0.000, adv=3.122, sprd=0.017]
Ep 079/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:09,  2.08it/s, loss=0.581, pair=0.000, adv=3.122, sprd=0.017]
Ep 079/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:09,  2.08it/s, loss=0.660, pair=0.000, adv=5.945, sprd=0.022]
Ep 079/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.04it/s, loss=0.660, pair=0.000, adv=5.945, sprd=0.022]
Ep 079/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:11,  2.04it/s, loss=0.613, pair=0.002, adv=4.971, sprd=0.020]
Ep 079/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:06,  2.11it/s, loss=0.613, pair=0.002, adv=4.971, sprd=0.020]
Ep 079/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:06,  2.11it/s, loss=0.615, pair=0.000, adv=4.129, sprd=0.018]
Ep 079/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:10,  2.04it/s, loss=0.615, pair=0.000, adv=4.129, sprd=0.018]
Ep 079/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:10,  2.04it/s, loss=0.636, pair=0.002, adv=5.010, sprd=0.022]
Ep 079/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:03,  2.15it/s, loss=0.636, pair=0.002, adv=5.010, sprd=0.022]
Ep 079/80 [S3:+sens]:  42%|▊ | 188/453 [01:31<02:03,  2.15it/s, loss=0.660, pair=0.000, adv=3.897, sprd=0.017]
Ep 079/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:08,  2.06it/s, loss=0.660, pair=0.000, adv=3.897, sprd=0.017]
Ep 079/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:08,  2.06it/s, loss=0.627, pair=0.000, adv=6.097, sprd=0.023]
Ep 079/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.14it/s, loss=0.627, pair=0.000, adv=6.097, sprd=0.023]
Ep 079/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.14it/s, loss=0.619, pair=0.000, adv=5.034, sprd=0.018]
Ep 079/80 [S3:+sens]:  42%|▊ | 191/453 [01:31<02:07,  2.06it/s, loss=0.619, pair=0.000, adv=5.034, sprd=0.018]
Ep 079/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:07,  2.06it/s, loss=0.613, pair=0.000, adv=5.866, sprd=0.020]
Ep 079/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.13it/s, loss=0.613, pair=0.000, adv=5.866, sprd=0.020]
Ep 079/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.13it/s, loss=0.618, pair=0.002, adv=5.177, sprd=0.019]
Ep 079/80 [S3:+sens]:  43%|▊ | 193/453 [01:32<02:06,  2.05it/s, loss=0.618, pair=0.002, adv=5.177, sprd=0.019]
Ep 079/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:06,  2.05it/s, loss=0.677, pair=0.000, adv=4.107, sprd=0.027]
Ep 079/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.14it/s, loss=0.677, pair=0.000, adv=4.107, sprd=0.027]
Ep 079/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:01,  2.14it/s, loss=0.693, pair=0.003, adv=4.612, sprd=0.031]
Ep 079/80 [S3:+sens]:  43%|▊ | 195/453 [01:33<02:07,  2.02it/s, loss=0.693, pair=0.003, adv=4.612, sprd=0.031]
Ep 079/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:07,  2.02it/s, loss=0.642, pair=0.004, adv=4.472, sprd=0.023]
Ep 079/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:01,  2.12it/s, loss=0.642, pair=0.004, adv=4.472, sprd=0.023]
Ep 079/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<02:01,  2.12it/s, loss=0.602, pair=0.000, adv=4.088, sprd=0.013]
Ep 079/80 [S3:+sens]:  43%|▊ | 197/453 [01:34<02:03,  2.07it/s, loss=0.602, pair=0.000, adv=4.088, sprd=0.013]
Ep 079/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:03,  2.07it/s, loss=0.627, pair=0.000, adv=4.409, sprd=0.018]
Ep 079/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:56,  2.19it/s, loss=0.627, pair=0.000, adv=4.409, sprd=0.018]
Ep 079/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:56,  2.19it/s, loss=0.606, pair=0.000, adv=4.680, sprd=0.016]
Ep 079/80 [S3:+sens]:  44%|▉ | 199/453 [01:35<02:03,  2.06it/s, loss=0.606, pair=0.000, adv=4.680, sprd=0.016]
Ep 079/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:03,  2.06it/s, loss=0.648, pair=0.000, adv=4.965, sprd=0.021]
Ep 079/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.17it/s, loss=0.648, pair=0.000, adv=4.965, sprd=0.021]
Ep 079/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.17it/s, loss=0.662, pair=0.003, adv=6.015, sprd=0.026]
Ep 079/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.07it/s, loss=0.662, pair=0.003, adv=6.015, sprd=0.026]
Ep 079/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:01,  2.07it/s, loss=0.595, pair=0.000, adv=3.905, sprd=0.016]
Ep 079/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.595, pair=0.000, adv=3.905, sprd=0.016]
Ep 079/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:56,  2.15it/s, loss=0.664, pair=0.000, adv=4.828, sprd=0.024]
Ep 079/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<02:00,  2.07it/s, loss=0.664, pair=0.000, adv=4.828, sprd=0.024]
Ep 079/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<02:00,  2.07it/s, loss=0.640, pair=0.000, adv=4.266, sprd=0.019]
Ep 079/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.18it/s, loss=0.640, pair=0.000, adv=4.266, sprd=0.019]
Ep 079/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:54,  2.18it/s, loss=0.620, pair=0.002, adv=4.744, sprd=0.015]
Ep 079/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:55,  2.14it/s, loss=0.620, pair=0.002, adv=4.744, sprd=0.015]
Ep 079/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:55,  2.14it/s, loss=0.565, pair=0.000, adv=3.125, sprd=0.015]
Ep 079/80 [S3:+sens]:  45%|▉ | 206/453 [01:38<01:50,  2.23it/s, loss=0.565, pair=0.000, adv=3.125, sprd=0.015]
Ep 079/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:50,  2.23it/s, loss=0.605, pair=0.000, adv=4.664, sprd=0.014]
Ep 079/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:02,  2.01it/s, loss=0.605, pair=0.000, adv=4.664, sprd=0.014]
Ep 079/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<02:02,  2.01it/s, loss=0.623, pair=0.000, adv=4.508, sprd=0.016]
Ep 079/80 [S3:+sens]:  46%|▉ | 208/453 [01:39<01:54,  2.15it/s, loss=0.623, pair=0.000, adv=4.508, sprd=0.016]
Ep 079/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:54,  2.15it/s, loss=0.663, pair=0.003, adv=5.240, sprd=0.027]
Ep 079/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.663, pair=0.003, adv=5.240, sprd=0.027]
Ep 079/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.631, pair=0.003, adv=5.087, sprd=0.021]
Ep 079/80 [S3:+sens]:  46%|▉ | 210/453 [01:40<01:53,  2.13it/s, loss=0.631, pair=0.003, adv=5.087, sprd=0.021]
Ep 079/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.13it/s, loss=0.608, pair=0.000, adv=4.719, sprd=0.016]
Ep 079/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.05it/s, loss=0.608, pair=0.000, adv=4.719, sprd=0.016]
Ep 079/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<01:57,  2.05it/s, loss=0.655, pair=0.000, adv=4.858, sprd=0.027]
Ep 079/80 [S3:+sens]:  47%|▉ | 212/453 [01:41<01:53,  2.12it/s, loss=0.655, pair=0.000, adv=4.858, sprd=0.027]
Ep 079/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:53,  2.12it/s, loss=0.644, pair=0.000, adv=4.873, sprd=0.020]
Ep 079/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.644, pair=0.000, adv=4.873, sprd=0.020]
Ep 079/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:57,  2.05it/s, loss=0.623, pair=0.000, adv=4.737, sprd=0.021]
Ep 079/80 [S3:+sens]:  47%|▉ | 214/453 [01:42<01:52,  2.12it/s, loss=0.623, pair=0.000, adv=4.737, sprd=0.021]
Ep 079/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:52,  2.12it/s, loss=0.716, pair=0.000, adv=5.032, sprd=0.024]
Ep 079/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.716, pair=0.000, adv=5.032, sprd=0.024]
Ep 079/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:56,  2.04it/s, loss=0.635, pair=0.000, adv=4.557, sprd=0.019]
Ep 079/80 [S3:+sens]:  48%|▉ | 216/453 [01:43<01:49,  2.16it/s, loss=0.635, pair=0.000, adv=4.557, sprd=0.019]
Ep 079/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:49,  2.16it/s, loss=0.643, pair=0.000, adv=5.495, sprd=0.022]
Ep 079/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:55,  2.05it/s, loss=0.643, pair=0.000, adv=5.495, sprd=0.022]
Ep 079/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:55,  2.05it/s, loss=1.206, pair=1.670, adv=4.289, sprd=0.018]
Ep 079/80 [S3:+sens]:  48%|▉ | 218/453 [01:44<01:48,  2.16it/s, loss=1.206, pair=1.670, adv=4.289, sprd=0.018]
Ep 079/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:48,  2.16it/s, loss=0.645, pair=0.000, adv=3.967, sprd=0.014]
Ep 079/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:54,  2.05it/s, loss=0.645, pair=0.000, adv=3.967, sprd=0.014]
Ep 079/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:54,  2.05it/s, loss=0.609, pair=0.000, adv=4.763, sprd=0.016]
Ep 079/80 [S3:+sens]:  49%|▉ | 220/453 [01:45<01:47,  2.16it/s, loss=0.609, pair=0.000, adv=4.763, sprd=0.016]
Ep 079/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:47,  2.16it/s, loss=0.628, pair=0.000, adv=4.096, sprd=0.016]
Ep 079/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.08it/s, loss=0.628, pair=0.000, adv=4.096, sprd=0.016]
Ep 079/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:51,  2.08it/s, loss=0.644, pair=0.003, adv=4.511, sprd=0.025]
Ep 079/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:47,  2.15it/s, loss=0.644, pair=0.003, adv=4.511, sprd=0.025]
Ep 079/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:47,  2.15it/s, loss=0.631, pair=0.000, adv=4.568, sprd=0.020]
Ep 079/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:52,  2.05it/s, loss=0.631, pair=0.000, adv=4.568, sprd=0.020]
Ep 079/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:52,  2.05it/s, loss=0.649, pair=0.001, adv=4.298, sprd=0.022]
Ep 079/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:46,  2.14it/s, loss=0.649, pair=0.001, adv=4.298, sprd=0.022]
Ep 079/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:46,  2.14it/s, loss=0.611, pair=0.000, adv=3.996, sprd=0.017]
Ep 079/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.611, pair=0.000, adv=3.996, sprd=0.017]
Ep 079/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:52,  2.03it/s, loss=0.630, pair=0.000, adv=6.116, sprd=0.022]
Ep 079/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:47,  2.11it/s, loss=0.630, pair=0.000, adv=6.116, sprd=0.022]
Ep 079/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:47,  2.11it/s, loss=0.618, pair=0.000, adv=4.071, sprd=0.016]
Ep 079/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.618, pair=0.000, adv=4.071, sprd=0.016]
Ep 079/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:50,  2.04it/s, loss=0.597, pair=0.000, adv=3.928, sprd=0.015]
Ep 079/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:42,  2.19it/s, loss=0.597, pair=0.000, adv=3.928, sprd=0.015]
Ep 079/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:42,  2.19it/s, loss=0.693, pair=0.000, adv=5.716, sprd=0.021]
Ep 079/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:46,  2.11it/s, loss=0.693, pair=0.000, adv=5.716, sprd=0.021]
Ep 079/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:46,  2.11it/s, loss=0.604, pair=0.000, adv=4.296, sprd=0.017]
Ep 079/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:40,  2.22it/s, loss=0.604, pair=0.000, adv=4.296, sprd=0.017]
Ep 079/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:40,  2.22it/s, loss=0.605, pair=0.000, adv=4.196, sprd=0.017]
Ep 079/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:52,  1.98it/s, loss=0.605, pair=0.000, adv=4.196, sprd=0.017]
Ep 079/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:52,  1.98it/s, loss=0.630, pair=0.001, adv=5.110, sprd=0.021]
Ep 079/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:45,  2.10it/s, loss=0.630, pair=0.001, adv=5.110, sprd=0.021]
Ep 079/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:45,  2.10it/s, loss=0.706, pair=0.001, adv=5.022, sprd=0.023]
Ep 079/80 [S3:+sens]:  51%|█ | 233/453 [01:51<01:47,  2.05it/s, loss=0.706, pair=0.001, adv=5.022, sprd=0.023]
Ep 079/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:47,  2.05it/s, loss=0.627, pair=0.000, adv=4.560, sprd=0.022]
Ep 079/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.13it/s, loss=0.627, pair=0.000, adv=4.560, sprd=0.022]
Ep 079/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:42,  2.13it/s, loss=0.646, pair=0.001, adv=5.038, sprd=0.020]
Ep 079/80 [S3:+sens]:  52%|█ | 235/453 [01:52<01:45,  2.06it/s, loss=0.646, pair=0.001, adv=5.038, sprd=0.020]
Ep 079/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:45,  2.06it/s, loss=0.648, pair=0.001, adv=5.021, sprd=0.023]
Ep 079/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.14it/s, loss=0.648, pair=0.001, adv=5.021, sprd=0.023]
Ep 079/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.14it/s, loss=0.641, pair=0.003, adv=5.273, sprd=0.023]
Ep 079/80 [S3:+sens]:  52%|█ | 237/453 [01:53<01:45,  2.04it/s, loss=0.641, pair=0.003, adv=5.273, sprd=0.023]
Ep 079/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:45,  2.04it/s, loss=0.647, pair=0.002, adv=5.123, sprd=0.023]
Ep 079/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:41,  2.12it/s, loss=0.647, pair=0.002, adv=5.123, sprd=0.023]
Ep 079/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:41,  2.12it/s, loss=0.602, pair=0.002, adv=4.032, sprd=0.016]
Ep 079/80 [S3:+sens]:  53%|█ | 239/453 [01:54<01:45,  2.02it/s, loss=0.602, pair=0.002, adv=4.032, sprd=0.016]
Ep 079/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:45,  2.02it/s, loss=0.644, pair=0.000, adv=5.098, sprd=0.018]
Ep 079/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.15it/s, loss=0.644, pair=0.000, adv=5.098, sprd=0.018]
Ep 079/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:39,  2.15it/s, loss=0.643, pair=0.000, adv=3.664, sprd=0.014]
Ep 079/80 [S3:+sens]:  53%|█ | 241/453 [01:55<01:42,  2.07it/s, loss=0.643, pair=0.000, adv=3.664, sprd=0.014]
Ep 079/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:42,  2.07it/s, loss=0.626, pair=0.001, adv=4.930, sprd=0.021]
Ep 079/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.17it/s, loss=0.626, pair=0.001, adv=4.930, sprd=0.021]
Ep 079/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:37,  2.17it/s, loss=0.648, pair=0.000, adv=4.592, sprd=0.020]
Ep 079/80 [S3:+sens]:  54%|█ | 243/453 [01:56<01:40,  2.08it/s, loss=0.648, pair=0.000, adv=4.592, sprd=0.020]
Ep 079/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:40,  2.08it/s, loss=0.644, pair=0.002, adv=4.031, sprd=0.023]
Ep 079/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.17it/s, loss=0.644, pair=0.002, adv=4.031, sprd=0.023]
Ep 079/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:36,  2.17it/s, loss=0.657, pair=0.000, adv=5.354, sprd=0.026]
Ep 079/80 [S3:+sens]:  54%|█ | 245/453 [01:57<01:41,  2.06it/s, loss=0.657, pair=0.000, adv=5.354, sprd=0.026]
Ep 079/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:41,  2.06it/s, loss=0.665, pair=0.001, adv=5.180, sprd=0.024]
Ep 079/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:35,  2.16it/s, loss=0.665, pair=0.001, adv=5.180, sprd=0.024]
Ep 079/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:35,  2.16it/s, loss=0.601, pair=0.000, adv=4.695, sprd=0.016]
Ep 079/80 [S3:+sens]:  55%|█ | 247/453 [01:58<01:40,  2.05it/s, loss=0.601, pair=0.000, adv=4.695, sprd=0.016]
Ep 079/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:40,  2.05it/s, loss=0.704, pair=0.000, adv=4.302, sprd=0.036]
Ep 079/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:37,  2.10it/s, loss=0.704, pair=0.000, adv=4.302, sprd=0.036]
Ep 079/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:37,  2.10it/s, loss=0.700, pair=0.002, adv=4.507, sprd=0.016]
Ep 079/80 [S3:+sens]:  55%|█ | 249/453 [01:59<01:38,  2.06it/s, loss=0.700, pair=0.002, adv=4.507, sprd=0.016]
Ep 079/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:38,  2.06it/s, loss=0.650, pair=0.000, adv=3.815, sprd=0.019]
Ep 079/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:33,  2.18it/s, loss=0.650, pair=0.000, adv=3.815, sprd=0.019]
Ep 079/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:33,  2.18it/s, loss=0.649, pair=0.000, adv=4.556, sprd=0.020]
Ep 079/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.649, pair=0.000, adv=4.556, sprd=0.020]
Ep 079/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:36,  2.09it/s, loss=0.642, pair=0.000, adv=4.224, sprd=0.022]
Ep 079/80 [S3:+sens]:  56%|█ | 252/453 [02:00<01:32,  2.18it/s, loss=0.642, pair=0.000, adv=4.224, sprd=0.022]
Ep 079/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:32,  2.18it/s, loss=0.675, pair=0.000, adv=4.333, sprd=0.019]
Ep 079/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.06it/s, loss=0.675, pair=0.000, adv=4.333, sprd=0.019]
Ep 079/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:37,  2.06it/s, loss=0.642, pair=0.000, adv=4.535, sprd=0.021]
Ep 079/80 [S3:+sens]:  56%|█ | 254/453 [02:01<01:31,  2.17it/s, loss=0.642, pair=0.000, adv=4.535, sprd=0.021]
Ep 079/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:31,  2.17it/s, loss=0.628, pair=0.000, adv=5.224, sprd=0.019]
Ep 079/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:36,  2.06it/s, loss=0.628, pair=0.000, adv=5.224, sprd=0.019]
Ep 079/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:36,  2.06it/s, loss=0.591, pair=0.000, adv=3.947, sprd=0.014]
Ep 079/80 [S3:+sens]:  57%|█▏| 256/453 [02:02<01:30,  2.17it/s, loss=0.591, pair=0.000, adv=3.947, sprd=0.014]
Ep 079/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:30,  2.17it/s, loss=0.652, pair=0.000, adv=4.857, sprd=0.023]
Ep 079/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:34,  2.06it/s, loss=0.652, pair=0.000, adv=4.857, sprd=0.023]
Ep 079/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:34,  2.06it/s, loss=0.647, pair=0.000, adv=3.792, sprd=0.021]
Ep 079/80 [S3:+sens]:  57%|█▏| 258/453 [02:03<01:30,  2.16it/s, loss=0.647, pair=0.000, adv=3.792, sprd=0.021]
Ep 079/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:30,  2.16it/s, loss=0.604, pair=0.000, adv=4.799, sprd=0.016]
Ep 079/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:40,  1.92it/s, loss=0.604, pair=0.000, adv=4.799, sprd=0.016]
Ep 079/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:40,  1.92it/s, loss=0.640, pair=0.000, adv=3.781, sprd=0.024]
Ep 079/80 [S3:+sens]:  57%|█▏| 260/453 [02:04<01:35,  2.03it/s, loss=0.640, pair=0.000, adv=3.781, sprd=0.024]
Ep 079/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:35,  2.03it/s, loss=0.674, pair=0.000, adv=4.284, sprd=0.028]
Ep 079/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.97it/s, loss=0.674, pair=0.000, adv=4.284, sprd=0.028]
Ep 079/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:37,  1.97it/s, loss=0.663, pair=0.000, adv=4.725, sprd=0.029]
Ep 079/80 [S3:+sens]:  58%|█▏| 262/453 [02:05<01:32,  2.05it/s, loss=0.663, pair=0.000, adv=4.725, sprd=0.029]
Ep 079/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:32,  2.05it/s, loss=0.669, pair=0.000, adv=4.833, sprd=0.024]
Ep 079/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:36,  1.96it/s, loss=0.669, pair=0.000, adv=4.833, sprd=0.024]
Ep 079/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:36,  1.96it/s, loss=0.618, pair=0.000, adv=4.302, sprd=0.017]
Ep 079/80 [S3:+sens]:  58%|█▏| 264/453 [02:06<01:29,  2.10it/s, loss=0.618, pair=0.000, adv=4.302, sprd=0.017]
Ep 079/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:29,  2.10it/s, loss=0.622, pair=0.000, adv=4.655, sprd=0.021]
Ep 079/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:32,  2.03it/s, loss=0.622, pair=0.000, adv=4.655, sprd=0.021]
Ep 079/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:32,  2.03it/s, loss=0.645, pair=0.000, adv=4.511, sprd=0.023]
Ep 079/80 [S3:+sens]:  59%|█▏| 266/453 [02:07<01:28,  2.11it/s, loss=0.645, pair=0.000, adv=4.511, sprd=0.023]
Ep 079/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:28,  2.11it/s, loss=0.638, pair=0.000, adv=4.376, sprd=0.011]
Ep 079/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.07it/s, loss=0.638, pair=0.000, adv=4.376, sprd=0.011]
Ep 079/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:29,  2.07it/s, loss=0.587, pair=0.000, adv=3.077, sprd=0.019]
Ep 079/80 [S3:+sens]:  59%|█▏| 268/453 [02:08<01:25,  2.15it/s, loss=0.587, pair=0.000, adv=3.077, sprd=0.019]
Ep 079/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:25,  2.15it/s, loss=0.624, pair=0.000, adv=4.154, sprd=0.019]
Ep 079/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:31,  2.00it/s, loss=0.624, pair=0.000, adv=4.154, sprd=0.019]
Ep 079/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:31,  2.00it/s, loss=0.621, pair=0.000, adv=3.863, sprd=0.019]
Ep 079/80 [S3:+sens]:  60%|█▏| 270/453 [02:09<01:26,  2.12it/s, loss=0.621, pair=0.000, adv=3.863, sprd=0.019]
Ep 079/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:26,  2.12it/s, loss=0.664, pair=0.000, adv=4.265, sprd=0.024]
Ep 079/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.04it/s, loss=0.664, pair=0.000, adv=4.265, sprd=0.024]
Ep 079/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:29,  2.04it/s, loss=0.625, pair=0.000, adv=5.427, sprd=0.023]
Ep 079/80 [S3:+sens]:  60%|█▏| 272/453 [02:10<01:25,  2.11it/s, loss=0.625, pair=0.000, adv=5.427, sprd=0.023]
Ep 079/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:25,  2.11it/s, loss=0.595, pair=0.000, adv=4.619, sprd=0.014]
Ep 079/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:28,  2.04it/s, loss=0.595, pair=0.000, adv=4.619, sprd=0.014]
Ep 079/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:28,  2.04it/s, loss=0.664, pair=0.000, adv=4.712, sprd=0.022]
Ep 079/80 [S3:+sens]:  60%|█▏| 274/453 [02:11<01:23,  2.15it/s, loss=0.664, pair=0.000, adv=4.712, sprd=0.022]
Ep 079/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:23,  2.15it/s, loss=0.617, pair=0.000, adv=4.936, sprd=0.020]
Ep 079/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:26,  2.06it/s, loss=0.617, pair=0.000, adv=4.936, sprd=0.020]
Ep 079/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:26,  2.06it/s, loss=0.660, pair=0.000, adv=5.546, sprd=0.027]
Ep 079/80 [S3:+sens]:  61%|█▏| 276/453 [02:12<01:23,  2.13it/s, loss=0.660, pair=0.000, adv=5.546, sprd=0.027]
Ep 079/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:23,  2.13it/s, loss=0.647, pair=0.000, adv=4.830, sprd=0.020]
Ep 079/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:26,  2.05it/s, loss=0.647, pair=0.000, adv=4.830, sprd=0.020]
Ep 079/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:26,  2.05it/s, loss=0.567, pair=0.000, adv=3.343, sprd=0.013]
Ep 079/80 [S3:+sens]:  61%|█▏| 278/453 [02:13<01:20,  2.18it/s, loss=0.567, pair=0.000, adv=3.343, sprd=0.013]
Ep 079/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:20,  2.18it/s, loss=0.605, pair=0.000, adv=5.511, sprd=0.018]
Ep 079/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:23,  2.09it/s, loss=0.605, pair=0.000, adv=5.511, sprd=0.018]
Ep 079/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:23,  2.09it/s, loss=0.606, pair=0.000, adv=4.814, sprd=0.017]
Ep 079/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.18it/s, loss=0.606, pair=0.000, adv=4.814, sprd=0.017]
Ep 079/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:19,  2.18it/s, loss=0.673, pair=0.000, adv=5.026, sprd=0.030]
Ep 079/80 [S3:+sens]:  62%|█▏| 281/453 [02:14<01:24,  2.05it/s, loss=0.673, pair=0.000, adv=5.026, sprd=0.030]
Ep 079/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:24,  2.05it/s, loss=0.657, pair=0.000, adv=4.247, sprd=0.024]
Ep 079/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:19,  2.16it/s, loss=0.657, pair=0.000, adv=4.247, sprd=0.024]
Ep 079/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:19,  2.16it/s, loss=0.592, pair=0.000, adv=4.573, sprd=0.014]
Ep 079/80 [S3:+sens]:  62%|█▏| 283/453 [02:15<01:22,  2.05it/s, loss=0.592, pair=0.000, adv=4.573, sprd=0.014]
Ep 079/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:22,  2.05it/s, loss=0.655, pair=0.001, adv=5.179, sprd=0.022]
Ep 079/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.16it/s, loss=0.655, pair=0.001, adv=5.179, sprd=0.022]
Ep 079/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:18,  2.16it/s, loss=0.659, pair=0.000, adv=4.394, sprd=0.020]
Ep 079/80 [S3:+sens]:  63%|█▎| 285/453 [02:16<01:20,  2.09it/s, loss=0.659, pair=0.000, adv=4.394, sprd=0.020]
Ep 079/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:20,  2.09it/s, loss=0.641, pair=0.000, adv=4.987, sprd=0.021]
Ep 079/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.20it/s, loss=0.641, pair=0.000, adv=4.987, sprd=0.021]
Ep 079/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:15,  2.20it/s, loss=0.646, pair=0.000, adv=5.143, sprd=0.024]
Ep 079/80 [S3:+sens]:  63%|█▎| 287/453 [02:17<01:24,  1.96it/s, loss=0.646, pair=0.000, adv=5.143, sprd=0.024]
Ep 079/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:24,  1.96it/s, loss=0.649, pair=0.000, adv=4.315, sprd=0.024]
Ep 079/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:19,  2.06it/s, loss=0.649, pair=0.000, adv=4.315, sprd=0.024]
Ep 079/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:19,  2.06it/s, loss=0.633, pair=0.001, adv=5.204, sprd=0.019]
Ep 079/80 [S3:+sens]:  64%|█▎| 289/453 [02:18<01:21,  2.00it/s, loss=0.633, pair=0.001, adv=5.204, sprd=0.019]
Ep 079/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:21,  2.00it/s, loss=0.632, pair=0.000, adv=4.267, sprd=0.022]
Ep 079/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.08it/s, loss=0.632, pair=0.000, adv=4.267, sprd=0.022]
Ep 079/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.08it/s, loss=0.716, pair=0.000, adv=5.530, sprd=0.024]
Ep 079/80 [S3:+sens]:  64%|█▎| 291/453 [02:19<01:20,  2.02it/s, loss=0.716, pair=0.000, adv=5.530, sprd=0.024]
Ep 079/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:20,  2.02it/s, loss=0.650, pair=0.000, adv=4.956, sprd=0.025]
Ep 079/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:16,  2.12it/s, loss=0.650, pair=0.000, adv=4.956, sprd=0.025]
Ep 079/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:16,  2.12it/s, loss=0.637, pair=0.000, adv=5.354, sprd=0.022]
Ep 079/80 [S3:+sens]:  65%|█▎| 293/453 [02:20<01:18,  2.03it/s, loss=0.637, pair=0.000, adv=5.354, sprd=0.022]
Ep 079/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:18,  2.03it/s, loss=0.630, pair=0.000, adv=4.328, sprd=0.018]
Ep 079/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.630, pair=0.000, adv=4.328, sprd=0.018]
Ep 079/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:13,  2.16it/s, loss=0.639, pair=0.000, adv=4.710, sprd=0.019]
Ep 079/80 [S3:+sens]:  65%|█▎| 295/453 [02:21<01:17,  2.05it/s, loss=0.639, pair=0.000, adv=4.710, sprd=0.019]
Ep 079/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:17,  2.05it/s, loss=0.616, pair=0.000, adv=5.721, sprd=0.018]
Ep 079/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.16it/s, loss=0.616, pair=0.000, adv=5.721, sprd=0.018]
Ep 079/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:12,  2.16it/s, loss=0.595, pair=0.000, adv=4.477, sprd=0.016]
Ep 079/80 [S3:+sens]:  66%|█▎| 297/453 [02:22<01:17,  2.02it/s, loss=0.595, pair=0.000, adv=4.477, sprd=0.016]
Ep 079/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:17,  2.02it/s, loss=0.632, pair=0.000, adv=4.723, sprd=0.019]
Ep 079/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:13,  2.12it/s, loss=0.632, pair=0.000, adv=4.723, sprd=0.019]
Ep 079/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:13,  2.12it/s, loss=0.642, pair=0.000, adv=3.883, sprd=0.020]
Ep 079/80 [S3:+sens]:  66%|█▎| 299/453 [02:23<01:16,  2.02it/s, loss=0.642, pair=0.000, adv=3.883, sprd=0.020]
Ep 079/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:16,  2.02it/s, loss=0.626, pair=0.000, adv=5.261, sprd=0.019]
Ep 079/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.13it/s, loss=0.626, pair=0.000, adv=5.261, sprd=0.019]
Ep 079/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.13it/s, loss=0.638, pair=0.000, adv=5.578, sprd=0.023]
Ep 079/80 [S3:+sens]:  66%|█▎| 301/453 [02:24<01:15,  2.02it/s, loss=0.638, pair=0.000, adv=5.578, sprd=0.023]
Ep 079/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:15,  2.02it/s, loss=0.626, pair=0.001, adv=4.269, sprd=0.016]
Ep 079/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:10,  2.14it/s, loss=0.626, pair=0.001, adv=4.269, sprd=0.016]
Ep 079/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:10,  2.14it/s, loss=0.632, pair=0.000, adv=4.027, sprd=0.025]
Ep 079/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.02it/s, loss=0.632, pair=0.000, adv=4.027, sprd=0.025]
Ep 079/80 [S3:+sens]:  67%|█▎| 303/453 [02:25<01:14,  2.02it/s, loss=0.674, pair=0.000, adv=4.194, sprd=0.025]
Ep 079/80 [S3:+sens]:  67%|█▎| 304/453 [02:25<01:09,  2.13it/s, loss=0.674, pair=0.000, adv=4.194, sprd=0.025]
Ep 079/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.13it/s, loss=0.604, pair=0.000, adv=4.286, sprd=0.014]
Ep 079/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.604, pair=0.000, adv=4.286, sprd=0.014]
Ep 079/80 [S3:+sens]:  67%|█▎| 305/453 [02:26<01:12,  2.04it/s, loss=0.652, pair=0.000, adv=4.166, sprd=0.018]
Ep 079/80 [S3:+sens]:  68%|█▎| 306/453 [02:26<01:07,  2.17it/s, loss=0.652, pair=0.000, adv=4.166, sprd=0.018]
Ep 079/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:07,  2.17it/s, loss=0.651, pair=0.000, adv=4.177, sprd=0.024]
Ep 079/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.05it/s, loss=0.651, pair=0.000, adv=4.177, sprd=0.024]
Ep 079/80 [S3:+sens]:  68%|█▎| 307/453 [02:27<01:11,  2.05it/s, loss=0.618, pair=0.000, adv=5.190, sprd=0.018]
Ep 079/80 [S3:+sens]:  68%|█▎| 308/453 [02:27<01:07,  2.15it/s, loss=0.618, pair=0.000, adv=5.190, sprd=0.018]
Ep 079/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:07,  2.15it/s, loss=0.683, pair=0.000, adv=4.771, sprd=0.033]
Ep 079/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.03it/s, loss=0.683, pair=0.000, adv=4.771, sprd=0.033]
Ep 079/80 [S3:+sens]:  68%|█▎| 309/453 [02:28<01:10,  2.03it/s, loss=0.623, pair=0.001, adv=4.906, sprd=0.017]
Ep 079/80 [S3:+sens]:  68%|█▎| 310/453 [02:28<01:05,  2.19it/s, loss=0.623, pair=0.001, adv=4.906, sprd=0.017]
Ep 079/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:05,  2.19it/s, loss=0.635, pair=0.000, adv=4.540, sprd=0.021]
Ep 079/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:12,  1.96it/s, loss=0.635, pair=0.000, adv=4.540, sprd=0.021]
Ep 079/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:12,  1.96it/s, loss=0.632, pair=0.000, adv=4.771, sprd=0.019]
Ep 079/80 [S3:+sens]:  69%|█▍| 312/453 [02:29<01:07,  2.08it/s, loss=0.632, pair=0.000, adv=4.771, sprd=0.019]
Ep 079/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:07,  2.08it/s, loss=0.633, pair=0.000, adv=3.950, sprd=0.023]
Ep 079/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:10,  1.99it/s, loss=0.633, pair=0.000, adv=3.950, sprd=0.023]
Ep 079/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:10,  1.99it/s, loss=0.608, pair=0.000, adv=4.404, sprd=0.017]
Ep 079/80 [S3:+sens]:  69%|█▍| 314/453 [02:30<01:05,  2.12it/s, loss=0.608, pair=0.000, adv=4.404, sprd=0.017]
Ep 079/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:05,  2.12it/s, loss=0.659, pair=0.000, adv=4.297, sprd=0.024]
Ep 079/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.04it/s, loss=0.659, pair=0.000, adv=4.297, sprd=0.024]
Ep 079/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:07,  2.04it/s, loss=0.647, pair=0.000, adv=4.206, sprd=0.021]
Ep 079/80 [S3:+sens]:  70%|█▍| 316/453 [02:31<01:03,  2.15it/s, loss=0.647, pair=0.000, adv=4.206, sprd=0.021]
Ep 079/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:03,  2.15it/s, loss=0.650, pair=0.000, adv=4.411, sprd=0.023]
Ep 079/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:08,  1.99it/s, loss=0.650, pair=0.000, adv=4.411, sprd=0.023]
Ep 079/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:08,  1.99it/s, loss=0.633, pair=0.000, adv=4.425, sprd=0.020]
Ep 079/80 [S3:+sens]:  70%|█▍| 318/453 [02:32<01:04,  2.11it/s, loss=0.633, pair=0.000, adv=4.425, sprd=0.020]
Ep 079/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:04,  2.11it/s, loss=0.598, pair=0.000, adv=4.144, sprd=0.014]
Ep 079/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:07,  2.00it/s, loss=0.598, pair=0.000, adv=4.144, sprd=0.014]
Ep 079/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:07,  2.00it/s, loss=0.622, pair=0.000, adv=4.363, sprd=0.022]
Ep 079/80 [S3:+sens]:  71%|█▍| 320/453 [02:33<01:03,  2.08it/s, loss=0.622, pair=0.000, adv=4.363, sprd=0.022]
Ep 079/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:03,  2.08it/s, loss=0.629, pair=0.000, adv=4.665, sprd=0.019]
Ep 079/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.01it/s, loss=0.629, pair=0.000, adv=4.665, sprd=0.019]
Ep 079/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:05,  2.01it/s, loss=0.627, pair=0.000, adv=5.261, sprd=0.019]
Ep 079/80 [S3:+sens]:  71%|█▍| 322/453 [02:34<01:01,  2.13it/s, loss=0.627, pair=0.000, adv=5.261, sprd=0.019]
Ep 079/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:01,  2.13it/s, loss=0.625, pair=0.000, adv=4.061, sprd=0.017]
Ep 079/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.01it/s, loss=0.625, pair=0.000, adv=4.061, sprd=0.017]
Ep 079/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.01it/s, loss=0.595, pair=0.000, adv=4.339, sprd=0.017]
Ep 079/80 [S3:+sens]:  72%|█▍| 324/453 [02:35<01:01,  2.10it/s, loss=0.595, pair=0.000, adv=4.339, sprd=0.017]
Ep 079/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:01,  2.10it/s, loss=0.630, pair=0.000, adv=5.463, sprd=0.021]
Ep 079/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:03,  2.01it/s, loss=0.630, pair=0.000, adv=5.463, sprd=0.021]
Ep 079/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:03,  2.01it/s, loss=0.614, pair=0.000, adv=3.500, sprd=0.013]
Ep 079/80 [S3:+sens]:  72%|█▍| 326/453 [02:36<00:58,  2.19it/s, loss=0.614, pair=0.000, adv=3.500, sprd=0.013]
Ep 079/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:58,  2.19it/s, loss=0.645, pair=0.000, adv=4.428, sprd=0.019]
Ep 079/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:00,  2.09it/s, loss=0.645, pair=0.000, adv=4.428, sprd=0.019]
Ep 079/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:00,  2.09it/s, loss=0.650, pair=0.000, adv=4.626, sprd=0.026]
Ep 079/80 [S3:+sens]:  72%|█▍| 328/453 [02:37<00:58,  2.14it/s, loss=0.650, pair=0.000, adv=4.626, sprd=0.026]
Ep 079/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:58,  2.14it/s, loss=0.611, pair=0.000, adv=4.390, sprd=0.016]
Ep 079/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.05it/s, loss=0.611, pair=0.000, adv=4.390, sprd=0.016]
Ep 079/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.05it/s, loss=0.631, pair=0.000, adv=6.000, sprd=0.018]
Ep 079/80 [S3:+sens]:  73%|█▍| 330/453 [02:38<00:56,  2.16it/s, loss=0.631, pair=0.000, adv=6.000, sprd=0.018]
Ep 079/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:56,  2.16it/s, loss=0.633, pair=0.000, adv=4.696, sprd=0.019]
Ep 079/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.04it/s, loss=0.633, pair=0.000, adv=4.696, sprd=0.019]
Ep 079/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.04it/s, loss=0.606, pair=0.000, adv=5.542, sprd=0.017]
Ep 079/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:56,  2.14it/s, loss=0.606, pair=0.000, adv=5.542, sprd=0.017]
Ep 079/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:56,  2.14it/s, loss=0.652, pair=0.000, adv=5.004, sprd=0.026]
Ep 079/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.02it/s, loss=0.652, pair=0.000, adv=5.004, sprd=0.026]
Ep 079/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:59,  2.02it/s, loss=0.617, pair=0.000, adv=5.409, sprd=0.020]
Ep 079/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:56,  2.11it/s, loss=0.617, pair=0.000, adv=5.409, sprd=0.020]
Ep 079/80 [S3:+sens]:  74%|█▍| 334/453 [02:41<00:56,  2.11it/s, loss=0.580, pair=0.000, adv=5.086, sprd=0.013]
Ep 079/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:59,  2.00it/s, loss=0.580, pair=0.000, adv=5.086, sprd=0.013]
Ep 079/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:59,  2.00it/s, loss=0.623, pair=0.000, adv=3.937, sprd=0.017]
Ep 079/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:55,  2.11it/s, loss=0.623, pair=0.000, adv=3.937, sprd=0.017]
Ep 079/80 [S3:+sens]:  74%|█▍| 336/453 [02:42<00:55,  2.11it/s, loss=0.651, pair=0.002, adv=3.973, sprd=0.022]
Ep 079/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  1.98it/s, loss=0.651, pair=0.002, adv=3.973, sprd=0.022]
Ep 079/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  1.98it/s, loss=0.659, pair=0.000, adv=4.577, sprd=0.024]
Ep 079/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:55,  2.09it/s, loss=0.659, pair=0.000, adv=4.577, sprd=0.024]
Ep 079/80 [S3:+sens]:  75%|█▍| 338/453 [02:43<00:55,  2.09it/s, loss=0.634, pair=0.000, adv=5.470, sprd=0.025]
Ep 079/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<01:00,  1.90it/s, loss=0.634, pair=0.000, adv=5.470, sprd=0.025]
Ep 079/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<01:00,  1.90it/s, loss=0.632, pair=0.001, adv=4.481, sprd=0.022]
Ep 079/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:56,  2.01it/s, loss=0.632, pair=0.001, adv=4.481, sprd=0.022]
Ep 079/80 [S3:+sens]:  75%|█▌| 340/453 [02:44<00:56,  2.01it/s, loss=0.704, pair=0.000, adv=5.552, sprd=0.026]
Ep 079/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:57,  1.96it/s, loss=0.704, pair=0.000, adv=5.552, sprd=0.026]
Ep 079/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:57,  1.96it/s, loss=0.648, pair=0.000, adv=5.407, sprd=0.026]
Ep 079/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:54,  2.05it/s, loss=0.648, pair=0.000, adv=5.407, sprd=0.026]
Ep 079/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:54,  2.05it/s, loss=0.669, pair=0.000, adv=4.895, sprd=0.024]
Ep 079/80 [S3:+sens]:  76%|█▌| 343/453 [02:44<00:55,  2.00it/s, loss=0.669, pair=0.000, adv=4.895, sprd=0.024]
Ep 079/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:55,  2.00it/s, loss=0.647, pair=0.000, adv=4.936, sprd=0.025]
Ep 079/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:52,  2.09it/s, loss=0.647, pair=0.000, adv=4.936, sprd=0.025]
Ep 079/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:52,  2.09it/s, loss=0.648, pair=0.000, adv=5.257, sprd=0.024]
Ep 079/80 [S3:+sens]:  76%|█▌| 345/453 [02:45<00:54,  2.00it/s, loss=0.648, pair=0.000, adv=5.257, sprd=0.024]
Ep 079/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:54,  2.00it/s, loss=0.640, pair=0.000, adv=4.039, sprd=0.025]
Ep 079/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:51,  2.07it/s, loss=0.640, pair=0.000, adv=4.039, sprd=0.025]
Ep 079/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:51,  2.07it/s, loss=0.636, pair=0.000, adv=4.376, sprd=0.019]
Ep 079/80 [S3:+sens]:  77%|█▌| 347/453 [02:46<00:51,  2.05it/s, loss=0.636, pair=0.000, adv=4.376, sprd=0.019]
Ep 079/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:51,  2.05it/s, loss=0.628, pair=0.000, adv=4.921, sprd=0.016]
Ep 079/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:48,  2.17it/s, loss=0.628, pair=0.000, adv=4.921, sprd=0.016]
Ep 079/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:48,  2.17it/s, loss=0.661, pair=0.000, adv=5.086, sprd=0.024]
Ep 079/80 [S3:+sens]:  77%|█▌| 349/453 [02:47<00:50,  2.07it/s, loss=0.661, pair=0.000, adv=5.086, sprd=0.024]
Ep 079/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:50,  2.07it/s, loss=0.634, pair=0.000, adv=4.787, sprd=0.019]
Ep 079/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:47,  2.18it/s, loss=0.634, pair=0.000, adv=4.787, sprd=0.019]
Ep 079/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:47,  2.18it/s, loss=0.648, pair=0.000, adv=5.024, sprd=0.026]
Ep 079/80 [S3:+sens]:  77%|█▌| 351/453 [02:48<00:49,  2.05it/s, loss=0.648, pair=0.000, adv=5.024, sprd=0.026]
Ep 079/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:49,  2.05it/s, loss=0.622, pair=0.000, adv=4.025, sprd=0.016]
Ep 079/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.18it/s, loss=0.622, pair=0.000, adv=4.025, sprd=0.016]
Ep 079/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:46,  2.18it/s, loss=0.642, pair=0.000, adv=5.497, sprd=0.024]
Ep 079/80 [S3:+sens]:  78%|█▌| 353/453 [02:49<00:48,  2.07it/s, loss=0.642, pair=0.000, adv=5.497, sprd=0.024]
Ep 079/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.07it/s, loss=0.653, pair=0.000, adv=4.450, sprd=0.022]
Ep 079/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:45,  2.17it/s, loss=0.653, pair=0.000, adv=4.450, sprd=0.022]
Ep 079/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:45,  2.17it/s, loss=0.627, pair=0.000, adv=5.259, sprd=0.019]
Ep 079/80 [S3:+sens]:  78%|█▌| 355/453 [02:50<00:47,  2.07it/s, loss=0.627, pair=0.000, adv=5.259, sprd=0.019]
Ep 079/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:47,  2.07it/s, loss=0.581, pair=0.000, adv=4.299, sprd=0.012]
Ep 079/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:44,  2.19it/s, loss=0.581, pair=0.000, adv=4.299, sprd=0.012]
Ep 079/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:44,  2.19it/s, loss=0.653, pair=0.000, adv=5.565, sprd=0.024]
Ep 079/80 [S3:+sens]:  79%|█▌| 357/453 [02:51<00:46,  2.08it/s, loss=0.653, pair=0.000, adv=5.565, sprd=0.024]
Ep 079/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:46,  2.08it/s, loss=0.620, pair=0.000, adv=4.496, sprd=0.017]
Ep 079/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:43,  2.18it/s, loss=0.620, pair=0.000, adv=4.496, sprd=0.017]
Ep 079/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:43,  2.18it/s, loss=0.671, pair=0.000, adv=4.455, sprd=0.028]
Ep 079/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.08it/s, loss=0.671, pair=0.000, adv=4.455, sprd=0.028]
Ep 079/80 [S3:+sens]:  79%|█▌| 359/453 [02:52<00:45,  2.08it/s, loss=0.648, pair=0.002, adv=3.981, sprd=0.024]
Ep 079/80 [S3:+sens]:  79%|█▌| 360/453 [02:52<00:43,  2.16it/s, loss=0.648, pair=0.002, adv=3.981, sprd=0.024]
Ep 079/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.16it/s, loss=0.672, pair=0.000, adv=4.738, sprd=0.024]
Ep 079/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.06it/s, loss=0.672, pair=0.000, adv=4.738, sprd=0.024]
Ep 079/80 [S3:+sens]:  80%|█▌| 361/453 [02:53<00:44,  2.06it/s, loss=0.639, pair=0.000, adv=5.543, sprd=0.020]
Ep 079/80 [S3:+sens]:  80%|█▌| 362/453 [02:53<00:42,  2.16it/s, loss=0.639, pair=0.000, adv=5.543, sprd=0.020]
Ep 079/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.16it/s, loss=0.645, pair=0.000, adv=4.291, sprd=0.027]
Ep 079/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:45,  1.99it/s, loss=0.645, pair=0.000, adv=4.291, sprd=0.027]
Ep 079/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:45,  1.99it/s, loss=0.623, pair=0.000, adv=4.641, sprd=0.019]
Ep 079/80 [S3:+sens]:  80%|█▌| 364/453 [02:54<00:42,  2.08it/s, loss=0.623, pair=0.000, adv=4.641, sprd=0.019]
Ep 079/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:42,  2.08it/s, loss=0.635, pair=0.000, adv=3.489, sprd=0.019]
Ep 079/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:43,  2.01it/s, loss=0.635, pair=0.000, adv=3.489, sprd=0.019]
Ep 079/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:43,  2.01it/s, loss=0.592, pair=0.000, adv=4.088, sprd=0.013]
Ep 079/80 [S3:+sens]:  81%|█▌| 366/453 [02:55<00:40,  2.14it/s, loss=0.592, pair=0.000, adv=4.088, sprd=0.013]
Ep 079/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:40,  2.14it/s, loss=0.620, pair=0.000, adv=4.530, sprd=0.019]
Ep 079/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:44,  1.93it/s, loss=0.620, pair=0.000, adv=4.530, sprd=0.019]
Ep 079/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:44,  1.93it/s, loss=0.645, pair=0.000, adv=4.518, sprd=0.023]
Ep 079/80 [S3:+sens]:  81%|█▌| 368/453 [02:56<00:41,  2.04it/s, loss=0.645, pair=0.000, adv=4.518, sprd=0.023]
Ep 079/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:41,  2.04it/s, loss=0.644, pair=0.000, adv=5.109, sprd=0.020]
Ep 079/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.02it/s, loss=0.644, pair=0.000, adv=5.109, sprd=0.020]
Ep 079/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.02it/s, loss=0.664, pair=0.000, adv=4.814, sprd=0.028]
Ep 079/80 [S3:+sens]:  82%|█▋| 370/453 [02:57<00:39,  2.09it/s, loss=0.664, pair=0.000, adv=4.814, sprd=0.028]
Ep 079/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:39,  2.09it/s, loss=0.638, pair=0.000, adv=5.221, sprd=0.018]
Ep 079/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:40,  2.04it/s, loss=0.638, pair=0.000, adv=5.221, sprd=0.018]
Ep 079/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:40,  2.04it/s, loss=0.682, pair=0.000, adv=5.651, sprd=0.027]
Ep 079/80 [S3:+sens]:  82%|█▋| 372/453 [02:58<00:37,  2.14it/s, loss=0.682, pair=0.000, adv=5.651, sprd=0.027]
Ep 079/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.14it/s, loss=0.657, pair=0.000, adv=4.711, sprd=0.024]
Ep 079/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:39,  2.02it/s, loss=0.657, pair=0.000, adv=4.711, sprd=0.024]
Ep 079/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:39,  2.02it/s, loss=0.596, pair=0.000, adv=3.649, sprd=0.017]
Ep 079/80 [S3:+sens]:  83%|█▋| 374/453 [02:59<00:37,  2.13it/s, loss=0.596, pair=0.000, adv=3.649, sprd=0.017]
Ep 079/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:37,  2.13it/s, loss=0.594, pair=0.000, adv=4.174, sprd=0.015]
Ep 079/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:37,  2.07it/s, loss=0.594, pair=0.000, adv=4.174, sprd=0.015]
Ep 079/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:37,  2.07it/s, loss=0.647, pair=0.000, adv=4.709, sprd=0.019]
Ep 079/80 [S3:+sens]:  83%|█▋| 376/453 [03:00<00:35,  2.19it/s, loss=0.647, pair=0.000, adv=4.709, sprd=0.019]
Ep 079/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:35,  2.19it/s, loss=0.648, pair=0.000, adv=4.428, sprd=0.022]
Ep 079/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.08it/s, loss=0.648, pair=0.000, adv=4.428, sprd=0.022]
Ep 079/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:36,  2.08it/s, loss=0.640, pair=0.000, adv=5.488, sprd=0.023]
Ep 079/80 [S3:+sens]:  83%|█▋| 378/453 [03:01<00:35,  2.14it/s, loss=0.640, pair=0.000, adv=5.488, sprd=0.023]
Ep 079/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:35,  2.14it/s, loss=0.617, pair=0.000, adv=5.107, sprd=0.020]
Ep 079/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:35,  2.06it/s, loss=0.617, pair=0.000, adv=5.107, sprd=0.020]
Ep 079/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:35,  2.06it/s, loss=0.611, pair=0.002, adv=4.770, sprd=0.019]
Ep 079/80 [S3:+sens]:  84%|█▋| 380/453 [03:02<00:33,  2.15it/s, loss=0.611, pair=0.002, adv=4.770, sprd=0.019]
Ep 079/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:33,  2.15it/s, loss=0.662, pair=0.000, adv=4.164, sprd=0.026]
Ep 079/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.05it/s, loss=0.662, pair=0.000, adv=4.164, sprd=0.026]
Ep 079/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:35,  2.05it/s, loss=0.613, pair=0.000, adv=4.223, sprd=0.016]
Ep 079/80 [S3:+sens]:  84%|█▋| 382/453 [03:03<00:32,  2.16it/s, loss=0.613, pair=0.000, adv=4.223, sprd=0.016]
Ep 079/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:32,  2.16it/s, loss=0.611, pair=0.000, adv=5.017, sprd=0.016]
Ep 079/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:33,  2.08it/s, loss=0.611, pair=0.000, adv=5.017, sprd=0.016]
Ep 079/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:33,  2.08it/s, loss=0.645, pair=0.000, adv=4.692, sprd=0.023]
Ep 079/80 [S3:+sens]:  85%|█▋| 384/453 [03:04<00:31,  2.16it/s, loss=0.645, pair=0.000, adv=4.692, sprd=0.023]
Ep 079/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:31,  2.16it/s, loss=0.640, pair=0.000, adv=4.688, sprd=0.022]
Ep 079/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:32,  2.09it/s, loss=0.640, pair=0.000, adv=4.688, sprd=0.022]
Ep 079/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:32,  2.09it/s, loss=0.659, pair=0.000, adv=5.576, sprd=0.026]
Ep 079/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.15it/s, loss=0.659, pair=0.000, adv=5.576, sprd=0.026]
Ep 079/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.15it/s, loss=0.606, pair=0.000, adv=5.030, sprd=0.014]
Ep 079/80 [S3:+sens]:  85%|█▋| 387/453 [03:05<00:31,  2.11it/s, loss=0.606, pair=0.000, adv=5.030, sprd=0.014]
Ep 079/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:31,  2.11it/s, loss=0.590, pair=0.000, adv=4.164, sprd=0.015]
Ep 079/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:29,  2.19it/s, loss=0.590, pair=0.000, adv=4.164, sprd=0.015]
Ep 079/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:29,  2.19it/s, loss=0.676, pair=0.000, adv=4.759, sprd=0.022]
Ep 079/80 [S3:+sens]:  86%|█▋| 389/453 [03:06<00:30,  2.08it/s, loss=0.676, pair=0.000, adv=4.759, sprd=0.022]
Ep 079/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:30,  2.08it/s, loss=0.643, pair=0.001, adv=5.288, sprd=0.023]
Ep 079/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:28,  2.17it/s, loss=0.643, pair=0.001, adv=5.288, sprd=0.023]
Ep 079/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:28,  2.17it/s, loss=0.654, pair=0.000, adv=5.388, sprd=0.026]
Ep 079/80 [S3:+sens]:  86%|█▋| 391/453 [03:07<00:29,  2.08it/s, loss=0.654, pair=0.000, adv=5.388, sprd=0.026]
Ep 079/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:29,  2.08it/s, loss=0.626, pair=0.000, adv=5.994, sprd=0.020]
Ep 079/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.18it/s, loss=0.626, pair=0.000, adv=5.994, sprd=0.020]
Ep 079/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:28,  2.18it/s, loss=0.611, pair=0.000, adv=3.888, sprd=0.017]
Ep 079/80 [S3:+sens]:  87%|█▋| 393/453 [03:08<00:28,  2.10it/s, loss=0.611, pair=0.000, adv=3.888, sprd=0.017]
Ep 079/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:28,  2.10it/s, loss=0.684, pair=0.000, adv=4.729, sprd=0.028]
Ep 079/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:26,  2.19it/s, loss=0.684, pair=0.000, adv=4.729, sprd=0.028]
Ep 079/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:26,  2.19it/s, loss=0.651, pair=0.000, adv=4.878, sprd=0.022]
Ep 079/80 [S3:+sens]:  87%|█▋| 395/453 [03:09<00:27,  2.08it/s, loss=0.651, pair=0.000, adv=4.878, sprd=0.022]
Ep 079/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:27,  2.08it/s, loss=0.640, pair=0.000, adv=4.558, sprd=0.018]
Ep 079/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:25,  2.22it/s, loss=0.640, pair=0.000, adv=4.558, sprd=0.018]
Ep 079/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:25,  2.22it/s, loss=0.588, pair=0.002, adv=4.938, sprd=0.014]
Ep 079/80 [S3:+sens]:  88%|█▊| 397/453 [03:10<00:27,  2.02it/s, loss=0.588, pair=0.002, adv=4.938, sprd=0.014]
Ep 079/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:27,  2.02it/s, loss=0.634, pair=0.000, adv=4.957, sprd=0.019]
Ep 079/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.15it/s, loss=0.634, pair=0.000, adv=4.957, sprd=0.019]
Ep 079/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.15it/s, loss=0.660, pair=0.000, adv=4.894, sprd=0.025]
Ep 079/80 [S3:+sens]:  88%|█▊| 399/453 [03:11<00:26,  2.05it/s, loss=0.660, pair=0.000, adv=4.894, sprd=0.025]
Ep 079/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.05it/s, loss=0.684, pair=0.000, adv=4.654, sprd=0.030]
Ep 079/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.12it/s, loss=0.684, pair=0.000, adv=4.654, sprd=0.030]
Ep 079/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.12it/s, loss=0.606, pair=0.000, adv=4.589, sprd=0.018]
Ep 079/80 [S3:+sens]:  89%|█▊| 401/453 [03:12<00:25,  2.01it/s, loss=0.606, pair=0.000, adv=4.589, sprd=0.018]
Ep 079/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.01it/s, loss=0.595, pair=0.000, adv=3.761, sprd=0.014]
Ep 079/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.14it/s, loss=0.595, pair=0.000, adv=3.761, sprd=0.014]
Ep 079/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.14it/s, loss=0.659, pair=0.000, adv=5.017, sprd=0.026]
Ep 079/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.04it/s, loss=0.659, pair=0.000, adv=5.017, sprd=0.026]
Ep 079/80 [S3:+sens]:  89%|█▊| 403/453 [03:13<00:24,  2.04it/s, loss=0.600, pair=0.000, adv=4.758, sprd=0.012]
Ep 079/80 [S3:+sens]:  89%|█▊| 404/453 [03:13<00:22,  2.19it/s, loss=0.600, pair=0.000, adv=4.758, sprd=0.012]
Ep 079/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.19it/s, loss=0.630, pair=0.000, adv=3.912, sprd=0.017]
Ep 079/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:22,  2.09it/s, loss=0.630, pair=0.000, adv=3.912, sprd=0.017]
Ep 079/80 [S3:+sens]:  89%|█▊| 405/453 [03:14<00:22,  2.09it/s, loss=0.690, pair=0.000, adv=5.277, sprd=0.032]
Ep 079/80 [S3:+sens]:  90%|█▊| 406/453 [03:14<00:21,  2.15it/s, loss=0.690, pair=0.000, adv=5.277, sprd=0.032]
Ep 079/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.15it/s, loss=0.680, pair=0.000, adv=4.306, sprd=0.028]
Ep 079/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.03it/s, loss=0.680, pair=0.000, adv=4.306, sprd=0.028]
Ep 079/80 [S3:+sens]:  90%|█▊| 407/453 [03:15<00:22,  2.03it/s, loss=0.625, pair=0.000, adv=5.253, sprd=0.020]
Ep 079/80 [S3:+sens]:  90%|█▊| 408/453 [03:15<00:21,  2.13it/s, loss=0.625, pair=0.000, adv=5.253, sprd=0.020]
Ep 079/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:21,  2.13it/s, loss=0.613, pair=0.000, adv=4.566, sprd=0.018]
Ep 079/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.02it/s, loss=0.613, pair=0.000, adv=4.566, sprd=0.018]
Ep 079/80 [S3:+sens]:  90%|█▊| 409/453 [03:16<00:21,  2.02it/s, loss=0.596, pair=0.000, adv=4.808, sprd=0.017]
Ep 079/80 [S3:+sens]:  91%|█▊| 410/453 [03:16<00:20,  2.12it/s, loss=0.596, pair=0.000, adv=4.808, sprd=0.017]
Ep 079/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:20,  2.12it/s, loss=0.593, pair=0.000, adv=4.532, sprd=0.013]
Ep 079/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.03it/s, loss=0.593, pair=0.000, adv=4.532, sprd=0.013]
Ep 079/80 [S3:+sens]:  91%|█▊| 411/453 [03:17<00:20,  2.03it/s, loss=0.656, pair=0.000, adv=4.237, sprd=0.021]
Ep 079/80 [S3:+sens]:  91%|█▊| 412/453 [03:17<00:19,  2.14it/s, loss=0.656, pair=0.000, adv=4.237, sprd=0.021]
Ep 079/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:19,  2.14it/s, loss=0.675, pair=0.000, adv=5.016, sprd=0.028]
Ep 079/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.05it/s, loss=0.675, pair=0.000, adv=5.016, sprd=0.028]
Ep 079/80 [S3:+sens]:  91%|█▊| 413/453 [03:18<00:19,  2.05it/s, loss=0.685, pair=0.000, adv=5.029, sprd=0.033]
Ep 079/80 [S3:+sens]:  91%|█▊| 414/453 [03:18<00:18,  2.11it/s, loss=0.685, pair=0.000, adv=5.029, sprd=0.033]
Ep 079/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.11it/s, loss=0.648, pair=0.000, adv=6.259, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.03it/s, loss=0.648, pair=0.000, adv=6.259, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.03it/s, loss=0.664, pair=0.000, adv=4.921, sprd=0.028]
Ep 079/80 [S3:+sens]:  92%|█▊| 416/453 [03:19<00:17,  2.10it/s, loss=0.664, pair=0.000, adv=4.921, sprd=0.028]
Ep 079/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.10it/s, loss=0.622, pair=0.000, adv=4.007, sprd=0.017]
Ep 079/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.03it/s, loss=0.622, pair=0.000, adv=4.007, sprd=0.017]
Ep 079/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.03it/s, loss=0.667, pair=0.000, adv=5.566, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 418/453 [03:20<00:16,  2.14it/s, loss=0.667, pair=0.000, adv=5.566, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.14it/s, loss=0.639, pair=0.000, adv=5.445, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.05it/s, loss=0.639, pair=0.000, adv=5.445, sprd=0.023]
Ep 079/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.05it/s, loss=0.637, pair=0.000, adv=4.311, sprd=0.017]
Ep 079/80 [S3:+sens]:  93%|█▊| 420/453 [03:21<00:15,  2.16it/s, loss=0.637, pair=0.000, adv=4.311, sprd=0.017]
Ep 079/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.16it/s, loss=0.623, pair=0.000, adv=4.522, sprd=0.015]
Ep 079/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.00it/s, loss=0.623, pair=0.000, adv=4.522, sprd=0.015]
Ep 079/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.00it/s, loss=0.638, pair=0.000, adv=4.496, sprd=0.018]
Ep 079/80 [S3:+sens]:  93%|█▊| 422/453 [03:22<00:14,  2.11it/s, loss=0.638, pair=0.000, adv=4.496, sprd=0.018]
Ep 079/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.11it/s, loss=0.646, pair=0.000, adv=5.117, sprd=0.024]
Ep 079/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.03it/s, loss=0.646, pair=0.000, adv=5.117, sprd=0.024]
Ep 079/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.03it/s, loss=0.604, pair=0.000, adv=3.616, sprd=0.017]
Ep 079/80 [S3:+sens]:  94%|█▊| 424/453 [03:23<00:13,  2.14it/s, loss=0.604, pair=0.000, adv=3.616, sprd=0.017]
Ep 079/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.14it/s, loss=0.671, pair=0.003, adv=5.762, sprd=0.023]
Ep 079/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.07it/s, loss=0.671, pair=0.003, adv=5.762, sprd=0.023]
Ep 079/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.07it/s, loss=0.628, pair=0.000, adv=4.549, sprd=0.018]
Ep 079/80 [S3:+sens]:  94%|█▉| 426/453 [03:24<00:12,  2.18it/s, loss=0.628, pair=0.000, adv=4.549, sprd=0.018]
Ep 079/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.18it/s, loss=0.671, pair=0.000, adv=5.090, sprd=0.027]
Ep 079/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.08it/s, loss=0.671, pair=0.000, adv=5.090, sprd=0.027]
Ep 079/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.08it/s, loss=0.620, pair=0.000, adv=4.054, sprd=0.015]
Ep 079/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.22it/s, loss=0.620, pair=0.000, adv=4.054, sprd=0.015]
Ep 079/80 [S3:+sens]:  94%|█▉| 428/453 [03:25<00:11,  2.22it/s, loss=0.654, pair=0.000, adv=4.662, sprd=0.023]
Ep 079/80 [S3:+sens]:  95%|█▉| 429/453 [03:25<00:11,  2.10it/s, loss=0.654, pair=0.000, adv=4.662, sprd=0.023]
Ep 079/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.10it/s, loss=0.629, pair=0.000, adv=5.237, sprd=0.022]
Ep 079/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.18it/s, loss=0.629, pair=0.000, adv=5.237, sprd=0.022]
Ep 079/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.18it/s, loss=0.608, pair=0.000, adv=4.367, sprd=0.017]
Ep 079/80 [S3:+sens]:  95%|█▉| 431/453 [03:26<00:10,  2.06it/s, loss=0.608, pair=0.000, adv=4.367, sprd=0.017]
Ep 079/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:10,  2.06it/s, loss=0.619, pair=0.000, adv=4.285, sprd=0.015]
Ep 079/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.20it/s, loss=0.619, pair=0.000, adv=4.285, sprd=0.015]
Ep 079/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.20it/s, loss=0.613, pair=0.000, adv=4.415, sprd=0.015]
Ep 079/80 [S3:+sens]:  96%|█▉| 433/453 [03:27<00:09,  2.07it/s, loss=0.613, pair=0.000, adv=4.415, sprd=0.015]
Ep 079/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.07it/s, loss=0.649, pair=0.000, adv=4.450, sprd=0.024]
Ep 079/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.14it/s, loss=0.649, pair=0.000, adv=4.450, sprd=0.024]
Ep 079/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.14it/s, loss=0.607, pair=0.003, adv=5.022, sprd=0.018]
Ep 079/80 [S3:+sens]:  96%|█▉| 435/453 [03:28<00:08,  2.05it/s, loss=0.607, pair=0.003, adv=5.022, sprd=0.018]
Ep 079/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.05it/s, loss=0.612, pair=0.000, adv=4.916, sprd=0.019]
Ep 079/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.14it/s, loss=0.612, pair=0.000, adv=4.916, sprd=0.019]
Ep 079/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.14it/s, loss=0.636, pair=0.001, adv=5.190, sprd=0.018]
Ep 079/80 [S3:+sens]:  96%|█▉| 437/453 [03:29<00:07,  2.07it/s, loss=0.636, pair=0.001, adv=5.190, sprd=0.018]
Ep 079/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.07it/s, loss=0.657, pair=0.000, adv=4.842, sprd=0.022]
Ep 079/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.17it/s, loss=0.657, pair=0.000, adv=4.842, sprd=0.022]
Ep 079/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.17it/s, loss=0.643, pair=0.000, adv=5.525, sprd=0.021]
Ep 079/80 [S3:+sens]:  97%|█▉| 439/453 [03:30<00:06,  2.07it/s, loss=0.643, pair=0.000, adv=5.525, sprd=0.021]
Ep 079/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.07it/s, loss=0.678, pair=0.000, adv=5.103, sprd=0.026]
Ep 079/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:05,  2.18it/s, loss=0.678, pair=0.000, adv=5.103, sprd=0.026]
Ep 079/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:05,  2.18it/s, loss=0.655, pair=0.000, adv=4.511, sprd=0.023]
Ep 079/80 [S3:+sens]:  97%|█▉| 441/453 [03:31<00:05,  2.08it/s, loss=0.655, pair=0.000, adv=4.511, sprd=0.023]
Ep 079/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.08it/s, loss=0.599, pair=0.000, adv=5.569, sprd=0.015]
Ep 079/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:04,  2.22it/s, loss=0.599, pair=0.000, adv=5.569, sprd=0.015]
Ep 079/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:04,  2.22it/s, loss=0.584, pair=0.000, adv=3.999, sprd=0.013]
Ep 079/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.15it/s, loss=0.584, pair=0.000, adv=3.999, sprd=0.013]
Ep 079/80 [S3:+sens]:  98%|█▉| 443/453 [03:32<00:04,  2.15it/s, loss=0.662, pair=0.000, adv=4.403, sprd=0.027]
Ep 079/80 [S3:+sens]:  98%|█▉| 444/453 [03:32<00:04,  2.19it/s, loss=0.662, pair=0.000, adv=4.403, sprd=0.027]
Ep 079/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.19it/s, loss=0.719, pair=0.000, adv=5.013, sprd=0.023]
Ep 079/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.12it/s, loss=0.719, pair=0.000, adv=5.013, sprd=0.023]
Ep 079/80 [S3:+sens]:  98%|█▉| 445/453 [03:33<00:03,  2.12it/s, loss=0.634, pair=0.000, adv=5.460, sprd=0.023]
Ep 079/80 [S3:+sens]:  98%|█▉| 446/453 [03:33<00:03,  2.18it/s, loss=0.634, pair=0.000, adv=5.460, sprd=0.023]
Ep 079/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.18it/s, loss=0.725, pair=0.000, adv=5.126, sprd=0.027]
Ep 079/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.08it/s, loss=0.725, pair=0.000, adv=5.126, sprd=0.027]
Ep 079/80 [S3:+sens]:  99%|█▉| 447/453 [03:34<00:02,  2.08it/s, loss=0.676, pair=0.000, adv=4.297, sprd=0.028]
Ep 079/80 [S3:+sens]:  99%|█▉| 448/453 [03:34<00:02,  2.16it/s, loss=0.676, pair=0.000, adv=4.297, sprd=0.028]
Ep 079/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.16it/s, loss=0.623, pair=0.000, adv=4.199, sprd=0.017]
Ep 079/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:02,  1.98it/s, loss=0.623, pair=0.000, adv=4.199, sprd=0.017]
Ep 079/80 [S3:+sens]:  99%|█▉| 449/453 [03:35<00:02,  1.98it/s, loss=0.622, pair=0.003, adv=3.859, sprd=0.018]
Ep 079/80 [S3:+sens]:  99%|█▉| 450/453 [03:35<00:01,  2.11it/s, loss=0.622, pair=0.003, adv=3.859, sprd=0.018]
Ep 079/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.11it/s, loss=0.610, pair=0.000, adv=3.940, sprd=0.019]
Ep 079/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.01it/s, loss=0.610, pair=0.000, adv=3.940, sprd=0.019]
Ep 079/80 [S3:+sens]: 100%|█▉| 451/453 [03:36<00:00,  2.01it/s, loss=0.664, pair=0.001, adv=4.137, sprd=0.027]
Ep 079/80 [S3:+sens]: 100%|█▉| 452/453 [03:36<00:00,  2.10it/s, loss=0.664, pair=0.001, adv=4.137, sprd=0.027]
Ep 079/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.10it/s, loss=0.627, pair=0.000, adv=5.124, sprd=0.017]
Ep 079/80 [S3:+sens]: 100%|██| 453/453 [03:37<00:00,  2.03it/s, loss=0.627, pair=0.000, adv=5.124, sprd=0.017]
                                                                                                              
Epoch 079/80 [S3:+sens]  loss=0.6389  mat=0.2671  sens=1.0425  pair=0.0039  adv=4.7313(rand=3.47)  deg=0.0050  orth=0.0009  spread=0.0208  q_mean=52.1  q_std=19.1  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.15e-06  217s

Ep 080/80 [S3:+sens]:   0%|                                                           | 0/453 [00:00<?, ?it/s]
Ep 080/80 [S3:+sens]:   0%|            | 0/453 [00:01<?, ?it/s, loss=0.615, pair=0.000, adv=4.560, sprd=0.018]
Ep 080/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:29,  1.13s/it, loss=0.615, pair=0.000, adv=4.560, sprd=0.018]
Ep 080/80 [S3:+sens]:   0%|    | 1/453 [00:01<08:29,  1.13s/it, loss=0.681, pair=0.000, adv=6.363, sprd=0.031]
Ep 080/80 [S3:+sens]:   0%|    | 2/453 [00:01<05:23,  1.39it/s, loss=0.681, pair=0.000, adv=6.363, sprd=0.031]
Ep 080/80 [S3:+sens]:   0%|    | 2/453 [00:02<05:23,  1.39it/s, loss=0.565, pair=0.000, adv=4.349, sprd=0.012]
Ep 080/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:51,  1.54it/s, loss=0.565, pair=0.000, adv=4.349, sprd=0.012]
Ep 080/80 [S3:+sens]:   1%|    | 3/453 [00:02<04:51,  1.54it/s, loss=0.634, pair=0.001, adv=4.052, sprd=0.020]
Ep 080/80 [S3:+sens]:   1%|    | 4/453 [00:02<04:10,  1.79it/s, loss=0.634, pair=0.001, adv=4.052, sprd=0.020]
Ep 080/80 [S3:+sens]:   1%|    | 4/453 [00:03<04:10,  1.79it/s, loss=0.626, pair=0.000, adv=4.694, sprd=0.022]
Ep 080/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:07,  1.81it/s, loss=0.626, pair=0.000, adv=4.694, sprd=0.022]
Ep 080/80 [S3:+sens]:   1%|    | 5/453 [00:03<04:07,  1.81it/s, loss=0.649, pair=0.003, adv=5.369, sprd=0.023]
Ep 080/80 [S3:+sens]:   1%|    | 6/453 [00:03<03:45,  1.99it/s, loss=0.649, pair=0.003, adv=5.369, sprd=0.023]
Ep 080/80 [S3:+sens]:   1%|    | 6/453 [00:04<03:45,  1.99it/s, loss=0.638, pair=0.000, adv=4.942, sprd=0.022]
Ep 080/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:50,  1.94it/s, loss=0.638, pair=0.000, adv=4.942, sprd=0.022]
Ep 080/80 [S3:+sens]:   2%|    | 7/453 [00:04<03:50,  1.94it/s, loss=0.619, pair=0.000, adv=4.903, sprd=0.019]
Ep 080/80 [S3:+sens]:   2%|    | 8/453 [00:04<03:36,  2.06it/s, loss=0.619, pair=0.000, adv=4.903, sprd=0.019]
Ep 080/80 [S3:+sens]:   2%|    | 8/453 [00:05<03:36,  2.06it/s, loss=0.653, pair=0.000, adv=4.599, sprd=0.026]
Ep 080/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.99it/s, loss=0.653, pair=0.000, adv=4.599, sprd=0.026]
Ep 080/80 [S3:+sens]:   2%|    | 9/453 [00:05<03:43,  1.99it/s, loss=0.632, pair=0.001, adv=4.904, sprd=0.021]
Ep 080/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.11it/s, loss=0.632, pair=0.001, adv=4.904, sprd=0.021]
Ep 080/80 [S3:+sens]:   2%|   | 10/453 [00:05<03:30,  2.11it/s, loss=0.628, pair=0.000, adv=4.696, sprd=0.018]
Ep 080/80 [S3:+sens]:   2%|   | 11/453 [00:05<03:37,  2.04it/s, loss=0.628, pair=0.000, adv=4.696, sprd=0.018]
Ep 080/80 [S3:+sens]:   2%|   | 11/453 [00:06<03:37,  2.04it/s, loss=0.651, pair=0.000, adv=4.876, sprd=0.025]
Ep 080/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.12it/s, loss=0.651, pair=0.000, adv=4.876, sprd=0.025]
Ep 080/80 [S3:+sens]:   3%|   | 12/453 [00:06<03:27,  2.12it/s, loss=0.630, pair=0.000, adv=5.427, sprd=0.021]
Ep 080/80 [S3:+sens]:   3%|   | 13/453 [00:06<03:36,  2.03it/s, loss=0.630, pair=0.000, adv=5.427, sprd=0.021]
Ep 080/80 [S3:+sens]:   3%|   | 13/453 [00:07<03:36,  2.03it/s, loss=0.631, pair=0.000, adv=5.268, sprd=0.018]
Ep 080/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:23,  2.16it/s, loss=0.631, pair=0.000, adv=5.268, sprd=0.018]
Ep 080/80 [S3:+sens]:   3%|   | 14/453 [00:07<03:23,  2.16it/s, loss=0.666, pair=0.000, adv=5.353, sprd=0.022]
Ep 080/80 [S3:+sens]:   3%|   | 15/453 [00:07<03:29,  2.09it/s, loss=0.666, pair=0.000, adv=5.353, sprd=0.022]
Ep 080/80 [S3:+sens]:   3%|   | 15/453 [00:08<03:29,  2.09it/s, loss=0.647, pair=0.000, adv=4.243, sprd=0.020]
Ep 080/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.647, pair=0.000, adv=4.243, sprd=0.020]
Ep 080/80 [S3:+sens]:   4%|   | 16/453 [00:08<03:19,  2.19it/s, loss=0.647, pair=0.000, adv=5.401, sprd=0.025]
Ep 080/80 [S3:+sens]:   4%|   | 17/453 [00:08<03:30,  2.07it/s, loss=0.647, pair=0.000, adv=5.401, sprd=0.025]
Ep 080/80 [S3:+sens]:   4%|   | 17/453 [00:09<03:30,  2.07it/s, loss=0.644, pair=0.000, adv=4.759, sprd=0.020]
Ep 080/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.644, pair=0.000, adv=4.759, sprd=0.020]
Ep 080/80 [S3:+sens]:   4%|   | 18/453 [00:09<03:19,  2.18it/s, loss=0.595, pair=0.000, adv=3.689, sprd=0.014]
Ep 080/80 [S3:+sens]:   4%|▏  | 19/453 [00:09<03:27,  2.09it/s, loss=0.595, pair=0.000, adv=3.689, sprd=0.014]
Ep 080/80 [S3:+sens]:   4%|▏  | 19/453 [00:10<03:27,  2.09it/s, loss=0.639, pair=0.000, adv=4.874, sprd=0.021]
Ep 080/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.19it/s, loss=0.639, pair=0.000, adv=4.874, sprd=0.021]
Ep 080/80 [S3:+sens]:   4%|▏  | 20/453 [00:10<03:18,  2.19it/s, loss=0.644, pair=0.000, adv=4.191, sprd=0.018]
Ep 080/80 [S3:+sens]:   5%|▏  | 21/453 [00:10<03:30,  2.05it/s, loss=0.644, pair=0.000, adv=4.191, sprd=0.018]
Ep 080/80 [S3:+sens]:   5%|▏  | 21/453 [00:11<03:30,  2.05it/s, loss=0.613, pair=0.000, adv=3.427, sprd=0.014]
Ep 080/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:15,  2.20it/s, loss=0.613, pair=0.000, adv=3.427, sprd=0.014]
Ep 080/80 [S3:+sens]:   5%|▏  | 22/453 [00:11<03:15,  2.20it/s, loss=0.639, pair=0.000, adv=4.763, sprd=0.021]
Ep 080/80 [S3:+sens]:   5%|▏  | 23/453 [00:11<03:38,  1.97it/s, loss=0.639, pair=0.000, adv=4.763, sprd=0.021]
Ep 080/80 [S3:+sens]:   5%|▏  | 23/453 [00:12<03:38,  1.97it/s, loss=0.616, pair=0.000, adv=4.225, sprd=0.018]
Ep 080/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.616, pair=0.000, adv=4.225, sprd=0.018]
Ep 080/80 [S3:+sens]:   5%|▏  | 24/453 [00:12<03:25,  2.09it/s, loss=0.610, pair=0.000, adv=4.345, sprd=0.015]
Ep 080/80 [S3:+sens]:   6%|▏  | 25/453 [00:12<03:31,  2.02it/s, loss=0.610, pair=0.000, adv=4.345, sprd=0.015]
Ep 080/80 [S3:+sens]:   6%|▏  | 25/453 [00:13<03:31,  2.02it/s, loss=0.613, pair=0.000, adv=4.439, sprd=0.018]
Ep 080/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.11it/s, loss=0.613, pair=0.000, adv=4.439, sprd=0.018]
Ep 080/80 [S3:+sens]:   6%|▏  | 26/453 [00:13<03:21,  2.11it/s, loss=0.621, pair=0.000, adv=5.591, sprd=0.016]
Ep 080/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.05it/s, loss=0.621, pair=0.000, adv=5.591, sprd=0.016]
Ep 080/80 [S3:+sens]:   6%|▏  | 27/453 [00:13<03:28,  2.05it/s, loss=0.656, pair=0.000, adv=5.571, sprd=0.026]
Ep 080/80 [S3:+sens]:   6%|▏  | 28/453 [00:13<03:19,  2.13it/s, loss=0.656, pair=0.000, adv=5.571, sprd=0.026]
Ep 080/80 [S3:+sens]:   6%|▏  | 28/453 [00:14<03:19,  2.13it/s, loss=0.669, pair=0.000, adv=4.869, sprd=0.017]
Ep 080/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.669, pair=0.000, adv=4.869, sprd=0.017]
Ep 080/80 [S3:+sens]:   6%|▏  | 29/453 [00:14<03:26,  2.06it/s, loss=0.584, pair=0.000, adv=4.757, sprd=0.013]
Ep 080/80 [S3:+sens]:   7%|▏  | 30/453 [00:14<03:15,  2.16it/s, loss=0.584, pair=0.000, adv=4.757, sprd=0.013]
Ep 080/80 [S3:+sens]:   7%|▏  | 30/453 [00:15<03:15,  2.16it/s, loss=0.684, pair=0.000, adv=4.534, sprd=0.035]
Ep 080/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:29,  2.02it/s, loss=0.684, pair=0.000, adv=4.534, sprd=0.035]
Ep 080/80 [S3:+sens]:   7%|▏  | 31/453 [00:15<03:29,  2.02it/s, loss=0.675, pair=0.002, adv=5.827, sprd=0.029]
Ep 080/80 [S3:+sens]:   7%|▏  | 32/453 [00:15<03:20,  2.10it/s, loss=0.675, pair=0.002, adv=5.827, sprd=0.029]
Ep 080/80 [S3:+sens]:   7%|▏  | 32/453 [00:16<03:20,  2.10it/s, loss=0.637, pair=0.002, adv=5.419, sprd=0.024]
Ep 080/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:32,  1.98it/s, loss=0.637, pair=0.002, adv=5.419, sprd=0.024]
Ep 080/80 [S3:+sens]:   7%|▏  | 33/453 [00:16<03:32,  1.98it/s, loss=0.605, pair=0.000, adv=4.834, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▏  | 34/453 [00:16<03:19,  2.10it/s, loss=0.605, pair=0.000, adv=4.834, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▏  | 34/453 [00:17<03:19,  2.10it/s, loss=0.674, pair=0.000, adv=4.776, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:25,  2.04it/s, loss=0.674, pair=0.000, adv=4.776, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▏  | 35/453 [00:17<03:25,  2.04it/s, loss=0.643, pair=0.003, adv=4.067, sprd=0.021]
Ep 080/80 [S3:+sens]:   8%|▏  | 36/453 [00:17<03:14,  2.14it/s, loss=0.643, pair=0.003, adv=4.067, sprd=0.021]
Ep 080/80 [S3:+sens]:   8%|▏  | 36/453 [00:18<03:14,  2.14it/s, loss=0.619, pair=0.002, adv=4.520, sprd=0.018]
Ep 080/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:24,  2.03it/s, loss=0.619, pair=0.002, adv=4.520, sprd=0.018]
Ep 080/80 [S3:+sens]:   8%|▏  | 37/453 [00:18<03:24,  2.03it/s, loss=0.610, pair=0.000, adv=3.900, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▎  | 38/453 [00:18<03:12,  2.15it/s, loss=0.610, pair=0.000, adv=3.900, sprd=0.017]
Ep 080/80 [S3:+sens]:   8%|▎  | 38/453 [00:19<03:12,  2.15it/s, loss=0.671, pair=0.000, adv=5.094, sprd=0.027]
Ep 080/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.671, pair=0.000, adv=5.094, sprd=0.027]
Ep 080/80 [S3:+sens]:   9%|▎  | 39/453 [00:19<03:20,  2.06it/s, loss=0.656, pair=0.000, adv=5.129, sprd=0.026]
Ep 080/80 [S3:+sens]:   9%|▎  | 40/453 [00:19<03:12,  2.14it/s, loss=0.656, pair=0.000, adv=5.129, sprd=0.026]
Ep 080/80 [S3:+sens]:   9%|▎  | 40/453 [00:20<03:12,  2.14it/s, loss=0.593, pair=0.000, adv=4.937, sprd=0.016]
Ep 080/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.593, pair=0.000, adv=4.937, sprd=0.016]
Ep 080/80 [S3:+sens]:   9%|▎  | 41/453 [00:20<03:18,  2.08it/s, loss=0.610, pair=0.000, adv=4.242, sprd=0.016]
Ep 080/80 [S3:+sens]:   9%|▎  | 42/453 [00:20<03:08,  2.18it/s, loss=0.610, pair=0.000, adv=4.242, sprd=0.016]
Ep 080/80 [S3:+sens]:   9%|▎  | 42/453 [00:21<03:08,  2.18it/s, loss=0.646, pair=0.000, adv=4.374, sprd=0.015]
Ep 080/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:17,  2.07it/s, loss=0.646, pair=0.000, adv=4.374, sprd=0.015]
Ep 080/80 [S3:+sens]:   9%|▎  | 43/453 [00:21<03:17,  2.07it/s, loss=0.609, pair=0.000, adv=5.313, sprd=0.017]
Ep 080/80 [S3:+sens]:  10%|▎  | 44/453 [00:21<03:07,  2.18it/s, loss=0.609, pair=0.000, adv=5.313, sprd=0.017]
Ep 080/80 [S3:+sens]:  10%|▎  | 44/453 [00:22<03:07,  2.18it/s, loss=0.663, pair=0.000, adv=5.195, sprd=0.018]
Ep 080/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.07it/s, loss=0.663, pair=0.000, adv=5.195, sprd=0.018]
Ep 080/80 [S3:+sens]:  10%|▎  | 45/453 [00:22<03:16,  2.07it/s, loss=0.624, pair=0.000, adv=3.959, sprd=0.020]
Ep 080/80 [S3:+sens]:  10%|▎  | 46/453 [00:22<03:09,  2.15it/s, loss=0.624, pair=0.000, adv=3.959, sprd=0.020]
Ep 080/80 [S3:+sens]:  10%|▎  | 46/453 [00:23<03:09,  2.15it/s, loss=0.673, pair=0.005, adv=5.715, sprd=0.033]
Ep 080/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.01it/s, loss=0.673, pair=0.005, adv=5.715, sprd=0.033]
Ep 080/80 [S3:+sens]:  10%|▎  | 47/453 [00:23<03:21,  2.01it/s, loss=0.655, pair=0.000, adv=5.205, sprd=0.023]
Ep 080/80 [S3:+sens]:  11%|▎  | 48/453 [00:23<03:10,  2.13it/s, loss=0.655, pair=0.000, adv=5.205, sprd=0.023]
Ep 080/80 [S3:+sens]:  11%|▎  | 48/453 [00:24<03:10,  2.13it/s, loss=0.674, pair=0.000, adv=4.936, sprd=0.025]
Ep 080/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:16,  2.06it/s, loss=0.674, pair=0.000, adv=4.936, sprd=0.025]
Ep 080/80 [S3:+sens]:  11%|▎  | 49/453 [00:24<03:16,  2.06it/s, loss=0.642, pair=0.000, adv=5.376, sprd=0.018]
Ep 080/80 [S3:+sens]:  11%|▎  | 50/453 [00:24<03:06,  2.16it/s, loss=0.642, pair=0.000, adv=5.376, sprd=0.018]
Ep 080/80 [S3:+sens]:  11%|▎  | 50/453 [00:25<03:06,  2.16it/s, loss=0.619, pair=0.000, adv=4.582, sprd=0.015]
Ep 080/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:23,  1.98it/s, loss=0.619, pair=0.000, adv=4.582, sprd=0.015]
Ep 080/80 [S3:+sens]:  11%|▎  | 51/453 [00:25<03:23,  1.98it/s, loss=0.640, pair=0.000, adv=3.769, sprd=0.022]
Ep 080/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:13,  2.07it/s, loss=0.640, pair=0.000, adv=3.769, sprd=0.022]
Ep 080/80 [S3:+sens]:  11%|▎  | 52/453 [00:25<03:13,  2.07it/s, loss=0.607, pair=0.001, adv=3.941, sprd=0.014]
Ep 080/80 [S3:+sens]:  12%|▎  | 53/453 [00:25<03:12,  2.08it/s, loss=0.607, pair=0.001, adv=3.941, sprd=0.014]
Ep 080/80 [S3:+sens]:  12%|▎  | 53/453 [00:26<03:12,  2.08it/s, loss=0.655, pair=0.000, adv=4.608, sprd=0.021]
Ep 080/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:02,  2.19it/s, loss=0.655, pair=0.000, adv=4.608, sprd=0.021]
Ep 080/80 [S3:+sens]:  12%|▎  | 54/453 [00:26<03:02,  2.19it/s, loss=0.625, pair=0.001, adv=5.351, sprd=0.018]
Ep 080/80 [S3:+sens]:  12%|▎  | 55/453 [00:26<03:10,  2.08it/s, loss=0.625, pair=0.001, adv=5.351, sprd=0.018]
Ep 080/80 [S3:+sens]:  12%|▎  | 55/453 [00:27<03:10,  2.08it/s, loss=0.619, pair=0.000, adv=4.076, sprd=0.020]
Ep 080/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.619, pair=0.000, adv=4.076, sprd=0.020]
Ep 080/80 [S3:+sens]:  12%|▎  | 56/453 [00:27<03:04,  2.15it/s, loss=0.654, pair=0.000, adv=5.261, sprd=0.021]
Ep 080/80 [S3:+sens]:  13%|▍  | 57/453 [00:27<03:10,  2.08it/s, loss=0.654, pair=0.000, adv=5.261, sprd=0.021]
Ep 080/80 [S3:+sens]:  13%|▍  | 57/453 [00:28<03:10,  2.08it/s, loss=0.645, pair=0.002, adv=4.763, sprd=0.020]
Ep 080/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:01,  2.17it/s, loss=0.645, pair=0.002, adv=4.763, sprd=0.020]
Ep 080/80 [S3:+sens]:  13%|▍  | 58/453 [00:28<03:01,  2.17it/s, loss=0.617, pair=0.000, adv=5.178, sprd=0.017]
Ep 080/80 [S3:+sens]:  13%|▍  | 59/453 [00:28<03:08,  2.09it/s, loss=0.617, pair=0.000, adv=5.178, sprd=0.017]
Ep 080/80 [S3:+sens]:  13%|▍  | 59/453 [00:29<03:08,  2.09it/s, loss=0.638, pair=0.000, adv=5.889, sprd=0.020]
Ep 080/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:58,  2.20it/s, loss=0.638, pair=0.000, adv=5.889, sprd=0.020]
Ep 080/80 [S3:+sens]:  13%|▍  | 60/453 [00:29<02:58,  2.20it/s, loss=0.630, pair=0.001, adv=5.173, sprd=0.023]
Ep 080/80 [S3:+sens]:  13%|▍  | 61/453 [00:29<03:10,  2.05it/s, loss=0.630, pair=0.001, adv=5.173, sprd=0.023]
Ep 080/80 [S3:+sens]:  13%|▍  | 61/453 [00:30<03:10,  2.05it/s, loss=0.643, pair=0.000, adv=4.747, sprd=0.022]
Ep 080/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:02,  2.14it/s, loss=0.643, pair=0.000, adv=4.747, sprd=0.022]
Ep 080/80 [S3:+sens]:  14%|▍  | 62/453 [00:30<03:02,  2.14it/s, loss=0.613, pair=0.000, adv=4.733, sprd=0.015]
Ep 080/80 [S3:+sens]:  14%|▍  | 63/453 [00:30<03:11,  2.04it/s, loss=0.613, pair=0.000, adv=4.733, sprd=0.015]
Ep 080/80 [S3:+sens]:  14%|▍  | 63/453 [00:31<03:11,  2.04it/s, loss=0.711, pair=0.002, adv=4.305, sprd=0.037]
Ep 080/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:04,  2.11it/s, loss=0.711, pair=0.002, adv=4.305, sprd=0.037]
Ep 080/80 [S3:+sens]:  14%|▍  | 64/453 [00:31<03:04,  2.11it/s, loss=0.639, pair=0.002, adv=4.602, sprd=0.022]
Ep 080/80 [S3:+sens]:  14%|▍  | 65/453 [00:31<03:11,  2.03it/s, loss=0.639, pair=0.002, adv=4.602, sprd=0.022]
Ep 080/80 [S3:+sens]:  14%|▍  | 65/453 [00:32<03:11,  2.03it/s, loss=0.607, pair=0.000, adv=4.531, sprd=0.018]
Ep 080/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:01,  2.13it/s, loss=0.607, pair=0.000, adv=4.531, sprd=0.018]
Ep 080/80 [S3:+sens]:  15%|▍  | 66/453 [00:32<03:01,  2.13it/s, loss=0.620, pair=0.000, adv=4.671, sprd=0.016]
Ep 080/80 [S3:+sens]:  15%|▍  | 67/453 [00:32<03:05,  2.08it/s, loss=0.620, pair=0.000, adv=4.671, sprd=0.016]
Ep 080/80 [S3:+sens]:  15%|▍  | 67/453 [00:33<03:05,  2.08it/s, loss=0.661, pair=0.002, adv=5.975, sprd=0.028]
Ep 080/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:59,  2.14it/s, loss=0.661, pair=0.002, adv=5.975, sprd=0.028]
Ep 080/80 [S3:+sens]:  15%|▍  | 68/453 [00:33<02:59,  2.14it/s, loss=0.582, pair=0.000, adv=4.032, sprd=0.013]
Ep 080/80 [S3:+sens]:  15%|▍  | 69/453 [00:33<03:06,  2.05it/s, loss=0.582, pair=0.000, adv=4.032, sprd=0.013]
Ep 080/80 [S3:+sens]:  15%|▍  | 69/453 [00:34<03:06,  2.05it/s, loss=0.670, pair=0.000, adv=6.293, sprd=0.026]
Ep 080/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.670, pair=0.000, adv=6.293, sprd=0.026]
Ep 080/80 [S3:+sens]:  15%|▍  | 70/453 [00:34<02:58,  2.14it/s, loss=0.626, pair=0.000, adv=4.232, sprd=0.017]
Ep 080/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.09it/s, loss=0.626, pair=0.000, adv=4.232, sprd=0.017]
Ep 080/80 [S3:+sens]:  16%|▍  | 71/453 [00:34<03:02,  2.09it/s, loss=0.623, pair=0.000, adv=5.638, sprd=0.018]
Ep 080/80 [S3:+sens]:  16%|▍  | 72/453 [00:34<02:53,  2.19it/s, loss=0.623, pair=0.000, adv=5.638, sprd=0.018]
Ep 080/80 [S3:+sens]:  16%|▍  | 72/453 [00:35<02:53,  2.19it/s, loss=0.619, pair=0.003, adv=3.972, sprd=0.020]
Ep 080/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.01it/s, loss=0.619, pair=0.003, adv=3.972, sprd=0.020]
Ep 080/80 [S3:+sens]:  16%|▍  | 73/453 [00:35<03:09,  2.01it/s, loss=0.635, pair=0.001, adv=5.199, sprd=0.023]
Ep 080/80 [S3:+sens]:  16%|▍  | 74/453 [00:35<03:01,  2.09it/s, loss=0.635, pair=0.001, adv=5.199, sprd=0.023]
Ep 080/80 [S3:+sens]:  16%|▍  | 74/453 [00:36<03:01,  2.09it/s, loss=0.671, pair=0.002, adv=5.067, sprd=0.026]
Ep 080/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.671, pair=0.002, adv=5.067, sprd=0.026]
Ep 080/80 [S3:+sens]:  17%|▍  | 75/453 [00:36<03:06,  2.03it/s, loss=0.604, pair=0.002, adv=4.116, sprd=0.015]
Ep 080/80 [S3:+sens]:  17%|▌  | 76/453 [00:36<02:54,  2.16it/s, loss=0.604, pair=0.002, adv=4.116, sprd=0.015]
Ep 080/80 [S3:+sens]:  17%|▌  | 76/453 [00:37<02:54,  2.16it/s, loss=0.613, pair=0.001, adv=4.304, sprd=0.015]
Ep 080/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.613, pair=0.001, adv=4.304, sprd=0.015]
Ep 080/80 [S3:+sens]:  17%|▌  | 77/453 [00:37<03:02,  2.06it/s, loss=0.646, pair=0.001, adv=4.450, sprd=0.023]
Ep 080/80 [S3:+sens]:  17%|▌  | 78/453 [00:37<02:54,  2.15it/s, loss=0.646, pair=0.001, adv=4.450, sprd=0.023]
Ep 080/80 [S3:+sens]:  17%|▌  | 78/453 [00:38<02:54,  2.15it/s, loss=0.655, pair=0.006, adv=4.502, sprd=0.025]
Ep 080/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.655, pair=0.006, adv=4.502, sprd=0.025]
Ep 080/80 [S3:+sens]:  17%|▌  | 79/453 [00:38<03:03,  2.04it/s, loss=0.640, pair=0.001, adv=5.494, sprd=0.022]
Ep 080/80 [S3:+sens]:  18%|▌  | 80/453 [00:38<03:03,  2.03it/s, loss=0.640, pair=0.001, adv=5.494, sprd=0.022]
Ep 080/80 [S3:+sens]:  18%|▌  | 80/453 [00:39<03:03,  2.03it/s, loss=0.609, pair=0.003, adv=5.104, sprd=0.018]
Ep 080/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:09,  1.96it/s, loss=0.609, pair=0.003, adv=5.104, sprd=0.018]
Ep 080/80 [S3:+sens]:  18%|▌  | 81/453 [00:39<03:09,  1.96it/s, loss=0.612, pair=0.004, adv=4.457, sprd=0.015]
Ep 080/80 [S3:+sens]:  18%|▌  | 82/453 [00:39<02:54,  2.12it/s, loss=0.612, pair=0.004, adv=4.457, sprd=0.015]
Ep 080/80 [S3:+sens]:  18%|▌  | 82/453 [00:40<02:54,  2.12it/s, loss=0.638, pair=0.003, adv=5.115, sprd=0.022]
Ep 080/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.03it/s, loss=0.638, pair=0.003, adv=5.115, sprd=0.022]
Ep 080/80 [S3:+sens]:  18%|▌  | 83/453 [00:40<03:02,  2.03it/s, loss=0.657, pair=0.001, adv=4.901, sprd=0.023]
Ep 080/80 [S3:+sens]:  19%|▌  | 84/453 [00:40<02:52,  2.14it/s, loss=0.657, pair=0.001, adv=4.901, sprd=0.023]
Ep 080/80 [S3:+sens]:  19%|▌  | 84/453 [00:41<02:52,  2.14it/s, loss=0.632, pair=0.005, adv=3.915, sprd=0.022]
Ep 080/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.03it/s, loss=0.632, pair=0.005, adv=3.915, sprd=0.022]
Ep 080/80 [S3:+sens]:  19%|▌  | 85/453 [00:41<03:00,  2.03it/s, loss=0.663, pair=0.007, adv=5.944, sprd=0.025]
Ep 080/80 [S3:+sens]:  19%|▌  | 86/453 [00:41<02:52,  2.13it/s, loss=0.663, pair=0.007, adv=5.944, sprd=0.025]
Ep 080/80 [S3:+sens]:  19%|▌  | 86/453 [00:42<02:52,  2.13it/s, loss=0.664, pair=0.007, adv=5.261, sprd=0.025]
Ep 080/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:01,  2.02it/s, loss=0.664, pair=0.007, adv=5.261, sprd=0.025]
Ep 080/80 [S3:+sens]:  19%|▌  | 87/453 [00:42<03:01,  2.02it/s, loss=0.654, pair=0.004, adv=5.932, sprd=0.026]
Ep 080/80 [S3:+sens]:  19%|▌  | 88/453 [00:42<02:52,  2.11it/s, loss=0.654, pair=0.004, adv=5.932, sprd=0.026]
Ep 080/80 [S3:+sens]:  19%|▌  | 88/453 [00:43<02:52,  2.11it/s, loss=0.648, pair=0.003, adv=4.067, sprd=0.025]
Ep 080/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:01,  2.01it/s, loss=0.648, pair=0.003, adv=4.067, sprd=0.025]
Ep 080/80 [S3:+sens]:  20%|▌  | 89/453 [00:43<03:01,  2.01it/s, loss=0.656, pair=0.001, adv=5.421, sprd=0.024]
Ep 080/80 [S3:+sens]:  20%|▌  | 90/453 [00:43<02:52,  2.10it/s, loss=0.656, pair=0.001, adv=5.421, sprd=0.024]
Ep 080/80 [S3:+sens]:  20%|▌  | 90/453 [00:44<02:52,  2.10it/s, loss=0.608, pair=0.002, adv=4.255, sprd=0.015]
Ep 080/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:58,  2.03it/s, loss=0.608, pair=0.002, adv=4.255, sprd=0.015]
Ep 080/80 [S3:+sens]:  20%|▌  | 91/453 [00:44<02:58,  2.03it/s, loss=0.665, pair=0.001, adv=5.070, sprd=0.026]
Ep 080/80 [S3:+sens]:  20%|▌  | 92/453 [00:44<02:50,  2.12it/s, loss=0.665, pair=0.001, adv=5.070, sprd=0.026]
Ep 080/80 [S3:+sens]:  20%|▌  | 92/453 [00:45<02:50,  2.12it/s, loss=0.626, pair=0.001, adv=4.061, sprd=0.020]
Ep 080/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:59,  2.01it/s, loss=0.626, pair=0.001, adv=4.061, sprd=0.020]
Ep 080/80 [S3:+sens]:  21%|▌  | 93/453 [00:45<02:59,  2.01it/s, loss=0.606, pair=0.002, adv=4.655, sprd=0.016]
Ep 080/80 [S3:+sens]:  21%|▌  | 94/453 [00:45<02:48,  2.12it/s, loss=0.606, pair=0.002, adv=4.655, sprd=0.016]
Ep 080/80 [S3:+sens]:  21%|▌  | 94/453 [00:46<02:48,  2.12it/s, loss=0.651, pair=0.004, adv=5.557, sprd=0.022]
Ep 080/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.651, pair=0.004, adv=5.557, sprd=0.022]
Ep 080/80 [S3:+sens]:  21%|▋  | 95/453 [00:46<02:54,  2.05it/s, loss=0.646, pair=0.003, adv=4.752, sprd=0.027]
Ep 080/80 [S3:+sens]:  21%|▋  | 96/453 [00:46<02:49,  2.11it/s, loss=0.646, pair=0.003, adv=4.752, sprd=0.027]
Ep 080/80 [S3:+sens]:  21%|▋  | 96/453 [00:47<02:49,  2.11it/s, loss=0.644, pair=0.004, adv=5.054, sprd=0.019]
Ep 080/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:50,  2.09it/s, loss=0.644, pair=0.004, adv=5.054, sprd=0.019]
Ep 080/80 [S3:+sens]:  21%|▋  | 97/453 [00:47<02:50,  2.09it/s, loss=0.625, pair=0.006, adv=4.003, sprd=0.017]
Ep 080/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:42,  2.18it/s, loss=0.625, pair=0.006, adv=4.003, sprd=0.017]
Ep 080/80 [S3:+sens]:  22%|▋  | 98/453 [00:47<02:42,  2.18it/s, loss=0.690, pair=0.003, adv=4.685, sprd=0.019]
Ep 080/80 [S3:+sens]:  22%|▋  | 99/453 [00:47<02:46,  2.13it/s, loss=0.690, pair=0.003, adv=4.685, sprd=0.019]
Ep 080/80 [S3:+sens]:  22%|▋  | 99/453 [00:48<02:46,  2.13it/s, loss=0.642, pair=0.005, adv=5.224, sprd=0.020]
Ep 080/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.20it/s, loss=0.642, pair=0.005, adv=5.224, sprd=0.020]
Ep 080/80 [S3:+sens]:  22%|▍ | 100/453 [00:48<02:40,  2.20it/s, loss=0.676, pair=0.008, adv=5.353, sprd=0.026]
Ep 080/80 [S3:+sens]:  22%|▍ | 101/453 [00:48<02:47,  2.10it/s, loss=0.676, pair=0.008, adv=5.353, sprd=0.026]
Ep 080/80 [S3:+sens]:  22%|▍ | 101/453 [00:49<02:47,  2.10it/s, loss=0.680, pair=0.004, adv=5.372, sprd=0.026]
Ep 080/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.680, pair=0.004, adv=5.372, sprd=0.026]
Ep 080/80 [S3:+sens]:  23%|▍ | 102/453 [00:49<02:39,  2.20it/s, loss=0.702, pair=0.009, adv=5.593, sprd=0.034]
Ep 080/80 [S3:+sens]:  23%|▍ | 103/453 [00:49<02:56,  1.98it/s, loss=0.702, pair=0.009, adv=5.593, sprd=0.034]
Ep 080/80 [S3:+sens]:  23%|▍ | 103/453 [00:50<02:56,  1.98it/s, loss=0.606, pair=0.004, adv=3.889, sprd=0.018]
Ep 080/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:47,  2.09it/s, loss=0.606, pair=0.004, adv=3.889, sprd=0.018]
Ep 080/80 [S3:+sens]:  23%|▍ | 104/453 [00:50<02:47,  2.09it/s, loss=0.662, pair=0.005, adv=4.199, sprd=0.015]
Ep 080/80 [S3:+sens]:  23%|▍ | 105/453 [00:50<02:50,  2.04it/s, loss=0.662, pair=0.005, adv=4.199, sprd=0.015]
Ep 080/80 [S3:+sens]:  23%|▍ | 105/453 [00:51<02:50,  2.04it/s, loss=0.642, pair=0.004, adv=4.822, sprd=0.021]
Ep 080/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.642, pair=0.004, adv=4.822, sprd=0.021]
Ep 080/80 [S3:+sens]:  23%|▍ | 106/453 [00:51<02:41,  2.15it/s, loss=0.699, pair=0.005, adv=4.693, sprd=0.020]
Ep 080/80 [S3:+sens]:  24%|▍ | 107/453 [00:51<02:46,  2.07it/s, loss=0.699, pair=0.005, adv=4.693, sprd=0.020]
Ep 080/80 [S3:+sens]:  24%|▍ | 107/453 [00:52<02:46,  2.07it/s, loss=0.640, pair=0.005, adv=5.810, sprd=0.024]
Ep 080/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.640, pair=0.005, adv=5.810, sprd=0.024]
Ep 080/80 [S3:+sens]:  24%|▍ | 108/453 [00:52<02:40,  2.15it/s, loss=0.645, pair=0.007, adv=4.046, sprd=0.020]
Ep 080/80 [S3:+sens]:  24%|▍ | 109/453 [00:52<02:48,  2.04it/s, loss=0.645, pair=0.007, adv=4.046, sprd=0.020]
Ep 080/80 [S3:+sens]:  24%|▍ | 109/453 [00:53<02:48,  2.04it/s, loss=0.628, pair=0.005, adv=4.663, sprd=0.019]
Ep 080/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:40,  2.14it/s, loss=0.628, pair=0.005, adv=4.663, sprd=0.019]
Ep 080/80 [S3:+sens]:  24%|▍ | 110/453 [00:53<02:40,  2.14it/s, loss=0.647, pair=0.005, adv=5.285, sprd=0.023]
Ep 080/80 [S3:+sens]:  25%|▍ | 111/453 [00:53<02:46,  2.05it/s, loss=0.647, pair=0.005, adv=5.285, sprd=0.023]
Ep 080/80 [S3:+sens]:  25%|▍ | 111/453 [00:54<02:46,  2.05it/s, loss=0.601, pair=0.005, adv=4.215, sprd=0.015]
Ep 080/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.17it/s, loss=0.601, pair=0.005, adv=4.215, sprd=0.015]
Ep 080/80 [S3:+sens]:  25%|▍ | 112/453 [00:54<02:37,  2.17it/s, loss=0.628, pair=0.004, adv=3.335, sprd=0.020]
Ep 080/80 [S3:+sens]:  25%|▍ | 113/453 [00:54<02:43,  2.08it/s, loss=0.628, pair=0.004, adv=3.335, sprd=0.020]
Ep 080/80 [S3:+sens]:  25%|▍ | 113/453 [00:55<02:43,  2.08it/s, loss=0.645, pair=0.006, adv=5.369, sprd=0.025]
Ep 080/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:37,  2.15it/s, loss=0.645, pair=0.006, adv=5.369, sprd=0.025]
Ep 080/80 [S3:+sens]:  25%|▌ | 114/453 [00:55<02:37,  2.15it/s, loss=0.594, pair=0.004, adv=3.933, sprd=0.015]
Ep 080/80 [S3:+sens]:  25%|▌ | 115/453 [00:55<02:49,  1.99it/s, loss=0.594, pair=0.004, adv=3.933, sprd=0.015]
Ep 080/80 [S3:+sens]:  25%|▌ | 115/453 [00:56<02:49,  1.99it/s, loss=0.621, pair=0.004, adv=4.542, sprd=0.018]
Ep 080/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.621, pair=0.004, adv=4.542, sprd=0.018]
Ep 080/80 [S3:+sens]:  26%|▌ | 116/453 [00:56<02:39,  2.11it/s, loss=0.682, pair=0.006, adv=5.080, sprd=0.030]
Ep 080/80 [S3:+sens]:  26%|▌ | 117/453 [00:56<02:46,  2.02it/s, loss=0.682, pair=0.006, adv=5.080, sprd=0.030]
Ep 080/80 [S3:+sens]:  26%|▌ | 117/453 [00:57<02:46,  2.02it/s, loss=0.632, pair=0.003, adv=4.468, sprd=0.020]
Ep 080/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:36,  2.13it/s, loss=0.632, pair=0.003, adv=4.468, sprd=0.020]
Ep 080/80 [S3:+sens]:  26%|▌ | 118/453 [00:57<02:36,  2.13it/s, loss=0.641, pair=0.007, adv=4.867, sprd=0.023]
Ep 080/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.04it/s, loss=0.641, pair=0.007, adv=4.867, sprd=0.023]
Ep 080/80 [S3:+sens]:  26%|▌ | 119/453 [00:57<02:43,  2.04it/s, loss=0.629, pair=0.004, adv=4.553, sprd=0.018]
Ep 080/80 [S3:+sens]:  26%|▌ | 120/453 [00:57<02:34,  2.16it/s, loss=0.629, pair=0.004, adv=4.553, sprd=0.018]
Ep 080/80 [S3:+sens]:  26%|▌ | 120/453 [00:58<02:34,  2.16it/s, loss=0.584, pair=0.003, adv=4.730, sprd=0.013]
Ep 080/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.584, pair=0.003, adv=4.730, sprd=0.013]
Ep 080/80 [S3:+sens]:  27%|▌ | 121/453 [00:58<02:39,  2.08it/s, loss=0.681, pair=0.004, adv=4.871, sprd=0.032]
Ep 080/80 [S3:+sens]:  27%|▌ | 122/453 [00:58<02:35,  2.13it/s, loss=0.681, pair=0.004, adv=4.871, sprd=0.032]
Ep 080/80 [S3:+sens]:  27%|▌ | 122/453 [00:59<02:35,  2.13it/s, loss=0.612, pair=0.007, adv=5.105, sprd=0.017]
Ep 080/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:42,  2.03it/s, loss=0.612, pair=0.007, adv=5.105, sprd=0.017]
Ep 080/80 [S3:+sens]:  27%|▌ | 123/453 [00:59<02:42,  2.03it/s, loss=0.648, pair=0.006, adv=5.189, sprd=0.018]
Ep 080/80 [S3:+sens]:  27%|▌ | 124/453 [00:59<02:32,  2.16it/s, loss=0.648, pair=0.006, adv=5.189, sprd=0.018]
Ep 080/80 [S3:+sens]:  27%|▌ | 124/453 [01:00<02:32,  2.16it/s, loss=0.663, pair=0.004, adv=5.204, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.663, pair=0.004, adv=5.204, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 125/453 [01:00<02:37,  2.08it/s, loss=0.678, pair=0.005, adv=4.494, sprd=0.028]
Ep 080/80 [S3:+sens]:  28%|▌ | 126/453 [01:00<02:31,  2.16it/s, loss=0.678, pair=0.005, adv=4.494, sprd=0.028]
Ep 080/80 [S3:+sens]:  28%|▌ | 126/453 [01:01<02:31,  2.16it/s, loss=0.626, pair=0.005, adv=4.905, sprd=0.022]
Ep 080/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:41,  2.02it/s, loss=0.626, pair=0.005, adv=4.905, sprd=0.022]
Ep 080/80 [S3:+sens]:  28%|▌ | 127/453 [01:01<02:41,  2.02it/s, loss=0.625, pair=0.002, adv=5.128, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 128/453 [01:01<02:30,  2.15it/s, loss=0.625, pair=0.002, adv=5.128, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 128/453 [01:02<02:30,  2.15it/s, loss=0.624, pair=0.006, adv=4.506, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:37,  2.06it/s, loss=0.624, pair=0.006, adv=4.506, sprd=0.017]
Ep 080/80 [S3:+sens]:  28%|▌ | 129/453 [01:02<02:37,  2.06it/s, loss=0.642, pair=0.005, adv=5.016, sprd=0.026]
Ep 080/80 [S3:+sens]:  29%|▌ | 130/453 [01:02<02:33,  2.11it/s, loss=0.642, pair=0.005, adv=5.016, sprd=0.026]
Ep 080/80 [S3:+sens]:  29%|▌ | 130/453 [01:03<02:33,  2.11it/s, loss=0.611, pair=0.003, adv=5.313, sprd=0.019]
Ep 080/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:48,  1.91it/s, loss=0.611, pair=0.003, adv=5.313, sprd=0.019]
Ep 080/80 [S3:+sens]:  29%|▌ | 131/453 [01:03<02:48,  1.91it/s, loss=0.635, pair=0.005, adv=4.851, sprd=0.019]
Ep 080/80 [S3:+sens]:  29%|▌ | 132/453 [01:03<02:36,  2.04it/s, loss=0.635, pair=0.005, adv=4.851, sprd=0.019]
Ep 080/80 [S3:+sens]:  29%|▌ | 132/453 [01:04<02:36,  2.04it/s, loss=0.680, pair=0.004, adv=4.511, sprd=0.026]
Ep 080/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:39,  2.00it/s, loss=0.680, pair=0.004, adv=4.511, sprd=0.026]
Ep 080/80 [S3:+sens]:  29%|▌ | 133/453 [01:04<02:39,  2.00it/s, loss=0.607, pair=0.003, adv=4.311, sprd=0.014]
Ep 080/80 [S3:+sens]:  30%|▌ | 134/453 [01:04<02:29,  2.14it/s, loss=0.607, pair=0.003, adv=4.311, sprd=0.014]
Ep 080/80 [S3:+sens]:  30%|▌ | 134/453 [01:05<02:29,  2.14it/s, loss=0.649, pair=0.003, adv=4.739, sprd=0.025]
Ep 080/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:36,  2.04it/s, loss=0.649, pair=0.003, adv=4.739, sprd=0.025]
Ep 080/80 [S3:+sens]:  30%|▌ | 135/453 [01:05<02:36,  2.04it/s, loss=0.641, pair=0.003, adv=4.789, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 136/453 [01:05<02:28,  2.14it/s, loss=0.641, pair=0.003, adv=4.789, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 136/453 [01:06<02:28,  2.14it/s, loss=0.623, pair=0.002, adv=4.941, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:34,  2.04it/s, loss=0.623, pair=0.002, adv=4.941, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 137/453 [01:06<02:34,  2.04it/s, loss=0.625, pair=0.003, adv=4.792, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 138/453 [01:06<02:27,  2.13it/s, loss=0.625, pair=0.003, adv=4.792, sprd=0.020]
Ep 080/80 [S3:+sens]:  30%|▌ | 138/453 [01:07<02:27,  2.13it/s, loss=0.607, pair=0.006, adv=4.589, sprd=0.018]
Ep 080/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.03it/s, loss=0.607, pair=0.006, adv=4.589, sprd=0.018]
Ep 080/80 [S3:+sens]:  31%|▌ | 139/453 [01:07<02:34,  2.03it/s, loss=0.636, pair=0.003, adv=4.265, sprd=0.021]
Ep 080/80 [S3:+sens]:  31%|▌ | 140/453 [01:07<02:27,  2.12it/s, loss=0.636, pair=0.003, adv=4.265, sprd=0.021]
Ep 080/80 [S3:+sens]:  31%|▌ | 140/453 [01:08<02:27,  2.12it/s, loss=0.673, pair=0.004, adv=4.789, sprd=0.028]
Ep 080/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:37,  1.98it/s, loss=0.673, pair=0.004, adv=4.789, sprd=0.028]
Ep 080/80 [S3:+sens]:  31%|▌ | 141/453 [01:08<02:37,  1.98it/s, loss=0.664, pair=0.004, adv=4.445, sprd=0.025]
Ep 080/80 [S3:+sens]:  31%|▋ | 142/453 [01:08<02:29,  2.09it/s, loss=0.664, pair=0.004, adv=4.445, sprd=0.025]
Ep 080/80 [S3:+sens]:  31%|▋ | 142/453 [01:09<02:29,  2.09it/s, loss=0.635, pair=0.004, adv=4.218, sprd=0.020]
Ep 080/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:34,  2.00it/s, loss=0.635, pair=0.004, adv=4.218, sprd=0.020]
Ep 080/80 [S3:+sens]:  32%|▋ | 143/453 [01:09<02:34,  2.00it/s, loss=0.660, pair=0.004, adv=5.459, sprd=0.027]
Ep 080/80 [S3:+sens]:  32%|▋ | 144/453 [01:09<02:27,  2.09it/s, loss=0.660, pair=0.004, adv=5.459, sprd=0.027]
Ep 080/80 [S3:+sens]:  32%|▋ | 144/453 [01:10<02:27,  2.09it/s, loss=0.635, pair=0.005, adv=3.575, sprd=0.019]
Ep 080/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:34,  2.00it/s, loss=0.635, pair=0.005, adv=3.575, sprd=0.019]
Ep 080/80 [S3:+sens]:  32%|▋ | 145/453 [01:10<02:34,  2.00it/s, loss=0.623, pair=0.004, adv=4.629, sprd=0.020]
Ep 080/80 [S3:+sens]:  32%|▋ | 146/453 [01:10<02:26,  2.10it/s, loss=0.623, pair=0.004, adv=4.629, sprd=0.020]
Ep 080/80 [S3:+sens]:  32%|▋ | 146/453 [01:11<02:26,  2.10it/s, loss=0.675, pair=0.003, adv=4.289, sprd=0.019]
Ep 080/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:31,  2.02it/s, loss=0.675, pair=0.003, adv=4.289, sprd=0.019]
Ep 080/80 [S3:+sens]:  32%|▋ | 147/453 [01:11<02:31,  2.02it/s, loss=0.645, pair=0.004, adv=5.065, sprd=0.024]
Ep 080/80 [S3:+sens]:  33%|▋ | 148/453 [01:11<02:24,  2.11it/s, loss=0.645, pair=0.004, adv=5.065, sprd=0.024]
Ep 080/80 [S3:+sens]:  33%|▋ | 148/453 [01:12<02:24,  2.11it/s, loss=0.604, pair=0.006, adv=5.592, sprd=0.017]
Ep 080/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:31,  2.00it/s, loss=0.604, pair=0.006, adv=5.592, sprd=0.017]
Ep 080/80 [S3:+sens]:  33%|▋ | 149/453 [01:12<02:31,  2.00it/s, loss=0.648, pair=0.006, adv=4.901, sprd=0.021]
Ep 080/80 [S3:+sens]:  33%|▋ | 150/453 [01:12<02:23,  2.10it/s, loss=0.648, pair=0.006, adv=4.901, sprd=0.021]
Ep 080/80 [S3:+sens]:  33%|▋ | 150/453 [01:13<02:23,  2.10it/s, loss=0.635, pair=0.004, adv=4.608, sprd=0.019]
Ep 080/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:28,  2.04it/s, loss=0.635, pair=0.004, adv=4.608, sprd=0.019]
Ep 080/80 [S3:+sens]:  33%|▋ | 151/453 [01:13<02:28,  2.04it/s, loss=0.661, pair=0.005, adv=5.253, sprd=0.026]
Ep 080/80 [S3:+sens]:  34%|▋ | 152/453 [01:13<02:21,  2.12it/s, loss=0.661, pair=0.005, adv=5.253, sprd=0.026]
Ep 080/80 [S3:+sens]:  34%|▋ | 152/453 [01:14<02:21,  2.12it/s, loss=0.663, pair=0.007, adv=4.001, sprd=0.026]
Ep 080/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:28,  2.01it/s, loss=0.663, pair=0.007, adv=4.001, sprd=0.026]
Ep 080/80 [S3:+sens]:  34%|▋ | 153/453 [01:14<02:28,  2.01it/s, loss=0.682, pair=0.002, adv=4.895, sprd=0.028]
Ep 080/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:21,  2.11it/s, loss=0.682, pair=0.002, adv=4.895, sprd=0.028]
Ep 080/80 [S3:+sens]:  34%|▋ | 154/453 [01:14<02:21,  2.11it/s, loss=0.639, pair=0.005, adv=4.374, sprd=0.025]
Ep 080/80 [S3:+sens]:  34%|▋ | 155/453 [01:14<02:27,  2.02it/s, loss=0.639, pair=0.005, adv=4.374, sprd=0.025]
Ep 080/80 [S3:+sens]:  34%|▋ | 155/453 [01:15<02:27,  2.02it/s, loss=0.620, pair=0.002, adv=4.247, sprd=0.018]
Ep 080/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:20,  2.12it/s, loss=0.620, pair=0.002, adv=4.247, sprd=0.018]
Ep 080/80 [S3:+sens]:  34%|▋ | 156/453 [01:15<02:20,  2.12it/s, loss=0.697, pair=0.005, adv=4.201, sprd=0.033]
Ep 080/80 [S3:+sens]:  35%|▋ | 157/453 [01:15<02:28,  2.00it/s, loss=0.697, pair=0.005, adv=4.201, sprd=0.033]
Ep 080/80 [S3:+sens]:  35%|▋ | 157/453 [01:16<02:28,  2.00it/s, loss=0.652, pair=0.005, adv=4.505, sprd=0.022]
Ep 080/80 [S3:+sens]:  35%|▋ | 158/453 [01:16<02:18,  2.13it/s, loss=0.652, pair=0.005, adv=4.505, sprd=0.022]
Ep 080/80 [S3:+sens]:  35%|▋ | 158/453 [01:17<02:18,  2.13it/s, loss=0.651, pair=0.001, adv=5.353, sprd=0.023]
Ep 080/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:34,  1.91it/s, loss=0.651, pair=0.001, adv=5.353, sprd=0.023]
Ep 080/80 [S3:+sens]:  35%|▋ | 159/453 [01:17<02:34,  1.91it/s, loss=0.639, pair=0.001, adv=5.087, sprd=0.023]
Ep 080/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:24,  2.03it/s, loss=0.639, pair=0.001, adv=5.087, sprd=0.023]
Ep 080/80 [S3:+sens]:  35%|▋ | 160/453 [01:17<02:24,  2.03it/s, loss=0.715, pair=0.004, adv=4.995, sprd=0.028]
Ep 080/80 [S3:+sens]:  36%|▋ | 161/453 [01:17<02:28,  1.97it/s, loss=0.715, pair=0.004, adv=4.995, sprd=0.028]
Ep 080/80 [S3:+sens]:  36%|▋ | 161/453 [01:18<02:28,  1.97it/s, loss=0.562, pair=0.001, adv=3.253, sprd=0.012]
Ep 080/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:18,  2.10it/s, loss=0.562, pair=0.001, adv=3.253, sprd=0.012]
Ep 080/80 [S3:+sens]:  36%|▋ | 162/453 [01:18<02:18,  2.10it/s, loss=0.620, pair=0.000, adv=5.019, sprd=0.017]
Ep 080/80 [S3:+sens]:  36%|▋ | 163/453 [01:18<02:20,  2.07it/s, loss=0.620, pair=0.000, adv=5.019, sprd=0.017]
Ep 080/80 [S3:+sens]:  36%|▋ | 163/453 [01:19<02:20,  2.07it/s, loss=0.648, pair=0.000, adv=4.349, sprd=0.021]
Ep 080/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:13,  2.17it/s, loss=0.648, pair=0.000, adv=4.349, sprd=0.021]
Ep 080/80 [S3:+sens]:  36%|▋ | 164/453 [01:19<02:13,  2.17it/s, loss=0.646, pair=0.000, adv=4.206, sprd=0.015]
Ep 080/80 [S3:+sens]:  36%|▋ | 165/453 [01:19<02:19,  2.07it/s, loss=0.646, pair=0.000, adv=4.206, sprd=0.015]
Ep 080/80 [S3:+sens]:  36%|▋ | 165/453 [01:20<02:19,  2.07it/s, loss=0.616, pair=0.000, adv=4.517, sprd=0.015]
Ep 080/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:09,  2.21it/s, loss=0.616, pair=0.000, adv=4.517, sprd=0.015]
Ep 080/80 [S3:+sens]:  37%|▋ | 166/453 [01:20<02:09,  2.21it/s, loss=0.673, pair=0.000, adv=5.155, sprd=0.024]
Ep 080/80 [S3:+sens]:  37%|▋ | 167/453 [01:20<02:16,  2.09it/s, loss=0.673, pair=0.000, adv=5.155, sprd=0.024]
Ep 080/80 [S3:+sens]:  37%|▋ | 167/453 [01:21<02:16,  2.09it/s, loss=0.623, pair=0.000, adv=4.882, sprd=0.017]
Ep 080/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:10,  2.19it/s, loss=0.623, pair=0.000, adv=4.882, sprd=0.017]
Ep 080/80 [S3:+sens]:  37%|▋ | 168/453 [01:21<02:10,  2.19it/s, loss=0.618, pair=0.005, adv=3.797, sprd=0.017]
Ep 080/80 [S3:+sens]:  37%|▋ | 169/453 [01:21<02:14,  2.11it/s, loss=0.618, pair=0.005, adv=3.797, sprd=0.017]
Ep 080/80 [S3:+sens]:  37%|▋ | 169/453 [01:22<02:14,  2.11it/s, loss=0.647, pair=0.000, adv=4.406, sprd=0.025]
Ep 080/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:10,  2.17it/s, loss=0.647, pair=0.000, adv=4.406, sprd=0.025]
Ep 080/80 [S3:+sens]:  38%|▊ | 170/453 [01:22<02:10,  2.17it/s, loss=0.705, pair=0.000, adv=5.012, sprd=0.037]
Ep 080/80 [S3:+sens]:  38%|▊ | 171/453 [01:22<02:18,  2.04it/s, loss=0.705, pair=0.000, adv=5.012, sprd=0.037]
Ep 080/80 [S3:+sens]:  38%|▊ | 171/453 [01:23<02:18,  2.04it/s, loss=0.628, pair=0.001, adv=4.616, sprd=0.020]
Ep 080/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:11,  2.13it/s, loss=0.628, pair=0.001, adv=4.616, sprd=0.020]
Ep 080/80 [S3:+sens]:  38%|▊ | 172/453 [01:23<02:11,  2.13it/s, loss=0.666, pair=0.000, adv=5.702, sprd=0.025]
Ep 080/80 [S3:+sens]:  38%|▊ | 173/453 [01:23<02:15,  2.07it/s, loss=0.666, pair=0.000, adv=5.702, sprd=0.025]
Ep 080/80 [S3:+sens]:  38%|▊ | 173/453 [01:24<02:15,  2.07it/s, loss=0.621, pair=0.000, adv=5.672, sprd=0.019]
Ep 080/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:08,  2.17it/s, loss=0.621, pair=0.000, adv=5.672, sprd=0.019]
Ep 080/80 [S3:+sens]:  38%|▊ | 174/453 [01:24<02:08,  2.17it/s, loss=0.648, pair=0.000, adv=5.197, sprd=0.024]
Ep 080/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.648, pair=0.000, adv=5.197, sprd=0.024]
Ep 080/80 [S3:+sens]:  39%|▊ | 175/453 [01:24<02:15,  2.05it/s, loss=0.551, pair=0.001, adv=3.078, sprd=0.014]
Ep 080/80 [S3:+sens]:  39%|▊ | 176/453 [01:24<02:08,  2.16it/s, loss=0.551, pair=0.001, adv=3.078, sprd=0.014]
Ep 080/80 [S3:+sens]:  39%|▊ | 176/453 [01:25<02:08,  2.16it/s, loss=0.642, pair=0.005, adv=4.691, sprd=0.023]
Ep 080/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.06it/s, loss=0.642, pair=0.005, adv=4.691, sprd=0.023]
Ep 080/80 [S3:+sens]:  39%|▊ | 177/453 [01:25<02:14,  2.06it/s, loss=0.594, pair=0.000, adv=4.326, sprd=0.016]
Ep 080/80 [S3:+sens]:  39%|▊ | 178/453 [01:25<02:08,  2.15it/s, loss=0.594, pair=0.000, adv=4.326, sprd=0.016]
Ep 080/80 [S3:+sens]:  39%|▊ | 178/453 [01:26<02:08,  2.15it/s, loss=0.600, pair=0.005, adv=3.108, sprd=0.012]
Ep 080/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.06it/s, loss=0.600, pair=0.005, adv=3.108, sprd=0.012]
Ep 080/80 [S3:+sens]:  40%|▊ | 179/453 [01:26<02:13,  2.06it/s, loss=0.652, pair=0.000, adv=4.486, sprd=0.023]
Ep 080/80 [S3:+sens]:  40%|▊ | 180/453 [01:26<02:07,  2.14it/s, loss=0.652, pair=0.000, adv=4.486, sprd=0.023]
Ep 080/80 [S3:+sens]:  40%|▊ | 180/453 [01:27<02:07,  2.14it/s, loss=0.682, pair=0.000, adv=5.224, sprd=0.020]
Ep 080/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:13,  2.04it/s, loss=0.682, pair=0.000, adv=5.224, sprd=0.020]
Ep 080/80 [S3:+sens]:  40%|▊ | 181/453 [01:27<02:13,  2.04it/s, loss=0.647, pair=0.006, adv=3.932, sprd=0.020]
Ep 080/80 [S3:+sens]:  40%|▊ | 182/453 [01:27<02:03,  2.19it/s, loss=0.647, pair=0.006, adv=3.932, sprd=0.020]
Ep 080/80 [S3:+sens]:  40%|▊ | 182/453 [01:28<02:03,  2.19it/s, loss=0.634, pair=0.001, adv=5.489, sprd=0.023]
Ep 080/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:09,  2.08it/s, loss=0.634, pair=0.001, adv=5.489, sprd=0.023]
Ep 080/80 [S3:+sens]:  40%|▊ | 183/453 [01:28<02:09,  2.08it/s, loss=0.609, pair=0.000, adv=3.704, sprd=0.016]
Ep 080/80 [S3:+sens]:  41%|▊ | 184/453 [01:28<02:03,  2.18it/s, loss=0.609, pair=0.000, adv=3.704, sprd=0.016]
Ep 080/80 [S3:+sens]:  41%|▊ | 184/453 [01:29<02:03,  2.18it/s, loss=0.639, pair=0.000, adv=4.368, sprd=0.022]
Ep 080/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.639, pair=0.000, adv=4.368, sprd=0.022]
Ep 080/80 [S3:+sens]:  41%|▊ | 185/453 [01:29<02:08,  2.08it/s, loss=0.661, pair=0.001, adv=5.277, sprd=0.030]
Ep 080/80 [S3:+sens]:  41%|▊ | 186/453 [01:29<02:05,  2.13it/s, loss=0.661, pair=0.001, adv=5.277, sprd=0.030]
Ep 080/80 [S3:+sens]:  41%|▊ | 186/453 [01:30<02:05,  2.13it/s, loss=0.633, pair=0.000, adv=5.015, sprd=0.022]
Ep 080/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:19,  1.91it/s, loss=0.633, pair=0.000, adv=5.015, sprd=0.022]
Ep 080/80 [S3:+sens]:  41%|▊ | 187/453 [01:30<02:19,  1.91it/s, loss=0.633, pair=0.000, adv=5.029, sprd=0.020]
Ep 080/80 [S3:+sens]:  42%|▊ | 188/453 [01:30<02:10,  2.04it/s, loss=0.633, pair=0.000, adv=5.029, sprd=0.020]
Ep 080/80 [S3:+sens]:  42%|▊ | 188/453 [01:31<02:10,  2.04it/s, loss=0.644, pair=0.000, adv=4.956, sprd=0.020]
Ep 080/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:11,  2.01it/s, loss=0.644, pair=0.000, adv=4.956, sprd=0.020]
Ep 080/80 [S3:+sens]:  42%|▊ | 189/453 [01:31<02:11,  2.01it/s, loss=0.654, pair=0.002, adv=5.837, sprd=0.023]
Ep 080/80 [S3:+sens]:  42%|▊ | 190/453 [01:31<02:03,  2.12it/s, loss=0.654, pair=0.002, adv=5.837, sprd=0.023]
Ep 080/80 [S3:+sens]:  42%|▊ | 190/453 [01:32<02:03,  2.12it/s, loss=0.675, pair=0.000, adv=4.504, sprd=0.026]
Ep 080/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:08,  2.04it/s, loss=0.675, pair=0.000, adv=4.504, sprd=0.026]
Ep 080/80 [S3:+sens]:  42%|▊ | 191/453 [01:32<02:08,  2.04it/s, loss=0.669, pair=0.000, adv=5.223, sprd=0.029]
Ep 080/80 [S3:+sens]:  42%|▊ | 192/453 [01:32<02:02,  2.13it/s, loss=0.669, pair=0.000, adv=5.223, sprd=0.029]
Ep 080/80 [S3:+sens]:  42%|▊ | 192/453 [01:33<02:02,  2.13it/s, loss=0.621, pair=0.001, adv=4.855, sprd=0.018]
Ep 080/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:07,  2.04it/s, loss=0.621, pair=0.001, adv=4.855, sprd=0.018]
Ep 080/80 [S3:+sens]:  43%|▊ | 193/453 [01:33<02:07,  2.04it/s, loss=0.682, pair=0.001, adv=5.111, sprd=0.028]
Ep 080/80 [S3:+sens]:  43%|▊ | 194/453 [01:33<02:02,  2.12it/s, loss=0.682, pair=0.001, adv=5.111, sprd=0.028]
Ep 080/80 [S3:+sens]:  43%|▊ | 194/453 [01:34<02:02,  2.12it/s, loss=0.629, pair=0.000, adv=6.034, sprd=0.016]
Ep 080/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:05,  2.06it/s, loss=0.629, pair=0.000, adv=6.034, sprd=0.016]
Ep 080/80 [S3:+sens]:  43%|▊ | 195/453 [01:34<02:05,  2.06it/s, loss=0.621, pair=0.000, adv=4.952, sprd=0.020]
Ep 080/80 [S3:+sens]:  43%|▊ | 196/453 [01:34<01:59,  2.15it/s, loss=0.621, pair=0.000, adv=4.952, sprd=0.020]
Ep 080/80 [S3:+sens]:  43%|▊ | 196/453 [01:35<01:59,  2.15it/s, loss=0.623, pair=0.000, adv=4.988, sprd=0.019]
Ep 080/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:04,  2.06it/s, loss=0.623, pair=0.000, adv=4.988, sprd=0.019]
Ep 080/80 [S3:+sens]:  43%|▊ | 197/453 [01:35<02:04,  2.06it/s, loss=0.654, pair=0.000, adv=5.606, sprd=0.024]
Ep 080/80 [S3:+sens]:  44%|▊ | 198/453 [01:35<01:58,  2.15it/s, loss=0.654, pair=0.000, adv=5.606, sprd=0.024]
Ep 080/80 [S3:+sens]:  44%|▊ | 198/453 [01:36<01:58,  2.15it/s, loss=0.594, pair=0.000, adv=4.772, sprd=0.015]
Ep 080/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:02,  2.08it/s, loss=0.594, pair=0.000, adv=4.772, sprd=0.015]
Ep 080/80 [S3:+sens]:  44%|▉ | 199/453 [01:36<02:02,  2.08it/s, loss=0.609, pair=0.000, adv=5.495, sprd=0.017]
Ep 080/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.18it/s, loss=0.609, pair=0.000, adv=5.495, sprd=0.017]
Ep 080/80 [S3:+sens]:  44%|▉ | 200/453 [01:36<01:56,  2.18it/s, loss=0.622, pair=0.001, adv=4.881, sprd=0.020]
Ep 080/80 [S3:+sens]:  44%|▉ | 201/453 [01:36<02:01,  2.08it/s, loss=0.622, pair=0.001, adv=4.881, sprd=0.020]
Ep 080/80 [S3:+sens]:  44%|▉ | 201/453 [01:37<02:01,  2.08it/s, loss=0.622, pair=0.000, adv=4.141, sprd=0.017]
Ep 080/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:53,  2.21it/s, loss=0.622, pair=0.000, adv=4.141, sprd=0.017]
Ep 080/80 [S3:+sens]:  45%|▉ | 202/453 [01:37<01:53,  2.21it/s, loss=0.663, pair=0.000, adv=4.830, sprd=0.016]
Ep 080/80 [S3:+sens]:  45%|▉ | 203/453 [01:37<01:56,  2.15it/s, loss=0.663, pair=0.000, adv=4.830, sprd=0.016]
Ep 080/80 [S3:+sens]:  45%|▉ | 203/453 [01:38<01:56,  2.15it/s, loss=0.629, pair=0.000, adv=4.954, sprd=0.020]
Ep 080/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:52,  2.22it/s, loss=0.629, pair=0.000, adv=4.954, sprd=0.020]
Ep 080/80 [S3:+sens]:  45%|▉ | 204/453 [01:38<01:52,  2.22it/s, loss=0.643, pair=0.003, adv=5.716, sprd=0.026]
Ep 080/80 [S3:+sens]:  45%|▉ | 205/453 [01:38<01:58,  2.09it/s, loss=0.643, pair=0.003, adv=5.716, sprd=0.026]
Ep 080/80 [S3:+sens]:  45%|▉ | 205/453 [01:39<01:58,  2.09it/s, loss=0.627, pair=0.000, adv=5.527, sprd=0.017]
Ep 080/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:51,  2.22it/s, loss=0.627, pair=0.000, adv=5.527, sprd=0.017]
Ep 080/80 [S3:+sens]:  45%|▉ | 206/453 [01:39<01:51,  2.22it/s, loss=0.698, pair=0.000, adv=5.463, sprd=0.025]
Ep 080/80 [S3:+sens]:  46%|▉ | 207/453 [01:39<01:56,  2.12it/s, loss=0.698, pair=0.000, adv=5.463, sprd=0.025]
Ep 080/80 [S3:+sens]:  46%|▉ | 207/453 [01:40<01:56,  2.12it/s, loss=0.658, pair=0.002, adv=6.317, sprd=0.024]
Ep 080/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:51,  2.19it/s, loss=0.658, pair=0.002, adv=6.317, sprd=0.024]
Ep 080/80 [S3:+sens]:  46%|▉ | 208/453 [01:40<01:51,  2.19it/s, loss=0.631, pair=0.002, adv=5.216, sprd=0.020]
Ep 080/80 [S3:+sens]:  46%|▉ | 209/453 [01:40<01:59,  2.04it/s, loss=0.631, pair=0.002, adv=5.216, sprd=0.020]
Ep 080/80 [S3:+sens]:  46%|▉ | 209/453 [01:41<01:59,  2.04it/s, loss=0.631, pair=0.008, adv=5.386, sprd=0.021]
Ep 080/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.15it/s, loss=0.631, pair=0.008, adv=5.386, sprd=0.021]
Ep 080/80 [S3:+sens]:  46%|▉ | 210/453 [01:41<01:53,  2.15it/s, loss=0.650, pair=0.004, adv=5.581, sprd=0.022]
Ep 080/80 [S3:+sens]:  47%|▉ | 211/453 [01:41<02:04,  1.94it/s, loss=0.650, pair=0.004, adv=5.581, sprd=0.022]
Ep 080/80 [S3:+sens]:  47%|▉ | 211/453 [01:42<02:04,  1.94it/s, loss=0.647, pair=0.005, adv=4.680, sprd=0.022]
Ep 080/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:56,  2.06it/s, loss=0.647, pair=0.005, adv=4.680, sprd=0.022]
Ep 080/80 [S3:+sens]:  47%|▉ | 212/453 [01:42<01:56,  2.06it/s, loss=0.629, pair=0.005, adv=4.518, sprd=0.019]
Ep 080/80 [S3:+sens]:  47%|▉ | 213/453 [01:42<01:59,  2.01it/s, loss=0.629, pair=0.005, adv=4.518, sprd=0.019]
Ep 080/80 [S3:+sens]:  47%|▉ | 213/453 [01:43<01:59,  2.01it/s, loss=0.595, pair=0.005, adv=4.341, sprd=0.016]
Ep 080/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:53,  2.10it/s, loss=0.595, pair=0.005, adv=4.341, sprd=0.016]
Ep 080/80 [S3:+sens]:  47%|▉ | 214/453 [01:43<01:53,  2.10it/s, loss=0.639, pair=0.001, adv=4.312, sprd=0.023]
Ep 080/80 [S3:+sens]:  47%|▉ | 215/453 [01:43<01:59,  2.00it/s, loss=0.639, pair=0.001, adv=4.312, sprd=0.023]
Ep 080/80 [S3:+sens]:  47%|▉ | 215/453 [01:44<01:59,  2.00it/s, loss=0.642, pair=0.006, adv=4.868, sprd=0.020]
Ep 080/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:51,  2.13it/s, loss=0.642, pair=0.006, adv=4.868, sprd=0.020]
Ep 080/80 [S3:+sens]:  48%|▉ | 216/453 [01:44<01:51,  2.13it/s, loss=0.753, pair=0.004, adv=5.254, sprd=0.033]
Ep 080/80 [S3:+sens]:  48%|▉ | 217/453 [01:44<01:55,  2.04it/s, loss=0.753, pair=0.004, adv=5.254, sprd=0.033]
Ep 080/80 [S3:+sens]:  48%|▉ | 217/453 [01:45<01:55,  2.04it/s, loss=0.648, pair=0.006, adv=5.459, sprd=0.024]
Ep 080/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:50,  2.13it/s, loss=0.648, pair=0.006, adv=5.459, sprd=0.024]
Ep 080/80 [S3:+sens]:  48%|▉ | 218/453 [01:45<01:50,  2.13it/s, loss=0.621, pair=0.005, adv=5.209, sprd=0.017]
Ep 080/80 [S3:+sens]:  48%|▉ | 219/453 [01:45<01:53,  2.05it/s, loss=0.621, pair=0.005, adv=5.209, sprd=0.017]
Ep 080/80 [S3:+sens]:  48%|▉ | 219/453 [01:46<01:53,  2.05it/s, loss=0.650, pair=0.006, adv=4.616, sprd=0.024]
Ep 080/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.650, pair=0.006, adv=4.616, sprd=0.024]
Ep 080/80 [S3:+sens]:  49%|▉ | 220/453 [01:46<01:49,  2.13it/s, loss=0.692, pair=0.005, adv=5.357, sprd=0.031]
Ep 080/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:54,  2.03it/s, loss=0.692, pair=0.005, adv=5.357, sprd=0.031]
Ep 080/80 [S3:+sens]:  49%|▉ | 221/453 [01:46<01:54,  2.03it/s, loss=0.681, pair=0.008, adv=6.387, sprd=0.030]
Ep 080/80 [S3:+sens]:  49%|▉ | 222/453 [01:46<01:49,  2.12it/s, loss=0.681, pair=0.008, adv=6.387, sprd=0.030]
Ep 080/80 [S3:+sens]:  49%|▉ | 222/453 [01:47<01:49,  2.12it/s, loss=0.711, pair=0.007, adv=5.894, sprd=0.026]
Ep 080/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:54,  2.01it/s, loss=0.711, pair=0.007, adv=5.894, sprd=0.026]
Ep 080/80 [S3:+sens]:  49%|▉ | 223/453 [01:47<01:54,  2.01it/s, loss=0.633, pair=0.005, adv=5.112, sprd=0.021]
Ep 080/80 [S3:+sens]:  49%|▉ | 224/453 [01:47<01:47,  2.12it/s, loss=0.633, pair=0.005, adv=5.112, sprd=0.021]
Ep 080/80 [S3:+sens]:  49%|▉ | 224/453 [01:48<01:47,  2.12it/s, loss=0.560, pair=0.002, adv=3.185, sprd=0.012]
Ep 080/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:49,  2.07it/s, loss=0.560, pair=0.002, adv=3.185, sprd=0.012]
Ep 080/80 [S3:+sens]:  50%|▉ | 225/453 [01:48<01:49,  2.07it/s, loss=0.596, pair=0.002, adv=4.881, sprd=0.016]
Ep 080/80 [S3:+sens]:  50%|▉ | 226/453 [01:48<01:45,  2.16it/s, loss=0.596, pair=0.002, adv=4.881, sprd=0.016]
Ep 080/80 [S3:+sens]:  50%|▉ | 226/453 [01:49<01:45,  2.16it/s, loss=0.666, pair=0.004, adv=4.807, sprd=0.027]
Ep 080/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:51,  2.03it/s, loss=0.666, pair=0.004, adv=4.807, sprd=0.027]
Ep 080/80 [S3:+sens]:  50%|█ | 227/453 [01:49<01:51,  2.03it/s, loss=0.621, pair=0.001, adv=5.191, sprd=0.021]
Ep 080/80 [S3:+sens]:  50%|█ | 228/453 [01:49<01:46,  2.11it/s, loss=0.621, pair=0.001, adv=5.191, sprd=0.021]
Ep 080/80 [S3:+sens]:  50%|█ | 228/453 [01:50<01:46,  2.11it/s, loss=0.676, pair=0.002, adv=5.123, sprd=0.032]
Ep 080/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:53,  1.97it/s, loss=0.676, pair=0.002, adv=5.123, sprd=0.032]
Ep 080/80 [S3:+sens]:  51%|█ | 229/453 [01:50<01:53,  1.97it/s, loss=0.621, pair=0.005, adv=4.270, sprd=0.020]
Ep 080/80 [S3:+sens]:  51%|█ | 230/453 [01:50<01:47,  2.07it/s, loss=0.621, pair=0.005, adv=4.270, sprd=0.020]
Ep 080/80 [S3:+sens]:  51%|█ | 230/453 [01:51<01:47,  2.07it/s, loss=0.688, pair=0.002, adv=4.155, sprd=0.032]
Ep 080/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:51,  1.98it/s, loss=0.688, pair=0.002, adv=4.155, sprd=0.032]
Ep 080/80 [S3:+sens]:  51%|█ | 231/453 [01:51<01:51,  1.98it/s, loss=0.652, pair=0.029, adv=5.383, sprd=0.024]
Ep 080/80 [S3:+sens]:  51%|█ | 232/453 [01:51<01:45,  2.09it/s, loss=0.652, pair=0.029, adv=5.383, sprd=0.024]
Ep 080/80 [S3:+sens]:  51%|█ | 232/453 [01:52<01:45,  2.09it/s, loss=0.690, pair=0.003, adv=5.323, sprd=0.027]
Ep 080/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.02it/s, loss=0.690, pair=0.003, adv=5.323, sprd=0.027]
Ep 080/80 [S3:+sens]:  51%|█ | 233/453 [01:52<01:48,  2.02it/s, loss=0.646, pair=0.001, adv=4.267, sprd=0.026]
Ep 080/80 [S3:+sens]:  52%|█ | 234/453 [01:52<01:44,  2.10it/s, loss=0.646, pair=0.001, adv=4.267, sprd=0.026]
Ep 080/80 [S3:+sens]:  52%|█ | 234/453 [01:53<01:44,  2.10it/s, loss=0.591, pair=0.000, adv=3.900, sprd=0.014]
Ep 080/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:47,  2.04it/s, loss=0.591, pair=0.000, adv=3.900, sprd=0.014]
Ep 080/80 [S3:+sens]:  52%|█ | 235/453 [01:53<01:47,  2.04it/s, loss=0.606, pair=0.000, adv=4.852, sprd=0.015]
Ep 080/80 [S3:+sens]:  52%|█ | 236/453 [01:53<01:41,  2.15it/s, loss=0.606, pair=0.000, adv=4.852, sprd=0.015]
Ep 080/80 [S3:+sens]:  52%|█ | 236/453 [01:54<01:41,  2.15it/s, loss=0.650, pair=0.000, adv=5.086, sprd=0.026]
Ep 080/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:47,  2.01it/s, loss=0.650, pair=0.000, adv=5.086, sprd=0.026]
Ep 080/80 [S3:+sens]:  52%|█ | 237/453 [01:54<01:47,  2.01it/s, loss=0.607, pair=0.000, adv=4.239, sprd=0.017]
Ep 080/80 [S3:+sens]:  53%|█ | 238/453 [01:54<01:41,  2.11it/s, loss=0.607, pair=0.000, adv=4.239, sprd=0.017]
Ep 080/80 [S3:+sens]:  53%|█ | 238/453 [01:55<01:41,  2.11it/s, loss=0.722, pair=0.000, adv=4.540, sprd=0.028]
Ep 080/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:51,  1.91it/s, loss=0.722, pair=0.000, adv=4.540, sprd=0.028]
Ep 080/80 [S3:+sens]:  53%|█ | 239/453 [01:55<01:51,  1.91it/s, loss=0.651, pair=0.001, adv=4.297, sprd=0.019]
Ep 080/80 [S3:+sens]:  53%|█ | 240/453 [01:55<01:43,  2.06it/s, loss=0.651, pair=0.001, adv=4.297, sprd=0.019]
Ep 080/80 [S3:+sens]:  53%|█ | 240/453 [01:56<01:43,  2.06it/s, loss=0.593, pair=0.000, adv=4.423, sprd=0.015]
Ep 080/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:45,  2.02it/s, loss=0.593, pair=0.000, adv=4.423, sprd=0.015]
Ep 080/80 [S3:+sens]:  53%|█ | 241/453 [01:56<01:45,  2.02it/s, loss=0.617, pair=0.000, adv=4.349, sprd=0.014]
Ep 080/80 [S3:+sens]:  53%|█ | 242/453 [01:56<01:36,  2.19it/s, loss=0.617, pair=0.000, adv=4.349, sprd=0.014]
Ep 080/80 [S3:+sens]:  53%|█ | 242/453 [01:57<01:36,  2.19it/s, loss=0.607, pair=0.001, adv=4.490, sprd=0.017]
Ep 080/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:39,  2.10it/s, loss=0.607, pair=0.001, adv=4.490, sprd=0.017]
Ep 080/80 [S3:+sens]:  54%|█ | 243/453 [01:57<01:39,  2.10it/s, loss=0.597, pair=0.000, adv=4.409, sprd=0.014]
Ep 080/80 [S3:+sens]:  54%|█ | 244/453 [01:57<01:35,  2.19it/s, loss=0.597, pair=0.000, adv=4.409, sprd=0.014]
Ep 080/80 [S3:+sens]:  54%|█ | 244/453 [01:58<01:35,  2.19it/s, loss=0.671, pair=0.000, adv=4.873, sprd=0.028]
Ep 080/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:39,  2.09it/s, loss=0.671, pair=0.000, adv=4.873, sprd=0.028]
Ep 080/80 [S3:+sens]:  54%|█ | 245/453 [01:58<01:39,  2.09it/s, loss=0.655, pair=0.000, adv=3.827, sprd=0.022]
Ep 080/80 [S3:+sens]:  54%|█ | 246/453 [01:58<01:34,  2.19it/s, loss=0.655, pair=0.000, adv=3.827, sprd=0.022]
Ep 080/80 [S3:+sens]:  54%|█ | 246/453 [01:59<01:34,  2.19it/s, loss=0.698, pair=0.001, adv=4.310, sprd=0.022]
Ep 080/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.07it/s, loss=0.698, pair=0.001, adv=4.310, sprd=0.022]
Ep 080/80 [S3:+sens]:  55%|█ | 247/453 [01:59<01:39,  2.07it/s, loss=0.616, pair=0.000, adv=3.913, sprd=0.019]
Ep 080/80 [S3:+sens]:  55%|█ | 248/453 [01:59<01:34,  2.17it/s, loss=0.616, pair=0.000, adv=3.913, sprd=0.019]
Ep 080/80 [S3:+sens]:  55%|█ | 248/453 [02:00<01:34,  2.17it/s, loss=0.689, pair=0.000, adv=4.243, sprd=0.021]
Ep 080/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:39,  2.05it/s, loss=0.689, pair=0.000, adv=4.243, sprd=0.021]
Ep 080/80 [S3:+sens]:  55%|█ | 249/453 [02:00<01:39,  2.05it/s, loss=0.620, pair=0.000, adv=5.106, sprd=0.021]
Ep 080/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.14it/s, loss=0.620, pair=0.000, adv=5.106, sprd=0.021]
Ep 080/80 [S3:+sens]:  55%|█ | 250/453 [02:00<01:35,  2.14it/s, loss=0.595, pair=0.000, adv=5.029, sprd=0.016]
Ep 080/80 [S3:+sens]:  55%|█ | 251/453 [02:00<01:39,  2.03it/s, loss=0.595, pair=0.000, adv=5.029, sprd=0.016]
Ep 080/80 [S3:+sens]:  55%|█ | 251/453 [02:01<01:39,  2.03it/s, loss=0.647, pair=0.000, adv=5.237, sprd=0.027]
Ep 080/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:35,  2.10it/s, loss=0.647, pair=0.000, adv=5.237, sprd=0.027]
Ep 080/80 [S3:+sens]:  56%|█ | 252/453 [02:01<01:35,  2.10it/s, loss=0.635, pair=0.001, adv=5.234, sprd=0.022]
Ep 080/80 [S3:+sens]:  56%|█ | 253/453 [02:01<01:39,  2.00it/s, loss=0.635, pair=0.001, adv=5.234, sprd=0.022]
Ep 080/80 [S3:+sens]:  56%|█ | 253/453 [02:02<01:39,  2.00it/s, loss=0.640, pair=0.000, adv=4.932, sprd=0.021]
Ep 080/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:34,  2.10it/s, loss=0.640, pair=0.000, adv=4.932, sprd=0.021]
Ep 080/80 [S3:+sens]:  56%|█ | 254/453 [02:02<01:34,  2.10it/s, loss=0.638, pair=0.000, adv=4.895, sprd=0.019]
Ep 080/80 [S3:+sens]:  56%|█▏| 255/453 [02:02<01:37,  2.03it/s, loss=0.638, pair=0.000, adv=4.895, sprd=0.019]
Ep 080/80 [S3:+sens]:  56%|█▏| 255/453 [02:03<01:37,  2.03it/s, loss=0.676, pair=0.070, adv=5.061, sprd=0.026]
Ep 080/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:33,  2.12it/s, loss=0.676, pair=0.070, adv=5.061, sprd=0.026]
Ep 080/80 [S3:+sens]:  57%|█▏| 256/453 [02:03<01:33,  2.12it/s, loss=0.650, pair=0.000, adv=5.509, sprd=0.023]
Ep 080/80 [S3:+sens]:  57%|█▏| 257/453 [02:03<01:36,  2.03it/s, loss=0.650, pair=0.000, adv=5.509, sprd=0.023]
Ep 080/80 [S3:+sens]:  57%|█▏| 257/453 [02:04<01:36,  2.03it/s, loss=0.631, pair=0.000, adv=5.082, sprd=0.019]
Ep 080/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:30,  2.15it/s, loss=0.631, pair=0.000, adv=5.082, sprd=0.019]
Ep 080/80 [S3:+sens]:  57%|█▏| 258/453 [02:04<01:30,  2.15it/s, loss=0.650, pair=0.000, adv=5.060, sprd=0.025]
Ep 080/80 [S3:+sens]:  57%|█▏| 259/453 [02:04<01:35,  2.04it/s, loss=0.650, pair=0.000, adv=5.060, sprd=0.025]
Ep 080/80 [S3:+sens]:  57%|█▏| 259/453 [02:05<01:35,  2.04it/s, loss=0.663, pair=0.000, adv=4.925, sprd=0.026]
Ep 080/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:30,  2.12it/s, loss=0.663, pair=0.000, adv=4.925, sprd=0.026]
Ep 080/80 [S3:+sens]:  57%|█▏| 260/453 [02:05<01:30,  2.12it/s, loss=0.663, pair=0.001, adv=6.324, sprd=0.026]
Ep 080/80 [S3:+sens]:  58%|█▏| 261/453 [02:05<01:36,  1.99it/s, loss=0.663, pair=0.001, adv=6.324, sprd=0.026]
Ep 080/80 [S3:+sens]:  58%|█▏| 261/453 [02:06<01:36,  1.99it/s, loss=0.662, pair=0.000, adv=4.169, sprd=0.023]
Ep 080/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:30,  2.11it/s, loss=0.662, pair=0.000, adv=4.169, sprd=0.023]
Ep 080/80 [S3:+sens]:  58%|█▏| 262/453 [02:06<01:30,  2.11it/s, loss=0.624, pair=0.000, adv=4.746, sprd=0.018]
Ep 080/80 [S3:+sens]:  58%|█▏| 263/453 [02:06<01:32,  2.06it/s, loss=0.624, pair=0.000, adv=4.746, sprd=0.018]
Ep 080/80 [S3:+sens]:  58%|█▏| 263/453 [02:07<01:32,  2.06it/s, loss=0.642, pair=0.000, adv=5.967, sprd=0.021]
Ep 080/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:27,  2.15it/s, loss=0.642, pair=0.000, adv=5.967, sprd=0.021]
Ep 080/80 [S3:+sens]:  58%|█▏| 264/453 [02:07<01:27,  2.15it/s, loss=0.652, pair=0.000, adv=5.124, sprd=0.024]
Ep 080/80 [S3:+sens]:  58%|█▏| 265/453 [02:07<01:31,  2.05it/s, loss=0.652, pair=0.000, adv=5.124, sprd=0.024]
Ep 080/80 [S3:+sens]:  58%|█▏| 265/453 [02:08<01:31,  2.05it/s, loss=0.623, pair=0.004, adv=5.788, sprd=0.015]
Ep 080/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:24,  2.21it/s, loss=0.623, pair=0.004, adv=5.788, sprd=0.015]
Ep 080/80 [S3:+sens]:  59%|█▏| 266/453 [02:08<01:24,  2.21it/s, loss=0.615, pair=0.000, adv=4.898, sprd=0.017]
Ep 080/80 [S3:+sens]:  59%|█▏| 267/453 [02:08<01:32,  2.00it/s, loss=0.615, pair=0.000, adv=4.898, sprd=0.017]
Ep 080/80 [S3:+sens]:  59%|█▏| 267/453 [02:09<01:32,  2.00it/s, loss=0.660, pair=0.000, adv=5.074, sprd=0.024]
Ep 080/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:28,  2.10it/s, loss=0.660, pair=0.000, adv=5.074, sprd=0.024]
Ep 080/80 [S3:+sens]:  59%|█▏| 268/453 [02:09<01:28,  2.10it/s, loss=0.630, pair=0.001, adv=4.063, sprd=0.017]
Ep 080/80 [S3:+sens]:  59%|█▏| 269/453 [02:09<01:29,  2.05it/s, loss=0.630, pair=0.001, adv=4.063, sprd=0.017]
Ep 080/80 [S3:+sens]:  59%|█▏| 269/453 [02:10<01:29,  2.05it/s, loss=0.682, pair=0.000, adv=5.067, sprd=0.031]
Ep 080/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:26,  2.12it/s, loss=0.682, pair=0.000, adv=5.067, sprd=0.031]
Ep 080/80 [S3:+sens]:  60%|█▏| 270/453 [02:10<01:26,  2.12it/s, loss=0.670, pair=0.000, adv=4.526, sprd=0.030]
Ep 080/80 [S3:+sens]:  60%|█▏| 271/453 [02:10<01:31,  2.00it/s, loss=0.670, pair=0.000, adv=4.526, sprd=0.030]
Ep 080/80 [S3:+sens]:  60%|█▏| 271/453 [02:11<01:31,  2.00it/s, loss=0.683, pair=0.000, adv=5.181, sprd=0.031]
Ep 080/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:26,  2.09it/s, loss=0.683, pair=0.000, adv=5.181, sprd=0.031]
Ep 080/80 [S3:+sens]:  60%|█▏| 272/453 [02:11<01:26,  2.09it/s, loss=0.659, pair=0.000, adv=4.634, sprd=0.027]
Ep 080/80 [S3:+sens]:  60%|█▏| 273/453 [02:11<01:29,  2.00it/s, loss=0.659, pair=0.000, adv=4.634, sprd=0.027]
Ep 080/80 [S3:+sens]:  60%|█▏| 273/453 [02:12<01:29,  2.00it/s, loss=0.625, pair=0.000, adv=4.656, sprd=0.020]
Ep 080/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:24,  2.11it/s, loss=0.625, pair=0.000, adv=4.656, sprd=0.020]
Ep 080/80 [S3:+sens]:  60%|█▏| 274/453 [02:12<01:24,  2.11it/s, loss=0.639, pair=0.000, adv=4.570, sprd=0.023]
Ep 080/80 [S3:+sens]:  61%|█▏| 275/453 [02:12<01:28,  2.01it/s, loss=0.639, pair=0.000, adv=4.570, sprd=0.023]
Ep 080/80 [S3:+sens]:  61%|█▏| 275/453 [02:13<01:28,  2.01it/s, loss=0.681, pair=0.000, adv=4.014, sprd=0.032]
Ep 080/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:24,  2.09it/s, loss=0.681, pair=0.000, adv=4.014, sprd=0.032]
Ep 080/80 [S3:+sens]:  61%|█▏| 276/453 [02:13<01:24,  2.09it/s, loss=0.638, pair=0.000, adv=5.421, sprd=0.021]
Ep 080/80 [S3:+sens]:  61%|█▏| 277/453 [02:13<01:27,  2.00it/s, loss=0.638, pair=0.000, adv=5.421, sprd=0.021]
Ep 080/80 [S3:+sens]:  61%|█▏| 277/453 [02:14<01:27,  2.00it/s, loss=0.605, pair=0.000, adv=3.132, sprd=0.025]
Ep 080/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:24,  2.07it/s, loss=0.605, pair=0.000, adv=3.132, sprd=0.025]
Ep 080/80 [S3:+sens]:  61%|█▏| 278/453 [02:14<01:24,  2.07it/s, loss=0.602, pair=0.000, adv=4.681, sprd=0.015]
Ep 080/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:27,  2.00it/s, loss=0.602, pair=0.000, adv=4.681, sprd=0.015]
Ep 080/80 [S3:+sens]:  62%|█▏| 279/453 [02:14<01:27,  2.00it/s, loss=0.646, pair=0.002, adv=4.947, sprd=0.021]
Ep 080/80 [S3:+sens]:  62%|█▏| 280/453 [02:14<01:21,  2.11it/s, loss=0.646, pair=0.002, adv=4.947, sprd=0.021]
Ep 080/80 [S3:+sens]:  62%|█▏| 280/453 [02:15<01:21,  2.11it/s, loss=0.678, pair=0.000, adv=4.596, sprd=0.029]
Ep 080/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:25,  2.01it/s, loss=0.678, pair=0.000, adv=4.596, sprd=0.029]
Ep 080/80 [S3:+sens]:  62%|█▏| 281/453 [02:15<01:25,  2.01it/s, loss=0.673, pair=0.000, adv=5.178, sprd=0.026]
Ep 080/80 [S3:+sens]:  62%|█▏| 282/453 [02:15<01:21,  2.11it/s, loss=0.673, pair=0.000, adv=5.178, sprd=0.026]
Ep 080/80 [S3:+sens]:  62%|█▏| 282/453 [02:16<01:21,  2.11it/s, loss=0.644, pair=0.001, adv=4.500, sprd=0.026]
Ep 080/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.01it/s, loss=0.644, pair=0.001, adv=4.500, sprd=0.026]
Ep 080/80 [S3:+sens]:  62%|█▏| 283/453 [02:16<01:24,  2.01it/s, loss=0.623, pair=0.000, adv=5.415, sprd=0.018]
Ep 080/80 [S3:+sens]:  63%|█▎| 284/453 [02:16<01:19,  2.13it/s, loss=0.623, pair=0.000, adv=5.415, sprd=0.018]
Ep 080/80 [S3:+sens]:  63%|█▎| 284/453 [02:17<01:19,  2.13it/s, loss=0.629, pair=0.000, adv=5.058, sprd=0.018]
Ep 080/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:22,  2.04it/s, loss=0.629, pair=0.000, adv=5.058, sprd=0.018]
Ep 080/80 [S3:+sens]:  63%|█▎| 285/453 [02:17<01:22,  2.04it/s, loss=0.683, pair=0.000, adv=5.733, sprd=0.030]
Ep 080/80 [S3:+sens]:  63%|█▎| 286/453 [02:17<01:18,  2.12it/s, loss=0.683, pair=0.000, adv=5.733, sprd=0.030]
Ep 080/80 [S3:+sens]:  63%|█▎| 286/453 [02:18<01:18,  2.12it/s, loss=0.647, pair=0.000, adv=4.641, sprd=0.024]
Ep 080/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:23,  1.98it/s, loss=0.647, pair=0.000, adv=4.641, sprd=0.024]
Ep 080/80 [S3:+sens]:  63%|█▎| 287/453 [02:18<01:23,  1.98it/s, loss=0.627, pair=0.000, adv=4.358, sprd=0.021]
Ep 080/80 [S3:+sens]:  64%|█▎| 288/453 [02:18<01:19,  2.08it/s, loss=0.627, pair=0.000, adv=4.358, sprd=0.021]
Ep 080/80 [S3:+sens]:  64%|█▎| 288/453 [02:19<01:19,  2.08it/s, loss=0.605, pair=0.000, adv=4.078, sprd=0.015]
Ep 080/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:21,  2.01it/s, loss=0.605, pair=0.000, adv=4.078, sprd=0.015]
Ep 080/80 [S3:+sens]:  64%|█▎| 289/453 [02:19<01:21,  2.01it/s, loss=0.705, pair=0.000, adv=5.168, sprd=0.037]
Ep 080/80 [S3:+sens]:  64%|█▎| 290/453 [02:19<01:18,  2.07it/s, loss=0.705, pair=0.000, adv=5.168, sprd=0.037]
Ep 080/80 [S3:+sens]:  64%|█▎| 290/453 [02:20<01:18,  2.07it/s, loss=0.626, pair=0.000, adv=4.505, sprd=0.017]
Ep 080/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:19,  2.04it/s, loss=0.626, pair=0.000, adv=4.505, sprd=0.017]
Ep 080/80 [S3:+sens]:  64%|█▎| 291/453 [02:20<01:19,  2.04it/s, loss=0.631, pair=0.000, adv=4.952, sprd=0.020]
Ep 080/80 [S3:+sens]:  64%|█▎| 292/453 [02:20<01:15,  2.14it/s, loss=0.631, pair=0.000, adv=4.952, sprd=0.020]
Ep 080/80 [S3:+sens]:  64%|█▎| 292/453 [02:21<01:15,  2.14it/s, loss=0.610, pair=0.000, adv=3.857, sprd=0.015]
Ep 080/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:17,  2.06it/s, loss=0.610, pair=0.000, adv=3.857, sprd=0.015]
Ep 080/80 [S3:+sens]:  65%|█▎| 293/453 [02:21<01:17,  2.06it/s, loss=0.627, pair=0.000, adv=4.112, sprd=0.021]
Ep 080/80 [S3:+sens]:  65%|█▎| 294/453 [02:21<01:14,  2.14it/s, loss=0.627, pair=0.000, adv=4.112, sprd=0.021]
Ep 080/80 [S3:+sens]:  65%|█▎| 294/453 [02:22<01:14,  2.14it/s, loss=0.630, pair=0.000, adv=5.548, sprd=0.021]
Ep 080/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:16,  2.05it/s, loss=0.630, pair=0.000, adv=5.548, sprd=0.021]
Ep 080/80 [S3:+sens]:  65%|█▎| 295/453 [02:22<01:16,  2.05it/s, loss=0.653, pair=0.000, adv=4.738, sprd=0.027]
Ep 080/80 [S3:+sens]:  65%|█▎| 296/453 [02:22<01:13,  2.13it/s, loss=0.653, pair=0.000, adv=4.738, sprd=0.027]
Ep 080/80 [S3:+sens]:  65%|█▎| 296/453 [02:23<01:13,  2.13it/s, loss=0.620, pair=0.000, adv=3.896, sprd=0.021]
Ep 080/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:22,  1.89it/s, loss=0.620, pair=0.000, adv=3.896, sprd=0.021]
Ep 080/80 [S3:+sens]:  66%|█▎| 297/453 [02:23<01:22,  1.89it/s, loss=0.583, pair=0.000, adv=4.367, sprd=0.014]
Ep 080/80 [S3:+sens]:  66%|█▎| 298/453 [02:23<01:16,  2.02it/s, loss=0.583, pair=0.000, adv=4.367, sprd=0.014]
Ep 080/80 [S3:+sens]:  66%|█▎| 298/453 [02:24<01:16,  2.02it/s, loss=0.626, pair=0.000, adv=4.755, sprd=0.020]
Ep 080/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:17,  1.98it/s, loss=0.626, pair=0.000, adv=4.755, sprd=0.020]
Ep 080/80 [S3:+sens]:  66%|█▎| 299/453 [02:24<01:17,  1.98it/s, loss=0.610, pair=0.000, adv=4.030, sprd=0.014]
Ep 080/80 [S3:+sens]:  66%|█▎| 300/453 [02:24<01:11,  2.13it/s, loss=0.610, pair=0.000, adv=4.030, sprd=0.014]
Ep 080/80 [S3:+sens]:  66%|█▎| 300/453 [02:25<01:11,  2.13it/s, loss=0.614, pair=0.000, adv=3.660, sprd=0.016]
Ep 080/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:13,  2.06it/s, loss=0.614, pair=0.000, adv=3.660, sprd=0.016]
Ep 080/80 [S3:+sens]:  66%|█▎| 301/453 [02:25<01:13,  2.06it/s, loss=0.653, pair=0.001, adv=4.628, sprd=0.026]
Ep 080/80 [S3:+sens]:  67%|█▎| 302/453 [02:25<01:10,  2.13it/s, loss=0.653, pair=0.001, adv=4.628, sprd=0.026]
Ep 080/80 [S3:+sens]:  67%|█▎| 302/453 [02:26<01:10,  2.13it/s, loss=0.650, pair=0.001, adv=4.537, sprd=0.024]
Ep 080/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:14,  2.02it/s, loss=0.650, pair=0.001, adv=4.537, sprd=0.024]
Ep 080/80 [S3:+sens]:  67%|█▎| 303/453 [02:26<01:14,  2.02it/s, loss=0.624, pair=0.000, adv=5.342, sprd=0.017]
Ep 080/80 [S3:+sens]:  67%|█▎| 304/453 [02:26<01:09,  2.14it/s, loss=0.624, pair=0.000, adv=5.342, sprd=0.017]
Ep 080/80 [S3:+sens]:  67%|█▎| 304/453 [02:27<01:09,  2.14it/s, loss=0.702, pair=0.000, adv=5.551, sprd=0.021]
Ep 080/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:11,  2.07it/s, loss=0.702, pair=0.000, adv=5.551, sprd=0.021]
Ep 080/80 [S3:+sens]:  67%|█▎| 305/453 [02:27<01:11,  2.07it/s, loss=0.620, pair=0.001, adv=4.233, sprd=0.014]
Ep 080/80 [S3:+sens]:  68%|█▎| 306/453 [02:27<01:06,  2.21it/s, loss=0.620, pair=0.001, adv=4.233, sprd=0.014]
Ep 080/80 [S3:+sens]:  68%|█▎| 306/453 [02:28<01:06,  2.21it/s, loss=0.625, pair=0.000, adv=4.530, sprd=0.020]
Ep 080/80 [S3:+sens]:  68%|█▎| 307/453 [02:28<01:09,  2.09it/s, loss=0.625, pair=0.000, adv=4.530, sprd=0.020]
Ep 080/80 [S3:+sens]:  68%|█▎| 307/453 [02:28<01:09,  2.09it/s, loss=0.636, pair=0.000, adv=4.303, sprd=0.021]
Ep 080/80 [S3:+sens]:  68%|█▎| 308/453 [02:28<01:06,  2.20it/s, loss=0.636, pair=0.000, adv=4.303, sprd=0.021]
Ep 080/80 [S3:+sens]:  68%|█▎| 308/453 [02:29<01:06,  2.20it/s, loss=0.643, pair=0.000, adv=3.882, sprd=0.025]
Ep 080/80 [S3:+sens]:  68%|█▎| 309/453 [02:29<01:10,  2.04it/s, loss=0.643, pair=0.000, adv=3.882, sprd=0.025]
Ep 080/80 [S3:+sens]:  68%|█▎| 309/453 [02:29<01:10,  2.04it/s, loss=0.677, pair=0.000, adv=4.407, sprd=0.029]
Ep 080/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:07,  2.11it/s, loss=0.677, pair=0.000, adv=4.407, sprd=0.029]
Ep 080/80 [S3:+sens]:  68%|█▎| 310/453 [02:29<01:07,  2.11it/s, loss=0.708, pair=0.000, adv=4.362, sprd=0.025]
Ep 080/80 [S3:+sens]:  69%|█▎| 311/453 [02:29<01:09,  2.03it/s, loss=0.708, pair=0.000, adv=4.362, sprd=0.025]
Ep 080/80 [S3:+sens]:  69%|█▎| 311/453 [02:30<01:09,  2.03it/s, loss=0.613, pair=0.000, adv=4.620, sprd=0.017]
Ep 080/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:06,  2.12it/s, loss=0.613, pair=0.000, adv=4.620, sprd=0.017]
Ep 080/80 [S3:+sens]:  69%|█▍| 312/453 [02:30<01:06,  2.12it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.021]
Ep 080/80 [S3:+sens]:  69%|█▍| 313/453 [02:30<01:08,  2.06it/s, loss=0.638, pair=0.000, adv=4.937, sprd=0.021]
Ep 080/80 [S3:+sens]:  69%|█▍| 313/453 [02:31<01:08,  2.06it/s, loss=0.636, pair=0.000, adv=5.809, sprd=0.021]
Ep 080/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:04,  2.17it/s, loss=0.636, pair=0.000, adv=5.809, sprd=0.021]
Ep 080/80 [S3:+sens]:  69%|█▍| 314/453 [02:31<01:04,  2.17it/s, loss=0.627, pair=0.000, adv=5.365, sprd=0.019]
Ep 080/80 [S3:+sens]:  70%|█▍| 315/453 [02:31<01:06,  2.06it/s, loss=0.627, pair=0.000, adv=5.365, sprd=0.019]
Ep 080/80 [S3:+sens]:  70%|█▍| 315/453 [02:32<01:06,  2.06it/s, loss=0.618, pair=0.001, adv=3.451, sprd=0.015]
Ep 080/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:01,  2.21it/s, loss=0.618, pair=0.001, adv=3.451, sprd=0.015]
Ep 080/80 [S3:+sens]:  70%|█▍| 316/453 [02:32<01:01,  2.21it/s, loss=0.621, pair=0.000, adv=4.665, sprd=0.021]
Ep 080/80 [S3:+sens]:  70%|█▍| 317/453 [02:32<01:05,  2.08it/s, loss=0.621, pair=0.000, adv=4.665, sprd=0.021]
Ep 080/80 [S3:+sens]:  70%|█▍| 317/453 [02:33<01:05,  2.08it/s, loss=0.619, pair=0.000, adv=5.218, sprd=0.016]
Ep 080/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:00,  2.22it/s, loss=0.619, pair=0.000, adv=5.218, sprd=0.016]
Ep 080/80 [S3:+sens]:  70%|█▍| 318/453 [02:33<01:00,  2.22it/s, loss=0.705, pair=0.000, adv=5.406, sprd=0.024]
Ep 080/80 [S3:+sens]:  70%|█▍| 319/453 [02:33<01:04,  2.08it/s, loss=0.705, pair=0.000, adv=5.406, sprd=0.024]
Ep 080/80 [S3:+sens]:  70%|█▍| 319/453 [02:34<01:04,  2.08it/s, loss=0.639, pair=0.001, adv=5.019, sprd=0.020]
Ep 080/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:00,  2.19it/s, loss=0.639, pair=0.001, adv=5.019, sprd=0.020]
Ep 080/80 [S3:+sens]:  71%|█▍| 320/453 [02:34<01:00,  2.19it/s, loss=0.652, pair=0.000, adv=5.397, sprd=0.025]
Ep 080/80 [S3:+sens]:  71%|█▍| 321/453 [02:34<01:06,  1.97it/s, loss=0.652, pair=0.000, adv=5.397, sprd=0.025]
Ep 080/80 [S3:+sens]:  71%|█▍| 321/453 [02:35<01:06,  1.97it/s, loss=0.666, pair=0.000, adv=4.655, sprd=0.026]
Ep 080/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:02,  2.08it/s, loss=0.666, pair=0.000, adv=4.655, sprd=0.026]
Ep 080/80 [S3:+sens]:  71%|█▍| 322/453 [02:35<01:02,  2.08it/s, loss=0.627, pair=0.000, adv=5.420, sprd=0.020]
Ep 080/80 [S3:+sens]:  71%|█▍| 323/453 [02:35<01:04,  2.01it/s, loss=0.627, pair=0.000, adv=5.420, sprd=0.020]
Ep 080/80 [S3:+sens]:  71%|█▍| 323/453 [02:36<01:04,  2.01it/s, loss=0.599, pair=0.000, adv=3.642, sprd=0.015]
Ep 080/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:00,  2.12it/s, loss=0.599, pair=0.000, adv=3.642, sprd=0.015]
Ep 080/80 [S3:+sens]:  72%|█▍| 324/453 [02:36<01:00,  2.12it/s, loss=0.668, pair=0.000, adv=4.920, sprd=0.026]
Ep 080/80 [S3:+sens]:  72%|█▍| 325/453 [02:36<01:02,  2.05it/s, loss=0.668, pair=0.000, adv=4.920, sprd=0.026]
Ep 080/80 [S3:+sens]:  72%|█▍| 325/453 [02:37<01:02,  2.05it/s, loss=0.609, pair=0.000, adv=4.999, sprd=0.019]
Ep 080/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:59,  2.14it/s, loss=0.609, pair=0.000, adv=4.999, sprd=0.019]
Ep 080/80 [S3:+sens]:  72%|█▍| 326/453 [02:37<00:59,  2.14it/s, loss=0.610, pair=0.000, adv=4.248, sprd=0.017]
Ep 080/80 [S3:+sens]:  72%|█▍| 327/453 [02:37<01:02,  2.02it/s, loss=0.610, pair=0.000, adv=4.248, sprd=0.017]
Ep 080/80 [S3:+sens]:  72%|█▍| 327/453 [02:38<01:02,  2.02it/s, loss=0.673, pair=0.000, adv=4.811, sprd=0.028]
Ep 080/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:59,  2.10it/s, loss=0.673, pair=0.000, adv=4.811, sprd=0.028]
Ep 080/80 [S3:+sens]:  72%|█▍| 328/453 [02:38<00:59,  2.10it/s, loss=0.618, pair=0.000, adv=5.500, sprd=0.017]
Ep 080/80 [S3:+sens]:  73%|█▍| 329/453 [02:38<01:00,  2.04it/s, loss=0.618, pair=0.000, adv=5.500, sprd=0.017]
Ep 080/80 [S3:+sens]:  73%|█▍| 329/453 [02:39<01:00,  2.04it/s, loss=0.681, pair=0.000, adv=4.670, sprd=0.032]
Ep 080/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.10it/s, loss=0.681, pair=0.000, adv=4.670, sprd=0.032]
Ep 080/80 [S3:+sens]:  73%|█▍| 330/453 [02:39<00:58,  2.10it/s, loss=0.657, pair=0.000, adv=4.404, sprd=0.016]
Ep 080/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.06it/s, loss=0.657, pair=0.000, adv=4.404, sprd=0.016]
Ep 080/80 [S3:+sens]:  73%|█▍| 331/453 [02:39<00:59,  2.06it/s, loss=0.612, pair=0.000, adv=5.057, sprd=0.018]
Ep 080/80 [S3:+sens]:  73%|█▍| 332/453 [02:39<00:55,  2.16it/s, loss=0.612, pair=0.000, adv=5.057, sprd=0.018]
Ep 080/80 [S3:+sens]:  73%|█▍| 332/453 [02:40<00:55,  2.16it/s, loss=0.634, pair=0.000, adv=3.946, sprd=0.019]
Ep 080/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:57,  2.07it/s, loss=0.634, pair=0.000, adv=3.946, sprd=0.019]
Ep 080/80 [S3:+sens]:  74%|█▍| 333/453 [02:40<00:57,  2.07it/s, loss=0.637, pair=0.000, adv=5.749, sprd=0.021]
Ep 080/80 [S3:+sens]:  74%|█▍| 334/453 [02:40<00:55,  2.16it/s, loss=0.637, pair=0.000, adv=5.749, sprd=0.021]
Ep 080/80 [S3:+sens]:  74%|█▍| 334/453 [02:41<00:55,  2.16it/s, loss=0.647, pair=0.000, adv=3.729, sprd=0.026]
Ep 080/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:58,  2.03it/s, loss=0.647, pair=0.000, adv=3.729, sprd=0.026]
Ep 080/80 [S3:+sens]:  74%|█▍| 335/453 [02:41<00:58,  2.03it/s, loss=0.636, pair=0.000, adv=5.807, sprd=0.018]
Ep 080/80 [S3:+sens]:  74%|█▍| 336/453 [02:41<00:54,  2.16it/s, loss=0.636, pair=0.000, adv=5.807, sprd=0.018]
Ep 080/80 [S3:+sens]:  74%|█▍| 336/453 [02:42<00:54,  2.16it/s, loss=0.656, pair=0.000, adv=5.442, sprd=0.026]
Ep 080/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  1.99it/s, loss=0.656, pair=0.000, adv=5.442, sprd=0.026]
Ep 080/80 [S3:+sens]:  74%|█▍| 337/453 [02:42<00:58,  1.99it/s, loss=0.591, pair=0.000, adv=4.225, sprd=0.015]
Ep 080/80 [S3:+sens]:  75%|█▍| 338/453 [02:42<00:55,  2.08it/s, loss=0.591, pair=0.000, adv=4.225, sprd=0.015]
Ep 080/80 [S3:+sens]:  75%|█▍| 338/453 [02:43<00:55,  2.08it/s, loss=0.666, pair=0.000, adv=5.068, sprd=0.023]
Ep 080/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:56,  2.03it/s, loss=0.666, pair=0.000, adv=5.068, sprd=0.023]
Ep 080/80 [S3:+sens]:  75%|█▍| 339/453 [02:43<00:56,  2.03it/s, loss=0.664, pair=0.000, adv=4.832, sprd=0.026]
Ep 080/80 [S3:+sens]:  75%|█▌| 340/453 [02:43<00:53,  2.11it/s, loss=0.664, pair=0.000, adv=4.832, sprd=0.026]
Ep 080/80 [S3:+sens]:  75%|█▌| 340/453 [02:44<00:53,  2.11it/s, loss=0.595, pair=0.001, adv=3.658, sprd=0.016]
Ep 080/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:54,  2.04it/s, loss=0.595, pair=0.001, adv=3.658, sprd=0.016]
Ep 080/80 [S3:+sens]:  75%|█▌| 341/453 [02:44<00:54,  2.04it/s, loss=0.620, pair=0.000, adv=4.916, sprd=0.019]
Ep 080/80 [S3:+sens]:  75%|█▌| 342/453 [02:44<00:51,  2.15it/s, loss=0.620, pair=0.000, adv=4.916, sprd=0.019]
Ep 080/80 [S3:+sens]:  75%|█▌| 342/453 [02:45<00:51,  2.15it/s, loss=0.651, pair=0.003, adv=4.099, sprd=0.019]
Ep 080/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:52,  2.08it/s, loss=0.651, pair=0.003, adv=4.099, sprd=0.019]
Ep 080/80 [S3:+sens]:  76%|█▌| 343/453 [02:45<00:52,  2.08it/s, loss=0.689, pair=0.000, adv=5.037, sprd=0.031]
Ep 080/80 [S3:+sens]:  76%|█▌| 344/453 [02:45<00:50,  2.15it/s, loss=0.689, pair=0.000, adv=5.037, sprd=0.031]
Ep 080/80 [S3:+sens]:  76%|█▌| 344/453 [02:46<00:50,  2.15it/s, loss=0.636, pair=0.000, adv=4.788, sprd=0.026]
Ep 080/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:53,  2.00it/s, loss=0.636, pair=0.000, adv=4.788, sprd=0.026]
Ep 080/80 [S3:+sens]:  76%|█▌| 345/453 [02:46<00:53,  2.00it/s, loss=0.657, pair=0.000, adv=5.019, sprd=0.024]
Ep 080/80 [S3:+sens]:  76%|█▌| 346/453 [02:46<00:50,  2.11it/s, loss=0.657, pair=0.000, adv=5.019, sprd=0.024]
Ep 080/80 [S3:+sens]:  76%|█▌| 346/453 [02:47<00:50,  2.11it/s, loss=0.644, pair=0.000, adv=4.307, sprd=0.016]
Ep 080/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:51,  2.05it/s, loss=0.644, pair=0.000, adv=4.307, sprd=0.016]
Ep 080/80 [S3:+sens]:  77%|█▌| 347/453 [02:47<00:51,  2.05it/s, loss=0.659, pair=0.002, adv=4.696, sprd=0.021]
Ep 080/80 [S3:+sens]:  77%|█▌| 348/453 [02:47<00:48,  2.16it/s, loss=0.659, pair=0.002, adv=4.696, sprd=0.021]
Ep 080/80 [S3:+sens]:  77%|█▌| 348/453 [02:48<00:48,  2.16it/s, loss=0.657, pair=0.000, adv=4.871, sprd=0.026]
Ep 080/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:53,  1.95it/s, loss=0.657, pair=0.000, adv=4.871, sprd=0.026]
Ep 080/80 [S3:+sens]:  77%|█▌| 349/453 [02:48<00:53,  1.95it/s, loss=0.620, pair=0.001, adv=4.217, sprd=0.016]
Ep 080/80 [S3:+sens]:  77%|█▌| 350/453 [02:48<00:49,  2.09it/s, loss=0.620, pair=0.001, adv=4.217, sprd=0.016]
Ep 080/80 [S3:+sens]:  77%|█▌| 350/453 [02:49<00:49,  2.09it/s, loss=0.589, pair=0.001, adv=3.445, sprd=0.012]
Ep 080/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.03it/s, loss=0.589, pair=0.001, adv=3.445, sprd=0.012]
Ep 080/80 [S3:+sens]:  77%|█▌| 351/453 [02:49<00:50,  2.03it/s, loss=0.631, pair=0.001, adv=4.033, sprd=0.021]
Ep 080/80 [S3:+sens]:  78%|█▌| 352/453 [02:49<00:47,  2.15it/s, loss=0.631, pair=0.001, adv=4.033, sprd=0.021]
Ep 080/80 [S3:+sens]:  78%|█▌| 352/453 [02:50<00:47,  2.15it/s, loss=0.614, pair=0.000, adv=4.925, sprd=0.020]
Ep 080/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.04it/s, loss=0.614, pair=0.000, adv=4.925, sprd=0.020]
Ep 080/80 [S3:+sens]:  78%|█▌| 353/453 [02:50<00:48,  2.04it/s, loss=0.643, pair=0.000, adv=4.477, sprd=0.023]
Ep 080/80 [S3:+sens]:  78%|█▌| 354/453 [02:50<00:46,  2.13it/s, loss=0.643, pair=0.000, adv=4.477, sprd=0.023]
Ep 080/80 [S3:+sens]:  78%|█▌| 354/453 [02:51<00:46,  2.13it/s, loss=0.663, pair=0.000, adv=5.267, sprd=0.027]
Ep 080/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:48,  2.02it/s, loss=0.663, pair=0.000, adv=5.267, sprd=0.027]
Ep 080/80 [S3:+sens]:  78%|█▌| 355/453 [02:51<00:48,  2.02it/s, loss=0.613, pair=0.000, adv=5.217, sprd=0.020]
Ep 080/80 [S3:+sens]:  79%|█▌| 356/453 [02:51<00:46,  2.11it/s, loss=0.613, pair=0.000, adv=5.217, sprd=0.020]
Ep 080/80 [S3:+sens]:  79%|█▌| 356/453 [02:52<00:46,  2.11it/s, loss=0.629, pair=0.000, adv=4.640, sprd=0.021]
Ep 080/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.02it/s, loss=0.629, pair=0.000, adv=4.640, sprd=0.021]
Ep 080/80 [S3:+sens]:  79%|█▌| 357/453 [02:52<00:47,  2.02it/s, loss=0.637, pair=0.001, adv=5.272, sprd=0.021]
Ep 080/80 [S3:+sens]:  79%|█▌| 358/453 [02:52<00:44,  2.12it/s, loss=0.637, pair=0.001, adv=5.272, sprd=0.021]
Ep 080/80 [S3:+sens]:  79%|█▌| 358/453 [02:53<00:44,  2.12it/s, loss=0.637, pair=0.000, adv=4.728, sprd=0.023]
Ep 080/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:46,  2.03it/s, loss=0.637, pair=0.000, adv=4.728, sprd=0.023]
Ep 080/80 [S3:+sens]:  79%|█▌| 359/453 [02:53<00:46,  2.03it/s, loss=0.603, pair=0.002, adv=4.016, sprd=0.015]
Ep 080/80 [S3:+sens]:  79%|█▌| 360/453 [02:53<00:43,  2.12it/s, loss=0.603, pair=0.002, adv=4.016, sprd=0.015]
Ep 080/80 [S3:+sens]:  79%|█▌| 360/453 [02:54<00:43,  2.12it/s, loss=0.596, pair=0.000, adv=4.418, sprd=0.017]
Ep 080/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.02it/s, loss=0.596, pair=0.000, adv=4.418, sprd=0.017]
Ep 080/80 [S3:+sens]:  80%|█▌| 361/453 [02:54<00:45,  2.02it/s, loss=0.593, pair=0.000, adv=4.920, sprd=0.015]
Ep 080/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.14it/s, loss=0.593, pair=0.000, adv=4.920, sprd=0.015]
Ep 080/80 [S3:+sens]:  80%|█▌| 362/453 [02:54<00:42,  2.14it/s, loss=0.690, pair=0.000, adv=4.431, sprd=0.030]
Ep 080/80 [S3:+sens]:  80%|█▌| 363/453 [02:54<00:44,  2.03it/s, loss=0.690, pair=0.000, adv=4.431, sprd=0.030]
Ep 080/80 [S3:+sens]:  80%|█▌| 363/453 [02:55<00:44,  2.03it/s, loss=0.622, pair=0.000, adv=4.880, sprd=0.017]
Ep 080/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.16it/s, loss=0.622, pair=0.000, adv=4.880, sprd=0.017]
Ep 080/80 [S3:+sens]:  80%|█▌| 364/453 [02:55<00:41,  2.16it/s, loss=0.589, pair=0.000, adv=4.210, sprd=0.014]
Ep 080/80 [S3:+sens]:  81%|█▌| 365/453 [02:55<00:42,  2.05it/s, loss=0.589, pair=0.000, adv=4.210, sprd=0.014]
Ep 080/80 [S3:+sens]:  81%|█▌| 365/453 [02:56<00:42,  2.05it/s, loss=0.661, pair=0.000, adv=6.238, sprd=0.029]
Ep 080/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:41,  2.12it/s, loss=0.661, pair=0.000, adv=6.238, sprd=0.029]
Ep 080/80 [S3:+sens]:  81%|█▌| 366/453 [02:56<00:41,  2.12it/s, loss=0.644, pair=0.000, adv=5.650, sprd=0.022]
Ep 080/80 [S3:+sens]:  81%|█▌| 367/453 [02:56<00:42,  2.02it/s, loss=0.644, pair=0.000, adv=5.650, sprd=0.022]
Ep 080/80 [S3:+sens]:  81%|█▌| 367/453 [02:57<00:42,  2.02it/s, loss=0.643, pair=0.000, adv=5.261, sprd=0.020]
Ep 080/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:39,  2.15it/s, loss=0.643, pair=0.000, adv=5.261, sprd=0.020]
Ep 080/80 [S3:+sens]:  81%|█▌| 368/453 [02:57<00:39,  2.15it/s, loss=0.591, pair=0.000, adv=5.363, sprd=0.016]
Ep 080/80 [S3:+sens]:  81%|█▋| 369/453 [02:57<00:41,  2.04it/s, loss=0.591, pair=0.000, adv=5.363, sprd=0.016]
Ep 080/80 [S3:+sens]:  81%|█▋| 369/453 [02:58<00:41,  2.04it/s, loss=0.617, pair=0.001, adv=4.784, sprd=0.017]
Ep 080/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:38,  2.14it/s, loss=0.617, pair=0.001, adv=4.784, sprd=0.017]
Ep 080/80 [S3:+sens]:  82%|█▋| 370/453 [02:58<00:38,  2.14it/s, loss=0.645, pair=0.000, adv=4.465, sprd=0.022]
Ep 080/80 [S3:+sens]:  82%|█▋| 371/453 [02:58<00:40,  2.03it/s, loss=0.645, pair=0.000, adv=4.465, sprd=0.022]
Ep 080/80 [S3:+sens]:  82%|█▋| 371/453 [02:59<00:40,  2.03it/s, loss=0.671, pair=0.000, adv=4.904, sprd=0.023]
Ep 080/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.19it/s, loss=0.671, pair=0.000, adv=4.904, sprd=0.023]
Ep 080/80 [S3:+sens]:  82%|█▋| 372/453 [02:59<00:37,  2.19it/s, loss=0.583, pair=0.003, adv=4.154, sprd=0.014]
Ep 080/80 [S3:+sens]:  82%|█▋| 373/453 [02:59<00:37,  2.12it/s, loss=0.583, pair=0.003, adv=4.154, sprd=0.014]
Ep 080/80 [S3:+sens]:  82%|█▋| 373/453 [03:00<00:37,  2.12it/s, loss=0.653, pair=0.000, adv=5.277, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:36,  2.18it/s, loss=0.653, pair=0.000, adv=5.277, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 374/453 [03:00<00:36,  2.18it/s, loss=0.675, pair=0.000, adv=5.159, sprd=0.032]
Ep 080/80 [S3:+sens]:  83%|█▋| 375/453 [03:00<00:38,  2.03it/s, loss=0.675, pair=0.000, adv=5.159, sprd=0.032]
Ep 080/80 [S3:+sens]:  83%|█▋| 375/453 [03:01<00:38,  2.03it/s, loss=0.615, pair=0.000, adv=4.812, sprd=0.015]
Ep 080/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:35,  2.18it/s, loss=0.615, pair=0.000, adv=4.812, sprd=0.015]
Ep 080/80 [S3:+sens]:  83%|█▋| 376/453 [03:01<00:35,  2.18it/s, loss=0.669, pair=0.000, adv=6.004, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 377/453 [03:01<00:39,  1.93it/s, loss=0.669, pair=0.000, adv=6.004, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 377/453 [03:02<00:39,  1.93it/s, loss=0.659, pair=0.000, adv=5.390, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:36,  2.04it/s, loss=0.659, pair=0.000, adv=5.390, sprd=0.026]
Ep 080/80 [S3:+sens]:  83%|█▋| 378/453 [03:02<00:36,  2.04it/s, loss=0.653, pair=0.000, adv=5.008, sprd=0.026]
Ep 080/80 [S3:+sens]:  84%|█▋| 379/453 [03:02<00:37,  1.96it/s, loss=0.653, pair=0.000, adv=5.008, sprd=0.026]
Ep 080/80 [S3:+sens]:  84%|█▋| 379/453 [03:03<00:37,  1.96it/s, loss=0.653, pair=0.000, adv=5.251, sprd=0.028]
Ep 080/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:35,  2.05it/s, loss=0.653, pair=0.000, adv=5.251, sprd=0.028]
Ep 080/80 [S3:+sens]:  84%|█▋| 380/453 [03:03<00:35,  2.05it/s, loss=0.650, pair=0.000, adv=5.418, sprd=0.025]
Ep 080/80 [S3:+sens]:  84%|█▋| 381/453 [03:03<00:36,  1.98it/s, loss=0.650, pair=0.000, adv=5.418, sprd=0.025]
Ep 080/80 [S3:+sens]:  84%|█▋| 381/453 [03:04<00:36,  1.98it/s, loss=0.641, pair=0.001, adv=5.248, sprd=0.021]
Ep 080/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:34,  2.09it/s, loss=0.641, pair=0.001, adv=5.248, sprd=0.021]
Ep 080/80 [S3:+sens]:  84%|█▋| 382/453 [03:04<00:34,  2.09it/s, loss=0.622, pair=0.002, adv=5.112, sprd=0.020]
Ep 080/80 [S3:+sens]:  85%|█▋| 383/453 [03:04<00:34,  2.04it/s, loss=0.622, pair=0.002, adv=5.112, sprd=0.020]
Ep 080/80 [S3:+sens]:  85%|█▋| 383/453 [03:05<00:34,  2.04it/s, loss=0.644, pair=0.000, adv=4.967, sprd=0.024]
Ep 080/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:32,  2.12it/s, loss=0.644, pair=0.000, adv=4.967, sprd=0.024]
Ep 080/80 [S3:+sens]:  85%|█▋| 384/453 [03:05<00:32,  2.12it/s, loss=0.616, pair=0.000, adv=5.001, sprd=0.016]
Ep 080/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.04it/s, loss=0.616, pair=0.000, adv=5.001, sprd=0.016]
Ep 080/80 [S3:+sens]:  85%|█▋| 385/453 [03:05<00:33,  2.04it/s, loss=0.650, pair=0.000, adv=5.293, sprd=0.024]
Ep 080/80 [S3:+sens]:  85%|█▋| 386/453 [03:05<00:31,  2.14it/s, loss=0.650, pair=0.000, adv=5.293, sprd=0.024]
Ep 080/80 [S3:+sens]:  85%|█▋| 386/453 [03:06<00:31,  2.14it/s, loss=0.633, pair=0.000, adv=4.599, sprd=0.018]
Ep 080/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:32,  2.05it/s, loss=0.633, pair=0.000, adv=4.599, sprd=0.018]
Ep 080/80 [S3:+sens]:  85%|█▋| 387/453 [03:06<00:32,  2.05it/s, loss=0.610, pair=0.000, adv=5.079, sprd=0.017]
Ep 080/80 [S3:+sens]:  86%|█▋| 388/453 [03:06<00:30,  2.15it/s, loss=0.610, pair=0.000, adv=5.079, sprd=0.017]
Ep 080/80 [S3:+sens]:  86%|█▋| 388/453 [03:07<00:30,  2.15it/s, loss=0.586, pair=0.000, adv=4.298, sprd=0.013]
Ep 080/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.04it/s, loss=0.586, pair=0.000, adv=4.298, sprd=0.013]
Ep 080/80 [S3:+sens]:  86%|█▋| 389/453 [03:07<00:31,  2.04it/s, loss=0.652, pair=0.000, adv=5.197, sprd=0.025]
Ep 080/80 [S3:+sens]:  86%|█▋| 390/453 [03:07<00:29,  2.13it/s, loss=0.652, pair=0.000, adv=5.197, sprd=0.025]
Ep 080/80 [S3:+sens]:  86%|█▋| 390/453 [03:08<00:29,  2.13it/s, loss=0.628, pair=0.000, adv=4.451, sprd=0.020]
Ep 080/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.07it/s, loss=0.628, pair=0.000, adv=4.451, sprd=0.020]
Ep 080/80 [S3:+sens]:  86%|█▋| 391/453 [03:08<00:30,  2.07it/s, loss=0.618, pair=0.000, adv=5.506, sprd=0.017]
Ep 080/80 [S3:+sens]:  87%|█▋| 392/453 [03:08<00:27,  2.18it/s, loss=0.618, pair=0.000, adv=5.506, sprd=0.017]
Ep 080/80 [S3:+sens]:  87%|█▋| 392/453 [03:09<00:27,  2.18it/s, loss=0.654, pair=0.000, adv=4.066, sprd=0.020]
Ep 080/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:28,  2.09it/s, loss=0.654, pair=0.000, adv=4.066, sprd=0.020]
Ep 080/80 [S3:+sens]:  87%|█▋| 393/453 [03:09<00:28,  2.09it/s, loss=0.643, pair=0.000, adv=4.483, sprd=0.024]
Ep 080/80 [S3:+sens]:  87%|█▋| 394/453 [03:09<00:27,  2.15it/s, loss=0.643, pair=0.000, adv=4.483, sprd=0.024]
Ep 080/80 [S3:+sens]:  87%|█▋| 394/453 [03:10<00:27,  2.15it/s, loss=0.696, pair=0.002, adv=5.992, sprd=0.032]
Ep 080/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.04it/s, loss=0.696, pair=0.002, adv=5.992, sprd=0.032]
Ep 080/80 [S3:+sens]:  87%|█▋| 395/453 [03:10<00:28,  2.04it/s, loss=0.640, pair=0.000, adv=4.637, sprd=0.018]
Ep 080/80 [S3:+sens]:  87%|█▋| 396/453 [03:10<00:26,  2.17it/s, loss=0.640, pair=0.000, adv=4.637, sprd=0.018]
Ep 080/80 [S3:+sens]:  87%|█▋| 396/453 [03:11<00:26,  2.17it/s, loss=0.595, pair=0.000, adv=3.930, sprd=0.013]
Ep 080/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:26,  2.10it/s, loss=0.595, pair=0.000, adv=3.930, sprd=0.013]
Ep 080/80 [S3:+sens]:  88%|█▊| 397/453 [03:11<00:26,  2.10it/s, loss=0.645, pair=0.000, adv=4.930, sprd=0.024]
Ep 080/80 [S3:+sens]:  88%|█▊| 398/453 [03:11<00:25,  2.17it/s, loss=0.645, pair=0.000, adv=4.930, sprd=0.024]
Ep 080/80 [S3:+sens]:  88%|█▊| 398/453 [03:12<00:25,  2.17it/s, loss=0.638, pair=0.000, adv=4.327, sprd=0.022]
Ep 080/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.04it/s, loss=0.638, pair=0.000, adv=4.327, sprd=0.022]
Ep 080/80 [S3:+sens]:  88%|█▊| 399/453 [03:12<00:26,  2.04it/s, loss=0.649, pair=0.000, adv=5.246, sprd=0.024]
Ep 080/80 [S3:+sens]:  88%|█▊| 400/453 [03:12<00:24,  2.13it/s, loss=0.649, pair=0.000, adv=5.246, sprd=0.024]
Ep 080/80 [S3:+sens]:  88%|█▊| 400/453 [03:13<00:24,  2.13it/s, loss=0.637, pair=0.000, adv=5.392, sprd=0.024]
Ep 080/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.02it/s, loss=0.637, pair=0.000, adv=5.392, sprd=0.024]
Ep 080/80 [S3:+sens]:  89%|█▊| 401/453 [03:13<00:25,  2.02it/s, loss=0.660, pair=0.000, adv=4.731, sprd=0.023]
Ep 080/80 [S3:+sens]:  89%|█▊| 402/453 [03:13<00:23,  2.14it/s, loss=0.660, pair=0.000, adv=4.731, sprd=0.023]
Ep 080/80 [S3:+sens]:  89%|█▊| 402/453 [03:14<00:23,  2.14it/s, loss=0.654, pair=0.000, adv=4.713, sprd=0.020]
Ep 080/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.07it/s, loss=0.654, pair=0.000, adv=4.713, sprd=0.020]
Ep 080/80 [S3:+sens]:  89%|█▊| 403/453 [03:14<00:24,  2.07it/s, loss=0.598, pair=0.000, adv=4.511, sprd=0.013]
Ep 080/80 [S3:+sens]:  89%|█▊| 404/453 [03:14<00:22,  2.19it/s, loss=0.598, pair=0.000, adv=4.511, sprd=0.013]
Ep 080/80 [S3:+sens]:  89%|█▊| 404/453 [03:15<00:22,  2.19it/s, loss=0.659, pair=0.000, adv=5.250, sprd=0.026]
Ep 080/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:23,  2.08it/s, loss=0.659, pair=0.000, adv=5.250, sprd=0.026]
Ep 080/80 [S3:+sens]:  89%|█▊| 405/453 [03:15<00:23,  2.08it/s, loss=0.608, pair=0.001, adv=4.705, sprd=0.016]
Ep 080/80 [S3:+sens]:  90%|█▊| 406/453 [03:15<00:21,  2.19it/s, loss=0.608, pair=0.001, adv=4.705, sprd=0.016]
Ep 080/80 [S3:+sens]:  90%|█▊| 406/453 [03:16<00:21,  2.19it/s, loss=0.649, pair=0.000, adv=4.482, sprd=0.027]
Ep 080/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:23,  1.93it/s, loss=0.649, pair=0.000, adv=4.482, sprd=0.027]
Ep 080/80 [S3:+sens]:  90%|█▊| 407/453 [03:16<00:23,  1.93it/s, loss=0.647, pair=0.000, adv=5.001, sprd=0.022]
Ep 080/80 [S3:+sens]:  90%|█▊| 408/453 [03:16<00:21,  2.05it/s, loss=0.647, pair=0.000, adv=5.001, sprd=0.022]
Ep 080/80 [S3:+sens]:  90%|█▊| 408/453 [03:17<00:21,  2.05it/s, loss=0.631, pair=0.001, adv=4.604, sprd=0.019]
Ep 080/80 [S3:+sens]:  90%|█▊| 409/453 [03:17<00:22,  1.99it/s, loss=0.631, pair=0.001, adv=4.604, sprd=0.019]
Ep 080/80 [S3:+sens]:  90%|█▊| 409/453 [03:17<00:22,  1.99it/s, loss=0.672, pair=0.000, adv=5.487, sprd=0.031]
Ep 080/80 [S3:+sens]:  91%|█▊| 410/453 [03:17<00:20,  2.07it/s, loss=0.672, pair=0.000, adv=5.487, sprd=0.031]
Ep 080/80 [S3:+sens]:  91%|█▊| 410/453 [03:18<00:20,  2.07it/s, loss=0.615, pair=0.000, adv=3.828, sprd=0.020]
Ep 080/80 [S3:+sens]:  91%|█▊| 411/453 [03:18<00:21,  1.93it/s, loss=0.615, pair=0.000, adv=3.828, sprd=0.020]
Ep 080/80 [S3:+sens]:  91%|█▊| 411/453 [03:18<00:21,  1.93it/s, loss=0.668, pair=0.001, adv=5.079, sprd=0.027]
Ep 080/80 [S3:+sens]:  91%|█▊| 412/453 [03:18<00:19,  2.05it/s, loss=0.668, pair=0.001, adv=5.079, sprd=0.027]
Ep 080/80 [S3:+sens]:  91%|█▊| 412/453 [03:19<00:19,  2.05it/s, loss=0.669, pair=0.002, adv=4.796, sprd=0.024]
Ep 080/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.02it/s, loss=0.669, pair=0.002, adv=4.796, sprd=0.024]
Ep 080/80 [S3:+sens]:  91%|█▊| 413/453 [03:19<00:19,  2.02it/s, loss=0.615, pair=0.000, adv=4.672, sprd=0.016]
Ep 080/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.15it/s, loss=0.615, pair=0.000, adv=4.672, sprd=0.016]
Ep 080/80 [S3:+sens]:  91%|█▊| 414/453 [03:19<00:18,  2.15it/s, loss=0.655, pair=0.001, adv=6.567, sprd=0.024]
Ep 080/80 [S3:+sens]:  92%|█▊| 415/453 [03:19<00:18,  2.08it/s, loss=0.655, pair=0.001, adv=6.567, sprd=0.024]
Ep 080/80 [S3:+sens]:  92%|█▊| 415/453 [03:20<00:18,  2.08it/s, loss=0.669, pair=0.000, adv=5.691, sprd=0.028]
Ep 080/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.15it/s, loss=0.669, pair=0.000, adv=5.691, sprd=0.028]
Ep 080/80 [S3:+sens]:  92%|█▊| 416/453 [03:20<00:17,  2.15it/s, loss=0.622, pair=0.000, adv=4.872, sprd=0.019]
Ep 080/80 [S3:+sens]:  92%|█▊| 417/453 [03:20<00:17,  2.06it/s, loss=0.622, pair=0.000, adv=4.872, sprd=0.019]
Ep 080/80 [S3:+sens]:  92%|█▊| 417/453 [03:21<00:17,  2.06it/s, loss=0.600, pair=0.000, adv=5.366, sprd=0.017]
Ep 080/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.16it/s, loss=0.600, pair=0.000, adv=5.366, sprd=0.017]
Ep 080/80 [S3:+sens]:  92%|█▊| 418/453 [03:21<00:16,  2.16it/s, loss=0.604, pair=0.000, adv=3.608, sprd=0.017]
Ep 080/80 [S3:+sens]:  92%|█▊| 419/453 [03:21<00:16,  2.03it/s, loss=0.604, pair=0.000, adv=3.608, sprd=0.017]
Ep 080/80 [S3:+sens]:  92%|█▊| 419/453 [03:22<00:16,  2.03it/s, loss=0.638, pair=0.000, adv=5.472, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.15it/s, loss=0.638, pair=0.000, adv=5.472, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 420/453 [03:22<00:15,  2.15it/s, loss=0.634, pair=0.000, adv=4.180, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 421/453 [03:22<00:15,  2.04it/s, loss=0.634, pair=0.000, adv=4.180, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 421/453 [03:23<00:15,  2.04it/s, loss=0.603, pair=0.001, adv=4.600, sprd=0.014]
Ep 080/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.19it/s, loss=0.603, pair=0.001, adv=4.600, sprd=0.014]
Ep 080/80 [S3:+sens]:  93%|█▊| 422/453 [03:23<00:14,  2.19it/s, loss=0.635, pair=0.000, adv=5.533, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 423/453 [03:23<00:14,  2.09it/s, loss=0.635, pair=0.000, adv=5.533, sprd=0.021]
Ep 080/80 [S3:+sens]:  93%|█▊| 423/453 [03:24<00:14,  2.09it/s, loss=0.649, pair=0.000, adv=4.608, sprd=0.025]
Ep 080/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.16it/s, loss=0.649, pair=0.000, adv=4.608, sprd=0.025]
Ep 080/80 [S3:+sens]:  94%|█▊| 424/453 [03:24<00:13,  2.16it/s, loss=0.646, pair=0.000, adv=5.124, sprd=0.024]
Ep 080/80 [S3:+sens]:  94%|█▉| 425/453 [03:24<00:13,  2.06it/s, loss=0.646, pair=0.000, adv=5.124, sprd=0.024]
Ep 080/80 [S3:+sens]:  94%|█▉| 425/453 [03:25<00:13,  2.06it/s, loss=0.679, pair=0.000, adv=5.421, sprd=0.028]
Ep 080/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.15it/s, loss=0.679, pair=0.000, adv=5.421, sprd=0.028]
Ep 080/80 [S3:+sens]:  94%|█▉| 426/453 [03:25<00:12,  2.15it/s, loss=0.614, pair=0.000, adv=4.353, sprd=0.016]
Ep 080/80 [S3:+sens]:  94%|█▉| 427/453 [03:25<00:12,  2.09it/s, loss=0.614, pair=0.000, adv=4.353, sprd=0.016]
Ep 080/80 [S3:+sens]:  94%|█▉| 427/453 [03:26<00:12,  2.09it/s, loss=0.652, pair=0.000, adv=5.898, sprd=0.025]
Ep 080/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.19it/s, loss=0.652, pair=0.000, adv=5.898, sprd=0.025]
Ep 080/80 [S3:+sens]:  94%|█▉| 428/453 [03:26<00:11,  2.19it/s, loss=0.631, pair=0.000, adv=5.366, sprd=0.021]
Ep 080/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.06it/s, loss=0.631, pair=0.000, adv=5.366, sprd=0.021]
Ep 080/80 [S3:+sens]:  95%|█▉| 429/453 [03:26<00:11,  2.06it/s, loss=0.612, pair=0.000, adv=4.881, sprd=0.016]
Ep 080/80 [S3:+sens]:  95%|█▉| 430/453 [03:26<00:10,  2.17it/s, loss=0.612, pair=0.000, adv=4.881, sprd=0.016]
Ep 080/80 [S3:+sens]:  95%|█▉| 430/453 [03:27<00:10,  2.17it/s, loss=0.646, pair=0.000, adv=4.709, sprd=0.020]
Ep 080/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:11,  1.99it/s, loss=0.646, pair=0.000, adv=4.709, sprd=0.020]
Ep 080/80 [S3:+sens]:  95%|█▉| 431/453 [03:27<00:11,  1.99it/s, loss=0.633, pair=0.000, adv=5.627, sprd=0.021]
Ep 080/80 [S3:+sens]:  95%|█▉| 432/453 [03:27<00:09,  2.12it/s, loss=0.633, pair=0.000, adv=5.627, sprd=0.021]
Ep 080/80 [S3:+sens]:  95%|█▉| 432/453 [03:28<00:09,  2.12it/s, loss=0.655, pair=0.000, adv=4.146, sprd=0.024]
Ep 080/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.05it/s, loss=0.655, pair=0.000, adv=4.146, sprd=0.024]
Ep 080/80 [S3:+sens]:  96%|█▉| 433/453 [03:28<00:09,  2.05it/s, loss=0.632, pair=0.000, adv=5.091, sprd=0.020]
Ep 080/80 [S3:+sens]:  96%|█▉| 434/453 [03:28<00:08,  2.15it/s, loss=0.632, pair=0.000, adv=5.091, sprd=0.020]
Ep 080/80 [S3:+sens]:  96%|█▉| 434/453 [03:29<00:08,  2.15it/s, loss=0.626, pair=0.000, adv=3.974, sprd=0.018]
Ep 080/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.08it/s, loss=0.626, pair=0.000, adv=3.974, sprd=0.018]
Ep 080/80 [S3:+sens]:  96%|█▉| 435/453 [03:29<00:08,  2.08it/s, loss=0.627, pair=0.000, adv=4.606, sprd=0.020]
Ep 080/80 [S3:+sens]:  96%|█▉| 436/453 [03:29<00:07,  2.18it/s, loss=0.627, pair=0.000, adv=4.606, sprd=0.020]
Ep 080/80 [S3:+sens]:  96%|█▉| 436/453 [03:30<00:07,  2.18it/s, loss=0.668, pair=0.000, adv=5.121, sprd=0.026]
Ep 080/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.06it/s, loss=0.668, pair=0.000, adv=5.121, sprd=0.026]
Ep 080/80 [S3:+sens]:  96%|█▉| 437/453 [03:30<00:07,  2.06it/s, loss=0.628, pair=0.000, adv=4.717, sprd=0.018]
Ep 080/80 [S3:+sens]:  97%|█▉| 438/453 [03:30<00:06,  2.17it/s, loss=0.628, pair=0.000, adv=4.717, sprd=0.018]
Ep 080/80 [S3:+sens]:  97%|█▉| 438/453 [03:31<00:06,  2.17it/s, loss=0.640, pair=0.000, adv=4.763, sprd=0.021]
Ep 080/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.03it/s, loss=0.640, pair=0.000, adv=4.763, sprd=0.021]
Ep 080/80 [S3:+sens]:  97%|█▉| 439/453 [03:31<00:06,  2.03it/s, loss=0.629, pair=0.000, adv=3.966, sprd=0.018]
Ep 080/80 [S3:+sens]:  97%|█▉| 440/453 [03:31<00:06,  2.14it/s, loss=0.629, pair=0.000, adv=3.966, sprd=0.018]
Ep 080/80 [S3:+sens]:  97%|█▉| 440/453 [03:32<00:06,  2.14it/s, loss=0.648, pair=0.000, adv=5.320, sprd=0.027]
Ep 080/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.01it/s, loss=0.648, pair=0.000, adv=5.320, sprd=0.027]
Ep 080/80 [S3:+sens]:  97%|█▉| 441/453 [03:32<00:05,  2.01it/s, loss=0.620, pair=0.000, adv=4.632, sprd=0.015]
Ep 080/80 [S3:+sens]:  98%|█▉| 442/453 [03:32<00:05,  2.14it/s, loss=0.620, pair=0.000, adv=4.632, sprd=0.015]
Ep 080/80 [S3:+sens]:  98%|█▉| 442/453 [03:33<00:05,  2.14it/s, loss=0.855, pair=0.645, adv=6.148, sprd=0.021]
Ep 080/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.02it/s, loss=0.855, pair=0.645, adv=6.148, sprd=0.021]
Ep 080/80 [S3:+sens]:  98%|█▉| 443/453 [03:33<00:04,  2.02it/s, loss=1.654, pair=0.001, adv=5.573, sprd=0.025]
Ep 080/80 [S3:+sens]:  98%|█▉| 444/453 [03:33<00:04,  2.08it/s, loss=1.654, pair=0.001, adv=5.573, sprd=0.025]
Ep 080/80 [S3:+sens]:  98%|█▉| 444/453 [03:34<00:04,  2.08it/s, loss=0.703, pair=0.001, adv=6.443, sprd=0.034]
Ep 080/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:04,  1.99it/s, loss=0.703, pair=0.001, adv=6.443, sprd=0.034]
Ep 080/80 [S3:+sens]:  98%|█▉| 445/453 [03:34<00:04,  1.99it/s, loss=0.621, pair=0.000, adv=4.119, sprd=0.017]
Ep 080/80 [S3:+sens]:  98%|█▉| 446/453 [03:34<00:03,  2.12it/s, loss=0.621, pair=0.000, adv=4.119, sprd=0.017]
Ep 080/80 [S3:+sens]:  98%|█▉| 446/453 [03:35<00:03,  2.12it/s, loss=0.668, pair=0.000, adv=4.606, sprd=0.023]
Ep 080/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.06it/s, loss=0.668, pair=0.000, adv=4.606, sprd=0.023]
Ep 080/80 [S3:+sens]:  99%|█▉| 447/453 [03:35<00:02,  2.06it/s, loss=0.648, pair=0.000, adv=5.135, sprd=0.024]
Ep 080/80 [S3:+sens]:  99%|█▉| 448/453 [03:35<00:02,  2.15it/s, loss=0.648, pair=0.000, adv=5.135, sprd=0.024]
Ep 080/80 [S3:+sens]:  99%|█▉| 448/453 [03:36<00:02,  2.15it/s, loss=0.642, pair=0.000, adv=5.601, sprd=0.026]
Ep 080/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.03it/s, loss=0.642, pair=0.000, adv=5.601, sprd=0.026]
Ep 080/80 [S3:+sens]:  99%|█▉| 449/453 [03:36<00:01,  2.03it/s, loss=0.638, pair=0.002, adv=4.109, sprd=0.021]
Ep 080/80 [S3:+sens]:  99%|█▉| 450/453 [03:36<00:01,  2.13it/s, loss=0.638, pair=0.002, adv=4.109, sprd=0.021]
Ep 080/80 [S3:+sens]:  99%|█▉| 450/453 [03:37<00:01,  2.13it/s, loss=0.619, pair=0.000, adv=3.776, sprd=0.014]
Ep 080/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.06it/s, loss=0.619, pair=0.000, adv=3.776, sprd=0.014]
Ep 080/80 [S3:+sens]: 100%|█▉| 451/453 [03:37<00:00,  2.06it/s, loss=0.651, pair=0.000, adv=5.053, sprd=0.022]
Ep 080/80 [S3:+sens]: 100%|█▉| 452/453 [03:37<00:00,  2.18it/s, loss=0.651, pair=0.000, adv=5.053, sprd=0.022]
Ep 080/80 [S3:+sens]: 100%|█▉| 452/453 [03:38<00:00,  2.18it/s, loss=0.620, pair=0.000, adv=3.667, sprd=0.016]
Ep 080/80 [S3:+sens]: 100%|██| 453/453 [03:38<00:00,  2.07it/s, loss=0.620, pair=0.000, adv=3.667, sprd=0.016]
                                                                                                              
Epoch 080/80 [S3:+sens]  loss=0.6422  mat=0.2673  sens=1.0414  pair=0.0029  adv=4.8111(rand=3.47)  deg=0.0060  orth=0.0033  spread=0.0213  q_mean=52.3  q_std=19.0  α=0.25 β=0.35 γ=0.50 λ_grl=0.600  lr=5.04e-06  218s
Training finished. Checkpoint: /home/aiserver/works/fingerprint/sifq/checkpoints_full_v13/last.pt
Metrics: /home/aiserver/works/fingerprint/sifq/checkpoints_full_v13/metrics.jsonl